{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "81555214-1faa-4634-bbde-d6f951fb3746",
   "metadata": {
    "tags": []
   },
   "source": [
    "<img src=\"./Images/mgnlogo3_small.gif\" width=\"75\" align=\"left\" style=\"vertical-align:middle;margin:0px 100px\" ><h1>   Identify volcanos on Venus images</h1>\n",
    "\n",
    "# Purpose \n",
    "\n",
    "In this lab, we propose you to play with a dataset and some Convolutional Neural Networks.\n",
    "You will see how to read, analyse the dataset. Then, you will learn how to prepare the training and the test set.\n",
    "Then, you will train a basic model to get an first accuracy. Then, you will try to improve the results by changing the content of the networks\n",
    "\n",
    "# Dataset \n",
    "## Origin of the data\n",
    "NASA's Magellan (https://www2.jpl.nasa.gov/magellan/) spacecraft was launched on May 4, 1989 and arrived at Venus on August 10, 1990. \n",
    "The primary objectives of the Magellan mission were to map the surface of Venus with a synthetic aperture radar (SAR) and to determine the topographic relief of the planet. \n",
    "At the completion of radar mapping 98% of the surface was imaged at resolutions better than 100 m, and many areas were imaged multiple times.\n",
    "In the analysis of the data captured by the spacecraft they found volcanoes on the surface on Venus, volcanoes that can be used to make a automatic machine that can detect them.\n",
    "\n",
    "## Organisation of the data\n",
    "\n",
    "The input data (saved in `./Dataset`) consist on Images of one channel `110x110 pixels` from `0 to 255`, where every image is one row of 12100 columns (all the 110 rows of 110 columns). \n",
    "Each images can contain more then one volcano or maybe none. \n",
    "\n",
    "Each set of data is associated to the label data or \"ground truth\" which contains four columns, described here:\n",
    "\n",
    "- **Volcano?**: if in the image there are volcanoes: two flags: `1` or `0`,\n",
    "- **Type**:\n",
    "\n",
    "    - 1: definitely a volcano,\n",
    "    - 2: probably, \n",
    "    - 3: possibly, \n",
    "    - 4: only a pit is visible.\n",
    "    \n",
    "\n",
    "- **Radius**: The radius of the volcano in the center of the image, in pixels,\n",
    "\n",
    "- **Number Volcanoes**: The number of volcanoes in the image,\n",
    "\n",
    "If for Volcano? = 0 this three features type, radius and number are NaN\n",
    "\n",
    "\n",
    "The images that have volcanoes, have one centered on the image. The authors quote \"ground truth\" as a reminder that there is no absolute ground truth for this dataset. \n",
    "No one has been to Venus and image quality does not permit 100%, unambiguous identification of the volcanoes, even by human experts.\n",
    "\n",
    "The data is unbalanced and that has to be taken account, the number of volcanoes is lower than no volcanoes.\n",
    "\n",
    "Note that some images contain blank (black) regions which resulted from gaps in the Magellan acquisition or communication processes. These regions can generally be ignored.\n",
    "\n",
    "Data are saved in the directory `Dataset` in two subdirectories `Dataset/Volcanoes_test` and `Dataset/Volcanoes_train`. In each, one can find two csv files containing the images and an the labels.\n",
    "\n",
    "Part of this presentation come from https://www.kaggle.com/fmena14/volcanoesvenus where the dataset is proposed."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2def6630-0333-4d6a-b01e-0c48038157a4",
   "metadata": {},
   "source": [
    "## Let's load the data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6e90590f-df92-433e-bab8-9c0a3543b3cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "%reset -f\n",
    "import os\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.python.keras.models import Model, Sequential\n",
    "from tensorflow.python.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D\n",
    "from tensorflow.python.keras.optimizers import Adam\n",
    "\n",
    "from keras.utils.np_utils import to_categorical # convert to one-hot-encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f8a6c39e-55e3-494a-92ba-a508e9bb92d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- X_train shape: (7000, 12100)\n",
      "- y_train shape: (7000, 4)\n",
      "- X_test shape : (2734, 12100)\n",
      "- y_test shape : (2734, 4)\n"
     ]
    }
   ],
   "source": [
    "DATA_DIR = \"./Dataset\"\n",
    "TRAIN_DIR = \"Volcanoes_train\"\n",
    "TEST_DIR = \"Volcanoes_test\"\n",
    "\n",
    "X_train_raw = pd.read_csv(os.path.join(DATA_DIR, TRAIN_DIR, \"train_images.csv\"), header=None) # Images / Train\n",
    "y_train_raw = pd.read_csv(os.path.join(DATA_DIR, TRAIN_DIR, \"train_labels.csv\")) # Labels / Train\n",
    "X_test_raw = pd.read_csv(os.path.join(DATA_DIR, TEST_DIR,\"test_images.csv\"), header=None) # Images / Test\n",
    "y_test_raw = pd.read_csv(os.path.join(DATA_DIR, TEST_DIR,\"test_labels.csv\")) # Labels / Test\n",
    "\n",
    "# We keep a copy for later...\n",
    "X_train =  X_train_raw.copy(deep=True)\n",
    "y_train =  y_train_raw.copy(deep=True)\n",
    "X_test =  X_test_raw.copy(deep=True)\n",
    "y_test =  y_test_raw.copy(deep=True)\n",
    "\n",
    "print(f\"- X_train shape: {X_train.shape}\")\n",
    "print(f\"- y_train shape: {y_train.shape}\")\n",
    "print(f\"- X_test shape : {X_test.shape}\")\n",
    "print(f\"- y_test shape : {y_test.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c32e8e0-1b2a-4360-bac6-52be7f8fe2bc",
   "metadata": {},
   "source": [
    "## Have a look on the data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e4c33c9-e569-4e9b-967a-58320752df09",
   "metadata": {},
   "source": [
    "### Classical commands to look at the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d9047534-b889-4e22-a55a-9cf5fd223fa6",
   "metadata": {},
   "outputs": [
    {
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       "   0      1      2      3      4      5      6      7      8      9      ...  \\\n",
       "0     95    101     99    103     95     86     96     89     70    104  ...   \n",
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       "\n",
       "[5 rows x 12100 columns]"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(X_train.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5348bc23-115f-4e0a-abd2-564502c0f233",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Volcano?</th>\n",
       "      <th>Type</th>\n",
       "      <th>Radius</th>\n",
       "      <th>Number Volcanoes</th>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "   Volcano?  Type  Radius  Number Volcanoes\n",
       "0         1   3.0   17.46               1.0\n",
       "1         0   NaN     NaN               NaN\n",
       "2         0   NaN     NaN               NaN\n",
       "3         0   NaN     NaN               NaN\n",
       "4         0   NaN     NaN               NaN\n",
       "5         0   NaN     NaN               NaN\n",
       "6         0   NaN     NaN               NaN\n",
       "7         0   NaN     NaN               NaN\n",
       "8         0   NaN     NaN               NaN\n",
       "9         1   1.0   22.02               1.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b201f6d9-46dc-4610-9c65-80c3fa066d1a",
   "metadata": {},
   "source": [
    "## Statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47b5a952-74f4-4841-8bae-1ce41dc4bd83",
   "metadata": {},
   "source": [
    "### Volcanos or not volcanos ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1f02e485-5572-40bd-98c1-cac14adda8cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_counts = y_train['Volcano?'].value_counts()\n",
    "test_counts = y_test['Volcano?'].value_counts()\n",
    "\n",
    "# Training set\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.subplot(121)\n",
    "plt.grid(True)\n",
    "sns.barplot(x=train_counts.index, y=train_counts.values)\n",
    "plt.title('training set')\n",
    "plt.ylim([0,6200])\n",
    "# Test set\n",
    "plt.subplot(122)\n",
    "plt.grid(True)\n",
    "sns.barplot(x=test_counts.index, y=test_counts.values)\n",
    "plt.title('test set')\n",
    "plt.ylim([0,6200])\n",
    "plt.suptitle('Volcanos or not volcanos ?')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "920fb235-33e4-4952-8c39-a9d92d63aa7c",
   "metadata": {},
   "source": [
    "### Type of volcanos ?\n",
    "\n",
    "This time, we will plot the plot to have a quick look on the different probability of having a volcano in the image according to the classification.\n",
    "\n",
    "Remind from the beginning: \n",
    "- Type:\n",
    "    - 1: definitely a volcano,\n",
    "    - 2: probably, \n",
    "    - 3: possibly, \n",
    "    - 4: only a pit is visible.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c8e7c964-1a4b-47a1-a1b9-e912ddb5abed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_type = y_train['Type'].value_counts()\n",
    "test_type = y_test['Type'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.subplot(121)\n",
    "plt.grid(True)\n",
    "sns.barplot(x=train_type.index, y=train_type.values)\n",
    "plt.title('training set')\n",
    "plt.ylim([0,400])\n",
    "plt.subplot(122)\n",
    "plt.grid(True)\n",
    "sns.barplot(x=test_type.index, y=test_type.values)\n",
    "plt.title('testing set')\n",
    "plt.ylim([0,400])\n",
    "plt.suptitle('Volcanos types')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "544a0b00-c77b-44f8-978f-71e03889764a",
   "metadata": {},
   "source": [
    "### Number of volcanos per images\n",
    "\n",
    "Another plot to have a look on the number of volcanos labelled per images "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1a8197a1-6926-4d1f-a646-357c828220c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_nb_volcanos = y_train['Number Volcanoes'].value_counts()\n",
    "test_nb_volcanos = y_test['Number Volcanoes'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.subplot(121)\n",
    "plt.grid(True)\n",
    "sns.barplot(x=train_nb_volcanos.index, y=train_nb_volcanos.values)\n",
    "plt.title('training set')\n",
    "plt.ylim([0,850])\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.grid(True)\n",
    "sns.barplot(x=test_nb_volcanos.index, y=test_nb_volcanos.values)\n",
    "plt.title('testing set')\n",
    "plt.ylim([0,850])\n",
    "\n",
    "plt.suptitle('Number of volcanos')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09d81ec1-5978-480a-8280-9b00842e304d",
   "metadata": {},
   "source": [
    "Most of the images just include one volcano."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "829207d9-cc9a-4e90-a289-e971c24120c1",
   "metadata": {},
   "source": [
    "## Plot randomly some images\n",
    "\n",
    "Here is a piece of code to plot randomly some images. \n",
    "- The line above shows some images with some volcanos.\n",
    "- The line below shows some images without volcanos.\n",
    "\n",
    "You can re-run several times the following cells to see different images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "80bfeb59-ecf4-45a8-817e-2ec89a778bd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3mwuQk23A1JJMmVbmfPKdXHrBRFwKnvKt/Ox+rHCf5IzfOmyt2J8bti9yQRdrMC9L7s6kjKMilFeKkCmas4A96GPVdf5tgytLfCWQo0rVz24OoVCCMhaSqJc3kqgEq1j8smf7zEoyHCC3julpw/snBbsby+6FrPloYFNp3FgCbrfO+Y4TAP7w5CX2k8A/v/wRp/9Ske8DwShJCucfIMsjDyai1pZsJ2tUOUW+AVeCLgDkPPO5nOHaKbJ9ZPzOsz83zL4P9JXCl+CyVFHhHpXsH3coBf46wx4U/SwSjSbbaNm7PSx+YrnbnBF/V+G9Jl9poo3/jWrBQ6yf4pMXUVeO+kcBnXuqqmP3dkI/M/iJTFQsPHprMVspa8ZJT+gzzF6jnaI9iXJuXWomLyO2zo5Mic0XkZCZY3DYnEV2nwfGz7b80aNLruoJ35sT4jpn+nODdoZ2eY/Gk+7OYf+ZFtqFVKC6Kbz5N6YSuO3lrAi5fK9pBKw0TQJY9gFfKnTupfqRQT+JBAtZpsh3ivrUcPOPhBpSvM6xO0kwi7tIuQrsHxtCAe1S3qFUeyOjd4qQa8prGL2Vs9uXUNxFqis5d6KJNEuDaQRJjkvHuOw5zAu2n8j8LP860C4Uziiq93LP+kI+r/JQ3MD7PzR0i8DotcFXsP4K7F6Rr6G4MSkgj5ivNar79S+gD9fO+OxFdBWA7O3RlccePCHT7C/kjNC1Jvay/0MGh4WUlcZvJAHxpVT8lJe7IL9T+DIn5AE1cUQTOTyOHB7rlDjfA4GT7zXtrsQXET6pqX5/x9XNFPtdyexruR/cSO54X0lMUl3B3bdLVFDUjxTZTkus0EGxkrjKl5J024Osj3zt8LnFVZpurMgOMhf9WNZXfWrpZiqBN3L+9RNFpiTZ3Hxiqa4DxBKAfBMEKLYyd9k+EKyhmwwAuKIlAc8KTBMx8b6KW11q9qMMf+E47DKm30VsI6C2ilDeOHTnOTwtcaWiOVWoIJ+xvOkJWYZPMZFpJcA2faS8MdTnsjdMF/+bL//XvX5OX8T5z/e086kAsJNAfmMwtaJbeiajlt26Qp0F6mcB3cqeMy3YO0soIiGTeLe4k9h68jYw/8sV7/71E3ypmP21ZdtNmbzSFHeR/VNN/cLRPZZq6OJkz6xsuLldkq9k/rM91BcCJOatSmeFAN39ThGtZvrSEa3cDfWZVPrdWO4lU2u6byfkK804VapGl5F2oZi8lgR7/1izfWFwo4CJisnJgX5qeL6Qi7jzBjcLrH6sBQDsI9NvYPLa4StNuzSYZYu/LmhOI90i59V/X1E93qB/OiPbRkZRY1oBt9vHUL7KmH0b6aYweqtYfVpJ5c9DufJ0E02+gag13TLSPIrMvpZze/0VuKkAQ+ag8duMt36BtoHQGdQqSzF/RHt1z1z7W8aD0BFjuhB8qdn9qOPpkzu2TcHurqB8LxWE9jTCrRzortKUd55803N4UtCPFKaP7C8sm08mx8CveRRpHsH8Z5rqRl5iNKnMj2xKVylUDpN3gWZp8Lli+l2k2ATaaSrL95HcBYKVZEsFqC8KVJTqT3EnQeP+iT6WfbNDxB4E4Xr7b54mlCgeaUcqKLI9BGuwtRwoPpfAT3moriKja09x1xOMToiQJJLZXipr2a6nm+fc/jjn9seWbCeITH1qjtU4X0GTaB9RS8I1XIq+UPhSYw+RbC+UgGi1fM5Sqmz9TILxxc97VIR+osn2URabEQTUpwOxWMnfD08EgTuxO34vf/sQS+ZXR1AwdvSNIpSRYDW2VphGoZ1GOUU/C3grQbMKkG0j/Qwp3aeqi5tGehPQjcY0ckkFK2sk28kcNKeGdqYxjaLrDJ2zvF7P6Zyhf9ESD5ZojaBkv6hozz3jL9eYHwbW6xH6dSl00crTHHKigXyjE1oiSJOKQqscKCDBSiVEtxIY9ZO0XqpIYxQodfz+qFOJHvDjgNlpumkKjt9byitFtr3f4dpBN9XHC0UqKglJ1FKNcZUkRM1ZxE8DZivzm20UvZE90k+HYEnWS3Ena7UfC3ChO+hmQEpi9dYI7WnuYGPJbzX2IJfw6Dqgoj7SDB5ytMGiVSRUAdUpwigSbcBXhpBrTC0XgKugfibVKN3LGaI9VNfxiIwqLwfy4ULRTzLK2yBBbStJa76JqLeK2lncJErRx8Gjv+y5/AcZ9YVciNk2sntWYOtIPwY3FWChuoySBKdq9UAzGqgS7VRRrgRkCIUEI3dv5phpj+4kaLMHGL+R6ozPpWozXkvJo3lk+WVrKIzjD5cv+cVXZzQvHxGsJt9HOb/cgL4rVJuSnbTeilsJJtc/9jDr6S4LJi8VqgaV6NUD/UeqY5HdM00/vqc9lTfDOaRwEyjGHUXuOLxboDsJ7kIecZOA2WtBNedyFt3ejbG5pz/12I3mVyjnDzVUhOsC0yv8KFCfAGUgdBp90MQsEgsIVaA4qbE2YHRg01jsXt6B7iXwGOhCo8tAfaYpVpHpt5p2IXOXr6Mk+WPwXnNVT8i1VAmqVwY3EhQ5jjx6Y+Uc6VQCETgGxs2pACVDwpttpRpgJgpTC6CggqzxdgndSeAmWHwZsb+opFpvpZrqy4gvoZulBDqAnTraTyLV1wXVlSDw/cRgD1IlcKUEyMVK9lO5Cpz+pWP/OKObKrk3Jyqdu3IObT+DqBXlLUK17TT7VQU20i0Dysn9q3vIV7IPfSlzNYCRIIljnDraU41uSdUk6HIBSebfSFVlfOlknT7gEFaNvITiLlKfGLJKEwy0SwFaZj+/jzl8Cd2JMDxcZTEtqANwEBBj+4UnFkEoVI2GbSaJRyEVHntIAfFU3kO+EamGLxXtheIPH72iPsn4T+NXHPblkVpoEn3VlwJEFdeGfiLxjRvJ7842KdmNYOoobCMF7Yli32VkB2EWlesge/9vsB6CkYRL+0g3E5qkL6W6Xp9HdHdPkRRqrcI2QkPspkJJFDqjsBJ8KedkNByBTYmPEsPEK/S0px9naBdp58Ie0i6iZwbljTAZvNzHKKG0ubHhcCHPYuqU5Cup3tk6Hue4mz68fUI08P2/M5UK7p0hm7ewjBxuSzCRpskoflniKwHJq3ea2TfImdOpxMJC9oCFbgE3J5q+OmH7KfixJ2YRfZDPsvkSuosOM3LEoNAjx9lkz7YtsHv9K/R9goCX2Z7juZBtFPVTT7dUKG+pbrUk1J/pI2XZVcKQmXyvOfuzhvXnBTf/RsfhU0P1ykrBo5Q90y0k0fOrgs6X5LeGs3/jLVYHfvbzp+QrTf+ixbwtyLYC9O6eWdqFMDbi64q8ljNh/8Sgm8jhesSsF+ZRvpF7Nl8psm0mrKCJYvepnC+LcUPzI8dhuyTkhmDVr1CGg4Xt54nJUkTG31m0g90nAbsxqJUkkbEKiVEC1Y3H7/Sv0MD/5niQJCzYdEgqKGct07zlajVJSGGqYBSRbiHIus8Npo3kG0030RIAoo4aAt1DN4/0S0mjXWXZPrdSKk0/LztEwkE2UXaIjH65wv3OCa4QFKabye/IdggqhXxtN5cF0E8M+UaqV8ufd7xbFrhSgtiQg3eiPVLhnnIz+07K7usvcrKtXIzltQSpbgRhkypSB8h3gagU9ZkIOdpZypJ7SUKjzuhnlmau6SdymA0L3pVSyRgokW6cFkIWybZaKmxjJQHQRAK/+bc9+aqlPxnhC1nobqQIRuhGtvaEXJNvhIKpHfhUpRj41y5L35MBTvF1c84/GX39EEvmV4eKsLGJy5sS1W3SdCW9gmk0/SzSTwXRC7kiXyUk0SYeciaXVbZTTL4XdGz7iWb1QwlOmhMj1dNOLqPYau7WY3xryCopX2Urc6w4mkZBHng83TLOWi7znrdR0ZgCCkFFVJTAuJtKMIOShIl0UKIk2YpG/j3bQRjQTyfV4ZCRLhAwStHOPBwk+QQJ0AfKU8gHrZE68p99JdOYr+Ww7kfIZoyCYMn+k6SOsSP0GTQpyb02hEyC8GzHkdY0oI5uIlURY2V9hpU+ojzdPBADRB2P8zBUeQct5d+FCP06Russjc8oLg6074QaihJOensilDebKmF2n4LXpJnpR0LBaZeJCx8U05c+rROOWs/ROwkG2qWASPlWETMgSGVr9UUmutdOLvqwVKmyL9WxfhHox5G8SAlK0l8Ud/K+3Eh+b32q6aYaW0N1qajPNX4cCF6hSokk8rXQo31uCPlAAZULIF8pwpucnxfn/GunX/OvXHzLf/j5CY/+ucalyn7IJSHXPYxeGXwu1c2oJajWvXDmw1TWaD+WwEjQSEGls1Tti0rRzdNnuU06JeSMD5lUSYyOTMuWXR7TGlaEIgodDdkbIAGmf1MSP91TPdlRMyFbP3wghAZ13mJ/VkHUol3RkVAGVCYVHFUbqUwvFEYHQlTYcU/3SSA6JQFhbVBBU95KgoOCZqkTUyMBGUl/XF4ZunbK948zRpOWsJNg+/BY6IhqL/dVyGUvDcmWL0lVZ1A9tOcB5WWO7F4C1X4c8Z1QlQcqatjL7y/uFLNvA7unElyJRkt+nqtkv9u1Je4Mthf60O6FVEiLW0ncfZF0aX1Eu8joOtIsFVFbbC3UNlkb95WYQefVPvLsp6JvsRuDW8oZWL6XzxA1FGthFnTTlKwWQokqVvLf7V8o9s8KihtZ9/1M0c2irKMolRqhbZoHq6R+OAYq9+RNpLzuCbmmnRvK28j4ndxBzUKeZXTluY5WkqgVKclBWAcRmPUYE4mXBWEUiCGSr0yi7Hq6Svam7kSm0M4VxTrSWEXc5LxvJoxsh9Kyp/JNJN9KotOcpCqT56jJtw3kW6kgmT7iG0V169FtpJuZI3hXP1Jk3wb6iUY5nZgGHKUgxSoyfR2I+p6h4UbpbtzJ7+qnCtso9CGmKpM811BJjEph91KRamcpSeqiAEbVUDFM1E0rILhK5bFmqenHiVESFf3oV198cSeU+iJV4HQvQInESfI1Ao5L5S9Yda+/fcARMjC/v2asIvG54sePLll3Fd/4U3xj8b1Ba9nr5ZXB7sG2gW5i6GeQr39VB+pGEV8Fdp1UhH1QECT+230asOc1NBb7iwrdK5ovG653Y+o2++BOguZM5jtfCejTzdQx7jK1AL7dTBEyoXa2y0j1XsCiYJKGK4fVV4XcGZc54VkDygpbZyzxQrSRWHo5gxtNP5ez9c1ujm403SMHTqp/+08czan5FUaSgPSSLLpK7j91o8l3jsO5PTI+TCt/djOJZ0KKzda7ikfzHe8WgXwjcfigE9S9JJ3aS+zNpKc5VxQ3mlh5ylcZykN7ook7TbGSWK5ZGtHZ/qYrYSrC/FvHzW9bpqOG0ji8M+ggE669ItuJHmKg1XVzxeEiFyGnT/oVJejEgKSpTqNbdax8DVn/sOFsG0HJS2lezGnmGl9KoCWlctlM/VSSQD+K+JFH15ryWgtFqFdkW45Bhu4EhR5oW8UmUN4GXCVooHYSBEUlZfx8E9k9Fx5o3Wt8ClyiFhTGjRTVTaBdKvqporiV7F+0ahKACcKZdGuZHGL1M4duhbYT8oibedTE0VQWu7e0S0X9OByNEIQmmXG4yCTRaO43kC9h9UVBdohM3rQEk9EvE0Ln9bH03o+V0NkyOdxGpmM8qKkfcgRFttX0M0FEdaKNDYiEq5J+qk6aFWRD6X5IwKQsr1pFdamZ/9LjSvlcKgpyqDvF/qlUxgYhaX5tcbUEXb0SdFa485LgdXPAK2qX8dn0hsfVlqa3rK5zCfS9JDJHs4FRAA9xKjCIPhh0KwGZ7uTZu7kEJaZOCVbSzgwaMdlPSW9ypyivOGqZdA9oqVgNl9FAfQRBHsVAQQIYu4/3QmglaL3HEm2kfeQxW01xp2T+d/cXs+7uAz/dgcruNQuDTgYlgZ+L9iiy9SW0aFqkSjLoeh5yBK+5qUdMRw1tHAkdEcCpY8DanMo7NZ3sMwFnUsVJC7Lo82QWgFCQfa6OyVk/+UBYH1OCmd4FKSApbwQBdCOZm5ApDo+kmhOzSHfu0D4j26afEUTr2U0TbW8k68QVinwfmb4UVHbzhYKTgL6o2e9HlNeKdqETfSkK/ToZ+QzGKv6u4M+2z5hnNfn5gd3z6ZHXr5xcypqE9mWyh9qlXLKCOCt6ckwjl2+3kHVm9wprE7W5kufNNnJeCSshreUk5Fcemssxr28rslTlLdYcdbp2n+iJGsp1SsR+ELEmyAX9m6iEAcb6e9MIBbZwOBWJB4vqFDGLFG8Mh3mOfzsSKuWZx5402ImI3ltdSgC+EPqXdnB4LIl/tFKJnX0jmmOAbK9othlMWrJFS38r1D+1zkW7YGI6n2WeowbVCRvDNFKhiLMebguiSZXTID/XtB9ULJFgwnRSSRAKf3r3x++RnytGWLKIVJQEoT0JUnXZ3T+7CPAl8Onm9wGr6FEkGBm/la8fzu7iVqE7S/PYQxEIhU73e0KNh+pKorH6PM3Tbqjo6WOAN2iqxpdOKPkzjlX3kMk5tH+qHrySGg3UjwS8yXYeX2i6mbBYbB3IdgEVJbFs51LtKe4ETDGdnM19f6+lBchyh+tK8pU9VqijgVgGVO5Re9EPtmee9gT8pWizikvDTy4f84OzG/JCFnN1LRrxdm4kXrqVvb5/JlWS/RPL9Hth1QxGUCDJjgSioh/yBfQjYdwUKWnrUmV+YJkUG/n8A/vINBw1YzGBEv1EqNuDaZGrJJm0e6mgDUl4SACj6QVQ0J0A0e1yAGgVyin8wR4D2vIuijkI91V5FaL8jnRPZjtHN7NMXnsm3+3xpaV5VBBsSvisoljLHNVnD3/4xCLgknZ0ManpgmXbFsRkaBFj2qtBHQ1z6hPD/pmiPZX5ljNY4soBnI5D7BShfG1xY2HA5IXDe5E6ZFuoO8PqdozaZFBEmjOZ224hlZ2YGXw57EOZG0hsryhA8OGpSBpab1G9JFY+VeVcujftAZrW4EaR4kbOF19G7E4S+jB3Qo0P8M3dKevVSLZuUGTvLLpXxHlPnPXEdUW+lt99NJ9LZ0JxJ++uH2l8eR9TuVz+u3bp/k/Mgv6qwi43+NOeus1xVcTWEn8e15EbwH0Fj1vaWGC25t60I6QzOsgalXxkoNr+7eNBkjCh8Akfve4ybpsRMShB8owieNHDDJzjoVQ/iFltc+/sAhCVYvQ2ojtxrBrKitvHEqRHq1BRDgWTKAnb55lcTIbEtY4J9RYTAV8JSoCJhFGgm6cA2ii2n0gyqLt7Qerg9DggJ3EEu2ea+jRLAtFEAenl2dpzhxsZ/E0yAinlcCJCtnHkG9Hs6EQ98uW9ILe4i4LCJBc6NwY1dgRr8IMDUKsJhYYi0J4KFWoI7kMhvNx2ltPNZJPkm0Bo5TINOTSPFOY1+EwuPa9FyFlHxegt97QxNQTcCh813W8AThyCeLXsCNvsnnI6JGGjiOnuD4PyRigy8MFza1C9ILymi2xfKPxGKGBEobl0s4G3HCmvtAS0A+0lM1AEunNH8U5OMV9GshvLS3vC+WjLj6eXVJlj7RWqNqjeHp9VKBJSgckXLcYE6ryAVSYVNcBNBInL15psA/1ISum+jORrcbPTHWQrLQHvXiisvpR1HYb50kM1J4EQKTEYDGhsPSBjKl0wHyA7vaZbCvqU7SU4G7RAJN0TkLRM6eBK1eGYDjKfLjXdq2MVFWTv9BP5e75Nl9gD32WqV7z77pTZ4y1x4lFbK0mSl89ra2gXkkgI0ic0wHwjyZW4vaXkYxtRUfRZWifjESfBRnEXWf68p5sZfC4UZJ8oYd1cAitby1zYQ6KHzOS/6VoTTzuhdO21uJOGITGXz9HORU+W1ZFsF9B9ICpLc6ppygJOWvyZw+4zOfQTa2B05QhG0ZwYfCXIYH5t+Be//JTzsw3GBJpHAdPq5IY3IL7qmIChIu7UcegzqveiFzWJEt6feMgDeiOXYTdU00rRTpp0ZrqRVLXEbCNdUE5RXBnA0J54Dk8049fJJcvL+RgKofAODIj9pqDROcXlPZL50EOpmJ4d/NbSN/ebLRYi7C5WkUOnRff1KnCbaVwoiactWS5BrxtFupkkucWtwi0c0ZjkuBtpF/pXEnlTa9o22UQmutlAK+7m8i4H7XE0Qj1THmwHu08i1IblT4Mk+wgmkG2lEuxKdbxPy1u5J10pyVtxGylXkfokBUm1gCaDE1vIhTLWzQS8ynaKqKSCobtER3aS0NXnUSqwRirwwx2qglTog5HPk29lXuqnEZUHQhHIb6VCNJw/ZTq7TSvBtGuE2njze4p+nijeUkTBdAI+hLSXhJ7HUTu2f/5wmsIPR8ikIpFtHftnhehjXCQHtB8SEnEBrE/tMTj2haJYB0aJ7e9LUDc57VKhikh2JXru9sxjGpFJxE400/0skj2q0TpS20qobFtF9/Mpb/KeSdWyGU+OLpM+T/OyDskJUah89TNFsdKUtx43lgqmzwVo1u5eqtEtpLqYr6T6CSK3cJUkVvW5optmHF1PfarQRChXqZprB4bSfeVmoLnbQwJuLLhKM7pyclbWsgn7sVR+Qi6AfjQQZg5zkx3ZTdOXAdMFuonGZ4osVdy6qZyV+T5idz39xJLtPHq1R41L8tzgC020Cp+re7M49fBJmNaRvrOEXnPIHT/dnuN6Q/QapSMxJWjZToBDeT9CTy3fGXwVcZMoYItKLJssAcgLRVErRu8j6y/Argx7NUJVnuaRVNBHv8xEPhEU7ZOePlNEYxJ4KnFzcyb3Qb65By9BYtTyICZYrlD0J478yqKdwo2DABH7D5y4TaQ/7zFNftyX2R5QinaiMOMe3xo2mwq2GeagMAe5Z5UD966QmGWXYqJKUT9K8oIuxeO9PK8KOtHeBWSVOD6SHYTiqjsBuXSt2bYCeg0xUegMJopCpp9HeiCOPSYLLOd7rrcZutbUjxPAHT5g7s1kfnR777j8t42HScIUdDPJDg87gZONDbgqYHYmIcMxmUBIoDZ6JxvdD45ZW6kQtSdSyRpdC20nZIrRVcAVis0XHA/hbiZo2fRVoLx1rD/PjqYSbpQ0OIdEy3AijLUHObTdOOBHgagNphNdw/EQGA0BnARY7UwlTrUEXURFfQ7Ve6E6+lwuJfKAXwb6LsPUUlEiSuKJVix/3rF7mglyre4TMJ10IdpLqTkq0XR1N7lQ2noR/2un6KY53TyZejQcExNXqcSTlXdR3N7TOvM1Ry2JcK2NuD2uEGfFRaS8lsBMtAQyVwA7X3AbygdZMr8yoryTquo4HOzRDjrqiI7q+DmDvdf0fHjQo++5vO0cgrU055F2CYufQ3GbUMdpqqTpD2g+UahqRCgmLaOy4y7MCbkhIokK73L+anZBiIp9m8sGbhR2p2mf9kRjxP1ur+lzj0721DpLFJpdQvzHngi4PiPfKNwkHqmAqucomDdp3YLok9woBWYLCbDylUootxyUIp5OiGEllDEb5HIKiS5ClP8v+gSF3WhGb6IExElrKQYM6ogmDwiibTgGcdrJQTi0OohqSCjkeQeha0jmOOHvOIx+HUM5qF5a2hPLaF5THyQLDJXQTcT4ZBAXR9rTSL7mqIUgyplk95HyTt5FyCWIzfZAkEq6GyvyuxZXVeQ7Sbq6efra0x5/Ecle52lvqmMF0h4i2UYQ4jBU3EYS8EZzj4LbOjJ93WMOLlVvRTxuD1BeGtquFF3WYPoSU5KdSfIsiJwg17qH8KrkNveMyo5DKZbWYTDa6BNqnMuasXtNXwShSW3uK7duFMEGdOYBm/ZpxI9kL1bvVTJ7SfSLkM6lJlET02Xr80j++EDfWpqmxJdDRVUueFUkql0H45/ntCeR6v09vfFB14+OaB1pJ5HiWqM7gx9F+pknW7aUVcf2zVSQ1yzSj4X+FPJAttF0WU6cKrABd9JjRw5/UwCG7EYo9JiArjWbHyQ3zMjRGtpdVyinGN8lgw8lFPfBac+m6r8fB/wEDq0l30DIA6NXlvGrA66o0E6AOOBoj+7Gcl6O3nt8MsAamADlTQ9kZHtPsELhMr3c04MplSDrSX87vV9nZmj3YGStl9cSqKMU5V3k7scQnsjdZXfq6LDpxkAWYZNRXolJR30RCHGo1sk5na86VMzYlWL44E4ceMX4Oyt3fAr094+NGM04MeYQOhpM3nn2z/WDmAL9yghQvRdWTsj0sRIz6MSIYHrIknufzySeGdqQqADV2ov+fWGo3mnCbSHV53mUisS8J/gcXcsd48cBNXLkucPqQDvJcK0whsYvFXdnM5YXG9xIaH02JbSDTbuKMP1Ws4uFtK8wKunN1T0TYJVaH1TJ3GgrbALlFNvSpq8JZHv5rM1pJJxzBBLKG/l8PpPAuFiTKKv3jr0DS2IAuoeWFc2CZI4gyatug+y3tNaEehYpJi36m5zm3LN/rjCNZnwpDtsoqaIJS0go5MXK089y+pGm6AJxUtFcjPCVJiqVZDJSuVVR8dB6QhAWh7Ge6DQxKvrrSoDcIlEJotyn9p1o9/ePJU61ewEcmkxhDhzZYuIZIOvRjVWK/RShDDJ3O4PPIuZRQ9tVPPrjBN6fkFqhCOBiWmHUuHGkmwlVLx7gcK5S8UEoelIZj5RvLO2FT9V3mcdYSAU0WInjR7OGGOHQa9Hs1yqxJRR6Z/BeoUpPDAq8It9I0t8uJVnLN8Js0n08atRCGXBKYYwi7KQC5aqImiuK23uGkd2nuyYlqzEBrMFG9nWB2ptUiVcohDUnIEEQcF9HtA6sNkLJCxMPpZOEbWXTfR2Od5x+W/6dLI4HScK0F7MJFTTaRCZlS5k5rluD2kgSJhxxRfnWSaBtBF3zhQSA+S71c0o0rWYpSJBPtsfFyjP7OmOwygxZEio3gfymJvwwP6L20SqCkwMy30TqR4ma0KWgx4mrle6hGyt8FSmvJHHq5iGhkRoVU1lxf2/TPX3luVkY6gslB8wmMv0eos1plyGhj0k42ctFtX2Wsfhlg+6tHGwJdR9K9iCCQdMJgjO69pjOUj+SoGj5sx7TBg7nGYcLjauE7tEuFPVFSjBmke7MiRvlTkSG+S5QbCPt1KB96sXRB8rrjqgVu6djoX0GqeiZThKxaEQkfZbtmP4mTqO0Ges3E7Jd2qBWLgbb3Nvz9xNFuxC3KNMCWh359Da1ZIgG2pMods8Krv4hZFvN9BsYxKUhlwB80K0EG8FE8tyRW4+Zdbi+wBw0zWOPrhWHVcVfxwu6NhMTiGTnrUtHbDTRJM2RNXRji6oiKn2ufAPNhQSzJvP0S4W/y4420YMFuLgbSqLVT1OVoZCky7QcTTuCHdYx6Hjfo8qXw5+KbCMImdGD65WieSQJwFD16ieyP8avpdo2cL91nzQdWUrSolQf24Ui9gKg7F6khFbdJ5DA0bZeDCB48EpY1BAz6A45+aiTBD4PFJMWN7Nsy5LRW9G3DEmoL2H/TDaerRVmlXQLI0U/NgSTEv0gl1k/iXRzePOvTwHRExSbSCg0sYOm15C5Y5UVNMWNfF/I1DHg1mctdZWhaqFh9bNA9U5Qu3wXKF+LM1R/NqIf6yPNy+dSCVaJ/79/JudVvolsn1vpV+hl3w59hqKCcdnxe+dv+JdB093MhR60ErfUbi4XqWkUdqfQvSQM++ceFRSTbzT2oGh9hi+tXK6jiJt6lFeYg6DHR2rRxJNtzJHm5iq57KIGNwvkQPQaP4qEMqKCPpoP2b06JqLlm8j1XICubPuwawcgBkW9KTGJyhZNxD3u+K1P33JW7vjz90/J7wyHx5Fi3tCqgu6xBArRil7B1wZTefKip+ss0QgrZPot3P4Dhx45Yl9gDnLx9/Mg9JtOY/ZD6wuOvQ8PT8QyeaiG+wL0pKeoempGdFuDaeRcufxHI4pbMeLxldyxtk4mEMuAPRhME+gmlmIV6ZZSYesnRpKGALqLFL1PFHqNT/bdxUqSr3wrzIKhr9TgwGoPUjGo7qS3k/QUTEDMQC+MJCq/nG1mbchXmuXPAtvnmnjWoa5y7EHW7e6JweelWIZ/Af55g4oKdZuTryTZa6eR9Q8S2p2JSYX0yCQF/yoJ+R92KKRC7kvYP8lSFTsSku7ctpF85cjXHaNc081ELmH3STuroJvoY8XX1jD6NrB7pmmXUUCMjRgKCK1ZgvNYW3bdGGzAFB4/8qgbjYqR/J1lXY2IRaQ+10fdkPYSY0QLp3/RYuuc+pHCNJHdE0uR7gtfKEwfsAfP/iKnm0prG19q0LI2owGXXKKDlXUaUgsUN4qE9X3A60pJ5Ewf0RvoQ9JhxVQpSQ66rpTkurqEzadWHGvXmmznjpQ8FcUwxNaK/asxVY+0cojSWsW0GttE7E5ApsNj0fbqHtxes/4sE8OuV472fMThXIxkohWwrEiMq6Fl0YOPoOgPOabwtE2GriXJ1L0k3N0ypKpK5Pa3pL2BL+ReXf1hhyk88b2YVgytl/pJTJUdcUP1eUrSnrYoHckzT1n0bM8120/LI2159FLmfPkzL1q5QlGbe6aGG0P9aY9qNcWVobxV7D4JFC92jP+jKboXQB+S3r6Xey9mEbMUUVa9LzB7TX4nYJGwncRVVjlN88jgHvUoJXtj9p2j2ZqUIMue6SupvLpRpHprUksVMQDqp4ryWiUWkKzNvB7cvzkC26hUnCilGhnHHnuVCYg9iYRFkOSwUdi9onMZjozpL6UdTCgjwRgIYiQ3DOcMwWliEY8A5N82HkYTlvozjN5FmrOSOysIrDLxWAkYNnA/tlTv5cH7qeguAKorCUTkwJZFVV3J949fHVh/Naa8Ceyey6GV7cStR7eRblmKs1+hmbz2lLeKzaeafCv0nlqn/gi1lGpBxJ4hE8eYfukpry31M8/0+Ya2s7TdhOJu6DGmaE8j3WmgW2jsVpKe+pFi8tqhvKZ6J4GVS9SK8StJplZfiuFEvRFreJDD2SckfBA5+0KSocO5iLsHgwntONIYDheClooIWxKR8kqEkdGC3htCGeTZgsJVmmIdqW4dRCjfHtBtz/p3lrhKs/jaoftAu7Aiho3Ss8M2AdD8bH/OYZL9LW/81zuGRnuzXxhMI5TVQZTtUkXGtBIUNOeRMPbETFNeSYLfTzg2FhxMRfJbk7QT8ehcmW9Bre/1M3KJKw5P0v9XkX2b4ze5lNXPepSJxDZDHQyNKVA2QOmJhcIVAbXOZcO2ssbsQdHuM/S4w2aO4KWMP2xK12TovUkBeqJh6JjMOxL/GIRjvJC11OSiKyluRIzlxoMjm0pUonthve4FgTR1oiZFdaz0qqSrG8CB5pHQO4pVYPMFuIVDNYbqnZKgtFdH5Lub3bs9bj+TCpxpFP0kCIU3nSzBpOqh4lixfNCRDld1m6EnLSfPViR9OLsa2lxoS9vPYPxKLtn1j8SNytZSXdx9klzD7iR5dcntT5wOkxlCL2sRLY6TQ0PYfip0Dn2di/W2kcS0eRRxC0fYyhrFRKz1qDFkS+Hmh9biV3LL7Z8YVFyIpitPAFQpVXjTKKKXgHP7w57pxY59Nmf8ltQPR1HeOIqVxxfZsUrpo8KoyLxqeLOYkm005W2kORFNQSwCPjVHtjuV6LAKnjZsVUlxp8l2gkoOn9fn+vhu60eydt3Mow9Cp+1m8Zh4m1aoidFo2rwEHSUhdUqqh7ucbAtZqu75XLH9RPha7eOe9pPfAB8xaUGH9guhDORVT+stt+2YtrdS8bWRRdWSZZ79toR1liriGlpNLD3zcc1VN8VuDM3TnvZcMznf07YWj+ii2pOIOWj0RkuFa+5Qd5b6Qs7zfhIJM4e6ybDJUAcF3BSiR3AKP3eETtO2hubc008Mh14CkuJGzrf2zKOWHe62YvVVjnKR8WWg2RhcBZuZFVOFO83o2uMKTbNMAOFGov52KeDF6oeK8lr2cnkbhPLeyX29PjFsPjWc/VlLu7RoF9mvLOWt7BdfiivrQAmKGtqzgPnzIFSj65zxS40vxIlMtJdazLGqgNLAVU75XlOsA/vnck6FzFDciaakuIlM3jrqM0tzItbr5U18cDprJLkzR+lBNbg6F6vI6MpRXDdEozHv7hivD9gXC4LNxQCsEeflISZQUWiY+c5L3GEV+Vbaqmw/D6mJr1itZytNvhLApf6sY3axY9vMmX0LvFbcnWUwcvRTDUrop9V7iQG6qbTc2Hwua9+N5b3695ryVn7P4UzTTnNML7Tt7BAxdXKUdQqv41H3aPcwfi8g7u6ppj2N9JN7iYmKYNrA5HVKcOYmuanKHSF0cWgfBamkt7IWsp2wq9woveNbocgrJ/ove5DEfva1VEr6cWo3YoYKcmD+dYcrC5EblPeus6uvKiZvemwbhWmSQAWixKS6g8mbh764AB2h1YS9wdtIcVCUVyoZPkhMYRu4/b2APmtx34ilerCQXWb0jxB9ZaYTxVXQ3G6R2F9OoY046HafOvpNIUyZqiUrHfV5oLzSVNeR/RPF6F1k9K7j9rdK+skA/Eaaxx7VKXHtnPU0NpLtLLpVNPscuxTGVyjELXagVbtxSp7PPd1PZ6gqyj5eCSAajcgDAA5Pk1yo0+SPD8SrKe1CjNSaU3WMQbp5xI8CBCVfr2QNZodIfSEMoqwR1ldYKppTIEkFRu+GZCzJKD6tyaynKx12nwuAq0B1Q0sJYQblawF1TBvxU4+d9ri9xITZRjF6J21b9k9HdLOIO+v5jRtzBKs4PJJSUb7SNKOK/LHj9GTHdWvIV6KjGgwG3Eg2UHWVXJdKkshTjBP6iZSkz/6rW6JSrH93wfYT0dFAorykykC7MERtBAE5ROoTzclfHfDZiMnbnmzVQhyJ61gTsE2kPtXsPhXKonKK8beW0aXoJnarhejUatmUpiE5+ED51rD4RWD11bBhI5tPrVQCk+C/XcrhKGiiOpbcXSVWvsFI49zBFtukZnimhfLGHxtWo+DRn3Q0J5Y6cf5Ne79o6zNp6hqVJITFjegt9s9kgfXTez1bdlDc/siSfTpj/C6w+VTEvNOXjvzdluJ9zu6LCdvnhn6qGF3K+/hnP/kh/+7ZHz/EkvkbI1J+vmU1HpOtzDGptwc5hETES+pFEjFraXwabdIT+JSMBAhOqGVSCgfXysWxfx4JeaS81mkNpgaPrWxcFxR1m9Huc7I7WcvZJhdkL5cGygrIC8dXL664KLf8V+9esPlmweiVHCx3vxtRO8juDHUzFYvXrWLzZSQ/P/DZ2S3rtuRdc0p/4oidgcaS7YTz70cRZ2PSjChiGTAreZYQIZjhgFNHa2nthffczYXaqJ2ifK8YXQeahT4iRH1yBTK1OlbNfB7FPrtL+pN+QKhEoJqvhXbSTRW7z+RNhZQomlrQQtOI9hOSg+dEDCiqX0R80jg+6AjyvGhom4wniw2FcXx7c0L7diRmB4nCEU3SqNSCEI/fBXZO055xNB4p1sk8RUliX94FopUm6nKx3H+mfCNVw34uzpO60ZRvpY+R8mIs5JMVu73K6XYCpjibU57WaBukV1YnqGI3NcmWPLWhuAk0J5qYdCf1I8BGmlpaI9Rn8n6LTRCnuIlobPJNZPI6snJL/tMfVMRek22lwrx/mnQsd0K9M40EUzGBZKGKcFMQi0BzERh9b4+W/tFIjx4VYf+JRy064jonuzXoPulPrSS0uvsgAY+gGhGEFzeyxg4vNPXnHd2dPbogDg3AVY/Q2B8/vCmQUmBnHY6c3/nxS6wKfLda8nY1I7NCLX78e5e8vZrT9hlF1tOXPdX8wPrlXJDSR46zxZ7SOrLME3rIryzZVtEsc2JMLVdOP7DLLhL9pdH4Jy1ub8WZtYjo0qNiJlbZ8wCPWqpxR9cZ+kPO8mzLvi7o6jGqT+J9J2CBbUSrVVwZ9JtKDFli6ofUBrK9Fm3OXAAa7UQ7O37TMnqv2D3NyQ6R8ft4NAHI1zB96TmcSwI+eh/Itg5fmURtjGyf5xTbIEDeHi7++Zbv/+0p9aedAFCtxuzFaEo7oTbtn8o9K86jET6paXpNs82wab32ewtloL6A8etk5LCyuKmXpEfB7hNFt8gwqdFwfQ7V1cNXwgYjJakQxqOZiJwdAXO35/qfXND9wzGj9wHTR2wd8Jmmuu7JC83umVAulZcgr1kaopGG3NkhsH0myWY/CZDogqaRO6s9jRSzlheLFT9ZVwQrbXd0rQlFwI0T6+FE3CsnbzzZIXD99wwhF2ME1EDxl4bM/VQAtWwjWsJ2oWhP5JxAyx2ke1kT2knMo10kOwQWX0f2O6GB7p9L8N+PZI1Fo6hPkothE6luRMPVj7S0zVlLu4xgkp65gvUPNLYRwH3yVr5++9TiKjj70wPNeUE7NUcQ1rSS7PcjBRiiMmS7+3Y++SqSp5YJ3czQLJIDZx7Rhayt8VuREDTLhxcUZtlAHyHFPYrtDwJh5FGduCPvPvcSo5iA/7wm++lIpDB7WHd5ktFEDo9CapOhyH64SawiSRJ8BfYvJ5R7aB5Z7rYZ2dowuZR2KtNXPbe/a2meew6Pq6TnjIxeiy3+4Smoi5bRuGH33Zxipdn+tljda2D3mSemGCC7Nce2BaYRlpn68ynzV7JufC66rdm3gf0T8XUY2vioZce/8+Of8NPNOe8309TyQPRt5U2kPpO1lL+VuLB+pOjOPN4rds817e/ULP/jkvE7hxtpQmZoHgXiSUfbGrqFJdsomkeB8lozGrXUdU5R9NBL8mWa1GN4GQTEyjJGP7Vi7lcqzMbiUpNs0aZKNTnfBdytFgnBq/zvBIAeJAmLCmbfd2yf52Q7aHtpurlpM8xGAgvTiIB3dBlp56KR8RUsfhaShbaiWUoCUtzB9PuO/mxEc5KLPiMJA9tToUwVN4rJ20i29/QjTTfW9FPJwDc/qLBtRHchOfR4BqtznwsqYhoobqXErluY/WJLvyjRfVrYKpXdR4rmPBDOOuybgvpUk+2kStVNSbb5g2BVHQOaYGD3zLD8mePq71vqM0GhYdDtwPjSk+08ygunvB9rdp8oTv/C0zr9gfsKR0G3buWQrB9LINxP45Em0k0FfbY7OUCLTZDKUimB4+EJ7F7oVEET3U796YLbH2dCf0vUv/qRZvI60PyB4z/ffQn8yUMsm+NQNtL3IoYPNhKmUcrWb0WEuXsml5sbp/e5FlF/80gSlsHu15cSjKiYhJVTGL8ClKD/1Opo426SA46pJWFunwWW0wPXTvqN2EbRzQJh5o68YGUC3mne7YSW9mS2YXde4lYjQpbcPxUfVLgSPQBotwUvzQKtI2SB0bTlsC1AWVwZj9XA/MYcGx+Wv8wIBXSzwCShxWKCEPGFoJPZ/p6/Hg14I+97fyFNX4lJmN/IITKYMeTr1AOskL5D+R08/s8jm0/M8fkHu+j6QpGt4fQnjsv/jiG7lguqOZP+XLpJPa9qhVcyf5tPNY//RXekKT7Y2olJsN+DNoEfTG+4KDbsuoJXenzswVXeilOW6UHfSWK2fyxBZXFzr+GozzTljRjlbD/VR/pwuxC0r0r6VF+qY9/BoTVCfqtFP/EIyrUCpfHHzshCnRn6CDampJg39M8bmnVOdidUvajkbDG9VKUbZH0Lt11hf5nTLS3macN2qbGvC7KNmF8MzX3FNCUy/S7ST3NmP7xj+VnNL395gb2z9y50WvZId+qpXhv81JMvG/RfTuinET/xdEv5bAJMCYK9/7xncbGl7S3uVZkMWiIkt9BsyzEZaE+SHXEWMRtpLh0t2K3BRwk+izs5Q5szQR9VUBQ3isP4N1CFj0qMNWZw11T03hCiouss7csJplWsf5Scyv7ZnNsfOcrTmnnVsKomdDZSnjRsDwU33y7J1prxGwHANl96rIpUo5Y4aql/OTs6c0Ujbr1x7JlMGw63M/qlJ7826HNH/6IhviwxraJvDaFSaB1ROnL3Zo5dS8IWTzqyX5b0kwRkjgQcsQO9EXl3bqzYPrdMv3e8/0NpJj16B/kuUp8qmmUpgvdccbiQStTordC/VGJr9GPpPZntI9lUKjr9OLnXdunOe2HJtpHv/60p9fMeXXrCJsPuTKLhy5luWkmUokrJ/7OG0FhUbT5Yb4q4sviLFjML7D4Z4c9b8u9zUJKsaC+HgM8H1gpHeppuH3rxwOlfNbiRISoFKjU2zxT7pzlucob2AhIK6Kql12CAw7m0Jch2g428mPMcLiTg7GaKqFMSspF9io2YcUc7U7TXBXanaFcl9UlGMeq5++2C0RsB2eI+6ScUKelQ7DD3jIiUyPlSYojmLIpuvJVYa3QZKO88vrDkG2Hq7CfiODsYrYyuvGh09NDfUihkoVAcnkoA7MaKbGsok8Z/0Pm7ElxhyHeByetAthe9z/pzK/bo63smDEGlHnWBR3964OZ3K97+k7HY859IBSerJQZzhbRS6CZyPufbyOYzQ3Mm7oGuknfkCgnkJ99L4uaLVBxoEz2yevgkvu8s428t3d/f0WcF1V+KDXF70jF/vMWawO3dGN8ZciPxyeb3HPufTgV8Xzom31jyNZjGHF3GnTOoRYc7C4TXFad/Ji0Ktl968UqopfH34SlU7xR7n5GvFG3laT7pqL4Ro7r1jwLFraa41bQU7FXB6FLux1BkzH93g9GBy03O2T837F7InBY30jqivhC68+idmIqEKew+DYSxo35iGL0Rk77mNBLOej65uOMfz37Bf/7uU579xzesf2d5NK7bfip3zACqdjOZwyzF8N0s4mvD7R9ENl9Ypt/K10QbiXuL8or+1BFeOOImY/xacf3pWALFWcQUsPhpYPGTNW5R8vYfV9SxoFyL02L9zKE6xcV/oVj90FK9k97CPpecxI0FDOingeJO/52awgdJwuzB008N+6dJy1N5FuOa9aESSpMXrrpOvYOyfSTcqmTxKpkkA3d8KgfOrS6Ebuikl1c3M4QoF0IcKA6ZZv5tZPKy5voPxjQnkel3aYGPFG5k2L4o6KbieGNruUyGRraHZ7LITv+i5+b3Z+IGtA50U53s4gUhOvtjWP2ooLiRC2i3EH2EL2Iqn0v2nO/kIOvHycXJwe6pobiVJLQ5UcliVez1JYjT6GQj25xIRaSda7afKFTIyPYh9RZL/TIKoYFNvuOobzGtprqSYLqfBtqTSPNIU10aqmtxMSqv5SB140BxK4YNb/9JgekEofVjj90YbCPiRtMq/D7jbTN7iCXzKyM6EaUWN0IL0r24i+le0A83SY3wLgX53z+PdEtpfpxvUn85hayhETTnpPYA90YT+Zpj9cMePN3ccjjXtPOkk6oNV3dT/D5D55H8Uqiy2aTDdRbzrsA0UnW88ZreGf7exWsufrDlP+2/ovil0Mp0nypakwBeUdxp7B0cMkt7NxVhdVDU308pbvWxIhez1EKhEl64GEJE3FTsuvfP5HLI7/S9fiRpLbWH0RvR+tTngX4ijazd3KFrg5sKzSFqQZyH5uJRJzbWUhLFtyeG8evEoU6VlqFv2OSVoLSmFopSP5F5V51QZECE/PnG0E8j/Txy++Mc81/8HXX5X9OYfRtYf6Fx3434f/gfkuWOdlMcXSl1agFRrCUhEs0FqSedJJDZVs4lX8h5NaDaysPktWfziQSHQ3XPtPGo5fGFYfxGEonDYzECMW0yNrAmuUbKPOR3EjT0bzN2LyzKRhTy/vJdMlnZBbKtl9Yf30SaE3NsAFvcSeDUtYasdPRLj690MhPSTL4Xgw/dB3bPSmmuGzSn5Z5v8iDBcg79mYOgyK8NeEmWUJHurmTUJwOQeUecJ8eo3GOKnr6zPJodcF5TX48oBtv/RoKbmALRISAWoxaFrrX0cgqpYXMVMVsxK9l9kpJCG1IrBqEuFe8f2lkB6BXtKzFz2fzJiOYsyr45GLGiLyO7y4lc4iMgQPd6zPdvR2SHdF53Iti2O/n6zb/W4g+W7MZS/PGY5mTE+LfvKD/fUh9ywt6iayPaip8aVn8gPY+q11aQ4lXJ4nxL+HHD5t1UKDIqopQiHgzlpWX+i8D7fxSp/qrk7M9r6ke59Jmbf2CPHAWYG0xPQq6oL4SuWt7Ie2pOxVJ/dBnJ9oHdU5s0MrKes61oR/ukAWqX9/eiTuvk8FiE8IfHYkMtGi1Y/oklmoz980i/8JidFj1uLnf+0//LX/Puf/QjaYnwtiSOUouSRlGs1JGFEluDqy3jFfiXebojYPQ2uXTeRMq1x7SB8s0BP864/Eejo8vigw0F3VwMa4qbDuUzusfimGtTn9BgZZ7Lu3tovJtq9k/lHJ9958i3Pa4Sbef+sWb/VKoyphGjiMXPAm6kcb3CbwXULt9ryuvIzdPIsjjw2Ytb/qR8ytafCjh77uHU0YeK6lLma/epJOr5RuIQN0qOvUVEzTu624LqnaK6iky/a7CbBjeas31mxFQlkkw8BDRf/cAmp8x7JkG+1eTbIO1LKtE/2r0wbMZvgzRczoUy280V7UKqVfsvNY//yxrTGnwB+xdQXCvGbyPlSpK9dmnp5las91vpUeVGEkPGW+gnwlgwHcekcPWjVJ3vZA8svnaoGNk+s9SLpGtE7tNsK20PglVsPnkYD7u/uX5MB/H7MWVi9pgO2GS0Y8uh0YR9Bibivaa0jsu7Ci56skkHq5J2kXo55hKPxpOeuCkYnx748vSar8tT6jcLsn1k8Rc6uXJKPHXzB2JLLyZVEXtnk6O5nA/1hZzj1fvI6F2y+neDdg5aZ2jqCmzg5h8oxt/Ju9t8RXIhlLummymWP3fsLwzllUZdiuZRt1LNdScOnOLl5ZL/zfX/kHBbsPsfS3JV3CiptBVi8jf0HxzkEG4mcdbkO40KQimUtjKa4g5sbXAlNBeeH3x+ye8t3/B/+2f/EFcp7I2chfHO0i0Ch8eaYBfi+jmN8KilGWWoVjP+1jJ+Hbn5fYB41EP6UcR5OavyFbSniRH0m9aEuZHB1AGbelP5PONqMhFqRhmPTfykw3qkH4tGpXovfScOZyJYHTZyyAZ+r4iPi5XYtAqHVJyzim1Eu0A71ez/UC7R0aU0H1RBkOvmJGP6MoASMZ9QJaQa8uI/7tg9z1E+km0dVaaOz7l/kgL3LditBEXLv9b3NMJkKz501Y6lcImbTnRH4zeDMw+MrgP7C0HcB8eqopDPNfumo3y9Yf/lkn4k2pyoBxcYOajG7zyjtw0qRJpHJasfWLqFINLzbz0hN0e65PJnnt3G4CaCUEr/MDnsso0g2dV7xfZzCe7xIjzUDsytOZpbhFlk/aX8/dvN6UMsmV8ZulOYraY991Li3Rnq88jhaUQFaVA9fhkZXTvWP7AQIvlKU72XLvfdJBkNTO4NVET8D9onuk5CR31hsAcJKIZLxVXSPDb76Yg83AuF85WG9RibS/AsjnQRv8tYO83X5RmTvMXmnuZpL+Yel5kkh53QabSH+jz1QLnV9F6sqwk67RdBdtwH7Rp8Du1pOPag0K2iuNVHx6L+TMT+bpOR7WzSDQntcP4z+TnbH0BxaVP/q5ia6ibXtWThLvx5xeg1SZOihH6nBEgYDiPbDH8XGgqQ+rtI5UP46ByNOqIWo4bNl8m97wGH9HTRlNdJ36dKxr99w9979po/ffOM7L+YMv/W0Y809Zkg0dWVVK3tXi7qYEXHUd14mqWhOVE0j6R6ePIXO7Y/GKOdaFZCEclv9VGvGg2MXyMB2VSx/GmgrxTtAk5+2rP+zIqzXJqGfhZxa2hOZE0u/kKx+UGiaifDmG6qqDLpUegLdbSMnn4nDpb1uSK7zIk6x5jEpQeytRZKWIgcznOWP++5+2HG/us5fxUVMQg9BAUqOaqJRlBJj77GMPtaKOHZTnH4PIo74GaK31oOeYZqDLvM09YZ+ZWhfewI15ZMSx9EsQZWyTo64ucevTXka409yF5QXipdIQOnhCYbCqGHYyNBa87+RIwEHnwoWP654vBESQK2cKCTRnAlxgJEg1s66heR+U8s9hCTY6g0qN2+MLiRUOh9odjPLPTq6CYYssjqdgyNwc47Tp+v0CpyeTlHxQJ6hT7paIIAB6rWbHcVvjHkNwbdW9o7SyijNP+eBW7+QKFOWuzXFXdflrRLxeF5wDTS6Fuc1aTSHwpZt+PX0v+oupL11JzdG191M4UvhC6bbaSSqQJMX0pbhvGbFtvmrHI5U0IGJgzaHWFmhEzOltFlTEi6MErc3KPHPZ6MsBOd8voLhf63f0jIFe1JYPxa048N7WlITWFlT1TvFfYbm8T4st+K26FaJF+zmcO+M+Qrw3g0obiT8vvQ4+ihRjRw/btSWV58PTQxTk69UVNsAtOXIikImUo9/eR7i1vRUUULrjT0Y31k2eg+sn8u979poDmR6oPfC4sn34o2r1lo6DTbrsQFw1cn17z7Bx3f//wC+z4jPPfMf3TL6mKMeSdcxgE4Mq2AU8Wtpn6U3C/nPf0hT5psC6pKmmA5LydvA81SsX8GHRLDZHsByqNWyf1R1vz0u0C+0uw/kVZBXSax19Dod6hYimW9YvG1x2f6OD9uHDCNoQmK5lTC1uoqMnnVsX+aHVsUiAGXYvpKjMWCkfso24PvxcLd1IqzPw2M3jbsn5UEK8nIoNsxrQB05Y0T4KH1FLOHB4CyzLH9Qjit+cocwYXTP9ZkhwnbFxo9geaxo383opkeQEcmP83xRY4/CfQXPaR+e/GkE1dypzi8nbCa7NFK9Hv1ubCkilu5X3wJ45eKfiZ3oGkU/qsDmfVM/nzCzR+KeZDuM2lBsAxw2mJsoF8VzP/Ksl6MefR4zfXVCRgSgCUx3Oh7K71vk476/R9aln8tfW3rx4rZNxKzhEyhO0mGmhc95aKhMZHukecPfus7/vz7p8R9Rn5lyTcSv4SWo4O3H4me+fBUwISTP9WsfkvMq/KV3HeDecf370+4O1SYRL99+s881ds93//bc8p/dMv+ScHu9SgZrAHXBVSBWIjp4BA7uUnk8FTOYd0qJt9Hzv7rFXq95/q/+0xAlL+DxPFgFvVuJHaxhyfgZp5F1WFNoDbSY2X60tGPNdOvt8xG8oTRaDaflVJBupIeFu1COOumFn2VCoJKRK1EhN/Goy5jdB2objxZrRldtrjSYBtPu8wwraZdQHMih9/sGxGYulJRn2ncWDpbNyea298uxdUoUxweywQWd1Jy107+u8/E2nl8KRW4fCN6EVeJWUhzFgQ1LiQrnn/bEzLF/kLK+fku0M2sXByVHDzNWYaKMw6PDOsfchTO16dCRazPFSHLIGZHS1dfiuiaaLCN9MGKVmgNh0diNzr9TpofNsvkxnRAErPk1ubLQPXakG9Ff1deSXWwmwmqGbNIDKAOhpdvTh5kyXw4opID2i1kXkIexT1MRdTB0I9FdBkyc3SNsgfZEAOS6ytJwMS0RUpE7Uk89s/60B0nGoXXqSq6V9SfOVCQf5uz+ywQFj20hvJN6o104nET4doTFdnK4HPNK73E5o6+sZiJw7eG0Ws52IZKSjCpUfCtXA7llWI/0ejTluZQUV6rX+l15kroZ9JHByW0LYJUMkMm+iOcImwyTK2PVqimEfpQuxQTmWwtCWBUQ7VncOWUP5vzKIDAlU76QUCJ61i+5mi+MLpMTose6koOkOZMEphuLmBBtpOArT5X1E885qCZ/kIQ4csHptZrB91SegO5kVwmh6ZgntU8Xa55tZyIDTOCztVn6r6XVy6BXbYjURw02kfKJAIPBt7/kVBP22VKXDNpdK28YXQZj1TqoSrdj5JFcAvbZzb1hYO4S4nsLNCcyRzHvaLYeiYvpTLXH1sARCavO+y+5+63JjSnYuU+gC/jN5H1V6IlQynURILOkBkOZ5rDWc78m57ti4zmVJJG/6nmy08vebecUh8K8ArfGLrUGFgFQdebM7HRH79W9I3l0XKLOzO0ryaULzNxYq2nxElygvWCRmZbI6iugXYqekU/CmCEjmjrRBk57fFjTbYR0wFZkzrZHos5BhFufu+DffGQQyVL8ShAi2mkuSmk1h4NoBShkKBs/zTilg7lRP+ngpyrUUuy48uIyj3lssM+9ezWFfZ1gXkj+lI/0qy2Fa7JoDbUzxzZnaHXotP3o4A+bSEq8jdZahmSTE4axeQlrL8SYEW/K1JFI7EBrLw70eEkevM2kh3kz34kNFeh2EeKG9kHo3fyfdsfyFlcrBIQtNAcHucsfuG4+vsj6UG4j5Q3cnaC3JPZXkyjTC2B8vInGy7/lTn9wolBQKdQ25LJVXIpTWCOS/0Pyysxibr7UgDGgVruJhG1FSCnTJbTk5dyZ5leTIWkX5Wc9bvPIvsXGnso0C1Hy/WHGlHd0+Y2n+h7ps9WKG6rLw3ZXlrCtDPN+L1IJwbgsJ1ruonCNtKby7QCHg/upvlO9J31uViHz7712FqYOodzQ30OxZXh5+Nz4sHyR7/7NY/HG/ovNFd3U9SbirtNBnlIGjBFdalY/KInOzh2Twv6iWL0VrE6s2TLBl9m0nR5aTlcZPQj0cku/nJFzAzFSQlktEtJoEIuAG+xCeRbYfF0qWGz9P2Sdg+61aigj3su28o5B3IGRA3NWcb0lQdl6MdCX0WDS03FfQ6Hx9mxFYNQFDX1M8ddsCx+GjBebNd9IQniyZ/J2T9629BPhVnkRsIcyA8SE9omYlpJ5vqJxhoxg3jo4bwhe1TjOkN3EuFVRX6naB4p6tQTMF9BeWUJOVyfTcXUaCQ6tvK9pm8yTCv7aVNYPvnqHT+Y3vAXt495ezdD/2SCQmKQwSmzm3M0vgu56MK2n4HNPFnmWP8P9oxTw++dGxPvxPG1GnWMip5VVOyfG+g1TW+p3hnak0B42pBlHv92RHEnzLPm7ANTp0K06nd/EGlPFKM35ijfAMiuLe5ughoH8kcHGm8JveHkXxpG7wPXv2dw45gM1RIr7JBoyJOAnvTku4LyvYAZ0q8wAcUe7DcjNi9KyrXi0b9Y882/O2P0dk63DHwy2bGynvdnlm6pGM8bTsYHXr1bYt4WwoCYiXwjlGJOZGo5Z/dPFfX5Et0tqa4jT/+zA7/8O977g9VYm4VQM0ytCFY2yeeLG/gcVvtTsr3BZ4qbvzcXK+Kbnt0zaU44fRVQMeJzcTQcv/VsPrFkuySMV6IVyHfiwBNyQS8OZyYlGRFijis1o/fSVbxdDmJkGF86lBOzhm5iaRdwtZSfX5/HRB3SxybM0ldALhYVRWOV76TXhGkD9Uku37MP0rj1IDQx0b6JK8z684xsJzqH0VvYX4jWxiZr4Whg/blm+7xIuhkpA9sa6rOUmGw5WveKzWykb5Q0m7P3jfT6mfD760dJ59RH4Y2fDEFOMheJclFOvtec/VlLPzFc/kPD4UVAJXc4QbeEetVPI/rqgW+yNEIWsWuT+sUg9ItK0PFQBvqJVDvKa6EJ9mMxrwhHnrkg6iTOu60lmQu5VNoG+2fTcWxxII0qwNxm+Iln+4PkQhUVetLTPIHyncXuNMW1oPzNo5ia92qaPCN70lKWPfWhoPw2p75AGv9FlSymBX2af+dYfWHFGSoL0g9DJ1fDRaQ79aCFEmAaRagUJD2VbRTTVz3NiWEf1DH5ikoClWiFy1/dBg5PklGGkrlREVSfUKNKHIxUj1hTt0mP41OCN5MAeP61JF2Hs+RSViqaiVR4g5XDdHAXbU+kau1GETfxDD0Bu3lyVHvwdZMqfYvBrCQyL1s+LW/5rfFb/qN/HPnl+BmnfyJub1FDdT3YMUN9IQlWMVGUV/dtAYR6JfNoD/c9l+xBRO3ZQaoFXdKh9tPBAQ5iJ4m+yzlWxKv3gtS+/yeRppLmqFGlaitweOGJI0/2PhNDh9MMOxLbb93eU2r7qQTR5VW63Aqop9Jkx3Qf9MtbWvbPFW4S8GUk1hlurpmULc4ZusYSQ9KPaHVsC1FdShLZLoCg2DWFNBQdeZpHsu4H6m+0EbMzaM+RmlasolgljxUhN3Rzja2VgEVa0e8MyPEiv1Pf6ycBihtNvoLdZxIUPfTQnVBIhjPS5/LZ9JBQJtpzmDrU3h7PB7PT0ldtLZXEaAWQcFU89v0prGfbSCPdoRWJizkuF2dFMmlx4VLVzO4U7lNp9N6/G6EzCCqiUgWhn0Q2P1D4ScCuDPlaqG6Hx6lCHZDeOWMxBLK1JPUB0T/unweKG0WZ3MmkIpIqo1GoP75Ila3k7lm9ttz+WMwQZt8mTXMpa2Z05cm2juvfL/FVPNrCr35ryuGJOEeqXn6PPUiwV6wD2UFxONdkh8j+WdIBOgnas+1QDUKs6Z0E2+2J/OzNF6JVbE6l7Up1mSQQRmjs2Vp050Oz64ceo/eBdi7NjMUgS+heIRN2xpAUV7fSVFt50btDjkv6Zd1H8m1IdGbRilVXJK14Yj9MUoxSitkFUSqv/UTBNsPuNd+uT/hsfgtAiAo/lnUSco26aNHPHLtiwuKX0E0zmqVm8taze2pQvaLf5+R7WQObz6RFhq2huo30JxWrLyUYdZU63qVEAawao5ODI0wuHe1CnHxRETXyhCzSKrBbRXUlvbtAvqQ5Fb1cNApbB6obkWoMzqC6T3TyjbRAyLYxnTmReA31i0i7FDpZeSPaMmGWKPKtp11otp9W9CPF9LVDeQHwVRBtWDfRWDv0FlM0S2nn8NBjnLfMJzVX72ecLLfcjApcr8Vs7KRFm4i/KsXgZBlQVwVKQXsiRhimtRS3AoIGq8BGNk3JWztjtRvheoOaBjlnDWwvJM5TXt7LPgojrTlT+Im0Hnk0a/jRk+/5T37xQ0Z/XJGdRfpHPfSaw11FW+X4TqMqiRW2N2PywbzsYAnKorS80+Iu9fOtpBq5+QFErckWB7zTdPuS4k6hU99RvUnOrkYxHbX88v0p8z/JybeBzWdieKU7dWz/ZFrRH9fnUdgL35fEdNDuXog9fihSI/hLAT/sXvwEVr8zRXuRKelOoVXks/ktVdZzux+hVaTzBjaZMKMmUuGvH4NaGUaXiupKercJ+Cv3/OpHEEwFX/+3v/cHS8Lakw/6BnnFej3idTFHqYifBPaPpRP30Nz19rcK4ao7KO4cvtRJuyXItHZR3Gy2gWznUCFSn+XHhrTdXILMUMgB7ypDN4NylSpp3T3dMds5svc7UAqfL0GJna+t1RF1I/X2Km6FY+tGgvRHA2WQ51p/lkl/D63EqUzZI51jQMF0L5dJcyJW+wTpZdacmMSlTvacSlBT7YReUb2/b+BsD6SmuvK/6kYg4XahE11ENk8wEMbQLQLj1/eUp2aRbP4NRMd9c9Qh4IF0yMnPi6WHIMiT3YveB1JPoYfXxh/fgU/9lHw/IIoK7e8pM27Esf9ItwyATvbs8RjQ6o5js8tsI8GIdsmZzCvmv/SoENlfGNE1eUnsut7QnzmyS0uvLHEZMPOOfmfIdsnB60TmOtqIikaCs6CZVqIA310UqU8UqGT8IeYukoSL46O4e4W9obqSNewrwAZUFgiFwTSa6pUg79JaATafWNxYobxoQ3SUOZGeGGLG0VdDk0J1dEJ0Y0lio4kJahd9jnYSyA9CZ9E2JWpkJdVj08ZkEnIveh+aghd3QhWCFLimIFqnhpohl8DJP/T6SYeuL6OsgyyyWo35r+af8N87/Rl/dPIdN1+MuDYLMeFpFNle4+epcS7SALVFH0Xn3TQZeYwSglZH2V9J1jEEAK4SoXd1FYmX4rSV7SUoE/tl0bpGo8RxEUW0PaoImPcF/Syw/Uwx/wUQIB93dI9gpzJCPqwPdQ8yFEkTq0QH149F8G/2Wpr5lsnw4Dawe2pwlTQVdzOPvim4nY6YlC1KRUJr0I0kVMWNSskzxxYR0YDeWjb9FPKAGTs8oN9pRmtFc6axOwmAh96NtobsENBepSRNLsxBRyI9lQztMmBaxfRlwGeK+kIJk8BAeZlQ7LXQPR56BCvGN75MtsoLL58nV8SRR2WB7GXB5Kc5+xee/tSjK0fcGvzCEbVN1WW5/8IooGxgVLY0vUV1ovsMRUJuWxFzq5FDGVkfatkRe01xazE/Fr/+buShtnIv5NBNODpnDvq6/JXQ0/ppMhtqNG7uBJTpZZ3sng/N1yVQ8pXsl+m3kXItgWg7E5OLYiUAkxunIGefEOVkGT6cwcMa3J8bykL0XWd/Gtl8opLGW4Avux2SDPVBoi5tWNpl0jyNJGbYPZPKaLUVqnO7kCC/vIlH0Czk94i3ywPm1h41nNlGzqIh8Tz9y46vHzgJi0lXm+3lLIgmzXWh7pu1KkHQoxnmT3G4yKU6nDRrwUgV3jbxOM/VrZwjIVPJtl8qgCqKYY/pJVg1DeTXAgw5r3FBc7MZw+sKo+Ix+c9yx8V8y3fzksOZtBLop7APqcm0hunpnroqOBSVBMepJyRR6M0fJsxDzypfQkz0XXtIZ56Wz52vozSa95IgDH3jfCEgarGOjN91NKfSF666FpO2YCT+UzE5Tefp3eepuruLjN+1NCc5h8caVXgoPc22wO5l3WSpF1t2EEq36ZK5yGMrDJg20leadpEqzZ0gS1EnGvRvgAkdUYyyHnWwrHel3NEhUQODQmVeAFtrjiCNaYS+G8eefhYwjRjSHZ4GxqcHNvuSm++WEpM28vWmlbMpFp7sNqO4S+1P2lTxPguUbw3xasLrxYjs9zxZ7jg8lTOZTktfSK3Rkw4z8ri7DN1oQiUW7k/+X4H3f5jRPJLG0H4U6aLi/F86bn9saReRbK9ovmzQaXP0S489iLHIYBg2yBkK66jKnvoi4gu5EwQEHeQb8bgmTv4Sbn/bsvxrjrG/H8scKR0JQdEEi+kEyCdKxba6FAMcNw7M8oazfM9VPWH7ciZ64N9ZESeOoCy9Vuyf6eP6J6S+olOJCfuZPLvuEtX2N+2OSEyCz7UcQu1ZQOnI+lDRtSJcbU8lC1Wp98nQyFV3gtr6pMlSXcQ0QveRTvQSiNjWS08cKx/QHgbzBXV0+gqZdJ73BdKt3Ud0F0X06jzq0JDtZxR30sx4/DbgKn18DtMJjW+goEQtBhYm2S27ObhJQoFaKUMGI5QV04GpY7LIVfTzSGikGuBKjWlT5/hOLlWlIIREYRojNJFKEiDTiA4n20VUjGQ7hy80wUpgbvccUXflobjWyaJaAkqCGHIUK7kQAEbrQSgMzSNFNzPsH2v6hVQvimsjvPNE0Rq41Lp/kBXzq8tHiXgWFZN+QT6XFoAflwKHaEUf5fMojWCN0O0GFLe4FURINCnS6No0clkqn1x1plp6rHVAoqCGIF+Dgu6RIELqJsdPPAaOrkN96gFn94m7HhTtuxE3p4ai7MnOarpDhrnNxGLeSHVORUmKj13tW7FJ94k/b/cKNzWQBUIexF4/BRfapyDL3Avuo06f2w3vRzZ+eyINfLWXOcq8VLv81JPNJFHsVyW2TsEPYu0cBrqeT66fM0nabbIl9nmqeE3AF4FoYfLqvorBSBBonfotSRVS5vPhS2Gp4niAcC40jbDL+PNXz3DR8KjYMSk6tmctbpsReyO9Q5TMk90pQKc1mHqroY5ACSZVE6IkpCrt/eHsiZaEukvSH4wkRtol4CNZLvtpAhmiQlnhxue34hboCyhuDM0oJ592dAraNjvqNY9JWCZUsWDlAph937N9llE/VpAH6bt4YojmngOqe1IvmUiROaZ5y84W1E4f6RTD1w3P25wJwjh6LdlT/TgQH3tUHnCjyOhSqqKuFPqy8vKetYvH88Z0MmdGp0a9U9l/g3updhKwSVuPVBqLKcF1EvS3Zw+PRpNFwtwRIpiVlV44BjGXOtkzrxq+688or3KxYQ6KvHT0ajiTZL1EA/0ikC0aisJxMdnResv3pzm+LeUccOJk6keQV2JyYl6W9CcePenp5hB6gzai11X9ADhKfxqz01J5c4puHtI6FgOeaAzVW80hM7ippw1GmkPnqYXHXmF3BtvI2s13EiU0CyMa6FwqK9lO7rDpt4i1uBaLb1cpirXnoO2xcukqaTY89Lo0LSKm3wZ20aTKuzjdRq1gqdDOHBMnYZOkO+lUKr22jjRj0V3HWtEuZP3UL8SdTPWK6DRqZyhudQKPUiVVyTO5CkztH/zoGX6naJCEaRM1tPPUoLhOjs4niqYUKma+Edv3AbgdGjEPQZvySWuq7mOaD1vymE72TD8W0CfYITlX9N7goqEqelZjaZ4+xFztPqefarJZy+YLS3ktLsntUtgvZq8pM8eTiy0/d+fEVSn9uNooetrUIDdYaRR/bN2jpAI89J70paI+sUzedLQLy+idplhrcZLOpSpSPw60J4rwRgO5zKMWba9tRTIS9T3LZQjMB9fMqAEf2V9IcK6vc/zS0U8j7cm9cZWsDZ3mOjJ92bF7mmObSDsT51tfJB12ITGRaSXJO7YbeMCxbwpab7CnNe6mAh3pl8lt+C7HZRmzn4ne1O7F4C07JJB8Y1G9AKLtSWD+2QqAw9sJ2a2mvFHsn0W6M0/12or5zcFIn7lkINcuU6PqJwfqaU71bY6pFd+9P0HrgB8NLUo07VmkP3UsxqLpWIcR2V7he52AZgGGBkdvaa8ROZwa2kXEnff4nYFdhjdyJqgsCiDlFPlemF3taSAue7rkUtvPAv1c4tOh/5jsF0Uw0lLF5yKhaU6lequdsKRio8X3oNbYQ0qOHLTnSVqgUl+5k5ZNV/Kzm0dstiNiFukuei6qhhA0+1gRvKV5FMg2KRGLAlZrR/rZCYDzws6Lf0em9WCVMN3LYu4nEIpAZgJdZ3BdqgDs7rnOQrWTgNn0ol0S6pRUhkImVIV+JMGrneQUa5M2Z0o87oI0MlYqVd9Spn0iiWDMxMksGugLjX08R7fjo01ssIJE2YMsGtMmBymjyA4xCU4VbiTW1CpE/EFs6SUJlMM12JgamqaLTSna01QBO4iAFqC6iZS3Dt1ntEtJBNxeDADcNBJTlj9QebI9VLcicvSFloZ8gYQwczy4ihtpLLi/0PiRiAhRJtkAR+Fnp0uinQktprgTJyzdSW+OwdY66oRs2ZiQdVn8Dz1EK5XMS6p4NEtw80AcOUweCL3G9zm+EEStvDSYXubKNEP1lISYCDI6BAu6FytaN1YcztWxf5p2HHuSAOAUetrDVUG+0vTpYhS6XwIZ8vuLINvJIdTnGW6bMTnf43ojrnxBnHOCSgYQKqE3mfDYIa2jWt6pLzW9z7GNXNAuVWpNDXF8jxIN/dN8JQmerVNvi1RxCuZ+jQidROEaDVOF0kIRqi7VseHqze9k8vvGUk38sKt8VKRKnQSB7KVapA+yt1SMCUWUpNan9YuS+RqSlodeO6aTypWKioOWqpCrLd/eLWmnlj5ovNMoJ72q3EhMNwYt4ZDk+07hOqEVDaYt6qjFlPmyTWpHEeXfdKqc6V4lC/d7et3gmiotK+TMUZ0iNEb2nZPDujmV9aj2FldIJWZoj3EU86v7SkKwim6hUN+KuN8eNP4gP7O+CDSPIL9VySAlSsXFROouo8kyrPFgpPJv6xTo9Bz1rzElzwIQRNxO0/SaYtzRPlXUO6GIDEl7yDie7bJh0h9p/mxqHD4kp0MlpZtoTC/vIttoQiFzpNsEwrQPLCgEtA5MT/ei3TooojWEpLHbH4SKXS0adp9asAGcRg2LOlnyiyOXnJshaNom4/u7JZ8s75hND9xOcunXpDlWDmNU5IXDDf8/KNoLB5scfKIqjyWIIlXXB8qm3QsttT0RFzrV6iNgZlpFGEX6uScqc9SChFx+j+5Iga70SxSHuZjMphQEddTijC8d3cxga2Ed2IPHdIZ+JEi60MWE2tss9NExsZnLg4YqEiuPjyQDDnCVuJb5QtgiQ5+8bibOmkfjq7QWpPqbqtAKCAp1lwnrIfWpEnq0zNHQAsBumt+IptDnsl8G0GUwIlBdJN9/kDwMeuVDatEzTXdQJ9Q6YdFE8q0YDPXJmAwSCJzkFJD+fSJzNvRozDaa/briXT7lZHzAP1Xs/IxsLUwOt8q4m4zIc8/+iSNkluImVegQ1sn2UHI22pOXPdEMLQtIlEj5fHmtj1RCX4pmf2ABDXdUu1RMX8rXjG48uo0cLizBwuGJ6IZDrugnQpX0eTJ4mSNAfDo/w8Ay6lLCqmT+xCHPSBKhYPy9pu4zAbGnso60T42Xe6kwBisskmLjU28tGJpFm2Y4sOR/thGDtIceqlfs25xnp2u+3cu+j3kgOisASnHvgTCsHZ/LHtc9iUEUibOezHpu12NUK+6847eB/QvEEKcw0kZg5GnzSHljydeRzVdyfswnNZ88fcO/3HxJqAIGCEGja6F3FpuICho30my2I7zTFFstZ7tX1BeBqI24UB7k9/tC4rjDU4UfebKqp1eR7J30uCRIwTRaofrF1O4lnPYoG7i+mcJdjt0r+hN/fDdqOAdIgN1Bsf1UJBCHiyTpOQgzQXnptTZ+I/TX7WdyBrUXjvKNOCLq1ND63XbK6lZKzYsnG84me1yQs17nnpBp/MwDWYrJU1uGFG9pp6CW2GP7FUdG1N82HiwJG5xuQiaLq18XYAO68LJR3tx3tB5QncEqPhgIZWr2aQQZra4dm0+ln4nP4PDIHAMhlNDpUPGYcSovF/0gsga5bKIRzm8/KtPmSnzqXRQu8D5xgVPgMTR0lWcZDlgRb0ogpY49JUwDNohtvQRnUtGxByAqpt8H8p3H51KpCpkm34cjD9znCl+KGD7rhWK0f6ppF6LvEOMIR/MoF2vsNEJC581+cE+s2b6YYA6a4rWhvIq/YrM9BFftUj776Eqyi/H7wGan8YtA/Vh0KuYgF5k+SMNHHv4sEvrF+3g81KNOFLtxRFtJwGJjjps73wiq2C4kAFJdSl4nEhCaerBZV8eEf3TtaJaGbiL0p36aELx0gVSXioMyhKAYXUqAQpA15krI+qGqpuiWHlNryivYfiGLTdfyvXnh6EYxVVik+hGNQqWkJNr79T90cI8G9DuFv72nnglVTtakaRX1eTxaAedrqez1czmUdXtPhxUaqiCWvpLLNdtouiIHG8kaOdDLa3nu/SdS8RRqrEotD1JQ4MGTaCCdoOn5Wj5Xu4RirfBKRP9yMMajMx48fAIGJI2CfO5sE8krRWMVsQDvNS5qtIrExnyANkuFsVsEwnlHXvaCFIdMzrCFI7vMpHlwkH3jy+Gd3ANBkIICK9VtB0dEWJ6JY7I/0NWUU+i7DF+IMUrMIl3i5qOFJoiSqgpo8pX6lfeu3VCZjzQnlm4iutBsremngTB3mNJRL61UU7JArA1mZ9hvLc1pzmJ2IJ+1hCtL8SadE0ouFtNEymsJANqTD5Iyr6iKnnHVctsuUNGSbUTnNtCwQurVFAz3lOZNxN5Kk9poxbyjXUqFpp8qQiN7tbxW9DNJWocm9MXtw6PRWkWmZcthX0qrhRCPZ16/zVkdMoppi3l6IOxyyANtnaGDAi0JhC+jGGrUGh9zvI64tuR7YL8uUaUnegUm0h/k/Vrr+fTkjttxze16jOsNetKj3hUUN5rDD1vJO7y4JUYrSGt7Ktpd5ZU4d2mpzJtWpbYtEdWL86U9CABU3oi5g89lT5s29U2Mso6HxvdD5SXfCMDYLozY1j+xlOsgxletJNPNqYBAcaWwJlVpUk/K5kwcFiVITs5tmTRyb7VBO0M/D3QnkqTpjSVUAT+6p4EpL3ow5VQC2MSFsFtEcapNQX/If5U6phMrRh1aVHjYA0gFAVDsQZrn2joek7FiI1SuZqmTvi2tqSE++aDye6x4dQKONifilhiyxJpIyW1UQ7ykjtS+oc2ICmDe51z1C3i6Ylx0bMfiniwAs6LelPJ7k5mO7Hf5n3aw3+VspiV57mhGSWeUPqfqQSlFdS190FRIFuQJMD3OiRfK6u6Z9Fs122R6EUXfj5ImuiGXrx9opsPc2VpauESjj866pkNAzVyR74Ik3mWiylZy/6igODyVuIEo954rQc1VstGP1Oc52d7jSvEeUD6I8+MQ1LeRbm7oJvrolP2QI5qIUZF9lzM93bN9N4UgVZ2QKUIZ2b8QVosfe2wtxm4D2Bys0HOz0tE7QcHCKJBtRdpTXinavhSw5cxhRo7QGfqJ9M3ylae4tlx/e8L4h51U+vMgVbA+xVulwrWio47a0DQVeSPPLm6lEX3R0IZS3Ha7gSmmiIlBZmqNv6ywnToyf5pzj91Lhaofi1zETT3VpKVel5g7S3Wp0zo3x75bKgx0VgEvsq2ifuwFDPDgbbyn7RccmQDFxrPvrbCZKodtLOpG46aRfpWzNwFlAnnpGBcdhz7jajXBdVZAt8pTjDvUpKO5qnCjVDQYydmvnMIcFP1ErPDf/h1x88NpwhbS58juNNlGEy30p5HxtGHbGrq58FrHb8UhyBcQU8AyNA9VQcp8wSpMLYtu+rIlWM317xcEA5PXwpUW2h6p74SgQ/lGGhTvn2gOy0i+EUOH9iQJfC+l8tbOFdOXPf3MAOb+UmIoo2pcmZAYoHaa5U+7Y/f39iQmOqNUzPqRIFchu0e+8430L1t/OUq8Zlmc09eO8sbRLizNicyDaYWPP3nVEmxJ9V6C3HZhkoZOkMuhN1N5I5TJ6sZjD552WWDayOiN4vQvW6IVh6Jgh8tKYdvA9KVn/QPD7rlm91SLu1sAU3lm51u2u4r4XXUf+FnhgD/0iBbaUyXJZyu/M1hxBlTJRU3QDbmcyxv5d3EhBIj0JiULyMXdnEk/piFY3j6zlKtIdRMImfQtgZS876G6DrQLhfZC0/Alx95pvoq4hUcfNNlOYbc6UcXiEf2PJx19ZynKHv+4pr+SJrboeAxs3Fg0WuJ6JIl7s0i8/4NUBNqlzP3se6luNidSrQhFoj1ZjlpKoRsJCpTtU9+9i5gMYkSbla/EUEK7LPGZFYcLSWTFhCCtgeY++ZVGlYpsHzCdQiFJhDgNwf65XHT5VjjR5SoJnGf3FbluHo+NiR9yaCduod1CUb2Tqq/dK5y2IiKeajIdQMckSCato3uU2jsDndAqwsyhjGRrwYI5wO7LXlDYG3ukQ9idoGvxAyqnL2D/XBwQ1XmD1oF2VVK+swQjhgIqKLJrTfdpB3uLSnz94eeakeNkLtbC769nEArytYAPbjQ4XKbmpIMz4zjZgycdwdPTNQB1n3FzPcWuxcRBBcMhlKj5nqcna769K1HfmKNzXqgGarXY7PdjlfQYEXrN/lAwHrWosbgo+FLh9AdV9ELMjAZ6WLZL7z9CfSrNRM2xsiifJ2RCIy7WEqC5ZPjiJvE3koSFqNjUJcv5ntUPpZqqI2gdsRPZ0+22wJRitkMjvbqiAlV63FgMl4SWCJSectLRbAr278aMXlkOnzjMrCPLPE0osKXj89Nbfmv2ju+yE9b7ir7OUJmsj3wNh8ZQvLdHOnVz4SlOarpRRrAFtga3DLgLhzpY+oXs7ZjOa7MWgxOVqFijd+IaV6YqhvICgg7JcnEzUGgj1a2n2Ciahaa68qggBjFupCnuHO0sv0eAvYANIOYmu09EdjB95enmBj9Sx3OqKzVx5KmfgtmJEUNQEKaSUeiDlSDUSIW/uBlMYqRaN/sFaR2LC2y2FZOQYCXo80WkXUa6BZh/9QL/Hz7w+okSPFZeSWP74S656sm2He1JQTeWViSDVixkkgQPpigq3oMgrtIYI1TDYQ8VqfKje9nzkJKeldCphrYWg7tnts64zmYU4w46oU75Qlw31UFaHgxtE/oXLX2vcRNDeWWgNUTgZFTz3cmE5iTD1gNYLNVeWws9NN+ke3jDsRVAMICW56sfScWsm2maEyON2HPRbJdX6ujQp1Jl3OeK8Xu5LFSA0XsPmET5isfzuj4x4nJdKEZXQZoAZ6Iva5eK/szRzSPhOiNbC7Xe54rZd6L18rlJVaXA6HUNMdLPC6JRmIOjOTF0M0n8H3qYPDAqOt68PEVlAbs2uIVDzXpCyFGtOla/zbynXZrUuui+8bVedpwu5GH1LHBbz9Ausv4KHv2x0N5vfl9B4VEvK4o69W+bQbYyTF5FFl8rXm2fwiigVxa3N6Kf7uU99RN1dCTUfao2/9EaV+fYzJFlnn1eEIpIb4e+kBJ/+BG4057ZX+YoL/FJthP6YnUlcU8/UTQ5UHnm45pmV4iZWga2l3U9yGJCkVx2J55Ya0yejJGUnGnVe31kdPkyEqrA4akCZZOjtmI3l2Rs/Aq6VhGVoXzas9nlNL3hVkWc0/S3pbAXTMSMHO0+J6t6dKePTBihSErsEDWoRnPoM5T+TVfClARk3RCQWggvGv7NL37BP5r9kp88f8r/fflD2l/OyLf6aOkspWNBPEeXUiom0VQ2n5WoGAlG40YGu5eEZ/kvLtn97iOauaFce5SH3ROTqmNQvu7ZvigIVswXhsw564AY6caa5lRxmxWc/FWLzzXtXEr/phVr9uZEqGTDaBeKw0UmSaKXJnGjt5FH/+UtfpxTP63wmUpUykTP0RAzaXYrFZtE7yospk4dxR+J+9/ojWZ86SFGiq2nelPz/o+mrD/XXPzXDr0L6Ik+GieM/9+8/cmzrEl63on9fPim+GI4caZ77pw3xyrUBAIgm0Qb1eyWWgstJLNe9B+gRS9k2kh/Tq+0kVYy9ULSoiVad4tkEwRBAAXUmJmVw807njnGb3Z3LV6POAWSqBUOwqwMWai898SJ8M/99fd9nt9zLoHDyarHbFtW3ztgKOTgWz1PRedbS76ZtwLqYAuTr9Z04xm2leJ//UzhTluKvGOU9nS5pSozOSwmTorO4f4LIbTg5YMVH0kw4HOhkiXLKM289Kw+0JhaPs9kHRi9DXFzj54y5DKxIxt5A76QB9Q2gfVTIdkoJxKHHfhEd0K5SzZKdMwPpduKDbhHrXTWsoFeZZjLhPFFoLh1XP6+yPPCoFHXhn46MJvUnE423IxGLG5KkvOU0Tu5/FVnhvxC78lr2zMxqLeng3QKL6z8fvPAzWcSIWA62VBGb2VCqgfxPe0uWsmGve9oGElRZLeK/FImYaaVIiyYWFTndxl2wzhmsL2R0FbJh5L/rS93XkawGwl0FviF/Hu7nLFuFlh8rPcToKDZ47H9b0vU7vnlJwP9VvJG+qMBMxbz0flyglKBfNbSbu1+kq4GSJeaocsYjgbspIdJj1GBoTcMU0/IHKFOMGsDD1t6G9ArK/KpWWAo2XuqTA3ouKdFAEo+6jFHgcYXcoGddbjWoLwh1DJuDxPpEqfvRR8ztDlXvUYnntBruicd/TMh7vlioD7PmX2hsC0sPpJ9zzQKgjwvvUl59OGSWVLzV1ePCY0cqP1Upk35lebqYELyYEFxXLF6MeHwF5GaGeW57VxCT4tLOSB9BsmtIaxG9J8MzA4q1g/EP3DwRYzSiJlGu2mjzwJuiB7huXT1d5LEZCMNlPZQuulBx6yyUpoA2knh3s7vvwHkO0NdZRQHPWnW07UJwSu8V7hB4wdF9jqle9GAB3PQ4ZYp6nFNah3dKbCSzkN+tmU+rmh6S9dY0pepXLCLQTLanCKftExGDakeeFXP+dXlA9yXY/JO0R67KGNRZBeR3vvA4456iklLkXVk6QDTmrpOSVSgX2XoWuGmHrMUSao7GOifDnSnBr0xdFN5jrNbaVi6RCYBqxdaJksLJSH2tfh/hlyyKodSkdw0mAcJq6cW0wXWT7M7QMQ6Eg9v2Etmu5OBdJlIk/KNSAXbI+gedzx/fM3gNW+/PCG/kT9ra83iMwnt1r344GQtSuEHuwt+oD7VzL6ORLIyUJxLU047WVf1Y0d+VNN3lpskg//X/a6d34786CbiB022ge7AEqzCNg7lE+w2NkxSuaSJnE7+f7aRKddQEGsIufSYViZH2dJRHwmVc8jV3pJgukBxLaj7oZT6Ir+SpnT9gcY5kakOZcCXUleZlYkgNJmq3yQZ7mGLHXe0TgLHm96SZB0YAR9sj6Afi3rH1HGaGjM2s7XHbh392NCPpBBdvYjBv1GanlwLYl5IrlExEKFjxeUdll8PokxShXj5yRT5wqOjQqYrI326FbJ2P7XibVyKEqGdil/SFXY/DQtWzvn8JrB9aNg+EiuAKBM09eGYIZdLbLINlO8147cdizyjL+937QC4TvP+akZ6YeXCEBsofpMwemfIrwLbJwhIY1HQHXqZbF+JH7B+LNLK9+/mqFoIl/lC5J0qBJq54uH/5x396CGrkIq/OxOwRLKSfdj0nvVTzYN/53j7n7FfKwDdRx1hlZK/M7gUmhOPLzx2YwkBCaQ/GNguC47+QrP6CPpn8tB6J754/6Th04eX/GbzhPnPJe5HDZY85kS6VJFfybO/PNJcL0tQgWwhz1Vfilc1v/H4KFnUvaJfW+EuJHHws4XtU4caBDDXT2TN2qUA8aoHsiazRaD8xoKC+kQk36PPFjw9WPCL6xJlPLOyxqjApYLuNid/ldB+6FGrhEFFNUHHfn/yVu0926bTvP/mSJQPf8vrXi5htvKc/EWLyw3Bws1nlvpxXGhR22GNp5o4lp/ofYDkLpyuPQrUZ4FkYxm9lQdz+1i68ePXgc0jES6nW0/16THNgcEbMRXrITB+66R7O45p8lcRytDf0dyCFvlUtnY0laTTDyNDthjYnqXYWkiMLlUklUy8ZOOTgqI+FsoMQWRk5cXA4kdz+kKRL0UWUp0KIODo5zU33y9YPcuZvhy4PEgk5G0W2ByE6A3wIsVIHZvS0o8TTv4qw1vFzQ/HdFP5/LZncsAP+Z1puj7SmLFm0nqCLShf1Sw+KkVe2UgnbfNYka4M47dOQAlGUT8umbzqyL+54uafPKQ+VZSzGqUCbz8/JV1oTCZm6p1coji/jxXz770GOUBVr/YHcdLJQexTqMtAUHofFFw/EHnF7kBSPaSVFJGmifluvVxylIeQiGxk13kDkTGIVFCmGrNvvKzFQwT6YRWq1xRHFW2T0q8y0FB92lI9l44iXro85WFN/XIiI/QnPR9OrpkkLdZ41mXG7WnG+jIh2ciGUp9AtpC11J4O6EmP34hEjaixH8ZyieonkSoVp1DKq32hKyGTsqmaXi6SfSnTqV3XtY/BjM2RfK92rchuxFOWrOL07FS6yqYTcmc3k8Mgv5IpRVjA6J0SD2Xj6acywfUmSkVAJkVbGL92TL9c05yVLD6+f7Rm0CJ3CJ2QMEXOaXEKTDlgjCcEpLguHIM38RKu6CO+V28Mgwko60WCukwIqccUjuGRJ1Qi39BLK4d4nJT2Uy//3lZDUHuiZz8B8yqnIZfMqcwTEo9bpiQLI3JSLxfuzac9KnNk179FXr3J6Q49KgviEbCBpOz4o6evWDws+NXoMaOXyV6mqIeoSQe0M6y6HICrxRi7MIzeiVStPol7T225WZdCri0C7YHG1IHDz1u8UZz/w0y8N0EuSv1MQinxirZJ7kJVtUxBdsS8bBEibfDO67PLPTKtdFS1A72WxtseLR6bEsHGbusgAJL67yMdw0M4z+Bgw+l0IxPI9Zius2RZjy09blZTGsc6zZmNG6qsZxgMWTqgdaCu5FhVKtANlk2VY6yneTSQzFrUoAmDppzUTPJWfkY14XZbUL8fo0aRYqfAHQysPpHmlx4UyUajhpS6NbRlQggKmw4MrSUM8p3YZ1ty69mqEfbGojcWn3tUL7I1n0rDoD6TbKH5F45uIjCaZBUz/8aK6oE0qVwmOPTybeDmJ1PamaJ+IITQ3WW7uBJvZDPXZG2gPhGFiJn0uDxh/VQyL5NtzPs0gdYZrhdjxt8Y5l8OVCdGZP6pXP733tmJY5gFgrZC6Rsgv9L4DBaf6n324/JT8Z8HGwiZx5TSLp+Ma/oXHW58v3TNnZ9q5zsWOJZQh5ORwiWJUFGDnEmjSyma09uO5iQTxczaoYaAK0S5MhRamm7ngWzp6MZGaKvc1TF6kKZPtpIzCw8HX3nB4k8U6YWlA9S8Iy9bpqOGTZNRr6aCDZ+IpDG/gu0oYZhBmA6goGoy6jaVM/mBJxx1hChrHrxC9xn5pUzutg80to7ewkmEHIQoVSulFqoPZVonXh2RILsCCAL16SeB9DYChwwUt24PPGgOJCJlBy+RYF8YXYjEsTqxUcUk/55yck71Y0V3IF5fqyTzqzkKDFOHKxXZlRTmXSQj7rD79YnFdJZhBM3jvwcimVfoNzl2IzJ/3UqQ8TDx9NOd3E/+1WEsZ3J7NhCMpTt0pIcNfZ2QXCR7S0HxXhquw6OW/ian/vAogo7kMwlK1NbDKMTBg2L7WIKxQ9YzOd2wvimh1eSjjlZDM2TiPW8VujMkG1helpB4nFNk32QsPxFFTfIqi+okucsFr/hsdk79/YTr84dgAt0HDbzMGL+Ew1/X6M5x83tjkhvL0GhC5pl97dg+MMzfeG4/1bg8QngKAaT1k0BIA8k7g/6DJV1vCLc5zZMee2NxBwM4xdGfWcp3jvrIYDp5RrKF5+r35bs//P1Lvn94ztvtTKbwnaFqUw7Lijzr6QsrdMqNJWSe0RcSKXX671oufz+Tz1TD8Lzhv/j0C351+4A3rw//hkT633/d2yTs6sdZ1N5Kl8O+zPkXfMyvj095/+qQ6a8SjlbhTvef7SQR0T8xFVSwN4Jr78eB/njgXcj3pKHNQ0N57pm+bOlLS3UqlMN00RES8XetnqeCbj6QjXH6rReQQSqBy30Ec/QjRZYoLv9BirdQvpXO/46uNJRCO8uvY+DcID4M00mHqhsbhky6UK3XMjL3Qkq7+lGxL5B8oph/4XCZYvGJFkl2KRpSe5GASgiFGLDrI83hL2vUWYa3IqMMOurItWxiIMWMS6GbiTzKJzJJPPi8wmeG69/LhTKYRCnKRc/6ScLqRSKHxY8e0xwHUIFqm5GkQ+xqRmOxgvKrhO2LgWX59+DLcJBeG9KV/Pd2LgWcGmSzUD4ay+NnoHtFN5cDW4Wom29kohW0ohuriAWX9ZgupAvpirDf7FyBSMl6IVP2I1kjz/77los/zEROV2nqTUZednSANo6Tg41kJ72eM/3Gs3QpW6dgOpBcJlyuxhS2Zwia1Tanu83BeobDAeUspo7yn5vA7Q9Aj3vCbcr0K6GBNofswSS2URx8HqhPNPWZZNDUD2VqiAoMY0Ww4j3cnuk9GnXnQ5KQXJHO7iZVxFF9/XBAt4IZ39G1gonyM8O+c9vORX4iUhsJ+syvzB7jDlKY2a38zPUzw+LjA3YQkXtfOz0c/XUgW3jaA9g+1Ey+UaASlr+n+fTpa7QK/PTVE/J5Q1dY0l8X9FPxwk2+k256N0vjhUIOqvyVZfuBgvHA9HPL+kO55OERL14uU+yggnjwEvl93Uc107Jh/ZsDdKcozjXdTInMJPod27l4ZF2qMCtD8dGW1Q8N6bndSyiShaZ4r+knOua8pPybi0/hoN8/I+PvRM7RzhXdPOzJlL/+62cw76TwX6iY3RWlohqUN7R5yosnl9j5gi+PTkm/yVEhI10HstvA+L2L3g9D00WfWhmYjGsGr/Fb2ad33kbxgsSCcwWmiQ2Q6HGsHkkAebKSaIfsRi5v2SKQLaOku5S/c/7lQDuVg/fe10/u8CPP7bIkPxqYFxv8WNEMllnWkBrHL149ZDatSFNH3SUY48nTnrZP6DsLaSQNVinVskDVhpDKHj9c5thKM0w8mzTHGk+R9Lig6NoE1SsJ/8zBTHoeHC1ZHBS0TUo9syTXFlspJt8a8oVm+aGmejaIvDb1HP4bw/rFmOpJSzLuGCpDSDxm2qG1p9+kKJcw/k7RHoqEbPGxYfuBg0HWZ7KRQsKlsqdKQSeAgsXHhubUE9JAvzKM3gkMxnTiDdrJlXaAFz9o+lLUIi6VhmS6zbhROefLhDAe4Diwrg3DSLF+Lj68/FLOH4BkayUeJrmTDqsAq48d+aMt/aDxzjAqG9o2oasS6DVuk+BIMMeevjcCOLnPVzyXqoeSV5YtZAq+syXYNuDrqGI9VGwfWbIF8Cxi0hvxQBkXGApNM9fSwEijtPfESsB2J402PcSGhZXPvEUmlrqPfmgr4IH0VuFSi5uCLzTbNmW7yjG9Qg1R8p/JZNpuNYNKICpJusaiY4adzz36OiW/lme5fuxoHw643O4bgraSvd9W4q1KNvLs760FOw+0ir61OpBE+AaRDm06WHwqhezyVc6jfyVAmF0tCbvLSGDyZiD7+pLqn0iXv5lrmiP5OwRMc7dmBAgXa4QeTKXF9xnk0ieANyFir55rqucDZiNTWez9XuB3r2HmcA8HtAmEiwyfedR4YJhC6DXpu0SUKLP4GQwKPt5iBoHehUaiSIaxNARvTwPFNyn5FznewOv/ZYqtFPXTnuTGRjkv+1q9Po5kYQt6a2h+fUDWgf69NQdljSta1nlHvckIrTxTw62leG1pP6vpb3PI5fmtHspZqJzYMOgVYWv5fPkAFxTVi578TYJPrPglTxRvj0dC9S4CPg+cfnjNWbnm56sPyW7h6Jcdm8c56VIaHF3M41SDwmdC6y2NwzktkSsRlKdI9hLW5tDItLOWNbT6QOMKx+QrQ9tbvl0f8t37Q/Ta4HPP6nbE+uWM/ErDiaM9dqS3QhrVHVSPPW/+WbqnQA6PWv7Rhy85Sdf8afOM5CrZZ7P+x173cgnrS00/2Um7ZLKVfrTiyWzNt++OmP+lpXwvet/RVWD8xS1cLTj/rz5m+0gwuMoRDaJS9AWDfOFl/FI9oBSrp4b++yaaOeWhf/+PR7TRlJysVAxf3l3yPNMvtzQPRrQzg+mj/yGF698zeAvFhUwUJEtCi9Ro4khWNo5B9Z6gOHnVUZ8mbM/k8PLRhB+0XMR2NESQUeuOQrX6QMKHR+8UYPYj+XQpQITNs/g7Il2Zkz9fcfUPpqQbT34r70t5OfiaY0V+I/TD7Zndg0P04AmpbMy7qcDqmaW48pI7cmj2m/nRLwKLjzT9bUqbWqwV4pYKkreVX0knsnp+z2Er8ZUuoyRjJAUuAVSUzO28SrZSbJ+ISZUA2aWJZlDIr714rOZS9AYjf+fspXRcVZBuk4y+5ZAbCgl+3j53omG/gTf/WSa5Eb8RTLlb57QHgqd2NvCujSG3s8DmiXRl9VZkr3aj8L8a8+WsFEqllt/DLCzJepdhJp9xP1bSAfwml07diRQudityEQmVDrRzTT+G8lXEz/ciRejHAjcISmQq2W3YG5D7Ugl4ZqIoriVLJFhFVQb6xx2dU9BrCRj3cjltjsVXNnorJv76THKnbAzv1J0U+Bd/kOAKAY/UJ/J87oLAdX+XrZfdxk7qPQ/DgpEubH1s6SfQnAo0hQD2UIrol6s5bp3ww++944PxNf+8/Az/3YRko6mPpRDwqRQNyUo6hvVDTxg5JgcV9UlKshTS0k4eGnSQ59VA8eGK7SqHZcKD+ZpZ1tA8S2hucpJVQrpQmNbup2WCd5ZDK1lrqpdTsqWmOJeYgdZ4+qkXkM+tfLemg2RtaE7Eb+uyQPUIivdyiVaDEp/oRYi4ZYVO3T4f7+ArT30okBFvIFSG26rgyWxJVvQQcoZCMfump3qQcvkTOSrya7lkDSPpWisV5H5tBMRUvhOJbDcRcuw+8L6KcKBMuuamViQruy+q2qMAIXoNolQWZN03c0N9oqjO7v8Wb40nnTd0q4ybfMTr8znmnTQUzydx0jnuMTowzlvOX8/Ro4E0G3CDZmgNqpapuE80JJ6QO+xlwnDck75PxKSuNb7LuWoso1mNUqCNp/hgifca5zSHky1HRcWqznGrBHLHUMrF1aeKzSMVpwJByJpacfvPBGdqXuckSwWTwDBTuFUKG03axgBpo0gX7APLdSMeyvFryZsbiniJMArdiTy5OpGpra30nk7XHClUkMv/MJLijqBIbmS6MPnLnKBh+9iTjjTfPS3wRqbkozeG5kjTHzrq1vLg3/Vc/EHC6Z8H+pFc4l12V7APZWD9YRBAFEDqeXiw4rYquH0zo3qfYbeKsrrzswL051PyK4kzudeXjmv9t6Ikko1kU+3kdSCfeTeTZ3j9Qghy41c7wIDUDaaRZsThzyuufzzCpYr6WP7O8g2kW0Gy+0SajelSFEPdVOT6QLysyX5hK8X6Q8Psac2TyYK/bh6R3uagAoe/7qmPLeXbjtGF5eoneg8OCjcCZLAaupln9E7kbS4XAJbqREnQT4PkwLnog4/QtF1Yu08DzbH4v+pToTj6RD6PoQx7qWBxLgCy7RP57rKF4v0/tgylNB3HrwKjywE1eIbS0MwN4ccPZc8/kZ9pWnjwZy3toaUrtQDVNAxTh880k681o/dKQCRRxaAGkSCmW1lbyQZBvo89yY1h9tOU7+539Yg/uexRGtw6Ia0UvhNVBiagN5buyOEyARr58cDhgxU/OH7PX75/AsBm0GRvJWureqQJTxrqj1qmf50x+3pg8ZEVWXfi6WfiEditV5fJ2V/sMi5XmvbBwPMPLxglHb/68jG6GCgnDSbxqGzgYFKzPCwwPxvjNwl2ZUTxcBjrMg3lt5b8Cm5/KHmIX3x7RjLqSS8t/dSTLDXticNbHQmhUpsNJcy+3zCyHf60ZWgybj/NMLXEFug+kF9H+FMKrRPy53IhUlppeAZp3LvoPZxAfRptFqu7CJXRWyPqgNuSxZupkHhPWkajjqZO9wRfNUQfeSu1Tvd8oPguIalg9dlAdlhjneZPf/Yxf3HzGcPEE6a/2wh/L5cwkeFEM1whxWOe9szSmqLs2DzNcakR7HsPfDanTOS/Zzdq38XYG1cbkRP2E0t2I4bQ6cuB8z8yEjJ7JRtOPxISUz+RTAPdyEOuO6JpHm4/ttx+OhPv2a0gYHc+omCkwJh/3u3Hh6bVDEVCP5EpUzMXXL4EKN59uOKHkaK5uBZc/lCImbk5jprvQWQEdivdYVtJV8s0cPSrnqHQLD+QoI+jnwc2jzWXvz9i8nrg5kdTmiPBuLZzeViSlaa4DPE/A3Y7MP91y9WPS4aRYvyd4f0/LKjPPOltBDrs8pqA2TeO/Krn8ic53VgyGYpHG6pFIVjvwwgwOE9oDwXVPfru3lgu+5c30tl3RbxwA8Mk7CcpQtgRIlh2pXAbTbKO3qVZYOgB7jJjCDD7ynH7maGdmOhBFM+MXPoRv1Uj2mPTmjj+F7jMjkpkI1jAtApH/Bw3idDIIgo52UD5Ri7R9QcdHzy/ZNVkrLc5bjD4rUiL+rHQzcxaU1yIYbibiQF9GEteBhCzv8SfuGtc9KVQkVYfi4cmv5Lvto8Srn0WVaZ48t+95rv/+imb5yBIainaTSOX646EZCvkJB/zv/JLRboMzL5t2TxO0T0U7+/wtPWhJtnK5NSn8j34NOZeafbYWGlUyO9TP5BAXnXPd/hgYPsohsl6ybuxVZTSvS/409VHcSqnGCctj7Nb4E6KucvrUS4iviMO2WlFcp6w2UyZvlPUZ7I2yrfStOkmJmaEBfTDwKdPz1meigxw02W4QWMnPfUjLWs6yM/UnRDeCFHiWQW5DJ4Glr/nBVOceVQxMGSGZJmQrgPLjzXeyhoNNhDGDrtN9lI/3RFlpDJlCibFPW0oPl6yTacoLxfTYMB0ivzCsuzmLI9GhJsMMwqE39vwzQ9ynv8/et7/40Ryo9a7i1Agu9LcHEw5ON4wjD2Tb2VdVKdCitoTPYNMmYciZjjZ6GMoiKZswRKbRor6ZBPiREwiJ4Y8fq5/D4qgrkpQvx5jRoEqkSLVP25I0oFMQVsn+M5w9X6Kqg221qRHFal11EEmMKq7I2aqKE20lWJ8sqGZJXQvSyGWzQLmOqHeGDjomc0qsmRgsSlobwquvBLZWJWBCWSvUpTfIeSJOUwhXmo1yXvL0R+/Z/Ca9l8XqBBojwNmre+kuTHGYvWRF/hFp/DHPSyT6BFT+4tZdkuk+MrEbI8KT+XcClEShpdLdz+B9Mru19T4lQBWVs9lPbgiMJRepGSpqDl8ftekvPpRQnERqI80+Y1AFoY8ZoLlDtYWs5UQazzUjwe++dVD6XbfGo5+LtEx/UjW0Q4V3Z440HoPNbivl4/yWeL/HYrodxyrPVxjl3GlI9el/E78eD4BoidMZIQxI2uSkC0Dycax+Nje1SWdZ/qdp5kbAZXo6Bf+LbDXUMj3hhZf1eQbzcXxjD86eUX+7Dv+9fVnTP6VIrtq0ENGdlmRXQRQM7ZnRqJx1oCG7eNAyKT2Ks5lD0g34n9ZP1X0c0eXgu4tthEw21DehTbrTjEcOMnB2ip8lK1rJ1APHaX0QxEiBTEw+qsCV0B76rALg42Xy+0Dy1BEhYeDxcdSm9mt/N6jq4H1M9HA7byJyUaRbCz9JMgUScn0a3Qp0CGXE9dbJPbVgcOfavqpio3qvwcZRwD9LhegxI0U++08YBcy/Q5aogF87kk2BlUZnk6XnKQbpkXDu69OyK61XNBSWQfddYqa9aw/dqxfKMxxxbCQEbcqBwangJjtNXPoRrM8dJITe6VIV5b145TWGWn03KasayHtmkpzlRaSPTr36FaQ7MrLgzb+xkr0xFFg+4FjdLLFe01zWaDejcQGkckz0h3eZVR2c88wFpvEF188kizAJDD7CrYP76JfUFKn5AvPkCm81TQnsr+Y99l+fYxfyn6zi0xINsIUyJaO5YtEuArvAovPIPs2ozkdCGnAvMmpJynBetJK7hnBaLq5k9pw7ClPKob3M4YAh48XlGnPq9dH2IWoRVSvSG/1HajpP/K6l4o6aDFZNkeK7aEnfbLlwXjDRTVhezWiqGMAcKko30pS+TAvGHLp7pfnA8l2oDlKqQ812SqQ3XQS4pyK5K85MBSXEa99K4TEoYwdjVXM/xl7ySroFMuPZUOWUX2kLiYiyQDZQNOVXMiubcbJT2t079CDYfpKsX4iha8fIrI7SIdWzQzpxjM6lwmAN0pyzqyM+IdCDspkLSGIeggUV16KkpgtUJ0pmpNUyHW14IC7qXSavQVbG8p3A0llaOaCA95NsPpS0R7AUFhm30B1motsUcH1Dwvx6iQyUcoWivzGozysnon+vj7K8Ck0hWj5tJYchLA1YAPz4zWrYkT7KicoqJ7e/yRMwX4D1z2oStNPPW42QKcpv7Mc/nrg5jPZVKWrJUWJ6iNiWe3CI4EA66eG9kgw3yCblK2i3NKzz3ZJNnKp9Yli9aEitOwvTUGLd8X3UbrYqT1uuDvwDGMBZmyei6m+OGhwXmO05AX5XpPMWg6f3nKzLPFXUqR3B4Hp17EYLeS7tYOSAimF5kQuO0NpWT8PoCVsN9iAqU2kAMkB2RxKN1SksLD6g0d7Qmd/OrBtEo5+6UiXA5snKasPNS4P1A/l8lW+Em9Oe6i4GgtlUzDWUlR2E3l2m5Nd8KtsLrpVmCANlN3n2h6FvcE4jBzm/P49YcoRu7iy2WaLu8NLZHzS5U1vNf9m8oLqaUIIsh7ShTRmdgXTrqjZ5eZlt7LR1w8C3dyhgqKbGUwta4CInu8Hw4eTaw7mFX9+84yX13NQgUnZwLimblOaZUYfLN1RQM06wm1K+qVGO5EnKg/z57doBddXE4G95I5+ammOtBwCZ60UdRuLXsiBVz8IMVJAYRv5PgS/rFiPMtS4QR22NFUuE7lI2+szkY6EbbL3hh1PKkaHS777Z4+FvjeS/TGNvsN0DXyVMhxqxs9WbG/nmA66A/nMkpiL1JXslQPAHuSSbNkb8vtaLrb1kwFMIH2XMPsKshgMXL6OGXr3/dJx8q4DoRZMfPCKdh0NaYNC1wb7oObkyQ1XyzEhKJouoSxa3GBwmSMteqZlg1aB3mkWvzmkUIFR3rJUJe2xg2mP77VMzlYJi35MUna8OLnhbeKoq4z1VUFQAVPpvf/K1tKF7Y8G8T0tU3z0s755N+fDp5dc/nGNeZ3jjzsIiuFADDqqk/3PHLUY6+g7K3t+lUqjbSxTCh3zhcZvHaYNrB9LJMzOGO8SJWqLCLZBycXfmXgGryOgxcpFQDvJ/rQbg8sD3aHDHHSwSim/tRHIJRe96mkgv5V15EbS+HO5oX0wMCSB4lKAOv1MTPe6VUy+C+Jhy2VdJRtZ88MI7EZLoHB7v0vHdFHqHi9bEH1Gww6IJBPhbiYY+PKdRNYAJBuJ7mkPk5j9JKoal2omX29pT/I45REZVrCG/NbvKarBAq189t1U9qHRpUzPd6TndBkw71N+/ughf3j0HbMnS1w6p35UsHxuGR/YSHyWqX6ygWzpRVYM7PIKdS+Zce2BIVsKtTCpLN1EPnu7leaPywPDbGA4lgYCK8NQenRnKN+Ih005sK1H94FmLpma2dLLRLCXs89MelyvqM80PlP75o5XgcEq+pHsRbNvpTbZPrBylldykQcVY0Ikb66fyjl++OuW+jghW3lYQTvTNId6D+HIrwL5tSiiDv784n4XD2LFEWiYZL4lu1ib0mNaTXat6I4C9qhBvysl11E7fr54xNtvjklW0gzekRz7CVLuKFCtgtOW0ahlc5GjN4ag5SLhnjZoI1EWyUVGshIVyfZJjH9whoeTNU9/vOCyHnO1KanrFJdZ6DRmpemftNg3GSFaHbyVukZ3sa4se5o6xW8SlJcLke5lPzv4uifoBJ9BfbqDfRiStdhSdKfov1fhk4JhLHVhexjIbsXv109kH8gWkGw0G1LJKoxqonTtf8suIX7XoZA4qOLK4zJNfazoH7fY9ynKyaUvXSnUraGfiv+0n8Lxzxzv/4lYEfJrQ7ue4kcy7Z0Yz7ZLUBu7b3qN3sog6XcB7e7lErYrXvoS/GnHi+NrrPbcbgtUo3FpQBvp6JVvhdq3+DCPFKDA9oFFebunpdSHUB+lZEuhHnUT8YQpB80xdBORRxQXYvzdPNX7vBTt4sGxls7YEAuCnVzBtDKZSrZRX13Kl3fxB4X8vFh07vw1pglkayHAibkUtg/NHmSgdhrwRDbE/DqQX8mmNfm330Ge0bw4pptZRsuBYWTYPjKCUTWCUS/fSJDcUMoibg4V9UnC6FygI7YyMcha0KxyEVPcfpJgOvFwBMWenjj+TvCw2dKR7Db9WSKHUoDVi8BwJL6C7asJJiaKD43mNkyw1wmTb2DxfcnfuPdXkElEspIisj2UAzW5SOTCMwtc/56FAAdfwPopJBXMvvaRDhU7gpHO1s5Fili+1nviWrKUzSK/FhO5yyBsRK66Sz8fvZVGwjAKlK+1QDqMdPF39BsVL3A+FQpf+6TCOU32xYjajnh1NSK9NviJJzlpKPKebjDYxOHmHUNhCLcJ62eK6TeB7WNZm24URK/fyM93GUy/ks5OP3P7TpRppCgWj45c/FHy+xbngXamKS4Co3NYOUt74jn/R5rsRgylBJk8urGjn0L+3kZTOVFGIpOJ4sqTbDxDqQlay0ExUbTHAq8oVkRZXLz050JeS9Yi69w+0QI+ueeIA+WECuZjbko3k8PXZ3KYhdGAXyXymXaabZ/xx0++5V8MH7G9yelL2dBdEWhTkfP4RGSYtpLv3mWgygGdeKqzgtE7tQ98b63CdZbStDzLrvkX/ccY4xmGhNV6xGRckyQDjc5i8RTIi556m7B5Ls2DfuIxjaJuU57OF5SPOtZtyrbO6IqE5liT3Sqap540HehMwCmRgphWLpu2km7u7mBXOZSvNOtsInQ+LZeaXdB8fi37WPvAEQpPcmW5+qtToaU939J2Fn2RCnlNSWGdbETOUeYtTycL/uxJSVULethb8Xu4TKF3oIIoHAg6gJKpn8slHuTm+yn90UB5VNF1hmFs6cea8n3sbHbc+yQDAKcERHTUom5TwioljAbSccco7xi8ZvtqgtKBUdIzn1Q4r7m6mNL3BlcLVr1TsAyKUd6hlDzHmyrj9GBDF+WqwWnoxLuQbKXYaU4M33BIv8hlojYZSPIBP9PoZKB/OSZBQCcEcMuU/NxG0m6g+CrjG3VCqAx2ANYJTHuSgwatA12TwDohzXraNsGvEkylGb2VS1V9Am7iMGtD30pDcfqyp7xQ5BctVz8eUV44ivOOfmJZvkgifS1+fkH81NOXPbefJaQxOy7dhLsIlkahB0vXapJayK3bxypCHOQZW75Q1E8HdNnT38bOfe4Itfyu7ZHI/vqppzsdKN/ZPVE3GAhO7WsCdQ7ehHufZuguMN5F7sR+0xAbOrt9sTmSTr6tpOhPN57ivKEfJ3LRnMjZkvcCV2rmhqEYRelcwLaB9kjiQW4/MeJVX8uFYRfvg5LidJMYsltPHr0qthGVxsujEx6VSyHA/YMDjv/CkN9KLdEcKpmABnl2VYSIFBcatxT7QnOkqM4SbCPgIUJUKwUVKblythbnGtNpNs887VmPamUimmyJ2YYyae3GmnamRX72lSNdO1ya0E2lEdD2mpB7QiWXbBsz2OpTuVgXlwL+WD+xFNeepJJpajc12Eqm6qaBfiqS734+kC4STOMo3zi6g5R+fOe/M43kPabbsG+Uu/n94xF9VKgEE/aS+KCBmGHZTxRMe56f3vCbFyl6Y3i5POSk3EhtO5YpVLKJioq1NB3N+5z68UCWDqxuSmwTwR+9onoMdu4YeoN9K/Enu5w3V3hco6m/m7It5eZrteeTo0u0Cnx+dcowGNpuhLpO5VI0icOIkad4Iw0Xf9LJGXc1wqwNfuQjPEr2/8XHCeg4sBh7kV66ndRaaonJvx6RrkQOWz0MEcAl67SbqT1tt3oKIQ3YC70noe9kp91YMX7nJH5oJoSTbqL2jfpi0tBdpPsaJSjIViLl7cdRXVJq3KzHVQnZUtFE+IxPA6sqp+ss6UIzupBGZfl+4Pw/Sfa5Zv+x19/ZJUwp9d8A/w1AWhzgcvEp1YPmIK3JzMA3+pAdjkVXYJTIsLw1exN3E3W9o3MvGU6pTIz2qGOr9t4CMRCLCV15yafYmeUSIFRqH0w55IHiIuK0B7UHFtgKlJMNZ/LGcfi5jCjXL6Tj1E9D7OrK+9vlNuXX0WuzkkJdD2HfARhKRArl2AccVscG/tEzUFAdGfqxIr/RqBAEQKGkcEq3AZfI5haU5HrYCpoTWD9XbB4LnlayntjnMOnYEdt5PLJb6ObyPvJryXrJz1vMtqU9G6N7SNeeiz/U+MeNZBt0msnXYloUI6siGEsSH8xkqX5n8vff1fpJJvN919KlMrnEBJKF5HHtMjHSBcx+U7F5UoqpN5EHaodC91Y+Fx03/B1ZyW7vcKejc0Eyu3z38ySrKBgYXQlhs5/egWPE6CvrLqRS7Pel5IaVRxUnkw032xHbiRRRptb/QTbWts7oFhm6HORZ6KGfeVaZvC+7VRHGEcPHo7Svn4gkMigb34dkCAXDXlKxm+iZLrB9JN3I8pXk4SWbSKZrBAft8jjhs9IhD+VA86KFXmNWZq9/bufQl4bsVoOWSdsOvJFfCL1rEBk2/dTHSZMiDbKxtnM5WOzmfqro3147djaneiyy5l1wqMvlUAg6QCOdtaBB6cA3l4d8Mr3kBw/f8Ut1RudGJAsdLzLy7LZH0nxo53egIdYJzgYMdybw9kDRng48P15Qu5SvmlOqLmEYDG6RQuZpM4tzGrUxpAuNaxW1KdCVppsJnj4c9gzLhPD1hK+eWEajlhAUSeIwjzdU44LwJsHVlkF7knRAH3iGrsDW0kFOqnAHWMilkaQC2JVhSD3DacdyYrArE8N+5UKIA50P+MQw+VrTrnPqF51ADYLsryDS6x1saHCGeVoxOdrSf5fuJym7dZsupTmm4j668/mIoiCQ3bSU7y3bJ4amTIS+FnH2zYGOHjP2WX73uX7M0QHhMBYNnZGGUNzzfMxXCGnAWkc7WG7XsvCV9TL8GBT21oKydEey3rtVxvhWUeUjhmmFUoHQa8zS7qesykmxEUaOfplhl0Y64KlnuMwxxy1l0bIKY2kgzIX2ZZeGbuoJhz3BKea/SGgeWkHnVxLS7OXOS7tNUWsLGpo6hcsM2yu8FYnWUEo1oivBe9t6R5FNYjajNPm6sUb3Cc3c3KGYG5mQ9UFoY+ltR7qUs6o+1nvKJQEBbHQSCbHf4zSsXvwWOKkQGILvjXjQHHSJRYWYMTaVgsA8rJmMWraPDyVP0oAcAvJ36D5mgjbsp1P3tXbSch7jFcSrLc0o9h64dC21gvI7hQyka0MwBV0payVEGXlzKBK6Xfj5+pnQK0cXd82MXR5YsoGkDrRT8QWmq7CvpVwqDVjTyplgK8k3/NXVA07HG8K8oxvnMfMr7D+jZMs+j2sX4aGM/HN2G6jORE68C9E2rcCQ9CBN6CGTS73E4ljqM2kOmUaa4v1YJLS781m8vIHlR4ZkLUqi8r0XumyZ4kd+n2fWHiqGRs7KdCEe1HYe8+mCeOV9hMoQpG7zGeBlzTVjR3PiufleQbaWy7npgoC8jOxbQxGliU5UQu10DH96v+vHzOdy6YgAGrFCyDpXfTyzrlPejGby7FeKq/dTbouS4p2lO/B0hw6X7eBNcuYXl4HuQNP1I6F8wz5fVgVNNZSYQWR7+SJmQk7kPy6V72lZ55wvJ5R5x0kuo7ZhMHRvSg5/pqgfCHE3WSmKtVAdd6/gNMMgMnxfeLlkFpIzqOLeHqw0H9Hy3DdnA0Nh9pmlyUYQ++kqUD2U+rebQX4ja6A9FDaCTwRiNZRyeZp/Lp+fS6Whvz0ztDNLsHIu1Q+klrFbqNsEV8TPu9XxfNsRlqE98jQnCnuT4HIB8IQnNepVgZ8MZMlA2yT0U8/iU/l5SWU4+MLzrv7bwS5/Z5ewEMJ/C/y3AOXR0zDk4ApFMuqYJA2J8gyDEereRlGch71uux/H26i/IzJ1UwVK39EVW8G+T18NbB6avTHYNOID8qWjnyrSa7PHfe8wyLuifXch6aZqX/zqIW5QbWD8myXbD6dipl3pOJGJ2R9OinaXiTTMbuMlro5whJHaZzP15d8k0snUTbF9IIZql8ktXgIYJYBS7bIGOo8eFI2TEXtzKBtIdiO49ObUx8NMi7yxJ8o8op7cKnwpf2aIMshsGUjWDj140JqhkAR1giZ8VHE0rVj/2xOax72McGsloj0lvqHpS099HM3Y95QT9tvrZ/TgafBJ9Moo9lALn0RvQRaNvL2iPcqYfe3xBqoH0mnVTrx92gntB9hf4neyqH6y+8HyHZo4GpfcLSmobQwVVQ6ExMjek+jTqOsPUrxmF4atGdE2CUp7QaL2mtDJAkiWml7lbA40IShU5vG1xSwNppPue/dQtI1qI74xJbwRIUM6Yih4LJZ/K7ixH8uG5PKwv2Clq8DqQ+gPB4bbhCGIxGH3++teNj7TAa0EKXYHCeGswbsYDeAjHVCzL+Z3vhzt5GKyew4ldBTcSJoA3oo8wNQyrQ5KOnX3vXayZ09DPxZp5Q6RvPueTaX3UB8FhK3FX6Z8/eCIx6Ml1nraROQ3iQezVXvAyu6zgHj53YWc2jiRyGSCPn245seHbyhMz8vqUDDlVYLuNF5D18UtN/p5vAF7LYWxT2Xf6UwiE86FopqmVIDWntm44fFkyftiwtX1CQyKvkpJZjUqCfSFk+Kkk7D4XYab7CuyrotzxfpAMTqq0QeBjSkxrRTZPpHvUpuAj8j5bAHuXUJIYJh4WisXMdOqPQ2uXRd0x5ajsuL16ABbSQGvh93lXMWud5R1rjzrx+JlyRaB6lFBdjswepuyNTnBBtJtbLblCrUV2dtuunCf62fy6VkoJw11laEzh28MYWPpNpauSEiKHjPpKfMOHReXc5o0F/nh0hS4tYSoKhvIsp6OjPpEzomLr49kDQ13z+/+chCAQZNeGvqZF/lX9FeGoFiuR0JunXqSUU+/lQ8kHPaMDyrW7yYiPRv3zGdbrp2SXDin6ZYZZinekn7qUQrcdEDdWvzIU+ee9NZEya3aP9PKi8Tel9BNTcSvB6pjs/fO+FTtwVJBi7dGd4MU9cjlbP38jphoq1jUzEX62Bzqu5zBCN4ayggjWCYC1XBEvbn8eVsp+rmn3yasg8IfSaSJCnL+hni50638s7oWQMN9rp3i4dPg4jNUn0pTTAWRyIusWSI+TAf1iVx+t48U/UouHcrHi1I8x10uZ1g3iQHuXkU/tJz1yVb26cnrgfyqw39U0M5kHeULj22UAMBKUUvYRnzzyUqxfD2j/KhjdlDRHOfYCoJSe0petnboVr6/6tTenS+1kjD3sYp7vKhuTBfIb0VS6Yo4hUgV7Uy82eVrHaWYki8VUo+JTQJbyaRif0Er5XvMbyFfepK1oUfqMZB92Cd3qgQdo2iSDXdTc0P0KbP34CVbuSDqjZHLo4f6KDbb4tIwzV0zvZ2rCMQSWel9vP79s2v3O9pK7aOBzFYgUMN8gMZIjRHjJhg0vLOM3gW81biDgTDu6RorOXALUUrpHmZfKNYf7C48ITYMRJqpB2nKZwtHP7LYreTV7mJCVp8fgg7UY8fgNMfjLV1rGb3R2MZja0X1SYfuI3QgQH0WjY+dpg+pfMTjAbzCedh8GMRnNnICtYpnqbaepOzoigR9mQonopX1n986yldi3t48k88pv5H4nm4itZJLoXyrGL33FFc9yxcppoPyXc/mcUJzEjNOR4r2YU9yKfuiTRz5kzXbVxNspFb3E6mvfRZwU0fYGNKVQPX6medoWnF1mIBTLK7H0GlUuoMHGYlFChK8/re97kWOuOs+dweeMpfA09ol9L0h2SU4K+kMgVxQhlwkVOla/nxzLKNxkeAN9GM5AKZfbhiyScxxiOCOSlKud9AEMWlG+tAH0oEpzmVaZWv5+0Ps6vhEYZqAGQJ+lLJ+YiN1JcQpltpLYWwlf393EOjHUFxIoWPaKH/r4kMe0aiycP5DGU12I7KCIRdj4u59mT4QlHw+pguYtWRgNUcyrdldCvFyoKUr+fxUiNO6OtCXJtIgA/oQTC/ZI94qmpMcW7k9KrofK+miq0BxEWiPNN2RI39ncSZi+Zd3hXcwcqjd9yvA3pexA3MQZZAuj4bfTqY4q6eWg6971k+F+qMHhV0JDni3HoKJo29iN8kTvUNIJlIjB0k3UbHbJpJG2Bmd5WKhVLzUR9N9UPzWpEphbyzq2tIf96jUE4ZILGxFVmoqzZBZ7LjneL7m/Zt5zP2Bg18qbv7AUJxtqFUONwl6hzWNd5d+JoeXajW+U5jYGPApDKXfE6ZcvOgnK0VQIi/spvLZ2Vr+t+4gXjDiVDC/ks90M7Pojfkbk6TdAeUKyUsjxDG+lp+PitISJ8+iUXcF2a5YGMYib7hvTL0aILvW+4W0+55l0ryDiITYlbW4LPBmOeM4dvcw0n3srHhPdavuuulO0c3ly9C9fA7BQnsAIVEMJx1F2nPVjvEofnn5gLrKMDcJ2ZWmO1CCf5ZegpCTCoe5kYyv9EYLZKjVMaSYCPFQuN6w2uY8nKw4LTecTw5l4gLUxpPkA2bcMwC2TvADdNPAMJYsuGQjeTzpecCsDO5AY82AKhwqCN0JJfuRd4JJb4416QLSpdDcQu5g4ukyi12JnGM4cCQqcNmMKZOOYeaYfCsTJJkq7+SpscisZSphG1EopCuoTg3FtUhobCUZhirS5XZSX9P81oX6Hl+D11TbDN/GKVgrpMOQyVSKIJ/PaptT2ZTxqGFwhrpJuF2WGOtEUrPVhEaCn1XqsM8b2usCsxHssXLxebCBYPX+kNCNSIzdRy1umxA2CUpDOM8kCN7Ie0nSAZs4msSTjXrWl2PKl5ahhNAZFqsR2nocBnuZiHIiSmKGMWjjKI8atrczkfkF8GsTm1Ls84iSeMYERCobYlxFP5YLtO6lATjE6UYwcrHQbkp9Ih3s36a4tnO/l0L5kYdxT5VYzFaCpcNIfic1HrDWE4Z48/bSDN2dXcFCKBxqbQkrC9mdhxjAxQtFulD7fXT3O93XKxiZ+ikfcx0zoZ3aZteIlc69T+JnrOUM04N8tmgIRj4zW8UpdiK/R/Fe9lDbBLKVJ10MBJVGZYNHdw7dy8hToAyedOVpjjIBMkUpprdIodsoBq95MFnz+cMp0y+sTJBiLInuAumqp5sm9OMIi8pDjNmR+mIYKZQPJI2QmU3jCFpywFwi8j4Qb1qyEVVTN5HsVrwCr/b1mre7S1M8L0ZCG86vpTayjdrLTQcbQ8ZzuThmK09xLRCYZm7kcwjQpVFREv+c7mLdtBRLjE/jHmXv1oYET8fooZuwx5rvKHr3+dpFL+zXuQJ0bKxuFO6RI6SeJHF0uac9DZhpB5ucfqLu4A9xoKEG+cx0kHNxKCN91ok8v3omCP7RO5mWBq1oDg3dVAm3YCXPuanlstMeABhWq4IsEf+dy2D7WEuN0gooL1iRFRbHFfU6Qy8TqDUhCSRFT7fKIPVClU0HZmXNclugdaBpEtw2oY2ybt3LGdIeKCavHbrz2MZExVmQCWsr9f6Qi8yyfuTwiYnxL5btI0X5LtBPjNRFm7sMUVv2uK2hmymKTM7vyk9FPeXjXSHeklSvxY+bSz1eF3B1MQUTxNdbS4NSYqJkLe3UaD7927/3+7mEpfIBqV5htMcFxXrI8J08gC6VTlH5Rh4mFbvpIJt+MFCNFMMk4G6F3uPyEdWxZphkcVwsm76PBrp0tetax8KvCiRbT/XAkq5hdO7E7OkCoyuR/LUzCaMkAgU2z0Ra0s0U2bVsLkEL9UkPoj0myGa660wNhaJ872gONcWNJ1/IyFO5sDeQBi0XrG4s3ePZNy3tPIkdrjsCm4QzyvtPV4Fs4Vh+YsWfYuImEuVAskhCpAs5Ge26OKWx0glrjsy+gO+mhr7UJFtN2CFbRxJaWxlPfyoFqqrkc+zLgCu9JMkfxwKhjWb8e37tzL/ZTTRx6zjNimsnpAEVu4AuF0/g5qmM75PLKP881XdZbo1IDHeSuWEUoQBOigc9cBdK7ImZWEKXIsAuv0T3MoI2jWCAgxU0rysFGqLXYsikl/y35NZKZkcR0Ia9vlsbT24HVGPEr6Ng+rJj/UFKZUrM2pCu4sQmSAHq8igX8privciAbCXTMVkPChUlN/WZ5O/ZSmASupXDzcZNwqdyefptmaTppQDGyzowDahIWNoHsCHP21BK99tUcjir3cTX3pnQUcRwSXkfplao3uwv0/f1Mj2MXwfag12Wn4AMnGMfXzAg78ll4i/cbnM2fUaW9NR5ivdyoLmx+MaShRjGbSUNo2CgH3n5WJx8Jm7ssfnAzWrEphGIw/a2QK8t5RtNcRXYoADJ/tr7o4o4AduId882cmHpDqR40JXG5UZ8AeuEL9QJHxzfcPBQQBjJSlGPRBpZlg219gy3MkkdRoEw7+gPFMNtErOapCFV2ZJ2Ouz3B/wOHKDobzIoB7oDL4oAYpHSiiSKRNY8CtJ5w7RsuNiOeTJZMDrZYqupHICHsCMwesO+sHCZojx31Cd2ryBwqYlgo7Cn/ikvioOdxzbcfx2EbwxcZDDy6FrjM4856jg7XHGQ11xVJVe3E7o6oe01h08rEtPw7eaIcJPipoOABFIDrWZYpIIJn9X0kx5fDhjrcTdyjplygHGgLyyqNag2UlYTh5l6+E0pRW883+pHDpV6vNecTDcw2XK5GpOeCyGumwbM0uAaTSgceivqE9Mg01YDeEVfJ/TblKxStAFodoG1IUYoIA1to/Z73+4yvXyhooRQLg9C9JSCtp/K5fLqGMK8Q18nFOfSUW+PHaNHG5qTROS5uWc+38IclssRvjWo1JPO5CbVNQnGx7DzNmZOtaKg6Q8cOnHoJqE4V7RHovrYTfmHgpj3KdjxzSNz/5cw5HxQxAbUVotUcBPrhkIm1N1Moh6SLXfel/iMkIk0Kt16vJV/31aBovZUx5r8xpEsO8y2JZ9ZmXanmm6WogeRIA+FBETb2jG68BLBYxVNrnBRtu7zQNtb8nIgOWgJWmAWErgul6WgFe2B1EgBuWDL2SHTMFeIZ7B870hvOzkigjTq2qnUHqYNzH69whUJ7VFGfi1NB59Eu0BEyg8ldEeOYALpyuKTIOfYWEAT+aXsC92BTMvcyNN6zeidFL16gOyqZchz2pneS18Jsm6FOCzyfYmGCayfSxPoThota158r3dNboLA3+79Fe4aTjvVBUQlWAUsEpQBM2lJJi1pKnlYTempzuIlrJPmj11HOZ2VYUc/Uax/0pJ9k4nPfOxRowEXhNq1C7l2uZybtrnjIWQ30Me8WNUr3DbhJhnhN4lkejnJoktuDd7KGskOa44nW951FroU3UJ/GHBOy/501OMqS+sUW+toqlQUGL2WPWul9mogn8DmKWRLTXNg9+AnrGd42LPWqShfbFSMHYvqx1tNdhPPk0w8lCJDlO+2Plb0QZQjQxnwbcqmyqLlJk6FHfioZlO9eHHd4UB+lRIKj15aQioSblc6UHIRFXAaDEkgv1L/gSXlt1/3cgnDhj0693S84SCpue1GhF6LB8tDP2Kf+K7cTgcOPpVcix3ifhhBSAzZTc/mLGf5IsPlMRCykn9fiDJySUgqIQzWR5p07Sjfhj3gQ8VNIV0OQlrM5dDpJ4r8SjG6dNit2geZmp59/sm+aLIyNje1iihYz+Q3G9wPJgy5orjoRXd6ICPUfOFxiaK47Ok+S/eIeNN6XCb5YLaKnYqRFInFRY+f25jRJe9HqFjyewyj+FlVCtuITLMr9d6D4VNop3IAEIi6VrngtQeG5khkIC4P0BmqkKO/vyE0CeY8FZBBKpdotZPNKLmE/q7F9Hf1CokYgaffetZPRU6xy8ASead0+Mcv7yZXySqi3Js4ndHymZpOvqf2QLxlxYVi+0QMnsbJpd9bmcTu0Mq7fKvrP/JkF3LhMZ0YlpujePHwsbPsQeUOnXjcoOnSuHm0lvxC0ZzK76R60LXCNIbeF3xbJZSvDM2xeGUu/iiTTtEibkCxA5euYfzWsX5i0L18x0e/6Ln+QRK9kYF0KRMLka5A88AzTEQbrbs4ybUir9uh/AW6IVKdfgLexvUz7DpqsQNmVezi3E0nfMLf8PyYNlLVjFz02kPpAutOkd9IZ7d8LcTF+55mBE00/cr7DJHCpAa1D+ncNVLaQ8Hm9xEj/ni6YnCG9TCCjUWv5bvcTbx8Kjjl9uAuq8guzP5y4HoNweCdIS86sklLeJdQXEkDxnQyVWoiyS5daEKdxLgFIE5ad6jeoZQwcdcm9JMANtBdjHiTOJ4eLHj5qaH7zVSkjbXBFZo0dWyPe3wmv1NoDMm0oz+A8mcZaJl62krTHqS4QvaB7RPYIcuL95r6zOJzyZQbRjL5y99LXo8beVkjCobO4Eew2RZ8eHDNZycX/Or5jOIyYGrQ9m/u8yK5At0Gkm1UTRSict5BZdAiL1FOsqx20riYJnCvL9NFCVkrEyk/88ynFWflikfFkg/KG74r57zfTLh8NacZLL3XpNlAOBvoO0uWd5ycbFEq8OpyTvL5iNVkRDrqGXrDsEzB3PlvRqMWn/dsFwV2mZDfBG7WGdm4xRliXIhDbS2MB4JXNJuUS8Zo7WmWGXoUcB/WzCYVty/nMjG3Qrzs5j5KxqRxYjrgKmX2G+kwd1uLqSI4J/O4kcJsdYxoiHlih6C8pptC/1mFelVIkHts1KTL6BG00qRSDsyzhqHoqcxILrPTHq09rrJgAycPlszyhvP1GF9bkhuLSwPtVMOgsUsjpNtYFNkqCBFw0NQPBZc9eqsivEUaBLoTot/OV5utPZuHhm56/5Mw7SSLitxDqyne20gqjYRSLzaLncRND1C+8TJpysUCkGylgexSRV/IHtscafwyMP1uYPSzN/j5lOEgJ9l60qXHNE7WrI90uMdyORu96UkzQzOXvaCbyDQtaIktWK0L/MGCvOhQrpSJwkamZtUDocgGHa0dHbjxrqEi6h01BFwpOP3J17LnBKMxtaO4UWhnorc80B5lBAvT7zqylcVbxeaJ3tsC1MB+r+1mEgsTTKA3crH3iSG7lYuqKwKh8DgnUzfxb0FxYehHmvZQkazEh7qTcrpcpBkqqP000BWBDmnS0YFuIN0IWKJ6oKgfiAzNVIr5r+937YDUPd4G6sceFemkbCOI5lCyrEwN60kKAfplhq4Manfm1eKZV14ar3qI05hJrCeCnCk+CfjpABtLfiGX7+qBpj0UD5muwNaedC2+sKHcTT8j4KKxDKuS6VtZn91UatPtxDN/fkuZ9vigyOzAwbTiuszQrSaknnCRky019VQLqGVlWa8TTGwWqSAX5H4iZEZXyCVm/SJw+5mm/6gmLFMZ8Gw1bhJQz7dsi4JkpaMSTTF5uZMlK8bfhX3zAWR405exGTEosq3UNu3rUs61IGdWH5vLPouU5/GAzh3TcUN1nDA+3jJ72nCxGGPfj2lSzfCoxSce32tYpJhGlHO/Cyp1P5cwJV317qznIKsxeDZ9JidtiEbMiWhuhV4SmP1GCs7qoaI6211GFKNzjz1fsvnhiWQTIR9gN4sIz1jUmYjL3WV11A8AlZAtPaZHEPaFjFvDB1FKM9p1HkLMBQpka091ZuQGbMTXtjPYSmc2Fg+JdNuO/6oFDeXbnvXTlOVHKdUDobuI7C3QHWlMb7G1XAbe/nFOdsvep+YyBUEyTgC2D1O6maIfSUjyMNp1I6M3IhPJgHKQLgeGsdmHDc++cQy5op2K16x8P1B8t6Z+PmHzOKE+CXJQpB5zm1D8PJOJ2Ce1pK3PHMmNkUtKK79ncywPc7L53WPVv7Pl4xTzzyUHLli5DJJI0WLXCryRFHsVKUnHmuOfdbhc/G7VqVAQtRPZRLINUZMr62nnRRwKcHO5uGULCMs7H5EaFHba0ZKiG42+UXtJn4qFfLCxu98YgpWxVXol+GSXB5maxcJb7YAOQWErQzfXbD/umZxsWL+bYCL1CyWHkBuJ9LDuNJsnGiJhzTSyDiAikVea8q34GmWKqkgXGm8kkiDZyOEvpKAgh1CUiAUTNwcNXfRnJEvR3idbKXiqQVM9kqlccSOd1vpY7zX3ppbw13Qh08HdBUwkQwK88Za9ZHc/ebmnV9Dit+imcsiaRj5/iJ7OCJ3ppwE/duTfJPQPPM/KWxLl+ObmUNDk3V0nLljpTKpBiVw6UfhMS2c4rgHVKxhBXrZY68iTgetqzGipqB4QJUbyeblMskb6mRSL2U2MJxhFKNGFIJp334lMJiTHLyiofzPj6+cGrQPDiUwNzK1l25WoUm5wMqFQmMrSR7mEy6PM14s00fQROvKgJUkHht7QrxOStWSn2FlLe2RJVvLs59chTgEN3UzksY6Em24Knebr8REfzG5oP2yBjPxaPCMuE5/Qrgh2CWw/SSI9yrF5JP9DryEZpIjoJ5KB1k+leTT+Thpafx8vV3jQwNZAr7hZlAxOk58MHCQ17zcTrm/GmK1muSmYTyqM8XStJSxTqnXC6yalLBtmk4rVZ6CuMsqjDbfrCZMvLfVpwE08fpGybuT3V1vxPFUPFDYfSBLH2R+84zDfclFNWMcJ6+qmRG0tbWXRlcYoIZDhFLfXE/JzQ3ukCI3GbuLUYexQzpBvoC6l4DNNBPOkHr3UuAcd8/mWpkuobwvSc/GajN8NXI0SmdQE4E0h8qh8F/XCbxXT0hCbfuu5VlOJiqgEnuUXKZvrFFtrholjsS64fDdj9FXK6RsJNQ5aMeQJ/Ujqg2EskJedPChdDthGs71OaB73IqGfa5n2x4ldUBFapaAby8VxKMO9S6EBzEGH7wxmKV1376VA9UbqFtPe2TCClqax+MHknEq28hk0cx3pgHfSu/zdBn+7QE1L7KrZx4OgFd0sYSg02e3A+M1ANzNsPigxnccn4gnbedbNIA3Fmhz7zPHp0SU/nwtUZPatI7vtufxxLhfGlgjVidP50uFTje5FNthPZb2mH01Iti5Oc9Q+wmDIFbc/nJEvHKqD+jhhdN4xjIw0mFIpvE0N+bmOAddga832MbRPekw+0B9DvUpRrRaPeOzmDTk0h4riKnD1Y8nYMo1Q7QjSZPBp2KuIdCe03GQtku+d0kSoyTL5zRZCqN4+Fl+Wz+SSct8vFb3YO2UWPsI5TjryUcf2umD0MoFVQvHWkN0GiuvA9Q/lOU6c2AtUrLHHbz2m9SxfCGl89GVGfeaYPV+yfDVj/I0hv5I6ahdj4C1UjwKnfy57eDdWLD+TzzK/1BL74wW9PnnlJE9uLOfCg4+ueDxesuwK3tzOGBctRnvUrKOzFlv2+I2hL8NeEeNjoLM7GDCNJbuVgUHzpKc99LBOsFuDOWnoDxXFqKMznn6dSkZpgP4mJ78y+6ZwdqMIKtDO5bu1didjDnRHDhKP2loBjS1SmZ4dweRr2SvXnw4MxYDLzD4zNGjEI9wationXSu6X8yY/qcLPvvggn8ZPkK/HuFqi84asAqXelRt6E6H39kAup9L2CCZIPnLlJ9OHvNlcczN5ZTirSW/jsScRN6V3YjEIV07tAvoIaJCMyGhZEvH9nsn9IXe6zNDlHYJuhyya8Xsm4HsqqafZQyFYfKt2ptDTSsYcuLYOb8MoKUgym7lQhMsrJ5ZkV8UgXauKN94xm971s8SqtNoAo2Bs+0DuR2//acF6aIg3YT9BaW4VIwuoslxLJ6fdqrjGF+mZ+2BpnzraQ5FKqd2+0oQTLpP9P7mPv+y4/oHKS5VHP2ixb/ULD5O2DxVdDNJEN9pta9+bHjwZz3lO8fN9zJuvpdwqCZsH1iaIzn4KVzU28Lms56nz66o+4RrPyZUdi8VkM4dtCcDptKgJBT5vl87zK3IDwOjN5rmRDNMRB65A0UA0W8A9bFFyEJSOOc3dxeT5SdySOfXgWYuYYaSI3OHDFZecmmGsVyyfO6x2pMsDIc/lw7V6kP2E143ko1JOYVd3KXao+4w/iEJhF7FEEkBPlRnMvq2W8Uwg/VVyfThmnU/JbsyksGTgasM3VzhJ5KNI7hWgc6c/1FK+SYw/9WG+mHB4mNL9cgLwXItm9D4bWD9TLH6MBYmiOzRpVFOm8XL2UAELYgctriUw3r9XLF6IZQhnzuyS8no8wfxOepg+p3j/B/JF7HT0A+F/O77S8tSQjg3T/Qe8nGfr6Dld0y2kcQXAQC6V/tiSLxJCnfmqD4AakPtErxW1HVK/t6SbO4650HvjMyw/EQux3bWMaxS8jdyueiCJrQpTZ4QdGCdeexlsl+r3Uwu/i6TNaT73eT2jlzoEykqTCefsbeC9B96mcpkVwLjUR4Wk4IHz2749OSS99sJ5xygjCfU4tfakR2HPJBcia+mfujIruUCpcLdZEqpQJ72bJ3a50iFNHAyX/P2SYr5UsAd5Xvx5nojl32Xy95llgk+Cdz86ojwPcWnz95zPp+w/s0B+aV4ZHT0yPYTIb3tCq/lR4Z0GWIsgqI9gvosSvrWCX5hCTbQnChQ918I+QTyCyGNDTO59IVBY40n0Y6rrmS5KeA6w5WeednwbHrLowdLfrF4yLevngg6fWNYzQ3HZyseHy94uThlsShRNrD5yBGsRzWG4r1mGGn6md97D9tjx6xsWL6esRkVvOQIpQPKBHxjyF+nMmn+aCOTt18X1GNL8DD93OIzmP1a8NRikA+4mayloHeFpWf1oaV70nJ2tuByeYpO5PdtqpTk2koxowOXP5bp3PqFEHJP/10gWw5c/SihPpVGAYhqI1nJOXn9Q0Vxodg893TPO0JlKN5ZKXgOIGiDui6ZXchFI9l6Ru8amhNBZ3ZTsz/ftdpJhyWqpXqgyS+IFzC5MI++M2QLmRgMIyVxNZXIkoG/EZFwr+un1wSnyBaK8SuhBZo+YDeO/EYzlJp+pCnf97QzQ30s4ArdQT9S9IUhW0vDwSey3sv3AuPqjkf0L36IqT3JZpBMptbhUkNzaHCpTJ+2DyRoOb8OeCOe524q+1SylcLUtIH2EK7qMaejNe3jDlTC8gNDcqL/hmJBD9LMHL0x9DEOKL/pCCZFtwatoJ0o6kMb/bfsASw7Ym9Sa0Zva+qjkuosFZXQrcelhnYOfkoM/5bmejcRGWLy65TtU0MYOXQlnhzXa9w04A96msMgwbzRVzd9PdBOjUx/ImQrGGkOuDyIfWDsCSsjz9BaGtfdWO+l030p6qHiUlQmO3/Pfb+ClTDzZKn3kUqbY8fx4Ya6Ez128/0a8y5n8tKzfaQZXcpkGBX2KhVbAQFuvqdRXu+jemwFIfdoHRu8p3qfSRlMoD/w+HlLeFNw9eNSpPdaaubsRqZrfZx6ZYvA+omhn8D0sxsAMuPovCXRjrZOaOuE0bjlYLbFTzRae4rDFe9vppi3ObMvFIvvK8YvlpxN1nyhzzBtSrKC4Sqh+N6CrujpN2PCuxztFObThoNpxdVlDgY579ZyUAct67Q9lCzdYTqQH9c0n4/lEnmtmP3GUB9b6jPxp+dXmu2TqEoIAgwcvbRUTwdMq3C5J0RpOpcZyoC+SCS/8J3i1798yuE/+Jz/80/+Of+3w3/E2+sZ3mtcJ5N8lweKw1pqw7/ldS+XsOPJmj/8p5/zb798wUdHC/7zky/4+eEj/iR8BKQka8PklaOZaxafScd2/dSQ3wRs7RlGmvZA5EvbRyK7ym4D8y9arn4kJB/TiA5ctyKXuvpRgq2SPW6+n95pP20TOPqF4/ZTmRhtnsv7TFZSOO5ClJsDTfnOUb6DzWPZIOvjlNGl5+xPxdVcnySig36tqB5C9bynm1lZABu1x973I0Uzt+JNcfJQ2C0UV16S6DcyXtWDvM/6VDKXdCshcC6V///xzxpWH4iWeihEtmZqKWzLcykM29ixmn3b0x4Y0kVPP7ZMXw40h4bliwTdBabfQHNoqM8UYd7Tnwwc/RvL28UZj378nmLcMnz3WwZwJZv2MBIz+VCGPbDiPl/ewuahYfJtoDnSe0KlaY10skZy4W0PREbXTQO21pHkJZet8r2cuJtc/ozuBXHdj6Wz6K3ClSJjHb+RbJd+LHIdW4OtDf1GAhHrY/EluFQuT66QjVz1ivRGk2yhtiaOraF92FMeVQxVivmyoDmGzfPoa/Miq7RbUL2GvGeUdWwOO5qRgVepeCSJSN9KvDzdoSe9lfWljRQkl384xluR//k8oFrxRhZXgXam2LwYIJXLwE4f3h7GPBkvkyI/diTXlslL2D5WbJ8o8eVYwc2K/NZItzDKUdIl4OU7wktx1xztPEAhFvd3gdGbp4JaLi7UvR9mEm8R4oVGLsBDq6Tp0oDWUtD1E0+SDTjrUa8L/vm//gl+1stFNfrnlJPLejdTZDeKySvPLZphrOhViuqk0OnHMq1JbuXAqx4GQqLJbyT3b/1cETxMXsk/DzPpGJsbkZeYVjpxEKd0Y1krplXozZ0k2BWB9jgG6S4Ml+MJj8ZLfnL8hv9pPcI5jU5b+szil1HmGCK0ZexQ1uOOG4bOoC9jx0jBsE4Yio5HhysuE0ftJ5i15mo5RhWOzcdKDiESoeEl0ceViyxIr2Jm4lazXBf8/skbnpYL/n9VxrbISBaRWKvEKN5PxL/jiuh766MPbiqXRkzAWIeaBurHEtiZrGD8drjfxYMUQu2xQzfijeRsQGuP0Z7DZEttUsqiZWELVO6Y5g3XTSlwI9vjHzZ0V5nILxNP1SbcrkboRhN8gj2useOWtk7ET2BEhhlKh2s16Y2lnyomeUv7YMvwm4mcdYeO4q0RYEsnjZQ0FWN7+yPHyDqq81ICjvMgE/eaiDFXpOdWzqcIgHGFonveojaWq78+xeeB8ahlVjSEoNi+ycgW0rxsjySjSMX8wNUHmvKdisW8yLlMIxOE6cuB6x8k9FO56GfXGvesgxEMq3HEiMPofYx3OYyTIquoz3I2Z4bVx57ZF3G/iPLQoZAGxeaxyGNtA+mNKCXwcPi5UJNnv4HJ6xbdedrDFJeJF6wP6t4bQABsEtBhT4lUQdFpsIUmWzmSjVx0Fx8lvwUmk/O8s7taIeYgNVKXeKswrac9sCw+MYxfywUtuxZKVhe9YQSZ/I3fOJLtQHOY0E41LpWiVAWpeUDOwnQB7/7yjPqHicisvk7iz1F/I3B615AVJYyiPoGLf1AI1n4LJz+tWX2Q74v23SVsp+zRA1QnmtWzMekq0B5oye7qxDoSjIpgF2kAbh/LlC1dyM+ffGUgmD3syeWK1ivCk5qi6NhsLfUDkT5eTS025pBppLZLtnoPdPGJomujxDyuh3Yq0lsXsyWDlsZ9eeEwrWfzMKGd378hVcUp2DAW33U46ignLberEeE8x3YKc1jTHgxc/BON6j3dTGIe5NyIJGOrcKlg4P10QGcO+zInaIWqDeufHWGyqCqbCOLfbjS6Vgy5ZXSrSCqPrWH9gaL8TurB+kHYK8Cqh4Fw3GKs59OZfFG//J8/5HUCo08WzGYVt29nNCbwg+fvKUzPX108okw6np7c8rI/Qv06w5zVzEc1214kls3HLWwt2YWh+s1M9uC4nvxxS12nDE4T0kByKxdpV3gBhkGMqYLmzJHOG/K0ZzkJezrnLgMtGGhftGKRurXYjWLyMrD8BFE03QrhdpgEkoOW3qSMvk0YvRfwkHKiWAHDn0xfMHyo0UqiS4beopQ04e1WUV+MfidV/F4uYQ7NPz74mvPHE74/e0+iB75ZHaK2siHuCG6rj8GVjvzaildr4xmyiFPd7sbgsHmykz9p0rVcqhYfa7qZHEjJVg4En8AwlY0gu5Y/349V1LIrHvx5x81nKe2RioABaHT0W1WyGd58zzD7xqMGmLwXquDqmWbzWA6lZBsobmISu4cd6l55aB4OJDcmAjbkfexoUkP0wB3+usd0luULmXokaymKTSudbpGsRf+DgvWzjMWn4kWZf+7QvaadK+pTRePUnh6W3QSufphI0vmDEUklU4kQJSSCvJX3YBpF32vsjWXxPfAPWt5ez1CvC4aHPXhF9k7CoUEKaZ/J1OTv4yDbmcC7VGSnLo9yglpF3b8i3Ulbe4FPuJx9QO1QKJYv7P6yUb4JaBeoTzTKixRjh1QPOkI8utgpUuwx9bpTe5zy+JVQqZoDTXsgpDuXxffbweidlstdBspZqiwjDDK182lgmA/oYhDzeW3YjpDu3nVKNUv5Zx9/yZ+8/oCmNoTUQ9x8zKyTZfZdIVr5SGlK30pnehg7QuZRmcMbSzcTf0GwgfTKkK6sZGucKbqRR6MoLqWIbtIAu5yXXpoXzYOB/J1l8lUQH4W+k2SYWpoh6SZq7RMhDtpGUZ150Zl7RXph9zTPnWRTfJnsD/Z7e6mY8TK6g9fkN2I0Vk4kQdvHEa5RJ4TKkLbyXfNQwnf7I81iUcJ1JtrzVi4N/UgxughUSpHdWLJb2YskeEV8Cd1c9iO7FfN6N5E12x152mMIRy1pNuAGQ5d6+qkhPze4VPaBPFICx6/Fl7GTVRJEiptd/xZx8Lucn958iD2t6Rc5Zm0Yci8dw3iJ9DHnhZhX1x8NzB+u2GQD/TYVdFan2S4Lyqzj+eEtXzuN+emE9rsSlQRC7iNGWvZjV8izM/+loj1I6A4CxXvN9pmD65yfTh7z0fyKLO9xbSGSkSgrUzIsFqhNcScvVz5OLzeKprf0mWMyrVktUw5/FejGcPXjBP7f97x8BoU9rnl0uGLVZGTJwOAMPii+3Jxykm0o0p7NRjN+tuG2KlhvCopHPakeSPOB9lCRFj1ZOrBeFmRf53LgD4qhswTv0W9yjv9KpA83P1QidYl+COXg9flcIDl5oD8QbFr1FEE6nzjUaGCzLGCVwKzHGI856Ei/tISNZPZ0UTY0vRJlR3Mk/s9+Esgfb2DQ9J2QVosnax5O1kzShpvtiH7mWH5ssJXsbe2heDNkghFYP9U0J5H+G32X3ipuo8y0OFfoTmwJ9buSMO0p1krImFtZ69tHgmkfncPiY5m+nPxlDyphdOnYGvFytccenwd0E0l244H0fcKL/27NzQ8mtHPF5U+sxEUA3TSXgu4kfqnxc73vvUf3MP7K0JwEumnYnx+mixeOyrF6llE/iOobrTj4qmf5wtLOFMlWCuKhkLNkV1dsHymUN0y/jXLkE5narJ+MhKa4laZjftmgekf1tOT6BzkujYqQXqTpQSOEuSGwfmLxEUq1XBfYxMlz6KA6i1CCaO8A+d5NJ+vHlZ50KSCXfgzr55nQcpFzxDSgXYhgEWhP1H7KNP98YP3UsnmiGJ3D9NsO7Tzbs4zqVMvU1uyaaVJn+VSaYaaT/acfSbh5dzuinRVM3yuqR4H5719Rph0v3x2RfpsJTn8p8s+g2UOBsmuoH0RA1cyz+EyLHyn6cpWLjIE+0Bxa6lO1r4Xu+/XB/7Mn+9Mv+O7/+COquWJ7UZK/t+hW4onCdyXFQhq/4zee8/9dg9tYzNoQxgNUolropoGQBvKXaQx69oR5IL0x2K2iM0QfvXwG7cmACgp7lXD8s4HiXcW7/3TK7Dee+Z+d4ycjLv/hVOqeRJRAo3HLx0dXfDK54C9unvJf/2/+Fash53/47lOUcfzhD75mntacNxP++t0jmirl2WzBxWJM/mXOzT9t+Oj0hmWTy6TPi54wOa5p8pTkMsGuFcOPNpwdbFhWBdvbgn4hOYpBg584IRqvLaZW+6gH3WjcdyXrRwbmHVtSeCVTzfqzlk+fvafqU159cyLk0RFc/UNPyB35qxS7jdaFQdD12cmWajvFNNJo7eaBq58oinMof1pw+2jE/+GD/5Ff1Y/5v/7yHxJuMrIP1mgd4JezfUTSf+x1L5cwjeeL6oxVk/G2nvHF6pSrn51y8A17gs/6WfStXBnGrzzVA83iQyM61i7QTQXIkF8FZl8JffD205S+lE58cRmzKrJAdq04+LqnH2nWTw2mg9Gl0BBNJ1rz9sBQnUiievk+UD2QMbgU9fKA7Wgo66fyQXursLXH1npP8klXHls5XK4JynI9k2yq8q0CBKqw97+omC219OQ3jvrYcvFHGdlNDC7dBA5/VbH4ZIRL4797K5eI0ZWnnSjmv1jRHszYpYcPI0nvVk46/qYRTbbeYTEjlGD9XLwNJuYdmEaK+n7icRMHTjFMHem1wS8SiWlwkFwmcrFZSDG7fRzIPllhvKIJY8lyuOdXMLD+yDH7lWHyDSw/U5hOpgrpSsIVb75n9tlt3dyTX2lsLcWGt5IT1k0Vq+8NqEFRvDGxQBc9cnYb9lOHvlT4A/aFoHKQxw6daQKzb0XDvnlkGAppEqgg0w89sJeN+kTobvmVousz2lNHe9aja4NKHWfHS1LjeHM9Y7gsULUhebJl9XbCX+rH/K8++JzP5w/46v0JPgYlu1WK2WqGo4Fk3OG/HpFdK6pHiulXgWFk2D7WDHMEaBClbpKVpakeeppjxbP/vuXt/yJjKCKRNAiql1uRZ66fCK10JzfZPFZkCzj4ylOdyGVASEWK1fOId62JQeIi21A3qcQHxCBNQSGL3HHz3OPO/L2b41GQ33hGv+rxqUYNnuYooS+jD3AkzRPTKEKXiq8UWUNl1vMHJ6+xyvH/bb5HWBYCX1ES7DgU8Uf4u//UJ9KVSNaBdMm+Y7ojotWn7MPVh+cNx4cbbpYlvM/INjpeaqQoHb2XP2sr+Xu3j+K+FO6kVHoQKUh1qkg6hc8Uv/fwnEcfLfmf37yg+8s5yfru/XWR7Jpso8zGWG6Zkr1PUAcec9KgRz1uMCy3BWXacTrb8OqjDHqNyh3pa/mchlK6oCJ9DlSPhIw5ehe9KxeGoQzc/OaQ4vs9Pzh9z+fas3w5I7+IuWqZTLXTZaA5VHE6KzLaYON+3CtCZcmOBqYP11z/+IDyuztj9X2+QgSuvPz6FJU7kqInfFNit4pffm/M9x6/5/xGYCgfHIgM5xf1Qz7/0w8YZg6z1YSDgbODNWflii/NMTeV5eRkhfOKzU+PBBffw/JDmTL5kYN1gtmK3MoP4K2PcLcE1SmYOoJXKEQyquo0ghOAJqMZJQQTWH2/F1wyoA5buu91bNoEd5WR3Qi9TAVozkXScPBkycJNMcaz7VM6b3g4XRGAen1AuoTNcy8k4JFMQnxsjg0Th4q5P+q1ZPHsMqr6QlPFwNbylUaFTCbQYzlXd9J7PShufuRRvUzUhlIL9CFIQ62bKVSvyFZyJreHAeoEb2H10ZjDX25YvyjhLSw+EsmzacSLO4zUHk6g4356ny89BNJ1oH4Q/bZGJvDDSLEp5PxoTkIktso+tWtKj65d9A0HlAtCPBxr0o0nXcv+K7CvKC/X4sFVwcfnXNNOR7hdSPJSYnS6qdoHRvdTOS8OvnQc/7ymepDhEriY5uIT+p7j8Kd6/90kG7mImFaaWM1cE4yPoBSYfe1p5rKWk62ct96ASqR20INc+nxqqR9ILMjyo4QhPsftXLFIUlErtYFsKXJlu5H3evmHAKI6wXryVykHX3hs7emmopw6+7cddt3x6r+csK5yjPbSvHmiKb5J6aeRdr0IjC499aGQOvUgRD99KbjzZBslr1Oxqtha0Zea9ZN4hh79PUzCPJjGcf1f/ZB0CaN/mbJ5Krl+JhFAjc8l8y5ooWLrVzm+9NitRjlRPwhFVFM/CLRHXgBQJjD+yTXrwxz10zHpYic1VJhzGY4MpXzX1YlBDQXzL3uGQnP+X5xJ3RnjaHYRB02TsOxyfFBMkpaP83P+L9/9MfZ/nHHzg4HH0xVaeQ7Sivm44t02lf8+qrn8gyXzRAAe/SDZZ3o0EG5T3FUKswH/rBYf4GXBu8uCYAPjsw1dZ3HbkXjYr61AeKLVKF3JvWD8rebhv1zy5f8pJQwaZUSKaitF+cuMl18/ZxgF8lrONbuVaeAw7WOdvPP/K9rXY3m+O0VzIg1Z3aq9ZaE6C1xuS35VP+bPbp9jE8fp711wOlpzXk14N5nI3vi3vO7lElbontZZTsots6ThzWa2N8Vmy0B+1bN5mpFfy6aSLwaaI5EZeCtdor6EkMiBnG5g/kXD5Y+LfQZXMPDgzzybx2KAbaeGbOko30VTa9zAJCwwiKzveUZ7oCjfeXR/F4iIksve9KVj/dSwfSzod9BMXovEwtYO5WSDTN4t4HpB/19+RvFOfv5QiHxMOymSkip2cax0qjaPrHgoDHEEH4lDuSXdeMoYjNePIxLfKSavBoZpxvitSDc3D6MfIwZFD7minccx+gYOfuNACVUpXSrsW8X0u4Hbz6IRvJRcIlpN+Z1IKL2Fs3+tuP1Uky1i9+dIACTKS9frYFRzsRgTRg4z+nuQBKXiJ+oOdrlvQt5rDlX00MXxtI4EuYXG1PEPewkHHV06kq2mH1shPcZOxN4HE6CfqrvQ4vgAl+eO7KajepixemYIRrH8IN1PFnUvsJYhj3AHKzkvJoYrBiNgjfY4Ss4mA3raYROHAgrbk2WD5AgB7Shl+kiMdjddybPxLe/LCXWTMLSW5NaQXSu2Rz1JOlBPPKYyqD4Gfu5omysjXZtKun/5lZbsvZUUJtc/zEgX8TKQRyliEuUineRm9BO194e5NBYEXtary6MswMpzORSyqRXnmvz6LsOlfK3IFp5gYvDmRNEcSv6Pqsz9m+MDJJWnObIkW88wsSKdy9iHTWdLGCZyQQxGwBF+MlBXGTfdiNNsTZ72dC0c/trRHGjBPudyuSououl7Lg0R8ZCKNzW7CZLH0sH2oUhX7VZJxtuguTyfoVdW1nU0hYNIbyavHNtTEzvf8l1lC/Z5JT4Vf9uQR+LncSC70lzWJY9GS04nG35zNsFWVgi0Yyn2ko2g73eFUfE6YfYbj0sV20cjhnHAeBgyeO0VDw7WJGXHcF2QvBbZ4m7SrHYeixD9sU4m5f1klzen6KaKm63kQWjt4aDHrbWEq/oIaUkV/TSQ3UQZSRbDVjVQy2XxqpigE48Z5KKWX9zz2gFUp+kXOdmFYSgM3cTA1NGfek4ONqzaHK0C5ae35GbgT/76E8ZfWZrTQHoZvXhXKd9tznh3NsU5zeThGucVN28OeP4nA+d/lOyhAADFccWD2Zo3VweEL0ppovRa5OHrgnSl8Ymhm0kR0U887kiABcZ42k1G9jqhPXF8/5M3/PrlQ9RNgq8tDaCMFJa6leBxPYj6o/lRzel4wyIZs3k9pTut8F7J936jSSvZa/NLLaCUUrDLo7eKgy/g6g81NhvoqmS/v+YLT3YzwKFFd4b8VgLJd5Jdu5Xv2CVS5PRnok+e/WXK9rGs7e0j8YQ1JwEdozNEDuXxE8Hu5+ea2+8pNk8mlG/9Xi5nm1glKmnU7gKKCb8bE/138QoxSkV34p2pHnkm32qSGG6sYu6fy6TmcKmimUtzop0Y+vHOy+qlgdvI7z86d+Q3ojzoZiKSmH5T0x6ntBND0nhsJRlZ+yxRC/PPO9KrLfXjCTffT2hizlcz1yQbCyEwjDTla81qXhByz+aZIV3G53u426wlNkLOiqBEmVQfatKN+O68iTl/bSQ7Rkl1cS2TT4GLSFZYsokZbjFAOhiRUQ5R3giyp7j5gNpY1Egy8SClH0X6X4SUbc8SzFEitcs/H9PqMZtPAkwHmgcOuxE/bXugcLnEYOziSUCm8cop1Oou+6w9ciKPnpjYbJSm5n2/gobbzwrqU5kYD1pUKroX+FUYO0zmUMFiGli+sMx/IZ737sDDQUe4SklXmnQpl97NM2jPetILS5n29M7QZ+I71a1AvHQPTrMna9/8SKQK8y9qqpOC7iAi3xNwDzrSUYdV8IOzd5zla/6H15/yv//4T7gcJqyaDPO/vmLiDBfbMWPb8jBfshllNIeWJ6MF59WEepuyHXKGuWGzyTGvcsLYE5IArSK5SnC5JWkUdi2BzIv/pGNzVcKgyJ9vaeuEwSS4bJc3p1h9qGK0iuLb/+0M33bolcgNu1mgfdqhrccPGlpDsJrpV4ry3FM9UqirlHSxU+8IHXSfFeaFlNhPZS1MvxHv/MlfBKrXR/zf/9nv8/RgQQiKN18f874+Jb/U6GO/j0f6j73uR44YFLVLOM63vN4e8P71IVmUEgwZbJ7IwS5dT9g8shIu3AkaM78J6MHspxr1sUaFRAIM4weSLbx0AYPAI3yi0Q5mX244GDzbD8YMucAwFp/IH/IJe1KXrSVToJsJicu0SqZwjWRPuEw2nuZQwBo+kUmK7oGPz/DpGX0pY+r81rN6LrhxUDTHiq41aCf+n740qBAwdSAb7gAcALefpbRzeT/JOkQfSuySaYWpB4rLwOqZXECTSjpGygvK1ycKE2KH0iom3zUsPyrIr+V9bR6LedKNPPa4ZjZuuF2WVA+l46Ubxe1n0s3fPhItNkjIdf+g5/HjG8qkw3uNajTlSXMfS+Y/eAnNTz6n4kK+jx34ZGcWJUDipCAVbH/sDFe7SAIhWVZjkQRmN+Jd2CGD27lcFLJbWU/aQX1oWD0f0U3iwVOEvSdHBZGYyBuUIlS38eeXUqSUr0SmQy43Pd9rnDf0y4w3y5yLUc/QGZh46XA3hj84e41VntYbfnb9kM03M5FPFA5XBIaxInmdUj8NqHlH6yXrw1RRsthIARBigGGw7N+XreTg91bkHfWxxs/ETL+TqhJ1/P2ICEWB+swTrHSfd8HmO7KprSTaYQeayK9lMbdz6ZYHLQ0Fl8r/HmzAXlvya/U7x/J/Fy/dB7ZnBpcpRhcqBjbGPEAve04/FWlttpCGj6kBlaDbhL/QT/j07BIXKZJ9ofaB1ePXnu2ZFCDpWgqLbia4dhsTmJPYva+P1f4z2mUm6qsUP5LJR9AatdZ7jbppFaN3LdVJgW3EC7P77HcTV91CmNx5quQCFLhcjPl37imjpGf6cM3KjMneiyQ0Xcew+5EmW2iZ7jdSiGknF8pwIxjjbh7orwre9IbgFTgxZHcHgb4M2I2KjRvZJ3YxIv347r26LEqozkuefe+WHx++5afJY97enu7/fIjNE5dL3hzE72Y3CRtkMsa3uZA2bSRd/o5u4t/VSzlIbqOioYYm0fgyTsSCYt1keK9JrKPzhsO/NNz+xDF7smS1KvDvcqGcznqSRKZX68uxVM5evMvDSOin45fi/XVO0znDbFKz+l6gXacyhVSQ/WhB8+sD+cxOOvSblGStUS7FZQmDkZD1YESC85v3J3u/n94Y2BrcyMXA1zihvRGJm9taLjZjGDS6UXRVChtL0IH+WUvnFfYyFcn/Rv68T6B85yQ7MkC3SdFrK1CVGahBowfD6F1LXxTYNtCVivYQmrOB0Su7n9KaRtG3ksOngjwDhDuflKkVo3cSV1A9FH+LGQ24ALqXib3LdvWBrL8kouB30ucuFRnxvcugkZ+5eRIl7JlcOvqxXFzE2xYo38a8sLG8d7MR9Y3L49QqA9B7yqutDJPXA8VVLx6vQ0N7ABd/NIoTvqjKyAzNXO9jOQDWz1L635Pbxq6ps8toVcGSbCJR2sB0WsMUFmFCcZ7IsxgvlUEHgooS7tOeR49veHtwyOQXKWopZ+JoIf4pl+/yOWNDeSSKJhUC9CpKBEUNld+KWqmd6v2zv/PJbZ8ArSZdaDqd0OeGUAZWHwNB7BnZbdjno+6mpj4CQXprCGmgPxroeyUen9h8yG8C8y8Huolh+ULTHnuRKd5II8lUd56LZAPmRiT+9/1SXjLKlJfonPqB1KY+D/jJQDZuGXpL9dhRvBO6ZD8Weq4aFPo8lwZAKWdxuto1+mUa+eq7Y5IrS7aVvDUd9w0XbRvprdQMqx/3rD5KOPq5Y/pdS/Uwp3/WYhPHuJBaEGCStGjlyZKBD7NzXnVH3F5NMPmAW6ZsnOKqPsFNHPlRjRs0//biOasqx7cGnKKqMtR5JufgtMcmnsEkhE0k5h4NBCz9FJI3KaaWz6QdJZjEw1oLiX3uJZtLAfOOHtm3Zn+VsvqjhvHHG3pncE7T90YuYSrgC1lDq6cGXziCCignz98QMzxNoxi9DYyuHYuP4kCj8JLFV8HqhVijnoy3/Ocnn3OYPeXfdC9whaY2Aur6XVToe7mEtSHhm9Uhf3z6DdOk4Qt9BkpY/X2UB6RL6ZiYWjqCw0iR33jStbzb4sphOr2n3Oxe+Y0X/0UhC2F06eUQ0lIwrV+UoBR1zCTSQ0TRWylYdA+2DSQbjx6EHtMeycPrE+lgmy5EmRrU2V3RbStIhoCLAaOmE8pQN9Gkq7A3Be49MHmUXXhAiWQnW8l0rjtQsBQfzlAKtco07DtD7YFg1tOFwEF2kAA9yEW1H4kMUvegKylQ5n91Q/V8hvLy2bpMisH2xGHmLc9PbvlgfMOX6QmvmePWCelCJmK6i13E6LNyh4HpkbSlvj4/xneG+Qe3PJys+fl9LJrffg1qH4js45RxF2UgHc8YpriB5lA2fJdLFzEoGMawVWZPyssW6m+Q+ZQTo3A3CbhRQPc6FgByKW+O5XM2tdpfPNwIsosI6IimVu3EW9jMJNNEvHdR8qgCNnMMtcXcWuxWfng/taiTluSkwg0Gv07QBGqX8GY7o3cac1bTr1LM2khAYNwI9GUq31Wv6OcDLjUkGyF8DoWsbwCCkmmViQb2ZUSgF+qODJhGPKwK6NaS3QhVKCjYPnGEVAAM9alIOXbdw2EkBnk1yM9pHjqGUgvEI05WhyMBLCiIBZwW3G4qz8V9vgQaIZfB6kSKkvYo7DuZIfWgA+mF3a8b00p3vx9DXSdcbMe0bULIBMfvcvZBnsHcFTnaSWETrFyIxUuo9pcRV3qRpylI1nKh7Z2mn3tC5vGVllDuILLBy5+MUCGQxELExCDT+ljW5B77fzDgCivkLhsYLgvqbCA1juPxFmsct82c4tyge9g+sMy+blE+Qfc6Zt2BN0KRy5YiQ9GDQneGYZPjM5EadjP5jNzE0fZiVgbu/K6dTJ53F+7sVoqA9MawanOmBzWPxkveTA5xy2R/oc1upehxmfxdxZWst25yd5FLNhHA9MMa7xTu7f3rEXfvT6RbcqiblaHvM269Fvpdq1noEYt1QXKkUK1icVOCV4TTDpM6iqyXA78WUENyLfvsMIqFUXGXTdjd5rxdp5jRwKRs6NYpyVVCN+5I09ivC8hUIIb7mkY8si4LDGMhfWXXGleN8AeChfZbi9mYvWTH5bK/mRbpnHtFNxjMtMOFFJN4XIwECb0Gzd8ILm2O4gTdGtq5EBb12pLexG56QZRtGYLK5BwtFEMp0zvVackmjNKh4iIwfi0Y6L4U2JJL5eIVtIBblI/48Llk9Lhtgmo0/VQ6/cc/G7j5nt3n0JXnjvpQpsnouwzO6tGdKf++Xrvm4Ph1oN0qhiLKvEYykWZgH6ase8gXgfJNw1AY6tNkf1kcCnnPyVpqCm8VLjMSQtztgB3saxBvFC7G7QyjKL1EwFW6Yx9cLBMVT3skjT271tLw7mFxOUbnDmygOYHRu8DoyuNjLdJNpbb5bcDAHj7iZZKVGBgyQYzvXi4T39tQJHv8fHnucEmkQsfLs+S+Boprh2kDYOlLKxLoVuHRkm91OJBOOure0LzPKN/cXZBU2IF+FPm5AS1ZkL7wAhHSKhKpNd7afaakGzv8sUO5jPKt7GHdLDZevcDUmr8HMIdcvAPzX4tKa9eQohEJynCTYFowSr7rfgzjN/GyNvZ73/wwEh9pdyhSXp14AYlVBjUQw8/lextGopACSJaasFEoI5Pl9YuSbheWPeo4nmzpnKF3miIZ2A4p6z7j2fSW/2n1fWa2xl4kuLOAnkTIVWrBKZplBoNm8eVIlBQHHrvWhKVFIc+3TTzDOkHXcoHe11RZwOeeg59ZVBBo1rDJ6SeB8o0iWwbqjaafyj5iv8v25+rJX9VUj3L04YYy6+gGQ2odrfU0VUrYyrm/C6ImkX/Ob8MdaAa5n1TKMH3pmH0D6ydmryQayoA7a5lnFQ/skg9GI/48fYqrcslN3P5N2ui//7qXbWkImqpNedMc8Gp9gKol0DTEbvru4d2N3INWBJFd0swFbAHsO/VDqVgXlvzWU75uqB7nghpvRWaTLUSP3E0V3Uw0vkICCmRbj3JKbv6DFE3KR8KXEWpbdhONo1pRXDtcqmgPIkK/IaJTZdPrx/K+8+sQpyNgK5H25FfswwxtE4s+DUGJbBClyBcx8HjnTyF6IGy8tLmw199mS9Cdo53pSJqLhW5yJzvINoF84WjmhvZsQn1sBUNeKpaHivp5jyllnF/3CdftiMQ4ilHL9ibF20B+LUW8VwjVRcshv16MqNIMd5XBdODhZE3r7vkkIx4cu0vRwd3DSLjzGvkMOtgTk4KVw00JfZ+hlO9NOemumVbRzgOEKOWaS3HpbTTD+7ufN0w86a0QnNKVFC9h52NA1oLy4JFCTZ20+Mqit1JQoAJJPgitbinFskyN5Lt3m4Qu1xSThgD8enHK7WZEfVtgRgPGOggiDbTbO8CLdMDlINtq+R5cGjs2Vn5X04mm3rTSTOhmUtj6VDqru2mC8qA6hXKadKlIN17WVwZh7GCQ7pqtpSAwXoqxIV5Ikk1EzucO1ypMJpMDPUgBG5IAg8glg47eJsfvRLX+XbxcAesXIufJlI5QnIA6atE6oP7/vP1JrG1Zmt+H/Vazm7NPf9t3XxPvRZsZGdlVFauK1RCUCUqyTMLt0AYMw5bAiUEIBjzwwIYATjzRRLBlEBDsgQhBciOBKtKkTZVUKlXHYlVlU5EZTUbz2tvfe/rdrrU8+NY5N0pgFtOQXm3gISMi323O3muv9X3/79+ogHMa15NJe9f32I3sJS5X4BTOK6x1lANPt5JGpuvD/E0tNJEkTtJuA3i1ayyboZhMyGeW++tyAQ50K/EU0uxb0a7U4q4YFFQHsi8Fq+T7+6jHaCLSPZDGzazE2MUXjgZZ9yH1dJ3h1cWE4UjcpmbThmbU27lRdoUUcbKHxULOSVbYNlsR5N1KVgrXQHPg8FmgeGHopoH2qMXeJDKRi2uSSJWspzLdsWvR5LJSXC/7nE7GpNpJ8HAmlv1u6FCdYfg0Ts/SrZkMO3e17bvW9QPH+3MS7bnYu/9a1w6wc1htj5xQm2/EURcN/iYV3UARaJ24PoIAZa1LCScVxnjadUJXWmyvk316bWLsRdT/6QDjljIzEliaeEzu8I1hVspBGBT404J15uktxUyoHRmaUaCbBNHmRoDPbCIlOE4TzLSmWyfotSFZiva66we6IbRjhxm1pJmYefSzBq0D68bgW41qlASrdtuQZGhH0YEq7qflkRRFdmkkjDg+q61+stpXuFyql+pARa1JnAZ1kGxkT06/MrVK1mJpH4w0Be1ImrR2ILEh6IBfW5JbK2sukX1w/qbdNVe6hXosYb3dUJo01YlFfzB3lPTXdekW+q8CtvIkLwX0qscSSNz2Ib+C3mVLOxDhv3KBeprudLLJOuwKf+1kqs48kC6d1E9GKPMEhXZhR7HcOgZuzwFbygPxqQBoystz2QJULhOnX78X0E4z+YmjK1IxkOoH2pHH3WrKqTTibSF7mu7ALA3Xiz56YWkmYRdrErzUT6YFHwQEJjZFoq2PmvU2oOtAM9A7baDkcsr3r0eG3nVH/7yj62kWbxgBHDbSXCgbyLKWQVExA9xVj24gU/X0Vostv5U9WcXa0U8cLnO0m1R+vxTWEzmvuh6ozJP3G+qBIATZ4i5YmwD5TUeXvWb0kO0zElZCsHEgUMec2h4QRGog4ckyAS/3BYgz0aEUkD2n0bsX080lNNjnsgfYNWRX8n2bcSAkHtVztD7BrgzZFzmDp4HlQ3mHgwbvJXy56ix1m5Bah1WeftKQaMd/9uI9fuH4Bb2vz/Bes1llAvAWHcEpgpPfZ6v5VaOGzsf99H7N3t6KEBSzG2H5tLmHxKPnFrtR+NZQHbHTI5tSmAX1HhIrFSmWZiMmK3YtNd7yYUbxSnF1MCIdNqhtvlxnCKVBNbKfuzxgDiu8U5RHOV0vmgiVaqcRK49kUGGa2MNEA7D0VtEOUj69PuSfFW+S6Y694ZqL1uBSjW9TyZb9KddrqahDUPTSlqeLKRfXI9EO+EiPKgWtaQeyGZsWghJRu3yo+PKm8gKrEJGw7UZedVRjTTOWjbvyEVlM1Q7ZUEomVOk67NCi3nkgu5WfXU1VzI2QhZisA3YjG4N2cQNRdzxQW0cb1UK+PllDPhP9hgqKbObYHEryuOpAqXDXHGhJl+/67Kg3Wz7ydsKna2kqtgih8sIZB2im8pdNI/Q5MQcQe185yDwqiK5l/lYa+auCctR7XjIKgLpMeLmaclkMOJ4s5Xd0UvjkV0EEoEMvRSKymYdGi0A8DSR5y6rJeH4+fR1L5s9eSooV3cqkaXuA+6hH8pkU1hQweCYNq27k7+azO8qbj6iG6sCUAX8kFr12E6Qp3wq2t31BnOTI9EsxOO1Y3rcRsZaGRuzxwy6HyReOQVGz7hRqYbAboWeEoPCNwXZ3dt7bcFPVKILWeK8Z9iuuF33q2xxVGXzicY2WgOhapqNCtRRapIqo5jZdHmKzGWTD2K4p5e4cP6XIDnSFuO9JoKWSDxyvZiAbmXJSNOpaNhu7ifkjqay9rif3NJ1Hyk+cIm7DqLtcLNExSOGZetSgIzQac/v6DzKdOIbvzlhvMtqmIFmKU2SSiCCkrSyh1WLzP40Tv1stgegpJP2Wk+GSskv4YpnjryTQ0luh5aXPFCqPjfjWLMOJxmXrwLbVcImZRdg1yC6VfS0YCInkxjVDtaPv2Eoooa4XnclifqA34nAYGuHwuyzQDeVzba/6oiC9MixODNmDjtGoZPY4wSeW4dNAMzS7BnErut8W7dsiyNSBdBkbbavEmbPTpD/SrE1gerBknhVwmu+cREOcgHUTh8odXd/s3Efrs4If9495a3zN/mjNaVGQnxtab3ZTxWwmusrVo2hwsmZXjLhMGoAikRNsizy+1kuJYy+ZQ21iAZAE9EZL5lmIe48RjcTWNVa30HlFWyWkZ4L6d/c9ptdJrtE2SNiAGzuyoqE1ltCk0vjXRrSCjaKbdvgskN5ofBb3s+jC64pAGHYoI9zasIk6NC8TeNMomot8Vyx4E2iim2JoNdmw5tv3X9F5zaZLqZ2ldZoydWIC1MQio5WJRtBADFvNLi35tTRh6cyQLqUIqqfinpndfGWS4+NEOJfnmy4FSNyG/9qNFGT1VLRR2SyIDtlF86kCRisJLVctoif1MnGWEHbZx1ZvePrPtTyHIFMbl8VJ4Vro+6WC4pWWadRrvLSXusClOhpssGNHbOmQ9V6yC69vBhqdx6mHiSBaPP+3LJ5k7TC1i0YcQrszrYpOf/I1uouW+HGSFiK4vXWMTpeB/LbDNJZNIyYfW2q/qSCddWS3on8ujVCwhEGwBYnl53Q9yG40m2GOaeXctJs759mgBFzverEGcQHTQtuXcGdbyr7W9TXeKJSKn7WTNWFqaXxMY8ivW3QiUT7tMJ5ZBvzCsqzvDMK8Fcp0PZF7nc0DQQmDwSfy89TGEoqOdupZnUjIMeHubA2locsMPvN0hSW/DQxeOXhFnD560vVr7uCRfcRuFNUhO/MW3YJ30mS3I49udHR9lkgPU8comwiubgF0AcnEo0A5g8QmiK7MN3IOi95b4XODV0QwcstKkMZDTGCgXmR80R7gagONZpPnhKB4b3rBJNkwLUp+eH3Crz/4gtIlfP/iPqtNRtdYtA0U4zUhKDblSOrdTpMcVPiqgGXC3PaZjtcwavFlhlka3AD8wOG8oXehqQ4E6AuFo6216CuH0EzjEKXf0RmDt0KBrQ8d5UPof6kZfJSyftOgJ3KjfCt2mclK0TtXbO7DeLShc5rlm9A0mt5nGXs/lkP+9mtGtN/jqIe8J3my6VImcfWBYnU+4J+4r3E8XpIaR95r2PiMneTjp1w/UxOmlPoO8Ffiv/52COH7f97f9yjeGN1yWxfM85YqS/GNNDJC1Ynuahsx6SiPEno3Lmo52FmUSwEZaQq5pzw2NIc9ur7CFSFSMxSdv6MCmOaOPtHlimpfXrbhi44ul7F6tScjVhWbvc7LjVw+kgNhK2Zvh2qXSWLKu98fYvjyUOHrAEFsTJNVnJCZrXGGbJTyMkVTh1TTRhehbBOiq6HaTdVMGyiuHOFcsXhsmb+ZkK7E/GFL3dm6FWULh64965N0V8zpRl4gAvg8kCUdrTP4dYLeaDrr2cs33G56O1oLKtD1An7SwULCUYMN2EHL/mRFPbS4oDi9HWGev35K0E4DUirsSizVAaqDr9DKdAzgXQfavooaMUXvyu/oaC6TJruLznjJ8i5DKmjR1WwPR1vKPUsyhe406RxMJYYLzdTvGsIuju6Vl4MQLZoOYNfYEyR7CR3FyFbhe0KDo9WChCeerjXovMZ7Wcf6sCLPW9a3vR0Q0RWCBLcDEWkbo/AxNDyJVJttePn2swQlNLKuL81rOo9N1NDhrYm0V5nq1ntCT/GJBJ8mS0Xv1MS1JH9H7lcET4ZC/7VnwssP2uw0Hi6Fel82yd3N0WATR+dj0+BfL61Dq8C4V9F5zWrs8Kkm2ECzEp2NLnXU0Mh6VzpQ72vcWtDze9MlH4xPqb1lUeXc3CRkt5rsVt5/W0px00zUboJkamLxLhM4XSncwJOsLOmN8NW1k/XbDT2h79Cpw2WeTSJUMbsSl05ThR2dpy1kqg5SaGxDwLsBUQ8YQ947mUiYCrq+YTHJuTdZkr3RcW4n5DdScdkqUGeCppoILKkA6crvtIDeKpZvmNisKWzaUR3k4BSH/TX3hkt+XN8nvY2GHXHqBxCcTP6aYaSCLTVXswH3+kseD2853x9hvyiiiDoi9gqyhae9ESaDbuT997kUg9vDq2yTXeH4Oq+QxClTbQiZo57KNDW7lSloM4bQc2STCj8Wmk1yLceoOcsijUz2H4IiSRzpwYbK9cmfGWkuTxzeaXxp0U6hF6JXUa00dWZhdufMlkYvJkUIQDSXnxdswG6kuaj3Y7NfilFRfeBwxH1uLLEIdZWgFFQuITctg6Sm9YZe0rFJHM56gpFpu/ZiHx8s+KAgEYr2toDNb73oCCeBsNfQzhKSODUWF1/5ffNLoZ0RIiOhEgZCl6tYoKvd1KErJGpFucDgRZzcJKKxCkbvXERRdwYOporZWq2AmaaNbIOYkedSsSTPbgK6eb2F9Jbp463UB1szHZRMnjYnEsuTLNQu8DZde5qBpo6ukLYOQsdTAuB2PY3LUpJFJwZJsSnXXv4OQUBi5Yn1itDK9aVMzeqpJqwDdtnSc4EuS6WOKePZsAjUU1lPumG37rZU4+1/R92Z85ilwaeB4lTTP9s6XsV6K2Zq6hp6l5DNHfU4Mnc6aRjbQu8kGxAbrHY7sZN9VXcBl8o7t7W3tyuFKY00Fch7oTyks69otZEaUHdy75OlQrdGGptpw/LtlMN/phm+8MIiGWjs0tDadAcgdLms7/zlEnMykH3yNZu6wLYpEodG08TJ5ljeYZeDn7S0dUqyFBOwZt/Tf2qE9peLPll1su59HqnUKyVlx1Q06EFFCvtAgthdKg1fcmN3IIo34glgarmHLpNzO5xn2Fb2+GA9s1WPWb/gMF3x3ekL/uHnH/Blb4/3Rhf84r1nfL484OmlgPYnwyWZ7fjw6UjAmKsUd8+jA2RXhrbKuFXyc7aGVT7VpCdr6pCTfSzyGtcHkzmycUlVpvjSEuLvp+cJftCR7JfU8xyVOU6OZpxVRxz/HjRjyYLViUenDg8EZchmUkPezvuMR2vuH8y4XhVU+4lEQCwdpjbRgVKMaLq+0CntStaLyz16o6le9XnZGo6mSwHiNxbbyhTyp13/wiZMKfW3gX8d+H/F//TvK6X+bgjh3/lpX9M4w/vDM9xA8w9WH1Bq4a2XWu+ohjaGlOafXXDz9Ufxv8Vk9zi92NIOJNxWKF3VnmSKqVamImolP3OLnCp/Z71ZZVAderJrLSd7pNCoEF/UBoISi8rVfdFgbbVXysnURCYM2+ZONsZ2ANW+uAm6TOhq25d02yjlM3HHK/eM2K/eyGGx5RbvXPk2YWcf3+WwPhFqVLJydIUU9ukykKw9LhXuvVjHSsFEFEluC+VsFu01M8jvrdnrb7hYDlCdwg8cHzw645vjV5xvBlStisJCRXO/oT8pWVd9QVt0g3p4bAABAABJREFUIO81vDO5ovGGz273Wc4H5NXdZve6LtVF0XY0IEhWd+vCVPKSJhu5F/WeZBBtR/EuUzGMN9JzdOTGt5DOxL1r8YahHXjSuWJrLiHPJMh/Qzbh2VvCwQ4WOeQbhU7VXSOhQJWa0vfAqZjpIlQd1ehdARlsNPfIAgw61Nqi5gldbriprFD/GsVoUFK3Vg7yvqPOhPKjRLqFG3iC1qQLTXYL2gkFExUL2vie21JoQNWBmCkkG2lA24EIeYNV5JeyvuspuJFDd9IotkpTnEpxpBvJ2gn67n11mdqN4mUdbs04vqKVW4reSjcxLLjq3eniXzOg2DnNs7M9QmkgCfiihdJI9EItB4+YkATSaJLipy1tYsUpMb5PD7Jbvnlwyh93hnlvyORDK65hDnozR3VoZX3GgqqLuW/oQGgSVK1xeaB3rkDp6A4mTYXaGMLaiMtXJeYuthJU2KfSLHW9Ozvq7WSt60uT66JDnF0JTSdZxwavHxHSMqEbafZ6G+bjHpt7CT0tDaR28v2bGPCezR223I6OA91AdAO2hPo2xeWO7thh5oarTcFBsZFMq0QaeZ/K+tYxi0yMZOSAavcciQpUzjLNNvSLmvKwJ/fwXJEtHJsDQ7oI9K497VBMhIBdrg8KNIFBWvPy6DUnfYMAMTeWduLIxzVN7uiuZYNoJgE3cKhI/zTGYwYdfmXQjWS4mYaYFyeNdnWbg5aMNJC9xKYd3slkhxDPrsLJfhGg98pSHTuhWE9i9t6V2eVJ2nUEevoCVKWzgDeK+sDD19fYxLHfq9Aq8OJ0j3ae0fViRMfG8imHHI+XfGN6xrzpkdmOXtbQZJawETnAbt1pYG13ZlIujTTnoWL1WJrW0GpIpKBLllBPonPqmY7RDipOWQVIcvmW2iiMD1PfuQe6nrir7v/uGed/7YR6P+pKl9v7F8iuIr0tBeUU5ZGcr/mtWL67RKi92yYR4Ks68td5bSdCbT/uyxuhui+fBPTXV7jKYj/p4VNIlz5SjqPcIVG7fKotVS8oRXlP04/vQzWRiADRX0puaTPQNFEmQTQUchkMXrR4K8hFN0yopnZnUKS3Z0rOzkjJNDK19LkENvcu1a4R24K/MrFThMLhE015eDfl8lb2K7uJ/1tKQ1keRM3+SPRW6UImd9t7ZCoIPkZg5KD7SlyNjQBR2wmajpNF85VsRt1K5lc6g/6Fo8sUXS4NbbKUz9gEJRQ4E1CHFbOvFUx/fDc1dblHVbI2uoForFyWUE2n2Mrvolle9yXUbFnXpoLyxGEPS9q1mN/gxQUwm8PqEeSnhnovYDaK+sCRHJdyH1tpUsPaopzsTV0rRhz21pBfyX1ZPgmkT1aU85z801SoozmAGKn4LBq3vFFxOFkxW/YIXnN/b8GT0Q2Vs7w3uOCT1RHLJudbJ6/49PqQ57MJ3zl+xX6+pp5ayjbZyVj8uMVUKa7vSF4KoN+8XWJTR7PIyF6J02p96Aipp33Vp3cpaywYCKknBBgVFdN+yenlGL9OZF1sFGaT0BUdKlKqTy8mKCQLNp1DeJnRTh2kHlpNe9xysafRG415mrN8y6EVbK4KNHD1HUWySLClgApBK8pHHapR5FeirW6GMs3VjWgzk7RjkpeUrWVthTn154nCfpZJ2P8S+OUQwhpAKfV/BH4P+KlNWNtaPlyc4INi9nJE76UVWk4m+q/Bi7BD7duH+zEMWJMshKYgI2WoWhk5bpundEHM9ZKxrTgQCZ1OBXFgwsuLrtvwlRTtwOY+TD6RF980cSxeiFZre+Bs6RLKy/fNZvJ7ZAuH3XhspQEjNBAt07HtCD27YacVshuhGigvG1s10TSTu9+7yxHEId2KLwOdEerStom8+k6Ky6A3k8Jp8GxDss5pRoZ6qGiGGu1iGGQryfC2lKJqcySPtVqnXJgBTWNh1NIf1BzmK4amokjaHcWgOunYO1owymva1tCdFqhBx9cOLjjJ53y2OuCg2NAcWpqL8c+wZP6bXVsqp4pj3OpAJofaKbySZsM0ctgT1wORS785Fleg4uxOa1Mey+HSjhTNxLD3Y0c7MKSzWJAP5ZnYoOhderK5o9wXRx5TIUJ1sw2DlucalNDG7FqjZ5p2IFMO1SlC6lGVNE9+2EGtMaVs+DZv6daW9FaLIUhEhl0Gt/0h2YsUjjqy/ZK2tvhaLHbxkEwqWpMRlnoXnJtEE5agpfAwNaRrj60V1aEgZs6JAcP6oYiQw1pHwbcEOhJtk81akyw17YCYG0I87GLwt70zh6gOZRo3fCbuepsTFalMW91iNDYwEY3s1O7wf61rp9EUP8qp9gPhXoVfJyivaPciT7NTkMkG3Fzn6FEs7DXYpeHicsQ/TR7zaHCLD5phXrPs91j8cot5kWNq0aFsN127EXOY6o1GdD034l5ny2g2kIhV9uqhaIe2GtOt9mML+rRDRSjERje/UgxeSqiqqTzloWX+lqaOOiV7a+WAbKVoWz8MmCcrmmVGcpkQKkNiHMe9JS+SMepaHMnaoRghtQMVcwkDm0ND70Zhak+5n1DtRc1IJgCQiiGY7cRxczlidbrPIBZnW8MS1Sp0LZPRehrIrjXVPYfqZMqeGsf3zh+w+WiCaWXd9K48N1+zMZvPsDmWRnX01NNlivJY0eSQHW1IjKN2Fnv5F6DL8EJPaaeBprZwmZHfbN2y4pRsbfErix905IOa6kDBlVD5QAq5kAb8TUb/uRgEdYPA5oHDHNTgNW5tIx1cWAeYeCaaQHXkCLmjmYLeyNcnKzGqqE4a0klJuU7Rr3J0Kxqs4XOPbjXrtKAZtSTGMS1KpvtL1mWG9wprPaofCEFRJA2fLg75ybMjRtMNbWcIs5SQiC5IOSnGUWBWBjd0lA87qkONbkS/lcxh8pGmi5lgPhM9s6kVai7re/0Q2oEnu4lUzp7Qiuxakd9EqUGu6L8K9M86NsdWAtW/fkjbV3R5IHHixAkSayBxC3dmTVtGw/pER5OPO2aAmOA4lE9euymQALyB6YcL7NtDyv14VphYYHcabQLVgRd9+sqQ3wrCv9VDbo4kmFlHY47iyrFRejdZG3/ZSdxNGumJdaAcSDGoOui/DKQrMUS5+UZG14PiTMDrck9LNuqWSh2koRo99TCX2ihY0dC7XmD9QHRWvSsBvVsjjoQ+UXT7nvo7G8IPC4pzmZ4kG5GAdDGKRwUxBQo65p/2t+ZjnvyyJt3LZNJqpJ7ZTn3Le4FmZJl87mi8YvBC2CT1VJgvxZUTtksEFpKlfGa79rQ9KxP1Nuz0rsk6wKlmnWVkxxvqoacem52GLqTRjMZEAGktZ3czUHS5gB+9m9c/Cgta6Mau7+mGgd7RhizpmJ8XDJ5q6mki+4VWpDNF7ypQV6IrVt5QDlIBOTuNKjrIPEEZ2rHfDTEGzwJ7H5XM3+4Jc8dp1CYaOD3wFGdCt8tuFe6XFiTWMUlb7vWXfOfgFQ/zW/bsmk/LI/7w8g2+Pjyn8ZZ3R5c8ym8Y2po/PHvEXrrmSX5NMnH8YPWQH16f0HrNB2++4vl0gqoTwqJPOlNs7mlCcOi8oz6SHMSgA3SK7FIzeBli3p0YanljuUkcIYDfWJKZAJLb6Wo7T0lvNc29DnWT4lMvBmO3ivGn4HLD6rGRmqDR6EGLV5bpjy03gx5X65Ts3IokKpE/9jqQbAJX31YM7y1ZXg5YP1QxPkQ08rqW57i57fHMTOhnDfmwJrxIoPvpANDP0oQp4Ksr0MEdsP3Pu4z1rNoMqz2knurYobf2pAvoXXes71nJ0UlFPG7X0T1xIJOebCEGGVvziuogxDF1pOfMRCNlGqEGSYhowGew3BNjAFWLW8yW/lLtxxG2I2YmBTiQiYvrQf+lTJeqfckNG75sWT5IqMYGouEHKk7RbgRJHj5vuH0vi6HQUmCZKKg3tafradaFfJ3y4rpS78k4M1lpXCaTruIskN0AQSgHm3uizzIN5FdSKFZ7RpyQohW7ipvMdiqRbDz1SHLLqnuO4PQOsfXWM8hrjrIlS5fz4nrC5GNBVPAwm/eZzfoY6+k/mXN/tGCalny8POaHnz1ER5oi49fPjQ46ih1HgfRWELRm4qO9bTTKUNB/Kc1RvSeZV9v/rrzaNbiqg+Kloh0pygcd7Rh0a8W+tZVDT7dgIxq5PtHUkztqqcsiul3cTRp8LJhcJiYD6IBqdTSikA5tJwLvVNRzKPSVpYuI21YT046EuuF6Ab2w1CctdtCKcHQuIbk6asHaq54UMgPP5r6mOA07nU+XS1GsO9iUhq4IpLeKzUMXJ2BxAruRps5Ugjw666XBW2jyK6Gpbe4Lstj2iYGFSDNXiANTdiXFha2ii2nlaCaZFOZZFA5b8IVH91uaLMHOhcLis9er61Gd0DlCEjAvcrK1ohuIHk638rmb/ThhvtH4ucEQNXcOJr+f8fLRfVbfznhzck1mO4ajkizp2PQb5o8TfKvJPxEUb/6BNHd6YVHXCWkl4vxmKHuPtzB7P5A/WlJXKc1Fhl0p0oU0RrqTMPfbPSO5SQNB9QfPNqzeKNi8keAiQh6uzY6S5mJw9JYpkCROpn4kmIXlfD7kQX/ONw/P+L1vF0z/acr6vhS//VNpxIJV6DJg17K9d3nUfcyCHFpX+k43sTB0yISHYFBOzEJMpei/YOcklS5kP9WVIplr2rrgYjTgu8cv+YH2LH68T9cL8p7tib1yNdVU++J65RIxS0pnQiWr1ykcQuvMn9HAvbYrwOIbLaPDFWWV0GYyfYY42b1MoqYvkH2aUT4wmEmDK2Svb4eBduxQjcKu5TOKSZSifdQiZHmYHC9ZlyltmaAWCaqSYpBo4jL8OGX1KOym6Os3O8lLsp6mtoSg6PZbuj1FcmmZv6N3jocExez5hPVBRpa1aB1wnaFtNIN+xfsH5zzozfiDyyfYi5TlRqbAdq3xuTw7NPjcoxMHG42dSTHqJh10BpeLa+vqkdC0m30Hw5Zm32JWmmQlDoZBg7m/obmn6Z72yK4hnQn9P1nLGU6cyMzeTSQOJoPzX0rIbiCdR3AyukK2U8d8pOi9EMpsN3akc8vqkcdPW9RGmAWiz1ZSrXRaqO316106qgOXaW6/OcIbRbIRa3fJR1O082gXD+AV1QGUx4LQp4uAS7aB2OwkDXYtVKhmpCjOPdlVSTrTrB/2sGtPPTGyP6wQE42hNGfrR9LA6lZA4rCWPUNcT6V28UbASuUlCFp5MX+C6Pg27WiURXf6zmU6Uez9uGP9DhxMl1zu50w/EeZOOzCsT8SErbj0pEtHfl5S3isIFlaJRPWkCzGs0V3AxL1HOzkb1w8U4bim6nLsn8p0fP1A7QD4rqeo9+wuhNuuA8vHCjeL91tHJpMXAHYrb9k62u4N11x5hf9iwPhzscifWdl7daN3wJh20Lt2Av7POnT9F8BHBJqDToCeRlPOcqrKMHimKc5EGFoeB2FsBVi8FQH/kTiK6jYVuYYGPze4npfhR+HRraE4V4y/rLn4hUI0dDrQXvZQbXTftYHVWx39L6RxztOW1DpS47ipCqx2vNm7ItMtR+mSXzx8Rq5bfm3vMxLluOn6nJYj3pre8Gy9x1u9S77Te4pWni9Xe5zOR5RNQtNa2oseez8RllLx44zqMMEPPGbciFviIkXVmurdmvKRoXhqMRtFda/DLgzhsz69c0XhJaIqJBL3UJwGur5MAidHS+bzAhpNcy/Qjgwui3m8Rw2T/RVVk9A2FlWLVOne7yg2x+ku228b2ry5p+Lgx1NuMlTiSReJmK0B+aXEaHRjD0aArkHa8KtvfcHijR7P/28/ff38LE3Y/xX4A6XUfxz//X8I/Ht/3hd4rzjI12y6BBSkt2Y3ovYWbt5PYiEh3WV+K5aYbSEjU5eKtqm4crjMRDc2RXkU7bHjpKTrB+q9QLIQQaFygsgKJz+Q3UbkpZSmaPUgir9XEnoIsgkl68DiiaYZAlqQlaQMtANDtvAsHwmX3663Itg4Xh8olm+k5DGzLNkIgljuGzaHGtPonb7M9dSOBglyQJvoGNQMpRGzVdy0Y+EfjPx/pvaYixnpcU/yxhrzZ9wlzTxIThmyATajgJ42fOPhKV8bnnPT9PlytQfA882URZvTNZJRA6BrjX6Zc/Sdc8ZZxeeX+3xxuc+8lkJTp46QGMY/NtSvfxAmzNF2m1EkOiTXl4fuSrn3SQWTz1tmbycUr2QSQwgkG0FNTSMTs9Hzlt4PnnP6P3oLb604I+6FqJsSRL9L2eUW6VpoGO1wm7/FzomnK6SI7Qaig9BxswSkiLlOMHOzk0N5Cz5X9A43VHkGa7tzHKuOOjABszT0NppuTxptG4Mpq3lGdqPJrrfuSIrkuSG/EXqHBPeq3bpMOkBLQeQTcUlESXPlsoB/qyQ0BuaSU2RXEoLYDVQ0CgmsHosJSjtxeKvpv4AmZoyFJESE1FO+3WFuLVzJRK0rEobPZVo8fysRy1ctRdCWKtCNxezgdV8+gXbiMJMG/ZMew6cSPl4daNFVpqKRaRcp6Vz0cc045pEYCcUNJtBLWqbpBh8UVWc56S/QkVLw5XyP1ae5rI1hi9Yet+mBh/C1NTePEpKzlN5FdKYcSqPmKgM9T6gjxdTJXlYeaLKbQHlPEE5TBV7+S0OZkq0DbXS33NIhxbgjailKKVRX5+Kqp9PomnXbY3bQ4xemz7h5XHD6vceS69WTBqt3EXaOr5ujBNMIJTCf3eUqmThh1q0EU67vW+oHDe1DJxQ0JwKCdqAYvBSH2OUbSugXAfIbyG80F/k+vaRlmDXMbGD6oezl4jopv68rhAWwekOCw4sLT+/aM28yPu0dSiPR+wsQxzvQK8PC9FHWU7wQRLR60IJTDD8Ral61F+nkpThtmnFDVWnyC41urFBzgxS9k7dvqJoE9XyIKxyHD2ZoFZjfioWrnAsKH3vMrf5yG+7rsxgoe51iltFMqhNReIjPqTyUL05P1kwGJbd/ckg7tIwHJa0KVOuU4DTFXkPlLJ8ujzi7HTL54JqqtXSdoRlEylAAX4sLZygNthKqZdeHcqjw+y1tm5Ldqmgrj+h2SiPZh0C97+i9ioDgZU9ASC0BxmKipHbuc+lcCp5sJpO0Lof+iyDnqpJMu3p6F8ERVGDzuKN3sCHzinaq0F5jVKBbyLjLjcThNb0x0UxJaofXeekusHhkmH7SsjmyeLM1ZZLna15Z2rE0ytltdGtey7tdj7d0wrsJuang+gNp3A6/V5FeiPbi4lf2MQ20hUgodBcZOWPZE5aPBZUfnUa9ubr7fpmP+3mML2lGiuUTOTPLewJmhv2G4ahk8WpIfqFJlkRnQ9kvZu9Y7FXgzEywTuoT19OsHhh0E8iW0lDWY4OpZNq1fGDpnznRtHWBkGragWZzZNFtIJs7eouWwbOUm4MErWH5yFIeCyXXVAnZLOxcIMWAIkTQVZ5tNZEmqrjsMJVHxdFnuvZ0ucYbw81xn73RmquTPsNn0Lvs8NYy+7qASrrS6Eyeh600bU+xeMOKK+Xvvt71Q5DJtznZkEwc5Ysh4080wxcd2U1L/0zx4l8Sa/bhlwIItwN5Z9KlMKFEHhMjdm6jjbrWdGPHYgzlcQpBmnOJO5D6xaVyxptRQzuU6JvVh3v4NJC8saZaZrzKpfj77vgFLmhGtuKj1T0e9GYsu5yP50d88dEJeq9mb7zm+WAPHzQfb455NRtRvhywHjju37/hstPc/BWDPc2YfijggdvzWOvQOtBlBr3SO/VCdSQGPFUiDbY4X0bN7MRLo1lpqoNouNYq5rMCmzqSfo37cETvXAD8cipTtsVnEwbPNDaRPQgC1VRM77xhZ6aULGWfK+8FwrTFXea88Y8ds7fl/UmXsHhXhhdpUKyfD9ncjuj9wg1v9S75eHOPYfrTEaB/YRMWQvi3lVK/Bfwask38L0IIf/LnfY01jpN8zmk1Rq2sOF55okV8NEaIgnNvhROu20A9NkIpBNYPkx0fWSg6gjBvXYBUx45nD9GUo75rkHQnFqSDU8fmUCgT/VeBw+93dIWmLRTlgWZ9Xxq/LboseSMKfekxlReHmfaO3iBOcXLopXMV6Q+ykOtxpBbmcTpRSBG2zSqRA0U0HP2XfmetuRXE1mMR/sloXTJB8ltPO7TM/tpDoSwpGL50HPzhDTQt1ZM9NvcS0lng9hsiZs8vNOXa0jjDQbJiYGrWLuVsPeKHFyesTgekN4Z6T+5RdqUpH3Y8GMx5vpzweP+Wb05ecVqN+YMvnhBuU4IJbE6Ef/y6L1PFxb+OFIZaoTsR9/p0yzsPzLYFf5BCZfBc7mc+89RjxeYE1o9Sem+9tcszMiVxoiX/7DKhCvlUGrD+K6FK3X5NU08CyUpJIX+gJJPMI3TIxGOsw98WmLUmf2+O2g8sT4eQepT1ZJ/lqGCo+inKeHzmUIknyTu61qDOM9y0w767YuA1dZXQzjJYGAbXQv0Aabq2bpAujxTUWige6weK1WOP7kQromsVsykkfLcbSlaVP8vBSPHuM0/50MnvfS4bdX3SkQwa2pucUHR0dUI71PgYE+GTgLm34cF0iQ+K83xE2/a4+boAFOkcjv6kpbgQl5CmVYSFPLMtClmdsNOtva5LRVvx7LOCdC40hq4nNGBTgc4UzfMC1fOsvlOR5i31bU52ZqOJgDSMo6yiZ1pWbcb1os/FzYhulqJajS0ViRfqT3fbozoMmLg/eKdR0ZLfZbGRaTVaB7JhTT3LSeZqB8zUhRRi+Y24Jdoy0q2ig2y9J/umOMkJsDR47u9MZ2JOj2oV6a1m9LkUED4xfHp+yBv9W35++px/8q8UmN84oNLyzm91K2IgIda76UJCVAHsKmoxOpkG988d1Z6V5ix1dI3GrMS0otoPdD2hmykn3Px0Id9Pt4HyWjPb9Hg8ueX80ZrleoCPNLLypKOdKBi11CODmVnavlDsdCv2wfrTPsEDD/8CNGFxe0tPE2x0t2zutQz2N6xui5gFF9dTzMBb6wSzSek/j26B91rMoJPMm0rvwk11rVBHLc4r8rTj4HDB9e0An2vs2pCuNOWbDdmwZjXIUaWmeLii/XAE92qUCjQ6J/nKJLWZKJZvOpK5Jj/XuPuwqjKafYe+TrlcT0kmNe89Oue90QW1t3y+PGBW9ri/t2CUVXx2tU+R17hO44Nib7xGq8D56UTo0SqwfKcTh+O1JlTy3NuRNJrJWpHdGsDgeuyCvW0FyzedUK9robi5fsDttbQ+JX2hqB4GmqnoU5txzK27lSnG8k0t9vg+EDJHOq0wncHNpbhuPxvSDSPgoj3uVUF+q2n7Aac1dqXpnSsBj2JB9Tov3XqChc2x6HpRMdImSFOpPNxMgCRAEJrd4HnN+n5GPZZJDogOzDQB5QO6k0Zr+UZGPrDYjTQySSnGKPXkrpkjyJmgWxWNLaIz81BRpbLn2I1Mk5qJ6K0GLwJ7H7Vc/IJkkaYrTTVRLOc9krmhOJcInKavdxoq3ULvQlE97vAPPbO3ewxful02arIRs596pKknltEPr6hHRzsDn829lOEXa9R+ikvk81ZTgwqG49+5wZZ7sm/nopPFi94xWWkJ43Yq6iOFJpiuhL2ypX22fZl45DNHMm/xmWGzL5Nc//GAy7cMbr/l6jsJ4081+a0nWRgJAG+Fpl8div7y4AcbfGaoJ6+fCh0s+J7HftpHLxSjGoYvO0wdWD7O5Hk2W6mAYnPiyS811ZFn86YjubLiBmxEXqBDoD2UgHPVKfSVhB0nK6lfTa3IZjD5tCNZdZz+Sk47lgZMpDlC4/9L918yTko+mR8BcJLM+NXe5/ywOeEfv3iff+tbv8Fvl2/xj370DcknvMq4XCX8f5qvM+5VXC36dM/6ZCtNreB60YcvC3oLAR42J9A+qnhwPOP0cox+lZPGM4+rhOKVuKFvHnhoIxuqJ34POmrdfAHqqMJd5qRnWrIrexnd0NMBb/xBh7eK9bGJeakWuxTgZ32imL8rz8A0kF/EMPVCNLe6k7VWnCo2PkU7uP5mQjMUl2y7ETOk9RdjQhrQtTBIPvyjJ3x4dMK/+5f/fX5b+NT/3Otntaj/HnC6/ftKqTdCCM9+2l9OtOf/8f2fx16m5PNIg4raB9MEqkI0LXs/Er1UW0h48eaBEyTCRWvbwqEqzegnhtGzjtnbdy4+64d3NI/sRv7ZJzJF6wopxtoRnD3WorF44SkPNev7ifChowi6/zLQP3coB9fftDteqakD8yficJesBDmop+J+J3bOapdxs/9hzfkvZnT9QP9lnMLoqIGJTo/pUpCb8khExcEoNvekqcoj3zTZxA48EzqkFEeBm68nZLeB3qWnd9niM83myZhmZCj39a7xM1Ugv9Ks3255661z3hle8Y/OvsGLyyndxkIn1ufZXHbD9udWNLc52blldLJkXvf4xcNn+KD5x0/fZ/NyEE0D5NB3KRQXr58SpBz0rmU6mt3IpuKN2M/qRigwW8ek7dq2G9Fzzd7RXH/zq/btQv8kwPhzH3NJ7jRUPpHmxdzIc0ljLsvgmWJzcpfDYkpBn7KF4/ZrhirN6KxoRLpJRz9rsNqzVOIsEEoxbghJQF2lgnYHICicTsUtseeZHKzI05br2YDuOie91SgfowiiAUj5wMGgIwToFgnNFLLLKDSN1Kjg70xhdBtdr/bv7qeKB6CE8updtlp1z0O/I+21WOtgr6K9zcgvNYOXntVDLU6T045v3z/lG6MzfrI+5OJ2KPTD6GJZnHtuvp4JTSk2tlvL7PQ2Bq/2un8Bkfm/hSuIVbzupPhS7q74shvRTupW4VNDe1CRph1NLfdj/VAWjao1X1zvMUoqVk1G93SAzzzFmUzOgiHm3kgjpCPd2dQQZoXQVHuBdCYgwvATy9IWDA/WdIOWbmDxC4VuAkm0Ik5Xnm4m368dyPNP5yDBfbEpG8vULl0qxp83NCPL6r4RsxUT5GtWnmQNKhg2TZ/fy5/w/sE507zky/sCCIHYT7ss0pkHnlpDO9eks6+4pu1JrpBycP2+pRkHeuOKN/ZueTGb0F4Kurh+EGgm8r4OP9fk13Ivl28IJVPXMHs1QqnA/nDN2VsWTrOooY2umZ3GXluymeyvW/t3WwlKv37g6Y2q17x45P3JLzTVoReKHaBSL86CpaGegHt/zXBQcnM6ZnK8RK1z1KcFs2+JlgvA36YSUg6sfzwlWSjcfYmz2CtK5lXO7bxPcKKba0eeZj+QDhpOpgteBUWbJBwOV7x6zzDtV9SdYdlL6IKJRb7aafeymWL5zZp39mcY5bmwHfv9DR9MTpnaDV+W+/xkeciDYk7fNrx1dMXz9ZRPLw6prntUg5bgFDaV399qyS7rioCbtqTDBmsd4U/GUiwmclb5LOwMQoRGK8CH3Yiz7P6fiF6sOvZ3OUYrS+9S0b9wuNwIKyUI+Hb5i4J9D54Ko0DvNUzHa44HstF/en6IS+7cIQefW9EUnkC2krWqOoXfCCXJW+jdBmp952z82taOUUw+61g+kN+vHQrrwpRS7ILQEnUrxV82d5THKZM/Oqd8e5/Z20JNMY00UPk8MHjVUO0nNH1FPdGs7xmSdaA4a2l7qehuE1kLvfOA7sIulyubedb3JCy+64upQH4tZhm6ER3a6pGiPEpJZ9HMbD9gL9P4e0o2UjO0O538trlcvtexNyhpnSFZ52wONHYTYpB0iJTEjnpkuP7lI+qJojwUEx67geVbA6qJ1FOmDqiN6LjKh0NhTy1lP9v7YWD5WDwFtkHnyglVHhTpSjRMq0fy7iZLyRwU91WN3rNRa7Z11IZwnqOSQH3kuBoJECnApjQF26Bkl8HVtwsGp4569PpNXbZFS3h3zfq8kDiA0jB4Jc6Y87c01f2O4qll/8OGZJWwehip0ZOK2vdQ3uxy4boigAq4eUJ6I3tGsoqTayUmbskqsL4nANDh91tu303E3TIa473zzhm/MH5Kohy/+/JNqs5yNRly43PesDf82snnfK++zx+vHjPdW3FzNkY7hdoY1s+HuPuaXtYym3b4zJAsNOkXQ5qx0N5vv+Wg51DzhJt+gUkcAXHCrA+8UJ0nwpLILzTVEZTHnvEniv5ztWNNeWtYPumhbMz21fKuoTTJQrF8qMlvfAQW72637oJER2lppNK5RHC0YzGXMjVUe4HmpEVVBrvU9M4U+Y2HE6FcL94B1QXSuaY66vCHDWGWkMw1vsn5O5/9TW7d/+WnPvafxR3xfw38H4Bz7vRgAfj2T/saHxR7B0tWL/djKnccu8cJmKllo8hmnWiccuFyErbWyPKidUGEl+uHgbYvVLLD79dsjhNQghDlN5Lp4FIlSfQxSX71IFIBF4retd/lP21DRrcuPj5R3L5rdy+3qYUKuTkUpy7lthaUxEwxoTAS5MUuLjzVQYLLt3aokuXRxUwYKXrl5d8Kh/Fb++noEDnzJCsRnzYjvctKS9YhhhVGR7OhouulTD4pcYW4B4ltLbvi1mVA4plmG15sJlyvC7q10ORc4em9sSQxjtnZkFHW4oYGdWbZfDyh/ytXfK0449PymM0yQ7Vita2ckYnZtaD3r/vSrafcl+K/dyWHen0g6JTdqNjYyrSxOtgWAOKAExLiOF7tnOu2zpH9l5WkpzdE84mI+ESjFqJVcrWX7Gz+21GgjqG67QBu3jd0/YBdisNXQLI2Lup91LTZbaT5maW6L9W/ajU+c2ACamUlKV5rfM8znxVURYs77zH6TLM5CTQnjTghLY0I2M8NTS2aynYo3z9ZS7NuKsgvzM4MwxUBNwiUzpDOwK+MuNhZRTOKFLRUNG1itBHQs4R2bWn7HaHWFC+scM2HsSBvoD40bLqUy2bA2XpEu05IUkjm8hwufwFA9EzZTUTRBmoXMuqyQPDqtTdhuoP+c70TbOtOigdvRANVjbdUFmifFmxMQbqRDBYRq8u62Vz0uZwMOCqW3L7Vo1xncGpicSkTbqGjbZslWS86HgCgGD1vmT9OZP+7SVglPUJtSCJV1CdSGPpO9KO21GyGGp9COw6gZOq5DX/OL6W4dali9SDdUSd20QQmUO5rklWIGYUwuxhyWpQ4r2kOHfaplTiOxzKZ8Dbswu292eahScZgdm2EstJEV7xaoVRgkNQkxtGI/EgQ9E0MDW2EVl1vRLDsUjn424Vh8FbD/cGc23UPv+hR3e/QgxbmKZRGxMe5vIfbvKOtsYHuFOVl8XoXT7zE7VZANDtpyHtCydCHHo5gUkgzaActs/Mh9tbKxGbQMoiNYlmmtH0DrSZ/ISHV+blhaYcszwd31LOeQxcdZuyw1lOtU+al8OZCo1k3UpjPlz3aWUZ6I25nW2pY25fJR3UQyAcNPSt7TpG2XK363BQFA1MztBVtZlh3KYf5ipGtOF8NcE4WT/H9Hi4Xp9nL/YR8XGOsoz1syPsSctq2hvZJQ3omQKYbSFi7WUl3Ux3KVEumMjLJVx6aaUAdVbTzlPzMyrs3gLO/rHD7Nf1xxWaR47/IMAfyc5eDDJ06rHXczPpcnY8wM0vxUhOOAvqtFU1T0LsMjD+vsJucfC4xNMuHmmYaqWpOwM7thPd1XpKrpnbUva4nznu61iTrQO+yZX2SUT7saKYalyUkq8BgOmD5RrIzggp2y+bR9M4cupP6ZOsm2DtzNGOLy++au6ChPFS7KJxmdKeH2lqf23WIAb1bdgCMn3pWDzTrR0F0sW2Me0Hc+ULh0AtLfinGDroDuwgUzyw3dkQyaGjeiGD4TL7/ZiRT8fxakS0kmwtZErhUziyCp38uwE091qzvabqBwq5Sepeyh8ik2dNeKbq17HUhusR6SRxh9k5sMgthg/QuhbLYjMUrwNQCchfnoqkyjYDp1T3RbW75bl0hdZ3uxNyruuepTgLpdZzwZq+/7sEE0mlFiEu1GfsY+J2ILr0fsHNDMw5cv59GmQ6YylBSgI6ASNR8Kw9hY+idyv3fZompSJNe35e14fqeoAO900QkN62AB8lSMa9y9ozkQfylk+c8yGcMTMV/MvsFoTSvh3y52ucwX/HBwRl/sMkxU0/7kyHufsM3753SOMti2YOlTOoe/JMbzn9tKo6o/Q6bdeQ/zPCvRuhC1lB1KKZA/efixdCOxLCqjTmBXSFAu24gv3HCSBuYGKocoyyC1Do6UyzeBuU06UomgERG0zbb140cZc9jaqEMh9zjK9Eqd9OObFTT2BRzkZEuhD7du4wGZS2MPhMWRFcYutyTnGyoBynZy5TnTw9o/xwE6GeZhP1t4GshhOufdS11QfN4fMv3n/ThaR5viGJbtZoaigu/03YVl47lQ+Heb8Nmu17ADxyq1thbTboUdDZ7teDq24e0BTse7HbEuLPB7WDvow5bigvO5sjsFl+yll/Fp1HQZ6RI7+LC1w0MzhzlnqA21b5oHLIboX/YKpBsPLO3xT0vKLHPFEtWGH8hyFVXyIZqmhDTt4W3bRZSRPlUqBddX4Tp6yOhcmwLD1sGulw+8+BVx+rEUlyJvfr1t3qkS9GP6U60aMtHggq0PU9atMybHmeLIZsvR2QLQXGUU6xNQTKuIfUszoak04rquCO5NYzTCh80v3P6FvoiE3e/yKMPVja1zcnr12V0PRGgihOf2jXQ4pIZsAsJZyzfbMSF0Etmm8vDLp5gm3u01RAmS1i9kYu+YI8dNaJ3LvQvl8YDppSpYjuU5kLXsq6qfQlHrN+uKIY1m2UmGisTCLcWs9H4PcjO4wQsmnWoRqzfk35LknaUJqNNrLgXNZrQaup1im4Vqycet9cKXbG2+Ezj46GazgSVcT35jM1EzGW2qM42lBkgZGISMLiUKUW9L4hYshSBejuIGi0TUOXWWUgRZikuhc0bnWjVzreUSMl8erUYYbWndgacop12tIdBtEFIfkw3kOYB5D1P5yHmAira2uya1Nd1bd2MVBAdnVoL8qq8J2jZgzYnYWcs4AeO7CZh8EyRrgPl3laMazhbDJkebtgfbHj5fBgbOnke3UDe1cRtm8yo5dhE+rETkX4zhs1bLaiAPc8YfQYghipBE7WDivWxOBNWB0GQxOhetv3erhdwhVCcTZzC1Xvbex2g5/A9x+phyuB5pDVuFN1Y8UsHTyldwovzKe3Y0KzvCgq7kW5nK3T3qXwu3aro3Bib1iD7bf29MX/8bkZ/WNHud9hNQnYjTl3pUg5Ob0RI3w7YxSsEDT3bcpCumfZLzgcj0itD2+sIKkhxXsfGYhjtkWvRzuRXYsEu3NjXfNlA/aABp9D9jiwXk5y2iSwM7bm6HqJUNH5pucva6bXkSSeaqkxRNgZza+m/Et3x/B2NWWtcz2MnDV1lYZ4QArQ2wMIweqmYvZvAuCU7TbiZH+xonkmI1v4zoaoJFVVRHnt85rEq8GI+xhpP3VoeTWaMbM1pNWbtUq6rPs+upljrsMaz+nIM+zW61BTngfX9CErNLfXayt4WJ3vlLMdeJaih30UmhFGLzSTvzrkIsDSaZh/swsR4EegOGiit0KJTAQ19GvA9oeX10pa2Z9BNRvLjgnYQUH2PyhzGeJrrnN6pOJLWU8lq1J0hvZYJ9uLNnHzmqCZGJsajuP92KmYfCs3sdU/CvFGsjwVEEXdDQAmzodpTQEKygVKBPq7YtD32/hS6QUI287hEagAXg6ddDs0kjcY8IrXQTkCXcn/rYic1SZdtQehA/0LuBQHyWUdbaNYnehcIvaX0tX12ND73qJLw5Od5PEfk/QsTR/qwZtPPyV8lQmeMILHOHcYIXTC/kfe/HgkApmJeXD0W3XCyDMRYMGkAK9gcGtG+f6W/qQ+kwB4+lWZJ+ZjRqMMueDqoCKJqJTKVM8fqvgD2kv8p70ZXREOtQkwVZF8LjD8LtIPo1nmvoT726Kc5/TNH72yDqQfiyDxp6WqFy/RfSBOPV6iPBgKa7gu1VXcix9mabulW7ld5L04zY4YYCrJLKzljk0Ada7q9H2rWD+Tb733suPgFKXzMRu3q7+RW72KSqgPRxg+/1LR/dc4vHT3jk+oeY1Py6+NPObQLnjaHvCwnNN5gtWeUlrzZu+J3b95i1K+4/WgPt9/xrcevOMjWfLY4IHhhRQQNL/6VvZhJCcPv5ZhSaOub+6Jx84WYhfVeWeya6IweIwyGgd6pTF3FiVWo8OVBzCw0claKHlfOo7CSKX15eMcyMyWsHgduvqHoeoFsXNE96++MTTAiUbEbRXpl6ZZ9iOBK2xdX9aM/blnfT0gXojuU6ZtEu9R7Cf0rFenBCTdt9lMf+8/ShD0H5v//rCVFYN708JXZ5Qe5VE7idHlXKC0fWVyiKK6E2hBM1OnkELKASh1qGRF9I39W701phtCOPcrrHV3mDg2GECC7brj9Wi9Oo7YW21FrtJEiqJtGSttaCqe2L7/X5XetWOMupZhQTlFc+ihi1/Jz48HrelGj5mRRlQfJLohaxyBdYDcR3ObzJGt52C6Fem+bgRVR50wocy6F3kUgWXekaxG96k4KsGZARItjtkgH2bVi9Y2Wb947p+wSVtcFtlWiXekpVm8GsmlFkjjaWU7+ysJ+AB1/l6D4rDpkVWbyIgT57MlCMflJx+wtsVV+3ZdPiAYpW1OKmNu2VLsCt5nIAZ7MNO3EE5SmdxHt0aPwePvHtDKNtGWguw/VscMuxfQiXQWymcenQg9TLtBu6SSD6Bw1FevwYGWaU1XCD08GDVneskkyXGXpFw2bvRQVzWWCFd2fqjXdTU6HaHdC5gmdxvQcbmUJncYdyPRLmSCOaWuD2WgCkV7XAEGRX2oRJitZr8kKiuuYI5eJztFl0rB1haBnod+hUk8bUgl5XitQMhkV9Ezuu24UbtSRjBr8spADty/0sGQOq2cjPt5kFEUt5habVDKvEi/Tvjzghg7l7M6Ba2tA4a3Q/P7Mifs6rhCRvoSdXnBL3VI+7CZzEO35vTTbmxOFu5HYC4mZUGxWGfm9llFWcbaJUysVDXq2n8kR6UDyx6fsXFQvfk7T3Gsp9jZUZUrQVg5/zy4OQwpSoQUJNTAQ9muyXku1SUi/zGNw+B190A8FjGhHgu4mC0U7NtBzNPuOTWsljD5O3Wdtj55pOTmacbo8pBmJ+Uh+qXaNz3YaRhAwqTgTDWS9x86OXsfpvrpOWTklLl4KBi892cKxPop21AuPcgISiQ5RtGxfXO6hVOB6Kc5WPoHuOiXkXj7LQrL/FHL/tmyFal/RjsNr1/SA3K/sVdQcDQybfUXoNGoljmxOAZnQf/sv5Jk0k0C97yjSjuubAUoF0rzD5i3tRFMeJSRfxiyZVqFaQ5da7FUiE+OxJ+SOVkFdWfrPDWWto32/vC/pTKioLgMXM9q2GWPquCJPHG1jaeoE12jun9wySipKl1C6hFnd48XNhO60oCkcyY3FTxzJ81yMRqaKzSOHnta4WbqbhpfHmrYn2Wj27RWZ8axtwfhPE0qfSgjsqCEtOpoyQa8lz6g4ld+764G9iGYZQylU8isteuo20PUMt4/2cANP6mD4hWf+lqZBo1Y5rc7J11HHaORdC7lHPeuRzqQwawdI3EcTaEYysRl+rhicOmbvSDMioeavee3E8zidhZ1pjnZ3YffVvvxudhafP5CsPfU0oZ7o3d/bASG10PXSpcNUHpcmpEuZjhBkspVsIgXRKEwrET8EWD2MbqVr0Y/pVkwLxL1ZailXBDYnspcEpzBZR9eXc7/LPdhAUTSk1lGnohnLbwP1WLSSvrQ0AXRPpultoSEaZuhOmqQuRv1MPlqxfqPAVIHFE8vmOE5narHZz26FmuwT2QPbodqxllSIwFS3vT/RyXEh+njlxFRoy4byVpo1n8j68NFUKllJ3ZXfONKZ1GnuJqH/1hz39YZXdsTkoyHpKtB/pVj2LG7oaAcxNPp1X15qtXaoRMPVwVZTreIaltpZnCtRMbg4b6jKlIaUtlX4cSsZmFVBtSeuqUEHrt83dIWP7uB6B1SDnGfKsasFqoPAewfXeBQfzk/47uQFRnk+b474cPWAWSP2vKOs4oPBKVp5rPKM8oqrvsfMDS/mYybphmFa0R9WrIcJ3upYw0oTqTs5Z/IbtcsZJSBn2VSkRL0baarXD6Wx6voyxGgHgWYsjXi6EJ5sdRgYfKHjmc5OP7i578BAu9Q0c2k4XSbss2ADzWVBUsbpcaVwRpOsxNI+2QTKfYVLVcw6hMU7gcvvJrTjsIvlGT1v8Yli1cUCQLEbDjTtT2+1fpYm7HPgv1BK/QNgZ/ERQvi3f+paCkKj0Cv59lszg2AFFdeNZDBUh7K51iPD8IWjvdVCu+srlDO0Yy2IStRl2UrMO0DyjrpKKh/TyMspInzpjsvjTLKLKqG06TbgorYo6IioxOBlu44BgkpR70N1T3ZrU4vAVrfRECRTO71ZGi3yq704KYhd/uZI73LOlA9kM0emoB5LQ9qMg+ge5tFkwoG3Qp8T6uLdRKMdyMLqn0lx0wzFuEN17AIeu74g/rqBpArg4dVqRNVa1EaCV9uBoATm3oZvnpzig+IHmwzTWDbnBaaS3/33nz6h3xORc3JQ0swz0gsbc1m02Km/7oMM2GV/qTgB6HuxelfSKOzMA24svQtFO7or9nfFbRqpTRA1Jop6JHQE1UhjmaxlDXQ9cetyQ0FWJUNLXPZ01At1I4dqFTQa12pU6jHWo1UgyTrIOrKkpdmv6FoRj6taDiVsAAd2I2YrXV/jiw6tPfrG0o08JnN0tRHnvI0hu40ZYpmgeaZUmDY6d64Um+NAM5GbJRq3SBeJJjK6E01Cdq1RlynVoejhfBoozmSTL3tIIxL7ouxc0+1BW1mSLhrVGCDe096podQZ4/05D8ZzPj09ovenKasn8tnaiVCr2rEWm2sk52+bz5MsFbSvtwnTnaDD1Z6KAFC0WLfszALS2yjUrxV6qSXTbCoUA9PcUV5DUDzMZ7xZXPPhwUPsOsENxHTAVAHiOtmGgu+mcJ3QKfykYzDdYLWndApbb4PkY+AoRLcwcFHvEJLAeLzhX3vjRwxMzd8//BZXHx5K2HsHqgHilI84xe+dg/3Esn5gcKOOdiygwhbM+Kenj/m1+1/w68ef8w82PZrFSCgr0e5eOTCxMdSNTOy7nvx7MxADIhWNldoIiABMDlbMGJDdpuwiG3JFV5hdQbmdhCVLqE4LXmYdh6MVL94qSK9EBB5KQzN1uIFHl1ocRCOlU3kBIbpeIOlePwCkWkXxSsAHgqKxCdoJzSvogK0UaiWNu/KBzQMpiIpxKXmMXqGSQJJ05Glg0Rq6vmX2nrjhQmx2O72j6fq+YzDdoFRgqYbs/YlYwOMFZKn3I5ovrKCou1RUh9C8U/L+/XPOV0Nu6j5+Kbl4g0S4R+fVkM5rXNAMi4rysSO1HTd2RDEu6a5GuAyW7zjMVKiAPgIluhMDhuUoJT9e88sPn3K6GfHxdbF7t0Im0xBjPNpGJkLcg1wm4eLprabrh/g9pRi20U68dy0NAlrvjGZcLpQqHdnddiPngU9F59H1ozHIAOylnNs7iUEl5+udTpqdlOB1X8EAcc3v1lMHxGl2MPKOZ7cK7aQJKPeFqihnEbR223xI9ilBzt6te3TXM7v9PV1JQe1StZssVHuaehrjCthOpSVzUOiRUnPgESZAEoGB2xR9v4Vxi7pJodZQKuosxfQrQiNnVz2OETEGVKXxXYIygWYiEyuprxQEATR7N3FyNUpJVtvfSfbjZBXIlnKzmqHILvIrRXko1P/ehdR8hLsJGHGalc6FmdRFlkWyluK4K+K90AKo+UzA09oqfCIAuksig2gWMLVmMS2Y7q+oHpasNgW9M3l2Zq3pIkBtal77pTro3XjagYmGD3f11jbIOVnB8u2AMgKeG+to6gS/SiTXsQO1tjReoZF3Bg8kUD6JjIwbmWjmN2K9Xh577FoxeC51kqkU1YOWX5p+yUkyY9WlfLQ8pg2Gp5s9Fk3OSW+BR6EJPK/2uJfNyW3LF7d72LlMJRerHl9mIkz3XhH6HdSJvK/HNeYnPUwF63dbbJnKM10omrEwkeRdV3Ar9bupNWEp9X8z9vg0ELSWczsONqoj+V97HegKcfZ0GbT7HoI4QttKzKRQMX8xB3sT64CDluQyYfR9yU7LFn6nsRw9E3kBBfhpw2YK5irFW1gfa5QzdLmm2heQQjfS3+hWSf36U66fpQl7Fv+k8c/PdN0fzLk8GOIuMpSTzdBUd4JHFRT11JMFycpSXnKuZMEpQX9rKbDriaAeqDvamGqECyyp8uymYT7OvDdH0nEnqxBpPXd6MZcrzDyQzQRh0Z2gSXYjDUtyazD1V/QYJqL6ITZNhl2RI6nikcO9pTRGZEp3MsXqciMWtMgGnKyBuJEm1yHaTcdNpC/deDsMtFNPO1IsZxYfaXlb97Rs4WgG8sCDgWIeWD6BveMFRdJKE9bJhK6eBto9z/6gYj9bM297EnSXQDLXdD1BxTdFj1mWkU8q8qylIROBbgObAy10v78AarTQDUKcFEgDI9MNmdqYWmgZ24A+QVTiwRALyWAUbouABjmwu57wyoszTe88xENR6KHtQNEM1Y7KFmLzpNbS/ElOjUKXZhdeq4fShHmnaVcprjPYxGETR7kR+k3QEKYtodE4p3bunSbxtJuEvFa0JpDlreguSqkWfBKLCy0T2d6lFL8+EZOQdKEoez46ICpUe+fY5jIpon0iXyuFSNQqdHc8eDSyaF2cQDg5WPFi61wdij2/6tgBBHg4Kpb8/Pg5zmteZG9gNkJz7ApFcIpQOJyNmjkdg5pV2IJDr3nxyEQ5Wd/RxLYUKN3ImtDtVgf4XxNbqz/7fQgwMDXf7D3nv3rrbV69eCifIQjS2+kYDBtDrLdsOdOAH3X0JyXeK9Z1SvDi4rSlaOpOtI4+jU6Xs7jmgui4Dt5e8dcHPyJ/o+X/dPNXcZve3VRxGy1Rxikf0ngGo2hKu6Nbd0N5cWbXA/QDz68NPuH0ZMRvn32d7MZKcPNI9pVtY2hLKfjrPaFSbHUq+U3cR7XsKW6kOR4uORis+Wz1gOZMKG3bac0WSBHtktqhr85p3p+ekXzN8bm+J+Hap5pgDO5hRShk8oSXvbAr7jQ2dv36Nx8VzwpTgT8IMfZEfm5IoTMCiEgUiMJNW4pxST9vWG5ybBbjCJzGK/CNwRtox470WpxIVSsgSLBy/tAq6joClm3ch+zd7yNRAoHRZ1Jk+lTucXXS8ctvPeWbw1f8bngLpQKX9ZgQD/ybuuB60ye14nz77clLtArM2oIvi5JXs5FMbg8bBpMNISjWyxzVRuvrfnyHxg0HwzUuKJ5e75FcChXfFx40dLWhK60I1ytZky6LQETfEeYau1IEpeO5GnZGD2oDxZXHGwEwN/ckZiNZiNbSNHECqqBF9iIUNIcdemMYPhNanXJCrfOJ/PxmLMWc1B2y//ufpdr5b3AFImBrpflBs5voblkZcoZDfgXrB5IVphxky7AzgQomTuwVNAOh2me38kzrqdyDrfMoQJeLO6DLBeTVrYBvPhVZh47SDxCQx2uig2I8P2tZz9Z6GsSYRsyAAu1UkVnHuujo+laAvwBdX3QzqIAbQLcU92nlZVKbrj3ZbYduPOVRyuZeQnHWortANrcSg7GTgIQIKosLdhfNnUwtIHY1NZgqTrayWGvVsU4ohOFkqxCdXNlF/+hGzq9uGDMuWxUdq4U+qTpp8JPzlHlSkKRdBOAt6S1iznXPRC3b6107EN91E2nmgZjjuB0YQHkgNaVIChTJZUo7SuKZpyKwpggr2Zv8wIlLsQ30Xho2j4V/qONZbmoB+UMiWmCXyvkUFGSTivfzV7ydXLIc5fzm1dd5utnjshwwTGq+NXxBrlqWPuej1QlPy30aZ1jOCrSBcFKRWMfNukBrjzWewaRkvbIoA71+Q9PL0ZcKtbbRDO+ulrcbMYnyiewLtpK8UlPJOdDse3DcRTnFuCFCoDwUto9PQ4yIgmATXBron8YMuT2pI7fxCyDrXSVeGAvRHKrc17vpqqnFRMgnQKtRuSO/kpqyngoLaevgLblzAg74TP25LI6fxaL+3/qZFpBS/wbwbwBkR0N+fvIcgD9ZvolZGbRT0SJcxq3b7CGXycuzfEMoVEFHR6Eqog8efC6FAZqoL5HmQX5BBH2KKFhQ0s27XJEspBjbTox0nJhJwLFQOpKVaK+2Vs/ZbURZlkGmKb27XIp0HWg3itVD0dkof4cYQlwgmyhOdwHTeLqepTwwEkoJTD51NEMx38huPdnco5yOehX5PbuBiAFtvyXNWm7NgOzKRERIPmeycLhUNlpv5KXNvznjX3/7d3hW7/MbTz9At3fWvHqjuV0UfN47YFln+EUiVr5xM7VfavRejW811SynUgG9NqKTqgRVTOdql9Xy3/b11fVjJ1P8IAqSSyUTpOgy6bNwl2cSJ5nKqx2yLxMwmXhqxy4aYOvq5BNxkeqfd5T74iTkiugCFw0BXDRCsDOLXYn9vS61hJeudcwKUxjjKbKGdZlibyydCiSTjqZOZAyuZY1vGxCfe3whqEHoNHpuafsBrEep+PdiAdUOvRRptSZZqx2FTcci3Jay8XaFmCvoaHqxpXB0PeEzbx2tttkzQUF1EHnTHvBK6ISVodqPQZ6ViF/bsawxWwraiI6TM+BxdsVfPrD8B9/eJ/1BXzbRStOloiXZ6pmCBV1Cm4sL3zYn7XWtnWQ4xVt5j4WmJPqcrcbKZXIPirNAshLzkWQd8AsVc/niJNGBuk35aH3MXyo+579770P+3eMT8lcGGznsbSGOWy4Ncdovz25LRyyyhsuLkWzYqd/RYmwd9ylz11RkM5neqVahK8sfL97gcXpF5ROZTmRhR+v09yt8LaYPqjM7ClN+LYHvXU9RHcm6plMEBCx4ktzw65Of8LvjtyWwfCUW59Kcs5t21WPhyfdfSWNvK+ifxWiPoQBULrfclAVPxjekJ2uaakDvIk6/fMzU26gdcKAbYRxsqgQfNMOkJplWaB0I50OKV4pFkRKGnbwDXp7HNi8ri0Xe67i+un7MdMrySaA4jbEQJsj0NoJ9Iff4oUfZQJkkqJWhNBldZ3CdwXdSPYegsImg/MEG7EpTH3aQeaijS+311khI0133MCtNtpEibKuZ8qmAGXatsLXH9dRdyoMJHGVL2mB4f3RGOzT8VvsOTWtZtymbJqGsU/aGHY96t3ytOOOz6ojrumDTJjin6cYd070V+/0N8ypnozJ834nlc+aY7q1IjKf1mj969YjuswGmVeKG2ShUa2WiHKmWdhObcOLe52UNjJ6KO7G3UjjZKk564lWPZX9pRmEXrmsaAQVUuDPH6vqBkHp0ISZCcGckUU+jEVDUWm4zQlVs6F8HAvRn9p7BFN1uNZzy/6cLKfa7IurtKvl8/QtHsIbySArqLmpExbxM9vZkI3SrZgigIwsiagEDsenQNGOhYQnALXt4/1QmX20RP/Su4bkDxH3UHAUFzYGcQWFlSRdEAw+wiWOUV/gx3O6nqFbhc08yrqVpKVOK/oa1G1LdGrJZrH82HrtucXkEF5zobNPzknxm8UbMLuqhIb91pCuPSzTZ0tHMLfVUzuqup+nyaHgSXQ63MTUo2bu7BOqR3hW6pg6gpN4EJe+MjeddBDXSZaA80DJ9OlOs8oz+22umjzecZRPsJqN/5ukKMQir9l8PAPRfr3vKQ01z3KJKjcs1qrsbBgiwEeviTqh6bW1o+wGf+VjvhV1OaTapqJMUaiMa3VuLS6NuKpfmxhvRhGkngICpxBRq2q/4SX1MrhsmZsM3R6/4crNPz7akpuNlPeWD4iXvZmcc2zn/ycXP0QVD0muZfjDn4XDGp9eHlFXCsN/yYLSgcYaPL/uETtHUlq7vaUeGZKF2WW8hkTNOR/dx5cRow9TSVCkf6yrrsWsbafqBbiBMF1OKq+LmDdGDpXNLdhvovwyRAedpCy1nk4/ygVQMdNzYSZxMq1i8KffJruVdc6m8a7aEOof03OJ6st6BaDYTPSc0BK13rKTeRfhzJ6k/izviIfC/BT4AdnGHIYS/9tW/F0L4u8DfBRh//TiMTUlq3M4m2sdsjOHLjmDg5usJZh3tuHMpKrfNznYSQlDkN+ymStIph90mv51yuET++EQKBr6yEVd7d8VpFzfGZCWTrNaEmLsg1I4tQqC7EHM6pPHaHEk3nJQBUwXcwBMyj2o0atzQzlP0RorVr14uFcrJdiMUjr9n8UTGtYNXQs/c3BOdT7KKP78GvTKoQcOvPvySjwdHvCrvCXUnNpHt0OyEgO0QNvcV39i/ZGI2/JPV+6y/GGNbaB40mFcp2Y2isjmvshHea1SrcX2P3mtwy4T5N1veP7ngdDFi/eMpdql2VJB0Ee5E+ur1bEZfXT+9k0fB3ljJu2okDC+dia5t8wC6YZyYrgNEcWp2I2uoua92tunJKq4FA/1TaQzKo/hydx7TGnFl6snLk6xCDECMlNNz+WexIA/UY49T0E0CetBioslElnWs+35n41ytMtGDKYUqHKEWIwt0EHU9QdB+G3VJrWZ1PsCsNPlCx2Yx7Ip5EeYq0luZSJQPRSODh3QuB8m2gN6udRXYmSPYjaBqXRFo9pzwzVuFqTQOT+jFBsEL59pUhvxcs3m7wwMdGgo53HWl+fx2nz8s3uRJfsXPv/GcH//+10UoXBPRfkFz8TE4seMuFuI1r53i+FEwrdgjl97IO1vrnZB7t3eEOOzaTk+7gA+ydoIRWkzxQvMHJ0/4+dEz3s3O+cYHz/j05olYPMc9AuRzqWb7WQWRa/c0y02OnicEHQhhS88Lu3BbW0Z7XCUH0LaI6L87o/GGPy0f8qKakiSOKpOmJtiAsZ6vPTwnNy1/8uGbmC9M1BsJMCEgjSIoCbpvh4p526MNmnt2Rq+o6Xq9HQPB1AJWuFQK6XQR6AaKzT12RUu5b+MeLBM3XcP1zYBxXtHLWjatsAi2VCm7visetvdIt2Be5Pz44JhRVpGmjnKdiunHPNA7M1SdilQctYtbsGuZyuWzr/C8XtP6yZ48DKOv3XA7GEsD5iWgPMQ4CjpFOmw4niw57w3pXhb4yuDPM6Ft9wP+sGEy2jDKKy6TPpubiRzmb1aMB6VkcD3bI3mqWb7nsPsl7TxDdzpOWuPEe1rT5pb0LCFZs0Nat8YKOMWX631e6THfHb+g8gm9tOVrBxd8en1I5zVp0jHNS6z2fFYd8XsXb/LyYoJJHG8e3oCwhRimFcs6wySOvemavd6Gm7Lg+mYAi4i2r0UnUb1TEwKojUVXEq4tRXacBnvRyZmVGHHYCvJrJwZHUy0gV6QQtn0BeHR8l7aa7nrgafvRzv1W1kJ1JKCtvbFwK1KBZiiZWlsQVbvYBLqo3eyiy2v7Z2mCr2PtFMePgsvYvTOqk2KfIJMJ3cL4C3nJm5Fh+LyjGYmJVxszhyC+g3MYvOxYPZBDQKQMijxqn7yRe9gWYhjl8q2RjY4a+kCyhrYIuNjI6+4uU0x5CL0IzKUQeo5yk2E2mmoP2dMQavqiyiXrLkgT5wcem0iorl8l3D+5ZP/olI8eHXH5fEJ+JnT6bM+QxKmnjZOs8rhHu80UjDaAXaGjzjGg60Bx5YWeakSCsc1cvWM6SY2UrrYU15jHhhS82sVw7l7U0aYelTu6UexONGwO5TCybaC49HQ9Q/1Gwvv7FxwWaz60J3jbE+v6nePt610/+cNHoR4j4Hcd2VdePAPERE7AeVeLwU8zku+RrBWNlWbED+Mi7xSuM1Ab7MKweMtTnGrWjzzdOKBidiHqzqSjGcu+0h20TPOS37z4GheTIVoFDpIV3xie0gbDh4sTfvPlu9wc9vnfnfwjvpUu+OHgEYsu55vvveLt/IJnzT4fXR7Tlgl6UHGYrfh4doRZSIB7u0pJFxqXy76RLmRf6wqFtTGmJJ6T4rQcdnElmxMBjbMbeS/aiScUDuUSemcy7TSjFrdIJKB9KjFW2ULOLm8FsFQeFu/Iz/B5wBQdea+heyERDc3U0w2iV0OtYnCzTL0kd1RRHsi7l1/FOicE0hWgtsYwioMfrCTv7qdcP8uA/u8B/yHwN4G/BfzPgcs/7wsS5XiUXrNqvyGThcJDqSmPwGUJg5dekNFSFtrqkeLojzs2B4Z2pAiRZiNc8ICNDoD905q2sFT7YvmbrCM9J9KAXC7IqTQLUvAktaBsxWmI+pA7dBajor2pNDbpXKhpVRThdYWIzreOecuYmWQXGuXE8nk4qFjrgMstbZNQnIl2DNhRAJJ12HX1Qs8Si3qXqt3hAeLWaBoRKTZOoR453iku+Hh2JDoCJU2Ev5H8HNMIpTIYxfq9hmla8h+d/yV+8PyhvFQPGgaTkvo0FcH/XkM/b9jUwr/VjaZMLWal4X7F5XqA1p525EhvLelcNvJs7kjWitUDI/llr/naZl/5TIweur5h4PXdxHEp2q7eeZxSGqKA2VOc3VnwblF0lDTj6UImrMvHCtMkeCuHf76WZrvLxZ57i+abEsrjIOG6a0V9pNDTBtdowm3KbJmwHDcELxOMZpbR+JzBvRX3Rwsab2idYV7mWO3J01boi0HROcN6lFLeCjJgFoZepIH4JNIfc7GcDVpQntEzx/UHhvLtGnspoYEyfZVmqxnLQZ7dyD1o+8j0J2dnv75Fpu1G4U0sqDeW9DY68w1b3LCVQ1x7CW+O0y+7VmRnmvJ2n79/2+f//Gt/j8ODJd+ffl1CwmeSLbY50qweB8KgJcyt2OxfSeC2es26nu2B7zLF4FWDndWEtweUh2ZnzJPOhE5YTsRApR0o2kIy8OxaGtwdMHRa8A8OvsX74zMGSU1z6Fg9EBeq9QPRKtm1TIlNtZ0CASrIdNNDNjP4RMwIuoKdhmFbVMgBGCmnAd6c3vDt0UsAnq8nVKWEbKa3sj6bVcp3Jy94kN3yxf191pdTdKN2kydTB9JFIF3KPanHmt/+7B1OsjlP8is+ODrjDw9HqCC6w2QpvwtBaEQqKIKSCZndAF7en2wOg5eOzaGhnkJwmtYZsqRjldx9FpcK3WrHJshEa1tPhRZ1cTuEKWjtyT7p0T8NpGtPuzCYWmPX4v7nU9H3BiWMhNX9vwB3RB0IQTF9MCdLOi5vhwBkWYvWgcQ47g2XvJyP8U4TbCC5jjlKGbhxx950xYPhnMI2JNrxxRsJ7id9vNNUreV4uOJq1LD+5YZhUROANHWoo0BZprhZCrknSTu62ohjaZz+jz+RIqLaB1V0nPTm/MLwKc/qff7g+glWe+7lC24HYud/mK/ITMdVPeDFesLzpweoVtN/OGeab9h0KYfZirVLaZ0goHu9Dd/de8H3bh5ye7GH8orsOorWOwiVIb0S62jXEze1dK7Qkdrj8kA3cGRXhnShY/i2FOQ+FTp01xPwULexAb/xVF5jhypmX0WWzE1keyRIMzzo0Mt0Fyjb9cXlrDjVO9q0T+L5H8LuHGhH4bW7I24pzDaai3krxb7d0nx7is1xwuBlg2S8yfvnB+x+ty1zp+3D6r7FbgKjpy3lvqWeKKo9HacDinrP7tD2ratyfhU4/KMVq8cFdbSKX99L6HJ1Rw9OZNoRNBHsCKiNgetE7l8MUrcrhTcps6xAaS8UWgXJRUJ7nVCOHXg4Lhb89emP+M5oyj/Ivsnz5ACfiImXrQJ27WkHWpqwh4bJ5y3BGJKNWNB3hQRB6y6IkcjK4e9rmiOhDdoS1idSGyVLqUnyW0ey7lg9SHG5Rjei6bW1MBS2jZOpIVkY/EakAe1Jw3C6YTEaMv2hkftSaJI1LJ4P+Tg94sFwzni8Yd3PmXzq2RyZHYD/WpePkZonu5K8Kt0GyntQnbRgAnphSa7sjqmhO4kS6b/Q2LWm3gsEq9HR1Mf1xI1YdWA6JXTxkUZ3ollyWcCWMln0WdiZ1HV5x8P+jONsAcBHy2M+44D/6b0/4FfzV7wapXx4eJ97ds7MpzhaxrZkbEu+3XuGiQXtk70bPrx5wO2i4LQ/4uxmhG4VbT/qAPcdZq3JrkRvmC4DwSo2UwHDs9vIgpgHbr8uazydy2cIJoiTYgJ4BY2WfcMoAYquMnpXGpcFBj8RuuXisd5R77d0aBsHH5se2KQjMY4O8ZFwPYmuMZWWCX8uww5UwPWkSdSN6MraYZzcRlM2+XfRp87fKXCf/fS652dpwvZDCP+eUupvhxB+C/gtpdRv/XlfsGfXfCuVooWoS8qvorVz8ZXJkJOCyG4U87dkQ+mfem7f0zRTj90o8ktF/9TTP6vRtcMqRTaz1FOxmjaVYvBcHkZ5KHxyn0ixk6wjHcFB79phKinoyz1DaKQ4qA4EhUrW0nhVB0Ifya+QkfbSYyvF6sTQTOXA0a2i2XNgPXVj+fbDl4zTiv9CfY32ZSpuhTHHRQWwpafaE2dIFUJEyKRZ85adY1vXC5Ebq2gHnrenM369/zG//M5n/O/5H3D1X50IWuEVLjM7EXCyALU2LLuMV6sxadbSngRYpJRlin9Qi516q5mvepxMF1x8Q6H+eARBSX5Y2vHfe/Qh867H37/5Nqa25LdbnrUUQy5TqNfMq4d4IHmFXahdLll1JM+aIE296wkS0fXkebgM1vflZUnnco+aISh9Z1bhE5l2tQNFfuME3XfRTKCDbO6xpWJ9one0kKBkg6oLJNNIBbLnKdl1zFPqOfJBTdkXZHb6YM7PHb1k7VJWbUarpQlzQZEZx8PBjHf7FxSm5o/mj/mjz79G0GEXZCpUlOgQqqPdfifWrOe/qPGpx16kZLfSaLYjeS6iMYwF2gFiIhDpiC5SE/Nr0J2mOvDUh07E306RRhMQgDQXw5Dy1QBqhe0i9aW9o7B4G0h7LRrPUJfs/+UzLucD1oOMzRsasxI+NDM5MNZvdkKReWZ2gMPrunQtmVsu02yOUpp3MtFLRC2pqSIdw8hUsdpXJAvZpDf3lNBDuQNQ7ErxxR8/5LPefR6+eyFI4UCyj1wv/Jnpo2lk79k8cvQPN1RVEql7EnFxl5Uo6PxXtXuDF1HTknp++Pw+f/ryBN8YWAndS+y+ZSKKCXxv9pBP7BHzWUF/Kc+53pcJmGlkTTdDdmYAw9/r8ZvT9/hbb53x1/Y+4vxbQ778yTHptSG/VpgyYCMnf/aeoKqhE+R7/NyTX7VsjhM2RyJYHn4JK5/xIplirMOd1Kx7CZMfaQl5jo6R/QuHqT2rTYJLY8ZLaxikNZO85Efv9sDnpAvJYMu3Qv5+/B5BnGnLfZkmvO5LKVh9NCV5e8m94RI31vRTCWK/XhcYHZjXOWWVoFTAHla0NiO9NaQzBSHhNhkwXxb4TtPr1zSbhNGFIlwXLN9N2StKjvcW3Cz7O9esJOnYK0rUYM2X1SHJWUJ3nsDY4Y9qQrl1bLUxR86jrafxltNmglGev370ER+uTvjPn7/L4+kt35284AfzB/xkdkDnNE1nySYVbx1e8+npEZ/qA+Yf7aMelIyGG/Kkg0HJxWrA//Ps59DPcnrXivUjz/qJw84NKiiSG0Gh24EgyK4XYCYU/s090aUkc0P/JUw/rjj/pVzyLBN5fqYNdEYmYdl5YPpxyfztHuWRojiT/bkdynS3dyXOrwTonWvK4wyXBuxaaol6T5gp7UBHS/ioKamhf+6xa8fqQRIdYV/z4okNWNuXiIh0Kdpwl7FzuGsLuH0vlTDl+Ta3S/ac3qWAwM1e1AoqMQZwqWi+kpXsvdoJmNwVkuEoOYU6apwC9WHO4rGhG4hMY9d8Rn2aLcE0CruW8708UjuaoW413cgLPbHRQgsu5WzLFrL/F2eyFy3elEiSWVNQhZSH6Q3f3nvF7aZHdTsWMxWjSGcNyieUB5betWysXS4AvEnuImi27pW68bupZn4rQE66UPSuPMnak6w7dOVoR4mwBzxi8lYTp2dqJz/Jr4VW7TLF+r7C3XMUacsy8yhv2Ptxzc03Mjb3A8PPNTd+j8Pvrvj6/gW//7DP6ipncxxev5Y5Ph+XQTvwVPdksqlbMCuDGzn8tEVfpMJgutVUh47sxlBPQtRdQ/FKNGybNzpM6gjWkzxNSOdQj9md83jRy9mV2kVorB5oggV3ncFbcJCsAPhb93/MIzvnh80J/3D9Dn1ds29X7Js1z7s9fnP+Pv/wkw/45oNT3swuedHs8dH6Hg+KGXsfrFm1Gbd1QXBiFS95wAF/0KJnRmrhHFaP9M7ZGkJ07lUs3hSgoL7XMvrCivYLMcsQTwiZcLYjWP58RVhZkrkhWcq7Ve5roQf7O614eRzojhrMdcI7f2/Js785psxz9NMhD3+nQree3nXG7XuGNuarJitxC+5dxNrSCe0+ncHwmcfWgdWJoToI+DzsJFPX31b43/nphc/PUlJvJWWnSqm/AbwCHv55X3DWjPiHqw94tRrLTUoD68eCmoi7nWb/T2vOf0kcDA9+6KgmYjKRX0sTFPYamoHBVAk+zt0WbxU0Q0UzkrFkMKL78haGLxyjLwPre5FPnAbK42jYoCFZd5QHCfVY0/ajm04nxXq6EGvQfOYJ2uBTtXMzqsdGqInb3B4lize/sCSrQHmU8o33vscv9T/j+wf3aUb7+ERFgbd8TX6tyebygq2P42Hal410/8MO5YUfrXLprtsC+i80r94ecWhKhirggtq55dm1ZGO4VLE51tTHgfxkzW1VcP58yqMnV5JsfpWhnvUIR/II9dLSloZXXjHoV9w+btGlIUxa3jm8YtVl/Hh2j7C2dIU0NbqB/Fboar1Lz+LJa5rLf+VSHfQu5ZCxpRSEdqN2KCejjrAx6FaTNoryxFPvx5eiLxtL2GrCIk1mqwdLl6IH8onahe6mS7C1TAPafixo92RcXZxKUbt84vGLBLswNHue5klLf1iRqsBqlZMMG0JQ1K3ly9UemzZhXad0naF6Jb6v62lOkTT8q/d+yLdTx99Vjj+07+EHjqBlUuMyQYGDFj2K3hgG55ouh83jDtUq3v6Pak5/tSe23gpUKoV2eiub9vqROAGhhZbZ9dk178pBdquFR37YkPUbSpvjLsWCmw+HNEUgWym6gQiaQxq1MYCZG3rnmtVNj//w6pf5K5NP+JWjL/hhep+Prx9glkL32PKo1bRBB7DPcrH5f81odLCKdN6xeJJJDEU/3oo4EZUwVWm6to15/8IBhtUbUkBunTm7XqQhdNBYhYmuoelPBtE0JU7e1rKutiBTSD2p7VhXPUjlMJ1+LJP+rnfn5ro1gfEpbO4p6n0H4xbzPBfN434Lqcd7vaOkuiygU8cnp0cApL2WzYNUePUuNsu17C/tWPRqvXMxMTp/MeW3997jjd4N35q+ov9+Q+c1n50doj/vkc4Vq4dGMnnSQDdxBGOpbxRBJ0LvidSgZigHkL9N0fsVf/W9T/ne+QOK3xqTz6KusRDwytQyBZl+JJQ6f5HzajTiV+5/yeDtmn86fxfTGtqhoi2FeijhpHLo1RPN6KkXatdrvkKtya8Vq70et/0eV5cjblLH4XSJ85rZs5GYGT2qCRuLahSmlriLel/uG6uE0CpMoyizlN6lxmdQHgZUv2Ne5myqFPu9QWRvBOqep9pPefPomoOjBTeLPXzh5B0+z/BJNASxQtXPHq74lYdfAvDh8oS/8+jvkxD4X52/j/eK//7x9zmyC36yPqRzmtvLIXpp0UcS0tytEm42I/pvLzgcrki1o+wSbi5G6LklWQkN0FSB/nPRp2S3MZ+pD5sTeRbJXFOcikayPJb1WZxJsbV4K3D7QUJ2A/lNSzOWsNY2Fsl4Wfezb+S4wklw6x/lso4bKZiakYAjwQjYBvK+mCZw+Ccllz9f0IzETn8rOdjmH20ONEWA/mlHsmxfOwCElkmyrQUs7J/VrE8yNidiNNM/86RLz/KBledZee79fsXZr/SppyFmiYGORmZ4WJ0YbHTVrCdqZ9Kw3WO3DqggzVW68uTnJfrdBG8CppV9fKu7kfgNOf/Wj2Tt6Rgl4gce1pr0RlMf3oFRwStU6miHQknfAkm2VDSHjh9+9hCrHP+T4z/mX5t+n76t+b8vfx7/ZSY1yoOc/Kolm/uY3bk1/gBv9S6rddslB6uxZXQuzhSTT9eo1lHe77O6b3CZ1F75zO8YS+kcelee/llDW2S0A9m3t7mxBEXvEtZJj6ssp7jWKB8oDxOSZaD/XNZ670zz48/vc//BDdO9FTfvWezSiHX/674UTL95RQiKpjOUVUKWyXRmvijQr3KSpSI8bPCbnPv/JZz9isf1Pf0vJZ+0OpRnRAC3sSSXCf1XgWYo9za/EcpfKwN+2kHg5luB7Eaz9yPH6V8Ro44X6wlt5GD+ev9jzt2AP1q/KU6rccH96vBTLrsRyy4nz1tGacl/fPFzXGyGHPRWTNOSRHm+NX7Ft3vPmT0s+P++9Q3+4MO3UY1GXyfoWu1AYycmu5HNoe5M4FQEo28s6/tqlyHZP/N0maI6iOBOhUzFzFaHyU5eMnzmWT3SVCP5Od3YgVf4w4ZP/s0McxqYfD9h+mlDMqt49VcnOw2qt/K+qMi82xyL+U47dez9saHah6vviNGNXQs9tEPA+9XDlsnBivDnRDv9LE3Y31FKjYH/DfDvACPg3/zzvqDzmr9/9m2ev9rD1orkUouAPQ/kV5rhC8fmXsLejzsuv2tZnRiGLx39M8mQUB7sKxFv+CSwfqBxWS6J8B1MfuKox5rNiXTKxSlUU4OLfOHRU8fBDzrOfzFj/o4gN+sTCT00jdB16okcaMNngfxWwg1v3xMUoTgPrB6qnZCeIMhW8So+cC2b/PKJ8I1/rnjK3yhW/OaDz/iHoz0YS7MpRiTSJA5eOdqeIl15srlQ+5SD7KrGpTnNyOAz+Zlb2t3myxE//OCEoS45uxxz/NxTxQZDBRh9WZGuUl490Pzqw6dcVgOSW8vVfp/qvM/wMyMFXmYJaSC7FmHhcmChDwRBGMbTNZ+cH3KxHpBbEY9ntzL2X99X+FRoZtnMkaxefxMWDFR7MpoffKmxRkWbZuHLs7SkC83kM8fVtwVVKV7qXYaGTyWQL10J+toOZKM2tRgvmFJy5AZWUe4LZaMZROfCaHUc4otvKhktu72ObFDTVn1xNzMBqz3LVQ/9MicAo29c82g059l8wnxRiPnGdUJSShaQLy2fnh7xG9Pv8oPsmv/09Nvsf+2ay9OxiNgbcU3zfbF6J0BoRLPmLYw+tiyfeD7/H2foOpDOhLawPcSEsiMgQXEquVgqBMIVLN+E8nhrkSUbBFqspZNxTbcxcaIom071oCOd1PjGEJYJqtU7iuj2d/lN/w2yX+x4rzjjU3OE6ne4QSd6NyVaN64z0dK8s8Y7KUZe56Vbj8tNnEpJ4y36AO6MMTbCsW9Hgd65opoasoWn2pgdfbXrxXvkhbLTO9e8uj9mUFTcvtlj8KWhdyaUYKHLCdqaLAPFFwnz1RTjFINnCtcTMKeLDT4akoWgl/VU9iefQJV5FFIYhZGEdreI22GXebrYWKt5SnJl8FmgzQN2qRg8FWvwLr/TzCZzRZiIPsf1FA//35o/+uG3+c/fcwwfLXgwnvOoP2M+zbnWPdJ5oN5TmLmiOFO0A3nX1yfgEnUXWRCp0clcUbw0NFd9fjA4wQXF+S+Jq9X9396gfKA6zKhHhiZ+9nYgB1t7OmT/8Zp72YIfPTpmpUeMfyR6wvX96KY4l/ygtq9oY17d675s0RH+8pykMVzejGBtcY1mnvaw1kWTDUVTGVTRkVxl7P0oiHNZq/D7DlV0hEWCvZHmbJsnqR6UEq5cS0AzSLOR1YrsM00wfT59P5d3xATZAwB3z6Mv0l2Ar8sDqQ6ULqFnWt7sX3Pm+vywesRhb8XfuPen/M+GX/J7dY/rqk/VJEKz1IGuNqxtRjJs+KXHT+mCZtHknK8GLJYF/WmJ3vfUdcLGabxX2C8lwLd6r4aZWOD3zmS/tWtoR4pmGHPrpg3rJx71ZQ/X99iVJllAPUmoJtv8nkA79JJV5MWuWgN+Y1m96fG5Z/CZFf11KoL8ricU1WQlgvflY8hvc5n8TO6KSlOLuYfLhSYEmmSjcD1N+OI1L55oILIteMv9ntCSUqEJFmctaMmmDJqYP2XExnoQMwrdnYmNrQPre5p6T86jbTNmaim0bcwiC3GSlM4Dycpx9isjXA79V/J3u1uFCpKNqlykXw8ReqHxdPsCkJt+S9sqkr2KvX7FzcWI0GiSQUPea1iWlvQ6atFjGLzqhDb/8eURl/tD/uXiGY/s77N8P+cf+Q8Y/DCjbsyOgdAMNauHemdUYHTYUZ91B6b0uFxTHgrLxVSgWofPxdIfJeCMZIVpAaUr+ZzeKs5+ORd6a7S3z+ZOjNoSqTuTlWH1UBgz22nc4m2Jo9nqHs3MclkMeev4itE7NU9fHhDK10+FtoljmNXcrAvWn40hwGrs0EvD4Lk0rpuTgKsN9/+ZTF1cvwPrhcFxIlpNdKCft5TPhuRXiqufd7I3ZWJqo3KHeZVJ8PCeJyQet1YsHhv8oGGwv2E/lzyMf3XvQ866Mf/pzc/xL0//lCfJFb+7eZcPVw/4sHzIh4sTPr46ovxySHNsOVuPePXJIZcnAx7v3zBIal5unvBfunfITMe8zknHNc08g9oIO6cN9M89s3cM5ZHHR2+IZCnvhK7lTMxuFfX0LqLJloFqoimPAqgI0uggGaatJljZf5OlDBTqvYDLxcBEbzRhz9Eb1PTzhsuNxVtLuW9JrxW9a8/t16IWLcqjykNxBU2WmtEngaufF4O96aeO+VuGai+webshGTR0jd1paZvOsLNO/+c993/Rwggh/Eb8xznw3/lZFpPRgWWdkb5IKU4VxeW2aRJE9/I7hmwGBz9oOfwe2LVjc5xAzPiyG5lmDF7J+Hnx2O4c6zYnHoKJNs8yOdgJwp1sbvO3hIue3Yo9ZDuADTpaMIs5hj1Xu6at7WvqaSwShh6I6EwWaWFRk6BrQVzaEayfOBh0sLL81uJrTMwfU7pkV8RlNzA49THfSzKqvJU8jP65p7gQFKc6ykjnHUUmHHGfSHFY9gJ+0vIbN9/BKo86yyGIiNQb0ZLdfL1HM5aN9LIasG5TvIFH0xndZMGz6R76sx4c1tw/mHOxP6BcZjw4uSWzHTM3Ib8wrI9S2kXGzU8GtFNH8czu8pV0zCVqC0XTt6wfvH40GhWDkRNpvKpjT9hr0JdCwyNIAVruR1OK6ALp0oArQqQpSvO1nbz4RES7o2eOzb7h4hcLmjieN9UdTUy3RPG7hAD6OBHNXiR0haW40GL5v7LMqgHm1pLOFJtHHVqBR2FifkfbSvaE63v0oMUaj+s0/8EP/xLGet48uuaov6I9NMxv+3R+S69Q+E18NZNAMxG00m/pPKVi9AUMnzUsniQ7e1YJjvXgpTkwNZEeBD7xO/dHn0cR/NqybjW0GtsK5a0Ze8JBg7lM8fM+fuCExlJp9FIO/GYa8BuhHP1nn7/H/4+3P4u1bUvz/KDfaGa7+t2e9vZNtJkZlZlOKtN2SVXYAgwWskBgvxh44A35BQmBhAQPICzhB0u88ACSES4MQsimVLhUyEXZkJlV4cqsrIzIiLhx+9Pudu3Vz3aMwcM31tphqeJWupwnlnR17zl3N2vNOeYY3/f//s3oo5oPR1csHhZ8/eWpGNY4RXYrBVh1HnBTQzmoxdb4Db58omkmhnoq4a3eCkVFDnNFO5bDWjLoPD4VbUs904cICpfKJN0boac1x15sp1cZg+ka/d4dd90Rg2eyCe+jMkzDwdnNVlJEbB9LceFS2ciVRwrWgWj3yotw+H96ZzDjln7SoZaJUBB6TXIrLqF9ITQHXYtwP7uD5kjHbKYgBkW56BzTlbjPdSNZy4NXgepIs/pYGondJ1N+9rBAvxV4e3zH1Vtj2kVBspKfJaYI90J4WwWI4av7pt9lMl0dPgvcHs04//CG8a9fcvPDc5YfFJRXPX2uZV826t44SSuCMfxff/yb/OX3v+R3Hj7j9/t32WxHB5MHkOtW3Dj6XCaIb0oc/4uvvjO0PxvjntZkRUczkXvQ95os6UlnNc2mxCwtoexpjxx3H1vGX8g1S68NrtSHqU117g8uW/1KXErUsTRX/UD2Kp9EOlUN5XNDcxToJ07AD68YfCnN6e79FlM4uM6ovh7xx/0TPjq/5t3yhlfdjP/w6ntcbYe8Xc7509bw71z9Hp+/PCUrOt5+fMv1ekD1ekjTaf7ydz/jPFvxt776NlnSU6YdK+BosOOsXLNucy7WI1ZXQ7I7aYDXwwRTaQYvFNV5pPVmURifCn0tNBIErjSkc33I3GtH4vRQHyuC2gNIAlq00ww/7pn+qZhUVKfyfIqLIoSVxDvs9Wd2q+hGgfUT0Qb3Q6H7FpeB7RN10MAqL5O0zVuIpfXfe8OLJwhYEZQAFnsKdPlKNG/d2B4kCH0uHGZ1lAgDx4pJwV6jmUQH1vw2HEw57E7+rrzqKK+gOk1oB4r0NpDsPOvHhst/JkX1Qp1ymRia+Uz+e2/05K2sPTeIbrW9Qlcal3pIAsYE7uZytvk8kKQ9RoUYNSQA5+B1R7KztBND48GVmi4Ytl40zwPTkJYt7SRl9rPA4n2xIS9uIt14GGmjW8g2ntYp6iPF+q2E4av+EFQ++3nD9u0hg+c7TOXRrZEw7CCTQWG7RAv30xiBlApdsjoVrdk+EgFES9YXhnQVmP14yd33JyRr2cdNqyheS4TQbjHgC2A0rAhekV29eR1G3xi+ujjG7ywqD5KjuNJRqiK1mE8CyUXC3cfyTGaXlmDEwKzrlWT1ecV2mVPciMwgvTOYBgYvA/PvK1gZBq+kLu5bhV3L5Ls+DaCh6wxfro7419/+ezywCy76Kb8xesZvZi95aFKOhz/m1K75++v3uGtKzkYb3vndZ0yTHT++fMh3fu0ZAB+Mrum94e9cPqD/dCTZgaXciH3kkPJCG4ZozGcBHQ6Zk+VlIFt6tg9EW5ou1CGXc/PIHNYRKmZ7Voau0zJR66F66CVfLHoymF3Uy5UBZT1NndJ9Omb6QtFMYJ1r6uOJ/K6V+DMQiNFWwgzypy1LnZNfR6dGLeyNdAF3heXx29cUtuOL62Oam4LqxUgmdL/k9edxR/x3gH8jhLCIf54B/1YI4X/wy76n6w3z5YB+5uk2BrcUvVVQkM0Vo+deRKvnCc1YUZ0LnWCPjrQjKRK7OxFmlleediBjdZQ0QeL/r7A66h4amXy0Q3Wwt0+2nvJGmqj6SLM7jw4nG7GWTCp/yEcYXHhUL5llzZE85NmtNF7ZMiJXg7hwC3F+csry9scX/Hx1xv/oq39VslTKKKxcSRG3R5/K657NA0s3ViyGhuOfdGweWrYPDLaSKZ6ISeWAsZXCnXsGpuWqGRJsYPNEc/7DisUHOdvHMYn7qOfp+9cMk4ZPL0958P1L/urZJ/xo/Zivw7E0hHnHSbHlblvQBVjXGS8vTshuxILevygx+8nPa0t5KfTLbiBN8ehFR7CKZmJItm++EtKtTB+TRRRpK8SlbOCpzkTDFnLPIrWgPOlSHKH6gaK4lnu2F/b3STSm8ELVuPqBxdT3jn17sTKADxymGpKTJTSYdiKULt0pqjOPK2Wt6OhWuXtfglGXm5y6s+w2GX6bQOIpn2yotil+awmZpxzXpLan7S3X2wFZ0pNYx9nZkuu7E9EOdIr8QvRq1ZmnHzv0oKMHWKWkS834y4Z+IMLiwySmDAdHwuYo/n0O2ydeQjhvEtzAYzaa4kpQxOphLzqnkRNLcw+hF+fM4RcWbizdMFIZO/kd7XmHetqhPy3RPx7yyYNzPIpllTM+37D9bCJTnmOhiQKEm4zGOtLkzTjc7V8ug80TEa8PL0Tj10yi42QKfUTM85tAMNKA9aWYmOzd+PaFik/vHcuCDui14WY9oMhawlnD1ueki/tog73tfH3mDvlS5aVi+yjQTR3DL2PQqhWXw26sQMsmX1562qmmb0usixPfZXpwBvQpVGegUDFmILB7CMU1zD7pyW5bbr9XyAS35T6GoxL2wPaRonrgUZ2S/DojdtRf3BzzcLrirfM5z75/RPZJQX4j09+9SYypobhz9DtNF3OqYK/hEMfEbG64W5c8nK1ojzz9a019JM2TcPg56F8OWXzzjB+NHvJ4suRsvOHraUF+nRzcWNNoGNJOBZHc6ybf5Es1ivxWsS0yqjwRum+j6TqNyzvyrKN/d41SkgXW7TJ8Glh+CMNnAeZCn+xLAUTUeYOvDS5Y8leW+l1Bq73XkItzXj8I+FmcfFYJ9iZh8KU9fGa7g93jgC17irJh3Wr0MqFZZ9gHjkQ5PqkfMk5qvm5n/Mn8Cf/V8Z/yJF8wmexoe0PvNd89vyB96Jg3JbWz/I1Pv4f++YDluzVP3nrN0eMdAF8ujpi/nJLcGay5z8LTtex3q98WYYl9lYk4vVYMP0lINoHbv9KTZh2tlXzQ6nsVvtMc/WHK9LMWSMWF1QjVtBsqhl8qdJce3NDS5d5lM3D844agFau3U7aP44R0LSZW1blECeTX6mCMovp7OpPupAhzA4+u9RunI+5TRlwhzzMBipselKKZGvJ5z+B5QztJaWaWbOnkvC8F9PRWtgPTBorrDrvt2Dwe0swE1E03ojHrS9G1u1w+r0zfIp13JIBdeSH7Wn0UdbxplHlYYb+43BPKHrW1DL+UeBLfGMxG01Ql6YMd0++sWGwKmjrFJT0MerqRFjaQSimvBaBLH+z46PyaZV/yH1fv8XVzwt95+SH98wFpo9g+lPcw/toz/Yc3+H/uVIDOah/tcR/GrDvYnUhZGrS4QG/PNd4OIIgjbVLJ9/gTAZnShWi98zup/35RO9qOxR02mwcx7xjoQwiy2tYoNxGjjz9TjL9uMbWjnaW41NI9K5mfJlKsP2nf7OJBzLiKHxVUDz1+0uEzAdj6sSO9MZx8JvmgKsDdt718/aU4e3cjT9hafBCQQwUx30jWwshSTgCJ/EYmQ82UA720H3n6Bz3BKwbTiq4zLDYlI1NzrHf8J/W3uG2H3PUDvp2/4tSuGOiGp/mcs7M1z+sZ1/WQ19WYaVmxanIu7kYs6oJxVlNkLfPjnvTaYuaiKXbf3zAoGuqrY9KVZvGxaOGyudCeJSdtD2SEw1l0SPIZhPt84Y0AWd1IZBiq1ti16NtkIcXr60ULGTQ4H9CvcspXis3bnuW3POVzQzcMTD/zVMeazVvSeMn3CoOmeGWpHkttEAzsnjiqcyPNpZLf9eJ6xnBQ016UJBsZrKjuvxgd8df2DRhACOFOKfWDb/qG0CvyoqU797SrIc1WS9aFEpTHVl40OSNBsvaFT3Mk3fr4C3lIkp183d75x+wUxYVwSF0qh3tfSJOke6GU9YN93o8E7YnFceDkT3cEXR6mCfWRomuEnhcMNGPhqdudojny+FnHdmQoXlmSHTEbSAockMKGW8Pl+Yg87eg/HfHajBi8UrQT2D5RBw6/S8EnlnQVGL3sufythM1DG9Fk2RSHrx3qErbnksPTTsA1hv/3Fx/Td2JpHwzcfZRLYKMXIwY0JMZhlafvDEXSkemOm3qAv8kwAaq7gk/CmYTmDTtWl0MJpK7lQUzvItoyEJSxL8UCtxuC6RRJFIX3mTjWvOlX0GLkMngVDnzfNhFRuG7BNJrm3OMGjsHXVpyoknuEHi/aoGCi5X90y+xKobKkK9mc7Vaa9fxOjFP2k790yQHBDVaS28vLwPIDcIP4sPVEZDGgagPDHmu9hLS2RizLx8LnZtDCoGVaVgySlq9ujnAvStR7K+o2IU87hlmLHzhUZQilo36I2NpPW0aTivORuJx98uqc7q7g9vsZyUrAAuXk8Pbu3h68Pgr0Y0d2bUkXmi4k0lAoHZFV2djsxuCygBm3YqM+T1HWg/H0paWZCcpttppkLRlp4Sah6zWTG9FO/ujZI/7qRz/nB+885298/T3sW1u0DlikUA1ecpOSxOG/ARH6i3iJQU+IGjATm+xov2/VQaiue2KsQdS6xX3AZYoQ7eIV8vxKmLrCVor69YDkqUPHeAvlOdBkfCrXNQx7glOYKhHUzsq13j72YiG9jk5KhRSO6SJO5wLRxv4eJQQOGULmF8KZu4kUedVZQPWW40b2QNNG0EQr0FbcoGrJUDKVQiHaQdOKJrLSJYus5eOja0ZvNfxEP6R9nZEuxAhAd5DPJVslXXmC0XRG3keyE8rP+olBN7C7KVjm7cEAYU/x7fN7LQoomqlMrNOlYrvLSGeOk9GcF8MpLhXXUowg29skWklvFcWvwJl1H+zuJ708B16KGnSgbS1aB6q7gvJoR9tYacayQLJRVKf3uptkA8lW060L/InD1IrRs0BzammCQm0N+VLAgpCAdwofFHTxXCuJZlGw/NgLnaXT9L1k8WTTig+PrznNN/zD1VP+tbO/RxcM/kzxe9PPeS9Z8Xujn/P6fMJ1PeQ8X/PR4JIuGP6j7cdcboa43pBUimadMK9KPpxe03nDF90xmEA3c5iNBCzvzrxouo8bZuMtISjWF5lM6DPF5i3Rw9m8o6kT0NDOHONhzep6yOYpdKPsYLWte4VLA/1Y7KXNbcLglWLzUYdqNHaj0V/C5klKM9FSNI6FHmxaxeCFYvskUJ0LUHJwjHQxV2zoaadyL4ZfWE7/pOXyDdNZTSvSBt1riuue7YOE2++mBxDwsLaRXKtmKntxsgmUlxKzo52swWZmqY+s1CanDrs1MYIC0ZkvHLoL9IWmnunD5NpupDbxqcTp9IXCdqA20oy4Ik74vWRVhtKxeyS0QrswkkOZB7pWCnqlwPeKzltCo0nWsibbscK0wkSpNxnNseUfzN/i77Yfsm1SFq/HTL8QbdfuXD6zcoH+aCAT9hSyhaP8bA5KsXt/Rp/Fmijdu7zKdU1X0lzZSjR3uhWANY1T82QL4y8rdg9zMSXKFLuHAiiiYO/GbisnwKyXjKzB4ynjz7coPxDQNtG0EyuZYy4weKEIr1Ka40Dz5BvSdv+iXpmXmmPW8vh8wWqWkRiH95oFYxbvS+ZVN1D40pHcSSPuH9dkWU+RtezqlPaqJL0VgH1PVa2PZc+1W0V5AcuPAmHUk1wlhFaRnrW0jWW3ysmHDfXlgK+bE95Jrvlu8YL3x9f8we5D/rR6ylmywuDpvOWfKT/ny93vsO5yEu347zz9I+pg+Q/Cr3O3LQhAkfSYYUe/jfX4TjGbbHg8XPJHRzPRiJ500MoQpBvs61uYfNWRf73g7sMzqgeeZKMYvBB30PbIH3wmfBZExrGTSXx+rageBIZfa4avHMEo1k8FeNatZJpCHOBUisHn+mAAo/sYnG7BHUc/hbvkkF2WHtW4scF8kaNKR1841M6Cg/zKYJ6V1GVJFmn7rvTfCAD9eZowrZSahRDuAJRSR//E79NwVFZcrwfQqHsdSJDio56JZkP3grLZHQxfeVZvCS2wG0B+C9lKeOB9LvSq4kbG8kEHyQ+zkgWhowivG6lD4rYbyKatHGRacfdxGe03w0G4a1qh3tRDyRHqRlIsFReabSE8tnYcdSRbGXGbRjaHfbbBLrpkdSc9dIpuaIWz+guIugoxZNAoksrLlOVEJoJduRcRix5F9+KSJI5HCbpNoYgoUQvbx7LgTLSjVr1iUeXMsh3GeJ7fTvmbfJ8vXp+ADminMUtDkyYMxrUUw3MrLmUPW0JlmL62tKM47s4CzUQdDoOgpZiSRHsorn8FAtWIJtZH0gzKNMLgM6EH6g6KF8IRP/qk5/bb94GQeHnfupYGvc/lPisn93r6qXy+dBkz67QiXfUol+DNL9ghZ9DMAvmtNGDHf7Jk92BKMOaQU4YJ9yGQraZa5ZSTCpM7dNlRFC3vzm4prTTFnTd4FNY62lnPuKiZZDWbNmNdZ5B4EUGbQEg8JOJWmCc9msAwaciLlkYXdIO9yU3AHd1b9Zt6H0IYIPN0Y8kHKa4l/8VnwgFvpwFayRsJmef8eMntaoDf5ZiHHdY6tkcJGPmchPsoBbuW+0GQiZL/aUH1fsLj9I5h1rLZiSipyDqysqdzmtW6ZHtT0vdvlluvEo970GKepZhKdI3ahUNsxH4y1A3lmil3r5fYg0G6jxb+aUTcoruk3QpQNCsrHo5XfLJ7iN2kh/1kr+WkEb2QOImJ+9ghVD5GakiouNAuvBFtmNCIFN7eT+DsjujCFG2vU+HE261Qg7qhiLEX7ycx2gC6oUG5cHCD0n1AzaU4sVHwb+sQw6INczvmUwVHxY63z2+5GQzYfTLFtBKLsHkgAdVqoGlH94Lp+kjE7d1QnrnyuWUzy2XKphTaB/D3GlcVdSt9oehmHrXShKucxUnB+8Nrfu3JS/6Rf0L4rCBZyzWC2OjaSFN7w6+92QqNBusJvUI1GnpokwRtPTjF7qbELiw+E01euhR60J72kuzkPulWoYKJjo9C61U7zeyn8uftY/m65DqhO1GoTFgig8s4KRrLFDu0GipLvRT/dXfUcFmMmNcDTgpxMXsruyVRjonZcuEyBqrl10fPeZ4cMe8G/OH8Pa6rAa+eH2MHHTZxVI9lmmG157YZ0Lr751PF4GnTQnZjsDvYJAmL6yPSO03WiN4QpLEKqae/LjBbLXpKu0cMBCyszuTPukX26f1+bTzaCTqPi/SfCKQ2U6FJuTzqWQY92zxl9IUAat1pj19YBi+Fgt4PpVHRrSJZKrIFTD8Ti/fwhpdPnwlbxDSBbmQOUSkC5Mh5tHwnIdkJil4fC9DY5yqCzoF07TG1FI2uEGOsZCHTm2asKW/cgWIvAId87r2rbraQddXMFMPnntoqVHu/tnWjMAH6AEEZQi5B8MlOMXom+2I7C2gduJ0PCV5RjhqOBjte3U4wdXKw4O6GkeZVGS7WI4Z5w6bOWN2VpDeyB/kYC5LF+J92mpKtxVDB5Zrq3Rm6k6bq4Kh66dieG5Kt1GqmE9DUJwIiEkOoD1Q2BSGRLFdv1cFhL11JU+vNXmeeYGuPdrInbR9kmC6N4dcKlKKL1zJdBdKNeAUkG2hnv4J4DKB6INP/3mtxK0VqTILQ4pujfQi1AA0+lVD4JOkZZi2dMzRG4ix8JtdtH8idrKVpXn4gQEUIcgYpB802RaeOsLXkRxuqsueHd++w8ykjU/Mb2Sv+y4Of8o+ax1z0ExLt+CC/4KKf8Hc/+5APH13ROMsfr9/i10fPeTCQN1kkHb3XGOPpkiDa5jFUPzmj/PUO81AyEmk05XNpwm0N2V1g9a5i9VaCaUbyHCWebqRQTkfwM2BqiS4KCZi1ESZQHTM7W6n/tg8Ng9cuRrGoSHUUMCJZK0ZfCVDbjmXv2Twy4lRsPfRa9LSpMDgmX3gu308wmaM9FXMPWs3gS3PwHdCdnCF9IbWDT/03ZhT+eZqwfwv4A6XU/z3++b8N/K++6RuUDhzlW7ZtyiZufPltdGUZEgvfmOeTi1arz2Wjro+Eq5ysZfrjMimMB5cO0xmWH3AQKENEmLLo2KP3Xa6gS6YVQwafiDZm8qUn2coYsytihkXlqU50DD6OQb81Er68vS/EvFWCviyFp12dyQZrjGeQt1RphioCTSO5B+kiRGc+6azbkYgMu1LQJNNAPneyEca8MtOFg9A/XwR8Ig4c9ZE0RUHH4jqebcEIyt47w9VOeFZKwbObGX6TCJo58lIopA4dZ7ndxEHqUeo+gVzsPtUBtTMN0lxo4iYvxVNfvvlCCIQO2ImpoLjeaA6ubcGIEUE7VtRTac76YTi4IvaFFHu6U1GMuZ9sBbpSS/5Q5Nwn6w7Ve9KNplvfi6r32p5uIKhh9XCA3cra3dvm7x0MQaE3hnDU4ZxGa8/jkwUAPgpZNm3G3bYQZNFr0kHLps6YZDU+KPI00pF6DRsrCfFJoN0lLLxiU2Usy5ymkUe2nXpcLvSCfS5NlwHJ3gVRYXKH63S0aBdzkJDEkPFKKHFu5DCDnqpN6DtLyCQfbLvOMZUWF6FYTImjX/z5PeweyTU3Dfz+zz5g/P2aMmlJEkfTJNQKEutoe0u/TLFxk3yTr9T2FKMaFzIJ7YwgiO6joN2rA3WwL+XepStFOxHql3b3eqd9/k4Y9ThvxY11rWmc4ePpJZenI3aXM2mIGtl71EAQZVaG8qXQae1OikOv9vQG2exNHU0HBrJXmHpP3VNxWibX3NYBdrKXSbxFpDhfepqxZvskHJ7bbgTrx0aarF/47ELzijTdRAo35aXQNkvLTTtlPh7w8eNLToZbvhiN6GqLt4ouHuTtWNaRaYQVIE2krL/9NSXtmTypWCyPGT4T8IzYRLlE9sJkDe1MTGBMrfj6q1Ny2/HB6Ib68SWf3LwlIeRBGrG9M+0bd7eTS0878ehGE/okmvNEWvQQfKdRvWhEdAe7txzOaXY5hCSgOsXgZYxjyeV959eS81WdKXwhE8z6SKyMu+MesxIzKnSQpi9wMFfxaSApOlQZaK9LkpXQW/pec7cpcU7zYLBi7ob8WvacLhj+1u33+fngIT8ov2ZqdtzZAa/rCc9XE+aXY/TWwNxi3l/TT1qMCey6hNd3Y4JX9K0ALMHIBNBbyRR0qSK5M5IntBanNb9nHHQKl0eqqhewB6fonYbU41KDLz2qUdidGDPoXhGMpifB7KQm8KnBFUK7cpk8A7qTnx+Moe9lopsuA/UJ4ETLureB1829HEFHWu723Ap4+4ZlPeKAqRh/5WlHGtMExrcRbC7l7GzHgBYtXH4rk+TqWPRgvoZgZPJo60iDcjK9UD7QHCu0k2fb1v5g0KW7qNfqAk6rA72+LwTEJAFl9rVSICQcaJ99JxRpiYWRabXZaZxN0FtDyDxmUnFWrum85vaoEH1qKWexChCsp24SttscVxn02kYQaZ9FBuW1ox1q2rERg5XKU08MuxOZBus4+RJdv5zVyS5QHctadKnUh97Iv/syvt9GkWw93srPwYjZmph4Rdqhj5MNI02ySxT5XWB3pmmn8VqsgLsIWAXJG0vvWtpRTm8U6fzNN2Gh07hC6rKrmzF4hTIe3xhUq6OxhqN3FjIHvcUVnjyJ07IqZ7MQEGSvvwqFx+/kvZtGYVuoz8ScQiUeThr8PMVciPW92Wl2dcr0aEtqel7WU74zfMWrfsS52fBOcsPKFzxrjnmpZtx1Yj3/3clr/nj+lN//6l0uz0csG5FmLHYFu00GS9GTgrCJylearx/NKIqWbptAK5KBPT01RDDUZYo+NwxfBlwhe0M3lPpD9eLkGIJoRkHOdNPIFGzP7gLF9qEh2QTqFOr3G8pxzW6Vk2wzoTW6wOiZlxgNFfeSXhHWBj9whMzjMy1gbmMIVnT+3GQUrwUkaSeBJpqK9GOpsdEBvUy+8b7/eYw5/k9KqX8A/FWEaPKvhBB+8k3fY4wnNz0+iLMJmgNF5Red3EKkBvlUsZ3Gbn2jSDZiy9qMDX0eEZAglEGfe3Sj6AbiFnOwe95nTTgkiV3Jw++yOBHrkcZL7bVd0rhlWoL+dBbRaiUbYH6tI4VJNoig5D33Rdwgol3yprb0Aw2rBJ97kvrent40YFayYWYLGYd2A8X4ax+deRx9Hrv/Sn5HO9QxN0wSvpOdpxvYA20yWcshox00M8B6tApcLYd0yww36DA2ih+9wo0c9Ipum+C9xlhHdr5ldz3A3iRRWCj5ST5RmEqaHt3JdfRWDjhBiiJS86Zf8WE88GwRNIIQhZUhio4dbB8q0V70QrMKUbQZbPxvE789NrG7c/kceMX6iWX0HEwruVIglBI59DkYEbRjCc50eaSbJQEchMxjBx39Voq1zgnt7miyZZbtqF3Cq82YUdbgfgGGHRYNuyZhdTNAq8DD8YpxWrOpM/qbHOXuC5twl9AVhi7xdK3F9RqdyLXxucLUhmwu18tnAR/BCVtBu0gPNsbVox417AXZ6UFXCh+AsSNJ+8P0yo97qnVO8iKV+170hFZoKi4TSoPqpbFoH3R0J4riWUL5Wcp/PHmf4+GOLOlp6pS2sazJaaoE1Stc7g8Awpt6lbZjXNZcHg2po6NVEikG3VCKRLGVB+2kmEg2Ch2veYiFiiuksFERqfeZpxvIHnF9N+JuVB5Cin8RYVc+Ir93itlnHct3EsqLwOYt2bv2GqlkGymy4/vJl0zoACVTqqCI91NFPrtM7qwMPmJTKYWQbmXtukxo1SrIPtWX6kCzBO6t+aP+BqRwtRuL2xhej8a8Pb1j+njF0k/YnksRtDe5MXWkdYa9MZIAXkELsp9ax7ePL/j77+Q06yFJZBAoByGVz1xeedD64JSIUzTOMrYV7w1v+engMboVQX19HCcjGahfASMomIAbO1QtbqDByQFvgba0qEYzeC6a3+0T0MMOP1AEpxhManabjG6VE0zMqlxLIS2AjiMMBJauzzQuDZi1iblPHpV4Qi1FcT9EMqFahesNRdnQaGnY/bhnMKkJAboq4XI34uvhCe8kN7xsZmz6jEVXct2P6ILlth1yWY1YrUsxenm0pb0oKazDDIVCfX05kULIyP1QvZJ/d4p2GqS4aYURUj3uqb0hXUbDmyCU/36g2D2MzUGkyrdNIpTOaABhon373iRCdwqz04dszfxasXscyG+E7psiz+ZeM5XdSv6PbTzdSNDv/EZc44IVzbnZW64nUJ+K9tJuePPxGEqag+yux1YC9u0BBNMquk7RF1qo/iNFfivaky5KNbqRQvloALYK2Cbca2BKmXqD0FqTtUDr3SAWr0Ga5G4g19FlHCh5e/2zaKykQNSV0Mt1o3ClTAWaY3UAo5ONxptArzRVlXJbD8htTzd1mMayl0f4zKMKJ83cXUqylWmLGIzFgOiegzN1OxCDnmz1C/txBMjSdTiEvWcrAcj7XHS7+6ghANWLlqmdwPaBZvZzj24cIMVuuvWMXnRUJ4lknLbSiEkTGBkGV4H8ztNOND6N+YtKHCldGnV20xRvBbBKl2927QCHaYlNHV2VEGqDqhNsfQ/MmCgNManHrxTFa0M9SUnSnu2iwF4nIhkwABoXpCl3pac9CihnDgyt0GnySU1VWOytRP74DJp1xmy0Q6vAwLSMdM3K5zgUBjFemXcDUt2TKMej8wWzZEfrDH2dsOtS6s6y3uZ0uxR7lZAuRa8YjNQeLgPvDF3vKaY1fa+pulLCo5P9wAOyhaeZ2UONr1txSCTScn0SZRVbfTAucQNPbwLFC3swW2sn0oS3k8D5+YJ3x3P+xD/GpSndUAGK4UWPS3X0r1CH/F6CQrUCaOweyn+HUklj2YpvRRc9K/bApmo1qpFafp8X9stev7QJi7TD/esC+Ou/+P9CCPNf+r0EEeqvS8Z3UtS203ttgOQhyeJQ8SD3VqZl2VIuajdQ1Mdys+wOqlNLfaKwm5h8Poyb9k2IG4I65AF1Q+EtBytiPTfwpLeGdqpoQ0wIN1JMaAfFXDY7bxVUooHIlorF+4LY7ScNe+1HM5ONfnDpWF+lLPSAZKEJRlNeyEbWTGVSli0CoVUUNx3bR1LoDl63bB+m9KWhGyu6Un7HPmz3IKKcB3QjhwsKdBsY3IGtfeSBQzJsUSrQrDLSG4NfGnh7K8VzZcEG7MJiakM/sPTnDVoHsitDsr6nsR0oQ5GqpHpiMyTIlN2K8cnetvqNviL1Mm3Moajd6772qGgzk6K0mwR85knXRv4cUb6+vEfRdacOdA6X7RsWWZO6t9g4ie3j1DLdSOOse011Khbx2okZgn9cSw/XGJKyYzKquAsDUBa9trjccTbYUNpOaIi7AT4oZnnFLK/QKpDqns/nJ6idYfFSil6rPN7H0MxpjzKesExI1nvHMYOrBZlUAdJbg2mFbuOKaHgwFJtdX1vJN6vN4fO6aaAYNPS9IRQiBqfT0Gu61jIY1PjQU6kUXksj6E4a0ryn3UpAosvBT4S7nazEtMCWHd3Iks0Vu1dD1m85sqTHJj1dY6mXGWZpcZM+Nr9vdumkquf9yS31WwkLM8ZUWhrsIBxyn3vs0ghtswMfaX52E00oWg5RBRCv3TrB7qJjahoIVzkXx2Ny29OPHXZrCU72JJcLFcRcSBNkq0Bx62imVrKRJF3y4MLp2tgEVftpkwS1uiJO4ez9uldOJt0qyGZfHWu2j/f/P9IUd3tGgHxNP+Kg8dxPrMRogYNmYq+/0K1iuSwZnl7wWw+e8/e8ZlNNGLyMxiURTfcW+iCADUT63TbQThXrbc6qLZgMK26PSoIVhy5b3f+e/M5husD2TCgcybRhktacpSsmtqI82tEPJhSX0iyjYTeLE8Q3/DKpR6UeGk06q2lXGcyFvaC8QTfi2tsOFc2JI8t60Yktc9rWEDpNNwx0o0iXqTR+qPBJzNurjEyWPQxeioNvO1HsHmj6zKAyTz/tAaE66lrhFim7gNCVBz15Id1o2ySEyvDVixP+Vm/5fHrCs/URv3n8jHfyW6Zmx8oXVC5hvi1xrcGOW77z4IJPk9P/jM5ULy1+4EAH1C8U6MEG0V5EULMdgx51dBrqU3uwqde9nOUEFQExTXPi8E6hKoOtFGZ3P7XvSzm3JeBYkV9L0PPgdWD3cJ+HpQ4GS81MKInJSs6fZqLwhSOZG7QT9LuPE3vV74HYe4Q8RP3um3ztJ866dSSrhvq0YPPIEqzUFMk2xGZLgGFvpQHzVp6P/XMOkX0SqzPdRZ1ijNoA0K0nGEVXiobGRHdcF5H4dhoEyL2V4tRW4gwte5u+z/raSe3kB0EMmHpxB9SNSCiUC3TLjGfuiMGwRpU93WA/gttTcsBXVqy/2wj+5iGCEFIrVSeawYVH92KcoaOmWmhjIU69pdlIdp78tiMoRdl6qlMbJ1nyOQSY1vhUR/pwQPf+ADA1I83w84puaKVJjZkazeQ+46yZKCZfdnibUB/LmtVdiLo7JQYfI3OYpoU3u3TkMmoEsAiQFB1tABND4IMGa6QxaWbQrRLIPMlGU9+muFOP2spzpiLV1+4UfbMHAiIgrzmYROh5Qps7VObwqZXmwQfRnjrD5W7E0+KOz+szEuVY646tz3jRHpHqnu+UrzB43Knmy90JCijHNe+Pb3ixnbKrM3ze44YGX4ujtSs8qlfUjxyJdVTrjLcf39J5zaUzdOtE3K4LTXonoE99oqjPPOphTT/PZFJWOJFT7MSB9XC+VMIuMZUmW0gkkfKRWTUCVOB2MWSWV4TI/Eo28nwt3k8OIevBiHtyGDjU1pDNDX0e6Ifys90U8ktDXwSamYpsj4CKOaMqqHvJkOcbqdDfNAn7I/ar9x+zXoD3ftk3Oq/Z9akYFHhIt7+Q2RP5ud1QNoBsEaTI7SUR3bRCGdu/lJN/6iPRZOhWMqPqc0ey1Bz9zNEN9EHjtbeEL26C5HglkCwN5St1KCJMLcJ91ct7SzZCC0w3PXXk/tra0w8kgK0bRRQiImx9QQwS1thKEa4yimt5wPOYCL95Kkjv3o2lL1Lym0C+cLgsppqf2AMa7XLQa2lEXaQ1KK/YPElkQ1VKAjTXPd4qNk9h9J05b00WvFxPZMKhkKDR45TZ2ZpubNiu8hh0qUXTskqoSZheScM3uJNDL9nI5+sLubvpJmAbGc82Y00x94x+fM320YNvWDJ/Qa8g9zG/Fp58sg1UJ5rtYykIzE5jN4KsdCcdZmmlgU32FDM5CGBPR5ANv41TMNPGNdDKASYggNyndAP5TYcrDMVNj8uEqC4FseRqDQc1TRcRKe0pBzW7JE6S5imfpqf8C+/+jKf5HB8Ut/UA5zWTrGKS1Gz7lDJrqc8rzI+HfPHoiEHW0tQpftKTjxraJmoYvNxTETMbqlOxdi6u5DBKKs/8Y0s/ls00tPLsJNtAcywGJ90QMAHvNeNBjQ+wsxltY/GNwfeKXz9/ybP1EddeUascvr0mDXIgSMixFJVJ3uMzBSqBXuG9ImSywdmNpveap4MNRdJxuRxRr1IpnB443DJ545Syyif81uQrjtItf2je5eZ6hCtlmrMPNfVJ+IVAdflvu4sUhA4SL+tn7wJYvDSka6GXuUy+b/t+wm+dPyf50PFF/ZjsWkse18hJ1puF1dsJXakor6TIMlV0acxkQmV34uylvBTiPoXi6h713FPS9s1L0OBjEaY89MM4YYiMgL6UZ0D1HGz4tYM+siHyW6H4bt4Owiio9X2R2uybvMB1NaTqE949mvPZuxp/NZZrRQQ2Auzdq/bmJEnlZYpxlfNZfkJqe3zh8Vv1n7WXV9CXgjaCvNf+ouDT9IQPR1ecpSueTJd89mCE3Qqla0///SZe/V/USxEwqSO0CV1t0ev78Ul2J/vA6m0tIbetplllh+lRt8gxGx1p6ILW+jRODAqhKmY3hvpRJ5S7JQwuenRvpfCrE5pHHSrzuEIokftr7WsjzSHQvC5lfZbiwmmuUi5Xp1yfjDHW8XIwpTAd38lfcMqKr7ITToZbEusok44+GJQK/PbR11w2Y74uZjQPPZn1VJHymGxUDDyN2YWZp50E2pnneLblppMsKm9CnHLHSUKc6CZraE4gRP1Geicun0Khl4mYt3tTE3HfbMdWnrGBwxsT9d/y+cXKf1+sgztSAjomUhsk28h6Ge3pbFEz9FLAgb3j8htdO708p9vHObb2NBNzCA3uczF+2j30si5GPVuVMHyuDvR5nypxbd55ukKMArQTM7N2rCJgLfTFoDJ0BGslvFquEyFKNRSUrwVE7stICbzyFDewfmLYPZLppnJxQjUTGt74maD6rpCfobpIQV0Yto9hMt2x0kIBC04JqLBKIi1RmDO2kmsR9hKR7h7YSjeSA7YHe5Ot1DZtZASIizH3laeS+2h7yfxMdp5s3mFqQ9A26nEVPjECTgWhQHezQmiPuxA1uNEZO8pRgoL1k+QgvdBtwHT72kGAsm4gsQBSf/wKZBgm1iS7FGVi5R4noXt9b37nqU9l7bv3K1bfC+iNwXtNSL00zr3cA9PI+WB3CltLtmF2C7q9N2LrOy3MiwRsC8WFEmqnCrTOsHUZv//yXZ6fznivvGHVC6jzMF+Sq5YuWP7S4Ct+f/Uhj4ZLmt6yjWLeyaCS3NkTuDgb4a9L0dGbQH5UU69EC7brEqo2oSgbtr2CLqGf9PCko3mdS9bucceobOjSnuqmPMgadCeNmu5inmsO6UKT3SnqozhFNtCddeAU5ZcJblfymTqhb+2+JJBoq+92pFeW0dcqGp4pQqcxlQAZYST7vMvFsGlP6a1PAtmtEvnG2BEedBRly26TkX0uGbLhGxiJv7QJCyG8+0+7lrQKXGxG2Lxj/W5Kf6ljEB+YSOtrJzICHjzr2Z4ZqgewVuYwbbKbiGjpGDhYCp/VOBh9AdsnJtI1An4iD/i+wbO7KKxcaooLxdkf7dg8zQ86iGQrKFI7Umwe6wMVrbwQtKQby2angnTJgmBDNwi0U/k92Vw6dN1CuVaMn8kos3xV4zNDn6cHm/B9c5itHdWxoR1FelEjD7hPpCPf2/IKpUhoUvlcTEikaRX0uJ0o2sctH0+WeBTzuwF2YWSMPw9st3JbH0+WvAQ2vSasU2lIj2p5yPuARjF8KahrM4s0qc1+05TrnzSevtBCkyxScbn8FbzSVeTFRxpqMxMucbARTXGaZCVGKLoRSmKyjo43CdiVfIbmKEQqg6I9cpidFtvnCtK1Y/PIxM8dDodEelezGwxox+bgRBkMzH6suM1z1LBiOqioO0vTWTmQDDJlWRjq24KLh2Mab+mD5vndlBAUD6aGVDtGSc3vnn2JPg/8/ek7lIkop2/1kGTc0+wSQkQW7U4O5j0IoDsVaS+K6lwx+ppDlhOrRBoeDbe/K5tOUFbMKBJHUyUkSU/fG1yvsYljPN3yvZPX/Nb4KwCuVkPOvn0t+kFguSsIS3Hs7KaexHr6XSKo9Liln+eUryQ7rXytWJ0M4GjOKG2oyoTksYPHMEk7rv3oTYPRrOqcLhh+Z/QFfTD8sX7CcltQL3KSG9Hx9IVMNYsrRfkyTtYHYr+/t73dT5Ug2tlr2b9sLQXR/PWEy/GSj8dX8H347MtzkpuEELWkfQnVufyMbiibuHISCtqPpaE2tSK/86IVmQpjYE/x0p0UsnvNzb4R1n1EqHvZl+xWzDaCCgdb+r1jmN0F0nV0XetFb6GCGBup3OGRJkF1GkYRyTOBLy5P8Jc5d++smA13XP5Ggl+kZNcGW0vQ9J4+tV+X9TS6cSWBrjM4p0lmNV1foHsj0QtxUtKMo65pKA6A2UKxSYf8p6O3OSvXPJvPpAlw8feUUtz/KihBfW3FqXDo0Fp+vysD/VDeQ34tU4Z+GKTxdjZOjeJEtdpPLmQasJ8gq06m3PWDHjPqUEuLyxXLd5KYIyb6OOUSOStjSLxpoH/coVWQ/KBek6w03dTz9O0byqRl02YUScdpvuHr9Yw/ff2IH27f4cfvPOLj8SWJcvz20dd0waBV4LvFC5YnA3Y+5eebM94/umXZ5tS9pXk2lGDXBNKdNO6rRNGmMrFN54b2qRERv5LG1O7kualPhS4ZkkA30qijlnCbkay0MFyQfStoSFbSxG/e9WyngaAsxXVg+1iBDazekymcbhT5HIpLOc/FvCpQnYs2rD3rcIWmuDCkK5mYbT9qoVek17KHevvmGzCQZ8lb0X8V1452JGHUpg7i6tfvC0ZFowWgLq883kB1KiyN4jpQvhZbwG5oaWaSLVZccXBU7Uuo0dLAmBjurqWZ0m1ktrSK2Sc93UCLK1yu2D7QBCXFq6kV7YlD9Zrxl1CfSs2zfRxp+VFXF2JNFRIIXlG3Cb41pMMWrQO1z9DzBF96gvWEWh+o9L/4vOouUE90NCxQWC+T+/xObPrbkQDSphHZyOa7uUwVXSCf+8OeYToNxwkulZqyz5R4AqTxfTdibqJ6ObR3p5rdI9HZF5diEJJGKYlo9cWTQHlhyuyp291gD4IpZp82tOPszS8gHQgPak6PNsyXA9HhTwwqiA61G8q02KeRMt0aMbJR4HaWZNySnvZUu5TuKjuwOXZPHKMvIg0xEdOL6lzRHfWkRUfXWGF41AI+Tn+quD0f8nsffM5RsmX7+YQ/rhN2D1PO8zUP8yUnyZoX7TFLV/AvT/6Y3z57xv/8+b/Mpsr4s+4B21VOVnYMZksK21HmGU2Zkg1axhHE7guDKgN1Z6mqlDzvpPFUoHJHXrRUvhAgZmWpshSlA7rWDJ5Frf3bnv5hS/IiZfQVLL4dDsHt7bFn8KV8bnMn1ESZnCq6VRbXwL3hlS57+qFh/s9JPWYuM+zG0B471Ns1bpdCrTHTFl7lmFpiMkwjE+jiUlF7Q1/01HVC2FkJXd8dZi3/2NefS6qqlPqXgX8+/vHv/kKA8z/21XeG20+PSZb6wOUVd5tI70mlAAK4+b6lOfZkN4LoNLPA+PNINStVnM5I0Tx+Lg1bfaooLwSxmX8nObhogXxfupDJiTfS9K3eLSSMOdtT/cw9P3oQSJaK4UuZyO0dAe1Wpg3NkYzmtYF+JoVEeS02yyGRC696qI7EUWX+7fKATCcroSxmi571k5T5x/ag59pP7tqxFH0impcJWjsJDF4qTv9oiysst9/LUD2c/0cvuf4rj9l+t+G9J9fcViWvvj5m/LMEUwc2b8H8n2tEXO01i7pgt80wC0v9sCOdNrSrjMFniUx/Utg8saJ1IbozrYSaVx+JoYME/cp1++pfOTroUd70a58b1w1jA5YH7FqQ+z11shuFaGAB6VKzfUvCJ7Nr0RR6K2hgtgjyMzIdnSpF3+CNji5PYoSQbIQ3Xv1gLDEHYxXtvaE+ETQXB4vFgOA0odPgFHZpKG8Vmw/EuUoPOz69PUWpwG+ev0DrQNdprtdDLhZjjkdb/tLJc67qEa9vJxxPN1y+nkKr6SLVMLLWDjq2dC0oXj+QKV43lMmwHO4aXclYPpvLOu8fBNgaMV5RYL/K6caBbaSQ+MagTKDNOpZtzk+3j5g34oSyrnJOhlveGs15nUz4MhlJ7lWlqZcZehXpIbGjctGUYP2+iPEvNiPemcw5G2z4qp2xWZS4cU1etvcN4xt6qVbzN199n//m4z/hr01+wl+b/ISf1o/4my+/y83dGdmlQk3FfKE+Fne14cmWelkQApjM4W8y0oXw6U1NDC5X7B6LHrW4VNiF5Sevzxm+1fAvnv+E3zn+ij+8eZevfvSIBz903HxPtlbdC20wXQX8pTjldU8a/Lhlk+T0ceq/14l1A6iPxAkLZJKZrKQYsVsw15GqfOfZnelI5xLAKJ8LBas6C7QzCbYcvggMX/fcfSjBv2LRq3A7g67FBCBdqkPj0CQZYeBg0lN/MuHdvzznBx+95E/nj3jBmbzfh9KQJCsOtKLJly31cUJ2ZWgoRDM5cKj42UwNBEFyy6uOvjB0A0sfqbQMxUVr1eYY42kimi9UKqDeW9y/2ZdpwLcGkgDXmTAdIjWlH97TsYMRNoZu5TnsRlLopYuIvhaKZKUYP/PMvyOT+/K1YvFbjqPJlutVyuL74cBTUbkjKTq0DrSdQWlPmjp2L4eEVhPiMx40tI86xkdbCtsxTms+GN1wnG54N7vm7+hv8Qfz9wiN4acX59xUA56MFnxv9IqHyYK5GzB3QxqfUPuE0rbs+pTr9ZDt1YDxs3u6fzsRWcDgVcBnhnwuxdt6Vci628nX1acCUKR3QsGpnvbot7f41hzoQS5V2Cq6Ap7ErEWvhF6dOqqHCt3LxFp1mua8x2w0+Y0gzv0gSgwMsbEhGrwY7E7WdflaTF+2TiYz2V10QI2o9Zs2BQppoDnxqKDpRtm9JGKoaCeGdBkYvJRnYNkb+kEgjdqu6kxLnleiaMcJfanZnhs2bwu4Nf7a0UVTrO3D+2BnHR0524mAtsla9oNuqFi9bTn+s5rdeX4f19IHTAeuUDQq0B15luY+XNwnAVPd6+p0J9e9HwT6yqIGLUnZ0c5zmQArpAFLZDoQtIBBezdpW8VQ5V7+vde/ZyuhD24e2MMUVTfSrGXLGGE0VagG0pXDpQoXBJgxdUB3jnZkyFYe03j60hCUYnDZkt5s6Y5L6plcP/XWlm6Zkd8movcxop8dfr1l+dGQ3QN9iCjZg/j5XAzRZGBgmX3yK8gJU+B3lkUidAffGBkG9iI7aKYCOqABp3j44I7FtqD5Yoy9tfQ7Q1dGusDQ4R909JsEVRnaEbgixImkGO2YtaGrC/amZ5INqdBjRV62fH/0kotmQvr2hmHRsGpyTrMNT9I5pW542cx4XU/oxpYPkox/8eQnfHF3zOrTGclOUT/U3GUFdSpn4Xi2o0g7TsotP399Rr8V85ftiYabjPY8MDtec6eGmNcZ9esMX3rcxJO/TGhUDhqKq3vQV/cwmm1ZBGgWGfm1DDR0A3al6YfIFHGlD66LzUyM1JKNrO10CfkctuuCbhToQ0rIAv3QwYknKTqZmi0saHCVxbrIIEkC3ina0476gQBt+jqVSbyS2ujJ357z8/8i7ohKqf8N8NvAvxv/6t9QSv1eCOF/+su/KSK0OzmQkq0gskHdO+C0Q9g+4WCekGxh+Mpx96GhPo7ufOqelmNqEaF2w71rknCm82tBqZuZOlA/mmN1oNXl80AzlU14LyQfXHh0J41av1OiRVs5+lx+975xbGZCmSiuAuPnnnYglAJT7y3khRphK3E5aoOiL+5zS5oZBCtwxMkPbwjG0J4NWL+VRi632PaK85NQO+xOHTQYl/+lAboVyqZL4eqvPmb5EXz01gUfja/44dXbmLU5BEkHHXh4vmCUNrig+ezZGXjF+P0lVZXSvy7J7+SQrU/EKc5bxdHPHLtTTXkl6B0QbXbFzSlZA0amk8NXb96iLBihZ2yeKrpxEMrKOl7T0x6zE81CeSEPQnUeLVnHPdRaAoV15HlHV7e9UxwIvc9Wov0yrRS+Pr0PedxTKPo9GqaJB1Fc3hqGox1tZ6nXGf00sC006aShBWZjMac4LnZ8sT6mrhO0CvS9pt2lvNykzDdi7ABw+fURdmVkEtEJUopCQhSHgeEzzfgrocqmixBtWgURvf4Ni25g+FyQ1HYq1AJ0wJ7UNEmG6gTBVj4QFqnw/qsYvBrgKh/RekvVJ9SvB8x+rFH/rQ2/MXrBTT3ETXtqJRsQvSYct2TvVUyLmudbmfgqB9nc0E48N7cjqjahaSzdIkf1im1XvvF1A1I4XP7BI/733x3xX3//x/xLk3/EB9kl8F2CkuetuBLxbzBgBlGEoQNqncA8YXAhBVF9Kg3ung43/ZkEjw4uPa7Q1LrkD/t3+erkiEHScrkaidA9kyKmvIiC4CgqTjYy/e9WCS732E4dROwS1B6tnHNFP5S9xBspnHQvhX03krWZrj1dodg9EMo0BLYPI8rdRPQ/CIVy+W5ysM998Pcr7j7O2Ty1ollqYnhlKsWRfWFoR4I6l5eKL26PeWdwy5PhgpvzgdDV7gx2K+6M5WVHfZKweZRSnyjyG8juDNVpIH26xk8VbTWORiEy2auPE+qZrJnqocNuNcoEqs7yaLjko5Mr/qwzrMOA7E725z5XjF70//ib/hf4Mm0guU5IllHL8iDQjxyqcJjE41SCXcsUI0w73M6wfVsoecOvNNnSixtpEeiLwDwTcbZ7t6b6qCf9ZMh6mGPHLcNBzXJRwiKVjL6sJ8k6VNyo+l6jj1p8pxn83OJSqD9oGE13DHOZllztRljluWkHnCUr3i1v+aF9G3VX0HWaGxUYJC3LomBiKr6uTvjh1Vv84PQFf3n8OR7F59tT6ipl+iOZRvgkToG1NMHNTDH5RMLr64cd0xgArUIuFtdRD9Ecx8K90rRGwL/ytQItDXRzJGwLu9UH847QKmxlpWhfyzRw/JVm/j1hPmwfe4pLfQADTUWkiAllv3wtmt29o5kKcPTTQHHT0w0Nt981B/dR/YaXj2oV2Y2mmQa274i+Lr22mFpRjyQoefBSTLnsTqbWVz9I6IZC0UpXcu73ubg5tlPJeqycIWiZJtutnMH5bU8ztVTncrbZnWR4mloa3WQTpz2d5GqBBCK7VNFlsu/YtYTM9hNP8cJw8uOedqRZvne/z+y14SiwS0OlC1StUZOOyXRHYh3OK5ouYbfK8U7qMp/KdEA36uAI61OpJaaftfhEy3kXNF0sKbSTZrQv1UGL5RPF9Q9SMTjYgoqhXz4R1lK2gPy6Y/7dgr5QQIo5lSbc1gG703Txe3THQf8dMkV9XjB82WCrlOpETDv2rBjTBbpS0c5g8YFh9smvYJraaMqvE/rSQh7QJlIKbWD7SJpdPeixX+b0o8B8PeDBdMVXwwHprWH0U4VpLdWZYvtWj9KefFbTNCU+CVIzXQV2Z0K3Sxf6oLVTvThEegvtFKrrAf+37Dd5f3ZDnnYY7Xk0WHKSbdj5jLWPjJPJl/yNxW/w/0t2nCUrvnNyye+/mjD6YMWHkyWNs8x3BZtdRrfKWHea7aOUvjWUXyaMnnnWTwv6MtAfawZpRzuu2a5EG5Y+2JEkjk0/5J3/Z+DytxKUg+mncPctof8vXo7Jr2SSrvvA4iNNfS6AaX4jA6A9VddWgdGzDv9TzeaRkfgYYPWOOjBfTv6hOgSdt5NAPxQtcPFawI/hh0u+9Z1L/uDL9xgPah5PlizqgvmmpFpn+GDjRE/ovsvvTFEvf/lt//NMwv5rwG+EEDyAUurfAf4h8EubMG08yVoOz+UH91OE4YtAMe/ZndjoBBToysh997LYdS8FQTML94jXRgqUrlBMP++5/Z6lmcQGzsqF7RtFP5SvKy8D6eIepa3OJABaJmEq0ts0/SCQXwsF7eoHluzufqPeuxHuwzfbgWbzRNEce+w2iv7GsnDtXYgBnYFkoA4BeTq6P66fGHanJxz/tObuY3HcSTaB8toRjI1TQime+4FQhtppkMkLctjs9WQ3p56/fPwlD9MFf6SfopwslG4oWQbfO3rNabrhJFnznyQf8qO/9wErP6SYVfRHLZ2TLj0gG6KtYfTzBcl6SHa1xX80YfWWPuhRQK5xupKx6+70V2HMEVh8HFHwTQyZjXRWu7Uxy0vWh92Kdf7usRPL2rWgqbqJ09QRVPGBlMUpa6Q+in/2YtCx5/Onq8D4WcPtd3P6QnLCqqlHt4IIpwvDps9YHyvJ9NqYg5V7CFAe7zgdbPndky/Y+ZT/11ffIU17+s6gFDx5KDqx19cTrHX8zjtf8fnymMvLKcp4ZrMtvdMsbofohSVZy/ucf0eKMHFOC+Q3orGozhTFtRTu9UmQEN9Rx2BUs1kUkHimj9bcZWNx7OkV2a3G5YFuKvDMy9czXlYn2JXh5KeQLx3fn73iyG5wXvP20xsuRiPa61KyODaazSZhMyywRY9PHeEupXm3hlVC/vMce5dDCe6xl+a41eSv7SGA8029ghZ6TvYPRvz73a/z00cP0CpQJh1v/+Almemp+oRX8wnq0wHJJyV6UZIeh0NOTX0slKpgZdpRf9DBJuH4H2jKy8D6qRRayUaT/bDg+ixn/b0Fv/fkCz4ZnnNZPyJdQBIRaeGqyzNsd4BXJKOGTgf8KmX4QoAi3UmDLRbwinwj2tauFCcwtKzrtI8uqhHAEgcpCb6XYgnRNAwlmoNI/0qXgZtfK9B9YPS1ULxNJWunHQttMdnKBGH32LP6Vk/2owlfHR/zvfErvhwc0X0xYvoJFLc9LlfszmW06TKhDWYxHHvwCu7OB5THO/qTDt0l5DcRedyKDqh9qO4jA24zNonjd9/7nN8uvuDfLX6X/3DxfdJlgkvEqOH2Own8h292/XSlYvwpqCBNrURbGLqpInSK2c8kgHrzDvQ7Q3EmJ3c1L1i/H1j/oKMcNdgA7V2B34mBzWS8ZbEc8OBPPa+OC+y0ZfFqjCoc2aMtzim6uxy+LvFvVXz08IpNm3G1HNJ2KdunjsFzQ/I8ZbO1bBtFNpfn+OvHx2Ky810Y2YZvnV/xjzYZZi5UaaUCX++O+OnqAVfbIbd3Q77Kj3ldTdh2KVfrId4plr9To3Qgyzv6zuAuC6HPfbThdpNiblJ0Zei9ZpC3XH+7kWKjl390rUlXWqYVgw7nFM2ROPu2Y2myqlOhjofcSZyG8fjXGT6B7WNxcVtZKT5xCADkEkZfCZ1s+0QMlLz9hQzIKJ/pSpEe2HVD9XjI+omhHUuhlizMG5/C7811TAu9FbfLbmhiQK4AwS5TkdkjYFA3EjRdN1Hnu5VMQ+VF9mBX5qCF3LuaKifTmfXbokPVjgPNWnlxXWzHitGznu3jXLTtHVQn9y6TuoPRVxKV0E0C3TiwektqkeZEXGztRgKR06U0ebsHQTQ9pSN5lbHSQl82xot2eJmQ3Qodvp34g5GKRP/IZ5h90tAcJeJWW6oD3drl6sC46XOFm8DwpThtbkrZ67zdO1QLA0C3QuOsj0vsNjCcO5KNF81ykDig/ArSpfz/Iv5/UzvJhiwtdx/mdKNoXBQzFIXyef9+2lHg+tct/Ptvdv2oGPtRvlbsHoh5mLcBN3PkRzXWOnbbLFKAFdUs4dnLh9hGpBZBG7KFMF+yG4N+OaQfBYyWWBPdwO2vBdxxi14k6AYGL6Uh2z0UyjVAdqvw1nDbznj3L93y33j7xzyrjvj+8CXnyZIX7RGJcvz3jn6fH9bv8id3T/jXn/wBr7sZiXZ891vPudkNuNyM6J1mvc3xdxnZjWH6c8/l7w3JLyzVI0c31rgnFb6yqGXKKz1FGydxH07RXpYkT9Z89PErvvrvH6F/mmC2cPctofbrrTxfLgvc/KaX3LBOnqd+4liM4PgfGpbvixa7OlPYXSoUwkwmgNYIgLH60DF4umb+bkpfW+gUyZ0lWepfcHOF2/mQ4vQFWgUWFyPytOPmboS7y8Q40Ep8Q7JRNCce80n4RmfWP29yxhTYuyFO/omLKQr96uNYWBx5ul7TThRg0X0gu4s0w2iysHrfxxRwy/GfCnJVnaiDe5ArAqv3oRtZTv9hy93HKdsnYr4B4tSlWxktTj5vufsoJRgYPe8xjWH0rKEbWubfTuLUbM9Rh3qqGb4IDC4c178mRf5ew7Cf3ElTtbd3FtpDM5UCuZ5qspWnuPHg9T2P2sRR/hi6oLj7MD9YLhc3Abtz5LdabKerPUdZ6Hc+3rTy0mPrwO5Es3rLMjq+42G64KYbSf7ScUcfxcvj4y3/n88/4unpHY8HC/7kq6dkW4VuLeHFmCxAe+TpTxrYJCQbw+C1Z/veBJcqfDqiOtKx6ZKm0jbiFLg9N/SlOFy+6Zdy0nh1Yzmodg+kKDY7OZxcIQdrsOLaV1zGMNHasH3iREvQmUjtkAMlWStCImHd6TKw+gCqh0K9sBvJZUu2UnxVJwnpKjD5eRR63mkmXwhctztTkj+3StDTFo5a/HWGXRl6V8BKs/z1ho/z11z0E/7Kk8+pXMJP7s7ZNilaBVxQ+M4QguLPrh9gjYe1JYw71ruM8aBmONuxCSV9sAeBtt2IgUq6lqK8PpIx+u58rz9RFK8M3VizVUBjIHPs6pTiqKLepZiXGT6R/DjVK5JX8px0Jx39FG7+kiYkoOeP+aObp1zcTEhScYAzs4a+NNBqVOFI8453TubMq5IbPyK0hsmnBrsN7B4pqndaxsfSVNbPRhRX4U071EcUNtCNwf6s5JPn75B9uOK941uGtuEHk2ccmS3/QfobfPHH77F7JLbxplHRCVTc2pKtHMK7R4580NKnjtsf5Kg4mSAo+gC6TTGVYrvLMCrwa0cv+VsfTyj+ZkGy8ahjcQf0CWyeSsOcX2mqLAcd6EZCe0FBdSQHZbKRojJbCLWnG4ouCQ9BKRoD3mhMG8hvhO6UrIOYHEVqj7AOogV0ZBVUZ/JM2W3UEWThADJ5K9QitMKl93fJJwGrHIl2ksfSydQdJUVtM1OkC7F71r2mvO5pRxLUWr1M2FGiKkN2q0hWYpIQjAA5+TyQ3SmqM6HRbm3BT7cPeS+94ijZQupJl/IMFvNwsNl/o6/Cc/s7PfbO0o961KBH6UCoLGYt4OE+L+/Bu7d8Z3bJj24f0o8MxVkrplQvhuI0dtTRzTx6p1l8doRuFIsP5DqEKTx+9warPXVvWe1yacoNuNrSecOrmynmqxyeNCgnmpADbWzo6GvJMKMyqNLxo4uHPJisscozOtoyfVyzaVJ+/uJc7K5TodYcTbdsuxSjPS9up4TPBxQfrzge7nh5NaVa5RTjmuF7dyyXJeF1CbnHDRzZjeHxZElphZ5189URIXOo0mNWYhc//Tksl4K+Bxui+QyMXvZ0Q9G8OYBaUzxPye4k8ytfKKqHsha9DZz8saY6lUaqPlEHrXJz6qieBEafWYYvPenSsTu3dKXi1T9f0heFABRK1jcqoN7dotM36+yiYghw+RpmP7VsH2l2D6TByeZQ3niuf6DpCzHnSO9EVhH0vqmIWZyFTGGLaymoq4ee1itGX0dQZxDPwSTGGHQqUgchu/PUR5ps4dGdJ5t7dqfZgcXhItBkNlDcij5q+Z6mOfZsnwr7QnUKu1GHwPhmKm6OLg8UX6RUHzTw7ha/TTFFj3Ma82XB6EriMaqHDiYdeIVapKTLvQ8ArN9KJUojFQdCn4jmubwWpkc3EIB690AmXc2RPG/jLyXPdXcm06/ha0fYwXImEQ/ZKrpFjgyEwOaxoRtFXfsmUoQzRXbn6UaW6ljy1vb6MJ9AceMpbjp8oqmPrJi9JFCfqkMu7Zt8BSs6pn6gGH0hpkS7h5rOKdztkN5AMVds3nXgFdoGXO6Z/MygO0O2DmwfKNpT2cubU0+YtSTPM3QjjKHk7S3jrOWuHxOsZvUREIRKmx9XaO1Zr3LRmgF3TcnZ0YrrdsQnu3PKodQ2t/2Qn7UP8EHxz55+zt+ef4/fmnzF74y/4KYc8Q/U25zmG75YH7PdZYRxSztSXB0njB+t6V7NsCcV/TBhMqpoC0P1coirDOm0o/Mw+lyzft+TJz2Ns7xzMufnT1Pqh4rxTxLyWxsb5ph9awP5MyNr3QfSG6FDBxUk7zSA0pq28KKLdpIz1h5D+VyYPn1v6Jcp6dxEbaU4Lu7ZcfWJsIn+/v/5B5gjIA9cpFPoNHrcEnY56UKaNhOb+vm3NOEPfvl9/yaL+v8d8H8B/tfAHyul/i5yTP/zfMMUDOQQCUqmWYOXEjAIsZnKOXCzfRZIYiij8pC/TgSxXTnszqFCwsZqmiMpzPObPf/ZMrjwNFMJsHOZFCj5XB7gZiYfqx0pbr4vm/7uvJDC+ktHPdWiEYtmGPWxcKn7XPHo92tuvp+LU9l1kHT1LlBetASdyUZVBuoTLe/HCmIx/ekaV6ZsHgrSnC2lefFWsTsTO/n6WGgqoy+IwnYjRdPebUzFENaLwIO/19LMLKYNFC+2bB5MqE9gnPTc9QNeNDN8gHzSoJRYJK8uRuQXluOnL+RGrBPqx7IZJneG4lIJ+jbMMe29xmL1tiVZB+ojaZRlAQWy1T6nC4YvHau3LOFXwCoLJtCPIgUx2obbuT6gF7pX+CwcEMJ+ALNPvCBlRuiZyVYmpPlcKKQ2GhW0U3HZSpeKsJKIAruVhrk+ITpryYGYbGU0b2txV5IpBZhOEbTGTRRaRyokkN6KrfPtn57yf8j+WY7zLbf1gIvViK4zJInjbldQ1YkYZTSWTZWgrTSK6i6l3SRcL/KDktMNPPmF5ejPHH0uD3dxJ2CBuG4Jeqaim1Q7DvTnLXnRkU+EFnk9H5FmPSE6aLpM0FflY+jmuJdg550i5A7VaF5cz+QZ3SQ0icEUPVnWkaQ99TZFG4lF+PzLt0hWiqQQt612LNeqHwSSQcvD8Ypdl/LCDgH1jYjQX8jLePRZTbsR90bdaOoq5eVqjFZQO8uHo2t8UAfTln7s8LU+ODcGJVQa1UN+ZajVgLc+vmT66AKPaN52TUrfa1yeYCqFW6U828749viCX3vykh9960PShZWmJ+qnRPMqay69NbQzRz/01L0mnwsYkK5CRIWlINuHLetoQR1ciJNgyU/qC2m2ducy9VVO6LbJWp4P1YteqUnun63sTj77Xvu6X//tNFCfOpK1Jl1oul4Q/J/fnAFgtac9E5pXshK31nYm77M6E7qUS8WxrJnG8NRegRG7atOKicPoRc/msWXzVAJ605WsXV0r/mz+kCzSER4/vOPVt08xG02wWjRvb/gVOo0uetTcUryyVE8DZB69NSRbKTLrt1pQgdz2NN5y8+URYdAzGlaUWcvJt7YoFVjVGQszkGuSOsJNSn0WadObhFc3p9jTGtdrfK/JZjXqCHLj6b2WbLD3HUXi2G0tqo9ucEm00Y80sfTO0PWKMFQ8LFeMk5rCdmjlGWeW08GWeVXivOKj42tO0i1/9/kHorFRgfZhyygV84+8bNldD6gWOW2REO5SmHTMZluWn80ICpZNTgiKm9sRoZTMsiLtWOY566Q8GF3tJwm7R9ANA80sxlpsNNmt2PMHLUYze8dkPOQ3kjW1fciBjh6sTGjTJShnRBR/FnCpWJWnKw5Znuiof5l2MqFpDN5pwjf5RP9FrB0t7z+YeIZW4p4meWWwfarpxp5kKRNMnwqwMHgZ3Q8DOMuBOlxcCyib3Wh0J6BvNyLq62LtMXR4r7BbaRqqM6Fn9gONCgmD1y3JNhz2tqISgLeZKVZva6afu9gkRUOERgCpdBXp2tWemhqnS+OATjyuM9BonE8wK0M2l+/P7gKmNtQne4MP+fvha0+3kM9Yz6TBCFodzi1Te6aftvhUc/0b+UEucdCkR9v1fcZVn0lzNnwlNdZeRrE30wgmMsKUnPvlrcOlOtZcmj6Xc33wqkGfp0IRrWSNVsearlQkW9Gn6V4fogHe6PqxYLayb27eDhQx7sgV8VkP0MyEoszrDPUyR+Wezdviqrt9oqjPe2EIbaJ2tbK4DFbfEhmHezHAPdBkkxo3EIMuFgnpraHbDDCVIgtgv7dit8643Za8bqcA/KcXb/HF4ITvTl9TuYTX1YS3yju2LsUHxQ8X73JZjah7y3m5BqDpLd5rlAZre/pJoG4SujNH2KXQahYXI9n/vYLa0H45Itsplr/e8tG7F1xthnz92RnpcQ2dFgdaD2YbSFcyzKl7c4gxameSG+vTwOynirtvKQZfyXWoH/WYcYvbWcxtcp+fNwkkd5rGlyiEjWdq2XNcCtunDsZyLoVOs30k17c/6rFXKT4NFCc7qgfQuxyzE4aaj5PNb3L2/aZJ2KfA/xZ4CPxt4Dnwj4D/SQjh4psWk3JIgOIjKZCDunft2Vutaici5iwerKsPpQg5/kkn1qJ3NabuqWcl7QGBlYJk9MWG5YdDVJCHvLiQfCdp0BRNdOqyldifmlZCP4OG3Zk+oMXi5y8PeDeG+YlBfWQobqJ2Yyjh0aYJrN/KWL6vYVoTnMbNU7J5IMQCafvWkOKyFnOLjafP1CENPp97srv42Z00f8pDuobBVc/qLclAC0ooDcXcsX4rJV84dBdYfTSSJHevSI3jphvyxfqY5brENYYk70nKjn6eR/41PN/MUI1CNQbdyuRv/b7Q6pLYfAwuHfVUsqT2GR17Sp7kpklmRzsyETEPB+v3N/1SDkH+BveOgMrJBFF3YDfynuQeC82jOomC4rDPU5GmvBtK8dSN5OfsJ5imln+KGzmhuij+3o+dQQ4hFUTP0JWQ3UFxK3Rb/yLHNEIlS7awfRwiMilueZ+ZAI0hvTXSoBy1mMSTpD3DsqFqUjqv8LWFNFB8baJw2RyydHQnFLTV2+JMVx9BO7XS+FlwuSebS/xAX4I78pTjmo9Pr9h2GRfrEWGe8uS7N3AEX5cz/IWYx4TCwdBTDFrqbYpZGtzQE0a9NFt3OaroGU0k36z3MnI1iSe8yinnWoqkUvQvvvS4StD5dKHYblPGaU1pW55nJ9RH5o27IyoFrtOoVoNHaDWfFcxPEz76+BVaBf54/pSL1Qh33sqEoIlW7VqeS7xszCGTpsVsNdfrAXVvuVkMSRKH1h5rPXUZYjij4qv5Easm5/3JDd//K5/yx1++RfZZTrISXSwooZgYmWqCOC91U4/diQ2+7qE6lclXOxGkfB+Q7NNwWNs66sT7mN/VjQJu1pFcJ1I0qZgtlMTsskmPsh6WEtBu42RYt3HdxKIwFJ524KBXqMyzMQluXnBVjshsz/RszWabE3aFBPX2UczvhBJSnwgNXd5bgNyD8VQ2UD0CTGD7xDL7qZhStCN5ppSDZK25uJ3w/21SEuvoekNIPbqTe7k7/xXsPQFM4uhHnnf/Hzuuf3PI5m2ibi5gK4XNe9w84+tXx9yMBxQvDe1MsxtmkDe4qEHpnMGmjpA4rPVUTqM2RsCBnaG41PR3A0IRUE8qfuPxS6zyfL485mo1ZLcsoNaMni6YvnfDxWhCWKZgpRDuJg5TWdI7hW4M/XbEHz7/Fm997zVWe57dzOhqy2BcczzYUSYtrTP84cXbdJ1hFXJZy6OGEBTzXUGedqQPV1RNQrNN0V7hK8udG2FbObsuryZc1AZVi3FAe5HSefB5AC+NQjv2MZ5GjKb2hkiujNS7a0V+F6inwl5xtUTP9INwmMCIgRIUl1o0TkrMuGS9c8h7rB91BJ2IMcdWzrLtE2lW3c6CFvE81Zul0rtMYnbyhSNdiPnM7jwRcHMK3UQQeLuVOkBHM7g9nbArRcqwL9hcKtMjMe0RsCNdiLYrW4kZBb2CSH8ixIyiTM6tfO7oS8PmiTAl0pVCt1In7RubeqoZvvagpTFJV9JsZXfSGO4p2i4LuNKjO0Xxo0IaoUG4PyvDvumWgtO0sh+4PND3iqZW1Kfys5WTs3gvM2nHomVS7v5wsLto3b+GwatAtnCYNrDrtAShF/dxHEklTCXJNVWs35L6rrwIB4fH3anIFJKtxmXSxNYzhTeZmIaMNc1U00azNpBoDOU0tg40s1+NDMMngfxOs/ugpe6j9X8SUGVP6LREwtylpFsdaxRNuhDQrT6RaxBMoB/IRFNX0rAkS9E1tTOHTRz1JiM0GtVpCTru5H6BTH52r4YEE1gw4E8nj3lYLDE6cLkeMssmfDS8Eh25S5gkFT+vznhveMsXy2Os9izbghfrKU1nKQc1zmkBorOeJHG4kwa3Sknmhn4izprJUsdsRZn0Do93PBos2XYpCw3dVYFpRTMvOYxRUx19I5LVvcRkD/Z6q6I5jgA5utY40oNHRHGhIkC4145FMGTS44ayLvGyrsM6mm05+Zpu5jCDHpd61CKhejYiXeiDK6juFC0C5Ot/miYshPBvA/+2Uupt4L8b//nXgL+ulPr3Qgif/tLvtYL8tKc93VhjakniFkcfsVR2RvIvJDdGSQp6EETGbj3dLI8bmDroq7oh2DkQRIBnt9E8oZC/Dz42W0qoLrJIBW2yu1iERxGi3QcnDuQmtDMfhb+KJLotBS32sqYV1zyfBMLWYteGdCk0IFvtk+0Dq/eKQ2ZJvhC9V1eC2gqQMXrh6EqN6UK0XJXPaqtYMFnwnbiptSPJvhi8dug+cPTTBm8LVnXGy2rK9XaAaww68djEUc0LEToD19WQF9czOaTSgN4KLa8831JXKequoLz01FNDuvEEo+V6VtGyNQa9BqOoZzKtM210nlx/0y7yF/NSvTTMmyfyUO2tRXUXm8R1uDcuSERf0m8kC0aa5khZLOQz7DViPhXEQzjqgfo80G/FAjkoiRzoBjFT5UIotdlSLMSdv9cLupjnokKgGUteWTvlYCHuE8jGDc02Jb0x5LdKhNakOBPos4RKi8OYWVrcyKGHHdUjJaHfTZy4NVFHEA1n+n1guBeqisvkOWuOPc1MRushDTR1Su0SMttjjSMUnuN8C8BmkpLM1mS2p+oSdm1CCIo+03THimzQ0veGPO2wpzKtA+i9TJT62mKvE45+Kgfz7okjOaoxgF9m9EUUgd8p7E3C80dTyqRDpT6mz7/ZtRM6DasE3QilVTsJZVZOHShYAO8f3fKpP6FCcvRCK/o7Gw0yXGzAlJPmp20SLm9Kxj9LxH0wD/jCo9KYbXNn2GYlTZ3wl06e81emn3C1G7H4Rw9l+q8V2UJC1t1gT1cGMkfQmmCNINiFFBA+9TQPHD6R97XX+vok2pYPwyEPqJ0E/KhHr60g71b21H4gVCXdKcx1Qv+ogXGPu5X9a29o4PKAz6Q4U5mjGDR0nUDJfW4xC8vVcMjbp3ecDTcs7wbkkdJod+pQSCarSK8yMZbDAI1G1RbtZKqrckd7HlhvUtqpJ11ERHEoa8O1mrY3dM7Q1Al6J89PcS3Mhzf9Uh74coDKA7e/PozOqpr6zGNqKRz7LwqSWpH9zLD5XU//dk/x3OJ/MuJuOoBpS1p0Agg4oa6arGd0tGUdBtjrhOxuH5cik/1qlfLF4hjnFfNXE3AKVTp0pVl8fsTgnSVZ0VEvUtJXCbpLSUDMcrSAntUDAMWzP3soIc9Dca3bhoK2tWRZDHluLc5p+tbgew2dJn/QkRipFJQKFJk4NVZOCa3MepKNiu6GCpJA9lL0P3sDJNUrupEnKEV+rel+bUudFMz+TLF+T2jcks0n553qZV/UvUwrikuZrsqzt6fJ3k+G7A50BBX6MlBcRJfAYUfzJKDblHQVDSF68M9z8p2wJsL7zRsHgIImAsMeQsAnMSNtHaLJhZiEdOMgz+JSJAFBgemiYYSJTVi0cg86PlsbOQfStew3ug/ktwHdWbqhAHbtRCIFkhjv0kykEtU9qK2A3LK3CAi7B5tMKzKKvWvzvgnM7sRwLGih8/vUUB/dW9f3g0DInZiDKYmbENO0CKrEaRohujHGGI7BK6iG927VxPtcnSZkK3cAQCX3VHLT6iNxP9Q92I0EX1fHIv2QrE9xTtyDVaZWFLceu/PszuxBBkIQ6qIK0A0M7Vg+TzuJgFUEFJWXIno/qduDXm/65QtPN4rPnIdu6hk9XNO2Fv9yiN0quomwHJpjj3JyPzdPZVRmV0aifApHSDTJwoiMYR3piGtN99mI40/kORbvhUgBTuWffG4oXhp2T3vyT3OuToc8KRd8OLtm0Ra0zvLZ9hRN4J3ylstmzM9+9JSj39rxZLTAB8W2yw5nrdWeaVHjg7h2W+1Jbc+8MaANoXBkw4a21YQkPqQexirwbDNjvikx4xb9rJCsyjzgioCfdCgTCK1GbcXcpx9IDUSQqWIzU/jE42PIMoAqhGLOrTkwT+Q6BtBBXFkvk4OnQzCQX4uhXXPiKd9ecTYSvbxkoRakKwFW9nE3difgUnkpUUjPvuGe/xM1YSGEr4F/E/g3lVI/AP6PwP8C+OXEotjRm1GH0wlU0sAohH6yzxVJthEJGckmYiqxVR1cyPSpG6hDirxpJPNJedEUJDuPy2RTC0YKDW+gLwI68lmzVaArlCBoUWjpDRh/P35HE400hDJkWhUpPSFSfkQELzqIIMhBpUhX4VB85HOHT5XQI1NxLtPR8kc7IEA7lF+WLh27M0s3lEPJpaKRM7XCD+UA8Zk0huJ6Jq6QRRA3vxooTEdqHeW45mwsnvFf3ZSExBNaw+VyhLvJSGqFmzja0lFMa2aDiluvpUFJYrhxL43k6Osdm7dK0aJF57j9SF+0VURKyJunBIHQOMT84BdCmFXkzysRsapcHIPaRNGN1cF8o50KbUKcBuX6Jxs5jJqZHO66leI8mOg6N1RUZ3LPTKPZPo50hxdyDdAweu7J5471E0t9LNlPpg2UF4rt48g7TjxJ2fH28R1f+iNUdDhRnTT4KEWoNG7gMUeNAJl3FtcIslVcyeR2b7Ffn8iExtTQzuQ5MG0gn4uD09wadm85klmNMYG2trjGcLEe8c50zulgSzVLWTQFl+sRWnuezhZoFVjpnHEmkyofFJ/NT6irFLezbFVGmvX0jWVVJdAYdKVJt4rsTqF74ejnpxXff/iKVZvzyeoRyslGiAcULDYl5WzJYFLRmeyNhzUrL6HI3gqoYyr5u+zGcNGe8XLgGZ5v+PjkCqWAZSLi8pjNhZdnVqgvKoZUQ79NMGuDqYTOJ8YX8iztQ4vTa0vXaZ5tZ8zsjk2TCsUK6L001bqLrqSJrEulwI5a2qnw1/syHArrZNIQRh27dYLZyHbbDzyqVXLQqIDZGPykx+Q9fmvpBkLzIdxniGV3SnQdTmEzF/dMaUylQAr4Yay8Ok29S1Gx3wk6kN4Z+m7AZd7xrZMrzs8XXG5O0C+EFtYX+4kxUS8l35usZa/2ecDnDp06fG0xK0M3kskpC7Hv3w0EeKDV0iD0BrezKB0OQvn87s07sxLE2n/3SEylJp9KU+snHc1Q0Q8kF8w0or9ZrBP0QMLdsztFstZsVYIqO7rO4OcZIfPsPAxGQqfJFmI4Fex+LwJ/ablGKMD5K0s/DIRJh6nlbNvtMrQKmJ0g33tQspvI2ZFuAusC3MiRX9i4fjWuRCg+O0M/NmR5x6Bo6J2hbhLanQUbDsWR0YHb+YBQyQRJ74yEBBvRL7qBlzW0SoUm23Gfq7eFZKNlzSvwQckkszfi8qn2xbsXpskoGiLVEZytZPJVH+0NuVTMnJL70hfSrO9DmyGCjCpghi3dJCFd309LbS36IZ8oNuNfAZ9MCYBKSLCNpR1qYfVsPbYSINNlsH4XZkcblnaAf1HcSwCa2CeY+0bINPLZR88bXJodzqJ9M5GuoZloNk+F/hSMAM6uUKLXXMUG0BHdo2NGaS0/P7/z9Lk+/Ey4b37TOk7e97buTaC4EipjMIijbO5wIeo8YwOnvEzkdCdgu0gI5H4KoB6wm/uzbG9o0ueK3alIWXR37xhr6kBXatGzEcFQJe8z2UmN146Q/VoRXfEEPEeLpt/U9w1tMIo+mv24VD63rQUAt7XClALwomT67q3cuzf+2ksQ8kB6YckWivYkcFRW3PgBnRdwyzXi2N2XQh11mYAS6VJovK6UNaIaTXarDhNV/3aNeplTXCjSjaOZmYPcxNRyD/uhp5nGZ2zQ4zLDps7Y9CkP8yW7PuVyNyQzjifDBYl2LLscDFxWI86LNX3QvNrkDNKWtjfs6gznNcO8wWqhWu/qjMGkZqcAp+g7CxORO1jr6XtNVSfcMMBaR99raY7dnqXiJQfVS30Uckc35kDbJIICthIHYDfw9JMeu7Co1xnd1NGe99wllqADgxcR8E+kgdufY3swSPfSO6QLzWZY8u3TSwCu1wMxqzHQTsVQJL2Rs2CvzU62XqjKv+T157GoT4D/CjIJ+2vAfwz8L795Mcn4OziFWRoGL8TycW/TDPvsnfsCN1lrkk3kdA41ifISWLrZU0E43ID2SDQzEo4YIONgLy6hpjK670r5+v3okQbcaM8blqLBR/FdNpcspm4o/wxeygZvWnErcnls1n4BTkt2ghTp1tMXFh+nbN7KFGv/s23j6UpDM1a4RHK5fJzuNGNFthLdGajDzQpa6AXdQKxT+4Hcqu0uY91nlElHOel4PFjw+fKE5M7gMtlwq3khmRMWcQwc9XivuLid4NYJiZYpXrYUu9xi7lCdoxnL4b6/LqoH00NdCIoSIuL6pl9B39M09qHZwYo5Rz8KNEGR7OQh81ZHGkwsZhJoZp6QetKNkalBzgF1M7WKlsDy/UFLs9/ncnhI/hVUT3sJWHVGKIHunofuMkU7FXfJbBWiPbvYig8fbMmTnlWb0beW4Up+fz+K2sUgDSAuOlQOW/qdOUy9+sF9bhlI4RG0rGtvAkkjVIps0eMKzfBlkKycU0+edniv0HlPmQqcmBsx1Vg2OctFiU0dn4UTAJzXlFlLOWwpbUfXWbq7DLM19LWhSzy6Egqh7mSyZHeyKa3e1VSPe96erGVK1ssJaVpwe02GhnqTsipy8qSnzsI+FunNrZ1Ix9jTFlREe3UL2Y3GbTS7QcZumooVuJG1Y9q96Y7cV9MKMu0K+aH2Vp6/ZiZorGlkT6n1PR3PNApXK3704jG7Xn5+cywaq33khTik7RFzRRdgOt5x22vC81ymmblHbwydybCDjmTc0ukUVWvQgVDE911LVIO3VowOckenNS7Xh0nqfnranElV128SadYnHBrPkAR03suBtkxQCwm2VKeN6KF6aeQ2ixJ9Gvjt02f8sQq84pT8QjSYwcq0efdQ6IjKEW24FW7syCLlrd0JYqlbRXcihf2e0mR3gXZuaVIJ5SQKp6sHHpdrpp++eQBIhZh7l3pozMFu3qSeclDTjBL6rwcxOkWjeglR3t9X3cp6CQFxT+3lgDO3OetpgmoV7TjAVIAZ3ceCtRcnvKBDBMACWnvwkQq2TXBOkUUmCUE01f3IYXf2ENKN9VHfHKcaXQT7giY4dZiCud6QpL2so1azvhxiRx1Z3sEipbyIGpuo9SRAf9ZiUk+/SjFrg0/lvvlEwIRsIe6fzUyeI1dbdCOmE770NKMAqUfpgO8VnTbYjUaFaEaVyrUwjdDvxCyKmAslWWGSQSVmN30ZEfEqweS9rPla9vMuGjKBuAvmF+bNT+EVNMcQjAALIPdXAmIDScy+zG80602Ba+S9dQNZd7aK1SNxIhsLSinwrERlBGmcvFUiIXDcm+tkHtdrBq+kke1LDhpnW0XdmRG5wb7hzecdu7NUzs7Y8BbXsk/v986+kPOOIPrNvZzC7DQuJKggFHRvQEfgy8Ymz7t4nzIEfIgaL1vJPTaNuDuGWLC2Eylek7W8z24otO0QG/i9G2af3UsUQjRuI8SmOzax3UBjK0+2lIlRN5T10xWKZBdt6IPCG0V54WOGrUTVdCNpXqoH94Zxb/wVhNaOknxI0wTSa8PX6QnKetQwSOD3Tt5/uhR6u0ulptAtB11ZqHWsn+L1zwNl2bAZJ/i5pTqWgYGNzCFZb0rAkbEXCqQW+nBoDT++fsjpYMvNrmS1LknSHh8U86bEec3g0Zp1k0kws20x2qNVoOmE1tynhjTGGfReU68zBtOKtGzpXg1wnUYPpWbROpCmju2ikIib3BEqA6U4UKtWzkF7k2Ar6TX6oZdJlgI1awm9JtxI7ZasFN4Y+rEjWckgqHIG/27F+MGS9Tan6gaH2tvlge7IHaZpNur00jWwBEj58fQhR8MdTZMIEJEb9EmDMZ6+Lmlmin4Ym0ZjCX/0y2/7Nxlz/AvAvwr8S8APgX8P+B+GELb/pLWkPPiTDpwmW2qGr4WGV89k4+jLe5E68aHNt0H4zD4W0pF6kmxkIrV7FA75SeunVuzgNxHVKECl4XC4i+UpbB+qgyV2uoz8YKUOh75PItLS7e3PQwxWlO5ZUPRwQI7sRhHQ/5kJimklRwAVBfQ9VMfmgAqbThos2wQ6rdg8iZSdiHC5XOFqZPFEarNo6KTYq2PIdDOzkuJeWW7rAYl2TLOKwnTcbUqyuaI5jlzsrcGPe/oo3u5ri6sykjtNto1i/y6Q3zq6kUG3gfq8lIDpnZfDzyhsI01o1+r79/emjRWQa9EPBb3qBwFdy30MrYo5TPJltiKKUMVdrR0FmiNPGIglut3JPewG0tzsD/huJEWBuovajb2L0lLdT0bj+2hOxN5+8FKx+gB2DxM57KMbZ58LjdFUULw2bGc569agKoNZSwhkfRrojmLB08uhYmqFv8xxJw3mtKZfSeK4O3co66mWqWymca1KdopY8mcrT7Lu2DwuyReeZGWoNxl9JjfneLLhpNhy15RsmoztdUkzilbivWa5Ek2Y7wwrN+S6HJNmHW1jhX5XSOi1agRZ24uDJVtLGof+nZoPHklH/uXdMXWboFJ/uF8KWd/mMuV2O5Op39QR3rBNNCbghg493+vm1AE4UU7J59KQm47jwY7h+w23ywH9dhC/JiLwWqbSe3pOspHNvpsE0kWc0EdL+H1jKUWBwl/kfJ0ckaedgAfxa/oC2qnH557kzpCsFWpt6Y81ednSu5xkpemdIl1qwkrjMks361GFg1aT3Nho1xxIF5riKmBqTbtL6CaCxLmyw3mFqoTekR7V5MZTXw5I5jreA9lslIvPVGsiWCWBk+mdoppoMWzJo352nvDF4pjJacWvHb/CBcWlO6W4lEiLEJ+X4kpo3EK3VgRraVwB+/2oDEJndAo3cjQzmdwkWyk+upkhParELXBnUUcNzdCwi8/Im3yJKUs8zGMRo3pw64Rae3xQ+NzDtMObQNhYzNpQXCmaI5nAh9TTVok0tanH7HQMUdeEo5Z+Gi9/Y9BbExs1WabKKbqJCMv71mAyacJQAdWYA8AIHKapLgtsH8lZ5NcWu5Npa3MsdFrVgUrAdxq3s4RKk2wU9SOhCZu5UG+6RrO1KdlSChXdi6W8Oxcetl4keA2jZxqX3k88XQrkopXwBvqhE+1wK8WLbQLBeoZnYliyWRWoncXsZHrSxqKPC8N+aSofp15GbopVApbYigOzoTmS+2XmFldqipU0bc2xx55IF1AXKWpnGDz/FWh6dASFw36qJ8+At2LmZGtP0Ir8OrBZp6hGH0LM9/R/HzVhppFJh4t5pzffs+Lgdx3DmAfiLqhdbDo8qFigFzcOl0mTvJdy7HPS5GdDfuewW4dPNbaWSV03VOAEue+LqO3q4udIJeA3RLrfHtjSrVzXdC3gpvIC1CW7cAiXDgb6oSe/NehOPpeK71trmZZ5G9e05RA8n609q6lo2pI1cdIWIAjbSUc7+76M7sCNuFA2U/m7YIS+max6gknohiaeo4FsLWeD8qCDaM6UD9THVmq9Slgode5Fc7enyb3JV3z+QQYUPpHn0DQp/VD05i6TeJpmKhR1l8t0WtcKn8oEuVzLZ6/OJGJl/zO3qxzVaLphOEz3ygiYiXM591E+jaI3CWml6OqEu116qBuC07he87JOSNKek/GWIu3YtQnbVPZoBSzrnLaxBK/QxlMkHderIc0uQa8sO52DCiRbRWcVvjEEr0hTR2p7tq2meG4JSTT6e9xiSifmcF6hnRVDno2icZpuFAiDnrfP59xsBuwmCbtzYRjlt4rWmXsDIASQTGeOo/GO+bsKd1WQ3Bn6sRcN3s4K+J0Iu0S3sna9CbQ3JS9vC1QvOjbVK9GiA37gqDKPGogB07Y3/9QW9f8z4K8D/+MQwvw/72IyqcM7sTvenpmDmFYQC6Gq7BGcZB2tV89h8DzELA35OclWmphu7MEr0jvhefZ5dADrFeEshjG2gsAEJYV0n8vvRElzkt96ymuHTxTVkcal6pAl5iaC3CYrQf3rk+hOo+T703WIm5g60C9cDtsHhuFrJ+9nc58H0MWHSHnJq+hKdQig3n/uvpSGsJn9wgQs5mHsnQBRgsjMvy1fcPpgyePBgt4bTrINx8mWYdGwnIpNZ8AIilEbGHbkg5a2SfCViTxnuUbpOpDf1Pi0oJmJkUm2FAe+rhAkqEWRLgPFbSAosa5vR/+5VsI/9Us3spnrVg4mrSJK2kogcTXzhFQahcFzQf67p8KFTkct7S4R4XJQ9EPRc5gmNuwe6O9F0H0p9u73RgNQvLTC7x35eLhCN/a0x4HBVzYisTKBDUkcO6/BfV5EfYRc6+Y4TvM6jdoJYmhiUHKwMtEQwDY2PcYLiqNlw1UOPIr61GMqoVDoNqA7T7ITXjwKQm1w1mOMZ11n3KwG9J3F7SzFi4RuaFGPa/KiRSloW4NvDWpnCFtDNTKMj7dsgA8fXdF5w/PrGX1nxLwid5jE0e4SVGWYTnYMbMvXixm915R5w7Bo2I0S2s/H2KWsfVsDl4ZNm2POm28cy/9FvNKsJxm3hFGHShz1XU5ya8WMJjazbau53I14PFzyG+MX/GTykN9ffyg/oFcEYyICLQ2XrRE9Q49MOPYUxZIDdcg0CAVTK3wHbW2pbwspUmIjLUhlgNzhCqGlDb823CUT9KhD5TJx0o3klnRDEcq3TUJ7olGtIr+VAsZFV1WfRACgkTyr5kya+NAaoRhZKR6aOqF4KXtAMxPqd7oSS3wVND43hEQaRD8KJJsEM0/wJ604uq3E0e7ms2N+2Bv+0vkLPpxec3M6ws9Lyf0aCxofjMFsZSpiasiWinZsaY49btITzhtqMvQvOFJKARKBNhM4Hm9Z1xnreohJHNPplrmbvNnFA4Qo9ldt3DcqQ7oU4KQNmUx2jLgIdq2VQroS18dmpugH0miGRtaQ6jTKC7CXPd3wdLbgs9en+E0imX1zodnI7xLgqFdCiQzLnGbmYdIxnW1ZZQWdTmmPZd9QtSFZyjSledyidgblFdVpnH5spaAytYp6a4NyoruyO0W/tPCgkRy3pSWbG7GTjxR6QtRh7UTUf/QTyawsrsLB7Xc/TXW5gAzdOBCGjtBqkrnBlYF6plG1rEGlpXHN5/K+23GkpZqAdubAZgC5D/lS6oFmJtRFEAv0fhkb28gyTJcWl0vGn5v1GB1EjxfPvIPO6I0uHnleyyvP8HlNSDQuM7hMwCvdBJJ1y+ZRKeh+4ukLc8gk9bEak8mVNMHNkZxPyisJEK/EkMlbFeNzhOaZLsBb0Ugt35PnPF2IKZgYTglwlNTC3nGplrpkoIUuFSdNwcDmscGlIj1IN/E9NaC01Es6gebEkV9ZYTxpCNt435Q0anvzNdHDQhb1N+34Phy+LwRY3O+h6Uqo3SFI87d3mxQdW9TpKoWtFenGy8RZK7pWGC0+k0byYNilwaUak2pcog6AWl8olu8YqYHuAqb1tGMjeYwxMzRbBpJ1IJ0bfGKikdKbf6n+PsTe1ALCmhryK/msIs8JbJ5Ae9aT3lhC4aKbb8LgldTMm0fiHK56AVXRASrL+CtNV0L9wPH/J+6/emzbsvxO7DfNctvv8HHs9femLZZjFUmJZLNbFCVBLQF6ECRIr/2mr6BPIOgDNKBnvYgQ0BDQlER2Q2yyi0WWyeqstNcfGz62W3vZOacextw7sihWPTTypBaQuHnviROxY6255hzjP/4mvzL7WnkH9ialemCOqVjMLhOYdPhW/t3mPcY62johSRzrOhO34UbAkNerCYvlEJs4ibcxXgyAVJBJ1m2KLWXiSCuMMRRiBpUGirQjtT33Sqa1DjAOupXFOcXBoyWdM6wPLEGbOMGEkHlM0dM6w7bM8IVn+9RTvLVxYAP10w6V+L0pycXbOcmgRRvRzxZXljJV6FVGGt08XSLrb/0B9ONodV/0ZF+LEZ6p5RxtyYQeHYRdwiYhudPi7vrfh44YQviP/vsupJB5tPH4q0FEkNnT+Uyl9rk5u/wvb8XowO+aol5yuHZGHX3kuIZRh8szko3QDlwmDks+k0OunQrylJTS2IVf0XS4VJqMoBXNoaY5kIMqWQaqM9Fi2K8D49ey01/9ThItSh0uV6wfW5oD9kGHO5TJtNIk1vMo8kuFVqF6+bNgJVxQd2LW0cws2dpTngrN0O4mNYMgCHV4MGQon0qFcvBjxfIj8O9VPJvc44Pmth6y7VPukiGrMhdTgdLSDwN97rC3CX1icLkWZyjEfKSdQX4thcX2ccHig4icBgjKkGzlBXzIOov5GkuPyySj5J1f0VAkuYDNU+gOvNiSOrHR7mZCN8TD4I2WtZSI7qc+D2RZh3Mybg9RbxA0kiEWrdlNqUU4rEVg7LMdLUrWZ7oMJNvA8iN5e7bnER3vZa3piBTKxFPWoFrB7JcSnFsfRETvRgTnkkMFKgRsJQYNt38oSAleYcYdvkkJThNqI+Yvi92G7FEnNeGFVBzVoaEvBJXCy1QO4ORwxfGg5KocsX45kWlqbCD7qcNqCdZ0TtNtU9CB6XsLDoZbrPJcbUb4TcKiLvBBMRw0tL2h1im+svTLhKSUSfBiNGK9Kegbg0k9xazjbLTmy+ZQbG4X8ecOI/2kVHS36b4peFdXbjoOpiU+KIz2XLeWvtWYxuyFtslFys2rUy7en/LR9675bHTBi2dz7soBbWvoVI4po2Mi0fZ/4tGVprgSUGS3MauodcjuQ5wCyFQ2+W7L6fktL64OUF8WDN4qmWCWYt+snFjD6y6QLA19J3bhQSsJm18FfCqOZdkCsoUYd3gLIWU/ne+HSPG3DJhCAnNVmcZsE4XqDYQElT6wDHwik/7sLtLMhgpdKWkcAFr2xZV9neHfqyR0+/WA/FqzcjN+nrX8zx79hPPvrPi/6x/ivo6TxFbArfpQkd/5mK8i1BlbaVZT+OjRNW9GE5pfTOVzNlJ0uVRAn+TacjsdSi7ZxtCRcXB8j3kc/kaB86/jUlb23OzGSPxJHoRrp4V+ZTdyqNabDFYWU4tD6OaZIKKAABapWId7L42ZvU1QXnFdDuW9zRzJdYotZU9ByRmRrCWnLl0Epl+1vPpPUqZHa5xX+HUiWj0bxKI+83SJNNumcHgbsEVHowbYSjH5Mgb05juwIE43KtHb+iSK2q3fnzlCnyEWsrJe0oU0y+tngILlx7L2u3mH+lbcOE2zax4ULrOYWrSj21xiK5KVwnWFUMoixVL1cfrXiXas/KBj8HVCtpCg7Gwhn2dXK/gCmpMeM+lI3hQc/Kxn88hQPgFdQn0SKUmtpr3L0ZUmW0t4arIJf6ND2a/j0p3s9wLeJWIKhVACvVVoq+gmiVDMa4MddWyfiDlNei9NyK6+yFYu5oYmsn9uJWNwx7jJVh5T+ZhtqMiXinQt9Nm+EPArKWWKZdpAuvYsPkwISuGSQJ+J+VdzIG68tgz7c68bCUBZnTw0JUnJHhRXF7BpLOka1h+IKZBP4jR7I9O9pArRtVBH/Xtkc8QmO6QP9QUBsLsJlmhA89uYzWRlj91ppHeNp7cybUzKDpdl0qjZyFpqd7TFsJejDN42mC6NjCzRLbpM6NreaKpjcUZ0uUzZupHUh/OfeupDvWffvMtLeRi8lTXTTQzeBNG0xWxA08j9WHwaCIctBwcb7sJMJsQ3CcWVIr9ztCNNfRzwmTRfKvOE2mDWhuxegK5+rPcGTvmdOHpLlJJQ+Xf27OXznuG3Fneb0R54gg30HpJZz3Bc0zSWvrF89/lbrsoRyyqnahIGw4aT8UYiebxMxy6XY0JQpE9LjPEYr6jfDnFjT3G2YT6s6L2m6SyrcoSuhGFmK5mMDt+Ih8Lt35kwnFfoUYeftgwGDUYFqibBO83l7ZTky0Lo2sNIRR1EcMkpzNDhrScsUsy9pd9ENsLAR+fhmJNXSZ+xc3XvB4ADc9TwwekNX5hj/NaSfpnE81pBNH3rD1ts1tNmMolH//V1z6+N6KqU+s+A/wwgPx0zGtS4L0eM3jo2jwxNFLAnjSJbBrYnas977ocS3hw0rD4QoWG6VA+5UA5GXxrqEy0P5N5jq8D2WLp6uxGqoO4FvuuH0eluJMXG4U8dzUTTTgzDVzXdMKdfqwee9reC0LgU7j5NSLaB0auAcoHFB0kcScbpRhBL5fGrnu2x5eDHK5afjoXb3AdUkOlZGq3qRXgdKE8lPPjgFy3NzDJ+5TCV4/7TjOqRg7FYkJqVwe4yBgYOvY2FkYLBQLiVN/WQi/WY1d0QvbCYVg7V4etof18Z6cgHku3U3ueMvhVkdvvYUz3q6QvD4MJSnYaYvxIoHz1Yy6ICdiObUTMXp5f6KNIC3sH1q+vHzubYUpGuPSrypHUrVrX5vWf9zFA+0vjMM37pufmtHa9ZgYf1xZjkXrJLZOooBe/64zju95INpXrD4G2ksJwIwpEsjGS7nUvQaLIOjL+OQbfoPZomwnFB3GwdGH9bs3ovJ79zjL+tUT7QTlN8pqinRvjnhZg5FDeyLrI3CaZWMiEICYPXhm4qRZ5uxaExX3iCNtTkZEsRCchBGydgSt6n/q1ldZzz20evSXXPpTlAt5pu7uBxyUHRsK0zNsuC0GuUCSRFhzWedZOxKnPa6wGowOJPjuk/rHEbi1lZSAKmUyRrtQcgsq8z2pmHoSP7Zcb1+5bmRDJB2gMHGLHzv46au0KhPt1izK+/EvrVtZOeTDgbrlm2OYttgU16mkLACOUU7YHDHtUyfbws+JeXH/G3Dl/zv3v2x3TB8C9uPuMvOceXAzFA6KE5DNi13vPu+0JctFTH3q7WG2I4e6A/g7Ht+b3DF2gVePn5U/oR1McSJVBcKEwX9kDN+GvF3W8Hfud3vuCLuyPMPz1ge6r31BwXGyjRZ4iF9y5WoxuGGCwt70B++RAWvwuv7wdyeLezQH6tGL1UUZcRaKYxRuNa75vUdhJwH1bgFclPC3rjef/4li+9piUn2SjevDrg59NTPhte8snZNT97MxCnwwDrDx3MOsqLjNE3ol/wRjRfwy9Svh4e4r0mv5fC0jSB+lBTH8rnHX8TaJZjto+ECmRvLV/lRxwebH7ta+ffXz/mYCZUvWOPmwkg15eiXcIr/KcbtAJ3UzD6xrD5wFGcb2iPE/plKntQaem3RrQyWw1KzDSq6wEtA/ARvElkP/5VqlN7ALoSUezddzLSBdz98gAVYPJCsz0P9HHaqXSAxOOWCbzJMR7aE9AHDd06oTy3+7DiB/aJBHajIVlpOmNJ7mRa5/IgzmzxambytT6Rrw8moOtIP1sp0oXQGNtpNBNYSmOf3en9hGz8td5rxEwjdEVbRxOseL43cw0LTXvas/2wxb9KH7THSqbQ3czLz1bgaonwuP2upbiRIqk+9pgnW9wiI72x6Ca6ms4dYdyzDul+0vSu1k4ymctUcqrxVjF63eIKCSCWaVygLyRzKn+TUD8CJj1+k5BHrtEO+NWtp5lbilvP9Fuhp9YHBuWF5udSBbPYuFeeneHF8G3g9vuK6iww/YWGoEm2gfzVGv1szuoD2HaK/EbtQZnOiNbbZWLo0U5Fb0jUCaWV0Av37q2RDlodR41vjPj4VbS/K0Q2kJTCIGinwhTqC/m5+Z3UXIQYO9MHykdCk02XsD2D9XuyH9jIOunGQaQEqaa4Ej17Pc9EdlKLmdfoTY/yULwp8amlOcyoDy0q2L2GTPeB4lr2XuVkndeHsseOX0C68rQjRT9UtGMBk96VM+tfqXsmc4qbWBt30E9EBz94bchvJcDapbJX1zrlrp1iJi32i4LmyNHVluvflgw65YVWjlHQa8gdyXsV16OCgx8JwFudetqjQPfWUFzLeyxSHmnUTAPZtYSlT74G0LQzT7JM6G4Sks8WPD5cUrYpP/niMZ+8f0Fme768EZt6qzwfHdzQe81NNeJqOaK7LEDB93/4LV/eHDJ+umL9ckIIilHasGxyVuuCcJdiK0V9IPegfAqTLyQzOL1I8F+l8B2JzlnfDcnHDUXW0f/rAzaftehPN/RXBaqTPay4VOIBoAxum0vWbBJEk+ph+oVn+bFoe4VCL++DjUMJE6Us4UnLycGK18sp+lWOjaBVfaRojoT6md1qkl/kbJ/1vPfhJdO05vpvCIr/tW1LIYT/HPjPAYafnIflasgIWL5vKJ947ElFV1tUn1IfimituJLRcjNjH6jbTsN+OmErmZBVJxJoqEKcmFnRdqDE9r08i0nrpfDP26miPpRGIrtXYmWqxUTBDSyDq1ayGE4s21MpQoprL+hHH+mMmj1ishPi77KzfALNxJAvHPffm0jY8ybsQxRd1Lt5o8nWgXYoVL7b7xmO/rvA5Jcrlp9NIs0CwkCQU9dpQQV3uoSI7Cw/guPfvuTD6Q0/vztlnDX83tlL1kcZP706o7wvMPeWbAnbc0Fs81tFdQLjvGGTD+iGlvE3genXgfUTG3UeYf+7CSc7oqNaEM1kI7RF08i9dtkD/ePXff3q+inOngZBfMSsxVTyUmxPYfNMiny70dh7scxN1qIhCwTSWzG5sFGztbc6TmH8pWFwKa5+zVyQs13OEolHp46+UyS9vJjZtWH4SvR8qzExj0MorjvqjdBpNeVZQbAw+bpj9X5BO1ZoF5h+3THoAi6TCQEacVbsAtmdYvzKsfjQ4FON7mHyeXRqSoROu3pq0A6yW/nz4lamudpFASHS7JvGcJ9P+OfdJwSvsStDN3foYYcxnm0tUN5g3HAw3GK053I55ubNFFUZRt9qEivNRDcJuHUieiEHeqsllX4sWTO2Ik4rFWws7TSADqyXBaE1YkRhA/UxEMRefP1M478aScjnO1w7+YePw1++PufJ0YKnswVll7IeZiwGA+rrHLPVKB04mm64DIq3Pz/Bfar4x7Mfc2g2/KR4zC/TE7aJRBz0WqiqyVoCjvMbJWjgwBMyj2o0Qes9Wqk8mI2i/reHfDk/wihpuKtjCR+3FfhMipJ0DbaOE4FO0TrLJG948x0YvpCA9M1jI5koKlIZEQMEacTDHjnVndCGy7OIgkbUGKJuJBb61YkYjmgHSab+is5ml0GmvMJ8WTyEOn895CsvnPcw7fGJwSws/83PPsF/pvnh9DWr7+W8upyTfpMx/aVh8d1AP+vZPLMMLkUj5vJIRbos8NOOdh7IbwWNtVUgvxUaeIj6kJA7nr53w6LK2awKctv/2tfOv79+irOnIYsFogPoJLja5TD+5J7vHV/wupzyzSJj8x4w6ul7g3cKNewJjdwb5WX67GY9+csE08LwGxOz26Qo2O2p/TDQHMWoBxOolxn9JpVcy0dCG+qHgfo4TuPXljDzGOvorwqKSwnK9knAXqUygY/6qHbqcROHWRmKCwmu7w578nlN/9UIxh3dUKIpXG0xnxfYLXu7bjeSbCuzlaiZgx/L5GXzJFKAlLAW+lGMOmmVOHQaxeTLwOhNi7eKm99K6UaB/tDRq0A7E9dFnwfSky3t9YDiZUL1OD7jAM1MGjbdgV3rfSBqlvQsugmqVXRTTX/eEDrNIOtIT3rUaaDvDe0qh1pjMkd73mHqX/8U/lfXzmj+JLQT0Wbrt7D8MJUJWB8k52ugaUeSI5TfSxfeDyQbbXuqmX/Rk912+ERTH4p5Qj9QVEcSbmwrAU7qvZRCmpp2bNC9sID6QprlkHramWb8Woq/m789Z/2e3G+9yyp1D41wdSxnbPZWAqJ1J9MrCdOW5sxUco56A2jidFu0jjJ1cPhcoTpxTTWtgJf1YYh0SfaaMKGGC6jUzkB3IikYvpHGbvNUGrRuHGLUCHuHx/ogRFMc9vpt3cleFrSimWpcNqK4bDG1ox8ktMPdVBLaCDSM3sg9Aym2bSX1Trp22FrRb0Qvly06dP9uRmF/5ex6/DS4BAaXUvP2taIbeLZPHO0kZmg18vsrB+mFFb3tWY9ZG1QH2VrYSu3cY0vN8LVMcDafOlyv0Y3eG3EkK5E92EoGDOkCYUJ10gQLcBYnc4NotpUF2oFHFT0BuCsHGO1J3yYUH3f89uwlf/kXz6k0LAYjTN6jtRcnYhAJyaDn7XpC9VrEWclS06/HfKnH5HeKQsH2saM/bwmtJr2WrK6+kM/ZTTwu1eRFyzBvubk+wP50TDWGrIGjkxWPx0sWBwXffnVCspaoqG4SCCbmECrZ31BBcjIz9aDx1pDdRYr1QHT4uoksqa9zrl7n6OclxWcLuj+b72vNfiiO2clKANLx2Zqno3tab0n+hjH8O7F8SXWPUoHlb7XolRX70escGznvuoX5T2OAmpbmqZnLSzb+ejduBkL88+ia2A1lgfa54va7hubYUT42TL6Sl8dl0kzoLm4QW8X0a8ftd4U32hcGlJGQ5ciDze6CTEKmkmWW3cvovjw1JJsQ826iy1jk5/YDuP2BQgUJQp58LSP/7bEmWwYG1x7lxIEoXXeozlOd5rQTQ3lq2JxPURFN0p109qpP0VmgH8thlqwU5jrF5YH2wPHZ7IplJ7af//HJL/ggu+K/XX/Ez/WJ0NkaEWtKbpbQo6o3OW+2Fr1+4J03MVneJ9BNFMd/5sjue1bPU2wlmyZRjB60uCy5TO3zufYulO/wUl7WhjttCd9m+xwLu1Uxe0Tvcx3Kx4Kw5lcSrp3dC59bd/JZ6wMpRrqJx+eB9UeQLKQg9olMB1QPyWWCCjKZwgsIUB95mgP2NtJBRffCcdjnzZmoXStuPN4omqNUkM6FcPEXHyT77DDdwvCt32vu8rvA4HVNPR2IJnIEozc9pvF0Y8PqmaV8Jkh5dmMorqWQFVqaZnjp0E5ouboPPPkXHXaruPz9gYAalaU+g22ZoGuNH/U8fXqLD4qXL4+xNwkmFlHlU9H9JOuHOAC7NphtDPGu2WvjQDbs8TdCjfBZ4Pi/Sbj5fU9yVNFvzd5YRg5NaeLSewXvOOxb64C/yXjRHqITT/Awm5U8P7njIh+zuRyhrgrerDIwgeJac7864f9s/jG/e/iCq3okuq9UqGi2FERdXPweDm3daGj0firV54LuTu9h8ZmgyD96+YSnx/cELQ28T+V+9Lmsr34gboLKSRP2+c0Rk0Etbk9DxSYzUnDEgNt0JYWQaWIzdqf2+54YFukHimQj09+dFTpxWmerSAF3isOf9HRDTRN1GmIjLQ5oojcj0vHA3+VkJ1tGRUNZp9SXQ+xNwp++fsrjjxb88OANF/djknVOsgkc/mmkyTVAeNCCpAtBsuuhpj9rWfmUo/9u11x6ko3wh4KCbmI5+GzLd+YX/Cv3AXfl4J2uHdjRiwWE8neJRGDMPHajqf/8gD8uJH9x9lqyLbfnGd0kkbDToUeNO8yzBtcb2FhULWt/+qWcEW//AXv0tR/ESBIrBgfdKqOLOjKfih7RVJrqUY9dGfq5Byd08nCXS87aSmNrWH/cYyYtvjWEXtEdIUZAnRaDFi1Tt6AgGbeMBzXXh5lM7nSgyFpCgPpRj66kmUo2ivQbw+b9Hp8LatyOoTlQMUhe9ga7kbDoXZRMfivmU8oHXv/9jPbIiUZwo8jfWHwmZxo5ZFeG7ElP8mjNRo0wO7rzb7eo1KNuUvJrTX6naKaK9jyhfj1i/nNhuzSfVoRNQn5hKXPHaFRT1QndMsPeW2GVjDto9d7Q5B2uHnGMbIS+9DB5E0bJ4NJT3PTiZprBwU8d958Z6iPJDls/stRTs9fEDa+Ebrg9MhS3HlN7fKpi8Lu4/e3A6/xt2MeG+EThU834hWf13DJ6434l8yhAkMa/PfSoJjZSMSupmSkOfu4oT/XeUr+ZyVQrXT5oxPoiPuuFY3to2DxTke4qGuluLO5+toRRKeG65ZM4iWpi7dNCuouRQf7dWzHbmH4ltt7LD/U+G9FuFW0mU9n8JjB63VOe20hXVfRDCV22tewf9XGKbgPDVxUEuP3BgO0jOd+Vh9VzTXYf9pmKYoIRKF6tUduG9Q9OsJUnudmSDt69O2Kwgc0zMebxg5702jL8WtZKNxGtqfcC0g/easavPJd/iADIrZXMwficWerYzAqwrqyYCmXXEpsweun3lMugpfFO14GjP1vy5h/M9vvTzmzOZ3L/u2kgmdUoBZtVQeg0x2dL3IcVL5YzRknD+NmK1c0QkzmSxNHWFl9bdNHLpCntuXk5kyD43HP8+5dcLUa464JaR52wgdnBhvvbEXYjjInFd7zUI53CTXsmg5rMOGk2Lzz3U8Xm/QCLIantWdcZygmzy6fgzhvM20wA1UPJuGufd7BMuPnbop/TVQy/LgPtTNZUN5T32hWRHTb2PJ6vuFqNxFgoSpVdKtmdzbFEBg2t45f3J5RNSlX99U38O1lZY9vwu89f8KPXj3G3iYQHxryenTV9+fhBAGlqKB/LTXGFJV1Ip6qcaLvSlaTJJ7/iyzj73OO/FmQv2QYIEoC8Q1WLm8D4ZcP6ScbwTXTk8YIgu1yKkXYcqXYrmfY0c/n3ZCXOQulCLEB3C3tnp2xLQcb7QaA+F2qf3coYONnA+LIlvSoJVtMdFPjcYmpPdq8Z3DjqmWH8oqWbGFyhaU/6/QINrcEHmTKYK3F7/N53X/KqnPH5qxNm85KrbsxFO+HfXj1nfTtEbaVY7obshe7luQLlyV8nFJcy7vcWlBaea1/IONrUhnqmGV45stuGVV2wfipOMz5VIu69jZSCcZyCvOPLWwl2zb7J0JEHLTkW0OWioXCFrJtgYPBGmqJuIs+vH6h9xoxPpOB1hUe3sjHZjTQyLg9kt5rxS+FDbx95GeX3Cj+NiGziSb7JmHwFd9+T0XjQgWSlyW+ExqkdbI8120eB4tKS30aK1VyTbMJeKGxr+e/earZDcXCqD4bYrWwSPgssP0jIltLQdSMpCJOloKf1oaIbWtqJbIzlqcHHd1s30BUp3SSjfOJl8zlrOD1aAXB1NQWvePn6UNZLRJiDATdwhF5hrjTpOsBrTX2gyK9lTXWjB3co3QG1oj4SZCm71aQrWH4k961b5GJtO/L4TpGsBRXd0fbUuxlm7C/nokPqfYI+3zIaNxwPS0JQOKclqHEYSF7kKAf1I8f4C8P1esjb4ZTaJYLaGZl29YUSzcZSqDj9QCitthKEViahRNpU1KASMD106wR76mlOhFdvV7KfydRMQADlYfg6sHmu2d4XfHp8xeD7HV+bc+xGTB/MQoCrpAS8FF8o2bfqA/k+hz/t8Vdqj5LvJvYSRC9AQ3YnmkoJoYbNI7Nfn3uzkSSKsoNoKrI7KYI6H+i/HHEzKUgOatS0JWxz3Jcjvj4/5H998u8oPmn5p81v477IxYZdx8l65iEJUGuyaysGO0sDjzq6ox7lNKv3DX0u9KOd7bJPAss2573RLU/nC17ez97t4kHOp9VHATdwYqrRqGgMICDQ9JfsKdrtNDD7GWzPZEpdTqTpMQOhb6bG8cX1Ec2LEVd/GGDakRUd7cxS9TnjryNzY6TYPFekj2sOxiVvvjkSav73OjkXygQ3EMoZkS6UXyvG34jj3vqZJr0x9EPFaLbFqEDnjGT+9XpvJrUT6quvBlwfpSSTVox3Wk39x4cUCwhngfa0R/no3ulg9lNLtvAMrlruP0pp5rLnOStT4n4Ymyob2HrRJbpME6zCfbzl+fE9L/7ynMOfesoTQ30stMjkqCLMoXcaHTUT2Y0WE5NJQ7PKRK8/CHRT6Ace/TZj/FoKyW4kf8dMWtphx2DY0HaWbpNiNoakFOaCf5HvjcDe9dpxKXtkPFt5+kwCqUVzrWLUQs3l7xe0E5EI7IylXCFn2M6srM8U1bGJpgma6kOzD0Efv3S41KBjjmp9qCkfBXwi1ELlFXffA0IQXaiCwRtwuTARXAFh0BO0IXtt94HbtgpsHsnXd4lQ9rJF2Bt7dGPJ5FJOaIQgn0doWwa8aFhtJYyk4los4u++I6VmNw5YJdP80RthMVVHu+gXqI9kghaiyYgt5b/7NJqQdBEcPlJ044RuCJOvpVm9+hDKx3D6b8SQQ/cBP9JUR6Kf7geKbuTxRcCuhNqKEvqjtfL7VYeavphha2FctRPD5vyAtHzHi4dY12QBe77F9Yau1pjaiMtvEdCVgNDdQc/2EaA0wThoDO5pzXqUirvuMBBmHWwsdqMJhy2jacX6YozysHkiTfFOfyiurDK9vvi7M2wVWD2Of+bV/uvEKEzhXw8kKzEP9Ecd169nPHp2y+8fv+C/evkx3muUDcynJb3T1Hc5dmHRnWX8Law+GMLUkV9qts89qzoj/fMR3fs9HFZ0qxS91Sy+npMtBFhcfkLMEpT/bac9h8WW3HR8e9yxfpoSbGD+E0V9WHD7Oz3h8xE6Fep0dh/or3NA6tnRq8Dq/ZTqSS+Ms1aRX0rd385EftGN5WwkKBkClDu9tmb5y0eoCXQ/2NKXCSrxjGdbqjrBL3L6ywF3FwOCEQA9u/3r1887acI2LuNHrx/Dz0eYoCRrwEgTtXMIDArcUBKl+0KoJ6SefuQZvpKNYudkN3rdM/jynvZ8wvL9jGYmdrzlYylO8nvJfNDRKEH14I3izd8r5FBP4ODnHeun8uu6VII/d2njfaFgQESg5aCSrAwRSA8vepq5YeN1zN6Qgkg7RTcRW8r8Rkb2PgnUhwnl2VzQXyVfm2xFpK5bsRjXzrM5S2nmnnTSELwUiTpzhFosdU0Lq48c39wdUN4MUK3mtz59w9RW/Jevvsv15RQ64VGrAMO3gZM/F63a9lxRn8uGk98YdCUBzd0I0LKBtjMVTUEUyhsIGfmdo5nqvcORTD8USelhInTQd34pSO410y+8CGanMjoOSiZPyQZUULRTL4X/SFAcFWlXXbIT7j5sHrqRTXcnMpccI6FcVMey4Zta0R46MAGzsKT3muq9lubIcTfQshHWClNrdL9z8Iyal/QBZKhORLM1vBSd2eaR2dM5sqUg4jukqRsHhi9jEOkgsH0UtUNbWTfplzvbTDCl0BHGrxzKwc0PrEzyvBTYppXDXzlFP3EcH66x2nO7HqJvhV7oUxHsumEgWNHw4BT5hVBU1+8JZSRdxoMxlwY8Wen9JGwnktbNQ66a8orhCwVomgPJFhIXNhnr60ijeOcuZb24+Lkc2gNLbT2vl1N8nMAdHm54Ornn7nTImz85xy411UnAVSlWO344FU3dz/0pdZqibaDJLfmtwNO7CSxExFGBCmFPhVGe6KYH+dsEPoLx+ZrmZkZxLej9ztJ+ZxvdF6IBKL5OefNoyvcOLrh/XrD4Zka6MCQbIl1Q7l+IQvVmHteggrvvWNKlNGX1I6E+ZJcGW7PPEpKgUnFz2rmz6k72QxUC6VIMetqhxFNUI9GldaOAGzpMpRl+a6maAdnTDd3jgLvK+ZO/+Iinf3hPpnvG04r1SUKy0rSHHj3qGI1qBmnH1fWE5GvJtPKJmDdiA3ffNXRjj5v3tEuxBVZe1tc3X57ydHTP48GS2+3wHS8e0Klj8sk992+moOTcCqOeZNBRH1m6cSp6mMciEHZZQkjEqEVvNbo31LXhMuk5n6zEnGPkMENxFBvkDfUyw+WB1cdxMqyhmzmKpKfubPy+ouk9O1pyoaZwle0LAoKwQlAKt5Xn3009sxeiDaAAAQAASURBVOkW5zXLb2biujpw0ggXXvLDhvLy+RcDRl8m1EeWtFL7PE4xfVCoSgr/7VnADTx2KxPfmx+klI/FztxuBKDcB3OvxOXMHXSEQU/rUvxRS/pFwRsj+3QzEcpbupRJvpvJOR++HtJNHOm9aF+qs8Ao62hMKtl7ObhZL1l2wGpqJepDbh1Z1lG/GFMuUhgLyuOTQDv1onGLU139jgGg3TQ5v435ooV8wN3kCsDUUoyly8D2UaRu2tjo22j4paR+2TU+tiJq56E+kv04XWiGl55uIBPCbkAMg4/ZVrlo6IINlE+0uK720YHQRFlBND5wKRjAWVlfppZaqp2o/URPBTlzxQFRGiWfKLqBjvUB6IWcT+lGrPjbcbSA72RvcZk0GaaWyVow4hq9BxJbOZOzhTR+q/dkgju4lObSZeIs3M4823M5X3SrWD8TuUd+LbKE9TM5l9DCBpAoIKk9J18oqhNNfS6xH0Gl4ozcyH5eHSsqxAF08rKjG5p4Nr9jW19kn+6PO4zThMtMtP4HEheT3Anou/7AozIvzy7A4JWhmQf6zJFs9D5YPi061KDlkx9cs24zvv3pOcoGqkdOGoNrG8/mSF2PbtH18c6FUuqmdi51eXqR0A+DGFb1QiNVHszColvFG3vAV8UW5zTV6xGDJxtGWUPZpuhhj7q1zH4pz8JUiv5c4pGGJyVGBT74n37JYVby1fqQ13pKP7AEp/BVSvFWQJugoy76eyW59Xx9e0BdpahS6iCfBrqhpnzewyJHFwKa+9SweQogdU11Iu+W3UJyZ+iOe3RpGL8MzH+65pv/dEx1Im7UplHUJ47h0zXVNoNQkGxg/YGHw4ZB0dKoQFcmNK2lW2fYpdm70yovTV1f/PXr5500YY2zuG9G+HHYu4clpdzAbhhHnB1yeAyhOlMS/hg/aPlYus6kFCvmmx8kjGdHZAsXQzJlRNiNpDMve713wLOlaGSWHxi2H7S4N4kgwBPD8MJRH1ramRhQDK485rVieywTC4ISGmPM7hi/6VEOlh8mbJ5I8ZrdSTaPN7Ih5dea7E7G2OlaNtL1U0F1TQOTbx2Tv7jCz4ZUZwO6YURNzzP6oSJMWkaDmsVySFimQhewnn4oXbk9rpkNKsp+COOODwfXJEpC72g1qtHiyjaIk5baUT5K2D52kDvYWtE/mRjE7EV4r3rF4E10d4x0ufLMsAu0zKJQ2GWS16JiEdvMfwN0RCf829V7gka4oegSAHyrhT9eQzgO+xC94VuHSy3bR1GnkAXaTD53cSFNVnMg1D4V1J776zL2U1rTKNJbg97l9nhQjSE5qmi1uG2JXtHLqL5V+ETLlMeLA9jBLxzrx2LCsvhQrP9dyj5XZZc7B1LMZ/e7oFJB2tuZj+Yhet/g7Kz0pWCWw6851NSnctiajThQuTRS5VpQjeb6copeWMmqKrw8w0kHncZeJyigmzrsyjB6EVh9GHnfJho/jMUpaX9FkX87lQ1m8jXUh0T304CrFaPXgR0tpy8gSYXyWx2rd+5OBjubXfn/xc9zxi9SXKZYfQjtI7EVT21PahzdcY+9tbiBx7zK+dnsjIPzLY+KFaPHDYXpKPuMP339lPooiv1jwRC0rKdkIzTgmLG6b5hMK/fz64sjXG1If4XK6YrYtDtIrhXFnacfacrnDlVlXNZjUuvQrRRLuhcHzKDVPuB+8tLRjsXmex+MPJCiT9dS3KdrGL4RGkufifZWt3GPi85PBEGtf/XZdBMlk9qRNJcyVRa9arIGn2iqaU5SdPhRj6oNP1udMUoaVrdD8htDO5fJja8N6/WYzaBnOKnZvG8Zf2kBTd8UMO/h+2vCqyE6c/gp0O0OLJnw/MnrZ3x0fMOnB1f82btePyqQ2odsnTCKDIWgOD+7pz2ybKoMVaaEyrD+wOPGTgo6J1k3qlMsbka4oEjTnkaB21jsvCcEeTbJRuOTsJ+c5G8t1b3QgPJOACauM7q5wa8TbKtwZy3KetpNgq40bcyF0h2gYVPmFEVLSD35UYW1jvLlWCb7Y7Fs95UlrxSbD3p0rUliplAXpxu6lTPNZRKErHqxRtddiMwUOb9UkHU+eiUFcn0gVCUXIDTiLKnuUwGEXolLsk+CONDFAk69zEU3N5WzqgXqjWX8fMHRqGRbp3Qj2b/MsKMoWrQKMIZym2E/HxCuDdvjhHSrUL2mGTiUDWJ4oQPqJt3rhXYN47u6bA3FVXRTGym6iYCetpTGrB/AemDJ7wSgW31kRHOXxP0+PIA8zQG0cwGvdnIAn8hZaG8NpvPYyuMSMVURul4E9ibybDhqYJmSLeR9H1yK9KA+SmjHmvROooNE0wvpvVAm+0wMIGR/EHkCyD7vrfycg5/1VIeG+kDqj2Qjpi7dUBrsnf379kRcGL2JtvVtBB2GUNzC4MqjnaaZymcubgLjFx2r9xLR+G8Do7c9fSEslu2JoRsrwrSnTRTpnTRJuoeDLwNNZMPs9uN+wL7R7MZRunAD6dpSH5p9DbBrnneOgTtn7m6oJBvt1y9l/v+9FKjK4ADbSQOgHUjunIARg7ea4Z+m3PytsKe35zeK7HNxIKxOFYQUr1P6g472yPDN56eMv9Vs3nOMvjW0U2FsSfC5aIt9GghRKlSfO4qXluYoQOE4OFqTPnZcXk8JV6mE0Id4X4ce5Qx6YfnJn70nWaZPtxwMt6Ta0RpHlndUBwn3n8WGp+hhKZrXaptyfHrHs+Edr7YzFtuCroyOgkNHd9TRzXQ0K4Jw0KGDwr0eivbRCOtkNyXbvCeOkOmVFfptp6L2P+yb7STmAXfRsCq5sdGoxrP6aMToBWyeil6uHwVC7vFekWYd/fc8vQr4bYpapWwaA0aCo/v7hLyUySo8uJ7v6JB/3fXOiK79tEcPelxlCYkoOXdhzDIREr1CO5URcTBIkeflUAhRQ2O6wPYMFrlm8Fa6WHSk/lhxVdTdg62qvpdmJFmDsoF27jn4iaIdKpqp2Wt7xG5daA2iDZINSAVYPxNO/OqZxbRisevGsRGIxbHxgdlfdNSHFlsHylNNfSxTmuw+kMQNP2hon85p5gntUJOtHc1YXI6y+0B1mdJMEw5mJavE0a6lswdpluaTrRw8uScbdHxbHVL2KVqBGXe4xEjextaweaxZPc9p5tKw2MtUkPO4IYnBhnqICcjYN2Yhbj4ufaAX7MJKm4NAfQTZLb+RsOZg5KDe6VFUKwdByBxeCx1IBSk2Zz9X+wbStCFqCeV7eBOnB600c8EGbKnFzruK2TNOGneXKQkcbdVeAGxq0SzURUr+VoIBt6cBl0RTjBBNGnK5wT6FzZnBNCLEXh5o9Fqagh0i6FJBLl0udNd2HNC9CKGLKxEc+zREXVY8fC24oTh9AvgyHpKVIr+KGRjxMAkmupDZGHY6dOAV+VHFIG/QCm7vRtHiXIEXauL2LE5MOnC5R8V1LkX3g0Of7gTNDEamet1wZ50siLNL5L7ZrYQa6laehzhJPjQr7+waur0WdfoLhYmNa7pQBJPSnXRUbUKrLSp1mNbiotTo7n7IH5vntL3heFjyT05/wsxsWbQFv/hqJBOwSOvaBTNLPpIAGdmtRDn0mdpT/Mw3OaGQPSYpA1UhNGZTSeYXAdZPtOx9AbY3Az7vDdNRhX6ypV7k6NaKKF56F0wl77e4mYU9AOXi+5ze6ThJYi/gR4aUJGt5BvmdJyk99VyKGBVpxvU86l+jNbRMEeTdcUbs7NMldFcJ9qOa8WnFusz55ZtTnp7cYYuefpjgo4X6/GhNah3Oa9reQOZj1o1Mb4MxNGmyBwmU9YROKHSmUgzeKBYnBc3cwrsO+kaocaut0FaYdhwcbLi/H9FH+/7z8YpVmrPOU+6uJ7jcMZpVJMax+Ha2t6nXS8ummsCoF1vkjabtBjRpDjbgYuCtGzpMbWSS0D7Q8K0Rml/VygQ7WNF1TMYV/bBhu8kI19l+qqkrYVKsrkfoRlNvUpQS/ZmtFG6r6Edy/7uRx0xaXGKpRjD8IsU0kvO2AxS7kaJv1J6auj2VfdbUEsgdtOwzwYiGZ+eiqNcR9Im0bZer/frcnklzKaHzCpUEyMQQKc166rqgnQcmWcu3Vwe4Xppx3Wj8bcbGpqhhz+nxkvWyIL+BzXui1ewmXvbu0oCJzBqvMK3cn/rU/UbOrh3LoR0pBhfC5JBiTJ7r9pG8iIf/3ZbsbrjXmMp+vwNcFGkrIFg/FJ2J7mUN4KN2ayIat76QPYgg72zQMHitcbmm+tCxyzTdTblN7RhcBPo8oz6UiVQ7CbhcgCACDC/F0Xrn6Ci0ddmrTBdoporlB5b81pMuZd8ZXjk2xghVmijfGO6yFIUO5nLJS9s17ZJ1JnEcg6sQz2vEZTqCS0FDdWCxTcA0nvzOCwjkrYChI9HL6l7RRydt00SjtzglFuOFSLtWYmo1+cKx8FbMQUaB5jDQzrRQOZ2c6fVMnJJdKnrfd315K59XryXiQRxGVazN5AwxlcR/cFzTtjlu7LEboSK7PD7LgUye9dryxZ89JWmFhq4bzfGfN2xPE7YnkUXBzlXSk9/1vPpHlsnZmlU6pJjUaB3YbHOOpxvCxgqoMvLRcVqRzGt6V5DeaWypaOYB7zXXqxHWOqyWBoYg4MLgYEtqHYvWYG41/Sbh2/6Ii8WErrW4xqBq0ZR7DMEExo/W1FWKsR7nFP1tgakVPoeQe5wVBNFUsvayi4TiUuoxl4t+sBtG6dI6YDqojqCbyjqbfCUB5V2hcNNYo6hAd+AJgx5lAnWVkqQ9w0FD7zXea3xlICjUxtBPHNm1Jb+Sc97lIqHqx4HiQmqpv+56J02YUR4z6iWfykb6Uyad/S4Po53GvJ0c4btrZIzXg9lKUni2jFbed0Jxag6iriS6u+hWEJh0HfYUqXQjL2tSBvRNgps6quMElxGnJgHXxNFm5ASL7amMt00Tg1ldLN4itUi1ClJB/HfToPzOSCEzM7KpZMIjxisGNx679bhcsXw/E/FnDrrXtFNBhoKVTbu8GaCOS7GTL1NMrfb0nHle8e3tHJv3nE7XlH3KqsvJbM/xgeh9FpsBTT2gPg50Jx1qaxi8MjLliVMBW0eTERuie2CgHojphjireZqphij23emR+lHAxYC6wVuLbt7Fivmrl9hrq5gPIkhNZwP0GrPRpCtFdebE/hn2rpY7ypZdS6MeBjsBc9yYugdd4e6ZqyCbmoRBPmy0O4vWbgzm3ko20KHcP92IONS08nX9IDazThpb04rWY/j6gbYmkza5pz6Vtas7yBZSyLiEvbtmpxHqXyLNjbeRjpFLEdQVgs7lN7LB7IwZglHU8x1tE3qAJKAXBucUISiWm5xQGfqRx2eykdqtNGy6hcQpeqexa8X4ZcAbcWraWRZLhog8m2aq9jk+2V3Yh7YGI8VcMLKh7UTfOyrLu7yM9hydrrjRY9ppRjuTfQYifXJtWWUDbCKba3MWJx2dks22TdiUOWWV8WfFM/7R/Occ5xt+bgPpjdAc+7GsJYCgY0C7kwn64KKjPkpYP4lxGlciSA9G1qnpZD+zpWhZm7l8PuXE1dTl4L8ecvvYMJuVlDrQrEekS8lE3B2c9VTsqfFiU2/LSL1R4krsUmhn4DNZJ0Sa9m5aL9QOodKa+E73eczHcaC34BJFEp3yghUkuhvLHudTMXM4HW0wOnD9Ys7dcIA2nq6I09ytwXnNo9Ed2z7lcj3GFj3bcwnPRiNusLVhcFxijcdoT5lntMtMDDyOZar79fUB5exvgBN/XVevqa4H6EbBVLRV2gQwQQJJe0vjjOge1hZ10OC9YlnK3wlWpi66U3gNPgAm7N1Nt48U4aCViWUvf9YdePro3pZsRIvpE6FGe6/QBw0u2t9r7ZnnDVZ7Fq2h7RJBhC1wk6HmLdm8or4Q5kR31NNX4hiLBxIxdwiVRW0sYdSLIUI0bXC57GvpMkS60oO2Nl3GaUgSSM+2eKdZqgE6Nh6mlsYxDJ1QGqMmULeyf/RToTaphZgpuCKgE0eILAs7bfEjhfOa/i4X7eLuHbMBUo82geu7CawSqpOAP26h1YTU4xIFKki+kDfSuEbqOZHK9C6vEAHCXZ5TN1BS9DXyGfJ7j8uM0NS1YvalQ/dGQs5ttBV3Mhm1W2FG9IVMGFUEaXQvNUh1xv7rd0YTKsg0zlSR5nyRxrgZYWB4q6iPM9GnLz3eiN4mXSkWP/C0NlAf2Oi2K7+T7gUkdJGCnW4EPPBGNM1BR9CtdOhOJvM7uYnuiDmBQrm2W1lfKjwUyGHndB1Es68cbE8T8nsvDZuNrKehImgr/FMVjdc24hoqrJaoD2wg9TtDNzFSEqdYhd1IE6k7kSu4gtiYihlGc+AwlUSroAUwTarwG9HBg/xeqlMM3kjR7lL5fUzUEe+kJM084GuLdaDW8gx9Inu7GSr6Q48eCPfWLRPczKNqQ/HasH6W0g0VthafBJ9JPT563eCNprhUrMZjRmcbjkYlqzqjXBS8XhyiW3HBxIBPPG0GLARUUk7tswLbyuCWiTiqRkDYmECy1mwvh3BaQiOGRWTy/u8bsI3B1BpvI2i+MmzLnGLQ8Giy4u16zNrkuIEnpAF60aDqLjLh1gISmjYwvPRsHhuyVSBbSrSRrL+wz3fNbkWjuT1N2Z4Jld+sRWJk1hq/21+BZqTxTvam9Fbo9mbYYd8WtDO/j/hw+c7QI+BzQWNt9dc38e+kCdNKLK6ThaEvQuQuPExkUOIQ1s5kcpGsDP3Aky5U3ESkKdA9Yum6FhtTb6W424kIk7XowZQLe12KcpIG73KhVZRDTzt5+NkSxhsnRY38XVtKkdoX4I1YJTdz0UH0nREO/FYRoihwRzFbvm84/Fm3d5FJ14p2Ik6P2UqQmG4QqWKZbDoSSBg1QIXQCwiwuR5iF5bBfcytOpDN5boc0twWJPOaQdLiUawayUAaFzVPxwva3uDXIzkEteiW0qUUz9lSNk3VywZkFrLJmzbgyp2gVow7CJGCwE4PhPy3UkJKs/uwL2jf6RXkOftEGtVgIiIU6Te2FFpMslKxKJCvCUrG67ZiX6wKEqhIFqJpUk4OkObQ7+lhfhiBAMCWon8IWpDhvpBCwk17aDX5hRwEQbG3NPVZpDjGg1Lcw8w+fNOlollLSh+nZmqfPUGAzTP5GT6N+TpxoiWF8s7YQ9aQNzKB8TYG9HbRsS++4/vDcqFjQKzQJKuDhPsqQW2tuKbNOpxTQCJIYhMbt0JsodOVHNz9WD/8XAMhOugl610wujQSphZnx9Vziysi8upEyN2N2Ot8/iZE6Ndx+aCY5DXLvKCbpHs75T21M/Fo7fFOoxQMDrds7yVPxDsJTAZoFjl/njzh/cEthelwY4d9KQcekY6xn3o0SlybXKAfmkhZ5QGw0PK1zQHkVw/Occ1Ex+cZG9SAWPhugOuMMuuZDGuuj1IxKYiaVxephRKSqySA3Ala2w+im5OVQtD3UZPXRoQuA6yimWn6XCa2Ox3YrmE1jRRzOpEpcT9Q2HXMkRqF/VR5sRjSOSMUO2TfH+Qtq5nBlwlmbVhdjvhaBZQKlNuMYtDQnHlCJTqg7Mbgek0ICh+UNBjGc+c0vQm4U0+oLH2dYPVvQhwP6Y2RiBAdJFfPK/JRC8h+vN4U9LUlqRRdZ9guC8xeMxikQdcQklhcJp5uKmYau/e0H3t0JdVqUEEAo8zRphbdyBoi8wzzlkHWcdsaQmm5c2P6+ZZR3tDNK6rUYRJHV6aYu4SDww3n4xW/+PmYfhbQow5GHd4pfJmgN1bWS2nI7jVum/xKjpynmyiC1uQ3YT9FMA37orw5lGbBWs/RbM0rr+luMpl8JwEOG0ajhlIXKMCZQCiNUAIVqI2Vxnvn2FlJNk/daU7PF8zyiq+vDwkqNl1jhzYOYwJae/re4F4MyZei1dDWE25TcTw7cphpj280ptS4oUxdbadI7vU7B4CUl3evmcV/d2JAYRrZP7ULFDee/KrBp4b8uqUrMjGMMgKMehsBu1powkHDJkoJbKlwPtLgU6GQ7UJld9dO5lFce5mGnQXqw4Dy8ky9gT4X1khaBlynUM5jlxZ32lA+NtjakN/7GFsDIQScihq1OpDfCWOoHWmaqYIQaA7Exc9n0MaQ6h29dadns1theyw/jvT1Ip47rQDhdiuOo/1QMX7hSFcyvdS9YXsisTJBSf2S3YvUpZ0qusluahbosoe6oS9kn06XgcGNJ7vv6QcGlynqmd6fDbaUcHaQ+y65j8L4yFbyDv8mZBgg7J5kp2+fq6gRVHunWm+lbsjeSEaf6N2EDeGNAMs67xkMa4wKLJ1C6YC+S8hvA4tPAHa5X1E7OVGsnufSxGwDw28s9TRFjzcs1wPMbSLvd2SA0Cr6kUOPO/SbnP64kyYk23FANXYjWWTJBtox9GO5z7ucQdVq/HHLaFIzH1S4oLi4mUJvpUlOQBUOdW/w1xnVSeBCjdksC9CBMPASH3InTB6fhH0duNNZbxOZQjcTmYgHEzM+c9FiCnAN7dSK9jETeqOLIGu60PQIC0l14lbejSWCJ78WwHI+2bLICvIrQ33i2D6JdUEmn091u6za33AT1nmDXRmKtyq+JEI37AciQt25e/lUFtHwhaIbG9nsK1n4ppUR4s7aWPmw53OKc41YyctCUvR5nGakmmbCgyi0EtTZJ1CfBEKiKC6jdbOCpA7Mv+jxRtGONX0Oo1dCxzKNpMDvTBtMJaiBraVALh8p7NZht3Ki5PfifNcXQkdwiYznd5tRMILA7FDHkASYdNjE469ypp9Dfu+4/1gavx7LfTchuTeYo7AvQu7KAeXVkHZmeDpe4L0gGOky0M4SsjtxBto70QUEQQqQLR3eSmgwQUS0KkB1IFxrW4koVvkQQyYVqlekq0C+cCw+ePdWrYIaBuq5YnsSeb+V2rt8BSuBt3YrtBmXh32jpqPxy+5/chAK6t+N5b/ZKmC2ChtkhN2NBd0JSlDb7F7ylOpTmf6EcY9SkFwIStaN4yYRopg6arZUjFaoD8W2vbgQCq7LHrLYBNWLk9zYKKvnJdprXFeQlGq/5nbUlJ3ZTHMgiLet1T7Lrs/Uw7qykfIXcY/0XqZcPoPgouDeSGGWpD19Z3GFxw3EdUl5CJFypPvA6v0Y/KtliirC8QClTEhcFvY6NQl5VHuHMG8Vxsmh0U1k8x6+3gWqv8O1o+C0WHNTDCnTwX5irntFn8vmOB1XrLcZXW2p+gzViOtYXyasTSE0KK8o1zm/2JzytLinOKioTm0MbI7o7a4Zd2LrrntYP7VyuP+KJiEo+fm757LL3dtl3JgmPiONZLLFjMS2Tpgf3pOcO94wx6Upg7cCPHQTafyVg2Spok0z+0bNdKBL+d3bsby/BPb7adCgxrIeJRJC9mcVBMzyPfv9I0Rr+2AURMTZlpqwzVlPEvlvNnAy2pAYhwuKUkGoNPnrhGU/hWFPqKXQmY4rbmY5etiRfG0JRlP3I5h2WO0FVOo1tuiZT0tWZY73iklWv9O1A/JeZveKzcyTJY56nUBQ+IFi26Ss7geo0u6LHrWWTLB0FSnP0WhjH8DcasykpT9vqH0mdF4gFA4f+XG6FTqq14FQONqZAEHogNGebZMSWo3ZGCg1G5tjtIAJWdFRZC0bBa0OOK/4+dsTbKPoA7haXBWyYUsbFOY+oyscujEyfemhetqheo09rMiynspN0L3Qd+pjh27E2KF6z5M9KjFfjiiXOeOiFkDDxniYoWM4bFEqcHi0pu0NdZPQ6hR1n2CXhiJGiYj2FczS4gee4AO57fnB7A0v72eYky0Aw7zd201vyxy3ShhdClgbjKEuRA+W3SnaqSYEaVLsVnSMYTeJSxX7DvidrR2JpakLtTfv6nO1j8PZaqH4NYcZpnJoZBpua4fuA6YWLXgXmweQj6w7AYizBTRK6pAQp44msoEgvtMecTUuPUFpfOrxg0DQlnQhkyyh2Kn9dK0bKopLRXkecOcN9X3O6I00YS7Tez2UFLGKbOVjjEPYO+fVU72nLO4boDgV042cl91INPK3vwfJrMY7g7uQd8KbHfNG7lc31JKHGQFiUwWYKogylWwZgWMtjtgocUx0Gfv3ry8EHByuIL/t0I2jG4nuPWjIltBMd1NH9jrHbiCTDNHa6SiZefd0RHGWfGBp7VwhIeb9TR30CrU05Ms4vba7SaNotfuDnsR6qm1GX1l0NDqa/0TOop0jbzsRza/LA9Wp6A9tdJTWPfTrhPrA4hYpo2slxkP9A6PFW43PDKHw0Cn80OGnAbUx0mhFkzI5/72cdVpMirQWZkExkon+s/E9L9Zz/CohW0fjtCzgO42JGua2LihtTr7Qe0dDlADshPizkhDrFXlfqnOJ3an4FTC/lXvVzTx4YVTdt9L4ZfeQLmIs0KinDRafeZne95G9EQwulwxU3So5qx7XmB8VmErTz6PmTUHYWKnFO3DZb9iYo++EI9ktpYkxUVToIu/Z1DLNUE4QnuLGky1Fi+VSmd60Iy0FQpx62W3kFUe6l6C6mnouhaatAz2Sct5HjUc3lkIJ2FMCXCY29eIUJOF0+XWLWdZsPpniE00zE7rVwc9E37H6QHQcYiEqlIfBlafPNd6Ik9j2PE4xOkgiNUD0OdI86j5QHclY0qcxlT4JhFpoE37gKM8TumjIYeI0RlWWZK2Yj0t+d/aC+37Aj8O56AS8po9ai+EqkK29WII34ijZTBOqY7XX9rgU6rmJ9DfF9lyJyUXLPrxRt2ArSYjvhoLKDK79flM1774OAuSzsjs3vTRgO5QKhKvuU6hO44tnA30hVEtzE4Mma3GdUy46cGrRKNk6MHop66w+EMqWaxVKybPtCylqZQql0MsE1QlNqDmEPpfmQ0fTCjf2uEKR32jSlUwOOhNpG4lslPWhoGl9dOFMF0LncFmgu5eRvtHs9TgS+icj/n74ICo3tRy67SS6Qq7E9KIfhb3wWTZl2UwlHw/MXSKUnkknB01rCb1GdWKD7n/FPCRdhP2BpNs4bVHR5Wd3GEUN2K6Z0FtYfhBF0i0PQaITQah0E6es73iY4b1illacjDd8MRqjWqFEmFo2bOUTbs2YpOigMdiF2dM99VajFgUqE0qVNoGX6xlPi3vJ7/pBy+Knh3vNgU+FRu16vc8nbMdxWtDHDKUYfmlLtZ8slGca08p9VF4E4d1Y1uzgjaY6jZrAAOO05n94/AV/Ujznx8v3Ua/l99CdBCnb6EBZn4iuMdlAsopGGyHuO4kcBNWxaHfMVg4lZ2UvSjY7qqxk/AQrLmzpSpEtAOI0dgum0Xu9WzMXGkpya2iPewrbYbWjrhP81pLUgnyjDPUj0Sn01zl2tuHv/OBzXqznrLuCdCl7izt2tL1hez2MuVg945OG1DjeXM746vbw3S4e5PdKlwG8oqkSVK+hV7RlStdYzF2CjzEWCrDLhzwo5YnvQ3y2jSIMAkna469GUgA5CL0muRJ0uTrvH+yk70RMnt/G82aVcGmmhMaQvxJ3sn7iUU6zXA4IQQlVEtA6MJ5vub8ZU3yZUj3tGQ5bymWOXiS0Wyv0xOMoEtbQzT0h9Tx6esv9Rr7fKG/YnjRUXS4F9FFDUbSUr8fMn9+TGM96OcblCbfFkG4tttimUvStorQFdJpwuqGuUvqtxQx6nFfYhVih94OAOavotgnpRYIbB1TRs25SFt2Av/vkGy7rMT99fUbbJDIBaw3qPmVwKSZa7Uym9XUntM1gDCHzhK0l28o7EYwU5cpD86QVBsC7XDtGRa2lOAO6NGYDxgLQp7JHdEPL+BUka4dpPaby2G0nRa1RBKX3DZXL4ruaBoorCAfqwaipkTrFJyoCJYFsGVg9UyyfW7QDuzKERM7FX0Xjg4nfO1IFg0Le2WkTqflSOAUVAZ0+7IOdu4GYiFRHmsG1Z/C2oT5O6QZSp+3ODgnXFeqbT+VnVYcGvQ34scG1mnytyRbsbfmDiY2igfI8mjEY9tp1IkDpktigRbfdbhSDeEupwwjy83asq/I83dOt7VaaZdPJ16VroS/KniZsph2IEs7iNOodU1lBwLz8Rs725jDQnnekbxOyW6Gl+laT3GnJYRuJfMZZ0fk2B/L745ScR5uEwUu7N/aavKh59Q9zlAv4PFA+jeyxwF5W0U5lnTSHHpIQnVrZN+H94IHeq1uhkYeBw95IbeEThHp9pfea/qDBjXz8+xq7sGz0QEynnGa5yfhxOGd1MWbyucVUgW4idGzdW+xG3DHTJdRHmvw2UH/cE7YWPepozgJ2YQlGXGCTpdQgoukX46F2HuimDtXqfVSFbhQ+l1gsn5i9MdXojWfzHJJRS6dEn6dXZh/nozz43NPkYDaa9csJ+rChOZLsWd1ZXGYxtezjuofq+KF++w9d72asEQAdaGeB7E6R3at9MGWyURJYO1AMLmBw3aO8cJFd9oDc2hqylVC4XKrYnogQNeiY7q5h/kuP3Uar5mi3vBtlwq75E9GlqdXe2KCdyg0LKm4o85T2eS5OgV2cZpyIhbepha/dzRzdXG58fqOxW026CayfpVJQBdnMBtdxwcXRbFIFko1oqupDHZ3MAu6sZTTbUn49xQWFGvQ0hwbdiT15frub8sD23PPx7Jo/GH7JT+vHpNZRjTuO5mtGSYNSUTht9d5QI1n36C7Z22jLtEQKLe3EcWh7lpAvPMPXFYuPxW0m2QoC1kctwE6cW58L3ztf/AYoQR5WH8jmoJxQBZ0TB0zlBKFXQWh+wQaGr8ShrptIGGk3lL+7m3Z2wx3tMt7PQhr6+8+00GWRPKTdJEsE6PF+VtHUwe6CmneidL3PbGHYo6ynr3IGNzJFdbdx0rgWtLCdCG3CJzLlSJfyPhRXiuzexula2GeaJSu95873hUxOs3slGRevOxYfp/Q5e63ZQ6MWDTyCOHV5q8ivYfwtNDNN2WeyoVhwhaAF7cxjt4rBDTE0WoKkdy4/yiHN5zDs9S5BR6pSHemJ28DqjH0eleqBLE7mBNQWW+R3fJj5TpPqnnm2xWyMrJOoY1FR05b8MqP9vkMNeuxLS0iiRfyV6Aj6XFOdKdywZ5w2vK2nHBRbfjB7wx8l73Pxp2fy3AuHTry4taUpLjNyQE48+ZVoMsNU7lv3pIXSomuZLEuB4MluJVzUbhVNvqPAxr1ra3m9mfIH86/535//Ef8s3/DP0+9x/Mei8Skfi2YzXf1KwTEQxDxbiStiuuzRLhH6cSZBrskm6jFi4aFbGFz7feC87CVy+A6uezaPLEFLeOzgRvbM+kBha0WyMdHF1vD1/QHP5/dkWY/9dsTgKuaT3UMwln4oBcD7kzv+06Mf8S/sd/lX0zMxoikCRd6h47Rfd6AqzarOcV4RWsN2/dcHXv66rqAlYkL5QLhPQUXjk87KoW1ATVrUMqcfybNXMbQ4vY+mUkbtTQUaDfU2Jb/V1B/XhI0lfZvEaSrYtUGtDEl05e1G0QzpxDH41tKvJXB0+EY0Kptnht4KeGeXsidXswQ7a5kOK8J8y+Y9hc57us5gM0efG+zawDoT9DiIw2tyrwlG8zadwTrBbjSXxVBy3VJpsF1lKW8yzFZz93omzJJRIL3ThOWIyb2cZ30BaAU3CclG0V5PMV4xuobq7zeMT2sWasxqrCiOt2RJz6JK6GYeO2nplymL2wP+xGtmg4q39xN4XeDTgBv2JMOOftbhFxnlU+hGwuBQwx6bOvx6INqoXosbZCq/oy8C1QiZ1vbvdvNxqbj35Xde3OfmPOhR42R5Z0oTtKI5sFQHmmwV0L3dT6jCjrodYoPdyZ7QHMS8VSffz27l3rcTRXUW12lkgPQDOPi5xM2U5w/a6W5kZHrlogHLIJpELQP564QaCKPA9kiyy0wbSJcOFKye2j24vH4UzX/6QDe2URISo14qYTIFI6BzvpBMM+XlnJj9XLHQGcnZlvZDTz/IGbyRpiq79Yx+9Jo3/8vne0lBPwx7owoToxTqA5lCEGR/Ka4RmmMhNuRioR8nSoWiNnFN5MLYMG9F0xy03AvdeLHm78V92Se7uJFAdarQi3dPR/QJ3H834Icy6dGp2Lh7qwkmkF8YWeMVEGR/bg49x38CptVsT5GJemUxpeR3ql78F7783xjy1yKdSB+XtI0FrwgLiRNRHppjTz/3qNzx/PwOHxTLcUd9oiWk+LTD5D2uTNClfBY76OmnGtUK0OfNLlJBACiU1Mwgz2L0jaLepjSHToDgxlBuM9IbCSlvp5HWHIG+dhrYPhbWmG6EKm0SDysjmncjUg7JPTX7/F7tJMs3WQtQT+IxaxNdWnd6e7C3Cd040E2gO+w5/LHH1Clp6uiWivRe78GHYEL0KlBkV4Z25jGlJtSFRFOdijlQdqMpbgJBSYxWO3uQvvyHrnfShKlOqE+osM+uyBbQOrlB3VBR3Hgmf3HF+ocnLN8ztNNIe+qij38uEzDdWjHLmAdUCIy+iXb3ShqddCNuOd1I7dGjdiJI8OC1YvBWUL8d17idwPQ1pGvR59SHmnouhZDyMrFQvdzwzQ9rWCUkS7GB1bMW36YMLgLzv1xx//0J9YHQ13b0N5cIFcAbQahM60mXHdvzDFOHfbq7SR2zomZdjGU6sE4wza8soJfy8ky/crjE8DhfcGZW/MvuU8oqRemAUYFFO8B7hRsH4Uxbz+znis2TTFwiS5h90eCtonyURlvSQHlqSZfCU2/mGdtTEeRnSzk4dBfkRYrFnStg81gaj9/EZRqhALiR2Bf7LomUEjl82rGgDP28p10KP3rwVjjA6Vp+RxDHx+Yg7KcTrhCaoD9R1Gc9mICq5OXNb+XvbE9VzBHpaSpLO9V7gxDTyBTX1HKf+kGA0uITTxh5br8nGTsHP3OsnhsxYlh4dK/3ugrl4/ROCTgh5hoqusVJ+Gs/EEG0qQRZbw8EAkzWcPODVIKS7xSbJ2o/htedNIw7yub2UczRuw0xbyZw/OeB/LYn2fRUpxnrx2YPPnRDRfnEEzKP/9Yy+cZjaynMdasoLjXJBnQrOjDdCko1vOgpXm9o5nPJCioeAoVBqHbZnTjyBfWOD7OgeLWdsW5z3FErGjjPnpvdHjr0sGM6qui9ZjvLKK7E4XHxCVQnwl33FrK8ZZQ0LNqCxlnGpub7B295894U5RTFQF6GrjM4G3ADaaJHT1fUxwndXQ4mSPxGI/llQUP7uGV+uGG1HuDXBZsnElBrakHtQhLILjTaWS6yOX88ep/BYcvz4pbhWUl1MpVA27hesoWsbdOIzqI+VJG7HujzRN7hoBi9dZjW7AsRlz9oSJqpwhuhoMl0Tv589dzu3T9tpZh+uWX9fEB9LGs/XWg2zz1+4FhdjPlFk9CWKScvpRBbP9X0Md5LLP4DJ/ma38peo+eef3H0/Whyo6i2Kb6V6WRQgIGbVzOwnqPzJXeLd58Tho7h1h78wKGHvUxzVgZTavqx6JN2Fs2m1LhCgCs53JFzL7I80nuN22byjjqFGvbM/shQH8bieqCoTgSwZCnvcrJWpNeiSxu+hvpAphaHP6lpZzn9sdB5CEYcg72hnyhOhhsYwkvtWX47xXUqAi0CJNqt2tNi82vD9GuJ01ieaNCBsz9ybM4Nq481/rDDe4W9ShhcKjZPPcm9BMcWl8Lk2Dl29kMxndo50EmunEw+81tNs8xpbEpya+lHnnqbUlUFqtccPr/n+fSO9rHlJ3/6Hi6IMUdzW5C2YmLj05Tm2ICCZCUMmtG3sD1X+DKjf1aDCaT34qqme6iPPObRFlemJNcJvkneNRtRlk8ve3k3UpF9ISBVfh+zs0ZCi18/lfHCjh6Giiyb3RRpIGvDRiAxvxHg0LSy9rqB2pteqCD7flKKS2Ezl7JOhcDtDwN+1pG/SGkOpBFMV3Im2SaITXtsVAApVNdqX3SaDmmwoj5MQL9AspHpUTPRMJHJfrZ22LeOdmpjNiaRvaSxtZzZfS51kc8dymt8r1EmRMqfJrvX3PzgOSrA0Y972olme6rFKCxSFnUHJvoAuELu88HPPKsPNf3EUfeG0QuRNIBIQ+ojqQOStcKu5Tm1M7Vfw6v3DOlSJonjV0InK0+ENVRcSs36m7jShaZvpYl0aSIA1diBhjoLJCcVw6Jh9fkcW4qD7PIjcSIOT2uRbNykJGuR1rRTQAXSaUMN6EFPmvTCVtskEIHfwYUif2NQv7Pht87e8Goz435bRNlCjnYKnTgGg4Zae8JQMxlv6Z2hsQ73zWg/AKl+d0u/SRh+mTD5xtOOFOv3hQFUPoXupGM4r9i+HaGnLf/k45+Rfdrx//ji+/RvBsL0cBHMjYY/9YknvdPiI3GfMX6j6NYWl4c9SyrZPEQS4IV2+ORHWyYvMq5+N5V970ZYJ+0MsgsTXZsD5SNF5xUv/0cSE7VdScA06gE46XIBrg9+pMnvHde/LXVRtpCBQH0ke2y6IroVy5rJb/7/4I4oeV2KyVein6mPpUjsh/JS+CtNPdMs/lfnQsG58vQD4RQ3B6L32gWl9YNAe+Cxa5kMbB+JHa3dSGOUbNlvXGKCIM45Ow7o5FsplFbvCyQVjGwG2TIw/aKiH1puv5/SDxT5wpNsYh7KF3A3TCgebdgOCpLLBLXIUYlMNdwkpZ1G/vJE0cyEuoZS1AdGmrpoLGIqK85NwOYZtEc9v/3ktdBsJlOyrMM5TesHZHcGU8PND4WKqXrJXFn1Of9V+R3++ZtPUQpODldUneXHr5+gNpbhUhbs+rOezTOL3WrO/k3N4qOMq9/NhW6Q7Oh84nTWD6GeRQpZJ1Obei6oRX4v4+1uKFat2Z0cAKsP3v1cPlh5YbM7hbqxtDM5XG25a7JFE5PdK8zCRqMDQVGye9l42rHaIxjNWQ9ekb+x4tI1ks1YOQWFOHZVA01IEoqLiD5WGr3I9m5U3cShRj3qTYYtFYc/7QkGrn9ocQOFKS1BC7e8G8PNDyUos51CMzexsUcKt0oK53Ya80sm0ZCmEfcoWylCI9OZfoDwl63wmPU3IjDPb9S+URaL+4iQupjZMhKhenZlJMeKiIAPFPVBiqnEtGNwLda0t99LqU6kqO5H8q5qJ814FnWQtpJpSXUolFnVy8Slnhsuf29ON/EMXz8YuNSHQnGQ+Amh2fxNiNCv5dKBP/38PZ4/ueGjZ1d8+eqY0BpCDqrVYAJJ1rMpc/ybAuVh83FH+VSTR3SrOZRGqNpk/Kh5gtae2bjiv3j5A+rOkucdXWeoq1QoPDeW6Vuh3ZSPNefjNZ8+ueRfv32f5XqALxyUVrKzph2nRyumWU3nDPUgB4ROmixFm1Gdiv5PN4rkMuHPzDM2XcbjwZKjUcnL30pRlxnmUn7m+lkMJo8OoSbqIpuZ2lOybAX5ndCkhheO+sjEJioyAnauqGNBIU//ncRvuFSRLTzr55rV+5r6cCT32Yc9QKPr2DEB4eshiYfV+4pkIzopmZLIhLc42fLj+0f88fA9nia3/N3f/QV//C+/Qz/yPDleUHUJN/2U9NJSvJbP2D3rJfgz/w24AumAO2lFvxYUXGfYTowQ3EQQan+dM7pQJCsTwzg1w5fEbCcnuq9UwBMb9UqmAUIWp44dLrckZaBWeh8XIrmXMg3TnaI5cSRrQ7aQc2/zPMNlfu9qqJ5vWU4yTGnIflbwajLlvdkdB8Mti/GQsEhQox6b9nRZSpeJJhQTaLYGl8r91SuL3SiqQ4lqCToQKtF2mBbKR4HkSUlbJ4SNZfkDJxTDZUJ6b7AbFalU0QEvVay+E9DzltMfXONWEza3AznXNxq1yfZi+rvJkOUm52S2wQ+FyjqZLRidbaiXU7afNBTjhpF1hKBY6xGHf2pYfBqp/rWiR/RoepnQF4HRtSJdahajjHxe02YO9TZ/502YzwObJ8L20b28j0JDFMB4cOtI14r05z03P5Cpbn4jZjrt9GFC7VJhcqSrndZFvs/otdjDJ2WIFDqpRXQXGN8EsnuHrRyDC8P6uWL9WIDWvk32USP9ILCZCUCX3ek9wL2zyh++1nQDWH5PcuQGrzTeJtg6MH4lE7HtkSFfBOZ/9Irrf/iEdrKb0Gm2h4ZmHp2fKylON49Eay4abaHrp7cG83oghgo7bWwrf44SDdLiQ4kIClq+V34njVc7VTRDAcuHb0OsCwLTz6F8ZOnGAswHE3CJ2uuqVJB7evSjLTe/NRBDjoUYJO0AfFvLvWhHeg+SjN44yke/gXyDIL9PX6g9e6edgB+K5pbG0l0WLA8M6VIA0W4C7cRLJERjsFeJ6IlnnnYqTV1+C+12RHfmCHXK9k0u9TUiU0FJNm8/CCS94YvFEbd3I8k83BqKhdDYQ1A0TYJ3Bu8Uq3V0w60t49eK+kSiWvrGoIue8n0F2Kgjk3qyP5BuRGuPnjf424w31YSzYs1oUHNX5KhWEbwiKHknmqeB4UuhIua3UJ0ZmgM55wYXwtpop1CdBbqxZ/jCiG76pOPt/2BIfi2snl0j3+fAec32wGAvU87/jaOdWLpSR2q8otKJNOxVNBGciM4/vdOMXnfcfi+J7CrIb70Ye6Ty3tsqkK083sgZuPiUvf77P3S9m0lYEKFyfRQtQxdqj4bajUK3gnxIsjysngt1a/hKNFzdSEfEhL3uJFkrZl84CXybdYQ6FsipILY7algw0hE3c6HZ1IcJ+W2HSwSFaQ481bmnH1iqg0KKlFTGnisnOWK2Cxz92ZLt+YzuyIIOez6/pLoHbr+Tsz0PDzktTkaxpgqM7mXK1g3Eir6ZWZqpaIK6ZzXjScXbcsL1/RjXGLZbC63GluJE1xcyCVIOtucSmvnj+0f8mEdcv5wDcAdkWUc2bnBFz9bnKA+zkzWbuznDV4GLP8yl4L+L+pypfO/1e+wdlpq5iEH7gn0g804fJFoq+TNbCu1hN815l1ewsvF2k0B2K814O/W0B4H0XjP6FpJSyYvYChJbH0qhuRNoujzQBXmJihfCT01KaI4D3UzQypDGgiZ3EpBdxOiEQn5+fyLjd/WqQAVF2FrS6F558Ycmrk0pWu1WgVdMvnUs3zds3neQBJIbSzsOYryg5F2wG1h8AvmdrNXZFx0+UVz/lqU+d+hZSwgQFil2pQWA6EWsP/2mIf/nV1z/wyfcf1emNsM3gWQrwZjVmfwOdgv5W6GK7Tju+Y0gQM2xI+hAemsorjTVUUozkzU3eBvYngqne/WeuAD1ESVtR0IZ0E7QwdmXLRd/kMkhnsoo3lRBcvuGej+dC0QdSCPTmne7eBTDX6S8ujsj/2DNyfFKPntvqNuEpkpoVhn2LiEp5VnrjcE+3tLVQ8bfaEwdaGaa+kSscs1C0/xOxyBr2awK1G2KLRX+0JHMGrpe0TSWbQG8t+GuGvCn3VO2dSYGE2mPNwG3teAU6yrbuzD2Y4c7deSjhvbE0r8umH52y2IxhBtp+Nkk1H3CZ6O3/MH0K96ezvgvD77L1eEUfZ0y/jZOtx/J9HFnohIUFNcyDd/pCIVWavbh3z6TKAO7hXQh9093cP9piu4E7fY2umZGBoJPpNDMFpF2OlfUEyc0sEQaiPyWfdirt0Gy2BQ0dcLruyk/nj/hYLLhKNsw+GzBejHg5ZsDoXci1GFBFBX9bcq3izNM9RsQZjiFfZPSHfZ7fVfwotG1paWbCnU32QS259A/aTAXGfd/y5EdVIR1hrpJxGnrsKVdJSQbQ3MoDdr8LzUXfzsBBaf/rmfzSJx8TSPgoe4jhSpHqL+tFA/dKBAmHfSa9NISyoRuJppO/WRL/mnN4psZP5qMmM5L0kFHt7Xo65RuaCH1YvnuFBQ9ZtjRlQXZvdrTWYcXHWBFq9oYsoVMX/qBYp0NCJknWQgVth9a8qi9kiDxXR5TdFZtNJNHWzLbM8obynosYfRzj641figOm/nPCrpRYLEccXAfWP+jhseDBZs24/pjxeNxSec1i7KgWuekd7EYVgH/QY1JeyZJz6Iaw/fXuCphlafyvO4ttS/Aeph3kLzbvUcbTzf3FFeG4tZTz+XZJhuZKJWnArB2w4TNex5feEZfWgE4a3nephJN7uRlR3a15eLvzugmgfakpx9a5j+TI6eZqQisiJW73H9NOzUR9JAaaPb5A824G8r72Y8dKoJiyseaqYbJ155043n5P1YUR1vq1yNcBpsnQvNJ1lGPF7OUXv8vnkKke4sLnqI6FtvzZB0jOKZRG1tBfudwmdQ1xUXMCzsWsyflwfUKJorRq4BpAouPNeVcEPbpL6XO6odqb7BgovZYecX2xNDnAtS6XEVar3zeZEM0hBLNHkp0YOY2YGsvk8db2VuSjZM9J5ccs6SUpuw3YlOvpU6rjwLNeY8ujQB4MQx4J0dopsLTXH+3hV6CjNM7g6s0/UGPyx2hMZiFxaeB1YcBc16R6EC7SZm8f09ZZeT/akx+62nmmq5VMPS0q4z7b4Yc/hRufl/ywNro7GrXOdXTHqzHLCW2p089qtF0YwFhmjnYTUb7vMFMWuojI/FRqURVHT9aUHeWcp3DbYZpFH/+0/fRW5GbJCpGBekYhxKNx/oBrKZw8meedK1YP9OMXosMSOjzAlpO3xr6gcRpZMcbmpnl7sWI/Fq+TzOT9RmuctGXllLLucwz+UKzft+Tf7DmMGu5+fKA4kI+v60UKigm3whFtD4Wf4HhG9g8kSZ++0yYVdtHBrvR5DeyfvIb9TcCQO8Gl8485Xs92ZXBVIriPtBt4wukRMNF/Of8855lKujF/HNYvfdAzdnxevtxoJ0Hbv6Wpps49FUaXU6k2QtqZ6TwYMChO6hPoDnQjNOUZCt0xOxOS9f8uKf60GFSj2s1yUUq4YpHslld/L2ZNAL3GZPPLd5CdepxFqpjoYt1U092a0jXgfKJBzSbXNFNZLS9C9rdnmqqkwBBUPjEOC7ezFGVIKlhKJui6FeiDWkNKlqo+llHCIqbzVAOsMyTJI7MOrbbjHCRM/2l4v6HjrJKhZLmZBI3eeHEdWmg0b2mmSuSUjH5tqcda7YnMrnQvUw+mjiV2blXiv5KDpFkGzj4WcNP38miebhUp6RhmAShNNyKyLKdyIRl+alQ4nQv+R7dDHSlSEpNdi8bfjPVEiCaQjtzYKDdSgisH/Q4IxOl7NqwQ/GVFyqdqRXZraIbp7iPe9zQE3KH2tj9xGmXo6Y78CNHkwSKN4btsZhzKKdkc1w+BC6DICdt1AlVRhqfV08t2b1sdmra4ntF6DTJRjO42E0q5GfdfZZhnz3BNoHB2wcjkNVH0M16cQtCJk7FpeLR//UXfPV/+JSQwPDCYyuFaUzUBAWqE3Fc1J3okAZXnpM/XvPqP5nRzuU9TNYhRiyoSEURNPLbf5JK/kzuJQR7oTj7529pn87xNttPZFwq73t1IpO+d7t2xFRi/I2m7CfcPquENuE1zmmSrMcnjq7V9McOtbaSwXJVwNCzeSbRB90kkH+85Pn8nk2b0ThDoj2DUcN2nWCvNd1c0a1TdC1Naz/2WOD2mznFa0NxH2i+E/BHAd8rVKXBaGqb0tQpbmtRw57nj24Zpw2LuuBNUHzv6IIPn93wz958h6tfHGOXmm+/OuGf9r/N3z75lt8bfc3fO835f7efsvaK8CKlnUkwZHovLqkuE/BkR3ezpegbTbVrosRlc7dvKi+TcIkpiHrWErZngrYPX8m7tKNI7UT01YmKNDSFbqSQSRcqgkkCvu1y/7JbS7KxrD90/LvpczYuozAdnx5d8e/u3mfweSq6sZgn18Ysv3Spye5g+Z3+r3/wv6bLNPIz7bijX6V7S+VgZC9MFjqGKgstr/hpyvqpwhWK8IsRehwF6ZlH64BqFMkqCA131rH4bir6w2vF1e8kdJOYcZlA+cyR3RrsBsbfenxqsFUgXUM7VziXEGJQejCQHVV8cHzLtkt5dTNDd4r0i4zyez3dItsbB2G9aDnalORe0/kEp4Gxp7g2VMeCYN99J0G3MP1C3vfV+4HyuUNXmvzSkK6Fujb9pqeZGKoTqI5F52dLyQ90eSC7h9ELzcLOWLyYiQPwUYU+86g6wS/iaCKK/E0rdGDl4fnxPX9n8iUfFDf8F/4HvLmb4DqD3ySkt4bsTkDT8TeKej1A/9YSazyz0zWDrOWym8BxQ1cZ0rcJxWtL9bhHNVoiAd7hFSpDSD2rT0D/VMe4HEV3FpvVRvZxWwrVqnrmKL9fU64SRt8Y2UtThffSQASjOP6LLW/GA7y1pEtFUjrquRiCVUcAhmQjkT7psqeZW7KV1Fq7sPXioqGeF0JJ3yrs1ooBUzw7RAcbTQesonhtcLcTUiUAsGnk83cj2QuyhfyzPhR9s09Ew+0KAePShRi1uERqmuwuxFBo8+AW2+1uWtR8HzgJF3+TcvrvGq5/mEeDKsmynH7ZsHpfwMJ0BaM3TpgZjWfxYUp9qKhPPXYtHgQuA2dBO2ELZMsQna0995/kDG4d9VQKrPymozqIFvWdwW49g4sOu+0x247Vx2Nxl33Xl5cGjKDIXyfR6E3vhxH5rTQdKsDmPcfZ43uubifoRU7zuEWlsucEJwDE6BuhvroMwssB3Vh00OtNQbdN8I/EnbmbOcKwR22Edk2A1QeK/FLcoJefOGxt2D72HD2RSKR1PcGuNaYxmApQ0A0EyE8X0A9S3MiRrxXpOhp/TMRh9mhUsv1iSn4tNZoedSQHPc1NwfgLS3ETc1NzGRzYaCTkcrj6HamJXA6Lj6NTYy5eAKYG4v7QzAPd1Rgz7PADT7rW+3xM0VJq6qNAP4LuoGdwuGV1nHJ8sOZ+PaAzYjpiaqnlAQY3jvtPLJuPO1TqccuE8FaL1j2y8VBSDzknfUQ/UHvH4r/ueidNmNGe4UkJX0+ZvHCsn0ggoXbxRY+TFoA+i4K+oePyDwwED0Ex+4VY0N99ZvCJIb+Rwii7MaRLGZ+Wz8VydDf231l7/+ror5156lJjqkA7kQ7bNArVG0IpaL1Kwt7ye/pNjy0dd59loveJlDLV8WAzHXmq6k4zuBKTkVB42qHDXifi5ucfhKHDt47BleL6bylmw5pJXnO/nQuqpwItEMY93UChSkOy0OS3Cv8PFvJL/HzK3bzgdLLmm6MUKovWnkles1gNSO81KgTSO0NfD9A5bKOrz91nhsHFA+I1fBOYfrGlOs+pDzTJOpCWnvy2I/v8kuq751RHVn4nLfeyHSo2TwPJRtPnGfzX72LVPFw61lq7TLadtk1e7mg1D0KFis59bugpH8PsZzJxbKcScJguQHVSJOsOpj9TrD5I9nkse2e8OMn0mVCInFMi9p1nEgrYCR22OZCCo7iUxkIOL7s3g3Fp1HldGcbfiP1wM9XiYDgImDbqtK6FJ1+dysbaHMRAzrc5ftKLwDzSESVsEgYXQXj1A9FNmloKXW/Fplw3gk65XFzzqtPAm//tp9LQe8X6mfzsEC18hebyYDOcbMSy/MX/ZEY3lvvQjYTDv+N7S4EeKK793vq5fPxAM7z++2e04zgR6eUZeSO5U6oXNOqdXgrcUcsyt0x/YWiXA1bzAv+o5unJPdsuYduk2JMt3Zdj8mvF5qMeM2lJ056mTqjzVNyevGTyfTq7QivPn18LNTGYQH3iCYOedNDBVBxhQ2UJL4YMr6TY0w6GLzWbwgqdJPMkk6gjW6fQK8zQs6ozXt9O6bYpOnX85OaMzTSj6SwcNjLJCHB1PeH/034ETyBRAsKsO8Xm2S4qQFBb1YPt5f/3MZCUuL9VZ34vWBbqmTRkqpdCKVtIdphtgtAp1lGzEl3UTAXFnWTuuELTji1FpWgr0QtJ3pRQidOlFKHhV4xy+tj8d17zR2/e4//0/f8b6czxfywnvKpORLsXbZBNtbMel8Z6N6l/19f4K81ibpmdr1jmQ/StmFbY6mFK1U7EYOryD8A82hDWGenKMP5G6MWbp+BJyErF5jlCI4z2/ukqxlREt145fNgHgO90edPPPeVjTflMpoyqB68DvF9yOtswTFq2XUpuO+aTLXXRsv16Qp729EODXmVRN2QJa0u63QWaaoavJc+qnYohDcg+owIkpae4EWFp+VgK9sFF1FRP4eYHdg90gpzd6lHNfFJiVODl0REn/9qy+WGHMoG8aMmSHqUC9Zshw5cm7r3S6LezwPITmW7c/egx/6/8e2gVWFU53kuhoAY9nVPYrRje6E6m8eVPJ/jP1vzPP/xLDJ7/Z/cZd69nDL+xDN4Gykegip70Mn/nVGjdAU6hZi3r9/O/Ei+ie5kM94Ui3VnKq4T6MZB6vDV7o5xgFOWJ4e7Tqbj/Jp7xV5rhW0d+19ENMg5+WrJ+r6Ce6X3W3+r9lGzhGX9bk65T6rlE5NTHmTQg20B9IHlbLgMCHP6kY/VcaH/1gSK/g5M/aynPEpYfQXssh3F6Yxm9gOGFI7tt2TzNoxYfmpNeLKG9Ene+LDKRIl1Qd0H05I28/2JMEqNbakVYGXotdLdko2jmCZvnnmSjGLyR876ZC303u1eiYY65ptVxQroOcWqt9+uYIO9XOxbAMF0oxq8c3VCLvmpmqI7F8KYfGkwX6DMVo14UITO0M0t5MhRa3/Ldrh1ZQOwnxcEGbCKfO7+J+3sGB7+oufy9AhTc/vkJYRjoJw69tvhxT/AK1YrcZHse8B9WuFWKWRuKN5b6TOHalMG1DBL6YYBRz3BSs9UZ5kWGieBNshaWzvITTRtrrrv7ocRwqNh0JwHVa9kfBorjv6hYvpdjGqgPxKFzcOkpftKzepZwf55yqwKDN/KsbKlo1wluGtCNNEbtTJq23TBicBGoDxWMJe9u8zygG6kPOxMDka3HB8vmacw1rBX91uA6JdOp0yDsAthPNcOuNhl1NHWKryw392PcOqFNUmhjoxYBjerUon9/AZcj8i8ygoX5Fy0X81R01G+tOEtOO5wHFTTNgSecNXvH3P/Q9U62pcQ4DoZbXp+O8VaapKSUTt42gfJMR0GvTJXSFYz+W0szE5cfn8pLmy3k4FNB3NqSUqZf+a0YAzRTjys0aiM8dm+l0LMbyOvA9kwyfVwax+MbydbYu/5tH5oTkBe2PrDoLmq6npecTUsu2yMJ8wvQjzw+kSC37E5RPhJEiAD2JiG/UzFnS8SzrgCfasavHP5xx+GgZNNmDJ+saY4SwrcDgg3MDzdY47l+OUf3UkDP0o7c9rycj+juhozzBy6gcxofFKNhzfIkQ/WG/BbUlRzwrog6vJE4HNk6xBBehyss958Ymnlg8hWkK8fmUUo7eUxfiMjWNHJgVIfSzO2c+v4mq81f17UrdKRIEbOT7mAXFCoFnsvkcBsuZLLZKhFx94NI3YlNvjQYQp0SIw05HHwqz2yXVZffyIvWHAqaW587+pFQRImOk0HJiLybiytOdifr0ieK7SOZEO30WN5CtnK0Y4ld0J1ocnZOV0HLZ8uv5ef2Q/n3bhrT7S/lvWjHQuWz1e6AjhOlQtLemwM5gJOlNGU+lc8q9uS77x2ivax8vYQWi9NPfi0gSDuTDanPpFl0g8DgrdAXpRGT5k530pza2tMNjUzGViKcbSeCXO6cHpON0BsHNz31zOBS/Rtpwug1+qClfJxjailw06znhwevOUtX/OX6Ef/22+ckW3nP0nmNMYIiHs43uKliW2dU65yX10NujwdkSc/91Zhk2EV3w4AygSzrSIyjc4atynGVpp1rusctm1aDVwyPtmRJR2I8w7TFec1dUdB1loNxyflwxS/dMd1djvdwfzdn4Q5ig7QLThedznqV8F+Hj/kHT77kw/kNt18e4I5azGuhSPaDwPJTWQPJSlBj06j99MTUaj/BAvZ7lUtFz5NsRePnDdHSWpxHdxMzl0WX0URCfpNtYP6zitvvFwStKJ/KOnFpRAA9orPKRHcmRamibFK6zvJ5e8bvF1/xj89/xj8LitffHpK/Eb1iNwmEjTy/bhT2Tcq7vHYFZHKdsGgnD0j92KHqqBucenQX41TuFI0eYCO44lOh/4YkYEpx6gt5IL/WVDaFg5bGp6KJGgVx7Qtqfw7VZz2qU9wOdASFHKbUDN4KSu6Pe/K8Y11nXNxNcGXC6KikXOcUQzkf6hdj7FlFf97QVwacIlkYslu5/32O7A9O6mZvYZepKAYbCu3EKKIfBvw0oDvN5oOe7EamYe1ZT3ItGWm66Pno5IbOGT5/dYJqNNWRwlxkBCsRGluXU4wbwtDRjSNDoCZmZkZGQQrH373mcbHgR/dPcE7jVikqTlhD5tl+0GIWlvHXmuZAQLbNIucXq1PKPmW1HkRjC6Hnbp/3jKcVm6PknTuzBgMHPzLc/b4UXu4+ja5+cvYQBNQQR0LF4DJgmkRQ+4kUscGGParuBkLNTe8006966gPD/ScZfa4wXRH/KfqTdNXRjnKaicZlOaNX7V/Jj+wLYTGYVjRXPpVpeX1g8Eb+rHyqKB9BskljvA6o2qCPa1oF7jKJTrkp21MBcLsxpHeGoEwMpSU61bEPqa3neg/K5bdiCtJM9d5Y5FdDtNtpYPGhTICDejh3lx8aRq88tpKieHsiE0BvxQitSkUj5U2c/ESWigrQp1FnVUjTaLfyM00tYEp+F8gWHjXRtCNFnxmK2x5beZbviSHMu863lAUk/0ve26BUoLorsKU4XHe5yGmufrsQ34OTLe0oRRkvPhSJRW2FBmfLSL07ctBpBi8s9bEYw9i1pps5dKdjZp+i7VK2G4vZaIZvkNywiac+lhBuc1RRTQz6NoHLDNso7EaAbleIDn43Ue2Gdq81d5mhGwq77f7TVJylFynVRcYgPtviMtAXBleK+Uc/8SLvKPXeqVqC4B+Ybv0wMP5G3hWROFj6IuwBD+XkzJh8qVl+z6EHPd1cEyII5gcx5xNI7gzdKsWMO+gU2U+KWOcH2kMXwXsFFtojx7PhlmYxFVBlA/efpNQnknkYUqFY4xSknubQ449b8rz7K2v837/eSRPmg2KWV1w9KalGOemVJRhFHVREXeUnZ/fyQq6fSs7O6LXn8Cdiv93MZANJ1tJ8EQSRVw6mX26pj4a4wop9/DiKoEvhE89/tqY+KeiLhKCVWCV7oUnY7UMxu/P9N5UYDCw+FgRi8EZQwuPZhsNiy4U9FK72vaIfmliM/gpX38hhusvScZkg/8MrR5+pmLmlmc1KToo1dZ9QbUWY66ZiX19WGcb4aK8b6B813C1GuHWC3mqoNW/aI7Irg24UzWLCtyeZ2HXqyI9uZNPTmaKaefRRQ7jKaeaasNpZpYvb2fZcXPDqQ4tyieSXRVvWZqL3IbS2EmckCTV+mGC+00uJs80uYFoKe3HcksIGQgFKhjJCubjUcTIUM5l4+Kymic3RqaIdy6auepl6qV7tXxDJnouhq1psswdvJey7H8L2qRNdRR8T2q0YH7QT6AeCWmf34gDXF5KJIlQIT3H74Jy1PZFmyGVBHAdrmP/Scfepwc3ERKSdqf1UI7tXURsiTb1pxLwDpNjzJqBcBBSUOLKNXgVs5akONclGUVwJX9vlMuHyPCTIJ559Q1rcecrHBl/0NIcaGy2B25k0rroXG+Xy9OHQFZQ35tf8ylklWskQKUeB8Uv3N7oE/VqWTi8awOqxQinIb2L2S2e4aUY8zhaMkxq3SRiuoH7eCa33eoiZtJxPVxzmJRflhBfVAabUbMOQqhVQyBUJxUKK07YweK85GG9oekvTJKijhtH7Wz6c33JbD+mc4WSwZtsLBcsHRWE7BkmLD4qBbZmnFafjDdtpjttYzFZCZpUTnZAcRkE2eRUoVzlvqgl///Bz/O8qvl4ccrs6ECc5HegLmdYRzD6WY2fYUVwoyqfi3pquonZw6aJmVlMdRE0Ju8ZAxQmwFxeqBior/7QlZEuPy41kO47ZN4LdKLA9VZINKR9FDuxSkd4bts0M5eD/kv1dXjw95Dxd8L2Dt7y5mqFcsmc19INAUgpCnmzefROmUk///ZLwcsDghZVsvJNWNFZpQtsqQhZo5oHRK9Hc6V7vA2QFeAv7SWo3kZcyaMAIZS2/17QzL++6Dqh1Ku9kGnAR5OrHMmkFcMpSnWh5/yKiWm4z/H2G6hWbRQFBUb0dYVtFP/J0VYLJHHZe43pD32e4mCHZTeQ97gdigFUfy56wC5xvx4p2ZOjGcqboNlLUEwFcujHQK7oosk+s474uqLuYPTjt2Hwgkz3TKPx9iumharVoBFOJDZGsKjFsUV7jHtf8x+e/ZNXnfPX2CF9aVMyl042wRFwhLqMgznvBKOg0r9dTtk2CdyKs70ZB6N1Osb4Yv/OMMGBP/6PTHJ6tWCYF/V1OMLKXZ/cCdHi7E/DvaOoqBvPG84gdtU/YLYPLEHM6A/1AjDM2RuMjuFzPDNsjI4i9E+pz+maJ7sb4VFOepey19WVg8Hbn3BxoR/I88kVg/vPA5pGmm7CfJCkPadpTnG9Z3R1y+m8qLv9wzPYsMHqhmHwV9uAMxL/n42Qqvq6mDQwuI/gZQTifyPMTUFeQgF1QcLKRrxfHZvng7TRQ+iidaOV+7CJgqrmORiCBpJfJ167G64a7RkG+l47319bi6rt+LFlYpnakCGAbjFj5KxcYvvW044fooXe7gAKD14YyKVBDCf2tzjUuF3c9GSDIHjofb7ncpiRZz7BoaHtLUyf0Jt/rqJRThKCojzzBBppjMeoC0QS3E6Q5y/yedt2NFXiZbid3VsAvIATIbuI0s5B7m6xFMtSNEA3XUJGUhqBh+b6hOQh0B9GBemuEyeDFLKQ+DtGcR9HNncg9akMoHCrx9CohvxBN+/+XvT/rtTVJ8/uwX0S845rXHs8+U2aenGro6qF6oJqSKJKSSMkDZOhK8I0ACSD8EWjoE9gXvhdh2JBvLBuyJMuwYJGiBLJFNofuZlXXmENl5pn3vNf8jhHhiyfW2tkSqyV15z5VXf3+gURWnjrn7DXEGxHP8/yHtifPSrTRIatW7VwxXRR8Grzsu1Eh51YzDAYwFxE2N7ieuMTqjdzxyZ28JhsKsfAVRAXk547iSFMfeDiocGVGdqFoxopX16NdAz1feBZPAuPHKbzzYmZ0EwY2I9Eblmd9VP3Tz647KcKs00ySDaN+yVUV0faC9knJhx6FUGPdeNYnmuK+Jbk2uHMRjYv5hfz/URWc7wYhV2Xtqaei31JWumE29XgnAaY28xT3epR74ZLoIb9qaTPpXGY3lnogfw4vf59uQhFTg6oU6dyxfKyZb3LmG6mMt5OZaENwUJFpXLKQQ0wlTri1ryXvwxm5fJhGaAhR6bgpU1ZNyuWqj7tKRIpkAuVxE6NnMdmVluBd47HLmORCsockI0u6PfmFo1hrikZGopG73fCaQbg8DVsOJivOL1OqCbvpTNuT8XV2b02xyKRajzWjz0FZj27FtKTNg6C4lCJVW7+jB941tiHHOnTBtg570VL0OiA0QtUGzUnkUZtQlITiehu2HAXxeNu7Pdx0LZ0V1UiWxHbC1wykkNh2k1wsD7NN5TKlJzXuMhWL+1gKmvJAYROPKXQwFJFLQLySzzMqxX1JjF3kcEgWQdyMHETlvgIM7VAOLyJHu9/gkoj8VJPMw1Szp+QQCwWTTaVbKPkZt4JWtVCkCzGHSReOJvz8XVD6Su3+PErcHKs9iyk1pnKYWrrnzdCJHudGDi+vwkY9kmnGNset7bGzhnbx7WVCpn6K1Ukk9LZI3XkRplvprrlIAhOV9eEimPLR8FB+j/Lsncy5dhNMatnM850j06wQ0XPZRugoXJRboTS0fcn1iteBRnHPczJe8PbgmufrCUp5krRhmNbUNqJsI7KoxXnF68WIoooxxtFLG/pJTWpaWm+onGGabij257ws9iTsdQSu5+SyGoyBvArGCouY77+8z7cnz/nfHv9jfif/gP+q/jrtbIzZKGyicbnDJWLHi5eGg1fhIpR6yDy21pT7ChcZ4o1HW0+dh+8xkotavBRtadLTfySjT7Vy2XKRotoTo4l0Lt3IeirPmXzYsjZUuMNsG3D5hVw8V+uMH8xPiCeWt7Jr7h/NeDU7JLmRAxJ1q1fcXuDuEt4pjqZLTl/0cKnQnGk0zWUukzgltvTS6ffYRIsdeqHExCToN3QhmtPtxL2eiG41Wsdklx6vNbqKafYs7UCKkGSuYS7aVx4UksezNHBYkT6scE4uVXUd7Tb8qFCoew39vOLmYki7PesrDdcR1ThC5y0EanmTblkS24B2j+05kpnZmU/JmpDv2ZTy++KVF1fFA3HxjGeGZmql4JllvK4jMZvxEGctNnaoF/muQx0vw54ayZpoB/JzGUgh2hJzcjhnL1rz2foAV0QkFxHNxOEyh2ojuUg3IZqkT9CzSgN0U8VszvvoQmOaENuRyMUL46G5XYN3BW1lMpxeGJb7KSiPT62YkBhHqTMptiN5Dpu+ODz2Tx3lRFMch9yqVooBXcmlt+kr2txIHlugVImmV/bbenQbSm1ahFp3OKQZxhJ9MreUU0M5kWIlXklOqK4d8yexNB+TQF22kNyIo3WzL657TR0x7he0ey31XhYcH+X+07v0JHOhJuvGh9gVTZsFXboTe36JQfFUYyN27+p2spFdC02/DXtdPRJDg3glFMlm5LEDRzuENjcki/CsBnt+5eV/t321c7eO1rL3KS9Ny53EYSNnstfh59cQra24MmrRU9tUpsEu0+EzFpO1O4eX6XD2OqLtG9qjGj2psUVGcgN+QGjQOsZpyZnyVLOMNGmpqgjnxWzMxvL7opmh3Rh835KcS06jCg3X8tDTTC046H8ekV/I5LiaCuVz+LFINtbvWNRNSnopDRybge3JHSpegg1eBm0utGJTe4oDYSTZzBOPapT2NFWOLrd7Drs7vinB9yzDvTWrlyMxSktEY57eyMfixpBcyb13cyxsmmZwe+eNCmADtVK7/DzRpm3Xoyc7KCiXKdnTSBochyUNUPdborMEHJA40d5XmvHnoq+sH7vd85qdadzNQAYEPtwXtZjFoRCtfRzYVcoTzzX6MiOZw/kfc2++G4t64HF+w0/Mgdhcho67jjzKK0wwragmYklvCk1+IRe29b1Isqi0CPP8GrKbVgSKS+nebA6i3RQrWkF6JW43zshlpZroYBkpnZdyaoKTIrR54JjbMElRUv3bXLq76Uy0aM1AkWnHZi27XjMUF6JkrjBLuezqrWYndah5DInDppCUcgGpRrLp4aAaGpo6YtlkrM/6RBuNtlIUuaF8Q6oNBZQGt4oxa41LAy/2tYx9XSwZZzaRQ39LLzGVdIXaniJae9QyYtbP8ZmjeFcst9TG4LVndH/JW9MbfljfwyUy2auHkjNSDSRHaBvsHFUuZL/Iin8TOWESOCnrwoaA1Hgh348PdAO0XCZdIg90aKYFHZvfHfYuubX9tT2JP+hfSaHkI8lFU/bWyEA5CX5MFgid5ZGVjrRXsI5IFmqXR2F70KTi8LlNtU8W8jPjhcc0niYXW3Dlb3/OVo8WrVTIK5HLDU5hbmRt+9iH0XpYZ0lw4WzkAtJmUkBFhQpFmBSAHpngre4ZXLoN8wxhhhW7i1AzdMGQIxRGJhS21jN44bBpJAV7BnkrFq9eBcFz6B/44K5nUynQo/WtDtKE4PQ2U7sA4TZTu43z7haP/MuUBPtluRgnV5obP+VT7Xk8uuGvPviEy8MBP7i6x8WrCT7yaO0p6phVkVIVMd4qTGax4WBwI4vdpKQzuRhNDlb8xYPPaJzhhzfHNFWETyxn8yHPij18q4myliyvWZ2Jtbvui8lO3Rpaq6lCYRbHlnGvkPDLfiwFvZFpqQ/NGtUqTCFTF1vn/L2j9/n6o1d8e/CUn+wf8r3RkOxCJsLeyEVna3uOFlc0EidFpVPBtCZcyLeaxlxhSr8LOt9Ow+IFu+cP5PKonHwO265zfumI1+Ik6Ea3B360Vl9iM0CdiZPVNsj29XJIZo759vg539x7zfxRxsaNSGY6FHvhz03fQDfawcvXU1TqsG2gsDglWrVAdYnW8swUh4rNsVgXu1wy2pSVqXVca5mI9z0+t+Igdx0xeCG22elNuFwPFb5naRQw1+jAhOhlDZtGo5zBbiL2j2+411/wfDnhYjbARBamFa7IsIuUxwc3GO1ZblKqZQqNTIxqp7CVllBRze7SsI3S2DaHohJcoDHbTAo11QbmiBFqP1bRHDWoRnIZzSrQtZGwbnmGoNaglhEqkhuyRy5C2/VkBw6fW6HtFAbVa9H7lVB6XUKkxRFOt9I5V7nFWkW8jnaNnrbn8ccVad7QNnK2xjOza9LZTNEoMU1SiYXizeSEZTeW/Dxm2etj+w49bNifrjDacVpGVMtYPmt1q02JCkcSCTVsS4/XIJfy6tYgq+1JFICNoO77kL8aHGe9THpsIvbuNx/mwdkP8ksrzZKpFL/ZpaJ/5knmNfEqJiod62D7rWsYPneURwpGLWwM7SJhkWaozHLzfhbYGSHENgGba+KFRVtH04t2+npn5FK8Nfzov6qoR0Jn1V+6R4hmWRpMygdTn2xrYiVfmi4UduCop5LJJ0wQRRn+DhUMr0wljSPdBhOUlZJ7gIFyT9M7s7I3emH+uBg29xJM7QOVUZqL8dpRjcxuf9tmPt0pXGjWhLxPF8f4JDTCa/k1U8PqA4f1mjhrqYuI5bORuF1GYWoVux0zK38pkz62HgUmSAt6MqFQXowlqonaabzqUXB79qDyFr8WimF54HfMhqSS1+K3+rvg5OpiFazxQdeaTZ5CasUYai1xEru7z1Zdozy9pGGpPfFao5ZGJvNe7rNCl2c3gfImZNmGa5kLjYX+S9lTlfUMnworwSXgxi17wzVnteR+mUJRrWMG+xuU8qwWsdy9qyhM0CC7EVaT14nQ+bWw25pIaMIKjY8De8FLI9wU8t2VmTx32bUU1emN/2PvPXdThHnFQbwki1qohU7gMofyOkzAgvtJGg7opUwHyultgKgLBhttThijC6d1+2ubkyAeDPbLvYsWFymangQv1wOpgn0Ei3dEOAiwOQqZOqGT6U2g2ZngmlKEX9uzvDee88xpNrNE9DWBa2rT8Dr6UJ5Iazg9jbDZl2y59a0bpOSbQd6r6Ee1dOuqW9c8cxHT7LXYvYYyjvDBSlfZEN65kOT5/KqV4ERz61LnEoVR8hmkS0s9jIjXkF4ZykFKPKr44N4FrdM8vdrDOcU3D0/ZSzZ8mhzQLnNMLQ9OvBYuP8iFSzfSNUpvLHVpqIfiNHTnUOyyr4TXHvjpXugFupGLUD0OGSLudgq2S0+v5aBuhi7YJivankM38tnJZUcKo3TuRfsWOh6q9fRPG4rDBK882aCmXCVkL5OQCxQ2AxBjCyOXBenquUDRE1vgeiJrYNu9qyei+zArcZBaP1C0Q+lUxzMjOTpt0N8lQmtshiHraQPpyrMxoQAP9KGokIK5beXZcCmsH8vnsDmRTcNURi5OFVT3PZxUxHFLrXvkp4b4Olymck2ydEQbvROKb4Mqt4dBNZaNNF55ykPpTm8v2DvTGiufkU1D5tiXvs+7hNfSybfB7aueyBpJr8X163I4ZJoVnEznPEhvaJxhsc6oi5gosmjt2KxS1HUiF56BxSyN0LfuOarjlngRUxx7fmlyw1G84GU1lS6kVzRlhC8i4muD7XnsxrDqG1Sj8KlDaWhbTV1H2GVMfBNhY0+rYD3OiXsN7f0K5rEcnFkQHidObreluMnpVvGT50f8o+m7PEhvGCUF2eMllR0GZ9nbyZFyohlUzgSLZ7nl2dT/kT2t7cmea1NFbyPNhaYvGinJuQqTziCYjlee9kAYCjZWVGMdmkRiA2wqOUDjjdCgQH6fN7cNhWaWclMbNmXKNCk4TJY8msz48TzHlqJzs8ktHfPOYTy9j1M2Txr0jcGsDXba4CcWv4pILzTZtWg1i2NPu9+SnEXU+2Jtjef20mOAYUuUWNqF7B3x2rP8plxC2n6Yyitx1avvhTGxU5SlVMV2ZImvIl4MJ2RRw6ZKwCv6vZJRVvGs3SN+mbJ6mHA8WJLHDVfGsZnl1BOPPa5AgfUxyspFKL0B5aU4T5dqFzSt2ls9zTakdDux2Hy9FK1lYqmPxX0NZB0kS7lwt71ARY0MvVeazUPRs3kD9qgmSlvaqwyfWuJeTTPLRMx+oMgfLZktZQo9iQuirKXNYkyhaYOZAl4+V7Fj96IvaTX3T264WfVoCdOopbiw2lThUgVVjCn1nTeAhJXgUK0nP5dGsB3XTLOC1mvScUl5rBl9atCNuPVtjjSr+5HoPzceNtKMbuLbPXZ7wa3H4rTp9pRcBNca1YqRjqmDprcnZ0czkIZ1myk2h9EuKwslv2d9FIGD3kW7KzD6r2S65aLQ2CsN0cqAg02aoWNHcU9iY7ILz/ClpRpp1keGYePxjZI7kLBOaQZqp9tqe4r+S4+pHCoYYZgyRMoEY6hkKeYh1VjvdKq68aKlrhXNUNMMpPHaxFJEeSX3qPxKHKBxIi2pB7Jm4o2sl2riqbQiv1QUe5rBqd3p3tcn8kxEpXxeySp8puE1Jg1v7N5TTxzppbAtsoughdTstGymBDy8no9oGwOppR9MIpq+NGZtpnZ6wnQmd5LlW3rXnDaFwpRCG2yOG/Jvz2idpj4dklwZ6pMGBjXuaV+KlklNqQHt0RsJ845C9SuRC/Iak6Wi2JMJWHYFPlLCMNE6hHzLm9zScNu+nM86djgvOiqUEafVirCfBIr0GLzRO5da5W9ZT20sZ83oecPqJBIX59qxeihN/HQo1V6W16wfx2SvI6LLmOmjgovFQJwhS0P+Su/yHWcf6DD8kGej7UM99LTvlGjtaS9lo7RDi8u1ZGUqqW8IzSYxXJPm9R8n47kbTZhTfFEeEGu7o6PQKOKFOGZVE8X6gSeZhUWlYP6eHLT5uQQpC3VO0QwVNx8EzZKR6rg8kM7/1v56c0+xfhCTzGXBrU4MbT90bsOGbWMRsUYbsSEH4VPr2sNYoWBHlVofazAt8yrDOYUuFOml0NpAXq838sAQC13F9oQvv+0C2UztNheby0X0eLBmP12jjitcle3c6QbPNRsXUR+0ojka1aRZS+lzkisjRiUP5RI1+qygHcQ7xzMnBotioqFMcDGTn9efFNRVRNHGDOOKX7v/gif9S/aiNT9an1BuEvrXojNqc09xoAL3VlzOnJHPt/eiJH/ZUN0b7EId7xSBj+6CRa1NPOvHwk2UDUTMWZqB8JK3BXEyh9Z9aVKVywXWa41bK6HblbcRCclCOnSbYylCm4Hb5a0ky0gczBpNuZDOcnYF5T6i8whjeLRQljapmFxkNxZTWWbvpaJFmkqehHJSODUDcfKxPfBaUx9a6TZZjU3EETGuFI5AHR2I+Uy0kg5f/6xFWyNZXoGCkizkoC6M6NlEZK921FPcrRasHod10yrinqWZ1lRVRnojn9vyQUQzlA5kvBDRsmpDIZjJ4eoN6I1cGla52j1TbUyw1ZWvsRkEHnuYlKhgZXuXcAlU+5Jvopw0MZQDlKyb6FXK5+ke3+s/YBwXOK8Y9UvG+zM2TcyyTNHGgxVtXVvLBSA/h7VPcI9LVu8pdKn55PIArb7Gu4NLfvPwGd/RD3n+Yh+zlOfQZcIJV8bDqAGrsZsI28Sh6xsopXu1FG5nMbYXoQ4q9EbTTlvigzXDnhwi6zKhMDnRJiZagX2V8Lv33uHt0Zi9ZM2/8vgn/N32A/znfUyh0MbvHNrSG09+CV5pNieK8nGNix22jXfFs26F+w/sLt/bSIbtWmv6MoGO13LQmUrWt67F7nhLWYzWatftlktQcPFcBberULzlryLKY0U1j/nR8Jj+YUVmGvJhycaJw1V8oyVa4fUb4CMi50Z0LXw8ZYFW461Y5WeXoWG4J+8vuopoBx5iR3wewuB7Hh851LTm4eGMs9mQ+FqmNOt7CvvOhnodk76OSC/FubXeB9WrURrsJsI1muhVSjOxuNjD64yP63uoWYwbtiTjNalpGY83zKyitYZJUlDZiKYRTcLBL5/zbz/6Ds5r/rPnv8L5JwdCHx6o0GDxDJ85bCyBoroNYd0+FPpbY6SeJx9UZEnDpkwpa/n77dBi1xpz6dFKmo4ulTOt7Xv6z0UX4pF15b0YA/iNlsmfks67bhTrRcZkuuYoXvDx+ojpeM1lP0WXGr2IhFJWh0laKkyBaKnxRcLwrQoz9LwY9PFKIgRcJE2saBlcO/V2vHR38JFMBF0c7gpOsb7IeJGOORyuOZkueFZFmCoju3Y0fR2MoqQhmMy9hBo7AMlTNaUUAKbx1COzCxz22uwm000vUPfDREC1t9mgQnWX5z+79tj1NtxWoVzE6GlF2xOHwcknBZffytnckyZJNJOfp5xMNpnWwkzR8ndmZwXKZbRZRDkxJCtHtLHShBtLDEq8ETqqTDQ8+VnJ5rCPVxBVnqYvLCQdInXaTNaQbuX95BcSlmxKYQQsH0Rs7vvdxDBey/6TXVuaXtAo9bXQsLnVydtE7gnFgd7p15qBFq+AmSK7cbv3ahPYHESYRvI3o9Jj6jehCWNHtxVKaphexcJ8scHQCw/r65z4MoZEpi5isCSNN90o0RZqQqhxyBebyFmQn0ozffmWAu0pqoS6itAbadLUrcK2BndUE6fC0tLjivY6Iz/VpNch+mco9zBdQ3EcmEStDFXKPSi+VnJ8NKe1hqtkiGoS0ht5Dc1QDhrz9grtFUUdhyafl1iBQvZYF3s0t5m20VqmoNvw8e1kTPTtmmTp2eSK66+b3V08SVqGSUUvbrg0lnk7xqw1y1LyOkcHa4oyxr8ccPB9SznWLN6VC/a2hmj60Ewcx/sLLm6GxIsgMWmEZdCO7a6Jb0oxgtsW1c2QP3bvuTPT1hebCa8WI8xaEy9l1GlTcbbxWjbRZgzJc/nA1w8ly2b01GIKF0IHpahJ54HHa2STqqZiWb89JLYaGReLqLjts6PXeC3VrEuFapNey+SjzdTthCF0dZ1RxIVn/r4mOY14vTnCx47IieNhuvCUkxAWWCnihaZ1URAYQnkk2oA40MyiYjtRgvIAVlXKT/wB9/bn7D18zevliKunU2bfbFFWkZ5FKKeoRoo8rWlGETXCUd1qDorjTKynM9ko+2eOqHTM34nYjLfTQYWLHU0jzi/n2YB00vIw2TA0JT9an/A7T5+gLhPJkcjlwq2tUIqSpaXcM5R7mnIC5kGPeNnS9jTV6O4vQtpKoaNrRXITtFaJl5O8kgtA05fJSu8sFKgesktPeg1xIQ6c7VrhK4OLPO3A7za1emJJbowYCRTSZakOrWgIrNBYyj0tAccXGruKSa8UvTOLTc0uRykqFHomOsRmICPncmrYHIujUf+16JHanhQjNpMLrCqMCDkjubz5VoP2uJ7D3ERiPBKJBmObNaZrKbZn78X0Ty35uWxSUSkXxa39qimCrm0dePdGOpPpVUh/70N2rrDzjM1xgsstKjhlHXyvpZwaQJFeC+Us3jiy65bNcczqvhZeft8RleKimSxkI14+VkRhw9pe6Ns8bKoh2mHXIbpLZEHHZRUuFoqUWYu5SrzyoBQlff5+8x6Pjm8YpSVvj6/59fEzzush/+jibdbLDN3K5xWvgk1/tKUwe1TeYq5T/B+M+WcP+2w+TPjt/c/59sFziibmsppgrg3RwmAzR/RCOpW259BlMCuIoR1Y+Z43EcleSW1SkvOIOotxI0syrhj2KurWoJWnn9WUcSpmCS3s/dDz8t4eR70l3x5dMbc5xjhYKtK5NFBMzU7j0Dt35BcNLkqxaYzNRE8jkQ9q5xq2O9y0CPazueP6w6AZCjqhNoPVg3DRWobmViaOjC6V50oaHreFOEgzIgoGOjYVB00U+MRzs865HA0YJyXTfkHbGhoTSQByaMrcOWpxW937gdCRdQMKucibQtbx+b9oyfYL6tMekx9oZr9doxZxmIoT3o8jSVrWdUy9SkhCVsz6kSMyDmvVbSYa4JVQ+byHeFixP15zWuyL2+9aB11g+AAqzcX1kGoYkSUNUWpRyqOVY15m+Kd92G+YZgXztkflIpaFBH/7mF1WE0jQqG6gmUrGoLKKwVNNfimGBOW+0O0385wyTogSS3Qek10pKheRzmD9QFHeuxXgJzeSDzr6wvH6LY+ZVrCKaSuDOqnxNkzWhw1MKuwmJus1/Pvv/UMS1fLdswcY7Rg+WrBaZeiXGelV0IJlQqnzsSe7Uix/qWIQV7ycj/F9iz4qWBzHUJmQ1ahwDyqy3t3z6D0wfxIxfG7Jrms2RwnpTLO+GvP8/YS96Zo4bdmcKKFq3QsTqFNL05N9uunJ1MirQP1XovlKFvK9VVNZk+lNuLOEPCXfeJKlSCk2h4Z0KeY7xYERxoiShloyD38m3eqCRctlE1i8k9FuWQ8VoBTV1O2aeia22OMK/UIs0ldv9ei9rugHxpEUER7dWNq+xsWybos9Ca3e3M+o+5p6LPeweGlpetFu+mr7ch/LLj2D142YYziPKRzxsmH5Vi5Fa6N2miLl5Dld348Zf+5IFuLuKlrWUNw52Y/Kfc/qodyPiqm4M/bPHMmsJVrV3HxjQNMXT4Co9DQ9jY2lWFRvwB3RVEI5rMcSi2QzH2QJYTJJOINKmZzrGpkU96SRsWWdtEMn///aSBM3uBK305b4uQw06pEwIrKnKZCig86pPHDojcH3Wv6F9z8jNw3fubiP94rZVYbNbrMhbe5pB4rJj2ExdHBSEX0nZ/yZ5fobhv39Fb9+8IJPFodclhO0VTtKZL1vMRvN4XDD6esp9SwY1U1bChVhE5lijT+FahL2rCBB0UHfaaotXT4Uz7Hcu6t9KI9b8ZmIheq4aRIGScXxcMl81CO6zNh8f0q9b6n6Da4yREFqu3os4c8gjYx4LY2PZqyYrXrop7lk1I4syZURg6Nhg40MfhGR3ChGzxx4j7JGpmtvmo7YSxq++/wh6R/2iFNxYCGSblR9ANHSkF6IJsprWL4D8Uoz/DxQBo8jikO5BO191IqBx72IeOOZPxF9l6mEL7p1vgMZf1fTYH6wRLKtlopmBFkIg0zWns2Bpp7IBzv+ohWtSyKL8urrYgxS3RNHmexc8kaiQn7GthCrJzK+d5EOF3uwNnCQlTzc6U3D5jhh8UTBw4LL5xPcwxmPRnN+fHaEc4r3v/aSoo159b1jsYX95pyv7d1wsR7Aacr4C7m9tH0xJ6kmZtcV2hVjVswbXCQ/e3PPw0FFc5aTXRv6j2r+2tEPmbc9/r+vfomX5xPMi4z+pWL9wJHeaCafikul8rA+Fl1SMhexftNXNL2YqJKH903Ax57oRu8cvHQr4/PkRjF46Vm8LZMN6YTJg7I5VgyfO+K1ZfKppXdmWD3UFIeyuSkngahbe1rltg+3F/car9GVIlrJgait4uF/s+bqWz3aHMqpxhSQXamdPq/cl85NeiWH2vlvgus35M/jEFgrG6OLuLUfVuCHLco4aDXmOsbuNajM4lUUqEEKs9I7c5Kt62C08Yy+e8H6wwOagWFzL4z3TSjEdDDGWEgAqm7EzAXk/9d1oN4WMHgqB6ULm9jN+xHJwtM/swy+WHP62yPqsRTjNpHOmjgiCv1yfU+c9OKNdBO3dDUdXMJUyIGJl0JL6Z+5QEm4O/SSmoN7wv1cblKaFzIVcimUmUwmlQVXSzNhVuaMUsVBtOS3+5/wjd4r/t74A747fMByMCJ/IZpJFVzX3FmGz+Vi0jv1ZFeGT9ePOHt/yDcPT/nN42f8nvKsXh+K89Lc7HQdbaBm62Bnjjc7t81aieaiPmxRhcEPWuqbjMtFKrkvqWV4sJYJ0SMjE4JWo2cR55sh5SRmYEqORiuePuiBjmSNBnq0TWD5UGOqiMGpxeYGXSuW7zjM+yuaVlO9yonn8hoHr1psqlm8bYIGRJ6VbO5DWLkKk2hpkpnKYyqZAG6tpZu+XCTECCKY1xioxrJv61YycOqppjmuiYwj1S0f9M84Sed8J33IF1d7VGlCfv4lB7Y7hAKqxxU3SUK0lksJ4wZfaWoP5XE4cK0Cp5h/6PFFJK6h+ZfiHzYG/WxI6Yaor5c0I0/vVDrU7mmfyVPF/EOLncr3jQaUJ0ks436B94q33z1jtslZraYS5n7oMTMNTmOmjnEunKC2iJjpnOOTJc/iPS72G1Rh+PjVMT9+egKLiOzckJYS89FmnmQuURMu8lIUVGJ61PY8iw9a1o80+al8P20/WJATyyS/72hqaQ5VU08zDK5+1VYfJvvdq7/s+OY3nrOoMl4zpl3G6NhhnVDcsqzheLRken/D/+rwD/nrvc/4v85+neWshy/l+YxmhqhQOx2sDUYfpJb1rzX0v5/znev3xEAltViroRVamo8d9aEj0p4iZPDdJUwNo2etGFWkJrjnyvS3fZlR9GsORmte3stJr6LdXtj09S77TLfiJmgTubCaMkgkNDtjsJ1sQt9ORlwiZj7ZtWP8RUvbM0StZ/BCsyLod7Q8Q6aCeONoc0U1jXBGztHVQ6H7JYvQNPNIOHivhdLglikHJ3MWBxn3f0cadusHGctHmnglRWC0spiiIT/16DZBN5JNll9IUaOt6Nfkc2kZWI+yMfVYNGvSxFOkS0PTU/ROW9b3E+xjCS8evnDUfRUM2eTi3Tv1NKNAgU8U6cISrS2rhxLi3Gbs9M9bNlO69EQbt6Ni1nuZTIBL2cuijXQLEwvpTcP6fvI//MK/YuhaJCY2vW26NrF4BrhcE83lmei9li9+/Lnj6pu3xmK6gdFPhO2weKJRb6+ZDAuu9/rYdYzpN+g2Zn1fCQ3QglOeXW7o0KIzmXyNRgW/PfmMxhv+yevHrF4PyF+LU6eLYf1AqPK6lsxSd1hBK6/75b/umZxck0Qt/+T8MRcvJvQ/j3YNwd6pR9dCkb1e9JkeLFmtM/zTnkiXkhDBcy3aPSm45M6x9yPL7D2zY+SYgp1RRzXVlG/VRBfS1E6vFM1bHucVL86m+FVENKnxtTQH2p4nuTQ0tSI5LrBpzOYoON2W0tjfRgo1I4lIcR8PJO4ok/tcvIT6IOisWzHosKmw6cpDTzNwO9baT8OdFGFlG9GuYuwjiy5Fv+MSsFOLyVtalWBKQxtDXijyU8XifYuLNfmZFBlbbY5NFZtDw+qxXOaShWf5joy30ytIbxzZzKIrR7UX45UO+TqyyJqxw1ZSNCUzhbveju3FHl+EyIpkaVk8lo+jGcmFoT1oKI9aonXgbK9kg6ymIZ29lAKs2vOkl0KVS28kF2Xx2JAOtVDSjhru7y14tTigqBKezqZEfzCk/FbBcW/B89UUkIt3VcWMkpIngyv+9jIn+lEPF8PwmZhnYINuqQYXujNRESr2ld9119wmQinRH/2lg5d8O/+C580+/zB6IlV/KIBd36LPNcnc4t7RrO+JC5rX4PuEiYA8CKrwu4L3LuEiGP0oou1B/cASrSSTa3upXL6laMaO7FzLBn8pBXl55GmGmvRapjTVRFE8sCICJ8YO5WEZPA1UPi/GLvmFTL7avhR8UcjbSuawfDtnfV/tdFfNgGAv7Imu5TKjvN+ZbRSHYXLVeOJC1i+hU7jV3/gIuDKUj2pwit5rRVXG1AdW3teFDhS624Oj7bObwL36N+/tgnWHTyWDqR4pfAuOEMgciXFAPfUUx57BF5rx55bViUwvttqBeAnTzyxtJo2I/FouKtVBLva/h4riSCgdupHPIbsIk5y+GMaY2tF/7Vk+MvgIkitPsnKsjw3VvqcZOaqpZv1Q0/6ju107Cs8oK4m1Zb+3ZjYoOHs5Ra8MLpeD1aw16bDi+fmUKLa8+9Ylz+p9fjV7xr/c+wn70YpJXPDf+vep5mOShRTwyTmkM83ifYdNPcXxrcnP/IsJ//Cmz7/+jR/ybz78If+Pb32bwd8ZkN04ssuGs9+S8FbTCF0P5GCxqTR/XL/h/QfnAHz0yX2wChUm4PFKTpzyIqYdONLjDVHk2KxHmFrx8tk+zYnhr/e/x/HjOX/L/SVeqgOiuQict+J4kEZC21NUE6EURhtFVcTs760onzSsLvv0Po8xlWN1ElEP5Tnon1rWJyJU317oJOwTfKTFATZEOZhajGk292XPNpW4xepWpsamlOlw8bClOBIDiXYYofc8vzp8zl/t/5iX7YiVTZlXGadHMYsnQpm9czgYfl/CbefvepjU6IuEeKmpp9Jhjj7NqSeO/XevqVvDZpPiNhncq8gyKSaXi5ymSXfZNGqvotrLOf4njtUDw/qRFC7xyxiXQjuy2DLCO8WN69HLai6uh7hVTOyg/OUCNUskkmJg0V7x7HRPRPO9Fq09/+kPfxV/naCdwuUWdyOh40pBcb9F9SzeKuLzmEf/vzkXvzli8b7Q37yS7zO71JhS70TvmxNFM5Upl1lI8RRtZK+sxx4ij95oBl8IFWj2AbTHNcfHcwA+Pj1EfdInKRSpg3oc4fpODKM2CZs85t979M84NAv+1X/yv6P5yZDJF7A5kZyj6N0VWdKwWOb4q5SokABbd5VKRtjjkPu5EfaKaqB40BLviXZj2KtQyjPOSs7V3Z5dynnaTFMNU3Trg4mU3H3SG0X7/RGv3hKjgmoa8fC/2eAjzepBQptr7FQuffHCMzptSa9qmnHM+lgyVL+MeiQygnoilMX8VGhh63vSLNWNBBrHhSO/lMmmqSTj1EVq5wwIUNzTO9qxbmVK1YwUFogWmtZH+H6LjhxVK53/4sAEDb4waEwd2A8DAzrDVMJoavuG7EZo/jZW+DCRb3qK82/nxKtA9ysgUWpHuds6CheHQlNL53/0u2v7crepDjTJjbx+yTOUYOF0ZkKTOmjrFlKoxEv5e1b3NdNPrDSa3kp200FTbY2KxKBIOcmxeiNQtw6e8UbuJc3QCKNDQXXgaPuO9qTFV4b0RijT/lHB5iCCSlMeyOfmcwuzjIt1QvoyJi0V5ddbaQgOtg7fIYtRQTIX6n07VkRLw0LBP128xXXVp6oies8jdCNTsHrsafeEbdJ7LffO5Tpi7zuG8Rc1q3ci4sjyYDDni/keZmV2siMVjHXqcZjIFjFLq5mO11xlOdmZCFJlShvuKaFKiUqoh9KYLo59yHuFZmwhdajCYK5i4qUivYlpRjD8XHPd7OMHjvTSED3rkYS9btto0AcVxjjqJwWzaUq00GQXW10aVFOPyySXVRqQUE8tv/LNp8zey2nnQ6pT0dZvY3vafnD1zoXRgv7pe8+dFGF53NxqpXKHKQzJTNO2Mc1YAiz7L2WTL47li9nyWEV3Evi8Vh5cF0F6dfv3T38o5gD1COqRZt1o4oUPY0Mfci8c9qkO/GCht3klG1B+4XZjzHqgJcNsYuidCw0yWisGzzyXv2nwqWP1bktyYUgWIddg6IWyce4o96RAOPxOxdU3U7F1DsXa1pkPhfBIbwxllsIAiCFJRTwTaYftO5IbjXqWc3ow4rfGX/Dg4B6ztM/6kcc/E3OOeqyI2y0/WEbnspl6Rj8pOP+NvkyrnlQY46mriNYZflg+4Ieb+1ys++jUUh8qRj+JwMfo4J6292Mr/OlUUwdqwNZ2WTdw/msS8PcmoBw0Y5meZudqZ3YiTmnSlfBarGi3FArdiFGL0KYU+bknmRvWj+Qym5/LZposPZVRu5/Tu7BEhaZNpaBaPVQ7iubNh0KHFDdKKB80EEmIYe+VZvBKCvn5E006EwqqjxSDp40IymHnkJld+N3EDmDvH8c79z4AM2qwmcZdpzsR69YIpO35QMFQu5wOF8nhJJMIzfq+wieiq9wKX20qm4dLYfbEkCw9eilaOJt47KG4iW67n1EhmX3Fu/Lfw2dyKtRDBWwn1TJxHT7zZDeWaGOpHiRUU9ESVnvCldaNBI1KaLjHrBVqG8hxRyjbmGfnezgrmqg4aUnHJXUag1XEeUN8aKmrGC5TrIXPp/sMo5K1T/jQOA6zczLV8GIz4XvRmMELRznVgV8Po48iKS6HwQ55ExpNy4S/XX6LDz94yaP9GZ/+es7kexHrYyMXm0E45JWYAW270soq2vOUj2cPmb59Q+9gQxq3kvFSx5RnPXrPDclc0Z60olPVjvadkuiLDLMw/D8//TWu3urzJL/gm3uvuVnnbOhjh4p4ppl8JN/hlr6d3shBF60V+tOMq/0EP2pQlaaeeM5+QwoRebCE2lhNpHERrzy9c09zpUQLkImWQwc9GOEgSq+E6qsrGL2AdNFy/TWZstdjubynVzKpNZ8b2i/2+A/tv8Szt/cobMLvvHzC5qMJvUsVbLHvdu0AkIvDbT0UCliRJ7LvBIvi4qEn/ZUbqus+6989oHinRmeWZK6pTEox1oyna0wkz42PwBdGHDEnso68Bt5eEynQ2pPFLUlkcR7qNmK9yJjNUlSlye+vKXyP2FiS4zXl6z75s1jcS49bVL8lyRpOpgsulgPWm4h4HC4VdSQd8LnY/bdOQc/SjC2f/9sjHvxOQ/9cM387YnNfKMsH329Y3YuYvx9cDI1H9xvcJgrvx9OMLMRe3A1jx+jRjKNfX/FiNsF9MUQZT9VEzM6GQm0aO+p9T+94TbtKSX+SEZWG9UON31N8Z/2Y/+rZ18j/9pDylx3zDxX5qab2ikFekceNFLt5RGs08fsrxr2Ss7MJvlVk44pqE8M8kw7/sCFJLGWRcPVZD9+3xA/snetRkSGPnNErOYdswi6LVHlFvYqZPJxTDSueR0Pe/i+WDF94knXM+liaHNWeoh5HRCdipLN17d3qbUfPWjaHBleE6IYkaK68J79ybA40+TXoQpwETRno1D7EVxjRmenWsXxgSG/EWlwCmGFw2rJ2kieazOXcbDNDdeBY1gbTKvb+4Ir1kwntQ0Myg/3vLVF1+yXduKHtG0zlaHrCXorXjvkTw83XPa5niWZi8rA95+JVeJ0KioNbp+hoA9VQEVVbRpKcXcQOX6uwJ8kzm1+ExqeXu4E34bxUwuwh6NNcAtVYDFJ8X5phyktx2/ZkSpwu3I4SWQ/v/t7jtbC3VJBbiMttyPLSwVHwQcmgV2G0Z/5Xcpp5Sp609EcbLl9MJOdMe7wX99LsIhIt7hLKq3QXQ7Blx6AU9UjkFNoCiWPwRcRsFPMPfvIuycc5/msbNu80ZC/iEDehGDyLiVdBYpQrjn7XUO4pzn49QR0WrMuEfzZ/RLtISMpwrw97eLKA0WdStM/ahP5LmD3OcVNLPVXsf9czfFFx/WEWGBPSZLdJcFSfeprjBrU2qGnN4XTFbJlj5z1c6vDGMP2BZfHYsH7kSGaa9DPR/7V9YYq5zNF/LmHSdhMx3VtQ1DHFxz2ZhN14lm9L5qvyoBpZc+lM0YYA5+89u8+vvPWCy1Wf3kvD+DNHsa92dE0ij8pkOq+Ln75+7qQIa5xBrSO5gOnA4Y7Eoaz/TASPW/MKEOqgcvrWSnzrDLSQQ7/cl0M4vdnyQD3JUirj2ddkCpH2NP5SRrrNUGETw96PK66/ltI78xSHwaUpg+VbQnOT3DEVROt+J9qsJ5IHtPddjYs0s2866qMW2zN/xEZ+9oGm3rfhgU8l22LjyS9bymnE8i3N+t2Gv/ytHzOOC/4/9luo85RyHcGBQ5UxL9cTXs9GJFcG00Bt4NXVmJf7E/Ko4Ytfr1HLSLoAI8Xejxu8gcXjKNARlLjVWZh92MNm0Dv3XM0y3LDh1956zl8cf8plO+S/+snX0T8cwNhB38oiS6TYuP4wRrew//2KamQoD8WSOSrk8hgFu9s3cRES5zTZMKOVobgnphLJjN1n7yNPcU8sVrMr4XpHhYysd+YkIVcrWss0KVl65u9BcQ96L7nNQzJSzKaIuFM3CtuD8tihK0XvlWza64dCQ0OJa1nhFC7Ru2DZeA31AKp9OPuteOfCGYUDef1A9DK6DsYzA/mMt10iu4rAyLpUFfhcusE+EtGtvpEuUD0Wmu29v3/N9a9NuXlfaAK9U8/6RO06R6qF4Rd6R0FsBoHq0Mim2+y34MRkopk6cWb0muxSdEJbY4U2UxSHKlBUJdelmiiWjxXr+xHJ3NA/dSSLMGXre5o90T+ll1rc8VYyQTF3XIRZp7GN0ALU0wxfqRB8K8Vyu4hxtcId1vjEkZ1FXCz7fGSO+T83f4l/bfpDfjl9CcA0KWj3G5p+THbjaLdC+nCYqFbe15Y64oxC1xEf1w95/LUz/sK3PuX3Ro+Z/N2cZij7TFR52qBPbUKunDeiPawnnuuXE5ILQ7EnuXS9fkk1bEAZ8nNPM0xoxhGbPY1vpbnQe60oV2P+jvsav/6gT6wto15JNUqwG8lq2MYjlIeyr26bFdrKd5rMNfUkxaae5qSmHRmaK0N6LcWiOJ2xE41vn1MXtCAu9rRaDtftPpEsPYNTRzUS16liz+yyjZSV0M6ohPVDjx1Y8hcRzacj/rb+Gv/rt7/Pf/CN/5J/+vgJ/8nv/wbDH8VEm7ufwqdxG/J0hLITraX5UjyQSRLKs15nqI3k+iXDGtsayocNKrX40jB7OUI1GhWFLvNFRHqj2NzzXP+qJX8Z4Z+KOUGbeBoLi4HFDBvU85zpZ9LoUA781YheA/WyT3lUS0EcYjvwECUto35JP655XiTolaEmhVbO2i1tpxl6GDYMRiV1HdH4nBd/NSa9lKmkOylZjyNMHcs+MbDoSpHMDPVEQ98JzXTQ4kuDXklhp2tDOY7JTEtsLOVxhdGO5ScT7v9jz83XQjD1QC4jvpCcHrRoYp+Mr7isB6yXGelfW/J4tOL52ZTCp6hacXk6QiUOEzmiQUNbRkTGicnH64Rmahn2SqpXfYl7yRx+HVMA+3sr9k42rOqUTR3L/nqX0OzysHTr6V1Y+q/Vbio2exKTXhh4CH/h4VP+fvEeyychuqLxO9q50yEmIBWafRo68kd/UMp5P42ISo+zit6lpRpqVo+DlkyLq212VVOPIpKlpRprqhD4uz0bTOMxa8f6oQS6D58G850QU5BfW0ytRXvdyp5RTxRvP74gedvyafOIwTOYflLjjWL5Tp9qJE3HqPS7czq9tgwXQo90sQ5UZbULr9Xh522ZFTZFcvNaxeCZmLRtC6c6FraGDcHV5iYiXmnRJ2XynFZTFdyFhd64/furPY+PRKdozizFvhRgTU+ahdNntVDzQ9O/zcX1UeJ5NJuTu997JMZGnm+dbPPhhJ7nI08TKx5OlzROc/p0n+w0wo4d1fMBbanozxX9VyIfmb9vsH1HEUnxZoOj9ObtBp23JL+bU+1B8ajBDBvcRcb0Owr3WUy5j2hey4jycc2wV7F2CnSMWYXzYCjTz2YoeVzz94Ik5C3ZBzZXPVRhhG2xlrtDNZXPsNpTTD+We7OpDJt70Ixbubt5WDzRLB+Le56Pbqf0NveMP9K0A8fh8ZzLqyGu0ayKFGdN0MFLAR4vW/qniuJEml/xWu/owSCUcRuiLtTG8PqTQ7nb9z1ZqdicCGsjKoIJoBeTmMX7whSKZ5rohzkf9Y6oq5go0P3bvnxfINN5ygSXeNwfQ6X/ynYlpdTfAP4GQHI4Ij9ZUdihfDAesewN3XkK4S/bVCrybbju1ilJh4upCp2l3pmYEHgThLl9DR4mP2kpDqIQjIvY7jqCmxvM35b8h2TtKA7NziJbMnC2FuWy2S3eDhfIXLrb8w8dppILjllp2j2HHVn00oh1qId6z6LGNSgojnJGn8PqgaacJJKj0wKN4tV6zJke4hYx5I54UvFbbz3FecXvPX+Ef9YnqhXFkUM/KEjSlv/0D38NPYuJg6bGpsJV3tIzvRFTBtEdCWWw7cnEqBorVN6iteOyGPDf3nyNl+sxbW1wJy3RqKaX1xTLkehTrJgruEjG/1KcylQx3jiKA012I1S/zb272Yy+vH6i8ZS2r4hWMg3bHgzbjqBuFM1EaFnrNCdeRMRL+Xu2FAsJC5QufHblyW4cy8cyFvchQ2P1llBxtDWYwgdudaBXhIIunQU90YHHZ5boOsJlfqd7cTFEDYw+d+SXLfP3ZBxejyQLyVReMrUioX6hQ+EXGg1eBUqAAb0Wylzbl/DK/AL6r8Sy3oTvdZt90n/pmX9jIi6JudAGAdqhpw0c5Db3lPc8+SuzoznYQLPsnSqiTbDBzkPRZaV7GG9cCKQWzaEEd8uzszXX2ApjR89EVO4ipAuZBIvcTIILt5fuLeXpLgJ3v7x2zP4E7xSUYg5gajClxqYi9HWxx+41aOMQH2gonw55ajV51FD6hD3T8DC65nTyMf/s8AGLJ3vESwmPtJkUodm1dOXilehT65GiOvAS3F1qnn10TPqNlt966ym/+xfeo/+ZhF8WAx1MKQj8cb8r5HSl0IU0Acxa44uUss0wWrSHTV9oJNHK0M5y7GErhjMhT6k67/HP9AP2BxtGScXo3gU3Zc5lvcfVt4SVoCzEYSSwzV0RyofQBNO1ojlSqF5LW4hGJCpED9d/JdRvuRRp3EAFi/IQ6Lzy1APJxUOLftFFoctdh4OpEefPZP4l05CB5EK1Qyl6FqdDvjN5yOP0im/2XvL063v8U54w+W781S+ef876qfctg6eGehz0CX1xwfWVlizIZUS00rS5J1Eed51IPo8DVWl87lDDCtcY1MaAUmxOnMQ0zAz9V570x47rb5id4FxVGusSomDEEK9g9Y6FccN4vGHzeoSJHbbX0lYx2YUmXsRsPnBsEssPXjzcRSlsNQ/NIBSRERJLsIpZtRoaTbzUtH2hp0VrBZcp9Cyrx9I5zl+aXW6mi3TIRlOUI03+NKY8sbjMo5whiiwOxXKd4a4SbO7I315xagakl7KubaWpdQKRo5lAkzgePbzityafU7mYi0cDVnXK6WwIgOtJwGx0nlDct0zeuWGUlTy/nLA4HbJeaXwmJjkXLyZkV5remaceG2wK5bGCPZmMV23EOC+FkXCHayceTMnPKkyV0Az0Li4nXjYhKF2mErNXI+zRK3773c/5B3/tPUY/SBh/1tK7dBR7IqqMQqxDfmXFbh1NuR9TTsX5r//KMXhZY1NNeyTN7q3GTFm5NGaXUrSPnnqaoZHpWSRnUtPTFHuaeCU/y2uZlkSluDA2uSJZe2wjrpc2RUyGtOO4t+D0GzNWTMhmcShaZJqUXTniwlFMDc1Q0WYpg9OW3sdXNPfGuDgiuxSL9G3IsjAw2OWHKSsN88FrK3mXiXwW6dLvpo3ZlZImvgejRBfW9qQRZjMoDmW/iZdbp0yCrlsKMeUMTV/iWMQURYmubiCfZVSITf36njSB3d1sPX/03tyfcv+/kzutjaWgb/oQLw3NAMp3KmprOHs9waw0D/5eyelviVlGtJa/r9wXZk20gSZW+L2aOouI1rL4VeLwi4TFXyw42l+wpzzzImPjM6LKYxae2dcUVBF+LhlZ1dmE3o2iOBYKcrRSqI00Zqt9x+aeUDdtLAHRdtOjf6Z3zCXlxd7dDqzom5Vi/rZh+NySXkE7gPqdFvMqJSrl7uQjDwri+2vqIsZvJBNo8Z7EL12XB6RLqRXqUYLSMHgO2Y3n4ttw9a1U7jJz8YRwoQhs9luIpYBPFmKrX4+MuBS/v6aZp1RO8ghRiFt1qXZsiN5Lw+aBpT5uqT1k3xujIy9mUz124fSmDJPMCFjpP1YL/5VtS977vwX8LYDhh/f8h4fn/NgrinkmRgSRwdQm5DfJw1dPnIjLlzINs7VY2JcHimYg3Y14KQ43yfLW0TBeid3q8A/PUPY4VMvS4Te1o9yLWD3QNANxNWxyCXOWhOvb16wbWSDbCRwEsWGpMPcL4qSlrIeiqSj1Lr9LNgXoPzesVbILVq0m8sHr1pOsAv1oUtN6zcef3SOeG4a/dMU3D04ZRRX/4NU7mB8N5DPpe7hf8q88+RStHP/15mvoWi7uppLioHfuhDueyucUVZ5qKDq53nkreSDBftbXhmxc8EvT1zgU//D1E6IXKVqDuslZTROypXD7bSqOgvHKUuxHNAOFaoVqplvP4m0jWVheOv93gS+vn+zhI7/lcic3sqlubeG3GRNYRXmdEd8YdCudBlOIrW+1J5RRryC2QkFdPjZyEWoUwy9CMeClq1/u3xZF0Trw241o9Ipj+TPttEWVQttrGzHt2NJDTCGi0M29hHpi0Y2RQrb0O3vuenz7cNpMLkdbAfvgOSzfFhE0gM0dTasxZdDBRUCYtuwyNnIoDremCSqElHvaaYtZGfLXGjWVdZPeyGV4qxmUuAMpunQD2RUMXjnWJ8GUZqTpXTjqoSZZyeVxWzhuczq2QaOiCxCXrS0NRL5Qdj8D2AnP74IS9OW1kz565NNn6e5iIdxveYaiQuGMoiLCDjT5uQTq9l9qqs2A765SXq1GPHuwz18Z/pBMNTwcz/nedEQSLhvJTWjiaCnuo9LvsmrMRiavXkG01Hz6hw9591/6Dh++94rPzx+TXbLL+XMhfNLU7DSYuxDLJmSylZpkDsURVCcNdgQ2l871+BO4iWWqUCu56JqlpiqHXL6l+OWTVzivuNz0oN/iRo4ocvBFD5dCfCrOljaRbmYzUMGNS6EXEa7n8LljcLxiv7/h5eUE6NFmatfo2JoHuEhhrOzPNoRz6yYYcyRqRysXt0x2pjZSsHviuQkZRzLG7n8e8dHsbf7Dbw55Z3LNss4wvZamfzc3oS+vn/y9+57UcvNLQo/PLjSlAd9vxdXPB3ONQPOtoh5mo2lHluyV6FdsT9NMFGZUQ9bSkMKowWtP+lHO4oknvzAU79Rkw4q6ikQErqFNHKuJYvBpDMOWwaggjizJVDRO3kuOZDuQDMS3HlzROE2xHuIyT3yjcK2E3m4nYM1UNBOUWnI7c9FfRyuZAsQrRb3nSKclVZTCPBFdbAzrE0V2SXDm9cQXQl/3uSXuNWQnNcfDFS/mY2wRoac1Chj3C057OfVEkZ8pvDYkR2uSyFLWksl3kK8weDYuYRSXFG1M/boP0xqVW+oDhT6LSC8Ml/GEzeGato4wa407rDGx4+HhDa9vRpReiYGIlrPYx46beZ9rQCvPYp1B9NVbs3557fSOH/n4ekPbj3CRph1qbOHxJgnFD0x/7Jm9H/GT+QF/5d4nvHxrzIur+5jS0Ltwop+aCzWuzSRTz2uhAjcDI4yOuWf02Ro9W1M82QsUsXCnGglVfPF2Qu/c0gw06U1L05P70DYwW6bX2xB20fAmK8gvaqpJTD2QczUKgfc2hfxU8xNzn5f3xsSRpdlvufjViN6ZFIWbY0W5p6kbJRIBL6ZN8aLFTfqc/0ZOcd+SvzI7qnM9koZNein3jcXbEckrz/qhohxLEbuZyBkue49o4NJZsFx3kF9I4SesmJbiMKIZiclMPRZXZF3JXlPuKUx5Wzg6o8NER7qDWwZNNZbXZVPAvaF7z4NH/vKXYzmr1lKANUNFeeglZy+xXM0GJKcx0Urx+l+4jTkqD8NdpFS7oQYAs1j2Ai1nRNKrqSrNZLThsLfmquhR1xGub7n4tQiXe/AeZgnppaEZuNtmZi0xNC6BxtwGNys8zVs12aignPWI84ZmLRlj6Y2EGNcjULklexHJXRfF+kQcd6upx6/EuKPteey0QaeWNG8Y9UrWseXowYrPnh8y+ChCWxg82zblpXm4zXydP9HYVExnRk8d6UJJY3AEzb2Gg6MFZROxLoa7RqiLxTGzetbHaI89rvFXMfmZUHerPR+mccEbIJYCUSVOjDes6Ot8BM2eRTWK7NTgUk91JE3LbX3xz8OdzOdbq2m9wVpNlLe0y1gOqkweClOJiUV2qXfZXpMfLVm8N9x1AXUqlxE01D0xSzCVhBLaTFHuweJX7+20CDaWETJKLpKDl45qLNW6ixV7H1mavtmN420uQbhRAf0XssBWD2T0qLzi/sGMLGr4eNSXnDMjvFBThcyCPdG3JNdb+3hZFOnMi/vQ2oHW7I3XjJMCGk16pbh+Nea8vyYfNOz1N3x2PEK1EuQ6yKVg016htKcdW2yuyF+boONoKfcDN9+AqRyDdbhgr1viviZeO8rK4OKYVZKTPmoYRSXT6YqbWUz/hWH8meXqmxHNSKZ7ykU0uaIeiAPl1jgABVHRkl1Gu2ytu3a3A3aFsgRYsgt/JPZQSAZDfqbQgXaWLB1rL2LydC7GKXh5WKp9j9fby4amGTrqseSFDZ6HzJRRoFk62awJ428fXArbnhh6ZGcmZCeJXsRUQieLN8JV3xxpsjMjWiEXwhVroQeIhitkCPVbvIp3eVrizOlkfK08LpWJUjOQLyEq/K5RYEo5dMp9TXkgxVx+4XGJTMlUJZOUeurlgrsQy21lYfDaSZdzJBOYVm/tftUuZFxvx2gQDG885VQKc93KBSBdWubDiGYgzl7JHOK55A2ZyodA9dCBDxQL1C015K6hW8ktsyFDRbdCL9vaxMYrMW/RtdBDvQrWwPua2TLnP//sl/nO3kP+4t5nPO7d8PRoyqIdEi0Ng+cSsB1t5PtvjNq5lCUL0Ydt7juakWX8g5hnvzblQW/OxxPJqwN2EyBl5HCvJl4mRytFEqgbMnmQjmzvNXgTUZ80uMMaN0soDrTw32OP5fY9tD0oNwmvVmO08lRNzGRvxcPxnF5U848X7+IWEZsTRTLfPnCB5h0c/qJCoZayP6xmOR8enNPuaS6HuRh92GDFrqV5Vk3Ax7IfRoU0C3QbNL2ZCPxBmgfJXCZmm3tCX/FaDJbqCVQZu654tFHMoz1+8r7m28cvMPcdPyrv3/nacU6RvEhopg7Xt/gbYT0o7fGtFufK2NG7v2Gzl8Iypp2EsPWVMDCasSUa1UxGG/byDa97Q5anQzzye4pvtLRDQ39S8GT/ilmZU7YR46ykdZqrdY+l7nNwsORkuKC2BqMdV/M+XIo5hYvBZ47LVZ/1eR+tIDoo4KZPeqklemMUmhBGYjHiGy065VbtAu+bkTANes8N9XKAzjxNcHN1UYgv2eigXwymPwq5JGUNzmk+fXaEWkWQW+4dznFeYZRncLSmnkS46wHttOW4X3CvvyDRln5U048qvrN8xEezI15fjnGrmPxCo04zNm+1kDrazO/cVusqxhfBNTFt+eDeBa3ToqvbL1AHnmKZohYxeLH0do3GAeo6EfeyO4RuoD4eYDNZM9sssPWx2VHW21zOntOLMV+M9mlsEPNbSBYWs2lBKdqewSaRGFREt86JNgVvFK/+0hBdD0V7Hstea2Mpul3qcUYDhv5pi8011VjtYjZMJU3XtoX8ysrrCk20JDVUYyOFSCM/W+jIQoGffF9Tvh5R9jyxeCiItCSRhne8Fje4qtY7qvLyrZRiPxdKXzgHkpU4E0bFllnhqSaaaiIXYl3JGdK7dNjrW+aFaWS9KudJF3IH8loKNK9VoIVDei2NeZuGQsEpnJJzdPGufF/CDpH9rE2D2VQWClXYuSpGmy/tlXcI5eT7Ex1+mFAaaMctg3HB6qonk/VAo4s2wUQskkInXgcnv0wOWRWiIFSIx7CJx2hPNGy4eT1i8clUXJuHLabX4mJHnDfUsxRdmF3sRBV03qZWO2abbhWmVrSZ3FPjpMVohzKOtjYwkOKoHoEPd5HkWcLhH7acfzsKcVJBunDQMjxcsTQDVClSJtdqzKDCecXqos+HB+fEeYPNUsqRZ/As3Nu2jV8lFG6bi2OjbqHY1xLinesQwwJFHcudpFZhcq5uG8sbRXlkOT6ac5P3WCe5ZBFqGc5IeL1CZVbcFz/NqKcO27c0hUQLqVbh+5byRH6eGTaYyL55Yw6Aw3TF82zC7LqPWYnNsz4Q96jNTQ6XwkePCk//dYMdJGGTChqLrYvKSDaAtpTAVLwEEVYTxfqe3lmMosJDo4W+2HtW0+QpLhZK2+KxVN1+u3EYcLmjicRRR1aWOD+hYJSK/a9PvNCbnGQybDUC28RuUyrGnznW9zTlkTiOoTz1SFOPYGgskXZiP24i4lHNIK64qXs8Htxg39M0TlO3EdYpPp4dMk5LDqdLBsc1p4sh/uWEdCY8cxurHU3BVJIS77Wi6UmHIDvbsHw4EkFj5LmXzomVZZjWXOeOZqClw7QOBgqlpv9MEVWO1X3ZOJOlHHzeQD2Kd2F4pgx00juGbLJSGG07d0KJCkLkwBP2EaHLcBvmlwYreuWRrrWVDaAZyaYQreQg1o1QO7fGKbqRv9NmHrfdtLV00eyoRa3EHajtIfzsoWz66Ux0gPVAkV9JJ78dsqOQei0d0PRG7ezqvRF+czLXu6Dp9FoHmpdsnvFK7Sz047W8z612bLt+t5OUeC0UxK25jYs9ru9vtTq5fC42DgLZUNR6Ixa1zVBR7Mvz0ebbw0wK+npPcl1sKlNC5SRPD4KmSMnPbwYhn2zh0St5vZJFwo7CKFq+O1474bBphyFjpVKo6jY4WOz/w6Vm6xC6nYIuDPGRZdwraJ3mRTXlOFnwVx59wh/kj3j+ao96llJPZPqlnBSdW/v+eCHPTXmkUMOGehjzg08f4N59xf33Lng1mBI/T4Jo3weLZVnvbS7ND+VCNpVj929TC33Pm1guFRpWT4RWEV1Fu8ykbXA7wCCR0ONFmbJaZ3z90Uf8ev9zzp4Mefqje3gtFJft5VA3Idw+lktIsoB4rak3Cd9JHhEnrThaRQT3T/k5USHTszbzRF6mrRKCLs9lPbq1Txb6hxxmMnGWfDE8KK9oBoH25kQ3mV1qlic50YnlveEFx99c8n+72+UjjpS1whYamwg1WLeKthC9pqoVWE1sLNO9FdfFRJwDZ1vDEUc8LcmzBqMdadQyyiqWSR+sYn3fk08LCtujbTXXRY95kcnfl25YNSllGfP2WxfkUUMWRJS9uEFPVtxEYrjhWo0xnjYUFj72DHoVy3c19Tomey5rxccenNoFKOtG0XtpqCc+mKeo3fo3YY/ddtJtX9wg66EWpkoqmg88RNrjnKKpI7Ci79KpZZhUaOU5XQ4pi4S2iMhK0P2Wo96ScVzSjyoeZdccRkt+VNznB+4eXKZkMx2CiEVP4ZC91sZA4qR/4xS25+hnDXvpmvNiSLlJwEOSS2aaP3CkwaVycdPDXMe3sog7Rj2KaHMtU5ZYwpKbvuzhycyTroRZUb/K+P3sEVURoyOhkek2Jr+S3K42Fw2XRqhOUeExDSwfaaGmHVrZc2aa9DpMl4fQTqTlYTMl5g6VE/fFXriQe9mDt81oFyk2R/Kz4rWn7WnK6S1tvu3fnpGyfyt65zL1rseyTsoD+e/8wjN42aIrizOpWO8nsqaKIGPovTD0XzrijcPUCme2MpCg90o9KGGZoKWBll+H15IpaNhlf5nS7SiE6cyR3tT4SAdzt3CPCN+LWP3L3lYee1ziiBaGXiXZbFEp72EbsRKV0oyXvUl+5l1DN9um73ZQEQpFq6gq+cL0QYW9SckuZdggn79o1dsQxL195lXLzpE2vRZTiuK8Bxp6TyN6Z57NsWIz8uS9itUsp7nIUUqGC+U7DfmwoiBHFZo2kqiWaCOvzVTQPPToStNWEVVs0S8zkoWYZwh7xgX2g2LwXM4EQmPW1HLe8U7Nw/GcTzYpLYQuj2ezSmkzAwrON0OG/ZLZcQ/Xc5SriOLESjbgQrJ6fQbDp1AeBBOPscKUmtXbTnRaVlEWiRRhrdzHmr78ONMGDXzkibTjZLrgJm1YvBoSLYRxtGX1+FqjGk12KdrDOod65KRYvzLYtd5lcLpWYddh5PZTcGdXopNszluTPovPJsIJnzSMR2uM9lR5gk2j8BArph87lg/TQIkRIwPlCAn00tkRYwGZeh3/oxnnvzVGWSnStgVCFGhCcqkRLrFupcO8fFeszgmUsHih0JURzn9KcCRycvmOPVdFj1WZQuRwvfAAFpp4LVkSu8lQoB9GxTY4EVwhYs56KvSH0sZSmE097xxdMYwrnq2mRLnjqLfkIF1T2Jgf3xxxdj3iOu7zrZNX/MXpT/jP7a9yU0+kyzaOSBeOeNlK9yYztKmWzWmkMZVHFw3lvtDfjvfn3I9nXLRDrje5OJ+NxfVlG3TYe2kYf9GEAi+W3KkSdOloM3FJbPuykVZTdu/pThG44jYPhVMZHOhK+Yy3IllTysKunKKZtKCgWAZqT7Mt5hXt0GOHokruXYXLphHhrkvElt6UcgBsdYLpTL7LZuBRxmGW+o8UovXEiVZiA+VEDtv8PFwgatFHtblCR6Ll2yapo6DuieumS7VopWKxehfL2EAdCPkU2ywUUwn1rc1FcyPZLlsbVbEK/iNU21rtTHGER69YvC3mD9FGijwxqvG7onabFWNT2Vx0Iz9rO0rXYaJVjeU50nUoFoJ70TYsXaZEoikUC/btM8lOGHuXa0c5hY8cXntMLRf7rQnLtpvcDjxmI++x7cuhl58rVicpj6YzGmf47tV9fm3f869NfkBP1/wnN0PafnI7wUxhN14LFB8QA6L1MMHHMPg44dP+IX/tvR/zG4fP+C+zb1A+74MKOkCrSC4UdRUCMIOF+3Yfg9sAejF50RK4+0GJB2ylhT5dQHUSTF2UJzMNj/s3rJuUm7MRlYt4HF3z9ckZX8THOwok6rbRkcw88UL2WRcKRFMo+CyjPGmIjwpM5FgvUqIrocSIExpEpQoBr9w2cAYEV6ygW1PbZ0oRbUJDabMtymRdKsvOoCCZearnGa8fjvlweMY3Rp/deREm+6y4kala77IJTRlRT0Uv1eae5TqT5lwshi94JbQVDW0dUSooq5iijmmtdO2ySUXTN2RJQ5lZnFO8fD1FbSIYNLxKGiLt0Npz0ltQ2ojWaZZ1ilaeX9t/yeTehtflmO9dnXB1M6DeJLKHJI66jTiYLqkGEcubPdGyWWFweONxqXRCdB0aRGOJm/BZOLeCJtt5L7QkB6owNGOHcmJmFU+EFlnNJB0+SRui2NI28mC/XoyIjGU+78FVSn6pKY7EpbS0Ma+LmMYZ1m1KNhTKRVHHuMRJU6ARjatyYJaSo+d6Dp1abGWkoTuWP/fFYp/aGqLYipZjHaF6lrRfY4yjKGPURvR7LpbmxV3CGXHca3oErYpMuV0qjbXkS8+GbqF51pc4gcOazcDQDgzlXkR6I3IG00jGUVS6EILs2RyKnXq00mIEUskzo8K0n8RBrYnDRH1zJA68Oxoicp7gwxmTCUU7aoSSqJwPJlPBAjxG9tFCmiPFkeQv5VcSO6IsNIcNzUSjbYR9qdGVlSZqaN5mM08yE13M6KklnTU0gwiU5JUpL6HIppIsvXqENBAjca+O1w5jby/wcLvt1sEfIL2qaIcxLpbPw+bydyQzRbyU9xOV8hmeTWQirAgUznAPtbn8TN/ID1Be/hyEAvCuoaTpUO9Z4rkhmYXCudE0mwSMZzzccNNonNlOxIAjoSfVeSzmEu3WqVbkPG3fQXAcz84j+i+koe/DVFKtIlZNn+QikvvSwAnz7DKh1J7kPEI3EtztUifGPEFa4GJAe5T2lJuENDTReqfB8CcKxi4rAM/NB8IU2sa+RBsoGsOiylAqPKNeCiZ1nlKrFIaWy2VfJuF7jUzdw+cl7Cxh1pX3W9zLaMc6wocMs/2aKEzt7SJBlxIBtLkfnCSVFKvxEuKriNe9MYd7S5LIoryw31Qh01CXSKMOLUOMeKlwidm9Hol6uG1S+1Usz84fY0h2Z0XYRR1cfyrpqujE4r1iU8XYyqA0NHuO+shxfZXhkttFvnUT0o3aWbDqSu0qUVW3t5SXkJkVb6c3Sjqs62Oh0LlIFkB5ckvN0K0mvhJdlU2FZ9yMFHbgUIGedXo5hosUxi1Rr8E5hV9KwGm8Ep1GVMilvAkp8C524pDWyCJQLawrucH6ItptHF8s90i0ZdMmPJtPSA4sJ9mcQTLhtDLYIqL/qOYwWrJpYuGj5qK7Gb5oSeY15WFGuWewidpp3ZKF0CF8BPak4ri3ZGZ7PC/3WM1zzEYOI+XU7SSlCGYUrad/1lAeJCFbQzpTbe+WxtV+bcP+eM0Xd7VodgtAChMfum9CJZSNoxqpYKahdtOrNgfVb2Eeywg/EureNtjS5nKhSmaiDdxOz/zWiTAUF1sBu25uKWa+3+LXMflc7YTuhCmoS4WW2ubS9VgnwYVxpogKJ5dZFTpS1of1Ks5Qvm+le1KETbO5jTXYZtcJ9URef7wmPOR+NyUxlbzGarzVGIWitbg9rMoTS7SQiVvxoEVvtIQnr4Um6cLBFlWe3mnD8lEq0zotxiBeq93ESAcqyLZbuMvRmGiyG3m/5YEUBPml6DhtCCreNljuvBsd9gWvvWQY2dAlTsVVUgHNxKLylnYRk14ZccPbavwuEp73JzSNoVmmOK/4K+Mf8UF+yv54zel+RjwTUfn2+4mX8nPrsQqufx5nJIxVN2Bf5/zh3n1+ee8VXzs55wfNCVykxAtNMpMLl25E72rTwL0P3ec2C7kkEwcOslKRXsL8bdn4e/dXrM/71CM5GFzqcZXhxXLCYbbiYX/G0/GU33n1hFhZZnWO6rfYLLqlAiEFdbp0pNctxVHMzYea6tCSvZaw3LrWDI5KDvtr5v2Mi3RIdZUKPbEOnesw/QS+lHMHqlK3a3UiRb1XobEzkfWXXzryMxUmzXKBMxX0XyleL0ckuuV1OQb+3h0voHB49iw00pAztVBv8EZCq3Owi0QC1ac1tjDYocUC2WlEW6U0R4ERcZUJw2Jh6B0saWPDai0FTLNKiK5ifORxfcWyTOmlUkC0XqOV56bq8exsj9GwQE8cx/GClU1prcbPEuIbKcqbo4bNKmWzTPGNxihg0OA3oqFSVgftsmTsuHGLA0ofY/uOaCUGQNscQx8RzjpNM3AUjxtwCmYZw3tL6lrjnKKXNrRW76ZiiyuJQFHnqWh0W5j88iUAL+dj6iairiLOBwOWbcqmTdhsUqJJTZtGlKkEletZLEGoY9D9BqU9ahGTXSo2qWZxOmQ1yFDak+c1bRVhThPU3NBECW3YIxMnxaUsyjvefPSteVJ+EeIrCkUbLpdtT1GPt9pIcUS1GcTvb7BDzUb1sYlBOUXvyu4mYrr2NH0xStqe2XkpjTldSxOj7alAcXZgjVx6neRWbvWmut1S00TWkSyl2TB61tIMxD0uu2yINhG9C8ny2k4+tlmDzVD28/zSMn8iRZiKPESWemxYPIroJ3o3rdqGs8dL6J9ZsotKjEP6ETbRmNphasnrUlYalou3ot3PafoiSdBbjXoj1HtxupOzKZ3JyGt1csva8WHviRcSVyRNTEdyU5PM+ujWSF5hP1AAI5kY7aiL8W3BvHXkvmu4MIE245q2SbGZoR6KIZhwaxXXp2NMr6U6cMRLMeBxtUHPI6JaGl1COZWLv6lCE0YJKwgH489r1icxxYFGV9B/ZrCpIV5D05O12QwkA9VWKcPPpeDAaWwmjcvtwEFZiE82OKewpz2qfYdLHPv/TL4E3Uoz1muZUBUPLWpUU2aJnBsbBbOY12qMqw1mFhEHKv7WKn72NUNBTnIaYe83mCJkAc80fqnJL+T3lw88yyfiaB2v5GeXhx4dOx4dzJgVGbOzjOziliqrm20zWu4J6Y2iiFOutCfNGrba9mgtr2V7vvncUh0oRp8KEw1kCLT9DqONnGUqNFe3DZB/Hu6kCHNO8Qfnj6hbgx04dKExsSWJLItlD7UUahetQp00XP8FsYnsP5eLhfKizTGlx6TC+0yvZbNYHxue/y8PbrM32lv6nA0X2G3i/NbtULeK5FJEu83E73RA29a1bsT+vO2J9ipeKopcqAHlniNOWorLHvlMpiEi7pTX6I188KsPGrAKU2uymcUvFG1umA1GrMcV8Y2h/1Lx6oMRm3XKX33/Y0ZRwXd/9BbftYbyIKJqI0ziiOKW3DScNWNmix5RTwosU8PirYhBlONiRbGvqfYl6DC7lor+6uuZFCK14dVqzN/la1wWA3wrD2y0VsEgAOoprB944pXBa0NUebIr6Ra5WC5Lykt3qDjyfOvhS8ZJye/fxaL5IwtIHsDeLPC0Q0fFRdKt0o0ULfXI70wpfGHITw3TjxtW9yPKfdlM09nWBEM4wGI5q+ifOuqJplXya1sKg6kUuhWnSiGGa+nIKgn+rg+dUJZKubS0fdF5ocAPPFGhGb5wFHtqF0qowyXOqy9dCJzwq00t9ANZq5ry4JbqaoNRh4sVcSHBkU2ud+sb5LIUleAClW2rqXGxPB/1+JbiZdaa9FIs/cXtKhRurUzSXCqW4Y2Vjlw10VIMfGnqtXUJMtbvLF+LY092E6aXqXzeUel3egUXBfGt2T1yd4atGYcZNyRpQ7Uc0PbkM26PGib7Ev66qRIWjaa8L9+nN7dawmKZgfKoWnP6esp/Of1lvjZ4zW8ePuMHccPzywntp/1dd9hUYiIkInBZp1EZCqiR0E5ffe+Ym3dz3t+/YDJZMz9PSWeEQkuoQ7htFpAntlKobGM8zDZnxMs/6jom2ijq9xoxgFARyY2E0uMjLhjzo6jlr9z7mF++n/IHv/sB/6+rIb/65BnvPrjg0/UJ+mUoFIMGtOlpTCUmGaoN6+VGIheipWE+71E1EUlkGQxK1graWYJZSQ6dM7J3bqme6Y0U+m3/toi3ye1EbPDcU+7LPp2sHMnaUU4kb6btSxFjU1jN+yzWGfVNdreLJyAqFPqklGyvZcL6YSQFRaMoDj3tRDKO3IOSOGlxNzKNAoJ2ROGMwztF/jqizUVP45xmnJcsn4+IFxod9MX1Ycujk2v2sg3PF2M2Z31e9sckxnI2H6JOU2armL9Tf43fHz6ibiPm8x7RSoLh129ZqDXmIt41rZqDlrxfU5TSOESBDdOgdtgSZS1tEckznTiaqSdaiHvsrtEUWPrJTFNMJc4inhnMiUdNanlW6hjnFPUmwZdGIjas6L2rfUd9r+Ht/orLTZ+iSGjW0l3b6JTPZ/sY7ZiMNpRNxGqe4I3n4HDJpR3RtjE+s2jjsUVEOpcGaLTSRIWi+qBBAavrHnGvwSYxg+eaeCWXaRfLWd0MHb3XGn0Hxhx/BE7WuNjIyx0hu5Sioe1tjWjCxXWhiNZy5qxmPQ4OF3AIG9/HRxFtqklqS7y0ROuW1YOcxRMpBpIbsW6PNmLyI260wlLRkYeN7NvpjccsQyMoE52V8qJZz24syUyarsqGHEwFumpJ557sqqbppaHQU7spYu+1nKlfNhXSVzFuv6E9qZmnMV4bRs9a0X0liuVbcm/KbhT1JCFetWSXJdVeSjUWTVyytOjaBeMhYXwof8s0srEiXjl0IzlQ7UBRjTTJSl7L6nEudNn7sk+m16HpsydnYLIEnMHci0iWoUgJe6kJdvmmlL0rmXvSmQ/UdoVyYcp4x9iytsp1jLZKaJ4HDcmgpm0MbhGTv4yop+ZLNEOFPY/pv9redwNjYiN/Z9sT3fHoWUs7iKgmntPfSsVcyYu5lM1g9UiK3mSmUNMat8lwsTghouXO3Du91Z7bDKp9i2oVB6M1L5/tkywV7dsl6jplfaJoB7JWlVW7+xWt4uhgQTs1RMZy+nSf9NzQNinGi+tleiOSB28gv3YsGk38Kia7AuVjbCbN5fhGk84UppBma/Y6Fjv6pWLwQozrTh96hv2SPGo4bwdh/AnZpegLy73bUObNfSlSdatoVjFp1qAmNe06Q9ehwVwCTmGuo6Ar97v1k587ufOEEPPyQJrjb8yi/o8g8NQfjOf86HyA2mjaOmK+znGzhPRGh5BT2JBJBknkqaZCSanGt1obr28d4tpUi2B06hk+lYuhr2DySYlNNcvHiVCpInnAohU7Z5dmKB9wPJOOcTPadj2EXhaFPIM299RToSXWXy/4pYevaZ3mR5c9orVws10khWEzFNraOjz42auI7MrTZsKFjlee4ScR1dSQXYl96/kXI7nUfuAYRSXKivDwD6v7OGuwlSHNahLdMrc55sf9YPqh2PvhmnqaUA+NjMe1bBzpjWwaxb50oLLXHnzMWbPH6l4qugEt49loI5ciU0HvpZaReyHWuFHlya9aNgdRyFoLk449R/bWkv10w7PV9E6WzJexFSFPP2qYvxtTD9lRZtqeTBi9UdieF+eyyKM34kZz82EcnIGkm7O5JxcQl0lWHAo2D1s2J+I0lZ3LVKiayCVLnCjBZQ4yEZrGryQGoapCYdoq0iv5ezcnDj9soZHvo83FUaeeqJ24fXvYNkMvmVV9i1obsksVspZkw4lXHq5vP3etbkOqlw81B9+Xi8/NB4biviVai7lEdiFrLdrIOqnH2+aDHGLVgWP8Y+FHm1qmDy6W5yeZScFU7itmaUx6I3qn9UNHNZVLz5bDbdNAewzaI68DrWYAi3DQbn9vsScX8zYT6t82of7O6YgKmqk0fMpVCkZ0LCqz6MgRGcc0E2vHZZyjI49LNMySoEdAJgn9Bj+q8cuYv/eT9/nO6D5f3z/n23vP2c/W/P7p+3I5qaWo316yINAJkQm8WoomJNooVmcDLnsFD0YLlvdzikaCIV0kDpU2CU5NS5h+VLO+H2MTEa+3mzBB0rB8xwm7oBaHUGUVg+fBojkO7IFNzMt0wk+Gh0TKYacNlIZ3B5f8ev8L/u7gG/zX5hsk59FOFxevRKPhYolESF5KAGy8EJ1gc5pR5AnFoMUkFq0d2ckKo+VyO8gqlmVK+eMJw89kjyn3pFkSRbK/pnNP08oa6l20oCLaTJpLW6vlLaNBtKBg1xHjkzXX8z/mJPuq4KE9qdjvVcxX2U7v1EwcZlLz8GDG1bpHczbBeoUxDoYNLGLSS7FHt4mXSecmTMGbkDNYJCxXOYwbXJEGN0hQG8P5fMAoLZnkJde55WI2wDtNltf80m9+znc/e4j7eMBpr4/LnVyMxhabSANBVZqj33Oc/6bGPirRCop5Rnomeolm6CE8e9FlTDvWpOdGdAyLmPWTBps5Dv9A9q31iQ4aUY8dSpM0O5dJ4EpPcdMWlUr2l1J+J3bHKPRMLrr+11co5Xm1GDH/yVTokLGHSPRdy02KbQ29XsXqvI8eNCgNRjsOT+bMBjmuioQ5s4rQtVDI24HDvV3xzQenLOuUpx/dw4wqmknLSknBLJNqjx3KYqqHCv3HiOO/CigIgezSGGPHWAja4vAsb/dA5eVim8xTrn57wMnhnHoc0+aR7LVemn/lfkTTVzR7Qv3ITyNGTxucUTRDI+5vY4+5V9DWhuFLuY9U+4qj36ukYXsg4ctCAfSYyuFi0dR7LbEZo3NLvZfJfeAwwSYqTPP9bnLQP2tZ3YuYvRuLRtjC4Klmdc9x/2DGy2iCe5YLrVHf8j/jJZT7OjThInGyVMHtsPKk1xWqsSz3hqHwCQ3gRJpDAMtH0Y6J0YxEbhCvPcVBJI3wt4TlkL029F9byj2NS4TxlCzFOAsdmD0K2lSaJum17L29Mx+MPzzJQqZu9ViuyNsMtLuEKZycGU9j6rGn3WsxIezXFRFmo6kOHNm5UIPr4xZ8RDu2lLUsKpdIEylZeIojyTp0iWfxOBLb+gEUIbg8f2koDm/13vEqaN6dYvQJQuVLpEBLr6B34VjdD8Y4BZSZI5mUnF6PGP0opjzwuEaywXQD7cCiHlVsyojoLCFZiOzDKE+WVsyLTAKlLxWrvkSBlOEZUk6K/7U3+MiFaZfUB9kllPtmR6nfmj+JK7HCNDB8XmOKFv6NiPU640fLe5iXGXEtMpcyVTt5wnZti1OvRpWgmoi160vDvQpGfj0YvJBGYzKXJko9kmI5KhTVVLSJLpLGSLSBKkcYBH/MFP5OijDVwslwIf/hFPGTJaO05uZmAE4q6P4zcemLNpr1Q0PvVdhgt6LE0Hm3mfCqlYdmKGPIwXO5XG7H8OsHKU1+W6ma2rF6IFMim3pGn4ozoQ/W3m1fLoT5uSI/l05ANQ7Th74jOiixsxReZXyaHpDGLcoK57/ak5Hl1hxE19IlGR2uWNgh+YXkT+hGciZMTchbgutvKlyvRaWO2kUMTcnD9855dTWmuc6IFwafeLLDhp6uuaoHNCMnduMWFk9y8ouWcqJ24a/jz4SjWQ80ex9VLB8mlFMprgZfRKztQAwK2q1BhNj7l1O164KPPlrivjmk2BddmWStebIl+Bso7js+PDznMFny3TfhUJZIceNMjI+gmsqlUzW3wvEmd+ijEnudYlaaKHS2dCOUiZ0bH3IAtLnehcTqWu9s4pOlHJBby3UfyRpMbgzNREEbkc6CRmWuKUMORNuTB9P3pQBTrcZnlrbnWT2QTbLNRbe1gxa6Y3QRk10pNvf9LvB2cwxZKMba3m1+VHojphf1xPPyX45D4Q35K4PNxUWx7QsPWXmZNtnE0xw1EnJ6KrQgH8w0qsmtDi5ZSJexHsnaxoslrqkk5Lk88DJRtHLgRWWwZw9d5sELx+Jtobh6HZ69SqaV1Z78HK/kmQJpgGwNMu4KpkKaHNrjW0V8vCHPGooioa0i6tbgvMI6CY71pcZnIcOpkS6Y2SjqA0U8qXAa/FnK9Tria2/9Ie+lZ4yjguS3LP/w0ye0r1OJmBgIxautNbqOgquWFCBb04PsNOJFfcTpUcGgX7J6C+rzXIo2JZTTzYln9Rh0m5BfOcmx6UvIqU3E9dId1airJHQmDclCEW8s1Z4J3wEor6jXOf9g+QHxXklvWmCM4787e8I333nJvzz+iN87fsS8Gge6mhxCmxNZg+U9S/5SKCWjp2I4o2tFO9DUxtBWGlUamtxy79H1rrDNopanj1OKdY/8XJ6VaCNOiFt323RmaXPN8mHE1iobCGtQ7aYY2zUbX0VUBzHTewue3e3ykUn7ecrVLMGnDtVr6R1uyJOGyFg2TcxqlqMmDmYx600UHEmDXtZB9GBDP21YPR+B1+JA6EE972P7FjVoaUdhmpZ5GDVo7Xl6M6Wf1jx5dMGH43NWbcK7vUvG0YZZlfPUHZCNKg5HKy6XfcrTUJApyM80s/fBpg6u5Zl3I7vLSfIGdNC+RmuF7YVmT9+BU/T2N2yuelx/I9qZA7h06zR2S89ePfYk7y749XuvWdQZT6+nNHWEMh6fhHOmhNmvNPyFk1f86OKY+aKHPi7xVynpeSSOatMWlxp8qyg/y9n/AlZ/rcS2RrTYQHuZM/js1sa6HgvtW01rvFN8cTNls0lJjzfcmyyYJTnrXkIzT8WYILeiLSk09cOatrxbVyDpiocpci1Sh20Uhc3UruGyeeDpv1Ds/ahifRJLIfI8YzkseXx0zeetprrJGHy/xuaaYk9yi5JLyUrKr2QiZJNIKHxNmNq0Gl8Z0pln8knB6b/Q4+JXU7IrmRZpKwVYfl6ja8vqcU45UcQbJTEq15p6KHeA4YsKrxIJjN7I2VAcaC5+JaYeeckUKyAwsTCRxWiHb8WlOLmp6X26on4wZvUok0IoOCJWE02xr0mWkt+pW089TuSMXVhsAmWk2dyXXMfJj26jL7JLT1TIGd/2xKhEhf1CWU96ZoiX0jC0wWE72ojRRrSRzyFdypnng05qa3e/fiAsBnEg1vQuW+K1DQ2huy/C2oHoJ+/9Yyl2Vo8i/EyC3uOlsLeKd2vsMqaZynPbntRQSiROvS8ufG1uqPYkfqD3SiQl7QCmH7W4OEQQuTAFS9Tuntz2RUPGLGH1WNF77Tn4XsGLv9yj7YmByTYexxt5FuPYUl/0dpPz6T+NufmWpZkCqSPLa7K8ZqVgs6/RWcv5bECSWOx3xvRWgU0We0gdvtDBLVPuIfUwyD7G4S7lYfmbBX6ekFxrVCnmfsoGO/8jR33sWD+OMKuE5KnEiUQhD68ZQjN0IcoCMI5oKRINiRfx5Kci6bBPGt55/5LGGnGhvclZEZOfSTOjHWwffEhvpMDVTTB/2WeXA2v7ljT96aKwO9uVfvTyHt96+JL+0Zq9/oZeXLPaZDRexINRAZujLQ+Z3WhdWTEdKKfiPrZ18NpOKUwpnfw2Z6fLSOaWJo9oBnKI21Q+pOxSWh7JyqNnIsxcH2vKg2BakMHyLfm9upaLb3K8oW0Ng8+k67LRA4q+I7mRh7Des4AhvYbhC+FNxytYrm6pMunMUY01y8eK6sChH6xpbjLGP4poewafW75z9oAf3xxxvRC7QV0FK8ye4/p0zMeTI/ZTSeCzqVju1yNFPYypx7J5NH3FWkuopraeq2+kUkRkskFml55obSgP5HUlc8B71idassUuxJ72xV8f71775lhs/HUddDUKhp9GfGfwiKfTqRTSdw0l06Z6LG6T8UouDC4V23hdBl7yWUZ+oUmvfZhKetKZpKNvOxTtwNM7g/53Pad/UTopvReaeuo5+v2G4jASZ6oG+qdis+6VPLDRSiZOi/ct0+9pOdhrtdMPCX0hDp+twqbiWOSNFPjr+2L3zCA0FkqFriKhWYWOFQTu83WgI8z9zjQlWTihT/aDeUQwlMkuRQewGsnG5DUUx/LBxWv5tdopoqRFVSnaKtYPpROzDfXUVopdm23DHUMgeAnVftAZTFrMwuwS77eC7d55SzMwtKkUifFSbPCBXZ6YrtlZ38crEfLanJ2+8K7gFeQvI5rFAHVSMR6UcjkAXCo2ui9mE+raoHot6UFNcdHDVJCHTmibK9Y2oowdKm+hSJj8Ycx//fbX2ByKxjM3DQ+Pb3i+PkTVsjeYaym+2oFMa22sdlzweixrz2w0WdbwK0ev+GK5x7OzXNZODuMvLPXQ4GMoDkG3mt5Zi4k83oiYHMBvIrIrMVBRzpNdiGakGUjDYnsZTmaa4acRq7dzHn3jNd+avuJ3Xj1h7VL+xfxT/r33fpf/0/W/BoUE7PrY04yFeuiVpzxwxCvF5lizfuiEQlcr0RgEnrtaGa5mA64Y0FYRrCJ85CkeNrS56M50Lft2XEhRvrpvyK49+ZVcymbvy4UhWgXNSxk0oIFGZQpF22pOxpu7XTyI9fmjX31FHjV8frlP2xjKIqHYJLh1RHIekbqgZ3tSEZ0lmAqq45Z4VNNeZzQXObXO0Fam9fFSUR9YTDCvUNpDLd3UtoFGx5TAydGMX9p7zbzJsV7xTu+KX8pfAHC/P8e85fjW9BXf7n/B59UR/4n5VYpPx8RraQpuaXDawvBzWL5ldvum7Tm88cSriMELKd51LdEAPvLUn4zoLQIT5NCirCK9Ejt1kGbn/f+u4uqbKfUTxaP8hpdMWPQz0nHLrMi4YSCTxDpB1Zrff/oYe5niE0+8V2AVVIfSGVOt5G7Gg5r6HlTf3JAqT6M9WjuqKkY10nyKl4rsShgw7cBjXmeYEpb3DbQal1mu4x7TXkEvrTltDG4Zw1rOcEYt+jrmj7OJ/irgYiWOw400owavRItkU0XthBq5nYLFK8/qQcL6RC7Yj/5uxetiyuy3LB88POMTdYRNcyY/sYy+KFm8k9E7kyzHJoemL1e3rSW7iz1RYqkb+c7Lg4Thc8fmQMKddeNJ5+IAuHyUkl+35OcNpo7IzivKvR43Hxp0C73XYNYNLkqD3kUu61tziuxKMXzmKA6EGg/QnOcUww1vPbjkC38Ars/xP3Xo0pKfCV1s9MmSdpjy/F/PhKnxVFEoDUoTFZ507kjmDZkCr2X6XhyJaZroST31WNgbug3MmD47p72t1fjej2uqSbTTvevWk8xbml5MPVAMn5Zc/FoPgHTuQuEl5lJtX5rqyovJSjUK1PLeG6AjBjfc89/Q7H3fsXpL7bwPbCrshPR5Qr1vd9bptlYoDer9FdOsZrHswcIEGiAsPmhFp5rL91Qc+5ArpykOhZ0jBj632qh4JVTH+dc8Puphahh/Lro0U0nxUh+3xP2GYpOiC6Ebbhs+utb0354LnbuOqNYJehZL3mimYaVpWlBGmGWL9+S8il8KxR7kDK32hak0+NxgChi+bHn5lzVZr6Z9lklzWQkTre2J/EHX4gKNE18E8zQlDm6N5aHcw4QZ5cTtfK5RVu6a/eea4UvL+p5h9chjC8PZcsBeryCJWtaByVOP5XNLQ4aterRhfhCj1gabGdrMY3uWwVPDZuLQtaaqfnrGpfL+q9+YlFIXwBq4/Mr/8p89Duje11ve+8O7eiFKqSXw0V39/T9j/HlfP3e9drq9588eur3nzeDP+/rp9p4/Of68rx3o9p4/Df68r5+funbupAgDUEr9nvf+N+7kL/8Zontfd4+fp9fyVeMX9b39PL2vn6fX8lWie193j5+n1/JV4xf1vf08va+fp9fyVaJ7X3ePn6fX8lXjF/W9fRXv6+6Jrh06dOjQoUOHDh06dOjQYYeuCOvQoUOHDh06dOjQoUOHN4i7LML+1h3+3T9LdO/r7vHz9Fq+avyivrefp/f18/Ravkp07+vu8fP0Wr5q/KK+t5+n9/Xz9Fq+SnTv6+7x8/Ravmr8or63P/X7ujNNWIcOHTp06NChQ4cOHTp0+B+ioyN26NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxvEV16EKaX+DaXUR0qpT5VSf/Or/vvfNJRSXyilvqeU+o5S6vfCr+0ppf6OUuqT8O/pz/p1/o9BKfV/UUqdK6W+/6Vf+6nvQyn1vw/f4UdKqb/+Bl/nL8z66dZOt3b+NOjWT7d+/qTo1k63dv6k+EVZO9Ctn58FflHWzxtbO977r+wfwAA/AZ4ACfBd4Btf5c940/8AXwAH/71f+z8CfzP8778J/B9+1q/zf8L7+EvAt4Hv/4+9D+Ab4btLgXfCd2rewGv8hVo/3drp1k63frr1062dbu38WfrnF2XtdOunWz9/FtbOVz0J+y3gU+/9Z977GviPgX/rK/4ZPw/4t4D/KPzv/wj43/zsXsr/NHjv/z5w/d/75Z/2Pv4t4D/23lfe+8+BT5Hv9q7x52H9dGvnbvDnYe1At37uCn8e1k+3du4G3dr5OUW3fn5u8Gdu/byptfNVF2EPgOdf+u8X4df+LMMDf1sp9ftKqb8Rfu3Ye/8aIPz76Gf26v50+Gnv42f1Pf6irZ9u7XRr50+Dbv106+dPim7tdGvnT4pf5LUD3fq5a/wir5+vfO1EX+nLA/XP+bU/6x74/6L3/pVS6gj4O0qpH/+sX9AbwM/qe/xFWz/d2hF0a+dPhm79CLr18z8f3doRdGvnfz7+PK4d6NbPV4U/j+vnT/wdftWTsBfAoy/990Pg1Vf8M94ovPevwr/Pgf8MGTGeKaVOAMK/z392r/BPhZ/2Pn5W3+Mv1Prp1g7QrZ0/Mbr1A3Tr50+Ebu0A3dr5E+EXfO1At37uFL/g6+crXztfdRH2T4H3lVLvKKUS4N8B/ouv+Ge8MSil+kqp4fZ/A38N+D7ynv7d8Nv+XeD//bN5hX9q/LT38V8A/45SKlVKvQO8D/yTN/B6fmHWT7d2urXzp0G3frr18ydFt3a6tfMnxZ+DtQPd+rkz/DlYP1/92rkDR5H/BfAx4g7yH9yle8ld/4O41Xw3/POD7fsB9oG/C3wS/r33s36t/xPey/8deA00SNX+7/9x7wP4D8J3+BHwb77B1/kLsX66tdOtnW79dOunWzvd2vmz9M8v0trp1k+3fv4srB0V/nCHDh06dOjQoUOHDh06dHgD+MrDmjt06NChQ4cOHTp06NChw09HV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEV4R16NChQ4cOHTp06NChwxtEdCd/ad738XgPFHgN3gAK8KCc/B4feVCgGoXfloIe0B6cQln5vf9/4v4sVrd2y++Dfk8z27dd/dr91zenjk+1dsWulDE2EUFxpJBEcBEhIiEFLgAR4AK4ibhA4goEQiDlIkKCSCCFxg5RggNycKVcLttVdU6dU6f52t3v1a/1drN9Gi7GfN99jknVVW0zpU/69t5rvc2czzOeMf7j//+PaMEUjgj43pBmDoCus+DV8BqAHl5TR7SO8nKNwTTgSlBJIEbAK3Qnrx8SoPAYFXHOYDYKX8jvKi8/E9Xw2ko+j+5BRfCpfLdkDT6DkMq/Kyd/ryLy+xqCla+vvNyLaCLKKyJAGrA24JxGdRrl2N03kPcLKZhGPm/Ucp+iAczwWZ2S9zXyGUwrP+cK0N1w7wHTRrSL9CNNsPK9GJ4HCrST95qUNSPTsvI5nTfMkoZUO277kv1kw7c/qq5ijEd/zstmd9liFM3xvqwHFSG+XQ/Et/c3DKtXu+H7dfIrIX17/6IZnn1QqFbJszSgm+E1kuFeAuiISQJaBSKKEBTWBLQa1lOE3htCazCd3Luo5T6qMHyePFCmHYd2RY/lop3gGotphvWs375fsICN4JX82889T93Lv8dM/l33w/fR8n3tJtBPtKyn4bvu9szwLJWX/ROH9QvDGo3gEyANgALPsMCjfBcd5X51iphEtA2kxpMaR6YcI90CcNbNaKp0t2dNJ+9JlD0RU/k+OIXK5Bm4y1v8eqP+3BbLP3GZ6SimxzOC1xIfhnsq61xBAFuDm0a0DoTO7PZILAPGBEJQxOGGbWMGKNK8J0bwq0Re8uf2oLx5xNqAVYHOGzLrsCpQ+wStIl1nUa08y2iGmJEEtA7EqAit2cWQ9KqmPyzw27gyxJKYR4zxxKjQOuJ6g64VIQNMQCmIXslGQOKCrUH5SLcHZd7ROEusjawbE98uDh1BRZSCPOkJUdE5C42sM2xA6YjREe81sdOyLofYHsph8XkFOqKcwtTbmMcubkUDOvVoHeVeV0b+PQlYE+QxBdl/OL1bx+hI9/TVO409qSmjPThA96A7j8+NnDE+DvtXoWIkavUL8Seqt/dB90O8sHK2qQAqRHQXCKkmmOHc2sYDPay/n3uN7T4e/giaIYZEolG77RrM23i4u7a7K/zce7sISuFTRTDDz8ch5lt28R8kJm7/LirenjO9rCvlwbaRYJTEWrV9H/n9qIa4G3kbt8zPnYfDObY9T3Uvn237d7vf9z/3deLb197dI4AQCcnbZ7H7heEMVaknMQEfNO3rBX7zDmPPSPKeaNnd2+15j5G8JDGeeVITUCz7HBc0vh8OhAho0CZgdMB5A60m2ogyEpPnRYUC2mBpnCV0Zji3PN7LJkusxwdNrMxunakAPo+kuSPVji5YiUedgsLLvdwYkqWnm5tdfvb2fkZAUaQdI9MBsHQ5XW925wW9luM6iYzylkR5ll0un/HnH882F9suYoCgdvdAd4qQR4qswweNj4oQtLyHGzaFiW9/Z1gcOglM00ZibbBsulRi4e47IGfdcF4aG/Be4qjRsnidN0P8fLvWVeGxJrD+4vydxp4kk/UT7LD2fy42vN3LP/fnIZ5uc7/tXg727c9FxS5G/0L+EcHW8ox9IntPB9Ct5ACukJxre1ZpF+Xn7P9vLgFv8162+akC/U/kz9vcRfnh9TLZtyq+PeOUH2JrMnz+7dbYrkc/rBkTwWl09zbu7OJFiLu451ONz4Fc1pxSkFqHVhEfNKnx+KjwQcvfRYXbJJj27X1GDbUCcj989nPPIr79jLqX70WEkCh8/janc1e3f2rs+XMrwpRS/wbwbwCYgznH//P/Nqo2pNeaqMDW8v7tXiTkgeK1oTkKxDSiW4WfeOy4R6nIbFJTtQnVTYnqNDHzjPZrxnnL5fUEm3r6iwKz0WgH3aEn3WuYjWty61i3KXc3Y7JRR7PMSM8S+GhDf1aSLhTdLBLHDnuZkN0qqsceu9/gzwvsRmHXim4vkt4q6k9bTOoJ5znZlbxf1NDNIm7qSa/NbjMQIF0NCZAaCicL6/c9utFkN4p+GgkW/EEvDzgqsAE6ja4MplboXhGyiE8jxbmmn0aSpSK/koXbzaG+79F7Hb6y5K8SshtoDiPpQhEN2A2sH0UpKlUkWWjShSTK2wJtu7D2vghcfU+RrBTdPBIfNnzn4RvuFQsumzFdsPwz+9/yotnjshnz7W//7579ea2b/6z1k5ZzPvmX//vYJtJNZd1si5KQAhH6acRnkek3GtNGCFBee9qJIVhwI0U3gW4v4vYcemXILzXpApojsBWki0i7p6juB+LYodaW7EbL850HkrWi2/d8+ukr9rOKPz6/z+ZihJl2+NpibhLQET9z0GmyS8v4ZeTme4H/1l//f/JeesX/9erX+P75A1bXI9KzhPxKEuPyItDsK9aPoXwjRVi7B+1BIOqIXWtMp4ha9kd2C7aJNAeKfgz9RD5fSKDf86hekd4I6ABQnkWiAZ8p0mWknSsWnzt0q7EbRXkm96f6qMPkHr+xFC8S2k9qtIn4XqNtJC86QlB4r/nw+Ip/7f7vA/DvvPgtmq9OsUuDzyVzOviBwmcMhbKsw34C1UOHCgqmPW/+J//bP++l84uxZ3/Oyb/13yEfdRgTcM5graeuU8JVhu5lPR18X7H4SOHKSEwi5WtNfRKIJy1J6uhbi7rIKN7IiV2fBvwoYKY94Soju9ZMnkW6maI5kBhk9uR3XW9wvYGg+CuffM1VM+LF7ZymSlEXGeUrTbqQ31195Jg/WDIvazpveP38AL02lGcClPgMUMOzzCPhoOfjR+cs2pwi6bnelFRfzQDw44DKPaiITgJF0WF1YLkqCL2m+CajmwfMw0o+31WGqQR4CmOPzh3KRHxrUMuEmHvsnYUIppX75sYB5RVu7pger+W+Bo1fW0kgC8f07xfc/UaHTjzqIiMkEWaSjevLlNkXirvvRMKsp5w2tN9O0L3CNFKg9tNIf9RTzBq81/iXJapXqAhf/4/+B+809mTFnE//5X9z92/dXD5TeR5INoFgFaMXFfX9AuXk0I0KXKnxmaIvFdoJ4IWCYBWmi8OBHSnPJIHtJ5b60FIfKXwK+U2kuA4Eo0jXnm5s8KmiPlIUV5FuLIV2sozYZpv5vC1a2j2NKyXu2zoKMGglkTJtZPLKkb9e0e+XrB5luFIAumwVUB66iSbZBFSEzYmmuifnQ7KUxKubRrIbha0hWUvcREGyipgWXC7nUkggu4XsTgq/0euObm5p5oZsGVA+0syl6E5Xkj01+3Lv8utAO5ekybSgnBSc2/PUlXLuAsy/gPzWc/OZxaeyN6ToU7hRxI0CMQ3okZOkaJNw/j/9X/95L51fWDv2cMbp//i/BzqS3hhsNSRtOTTHAX3ckKSOk9mKwvYs25zXZ3uYsxRfyOcfPdf4DJrv1MxmFbOi4dmbA/7Sh0/5fHzGd4uX/J27X+Ifnz/i5moiAJ6NAohsDBy23DtakFnHJGn5cHzJ3/7Z94hRoVTEbRLsjcVWQ+x7VHP/YEHnDVd3Y8J1RrSR5M4Qkkg46pjNK+o2wT0fSQGdBD769A0fTK4oTE/tEy6bMVf1mFcXc0JrmBxumBcNL74+QrcSQ6OGJ995w9V6RPPlDDd3qMxLERcVLBJ0p0hvNc3HDe8/uOJsMeGXT19zmK35yeKUlzdzmtsc1WpiErFLg5t6VOnQNvDw8I5Nl/IrR6/QKvB0dcDLuxltm5CmDq0j9bMJUYNpFOmd2gGZzZPhLFwlUpzOesazmv/i45/yhzeP+E/+xv/inceez/6lf5N2T854Ww9g5haAiXKumzaSrgO6C1QnCekqsDnR+EJi1eiNR0U4/4uSe5dvFJNXHtNG1vcM9bGi3Q+UrzWTF4GooT6UZ1ReBrI7z92HCck6Mv+q5vq7BWELKA3gjfLDvh8pqpOIrRU+jyRrAYgmzwOmj1SHmn4ieUo3jShg/AxOfveW87+yR1JJQ0P3EsuSKuByRX2oCSl088j4GXRTRbsve6SfBexSk6wVxUVk/NoRtWLxgUV3ET0UjyGRGLd+pGjueYhQ3Fvzr370ff7S6Gt+d/UJf3j7CKsDL+7mrFc5o0lD9fWMZKXJLyFdRXQv568r5Az0mXyfkEA/2gLwkdnXEtOaPU19pOgnETcOYODsf/a/+lPXwJ9bERZj/LeBfxsg++CBRMqRIC75mcHWUiT4ww61TJg8D6A0yVoKmPpI4WqD7hTXaQHzDjPq8TFBVWY4lDR/7eMvebmZ8+KHj+nmgX4SsdMO1xnuliWn+0tOJyumecumS0kSx9oWaGfARNpDCfw69fDYUac5o2eGjSuIhUctEuoHHjXriKsClKC1RAn0sVckG/CTgBo57AtpczWHgWgjvlAUF1oW3BjyS0V+bqgfOKr9gGoMZq1JLhKIsPcTWD+Qh2q64cGOI6ZRmEpRXMprNoeCZKs+YiuFqTQusdiFpTiPJGsYvw60Q3ekuicb0nQK00hg7yfAWja3baApI/1e4BZDsoLRm0h5Bt3rgh9Wj9CfRHLb8+3tAf9h8x3ujZZ8OL7681oyf+r6yR88iiGF3qjhc0dJ5DSYWkkxu+ch87gyo5vKfVo+tkxeeOoDTbsnwat8ozDfWKJWNIdQ3YuYVhKfdm+477XCI5CMK+TftYNuz4OJfPH8FIDJDzL0o4CeB7J5TRXBLCx6ackvNfVDzzLRJAvNv//me3w+O+ez0TnNYcL364cQEwjQj6FC0x6AzwLVKYQskqw02aUmu5Mi2ZXy/IhQPZDPZmtwRSRmkbaUhDi9NignhXs0sua6mdp1HTaPGFo6kqSkSynA+mlErS2+HwqNe46j/TU3d2N0EvCbhPoyI2QBVTpe3M35d/xvMUla/urRV/yN45/x080Jz1f7vPjRKevHin70FoUSZEuRn1tcGXGjdwNC/5OxZ29/zSjtuatzDiYbXNA0dUpMo3QBZh2XfzGVxL9S6JWmnUfpbH+TC0BbREIC1YNAfql3yFz604Lmowb9sOWunGIqCEkkDolE2ySE2pK9sRS/fMthtuZ3f/oROIVeG7IrjQrQHCravYgqPR8fXOKC5sVyj9FhRZXmtG2KCpBdK3wuB5xpFAG4qkqqJuN8NWf2/ZR5FXGlwpUaVxq6g0B6suF0uiIzjsR6Ls9nuFGE05a+3bZwIr4U5BoVCZ3B3FnGZ5rNw0ByYynOFPW9uEMwQdPPAmYkbZMQFeEqQ5nI8QfXpMbz4nsJ84M1VZPiNKig0ElgPGpY6shtkYIHtbZ0F1PCKKB7ASe6ecQNoEb7YkwoAsyk1aSad8Oe//n1Mx09iOkq0s4U0Uonz1ZSaPWlPLv2IMc0keKrK9zRlH6WEhLF+EWLbh31/YK+0OQ3HtN41g9SmiONbSL5jaabWelgbQF3LQUTgG0DLtcUlz39xNBNLH0p4FM/lmQsdkoKkonCtFLwKBdJVpBsIF0H6gM5B3whiVK0FlfOpCvmpaoxXaTZ05gW2rmi2ZNObH4bMK1ic08KMNNA5oauVytnlE/fouBJJehvN1eEJOJTee3pV2vcJJXuylhT78v9ExaJImo9FImgOwEYiZBfRdJNoBtrfCYxz7SRfqQkGTTQlxGfGdqDiJsEYZd0ci6aDso7g3KGbmZx4wh5eNvZeUdrJ3v0KKZ3mm7fSwzPoTmK9AeO8dGGEBT16zEvvp3gR55kv0FfJ8y+lrXV7kuOZDolYM3RglnaQIQfnd+jcQm/d/0+izZnXeWY6wQ/DpA6VC0Argtq14U/KZZoFXGtdKts5lGpR3nL6JXE55v7iv284sdvThiVLeugSBLPw4/vWLUZtz86pH6a0x47TFTEVIDnr54f8/F3L7mXLvi7l5+gVSSzjqODFQCTrKXuE7CR5FKeY0yk+/D50Tk/jopYp4ShsxWdIl1oyjPp1I4O1lytR1SXI/5x/4gsc1SbDJt4xkcbAX8uc5KVQnlDryOxiGy6lKvzKbezG7SKfPnyGJYJer/bdddDHiQm9ZIoqwjpdxbMtbAS6iyleTUm+zpH/VrNt5sDvv3JvT//xfNPrJ/i9FH0qQAnbhzwmZJu0tARy+4U7Uzyz6QC0wZ8KgDI+MyzfGwltzjWpMvI6IWiOYJ+Cuq5FA/NgSK/jkSjaQ4jaE35JjI68/hMCqj60JCuIq6A879YShHYImCSk/1u+kgzl7xy8hTcaOhgpkPhaKAZaUIiMUo7OQekGxa5+vU9YGgGGEV55fCppptoXC4/rz34XIBoW8P0+5GrXxamha2UxEIN9YFFu0h+HeimimQjXXpfKoiSG3eNdFedMzQh4dQs+V75gut+xN9/9T5ta9EmUm1yALqp3P9upSQf7CDZRFyh0L28Zrsnz0I5CKmim0JUAii5ccTnEbvRZNfy+3/a9U7oiHgFvSJGDTYSrQTu9FaRX2UEA8sPYPQy0s0lIQxZJE4ccWml1agQulAaoNf0tzkbK9Swp1f7+HnAlwFMZD6taJ1hdTnmxfqQw3sLADZNSn1boDI/ILWSyKPfcjeijdJyzeS1+kkglh5rA/UDJ+371LGeGoJLMA2YGsxak77MSVew/M0adZFhKk0wUkRtu0zt3tBKTQLKBnRjiUa6ODEVJAMGJMBDzMBNPG4vojrN6I2mHwvcGZKI8YrRm8j0WaQ6SmgOI+tHUJ4pRuee1SNDdhuxlRRdygsaoCIQ5P/tRj5fmihsZQSl6yTZ6ydBUMhG88XlEY/27vj44JJZ0tAGw3v5uynCfuFSclA39z0x8xAU6aWVRGjuicZg7wxuLshvcyBdsuYAdKflgFfQT4MEoF6hXUQ7hQpKitxWEgxXyOFgNwo90Cl0B9ppuJNuhGklEXEFaKfo1ymh8OA0yUqj27e0k/7AkdxYXvyjB6y+l/GvPL7ht/e+YmQ7/qB4yPJqBJ3GrqWHrYIgcnFIykIe2TyQ26AdBOTfwkDpzS8lEanuB2w7dJnXUjSGRmEbGJ0FVk80m4ce02jcnpNua1RC7bg1O1qC7sEsDdop2gPP5au5IKoAE0eYONTGoG5S1l7T94a+s1jt+c29b/mVyUvGtuN5ekJUMHqt6EfQHHtiHtAbg10r2QOdfkt/fUeXtYH9smbVZijgejViXLSc7C9ZlRldb/FeEVpNSCMUETeJhCxgF4ZkrUjvIt1MU5/KvtgW6iFqmo8afu2D51Qu5SfHBa4yxNJjckdwmtga6d5reDS/4+n6AHOdkN7JYbRF0KIeqB6XKd/PH+CuC4hw8uEVm7PRrvNkOkHSda/QFXSVYZmWuNaQP0vJrwPNkHDnV5HVE7kPfWe53pTc3Y3QJqJqw+wLuJon6FGPeSmHjdArFC4NmLInmMh6psBE1DJl/V4gf7yiWhRyf3NHkfccjjcclyvWfcb6ION0tOQ4W6NVYN2m3J5PMQtDdqdpjj1Z3rNcFRQ/KtD9ADJMIqoHd+Tpc0/UiTwT5MC2lULfWprHAsiVR+27XTxANArTRyYvAyEduvCddHWCVfQjTbtnSKrA+peO0F0kqRzre5bbT3JQgtpGI5SU8cuAbSO2lkKZgULYTqVYyO7kYE/WEbsJRKNQWn53fc/gyuEzdfJ8dSex0aeSoCWbSFIF+rEkPMoHivOWZG2pDyzdVCiIAM1cwITiOjA6D7hM003V7uzJlpJcJeswxDNDc6B2VEU3ls6UaQXIAymmuokkIqNXcQf2tTNFc1LgCk1faJp9RTcD1AACrtl1DPtSzh43AgKETNHuG5JVpLwM5JcdIdW4PBUmh5EEyHSQ3kF2bXadauqhG1ZIIhsV0vVB72hU7+zSkj+oXtEciOSgn3nyvYYQFNVNSbKSwtNP4NcevYRH8Iftp4xeyfnhi4gvI2HsuKsKXr3ZAydx94+fPUDpuOvUk0rhGaOFLOBmHmUit4sRbWmp+oSb5Yh83OG9gqcjiqVQwJYfSpIYFyk/fH4fdZ5ROYWJ4JPIalxzOl6R/4owi1Sb0oYSuzK4Jw3vnd7wOy8/4OxgwldnR0zHNb03TIuGz+YXWO35w4tHoKUbYCqheL+5njFOW4q0p96kJC8yyjNJzts5bB4IiLd8M8NeW3Qe6e9yXOGITtPVlj5JiEFhepGDKKdAWfoDGGctt7nnZ1fH0v0zEXPYcLS34t5oiQuGH9w9Bi8sl/FTy+ax5y+evGbdZ7xeT8kSR3vQ0vcZ+3nLy9V8R4d9l1dIJNa7EpKVAE4+lz2fXQuw4fOB/TLS+CwlGsgWHtMGxq8Ui/el0xWVorgO+ELjCul0F1eOkBg29yG/GfZJDs2BorhU2DrSTQQsavYkxpgmDrINRTcRNoIvFLaKOxq2CjB+5dncM8IWDdCPFP1o6MR3g7xhYA4oJ00CW8n3diVsnJF9Ucj328oaTC35VzeH9T3JtXQeZe+v4o75Y9tIftFy/d0CnyrKC0d5CauHlslLTz8yNPc8fZ3ww7v7/NXJlCO75FF+S2of0feGdmOF7joK6FrOcJ8Ja8pWEZfLOnW5xLLRa2ER9GOJsduu2bZjFvJAtIryjdlRJv+zrndThGnI9xv6ZyNsJcVD6BTllTy4xUfS3ciuNaaJtB9KFwkvVW/UEXqNVwadBOK0I64Tmldjft8+Jjwd4WdeCpvacHU+RW21GTqyqjKy1HFvvuRcRzbXJarVMHXYvCcGTfAK7zQxjbR7EbswmMYKf/Y2pb6vhfZ2XtAVAQL4TLpb8FbX0U0YOKOR9G7QdDEUPn7g2SuF/TKlOZQA46Yes9H4Igr9z0iSp/3AIbURlXlihGbf7BakXQtqETVUR0I/QYEbCT3k8ldSmv1IspT337bp3TLBrrQgZaUsdBiSwFQWi+4M3b6HaU/fCpc8BEVAMUsa0YcEy1U/eSdL5heuCPUjh5n0Ox5vFxS61iin8GUgPzdkt1ZQmk4SlfxaEIntgg9ZJI4cOgm4Vvj1yimyG4PPhcKY3SraPXa8d0GWwDaKdKAA6h66maK+NxSEZwmoBK2lDR0MogMwEb0Sqk2yUFw+2+Orw2N+a/Yln43OqI8SfsIJyzcT7Gab4AnFR7RpcUcvsmv5Hm4kh6UvA+i3Hc6YRuytHOjbJMm0cu/6kSJdRKr7Qq1NbxO6vbijDUYNpgdzIUT5fiqHv91oYiPJimmBTUI/Ef51yD1J0ZMkQry+bkY8qw8Z2Za7ruDxJ+dcLMesXo+GwlQTAN1KMm0rRT9o8t7lFYKS4uNmjM0c3mk2KtIYS1OnsqbXCVmlaA87VOZFs1AZ/DgQFlsNEKR3WsCMLeUgD0xnNaXt5GBuNHap6W1E5aBNJAx6B/VJxVG25lU1w088oTa4sTxvVbOjdqQLhboZ448CR59dUbUputU0T1rUxkqALwN2aZg8g+wHhn5c0u5F0gVsHmj6scSE+gj6fXk+bpVwu04wK4MfivD6yJBeGbokEObyc8nCELKISr1oH1NPwMDaCi268ISg0YknOI2rLZNxza8cvOTD/JIfbe7zR9VDfnZ1zHKaY3VgsSgxSyn06weO8emacd6yuS4FLDmMhOOW6DTzP0iJNiH9dEk37gibVGJ54elJsEsNvUbrwObp7N0uHiTZcLmANlvtlIoRonQOkioQEkFDo1aEVNErK92ZkVAGt/Qa6bZbglHkt4Gu1/hcE6wS6pCX4szWA8VQCeUlJAqfWOl6jwYAJkq3LCQMeqOIagfwaU9jGhide5K1Z/UkJ1j5Dslm0Kept0VPVJDd9thEsznNKK6EaplftvTTlGZPYtjPg08qgt0ItXmrHROqLKAUSRcpbjzKR+pDSSuiVvSFAATJJopGzrylTGon8c500M2GQvAmyprPBBzoC0WaSNBQUT6Pz6EbztLJt/I5+4ki5GonDfB5lHXdScdDbzUe7/CymSdMHWpjd9SsZGnouhGmUowWEmvdSDqHyy7nP3f4JX/4/iOadjR0HYdOSLRsKMAJcJUkHvPDMfUHHTHxHB6sSI49FzdTfGdIyw7vDOppQdSwnKUsk4ApHff27kiM56sqxY2M6HxHPcWoY3NTENcJaa3Y+1lk8aEGBZev51xlE/b21rw3v+G2LXm6zHA28JsfPOM0X/K3nv4qP6xFd+WCZn0+Jh4rPnlwzqf5G1Z9zvXVBNMI5Vk/qEkSz21TECKE3pDdyprqR9Lp6Z2ApPnLhPxaur3Ve57YGOytJWQRfdJTli1LP8bdaFwh9FOAl5d7+NZQv5kyeqkxxxH3sGXVZDyaBD4ZX/DF/hH6H09p/kKNzyzZleEPXj3CGInd1gSyvKc51KyajPWyEJD+HV+6h3ZfgAzTyP2ISu5dN2PXuTONgDndTDF6HbGVJ6SaaBS+gG4voDtNeRlJVgIGANSHdvA0ULucMqSSO0Yt3TPbSCfbVhJjxi8d6wcWHSPayPmtnFAiAdnTQwyq7ol0QnnYPICoItmdQq+lw2/rSDfWtHNFspIuva0gWQ304yh7e3uF9Bf/TkVIlwKQF+eRfOHx6RAbQmTzIJcu+IVQkHUfSDYRWwWStaFOA9oEXi1m/Cezz/n10VOakOC8QWvRXWIDJgm4mGJqAaODlZy5nUP5RuiOUthuZSTCrOoninQhn8WuFcFK7u7KP/u5v5siLEJzm5N00nlQbuCuG/CDSC9ZKfop5JfSqYiFRy8tdiMHje81RIvPAtN7K5rU416XrM4mqDwK73rc0ZGiGiOvkQfsqMda2TAH+QatIl+vMpIzi9sLpKlnc5uiKkPMREPRj4VfmqwlOfI56EZLAWkG34IkErOA00polIO+qh+DOsuEHrYfSG8FYY8WVC8asfROFrry0mLVtSwcvbbYtWysfhroZvI+qtckl5byldodTltkXDYMu0Q6vRuMRiJ0Ezkgq1OFL6X7FhsDdkC99FuhoKklMXbjiG6FJoKGGBS6cORlx8G4onWWf/D6CfenSz6eXlKF9J0smV9YPgr0uMcPhZNdGpLB1CSkwqzzecSVkjSZBpr94Xdt3L1IstD0wRKnDnot3y+N6Baa+w6CIr+y5DcDQm0HapkVU4GQgKok2ahOI2qvI96lhFS45MFCty8AQkzDTjvjM6H7pDeG33v1Hon2fFRc8On4nMt6zDJOCDaie0V2JzQb3QtYYTdDolJtO3KKDgiFgh58GdALjV3LGkpWsgZ9hhTfXtZaGNZfSOV90luFG4sezG6LgEGo20+idLxqQ/lKNHW6h70vPXcfyZ/7iabXEZt4ksSzqHO+7x9wf7xgljT8C/d/yPok5++MPuPip0fSxXB6SNwQjWSr/kxE6M/rWq0LYqvpmwzVKVrAJB7XiJmProTyGbJUguSBpzzZYEygWc+JVvQSphnW1oHcQ0ykzDpu2hEXl1PSG8PWPCYvOpSKrG5G2DvL6F7LbVdQ9SmP3r9kfT+VrtRFKt1aw850Q5JdxarOqC5GUAROT++4XZWEoMgST6VHqG8N06c9q0cJdqCdXf0K2McbXGcJ1fD9Wk1+IaLl9QeObNwKDePYCP0y9ejC4WqLmyjsSqNeZvhUvovSkF3rnflPWycigm8NZqNZFQVP1wd8sz7kZ2fHdOsUvGJ5NhFDjtyjncI2Cnfa8Gh+x6LNQUea4wDzjsNDoS1V0yOChSLtKdKem94QvSY2hmQlMdiNFO662OmK3+W1FVzX+wZbR4rLnpBq2j2LT8SUQzvRRQUDMVWki550YqRA0gN1ZRUpbgO2CgN9TrRO7dzQj6RToxykg2jeFXJob4u5/CaQLSM+06RLdghsSAdgz7H1LMK0UNw4TBPwucYnimwVdh03eEsn2pqG9GNLPzKkyyhItVF0e6kI2VPpfplOGBVbDQQM6HgbsZXQ5qISfQiAK7RoRToR8ftU7YxEUJBfS/KWLb108w8N/aHaUV2TTSSphbastoVmQMxMEkl0fDZomX/OBCRY6RRErYXhMCwT1anhDJeC7OcZMO/i8l6jM0/QEBdW6Ng9qATQcna5UgowkiCAhSuwiUc3AtBELbrg4skKowPLqxE684zzlqUCkzvRdnnNw8kdAIuqEJCjTelCIRQ9DD7XYjymA3tZxefvv+ZyM2Y5UK4mRUN20nN7PcHnhupE8oAIpOeWdJFwdy/FfBq5P16yd7RiU2ecbaZc1mOI4BqLTjyJ8RBgs8j56eaUT/M3PCjudsBmPGk5mK9ZbAqubifYxIOXYrubvtUSb3Od8kwoaP1YiYFUr9+a+0RFkfaEww1rRui1FJYq87jKYhaW4kyT3cna69uczmT8wycFs89rHu3d8e18Ql50tJNczv6XI2FFHbSU00qMUXLN6mL81gzkHV9bEzZbyZlpK6HoxuE8tg2AaB5X74GbO7I7Q3Mgm9PlknvE/Y6qMGifkN1EYUbVQbphl7KnuqnaaSi3ZnBb7ZbuoN2X4jhkkueW5z3d1BC1wrZB5B1zPfgLKHQn52W6kD3qJgJE202UPHUdSBeO1aMcV8LodWQzlvfYgjk+EXAmvZTP2480/dAwME3EtrJ3ogGXKbqRAFoqQF8YqlN5vWTl2NzPsK0iv3HoPpItImZp8F6xbA2/k36IvhdZuZwi7el6SzFp0IOswK2TndGZL4b/UmGQdTNFeR6Gdat2RkK6Y0edFu8ItYvRwfwpD513VoQpkhu7W7ghi1LVemnZ5TfyD/1YvlB+qagm7G5wSAR9V43COE3bWYwJdGPZ6MlpRV8nWOvxhSMkgdAacOJsEgGtIt/eHciXzByQESpLn3pxa/OK6BWxEwOE/FINQVJufHaliQlDAal3Do/KSQG5dT5yowERSCIxD7jBeTECDHSvbBmpTwazDSMdBxSkl5Lk9TN2dDQAs9LkV4rZs57rzxPhx3ayQbuZPGDdqp3TW7IWVHbzaPuZggSl2giSPDjWbN1lbK0INtIcSXdli4oQkWIlCZRZzzRruNiMWV+NuLKOzO7hwjtuZTDc5zc5aScdITsYnLgSXJT11M8CMQmYWgSkzaEUHKZTuDJg14MRSWXoK3Fx6w68GFM0w73IPD6zmG7o/ATQXuFKeYY+k4/TTRV+7ImdQSlwh738XiM0u2gjZtzjG0s/86jS07uUZKnYXJa8PJjzV6c/49eKp6xdxtPpAb1XJHdyL7u5JPnaD/zpTtCUqNXghKgIVu+oOHajSFdCv9y6fPoyEpUkvt30LRWnnwqFIbsZ6DhDHhK2rol2KMy9ImYBn5kdhxvEvEQFORh0n9A0Br3f0pnAepNzuyn49fsv+DR7w9xU3B6V/Puv94htgurfJn/9SL7Lu6Z1xKik62kiZmGkoDeRNPV45zEm0JsE+9OE/HJAnUeaR3t3VH3Ki31HfxQxhcNdZ+hucO7rARUxKtJ6C3cp6XIQCxee1DqMjqxtQAVYbXK+9odM8pbfPHpKGxL+4/pTzF1OfiP3wxeSlEnnRNG8mJCuFd2JE7fEINTX3gkQIQWzoT4a4udUEY4bTucr0U9cZyQrObSVHw6ESuO/HeOPepg7QmqIq4SgQRUOu9/TmwyzMthKkV8L8JNUsH4sSPpo1NA7Q12XmEbhznN+UD0SU4BeiyOjiZiNxEk97iFCuoD+POdZtodSQCt7srMJ9TRBqUg7j/i5o3MG5zWhN4NhkZwDbgRx7DG3dud+9S4v7QLpKuByQ1IHbO3pMo3bFSKyjvuRGGckVUA3PekyISQG18u+sk0kWXvsqiemQh1K1tKF8umwF9TQPUsl+babSDr8TDRS8GULoQO1E2FKBDUIznuFagWVVVGKtX4wB9nSl6XwGxKTKuBTtfvMDK9Z3Mjfu7FCeY3p4w6I7CYaPxg47ZwNB6aAaSFEcSaMRijIPhPQaEu39Zkk9S6Xwq28dGSXDbp1tCcjQmIEPFpFRouhYNWKdqroxxKHdQ99L46SwbJzIisuJDmEuLvfdjN0IjMpumIS6dNILD1J2b3zRDoObn0md8TE05hUuhBDzOvHkTAa2BSTjme3e6TaiYFQNrgaGwhzx/dOXnPXFSxfT4hpoO2tsCI2CaHNaHVBmfYkWpwU297S94atC6BuBdSLAZZNjlWBh6M7pmnDCztn1cjhdm+yomoyWh1ZHWjMjR26oAPIt1bcLkZ8snfJX7n3lC+XR3x9dgRnGcwd9IrQJCxMCYmcI98uD3g6OSTTjiR39EeK8aQht47LNsFvLM5YVC302G4yxMFBCySMHUWzD9UjRzFpqe9yQinav0QHlIrslTXjhy2XN1PYiOOrWVryK9lf7dZU50ySdxVyfnD0AKsD/XHPQdGwOSig1ehGjD4mo4aDckM/ZM2L16Vo1pJ3z0dUDGDEWmIBbDtFAtaqEFk/1Lgyok4b8sTT7E/wqaG8CDunVJs6sknD2o8By/hlEI1pme32cT8a1smQ+9ha9rIrFcUmyrnmFe3UUJ73g5xj65yqdpKPrSt0sobsZgCnkq32XEzo+hGYTqOc3T3j4sqzuWd3piNbB8KohBZpK4/uAipYAYXdUKS1ko80+xLbTCcGIVtXyGAVq8cZ1amWbuBFoB+JRt40YFqD8obL9SF/p7d8enjB6WjFzbIkSQJ54uidQVdmoGFK7bKlydcnmm4ufhaj16LJi0rt6oNgIHECINha1p8bDUypP+V6N0XYQKmSYDA4viURFcxATYo7vmh9HEk2SrpZfnDsKT3YgLdyIMfOorQgHTZ1JImnbyz1JkPbwHy+IUbF3c0IfZvge4XPA1eNhU6TzltxL1sZOjLRV+VBul0bJe5zi8j6gaAM2Y0iu4lsHgzdMTPwWQd7+mgEHe9noh+jFcqAWVnponi1K9SI0MzfOvDEicNhB5RXCtGoxIWKqKStrsRFcn3fykJO1I4iBUN7NB0SlKWiuIB05Vl8DrHwJBcJ9kY2q+6l9QtvrTXTlbSL1WlDuM6EqtgqQBONxplIiJBqx2G5YbOfMkp7nt3u0bs/o6T/c7pUgPELuef5bRCnnHxAGqKiS6MUYCtxoDLtNoBJxydqvbNZto20300L/Vyete6RTuhgueqGDZwuIvmVdCj6qcJtrZQj6EpDrQhFlAO97Ohvc0mOTcRbcYdTI0cxbqmCwlYpqtds+hStAk/skt+efsGP7t3nS39MqDNcIc9c9xB1RHlNcSG86X4KfTnQcNpf7GBNnzo2943oTLQEi3Yf+q0tshooRCu9s7xHicufrRSmljXls4juFAxmDds140q4/tyQLgdO90CZzc8NtU6J054kdVTLnBfTPe72Sk7tgt8Yf8sPH9/nmTnEnKe7MQ8CwrwFGt7VFZ3CnqdCxXWKMAokqaNIe4wOTPKWapTQHB4IZSmBMHb4qLmtCpJpy2zcYI3nIiiaXtzC3CRiS8d+UaGR9Re1lvwqKFbrAtcbYmPopx7WKf0yo3jYc95OWfaCPqdL0QFFJUyAbiTB0lYCOPhCEpmbxYh+lZKe210HsZtCc2BEbzcWMMnYwMvLPWKQ4tw0Qudp96X4Tpaa/BqWicU+qOitJX2RES34UU9edOzPNtRdwvJsgnaWfjx0gieOyajh86Nzni72qVVJPxYnLLtJcOMo9Ku1gdKjph3WSpDqykA/NaQLTf1qTByJQ2x6p/Cpptpk6FcDzyTAeiVW1qoyxJFntF9hTgJdb8kTx2Y5k3X6rq8Iydox8mIp380TXC46idi93X/tVNOPJAno9nJxhuwhCULniVrhM41pNcpFRs83hNRQ3c/pQhy6HlK8bC3NlVeo1dABKBS2HeiDZhvD5LW3naCkEkpfva9p9gZajt8WUEYQ9E4Sl+1oElcASlOe9SSVoMZxZgeNhbSXurFowbp5IBRSXBfnand/olXEXmiDrnh7T0wnRiZSjMl63VKkyytJrFSIhCLBp2IIkl9FyiuPreW9paCCNkqxJ3bVeqdr1p3c5/JS1ll1bAbgVmiNrhRqdcgCpIFs0jIqWlLrefmOO2EosYAfFy3vz695fTTj1Zs9kvP07d5WkO3XlHnH3bM5XwB54rg6daTXBj+cL683M643JXZtCK1mESVZy95Y0oWAP1fLEWnq6HsrgMY6I2/VzkghWkW3TrhqZizGBeok8tnsnAf5HV+vj3i1mrFsc2Jkl0Ot8xxfW3os3aFQ9q2KjGzLabbgLJ3gFwmzZ5rFVGGWVihjIYPCozNP1Sf8ZHOPwvSMywbKhsQE3pvccHY3xddiAKQG9kdIBMyO++I6DIZqDOpRxf29FUZFXrfi1lqWHbNSXLAB5nnNXl7z9Hqf+qIkXapdXhUy0R5uDRwA7tYFk7KlnNWsm2woRDRh4hkfbngwW6BVZN1lMo6mDCinhOnyjq9gJQ8MCTsgOF0KpVg70ST5HMLYY0AAxZGAtZNXERcl/jerTMY05YF2HsUYopeOfLOvdmN5TDcUfJUUNr2COITk7efoxoryHFaP0sHvQHJZ6aCzGyPlU/k7P3Tqi8uA6RF3xKkAT3bQn4pbukdFodtLE0FiVz+FKtWgkiHeDR1CI4WX0KHjjpKdrqRr5gqNW0oj5eYvKFwRMI2im2q6vSAAaqMG93FhnizMjGdpz1G5wfeGdhvionp71kTJy8LYoXNPU1h06VhNDOWZJakj9bHULe2huFC7C4NthL5um0g/+bM7qe+kCFN+oEEN7XXlpGPgRpHmUNxG+rG4/IU0Up90JOcp6Z2gsA4DVhNtINlveXR4R+ssb65mEKW7oDeyQfS8wZqA8xqTefxEtFzKCtqn14Y+t6jSwTrD3lpsI5tfbJEFobr9DPq5bGyx+hRHR+0kSbeDC1U/huUj8BOPmfT4xpBdmYFnr1g/ifixwzQJOEGTw0iyT+UU+i6Bo5ZepXK4bCmFgzOYn3qwEaciIUk5+YcBVxraPbmn/XzQwg22tFELhTPZCA0mYBi9lkJ38fHWal3v6KBoQZ5k3pgsttErQVODkaJklVnikeIoX3OUrtnPKu7lC354d59Vl72LJfOL62dw0EobQXDrQUi0dQrSThEbQ3YzuPodK0Iimy5dRnGqmYmwPvZCXbSV0AO7eaCbSFA1lX7LjbZSeKmFbOxoxL2uPlSMXwm9JmTSKOwroV+ZSguHPyiUS4g2EtJI5aVya488eHj65oD/vfktvjr4mpmt+HR2zk1dcuU0/jZFOYUbe+y8ox6nEC3ZDTsab0il0xDM4JLXKUZf3xJ/+xA3lo6D7sSR02eyrvMroQpMv5UAtNWa9IeOvgCurKDU48EttIfylSRGPoPqvqybfgxsxDLX5xH4/zpeAAEAAElEQVRTK5KFwU97nhzcclOWWB142R0w0h0j3fGvPvhDfm/0Ib8bPyReZ0MMYKdfe6dXUIxfKtaPhCqonKLrLOOiZZy3tM4So6L7boVSkX6TcPrgFk0UB0XE0Md7TWgMlIHxyZq9ssbowDRpuOsK8qOadj2GAOouIbiE/E66lZsHQWiBjWa5n/NH9YOdVf7q/YAr9WCGsG19i/AxpKDuNahe4/1WmD10NYckIk4cJpMEVF3lxNXAW5854jTgc+nym1biRXfo6D5xhNoSgyJ6cW/TrSasE1a1pZl0GBvID2r23ttwvRzBH03QS0ty4rluRpy/2AMVGT9ZsLoZSeE171FAepfQTqAsW2moR4U76Oj25P9jZVGNIYw8q0+92Oh7xeilYv0kYO8soTaYXrob3cgzKRoSHVipjM4Z7Eqo0+/6Cok8k2TjqA9TurEWtLWTBFq6woFmz0hCZKE+fksHso3YR0et6MYaV2SU5y3m1ZL202O68eAQmImuAHibzGih2Zgu7gqbvlRiR90DPZh0SJ42kWQjNtUul87RNsZLQRTxyOHfzBW2NgQjzJN2rtAuIakDIREtSVIF8vMaN0mlo1cOOtQsEDq1Q098Ju+9Ra67eRh0uQrfg8l+EbDc2dh3geokJd5L0b108LJVwGWKzanB5ZLMZ3cR5SPZrfx+PxZDANMxFICga1kHm1NDdS/y1jUXAXQjhNTgM03rFe2N3Ohtp+qdXVHxS6dv+M29b5nohn9k3+f1+XynJycM+UhhWQ+Oy5tVjp1VYCQ/MvcrjuZr3txO6W5zVDa4zF5LbEoXQ84yDeje0neW0bhhv6x5XqWiRVvJPbBrhalER9UeKS5GY/7ywbf8xugbpvYDnt3tcb6Z0C0y+sJirABWSgf6QSNNUKSZ47od8cXimJeXeyR3RjopQTplzamTuN5rgoK7ZckfxkdM84aqyZiPK47KDX9z/wek2vH3nn2Ev0xwk4AfO2Jj0JUm1hZswI0lLzmYbcit47YqmE4qjkYbZllN5VJuG3mmPmhOR0t+5d4rno/3eO2OiMYQTJRxQEaYP1FDuxeYZT3fPXzDxqX8oz/+kPzc0u4HVBLoOrt73bPLGfE2JT2p5Sxw754BFIwA5NWJgHSmfct02dw39KV0xlSjYVHQ3FcY2I1N0n0ku1X43NKSQz9Q9caKxQeF7P19WU+Tp+xogspH6n1DPxG2UTsT87fNPXGUvrWp7Gkv+z5ahnMm4oeCTjlFeemlGEpBm7eaVzcWwDFkYgTii8jqUSpAgYLVY4lTxYVQJ7euq9FI5z6789QH0uWVLp58r2QTSReeaETHG5Jtc0QA2K35mmkGV8Ze/txOo5j4RDh7vcf1aETYJKjMsb4T1DvOHfZ1QroE1ymawsjIi1LGuKg0sPxAk95JrhTyADrS5QqUIb8e5CpWcrY/i8Xxbjph20sJwiE3QeNHQboTG4WbBnypSO80rRXnu80Thx73qKsMs9K4CaSp56hYM7EtV8sR3UUpN9dAebTBmsB+UZEbx0+bFO9SiqOKepGjFxb9oCJcFcQ04A87aA3pc0t+qWj3oXroiTby5IMLlIo8P9snLtO3h1ktvFw3GiryRBHSQHJniAuDRdC3kEWxwVdR3OW0FFVhJEWVSkRcaiqLWyaoIAXodg6ErYReqCsjFqoDV3f5niSTuoP22EPuMdeJcNxzcYTaPNB0M01xPnTQHsbhoI8w71jnBrMS+//toMv0TuFcjnKK+hjmXwUWH8ohpXrF7eWEv9d+JM5y4xWZdrxazLD6nwIilEB7KPe93be7wX/BCBVRBYiZcHLThaJ6JMXz6IXFlaJxUl5RnIuDzt0n8p2LS2iPAvUp2JURhGOgbqkoCcbmvuizUDJ/Cwx7P17TziZ4LwWXuUhlNtBY3LBMp0RUPAY/FQML11pi7knKnn6V8pOfPOQn+X3yScvJbMWT2Q1F0vNqcSLzkRaG3iboWtPuB9pD2SfZjdig9mMp1N0E+iTC5Q351RE+ZzdU0XSAGpwIoxrm1EkrfvV+QLeQXNlBszYUd6W4PKpaDyDDEDCLiLpjQApl/lyoFHYj5iebx4gOAHg8uuWvj3/MP6g/5O9df8w4adlPN/zqh8/5o/iE6Q9TQgrpXXzndER0ZPnP1EI1dhpTOE73l4zTllWXCeUtKrK8JzGePnNM05aAwtUybqCNQ7IdpDh2znBcrqhcyu/++CNwWkxj7NAVuvm5A3pITLp9KX5HeUdmHWfXM9zrUlwWk6Hreg0qmB3XfP6dazpnWN6WpEVPd5NKYZ+J0JoAOvMUZStua3uD42srQluz3+IaS/48Jb8StzEz6bl/sCAxnm++ON3Na8te5fSzQQu5ku5dMmk5v5livi4Yv4xUjwOrTc7NxZTpTxKW3+llwGttwEBedrheLPHVMiH8eA/dyzgFPxPNJbBDE9GgUk/0GrU2LD/zRBtILyym0TvTBX1nOa8O5VfTIO5yiegh3/2laA4SglHUR+KOmt0ODmRNwGeiT8pvPeWFHOSbe4kMUB70XH0p8WPbjSam1Ef3WD4xO6vjJERUEC3MVteV3wZsE6mO9G7OTTdXuBtxD9zunXQRyW89pgv4VA/ILmSLIHbxatj3o6EDHdi5cuphDEo7UeR3itWHlnYO+bWiL0fianggaHF+Jt19uxGUuzrZygjUbqj4NsExzRCfRpFu35PeGI7+SGbmhBS6kaabSDc/W3iUi2IfnwsFqi8lmcuvI/v/+IrlXzhg+djgRgPTIUjRunVB1JUmjARWNytDLCL9Eyles1stWtkJ9BhMIwX/5bub0ywrR0dO8xXfyV/xTXvC880e+jKluBQ9mxuSaJ7lcu6kkXtHC37r5Bt+N/2AZZPx0f4Ve2nNnwTNlTMUJy3r65LiWbrT6nZTIMjcr8O9NY+nt2gVeWnnog2fbzsFAhLs/YUr9vKay82IHywecJIseJje8PHBJd9/8ZDy2wRbJVT3Is0kkB1XxNwRgdAZNhcj/vD1hztQi2LQyMZB/2wjyZVFOXATDWWH0YFnF/vwJufyVNLMA7PmV8fP+U/1B7T3OmZ7G5SKrDc5vUlRjRZqV+nxueL6bsxlUIRlAoWnblOSZCKJ8tISJw6l4FU6569+8BUfzy95VRzQHkDMAyr1hDqjORrAgiywXBZ8kR1hVCTZa+k6DfMOFgnuLuEywoODBceHS66TEVnWszofo7p/OjKM5kB8BNzQkWrnQikLg9lMPwMz+BW01ynFQs7kbazpZiJNULUmFoHufk+6TOmmivpInDezS026lvxpPTW4XGQLIZViIb+NO0MQ0yhxPjw1JGtxapQunXR4fB6ZPJPcY3NqMG1k+txJPn9P3FmVE5yxnwjQkKw0wUamzzzLR4ZuTyj8utOU55HiWgyGfKpxmaUf6aFpIOBScygdfeXFwKifyKxOVwo1sXhtmX4bsE2gL8TAbvW+3COfR/xxRzbqROvsFe68RJlIe10IfX/ihWa/Bf17yC4MbqV3gE+ykXx0/Z6AUKNndgdgw1uQbesi+2dd76QIsy2ktxo3ijs+uYpSwZta6FN4KcDSBSRrw+q7Hemoo8w7+lEnqHRrqFYZfxzuczJbyb/NLcGL9WiMiuPJms9m5xwnK3Lb8+P0hFHW8Xj/lov1mKPRhsmDhotqwsufnoCN1J81VJ1Gryx2KQ/4fDFBqUioLemdZv2+I70Sulc/ivixp/rMY1IvEquXBZNvxN6zfuQZn6xZJ2PMRkwTwjDhe+voEwop3PJLhXku8xxCAvXDHqc1xYVhci1tW59bQgLjl56LX9cUl6IB6jYaHwdHvY0mWr0T/Ckvzjrbzah7RXar2GSJ2JMrQdGSlSQ66SpiXsH6gaAv+7/3hvrwAevHsqjsVUJbGeIJjNKO2iWsr0acPLh9F0vmn1hAATcKJAtDP5FDXQ2dJxBHwuROEpqQSUG11TBV9wN+7tArK7bHXri5thaL6dGzgZfcidhSeSnMQiqzQ2ImqJh9k5K/FnT2zT87Yf2Bx6w1IYuYVAq1LQ946860NYZxnSFWBtJAiEqcLp1FLyxNq3kTFLdVwW+cvuA3/9pTfufsQxabgvB8hJ85Dk+XtM5Q/2xOuhxoCMPsDTcWLdzz/8anOyORkAhI4PNt90ySjeZQoOj6XiAedPhFgl1rof1OgszFSwLRK3wRqE7MgMhHoorD4EdxrnKlUOnyu8DqsUa9yPmT6iHptOX78T53hyVzU/F6PWOxKfj4+JJ/7vAn/I3Dn/LvPfo1nv34Ht1c7VCud3YZeO/0mm9fHqE2Bq9gUedk1nFQVISoOD+fw9oSR47pXsW6T7nbiDYgvZXZhdukdfTSwk8nfP83LeWo4ZP3z3h6tU/2+2NWHzncUU9cpKK9RA5B04LqNPphxbyo+XR6wd9rMuLrgvI8ol3AJ5LsNsceNZdOlOjKAusk0G5SyjfSkYitdIJUgDpNqSIkqcPeWNzMy8GwNExOlsyOGp7f3WPyrRx+9SrhlZ8zn284ff+a67sx/k0hVtjb2UmznjRzdKuU9Cxh8nwwZVgaXCgozgzrxwGCom8t80d3zIqGGBXLJuPuOie71bs9lV8rzMuEfiKjCkwj1sJuFAl7gXTU0a8FcU5u7aDDlHjpB+2w3ij8KDA/WTEva54eZqh/CpQgN4LF+4bZN1666gZMP2hKYqSbGbqxYvZtR3q5wU1zynOGIkyxObFDZx6yOxi/9hTnLYsPCxlxkQx0netIfiudoHYu2qu+l47U6MITlcIVSpKnY5ntky4j2Z1H9zLaZHNfdHLj11J8NfuaqONuhphQtQVZFtqzJBT5tVDtNw8HOncn8TDqQWO8GZK5PO5m5NRHin623bxiDx6MFF9bqrwKol8xlSW/juTXPVGn1AeK5kDTj4aRLdqSLaWD5wsBHwXZFmR+/fk+UcuQ6soINdrlDIDQAIdHRXJrMYOJgc+lOHHTQLsXSJcS52IS6CeOtU52erJ3dWkd+WZ9wB9l7/E4veKDyRVfHx6zShLiWMyhVC9dHt0qoom8enrI34uKm+UI7wzPzB4/rk9xL0aEJDLeX9JPDVGnO1MjPZhXBK/oveayHpMZx9604i4p8AOF7v3/c83X/9UC5zVfvjjBnKX80XTGi8d7/MrRKz4ZX1DdS/ni6XvCGhnuT98Lnz3cpiQLoRAL+DZ0Zd7zdPOA6hTuYctvf/wVV82YV4sZqfU8mCyYpjWp8by6yDHPc842lv/D3l/hXr6g3mSou4RVUuA7jV4k2EYNA381/aHj/qNrfNAsq5zmRnLB7naE7xT5euiYz4Rq3544vn95n2neks8bTudLCttzVY24bAzqxkreiSaWitdv9sifZrhDDzpikoC9NqQLqNoRzzqhd4ZNQp8lKKcp3vzTkWFsqXf5jYAtWyMIN0I8CgKUr9VgZa/JbqXw2GopbQ19o4iPWrJc8uhuFjn8Y0ewCauPggAlU/W2c78Ev5Dc0xXQjaXZUJwNz/uewdSR+lCYMUkleQGIFjWaOFjdC21a95aQij4svw07lpUrpLOV33l0Jxq3+TcRV0qelV/GnU3+1io/qQP5Vc/tJxk+g9WTgSFSRNp9mQ9r6zg4cLJzj9Q9jJ5X1PcKmgNLeitxrz5SVMdQZDI3rr8syK+2rBORIvlU0xwF+fOtOE1HM9CjjZgNEWH91zZYHSn+PxNG5zKfdmsUIo6KcecxsXVN/8+63kkR1heQX0GjZe6UmwhylV8NBgkzQZB1JxXj+rOObNzinWFTZfQbqVBV7jFJoKlSnt4dYUpHvEvFynvSczjZcFKs+Gp1xH98/Snea7LUsdgUPBgv0JPIVTWiC4bXV3OKM031xGFMxEc10BFlQ+vfm9DuRUwp3Q1yTz/V5BdyU+2sY2+2YVXluG/HTL+G+lDRfl5Dbam/mmG02NTnVzITpt2TAzBZa5ojeRDb2QP9OO7cx7aOfluRobkJdCNNuvRor+knoq0zjcJuLLaS16lPI+WjFUXac/VmJqi4juC00DUThVlrdL8tXgaRdXw7CbybaZKN4uI/f5/6SOhmMshQrEDbIuM2ddybLjm8t2C/qN7FkvnFKyimXxi0i/hCUIaoBr5/GWXorleQSpfm5B8FNseG4jqQ3yhuPxOqQ30cCbeK/CoONsZDIVNGVCaIkW4h5GFnhx97Tez1zqWwOQikiSK9EfQpu4HNAwn8ZB61suQXhuZIZmI5HSlmDXUn3dDij0op9PbkeWdXlnA5ov64Yj/d8HFxzr/42R9x6ab8Dxf/FVRluL4Zy30Yy7wvcUqC5ns1sTEU36Y7xEUGWcuGD4VHbwyjl5rRm8Ddxxo3lvvJKkH1ivK1YvNATGToNeY6GSiPkeq9XpDvW4vZiNtbO38bVOrjSLAaOyRp9trStxrzfs1/tPgL3EsXFEkPI3hc3nI/uaWPhnvlkqf5MfYyeefmCloH/vLhtyTa8+x6H2MCRdrTOMuyyak7oY7lZ4ZkbXBFxptPW9RNwsf/l4brXzLc/IoXuuEmhS8zMZvQgaZOuTIl6qdjVp849h/ccbcYYTZvUdK9n0B54Xnzr7XsTyu+enbCi/Gc9jYnm0Rqr35umGMgjjzHByvOX+5xdnbM0adX/Iuf/5Dfef0BN60hvZROeHPPS9dSRczrHFUp/JFn/8EdNy/mhDyyrjKsCYS9nttfkjhJVITGMkp7Pp5d8ncvZoxfip2wPWrwTsscMSVFEEri2uIjZO6QF21C+VrTHij6COsko25TvFcczdfw+I7qOGVVJ7tRIfFaFqhu9Q45HL0CSFl9kBIPesxNwuQbWD+JMmNvPFBbPPiZ5+ThLY+nt1zWY/aOV7T9uyVugCRBk+eB8TPRcK0fFbRzRbCW8gLK8478SlEdJ1z/kliy2k0kW0WSlWf2bUtSp1RDF235xLA+LbF1ZPxCzAdMA1vL+/xGNkS7cxobKNb74qYYEokdPlMDNcmS3/id5mBrlTz7uhOKTx/x7q0LqekZTH6AqEjXYkMd34jhUHY7GCL4gRbpZfZOnIuRlOm29ExJsASxHrosRub3bC3X7dApTzdbimUc3lsPLmiKbhap7im6ucSXMGhTQAqpet9Q3HiiguLK4TOLGwkqb9eK4kINxZsI5qOV1x29EgpjfWyo7zmamUOtBWT1nXyXrcPju7pCUNzUJd9Wh/zNyQ8YzTt+b/4eq25MOhYL+RghzXus9RgVuXs9JTOevUnF+es5izf75FeatIPVZz23qxL3YkRRD+ZUxbAeRoHRuOVkvCbVntoljNIO/9kNi2VJ8k3O5t9a8Vuzb/kHz95D3Sb4MlC+sCxvD/jD78EoPebF80OyD9cUeUe3KIm1xXxT4MqI7aQD0+4Ps4+0DLFVw5qw92t+9eFLLuoJMSp80Nwucq5vxhSjll8+fc34l1t+9oPHFPs1f3Jzyn/t078P34O/9e/+Nt0ql3M4i/jTDucUOveMyo6rxZjpqOFwsuHFRIbBh2iJmaKfi2bVrsRka/KFZTEZcXst43Oe3h5z8vCWw3LDw8/vyI2j8ZaLakKR9Hz1/HhgOWmSlaJRGcX6rRV68ZOc8iyyfqJo3/PEJGCrd1+E6W5wDbwvxVC6GPTppZzPIZHvnaxEB7b/Q5h+W7N5mFOdvB0tk90pqiKj2YfQWNJbBTHSTyG9McNsrcj8mx7lIr7QMhg9kf29eSRxYPxMAHrbRlym0IsIWgDhzYnegWaukEJl9CoOA9uhuBo0ngb6XPSzIDMKl48Ms2eOu/cSsttIcfnWkGhL++5LTV8qbB1YP0hJNnHHBhLnaDEq6iZCMUSxYw/kV3EwG0oZf7Vgc7Iv63dgVKmV5dZNRTLQDTIeC/08kN6JDj4kmubU0e1DdmnIr9QgWRGmmM8j7x/d8M35Id0U1o+0zG1cCmtAGA9vNbN/1vXO5oSt3h+Ee140CtopuumQiN4qunmkeuAFte816k8mWCVtY9IASSQ2BtcYkllL71LCTSab77DGNQmNs1w1I14vpzJMtNV0pePxvRu6YHl6vU9TpSyeZYRZoHq/Z3q8BqDPDLXNCDYR6rOF4kzj3m8wr3JcaoTXHiQpcNcZVzcZ6Y1m9kIevhtFQmswS8PopWL5madJIlEZ8isoemmT+mLgdXtBJ8OAaEQD45+JeYFPYfVoKJaGhXT5qyk+F+RCt4rJ5zccjTZs+pRFnZN0Fq0D07yhOzJiEQ3kr8UgJL8SCsu266aCdDTEZV4zee7Jr9+62GR3gw3wwNsF0EtLPUqx88Cj6S3n1eSdLJmfv5SJohXZCIKe3Q4i8JFsAGUQt8JaOhfLJ4bqXsCNpcjPbqE8k+TVldAcyn3Qvcx5IA6H+qXMatO1hnVGNrgVNvc8KAmI7UGk24+k14bsRvRi3UqR3VjSpcEVQmstzqX4bg5T2r2E8aVi89CzeeIxlaBFW0dC2yjis5J/r/k1fvmDl3zv0Qv+C+U5/9Y/+7f53cXH/MH5Q25fihFBd+Dp50LRyFMHr3PSxcDd3o/Y+xVpKrbFClgtCvpFzt1Y48aR0QtFdq0Aw+r9wOrDrUYR7MIMs0iEYqg76ZC5sad4YwUhy6A5iqJZWxva/Uh77MkPasq8Zbkqubkb8/d5n728pnGW++MFB+mar9oTmpDwy9OXhO8qft98wLuecBCc5v/29ffoe4O1Ae81Nz8+JFkr2iNPLIb5WL9xK5boixF0Ygr04m+U2AbRCYSSaOIwtFZeezKuuXk1Z7wCsNy2+8Q0ELYzC03kpkhoX1j6RkZfbPVbmEi3H2iPxcIdFYleQ6dZ/P4xhy8i178eeDi5Y89WMpur0fRTAUYIUM6E21CvLH4EqlPcnM1QUZFea8yrMZs4Jh/cMkMqP4NSnP3BKWecooqhaJ86wmXO6IWhm0XaBx1ooYt0hw5dOpIXOW4WaI4CYd5zenrH+cWM8LIkKPB7jms9kq9nAjb10gXeWCZPFlSbHPtVQdSR+kT0wDCYwQwW3tU9sRDPLzXNYWD0wYJpLnN91k3Gt+GAxaogvCoIxbvXhNk6Ul5IVdBP31LAtsOaoza4Qg//z/B9FKwi1YlFebt7HVcKYt2PoR2GyyonhVdIhkO9FLBsO/wUkL3ZyO8nGwDRC26p5O1M3jhdipbQZwpfaPKFpzhraPczVsZKYqNFq6aC0B2jlqGnKkBxGVl8NMxX7CN3w4wo3UuiI7QnmD73uFy0ZOI09rZrNnopn7MfDwnOoHcLqeL2oxxXStwOVpKdrXGC7rbOitKtS73YYvcTJci4j/QjofiMXkW6wT47DpoUV0aKM9kfW1C3Hw+d11mPsR6XevosEbdNLXvwXV6x19Rdwu+/fsJ58y8B0NQpOEV3l6FHjjRzPNhbsJdVfHt3QLrfcLka4b3mk/fPCCguVmNWr6aMv0yovucGeinDvo24Pfm7tkl4s5zigqapU5SKjMqW0bjBNwWdsxyla+aTmtVPx7RHnuqJQ9ea22d7NPfW/Au/8sf8l/Z+wH+y/Jz/V/yUzYs9+vkwt1Vp4kFHVvR0r0aMn4ojnSsD2bXh5JeWPMjv+P2ffcDWfVknfgB15J7sZxV//S//kPeLK/7+zQd00TCzFZsnnpgGVBooJg2/fv8FR+maP757wFEuOdp5PeHpj+6jD1qSzNEBSeZIU8dmUWCuMrK7yPoRxPOMYuhoVI8dV7cTfND8zUc/4rvFS/7h5gMuqgmtG0zeHJSvFJuHkfzehnUYE0tPNmtoOkv9MCWmgfnehrubEfGv3cL/8p0uH3E/fKB29OHNA0WylK6TT6Gba7qZFGmT56I9XXwkc+F8CuW52LjXTok2q89Iaylclk9+EYHoJoq+lDjWTd/GB+0iURuSjcg+9v/olvXHM1QiRkBJJR03V77tYHdzYd8Ul0EAxlLRtUIZ9Jnkl8V1oN7XbI4N9Wmkum8GW3uJN5sT6XwpJ9Rrn0mjIFtK3HX5WypxSARQ38ow4K0uLVnK72aLwNX3MtJFKkOrM9HEjl4FJs8U7dyyeSCNjfp0YH8tBWDeGsWIodlQdD6Mu6H23UEkZpEvXx1jX2e0hzKMfP6FdONXT+Tn8uvt+Jn4/4dhzSbiDzvs84xsBfrcUB9H/D1R4rUqkfZhLl0IMk9zAtMvLd1HLUXe05yNSBYyiK+36Y4PnyykO6NHjqa3PDm64aPJFd/MDvjq/JAQNO9Pr/nlyQuW7a/wvNrHjSPFgzVNlfLLJ694mN/x1eaI77sHuKVY2sck0BwDF5nMgErFdCFkQq9xldnNDvKJHDSmVfiFJbvWVPcH+uFGxPnbw1es1CNmJRzTySvH6oHdHeCbJ56Ye1QaiGsrDkk5VB/1KBuIlTyiMA4s1wXjrOO4FLvDazei7y23VcF6naNKR5r39BMLb7K3dsUpYlRRBlSrya7FvOTmc7NzbZTNw8CDFUeddBWpjjX9qUKryGmx4tli750smZ+/UutI31tTL3KyVwnrx9DtObARe2PJLjXt5y1236NfjXd2q3Yj32X+zNPMNdXpW1vjkMqstPV3HMlZAlraz+mtIr9SNAeR+nFPMm3JTKTtR2S3GlMNc9+0uOAUN0H0EfcUm4eywfIbNTjXqd0IAYD5jzWLTyK+EOqfKTxuYzFvErQHWsMPvnnI/2n8m/zr+7/Lr2Qv+M2Tp/yHo+/yv3n2z5FdaeonollUJhB+OibfKFYfBoozTX6t2NyzzMZiGuG8zFhKl0CUNSjC1DjMsJAim2EYuiCbotUJVoanh0QRrdy3xecOVXhmexsmecvFYky7yNk/XfBoumDjUm5ezJl8bdmkBdffqTk+XIpwui85LNaUuqOJln/+4EfwOfytd8xHTFLHpGhZq4xqlWHfZBgvSVt6o9G9ofmoYbPJqeuU8ajhdjMRytZgFmSawVUySCE+edHzKi1Z6pLxpaIdxL+yWIOYAIEUVYkM1iy/yCj+HxY901z9dsf0cMN6ncNNSnqRigPlSGisKsDyfUgOa356ecKzxT7rTU4ohGqoT1vuzWVu0KurOfqgI9ymZDeaeuwF7c9FrB+ygF0J7dmViuLXrwG4vZxgCkeWOqq9DH2TkN1qictzB41BN5owddjCEV8VYgLQGQ5+6AUQOtYcHKy5VmOJSwHadYbSkdGs5p//+MdctBN+eHYPqwN+mWBM3LLH8GMPeYBOQ+5xjcHWYomdLIGoqe9n7Jf1Lg789Qdf8JPlKT+8fczRk1uevdPVM8TCVOMPC2ztGL/2dFM7uBJKQduXUqzs/7SnPjBUpzLPJqniziYZtvS8SH4pOoryMlAdatYPzW7ocrDyc+kyYpZiACTUl+3AYiluRq+i2MknQ9E1OLduAbTNsTiN3X40HhzDpBAUpzwp1nQfSTYe7SzNvtrNjbQbKG4D/cj8gpVyNEJpdiNDdivdEO3ksySb7YBwTX0ijoS6EVfg7ZiZYBXFhaD2zfFgJb9Ru7MzWcq/tXtSmIEUqUklLA1XKtYnakcfT7azE3tkdtxgix+1zHFEDd8ncRRZzyZkBCC5MxQXirP+3WrCdAfrb2dEE/mTsxF60jOaNCgd6S8L1FmGf/A2G/NBEYOiXskMPaUidZdSNwmMezYPlQDCM0/2z9yKdmqRgY2Y3DOb1FRtQtcmYqZRpaxflPhRIH7cUr2c87d+9pekk59H1KwjTR2ut0Sv6DvLVTfim/aEPVvx6eEFf2D3SG5l1ES6UHR1RnOiUfOe1QcWBkCqPfQ8f7PPs5eHpG8Sshsxklg/jLjjnk2X83uLD6A17D+442fpMS+/OOa/+dV/HZUGjj+45rDc8Pn0jHvpgvN+yperI47yNb+19xWv2j1eb2aM31vQdpZHB3dkxvF6OeXuZoy+TtAtMvonDcRMzjgAs9Z4Eu5eHfDvrv4iH52+R9UL+nd/vOBqNKKfZaJ9LoPMHXu4IgRN3xvCWuhCeydLDkYVi9sRq7N3Dz5HraSbexrFuG4jurut3jQkUJwrTCPgie4M+c2wzy5FNtBNBvYLMHoloHRzIEVSdiMxYfERuLGMOwk2DqNJxNmvnQ8AzbW4EG4+mgoAMxPjr3Q5sIoGYD/ZgAuiP97cFzrk6NUgYRip3eyzJtGEVAYe+0yKmPkfyOeTswvqExAjHwGIlIPF+5ZkPbgOFnJGZ9fi3Ko7xfQbiZ+b+2K21+95TGvpJrLXs+Xgrp1IVy8kordzpaI96SGJ6Ds7fI7I+ok4c0++hfGbSH2guf0c4mkjo2+cgKPjrw3NoYxcqR7KZ1m9N8xpM+zs/Lt53MW8P+16Z8OacVqG33XyAUIWibUV9P1WKu90YQYzAMv6cWDzIFCOWryX3+0OPOleA0B3nWOXIt7WpWM0bsisZ9EXPCpuOczXfGsOcI2h9lL1n46WPHOHcNDx6dEFp8WKT8ozvpO94rPiNWebKedfjiguFZv7CgXYlSxIO+gYfP7WZlf5oQU6Q9DhPLwVV9uIGmaEmVb4o+2RR+93hMqigqZ52PPyg4A5MzJ1eyxiUZUGYi/85jhoBnyvsIWntxp7k+BHiuzrlLuu5MVnPeV+hfeKvk5o7nJM6UjyniTxuN4OejtBn9sDT8wC6aVl+g0yCG8sFsnNoaAsm4eyeGY/Gxyp9qDdRxD71zk/un7Cjw9OBwvZd3u1VcrhZEO2t+D1fErbpGz9QNxRJCaW7KcF9X2HexR2w7/1MOPm5jMjOq1xIEzcjmal7yyjL8RUo5/IoV0/8MSRg9agakNvUvSkJRQeV2rKc0GAbSUb6uI39GB9KkVtSLXo0jZvxxuEVGZaZB6mX2sWn0oBBoCNdIee0VPD6KVh9b7hb/+nv8F/cPRdfvXxC3599pyZqfgv/5V/xB9cP+b19Qw/ODP1MzGziSay+aDH3ljyL3LWMd8lPrmTrp8rYPxcEqn6WA30C6EZhEaG7opJRMSuxIbWtJFuT+FnHW1u0KMepWFTZWwqiSLFXk1iArVLeLOQgcXr9z1qJojp2bcHnGWBi6MxX02O6IOh6hN++eA1mvjO0WhAhhw/G2Hd4CY2WH23c4X/1RW6tyQ/K2juOWobSM8STK1ojgPVfQma2a0ivxT77MtfTck+u8PqwN2xdH6yUUe7yjA3iSRQ/XZGW6A9luK1+gSoDdSG6nyOCTB6qRidezYnhm4eSZYCiHQHHnVZEDaa6l5LVvT4zICOWOtlHSxTWVRBaNTbGYXjZwKiLD/zqMLDSrpb3ZHDeoNWkfF+xV5Z8/LNPumzjO7Q031WCw1xkVK8lqKqnoFNPM1BT5VaPvk/btg8LJk8hcvDPZK5JJUxCajGYBeaft9j9wK1T9lPK/ZGNa+/OsLstxy+v+RuU9AvCpQJ6CQQqozkVUp6K/FU9+rtPCoVWbUpy9sSasN/4H6Jcd7y+ecvOV+P3/naIUDxzQ2xzIiJoTkp6MZ6SPCFPoeSGBqV3HcxxYmYNohzq45oJzR324iurD5RbLRm8tLjU8XyfaErypDSiC/EQEcFdl17mVMDya2cKemdw40MLpdiaUsNTJcR2wSiMTC4qtlGkiifbgeKKhIf0X2guOqlEJsLxTqpZZDqw7//FP/omOpBIXSgQjRbppaBq+snAmSNXmjGrx3RyPfo9x0kkZBqwMj3rmTgbtSIIYsTjV9zIrOedKdJC3EX21qKuzLuztitA2Q3UfQToUyGjIEuL89ph4QPJij9nieZN1grMwzdWrpg/XFPPxeA5F1epoVkqcVxtleotTgf/nMf/Yg3D2f86PKU1c2Ip3/wkK+PxZhiPGpYvdhn/FTxs+8+wMw7iAqbevqxQ1UJptLcvZhLV3vq0JknSR2jtKPprQyWrQ3GyX1h0vPo5JYXrw5gowXMwRDvUnqXiT4ljfS54Q+ePWbZ5fx3H/2/+W7xgi8/P+Tm5RySQL8n694UjrJsqZKceJmhG4W/12JfZzuQszkQMM+ddIxmDTGKRq6pU9Y/OGBlIB44iRnjjsfTW16s5vxO9SGp8QIkX45Qjean7x1jjRRHVZXx4PCOT6cX/NH1A26vx6iNFb2fBrV9/kbGcsgIJEU0Ap6GOuGLN8cQFfvzNY+KW74fHqAcdIcePeppFpkk1+Mem3jiqCcGxabOuLsZM/5h9s6prCC27cV1oDnSojtSIltx5TDjajB5iHboJjuGuaIDuyGXWJSshD2RLSLjlx0Xv/bWoVg6ytvOjDCskvUwUmKgDHbzSHWoye8CfalFy5ULBbDZH+Zb5rJvtwOlu3kYxhwJPXELQAllUTT5k5eOdm6xtaL8SlOdDN+7ksJLeXFN7yfSVrW1vE92Cwc/7lnfszSHim5PuuDNceD2e2KOpHpNslbD2AN2OlVXyIw108Ds65rmOGN9T1hS2VlC+7ATz4C1nP/jF0OxVyj6ifgHoALxLoVEWCz5M4t2MPtycN7+0tDN5Lvs5q9qaA8iBKGf/1nY8zvJqHWjxHGnhuxmS+kRXZTPBSkOifx9sMLrza40zcct06Jh3WTUWiZcu6okZsOiulXsfeE4H+dsnkCXOp7qfRqXsHGpzKgZdVw3I542h1zWY8Z7FV1nOa8mnBYrvqmP+Av5Cx4ktxS2H7oAcpOyGwn4i48hGjlQlRPUzg0zPmw1zLaYeMzSSAt0A7OvFbefi8DcDS5MutGE23QwQxDxfDjyxEcN3caSXFvsuaF+oEQg2mgR7OpIcmPpoyLda+ic3ulOTAv5y4S6HRN1xGzMYFFq6UYBdVLhV4lQNkZq0FgoaAzlmWLvpxtQiuV7Oe2euAuKCUGAqKjuCce2n8hcifROU75W1CeR3ueodz1rBXkWL54ecv/JNR8fXuGi5rYpuFqM6W9T8ktpGxOtUAeB7r7jbmyZfjm4cT3omR+s0TqwXJWEoEhWKclaLPrFylejnaZL9W6XmFtLuEywil1nsJ8ETCtJUygDbiKdU5UGKB2u19hNSnEhBVCbQX4ryVFfQnFmqDJLcVATU0fjc4IdrMWtrG39dcH39QMuqgnf2TtjYhs+nZ8TouLFiwPMwpJshDroh1ly/n6LW1vyc0uykuDss+1wROgnkpChoDkM0qELCj0EHaHbDgOiBz61qRV+bUlvDP1UE0wkuZHP2hw7khOZKXW3Luhbix5mHIXWUPcGNXZkRU9qPX0w3NUFV5cTzq5mhMaIve47vNJBX3GlS6ZPZWRE835NUXQEZ3C92VE6k7Vl+v6G4796xk0z4sX5HsFpwqlnvUxxpeXuc8P08yuezMSB7Me9pXs6ptORw5Ml62lGe1FiejHwiWmkPN4wyju0ihgdeP3iAF8GGch8rOinRga3ZsKD7+eB9KARC/mqRF+mxE1G0YjzZ9UNydC0I3SiK+Fey3y+Zl1nRD1l9YknP6xp1im+DLhpRJeOapMRaovKPG1ryZ5msrdtIF5m5GcaPY7UD5wY+HSa5kpMM0yt+OZfERt+QagCSoF5njM+VzvzhuKFZTUp+HJxxNndhL6zxCwQg+L1swN06SimDW2dEG4ymPTkD2uWtyWqsqhpR7xLKV4bzM9G+OsRUwPLTx2pdTtH1iezW77/TleP7KGbv3RMug6Uzzekdz3Joiekhm5mIVW0I9EstFONLyTBKM97VIwsH2d0U/m7bBHEPrmQpGlrkJHfeMozRX0k+1W3aqDuC3gSMmFcJKtBIwG0ewqfpaTDMNRuooYzK5LfOggRDg0+HYbUOpEDBKtIVwFbi5NidZzKOdYEXDmYd3SCprefP0CFKEndVIpCV0JiFfouonrQDIOlK091ImYRqjFEhMIdk0gcRiTYdujsaUlE0qWm3RuSrChJYXEdMG3EFZpuLJ87W4pNvcuHWWLX0sHfJsJbQyTl4eQfe1YPLe0e+FrTZwmus7BKSBZazsFZlA7su22EyWfTsq/tUrpJdZtSh5Rfnr7Eas/vVR+g2wQXFKOs4zeOnvO370ZsfEZ2ael6TZw4wiZl/MxgG6jugV1r3CiQvUrwHznu7y2YpTW3VYGuxLin3w+QR6LTnN9NSIoen4rkIyQRe5Ww9ydyLtz9eotS4FrDbVPw0/Yen2Vv+JuP/4T/u/8ezmuqqxKVBU72lxgVWV2NoPCEAnBacriTlr6x6MIROjknNnciDVGdJmaB+ZkMXu69QjcK/cWIb8cHpNaxalPWIaNpEvRGBtK3vWW9sYSoKIoOpSI/WZzw+ukhdmGE1TIKYqzVK+J+D73c724vSCF/0nCyvxRa8yrfPZ+frU6IX44pzxTdA0+aO1TRUy9zuMrotcRwgK4W99nNw/Bn0sn+vC6fCTPJ51FGMfSDb0Ihei5bKWIngEWyke6TT0XXaTqYvPQyoD0VOh4R1g9TiqsBgMwhv5EueTcVsCNZD5RAJ1rR9UPJc6KFxfua4ioObJq3nXVQQ9wJ3HxH3H3ThZbXnch4n2zx1tRo64PQTg3ZHXReWFau3IJwg/19VMIiUINuNsjMwGwRdtRH3QmFsJ9E0ocbZqOa67sx6nnB+Bm4QgCqvZ+13HyeYToYP91Q3yvoZwnVkaY5lNiT3YFpJB5GOwBF2dBtT7az5sTnwXSweeSJwVCeR6bPOtq5pU40oyuPzw2ulO/izcCqWSnya7WjMf5p17tpawydhmDFDWXLcY1ZIN1rsNYTgqa9KKkfeHSr8GPP6cmdbJpFAUnAT8DeWexCiz3nJHL5q5Z+4om1pb/MuPIjLk8mjCYNRdqTlzV3dcHf+upXxdXmdL2bD2KV5zhd8bduf43fefUhqy/nZGvhkmc38jPpQhFspN9zJK8HEvrQSYnDPB9TK1SrSe8kELVzWUDJEkwqrxO12MCbC3Gcc7nQwZoToUuEOhORcQG61uh+mGcxvBcKyDzdbY69k+AWrdAu3FiQd9PL+/eTsCsiyryl9SXJSpCIqBTKvzXmuPtEROIqiNmHL+S/8o1weLeDfnUnuql+HLCVJlmKXfrq/XcfjaKNqCzw3f03fD56w8KVPK/3+XFUnC0y+rEehJZiamI2mqAMcd7THGVyD53CmsA4a3He0LQJPpNWuhq9pQuZtSIqO3Qw1W5ifX4TWH7wFjUS9zZxDVReoXpNdIMz2GBkEhJJirq5iJi39su6B7O0dBMrh0oiOj/TKULpCbOAvUrQX454/sRytR4xK2ueTG75eHbJ1WoEz6aMXkpAvMuNuG1OW7rK7qiHYTtcOkD0YoCTLBXprbiSgSwT3cjnM60E5a0RQ0ykUzZ6IfxpFTTNiaMdLGRJIn1nqVsr7oI2UtwqWqWJjcZPHRhoNylt2rNfVDivxb689DvdwLu8NnXGxTcHFNea8sqzeagZlS1F2nN+Myc5T4b5Q1C/1/OvP/w+WgX+8eI9XpzvgVfSebRB5rxNeuo25Y9fPMQMg4h1ryARjeSFnXDhFX2eilW8RlwDNzneGYz1Mph0mJHmSoljUSNOqrWYF/V1grpNSOph3MEwakE2hAIT8K2BTuzx96YVMSqa8xHhNFLeE8ChcbnMMykGLUll0WuDurO4MiGMA74I6MqQXWkO/7inHxvWD8SqvL3fY0oHbzLczFMcCYhlreewbFnXGWH4WLYSjU+yijQnKc/vTsRBdObFtGb7rBW0dYI6y9Ee7n18y+loyY/cPZqNJfQGhWgcZW6j0MDJPdO8peoTfvbqRAaQvutLDc6CrUJvGjCKbj+HEEkXjubA4nOhf26R4HQV8IXG5RJDQwI07AxtgoX8OojjZBOx657pM4+tU5r9wfhCZDCDDbyAOdFC3CL9WmLztqiJBrwFUygIkvhshevJYL4h+jFFsy8mNMkwELkvFX35c0lDouhPEhmiOnTQlJf45DN5/74UF0KQ36mPkp1ezlaK2FgxuRLiykDrFGF9dqvphnEI0plWu7EurhCHtqik8+VzQeRNr3Zz1PLrKIVaLpoxn8ow2ahhfWqoTkT/mCw1oU1xwwyg7QBtXcmMOvWOqdDByntGG+kPHGZpaTcpr6sZJ+mSx8Utr45v+GZ9wm999hUAT9cHKBXxjxr6lXS99EVCeqcoz4X2bmpFcyoaqvHzhIaCbxanJHsNMWgZi7GR2abdfoBRpLvNIQmY3BM2FjVyJB+suJyU2JWB1hBVpHie0B0a/qPzX+Jqf0KiPCEq2iE5TcuOcdLRBYMtHd5plI7szzfUewkhKGLuxO670+iRUDC919SbDNaW6jTSHTt04Yi1MCquXsylEI/iYIlXJK2in3u0joSgiRHGecsnswuerg52cxXDyJPvNSgVcU5zMNtw9u0Bbt+hN2YYzhw4LleMko4vlwWxNkzutRxkG/qHLU2XQ2toVYrNHOmowy1lJIOZdvhVwuibhM37DnOvol+/YzEzst+XTwR4sJUiXbArepRneM7QzmQYsk81PhOmS34D2UIGrrczTTtTg2uiaKtAAJ5tfhkN4KWw0r0MZQ6pFCeTZ2qnvfSp2o0I8tmQRzeijdd+cGZUQoc0rdD8krXERNNK3tBNDX2p8BPZs6PX4lI4eSn7tDrRdCO1A6B0N+g/syHG1oGQqB0AVT2IhKOO/VFN1SW4ZUpeS5FZXgaafU27nwgLIIn005TR10s2H02Jg9bftANY1UO2kD+vHg/NEyd6VxVAbaTgVB5cKWtr/Lqnm1qZ+RiRovNGACcSeXa6e2uOFJIhNvwp1zspwqIR3qetBOHb3lxURGv5z3tZBMlSOhd4JTbdQeznlRbTC7uRYOQKxeZhwB904DTlfkWd5KirBHWesY6K8lBOiVWVoZwmJgGtI+NRQ90l/GRxylU+5ryesLgrSYZ5Y9HIkMj6UA4Hn0fwim5PqBN2JZ9D9/LQ0IJMFReyuJcfSgKxHTK85UfH4ZAyTaTdk4QltIYuyjDd0evA4gOhXgaASl6/nwz3y2nyM0uyhPWTIOLiKEFet28TfzvtKMqWapOzWJVELZ+lORR0XvcD516J1bAKCruJu2neystYgX4iGzIaeZ9kMdA/h9kyWwesd32ZJJCPWz4qLzi1C76pj+ijZpY1XJQOn4s9fTRgVjKbTXWKOI4093tUq1FpILOOB6MFhe15frtHVUS6qYxO2M6SkXkqapck+0zuP0iBqzuFjWo3iBkN9AqzUW+pMEb0aP1UkqlkJbSlfiKBZZtM+2VKPcwQ6PeCuIbtNTw+vOVZuY/5kxH9IqHWkcR41kXGcb7itx9/zd/tP6HuRyRLKZSijrhXJaPzt7zqYGX20DYRcqVwpNGRYr+mvhbUVLIq2VOukHUecun0Fi8N+VWUeUdjoPDY/Ybg5eDu7zJMJWMY0uVgKT6gVCwtXgMB1pucRdaRpz3LgxYFhM1bLeS7upRTxNzjxmLY4kYB7Qx1k2BuLbpX9DMJ/mbU88P1A+5li2HdCZof1omspzSiVgl8kWNy0b0QFGml2Ntf8rC8Y9MPg568QkUFraJ9OZaDq4fYKgF6JhJXYjYU8kERIoReAI8AhNLjvHTV27nMUtw5nvZauogarPW0zrBeFhQvDc1J4HhUoVWkHmW4dUJwgylIUJjBErvLxEwjfyGUXDRsTizpJlKeB5TXdPsarw3sO2zuaF+OMSc1B9MNfquZmAeC0dhGibtoKkW9asU1igiqsngcZuxARcJVRj4wDe7qnMZZ6tuCZKnxsw514PCVRV0nODXE4Ki4WI6pL0tUULj8HVtrIrl7toyMXtZwc4eOET1J8alGRXG7tbWgydtBwtrpYbCyHqiKop1IFxKrfGawrVi2pxcbQm5RS0+aG5o9uxt8alpJmJpE2AjKiw5KOklxF5/SVdxR9cRt2KK9vKd2kNSDwH7owklHXxwcg1WDqZTEdN1Ld66byDPsB93UNllLNqB7MdFQfrApB6ojQ1JF8iuZdwcSf0Iqmgu5H/L72TLQHJhdrNAdJF7O3m4C/cjsPovuYXTt6QuJa+kykFTSxQpWaEQyD1GAlM0j6PYlxnEn8SVmAZKAM1boSYVHZe++CItGxpWQiPNsslGEJuUH/WNenM44LCvOFhPyvYa/PP+aP9k84B+9eIw2EZt4eh0JLsOuZdxDO1fUJ0GcenUkmbasPjBiSNJo+lUmDm9amA5EoWNFFRmfrKnrFL9OZNQLMD5Ysfd+xc1qROwsvjEklQBXeeL4Yn2MVpH/L3H/1Wvbtt13Yr8eRpx55bXD2fvkey7vZaZEUiqVEsplF1CAAcN+MvxU9QEMfww/+cGA9ViAYRgowAaMchBM0VLJVCDFS958T9pnn51WnHmO3Hv3Qxtz7itVkRIMbtYADg72inON2Ufvrf3bPzwYr6kHlt0kJrEdjTdUnWU0LKlbSzHP8RPIk+bg5Btqg8o7xuOSQdJQthbvNZWTidNoVtB1hjKL8I0hWpjDNNNHPcg+dfzGd59xmm75gy8/JfthztX7Ed87uuLp6J7P40tsaXADzTCrGcQNuyamqGPIHLPjLdsiQX0+IACP8uUh37Scj/jmzTH1qWU0KdlOYkEkVaDdRQyPC9pZA5sIV1mh11oByN3QvJUTvOOrmYljc7pQIg8YybQovpPP+5he7tCznAIH46hm9DYIPiiF6YPcg6GPhOi1w8M+KiZI8xWsoumdo5WT/cVbybvcO0rbMhDoYwx6zN/FmvRWAJDBtWPzQBg5ukNC7hNx12wHCh/L36MqYRjtrduLU4muiNcc8nJt7wTajpA9aN2w+ijHW2EXuZHjaLbFaM9umxLfGqJN32dYMTlykQBSoheLMW2fqdjJ/h7tHC6xorfr2XDRVu4JQYAfF8l9M21gdy432aWw/CAi2r01msJDvA00E4XL39JEuxyqQegp6n/xe/5uJmH7DvCX+JEBICiaylKVqWSGFZrBK+HLu0RTrlJM6sjyhqYxBBf3aKLiEPIaFGbQ8v7xnPs856o8lqmQlUymRZHRFDFq3GBMYLdOGYwr6ipicT/kK3WGTTp0rzkzG9OLFwV9DRH4iWR6RGclUeTY6QHxyhJLrSY6sUKRLIWyZwvRj5UXHqYNTUiI1tLNi9Wo6HgA1M4S6OQAGr+lC+4pFqYW0SQKVK0PdsAhd/hgiFYalOh5JIwXvFNUZYwrDao2krOVQX3s8bHoTkKt0JUgHfJgKexWDkmCNBDdxBHfGhn+9a8lFg8Qmin4aXjnWSsAioD3ih9tHvID/x4/vr0gMo5B3JIParYzQ1hbghFKoeq0TKp0YHK+ofMarQIBuKsGuKDJ4pZCS56F6noedG+gsp8e7f/rcsl3CBbi5VsR6v4KkUdvjRyy9u3XuzhIsxt6q9b+610Potm1wTWSRWamDa2OMJ0h0o7RsGST55hS40aaurW82YwZ2pr/5PgnjD+t+K9Xv0P2QjI1iD3pC9n0ulyawL3+0tR9Hs+wY3y84+FkRW4bvrCnbDcp3S7qDWCCGMfEvRaj0GS3PeI87IerpSHsHf4qTbQ0wqHeQXYXWD/t0clYtFQ+73NDdhGLOOdyuub0aMP9coiPwl8LJSgaNjStpst6StA6BacwoUfgxx1tZAiV5V98+5TffvSCeZ3jrnIxCvIQ4oAetPhdJM2UVXQmEK9Fi5XajnkzYNvGtOuYaG6lYS/kmdo+DnQnLX5ncLEWmpYO4s7oIfSa2dYIVVlHHp10tC6hmlnJnTOioVPWE5CfQewxxlPsUkIjDphh1nAxWNN5zXU0ovMxSkGStBQmwhuE0l1pulh46tg+cBVo+0LdpRAtNa6SjLN2E5PdasqJZb4ZUK0TzMJCEujGrtcA9dNzE9BO44cdZtDh1hF6GcnUrdIkcykQTK0ovpiymUiCZ3vScTITimujPa0CtbWE2BPlDc5JtlKIAnr97vWoktXTMwjGI3wW4xKDSxWh7W2UK4gKT3li6HrNRnaj+ykUKB8kWwwwlSMqNG2mMQNLHAIhMvjY0g36+6f7ANQg+4dNe/ev3uBHOTCup64OezpgJQ2hi0Q0HxWBdOUxpYB1e+czWwbQUnQJKyIIqp2GwwR/r0FrR9I47cFDu9tr2qQBSzaB6lQd6Dsu7h3TdvJcV1N9KJzS+3A4+/eIcDD7aTuHv1ucFmUt6mh//+Qe6k7oiT5SdInq9Rlv9Z3NsdiH64HcKF8aYUYMOuKkpUs7vNckUUeeNtzvhcXv6AoWYTfoPWtCJlTqdcSinrEYDwmVHKD/p29/h2Fc0xQRehXRHNfY2OEyR9u7zwUb4LSm3kYop/DOYC4K6nogsSp5h6uMTKZHvUHQJjowf0aDimVhhYDgFfeLIcbKhNpGHSH0zJp5xjbuWEQ5qyrlk9ktmWm5rYZo5dEqcFcOWe0y2saCCaw2ucg/bhOh70UCbG22GbsiIQRFV8nzGmUtXWeIrKOb1nQ+RRe6l2BIsex0wIxarPacxltOplt2ISd9Y/lXF+/xvdMrkkmFu7VEK83dzZjtqJa8p6DIxxWxdTw5XfBVbRkkHa/LCR8O7/ju2RV/VlvaynI9HxNCX29pCK2GTlPsEkKfERu2mnbqqM4dttCoZynho3cfzRPo9UOuf27p6xOz/ziHEOdgZUrUjOVzpv53AAYlP9Al6mDOE2/kWaqnb2MhmklvkBcLeCbSG3VoRlwqngHxsme0xeCCohVsjXgXqK2imggNcPDGC4A7FUORPbitOmnulIP1U91LIQL1kXwu2kpemWlkwtYMNChZG80spkt7yYQVFlJRJTSdGMwc7p/hMD1vc0W0C7JPHxuq41iClzvR6zMwqI5D+DSeg6Ga7mTynqw9ug5Ux4bqWADGbigh14OXcm7v9yTVg2BBS00ozCQZRLnk7R7433e9G02YODDTHDlc1k9TOlCNwhMRzY28uDSI5WkaYNpgItERaO1llXnhwxY9TU51ChrN+KREq4Dus23UrGE4qNBKivcQAK8IVykmwNZplPGSG7LRdGOLnjXoYYtvFdppigeOaKOxW4V/rxM0GMT628modm+LuUcgXKIOoZjxSsLjnNN0sw4f9xTCSKZNupM3J1ormiHUR46gzIHuphyotm98VopaC82/y3oOlxP7TRH5KeJlP3HMvBR080Seu0RQw312i25ExC+/I2BrEXC6GMJIxq5By9ebrSbe9J/rJ4TN6K0xSTuWQOJ3fXVO03WGP3n1HuUmgVpiCnyuUSowPt5R5jHOaZpIKBxBQZK1XI5lGrptEm7XQ16vj9CxIx/WgqbGfeaNe+tg2eWhR12Fg03OnhEk7+usp/pFAZV3srbW5rBRgXCAlYP8tmP9nj2Mn+1OECWXyaFsC02nxMXPxQY/j/kmOaLcJKihvHfBKcpVSrlK8QF+YzLiMl6RHpd0i6Fwop00+dWpvIbsNmArqI16GzGgpRF9dnfM8WgnGqXI4a3BpRJmup+u2o3GbgQsqE7FVCa5MURrQ0uMrjXxViiz0sCK3k13QNmHP5eiN/ORAh2oiphNltB2hq6yxIPmna8dPKIJ6S9bKpyz0mj2k1w3VTBqUcuI2qW8mk14/uqEwWtN8QDUqQRdWuMprac66xuBWUOtYkLquN0OWJYpZR2DV4ew2fxKuPBu6Dk6k7VY1jHlPEOVsmZUacArmDaQ7wEqZFNJPdv3vRh9rAw+0UKlStyh0CnuckG9a033pOLR6RKtAvNqQDVPMTuNiz1ta1CNxh2Lj2/+RYyuDd0gEG3FuS6/c2weGbbv9cVwB+hA1xrswtKOAmodUVWif9WN6qcSsqe53MNY7mW0UbjjwJPze17oGe4qQ9Wyrvb0DrPuEdZdhP7+iumgpKhjdouM4VFBHDsKkxKlLQ+PV6yrhOIyUJcRyav0v/N2/1VfykuhsnuUkowilAvUE9M7A77VONlaHQAFyR4UBDZZCwWnSxTdWYRpek1ECuWxQYUJuvYEK5oy7d7ShXQjOqp03lOcu0A9UT09UOg4uhFkeS9+95GcQ97K+ovWnm5g8Fb0FYMbRz0yB+e0eONJFkLZ2RcGqqc+tsNwaJJ0q3q0W4T40VrWSjewYqCyt6OP1cENsuvPFd3C8FVDPbOi62rDW6ZBr7eRUHj5WLzqAcWebVEea8nUtOAi0XXtIwFER65oxx49a7CRWJa3raWKI9k/vUyLJwNxMtAqcJwVPHvXkzAN8ULRzjTRuKEOCj8XOYJqlWhiU4d9nXA9P+f1RYO2Ym/dHSmZ1GkODqVae44nO7aDhO31kHCb4DzYvlgcjwq6gWazyEUTpRVYmZpvFzmjox3RsKHtpOFRtwmdCYRc3JiVDoRHFeo+ZrtNia1jtcn41s7IbMuqTjnJd3wwvMNqz8vbGW4VEc1qutqynw2ptnfwKyzeKVzi0WknLqg9+FwuMrphgzYeBh2hz2t0ad+sRwHfav7028dsLxMmScXt90v0m5TqesjX8TEn4x2vTlKiO4u9iag3Fn+hmAwlGHpdJXwyu+HykxVfr074xd0ZV7sxJ9mO7z64onKW1+sxm6uRPLqdQjVG9N1XCelWqJ1eiT05k5ZQJNhKMZ7s+Oqdrh7kWVjunRD7CU0ceqBYGhKpIXpDnk7O6mShDoMP3QZUrPAZh3gI3SjaShMVHueF+RMMB52l8jJUEC1qn/01pG/i3q5tH3PIvdL9NDooRXEu9c30F4Fk5ahm0YGCF+3og5nfak+Vk7oT9s2ZvIZs3okraqbRLhDtZH+ZfxqJxnYuebD5C0NVDaiPW0zsaI88phZDIMlaVDAQdptyMqWCHmDrxEikHci+p1vpQWwlJkYAuqekm1ZRnhiKSzEM8VHo62tNMw0Mv6VnGojkR3SvMhFrUwFk8isBjP7aNWH70VtIPM4rMabQ/cRoKQtNaF8yjSLxxKmgVXVrKYuEbhVjd/pQ0AQdiBcGvKAtX3eSkaVSR/BKLJ3zmlFW0zaWdpkw/QWsPwCbdhjrcJGnUwnBBJK0oesMrCWQubjUshBjybwxuadZJTQ+Je2nQ9WJFHJ7d6bNkz3KAN4o0jvgLqY6CWJ9av0hG6SpLbVKJSMNQdpNJU406qjGbyLUvZb074YDGhEi8B1kL/rcpgxUPwGrzsR633tNs4jwQ0c8qWnvMrwRu3zopyQtPT1ljyj0YsljaQ6Uh+ReE60DpucBdzkH7VJ6D7oxlJfvYsX8O5dXRJET1K0Wl773z+6pneXFzQwbOS6O1mgVWI8TfuPsFf/0649I45ayi2icYVMlVIuU+NqCjtgei4td/bDB30YMXipCLM1KN3XoUvQ5IYH6zGF2+lCISBhgIJrWDPKa9SbraYx7VPwt+tEOBYGOV33T7iV0sdZSOOyfja4VfU+IAk0dYe4jwkVNPqhpW0O9SFGNZrka8Ac33+H3jp/x5HjO59c50doQ3VtptFXf2I/VYaN0aegb9phNp0lfRLw+y6WIrhTMOsJ5javEEVJXmuROKFCbp/K36lrRHIkDnN1IWKHuZN3YQnLbfG/KYQuo+7fOVL9EWyosd34szp+lxqf6cFi8q0s5aWJ1rYXmZ99Ob3UL+euASywuNQxeaLYfwDdfnDP6yrL5uOPph9fMkoKbYsTtaki7Ski2MrXqnJY8sE6z26ZoHUizhuy0oB5FuDcpyVx0PSHyzF9OiY9Eu0AnNFRaTfZaqDjlFLLeDbbexeSDmmFes1rPyK73yKNofdqpJsQeO7cMXyq2jwP5laI4DUzTkh++eUC5Ssm/icStLDW0TYrdavKHa6xxVF+cYGqhSudXAtLMP7NUxyJ0D7HHDFt6piLdcYuqDNkrQ/Ge5+SDOZ3TrNY5+k0qTVcGg1HFtjQEYzg6XXOabdlNYpjs8EEQ+PAiJbvqi/UBpDew2iYHXZvy4CZawAgTuJhtGMU1V8sxIYCx/pBd+C4vaS6lCKqOLPHKYRqhBdUzfShAfCxT8uwakrVDOwlYbkb6cKA3I3UoPqKd2K6Xx5Zk5Yi2TqZPsYjPdT85U05o4tFreS3libz/9OeOLWVC5BIOVKM9xcgliqi0fcipFD7JoiUoRTvUtLlkFJp2X5AASmhvm49E/8g6Ip6L2dPBDKNfus1IH8AlH/eFVOgpyUFE+KaR1+ojTT3VuFiRLnqqfiYARbRTqLan3AdFdi3TuepY0GsXg8vVYeoVVG/Xn/bsmp4aHhqN7yJGec3pcMeNdWwXOb6yNInldLgjMWLsogl075oL3VPDVKOxkUPNKlqXoQstk/W8I0lbqqG4Nuq7iOzDNYNf39B0hl2ZSOMSpPlMMsfD4Ypn3RG60kQrTXYL+Y3n9T8IZHHLtpIqWZUGey9xD93QcXS5YrXJGeQ19sRTXQ+wWwk61qkjOIUvLNiAMmKsNF8M8JuIV90UpcF3imISkduGs2TLhxe3fL67pGuMAJt5TfigZvtyjK406rwiipzUT9pTxQ5rHdZ42k2Mu85oUw8mkCwlfqibOlTWCYDcasZHJes65ep+grGe8Kgk0h7nNc5rVOJoT0FFHnaWpoiYd4aPLm+w2vP90Sv+fP2YxHZ4r3j17TGvwjEnD1f8/Yef8zBf8YfLT6HWmK1oq3UjztRdLhN+lXfCrPIygW9/peRvnD3nj9/t6jlMpJ0WcDWoPRW5BzwS2SPiPgaiOlJiirEWoL+JAdUHqrfSwHQZpFv5OdsHchDuLea7Qd+kzGUiXp2o3lwD6ploObuJI3tlRboykLMj2srz3I7EnKkdSh1iq0BxKhl/0UYaR6ln5XUHrQ7aT1PD7sz0xhwBFQIu0XgbaIYCUImsCdqxAGO6ETp+fhVQnWabG0ze4IYtLtVvZUC9RKQ6UShvsGWgHml011PlnTC9gukb0F5ys2cs7ffbvVGKUKDfygPMRkK+25G8tvpYjEnSO2noZI+T7+sy2dP+2t0RfSQdvN4ZsQ7vJI/I5Z6kFFv68qxHbRJPMqzxXrGcDwSdqcVC28cBPxRdg6qlgIvnBn2VU5w67GlJPhYRaF1ErOcDtpHDVxa7Nqw+EYev0bjgcrRmWWXcRkOqTUJTR3SVZbhSDK489bG4HOoFbD4yxEmLqrRYSPf0HRn7SpHZDYLorZxM6HQXGH8TyG5bbn47YfceqMQTJx3GyITPH7WUsZWCjJ6mOeoYjioKDe1KJoT0D55PoBt40lvD8U9a5t+JcH2QnHtc8fh8gQ+Kl2+OSFYa0e3HkofUyVRHKBLIhGAgh1i8gexGbJF3mdAQlVeiRTB9zlnfoAQtD6xy8N5/M+fqPzp6F0vm37ripCOKOlw/alYajtMdZ+mG2hnm6wHTtGRoa3bNKbW3pGnL4nrMoptA7NGxE9veXgSOB0zA5h3BRFLEDPtR/04TzzXJQh6iZicFfFAw/1XJvwFotzGr2qIWEbboTTwKaWLrmUx2q5lkUiTLHnHZ0/oQBIoAZqlp2pR4p3B5wBGhTlpGwwqjPVncsjMyydA68HI5ZT1J+WR8w5ezM8J1JsVOfwULbRr6BkyCNk1pGb4Al1qqhy2qkb8pvVOU1uCiICYPfQ5aeSFTONWKxW9cS4ihdmK/f0DdIwlV9YZDE+jivjCyUuS1Y9FW6VITao1p5GfWWXTImXlXl48gfh0LdWDqMGPRkIZO02SOxVAMBPLXWjJPCs3sp5LTNb1cc5mvsdrx2k9oNjGq7XWiQ4e5lzyc4qMG/SalO2oZH62JtGcdJyy2kTR4WcAOW5T2/NrDV3w5P0G/GlE+6kiOSoqQkV5bkq9T2iwRm+UTJ5SYVczgpayh8tIR4oBdyn7o+u5o875HdRIvESctP/7mAaEy6MIwfCWBnydP53wyu+XPrh6yKxLyvKb8rCJsLbrWdLkgnz72JLcGUxmapy2jQYULiu0qI5tW1C+GonOcVRxlBanp+OkuxRk5fPRRQxp1cLZj140YAD+9PefvPPyaB8mSf3z1GfcB2qmjGwnFymyEyhsKSxtJ84cKNP0E8/Jsye+cPOdVNaXaJKTfxISxpx2/+ym8S2H7QJPO5aEtzmyPygaiItD2VvLNWDF+7smvWuJVA52nS0cUp2JCobr9AR+I+kIkmXfMv5vQDgzxWpMuHVEhzVM9lmbL1LJ3ZHcdPlYkS3CJaM1c8rYZ2+cGAQdKoRRBMkVKVh7tAsVZfGgs24Gimop4PVnI19gqsHra0/hswEVSQCULOR9C02vCjKKaiq4j2gqNqTpRBypUl0pWostkH7geRYcJvW4Do5cO5Y3QpSs5i6pJIMQO3VqSOXJGZRI14uOeah/17q0deAfK9HQigNIw+MbS/H7J92ev+To64Uc3A1RlaOKIRZGRxy1dX8B7/4650EqCgqOpyB9800/BAqha4UtL2Riya0Mz8eiHJb99+YKfzc8JQRHHHY0JqFITGmlgX26mzK/H6AD144bmxBBtZD3ExtE5TXQVM/5Kzuj73/DoUUvTiZnO+7M5AH9+l5MsJfevdpI1ppwiudekd1BeaJSPUS2UDxG6cmHYAq/TCSNb8x+dfonRnmd3x4QA221KkrYEHcCArywEhU7fMh5GWU1sHOEMNncDTN6hVaA+1mBAD1uyvCG2HVncEhtH1VlcaQgp5IOaprGsdylx3GGTDpKONG0p4gR/nxBaxctsyicnNzwrT/nJ7QVFFeNe5KgkkFxI/XdkdxikNvDIGd7EwnAYH22Z34xRhbAVsrxmu85IlprapPzT/KN3u3boiRBzobu5REHvkLiPrZBA8nAAR6JdoG6ljqxnb8H2/RRqT6+bfNMKOyqzuEQm9of8sd65cF+zbx8JWyS9Fc8DHxnSWwGVsrtAtBOTjPJEU0+Fcie+B4rdhbzW4WtHPZKGCgWmhWjrCEYRbTuiwlIeG6FHxqp/5qVJc7HsUwDpQuQjKHmd1Yn8/aaPDFKdwjsximmnngLN9BeQ1F4m+KmEyxOkZhHzEGmIfP/57NZjy0B5oslvZT8sTsRwQ/Uglanps9oCODHOyq8D1bH87OxG9yCRANPaCXNAt9LQxev/AeiItoD8laG4lBAzWwr3W80aqtyAisXBxgSoNV1qOJ1tuPMjQYqiiFCYtyM8HQixpzmRws4qCKnndLrFqIAPirnKKecZoYwhdWITu5VD4u7NhGFSk0cNx6Md874qdq2mnkpXrfvFXF4EsXiPO0LuaIbyIszCMnqmya8d9Vgf3OV2DyTo1+UQ/Qw278UoB9lrQzPRVDONWRvGz8Uas8sDyZWMa00N0VVEeTMVJ7Eg07YQQXalaCcQMkd5prknop6JnXk7c1ycrImM48tvzxj9OMHuRPOxe6oJEeQvBD2ojnuebOhRlUYszIsLGH0TyN8o1v2iF7peIF7Jv10iqGV6J4jJ9e/P2L737tHo1LRs7gZC2xp25ANxmkh0x/eOrniVTni1HhMZz3Kd869/9BmmVMxuAu1YUTzw+CEoHUQDFEFy1wdTjxu6s4a6jmnHYj+qW0GHXaz6Rl8yKJi0sLXS8DQKN1RQW1ACKrT9yD7aKUwpVJTQO7hVJ+owSQzI10RriTroBmL4MXwhjkbz71q6oWazGTN5b8UoqemcZpA2zNKSRZXxvDjiNycvOD1aM09TXCJZGbJ5Co9cuSCUyUGHTwyDN45mZCmxdNOOUGlxRGsU9mUkcQgRtP20SCYvAQrZ9LJrjelDX7tMRvg+DphWMXgTqGfi4hdtoHaG/I2ieBgIQwdOQSmURxUgfxNQIeIvhYT+Ki7dT8MUmFELr1OGr4W/3Q6FNuoeV5QmobyA8ZeK6lhRn3e064wvzCmx7bh+MyW6jWiPO7JHG4ptwsUfKK5+V2HmEe/9vxre/H7C63BEPGoYZDWDsx3LX8uF6uMVfp3yk+iC+tmIrIX4qOJytuZFZ2hq3Qejg7JA6rDfpNhCUfx6iW81UdbSbmN8IkitatQh+DuflUIf+nZCSIURYOaW6ljRDQP3iyF/dDci/1nK7CZw97ctnz59wy+eXRKdlNSbhGzSO7hcj4lX0MwitlHK2dGazdWICkEM179V82i24STdoZXnwfGK1yrQVVJob4oErcVwZH475vsfvuQ/n/0pXzQX+KAI6xhdKzirJWB2FlOEAWbc4lqZ1AqVJKbLA6/dEf/XuwkEmJ1sWOohUdYyzuq/lrDmdgj5tTh8tQNNM5IDW6bffehwhVBDzyO2D2OGb9rDNKsd9M6j928bt2qmaYaS3dgOoDzRVEcCBCQbCWFux/IaosKT3pbUxynu2ODSt42XS6WI0p24eiVr+V7TBJJlS3EW06XqQGdqRlr+Hb+lLnapYvKsxVRe3B4TiOYG89oy2ABeipb9lFtAVJns61p+f9TrS7yF/CbgTaCeaXHq1RCswhTSWCarXtOVcDAq8n0eZvAyXZRIFUGW7faXWCCxNMYuln0zxEHqhsRDLd+7WeZ8OT0ltw1HD1Ys5kNCbVjcjFiA0Ea9wrfvGAGynicf3LCuEhavJ2QvLdlt38CeKtweOPMc9JibNuHBcMWjfMm8GfCvyqe4IhULeGfYlAk27/CJ42i6Y349ZvfQoGLPtk4o7nNGt1K8bj7whIEjVJZdUIzGJV8vjiT8PPZ0aX/v+0D3vbnV8lc7cVKcC6XYlBo3dvjcYWzg9c2UV29mPHl4gtGeB7MVo6jmFzdn1JXQE40V0NDVhmI1EJ175rjexVxcLrgcbdh9M2H8JxHLzwJh2KEKCUbetZom7fhgds9vTl7ww81D1kVK8+WY499Y0GYywUxtx1znrDcZm3kMnSLaCeigtWdR5/zgyyeMj3YM84rFqZXYjwCv1mP+z6vfZPF6InE/VnLCggqws2zTFLXPsFxFbCqxia5nnvRGs9Hjd7t2AFNLg1PPZCBQXgSZdC17E6y0pwQidPJ04dk8FVDIRwL6mqpnMeTCoNpLSaJ1S3ke0eWBwQt1yL/Ve4Aj7tekD2S3gew+YEuPaQyjbxuWH8c0Q0U1MwfwJ9oKaOJ7qv8e/KnHWnIT+4m7i6A9lWlatEEMQhI4+umOu2wgE7ji7f6011nVXlGd9lO3oXQxbuhJ31jKC6EGtkWEMgFzVNMODZs6Yfy1fM8+AP7op1sW3xmiHIdYEVMF8htPtPNsHhmqk0A71rSjwPEPA7YMVEdazPoGMnlXXS8ByGB3qQ5GSLY39NCN/L8ZyzTRFgJ+1VP1l+bMvZMmrMskzHgvxj6MWdcxqlO0Qy/UiaWhG3rcOqbIY2zkJGOi0SgTsDuNKS3NwwaswqQdYaTwr1LM2nB1N+FoumOalYSgxPnNQ3TSEAYNfDGg+KBFZx3PP7+AQYeyXhLRewtl0yjG30qA5upDCa+sPbTfDIkrZFJx1BLOa1ZxTDM2xKveQcbIphaigCo0uwvVu01BfSSGB+nriMmXnq7nPpumH69a6a6TpeptmeVnuTzg08A2EVQh/TametCxmUB6XIp4s7Fc3064cgpVWMrTQHgQDlSvbuhppkYWdhzwnWTOuASx01cS/Lv+SDN42esParGgT++lSHCRcI3jdejdbSC9C5z9m8DX72LR/NK1a2MGpWH4jaE61myC4uf6jMpZHmRrijam+W9PmH/SkE0rqoEnuTeU52L37XMnhYAJByph/bhFKTgelTCCuR0I91fFhFFHOmxwnaabp9iNJn245Wy85dXdFPugFeprawkButaK8UCt8YmnOwpEd5bxMw5i8/1lejfJLpONKn+lGL5xvPqHMP9t369ZyTbBw3qT0TpDsU2wfSAnwLfrGZtGNDHv/e5Lvr2b0ZQDfNwX8qFvoBSo+5h4qbj9NUt1IdbwqpERuhiYCDKrPNBCvNC4JOA/LOXgOVaYNwnBwOCVohuI45nQgJAm12iSpTSTgqYptk88IQrEr2THCX3CA8DukaxL3nUPFjsGvyF2bYvFUGyPh71GTkkR6a8S9EPJDos/a3k02PLV3TFVEbPepTTLBLOWiRY2yETyTcroyxVdOub+V+HlP4hpTxv+5mdfM4lKFk3Oqs64MY48aVgVGc23KdUwlhrQir70fpejtac7aggryTIa/to9v3n2in8SfULTGGbjAuc1AcjSll2e4NYxupTJZWgUhcoodwYmLaNJSVEkdA9rtllMmDVMRiXL+QBvYPkpfPr0DbWzZM9iuu815NOSJOpYb3Lc45Z2YTGFJoo7oTiZQGgMw6cr/qfv/5BnxTFGBQa9ojuOHZOhNHHrXUpdWcykxdWGH//4Cf+bxf+MzdVIQsH7ibabxyzbfm9/XJBnDWUZ0048rVdMvnNPGnW8/vqEUBve//QNH41v+WH0gJtfnFI8ePcAkGhD+6nRsSW99wzfdNRjQ3GuxRjDSAHj4n7CNFS0A8Po2Q7lBxSnGh9JcVSeysQ82LfUlNEL0eHVR0pQXiPUm2gdSFYBW3jKy1zOyCJgS/kZqgMVenpeBNHOE607tt+RMNloLcWq8mK2ojuZ1OtWNA57oKWaaYoLTTIPTL4q8VFKca4pTwO16VHmvYYrk6kXiGbQZbB9LHTr/NqLPiuTzydzoWO7WYtH6L7pfc8OiOlpigIy6lpAKeDgBHn0c8fd9wV8tYU0Zc34LZ04GNmDdKlRWzHUipcBfp7ws8UTfOYhcWj7S2YdThEaLRqld3ypSvP8qzNGlxv0UAKxYQ+SybQgWosEoT3qsC9y/vTuQz7+7itmUUGiO86O1rwuLKoy+FbTqAjvFErDcjlAb6RpjvOGz46v+Np2vK5PGX5jmHyhKC5iia2ZaHY3MdFG8/zREFVqyvdaVOZQQJeIJszEDu0Ug1GFn2mKl0NhKziFGTekacvuZkC0NNyOBzw5WvAfn3zB/+XFr1GtEvJZyelox6LIqN/k2EoLUBR78Ao7t9zdnrH7dAnHNdVJxuhrxfrXA/a0xFopWrQONN7SBoMPinKTkq0U6yphvcnJ8prvXH7LcbrjB7vH+EqjRy3tEZiVxajA4+GC7VnC3c0Ym3YSeL1KqNsUaz2RkTDvLo1gFWE3mva0hUbjnMbETvQ9pSGaW+xOUT7oKB8G0qt370jmYk09k+c0ve+1RbOOrlHk1/JMuFgcZsszCEajnJzJw+dSQ4qpTjiYyNVTxfaR5eQHJaaC/A2kc0czFKfEoPqcWCM/3xuZRJvas3loUAEWn8SYRrRdoZb9oB0Ko2rytWfwpmX5YSxmPnUQzXvh0a1MwV0sus7kvqU+jsjuWtKFYvnJQOzhGw5glYv3lGNh2NjvrTkdbXk8XPDF8pTrL0+o3mvQKytAb+QZTEomWcXrmynB9O6P3duJ4O1vDKmORc+eLANq14POLtCMNMWFoht6Tv7Is31giDdOALUg+/IvM4zQ4o3gUnF89LHkHuu9x8BABi2mluHTvnE29V/8vr8zu6nkXpNfCVWruBAnIzHCMLhG41MHWysZYTawXuRQG7IXFpfvb9JbniaAv0tQvrd7vKgxxrEpEsomwhgPxzW+tHSNQZlAGMn40NcG3Qtj7SLGBOjGvftQkIVXHWnKhx1mYzj6cyMWw1vP3fcsjYv7JHbhvy4/kJDnpJ8mpFtJ8a5P3cHogH6Tq4F5qsW4IBJNh3aIPunUSSBuJo5suhJdUnYlwXflmbzpZqdJ39/wdx5/xbaL+dn9BXevJuidbAzagUfhBoIS7LUTbS/KjDZCGdGd0MXEjtMQraE6AT9pCYWlqzWleeuwt3dsPP3ziu2jmKgIrN/7a9iMSkt6I5bGyVKR3sWsL4/44YOcrwaSB1f/xo5R1uC9Rnl5zdmNNO51TyELqcNd1GjrORoVPB6veG8w53U5wXnF4n6IOW5I0oaLyYZJXHI9G3EzH2OM52Kw5mKw5qe35zSNpV6kmI0hXuo+QNEfLMS7iWf30ByQJXEakvdQnJjkWdi+B9v3NGpcoRRCkVEyHTVzRVukNColrhUuCXyzSiCSBnuRDzDW8eGjezajhN33Ora3A+JrS7KUTL52LEHM8VqQ6mDMAclJ7yEsZDJVz6B4LFlS2UsrE5hljBp0hMqQLNWB8pDOJeOoODVs31N0gYNofx923uWigwRBgNqxZO3tr/RNxOBbhd29W0rQOK74cHbPl/MToOerj6U5VI3CaI0/a9irQ84GW5ZVhtZBmoM/GzJ9KWLazQeyf7ivh5z+WeAX/8WIBx/ekFcJZRXx6dk9R3HBy2LKphF9065IWF6PGHwVEWYBX1qiVoCW6uWAetKRjmuOTtY0U8NyOWB+NeEP7kfou4iH37sB4NWLY6HGzBritMXFHr2nK6OIl7FQvBvD5mokur6l/FUNMattn4f2KwXjUcF3Jte8LKbc//aCD6ZLyk4a5e+eSCD4j24u2W1SPpgtWTcJ243BVIqNG/H/iL5LbBx1Z1msBgAcTbc8GK6pnGWxzvE7y9GDFaufH5NdKzZ2SDSpoc9QBNBe4ypDaDSmN9E5Odvxi9EZ2zLhfLildtLM+WXM11+f82I0w3v5u5L43RfStghMv2pZP7a9+58/mFAkS3mG9xoskKKjsoryWNNlQ9o+gDSbe0zjKY6NFHa94N0livvvWXx/uPu4D0KtoDlRNFNFcSGuuMoHJl+36M7Q5oLA7imOLhHa5Ppp0ptWyc/Jbz1tLiYNg6uK6jimGagDcyPe9PTpXmu4+DQTaqqVJsFW8nbtBfmmlqZ0+NpRnMlU0PZBql2iSFeeZiAFXXbnyW/h7teig6HA7qHEpDSnPa3FI1EOQ9CVIl5JFEhxKZrx0TeB4kJRHyHW90EdzjPvFG0ieurkThNvYPs0EN4rGA8qdmVMW8RoEzg7WjNLS5ZVxqs3M/wu+kvF8X8VlwoQTWvGaY33Gt1kvcmLJ5zXBKepdyJH0IUhPKxQNwmff/GAxHb8raOv+N3Tb/hFz36oWstyNSB6ljJ6Jm7K5YWAeV1n+HxxxrpIYdKy+a5D7Yzo6GMBhj3g2kB8Ldb9bdRLPVaGZC5TRN8zxOvvyM2JVprmUYPSAVdYqtcpcSn7uXaaq82IH8SPaTrD7332FT+/P+P5yxPUzpC9EY1PM9Z4q1GA+XDL0WjHqsjgLmHwu3cs1znxs4zm2BCf7aiqCLeM+fGbIZ/fvy+SiVbRTAPjqMN8k+KqjD/8KOXB+ZLRsGRRWrhPiCoBj5eDMT8znuVPjmHk8OtUmvnLiocnS4o26imNjq6KxGBhZ0AHRpcb0qjj9kamXSF1tDYQfbLj7z78ln/18gn+7t1PwoLt348Sko1j+oVmt4367FJP0EKpS+e9y2kHo+d7OnBPS0YaK9MKhXo/Ydo+GTB67ilPNcWZQXmpfdsxB1aW6iDuqcb5be+yfCRMqH1jpIKYlcWrvlGKFIuPY9GMThTdwDC4cigHm4e2z3OlB2Essy86XKzJv16g2zHrJwm6DURbMQzrBkpcvXMxp9Jfj5h/5CnbiE2ZkFwU1K8H+HFHfBWhO8tuZ+Eh/OqTV3w5PGGTjknuJB5r+FqA3+mXDeVZRHkkmt10KQDS6JuS0XPFm9/LufvVwPGPRZaxel9yEE0DoVCY0ojOC6mrJ18GNk/7OKqSgw7YJRys8ZWHwavA/PvSIP9F17tpwkygOvWUF0EE8q383yuhI6lMUAq3iEhvNdVlhVvGoKH8qCZ6E5Pc9wLfIymO2OtwPLSPatlM3qTk35/LphcUK+1ZV0Pstyld1uvJIo+5j3BDD9bTTmTyQ4BoYUjvekFxFcRCPPfUU0N5Kp0uQW50dh1oxor605bzyyW7Oqa6m/DwD1vKU8vOK9I7uZ31LACG5F4OrN2DIIGEXjQ51Ulg/KWSxO0HEmyqI4+PDc5b4danqm8uZNqwW2T8ef6A5S6juMtFgG+h+rCmBcZ/mqCckUlFDtuPW3FUXBjaTlE8EGFneqfI3wR2A8X2aaA7EiRo9HlvFnAmm3x8LZbJzVixu4z7AMC/nNv6V3apX/p/z6nXHXT3MZv7mN1xw2yy4+5qjLIBjhraJiFZKfIbycdRHgkU1mL3vQb+7gf/mu8mr/gD8yv8my+eMvmzuEdqMr59MCY8Ljma7Hh0uuB2M+TlZspns2seTVY8n8/QO4PPAm0X+pBag7fmYCFrKilEulRRnskDKfl4YLd71yOx1fffprTDwOCNZvTcY1rH9d/Qotk6FwMP3YLZ9k56gLOB8ajgYbbkMl0xswX/R//bNMvxwQpaN9JkdalMeNuBAa1otVAUCIJut8OAavui/UgmcaOvrIQQzhyqg24SmH/fC3e/0hBEQ2RK3VMRZANvpgEelVD06/9ENtDoXvRXqqfC2jIcJmPv6lo1KT9684Cmsqh5TPp4g1JQFjHGOgaZWBqvb4aEFzk/Go3QtWb6M0X5ERRPOpqpQXdimz34WcTlH2358n+e897H12zqmObPZrRnHV++esyXPMZlsnFHK0O0VrgTT5fLJLmbKuJP19QfGMKVuJg5J05o1oizKdaLjbOJWBbisZu8seIiuEwxdUqmZVIuDnYBP+rQsSP7PKM6EeOiduiJn245zSvuf3jK7Oew/DRj+UjxzfiY2HR87/SK63J0uF+35ZDaWZzT2LhDqcAwbtg83bDr95n2h6fcfr/j/Mmcx2dzGmdonWFZZ5xkW3GlrTWrz49kf/vNgl95cM1n4yueF0f89OaC3TxDFQZback8+nzE5+/nPD8vOB7tWLY5X/+zp6K/Gzmh4KwMxaURQ4GJZ7PO3u3iQRzFtheS3SVOYYrySByyvEWcC10g2opbYLxsgURiAEyfDZjK85cslWSw3TmqmaF+qEhWoIr+UFZS3HQDRXbvyO48uwtLdaToxtKsVMdWDIAa0V2pDrQLhD6zsttThAslQv3UMP2yQ/lAdRyLm6Pl0MAFBdm94+RPVlQPR9QTQ7DStA3vZK+qZ6K9UF4xeB04/Zd3FE+nVEdSZGd3Hlt50uuabhSJNX0u4KjqxCioG/ySXfRUzl68Aq8wW33Qiu/1KKoTCvfeXCjowO5hz2bQb/W0eNCF6JaFah/QQTFKa6Z5yU00pCpjbuZjFnFO1xpUYQm2R7Lf4RUUtKuE1zeZCPc/kIBlO2w5mW5ZbHJ4FWO3cj7ZrzPWn0rz8/P/7/v89MklH13eMIxqhpGhai1+HfXsoZ5hEXpq5jrmZn5MfG9IG5n0u1So1kqBfZGigsgaulz0pegA1uNPPMVYcgftVhOvFOrfDImXMpWYZxFu4NG10KBR0qDXu5gsafnZ7TmzvOTvHv2CN8WYzd0RykP50GG2+i27ZwTDvOLvXXzBny4e880PJhjtmY4L7h8adG9+kaYtzZHHtYY6thAgvrF0k47b+Rh32QqoGXmxmAd04mBlyV8r1h87jh4v2VWC2KtOWCUu90Ta83o+prvPoFPMPrlFa5mKlScxvo6o+/9MIlNCpT3eazF484bJoOTqLH+nawdkGlUdBQFATa8fLwWMkQnY25yu5kRqw/y1mGN0KQxfBGwdqMdCOTY1h7O3nujDQKM6lUn0Pn7INDIFa0cctJibR5bdo4C3gfwqUJ6JlEFyUN9qZHcXmvJcDnVTQfo6EC87Fp8kB0aQaXraY98ktkPN/LdPRANbyRBh89gKe2AcMA8KPjhdkNmWeZnTOMN8NYBnuQxohgIeC8VPwNXtIucrYJKXrD6B0owJJuCtUB9tLcCX8uEQem/rQIg0d9/LhJK97QHxRcvyQzGsQnGwto82AmIV55rqWPUGJ8JMQMkUr8uECpneQ3ov9NLR1z1V8S+43kkTpnoxoU8knA2ElmUKg08CIe8kq8GK1sitpQGzS0O8shz/rKPNNJsnmm7sGYwqdgE6FZFdGZpSWnJTKFZfzVjkjmgsxZXpC6GgwOc9AtspQqUJShMyRwhSgNpC0r3bTBZ4MofSqrduL7u9uxWHg9AsLdftEWYnm83iO33HXEF9JJSMaC0j4/pIJmHdSIo0u+75/UFQVVtAM+1F8tuI+E7Q5+rM0Zp9cG7vDJVYrhdn4sKyp5ZbCIUBG9g9kjc/Wim605Z42NBsYkxte0cvmULYXZ+LAHQnLafnK26/nRFtBYE0vfVyN+jpExsRlZtadEF29+4pQShIe8v1vV1+vBQbUB+Bu4+Ze6EhePtWmO6Fxo0t5LUfgpS/1bg45x9ffpf21PAn9+9BoykuJaekHXtpjr7KKHY5i2mgmzh2asDrX5yhTyvcLoLcE9+bPmBSHkB/XmPjjmqZMv65xcWK6dc1pk3YPVC9JlL1lvjSUENv9x/JDtnmitWlRnUiuh19rWnGUJ15fNojQo1i8scJ899Q/GR0yXuDBT9cPCSJOqo4UJ0IX5pOkV3L+P/214XuGy9lrWc3QTZMLzRD5RXVCVTnHXrUsrMJF/8isPzIUDz0MqE1cnC7HDHIKc1hwtfMPPkrQ3hUMhsX3N/PJA/rrMaVlsHXUb+Bi0vTPpPknV5B0TaWOO2o0oimjsTKOda0tWVyVJFHDbO85NXdFNZxT11QZLfg1vK8uCzQDR2bj0C5IR/+1zsWn8T8w0ef8+eDHb/4+hKXeGg1dmX69RZoJgFOa7qLQHudMr7YMExrVkVGO2swtzFdnXNVyqFv0w7XGIZ5xePfvOaHzx5hk47Jb95z93qCaiR3DRuwg5Y8r9l9M4FOcXS+4+6xRVXismk2mvI+42hY8PHffM5X75/g3uSEecKfb5/I/Ukd41nB+mrUMxO0FMc6oHTgq6tTzo/WGO0ZnBS4VxPQYohUXEZcDDZUzvJiMeV+PuR+KA5sK5Uy/Zli9XHgg/M7jpIdP1o+4MViSnGfY+dWALSZmLZs30MKpS+HvL6MCZVh8m3oUVtDl8n+nl1pdp82Upglfw2UMieN1N7VUMI9JVh9P/0KRnRRpnS4zFAevf34/sAG2SMkN0YiNGx/Fgaz1w/0G3kQimAUC/2wyxVN35h4q6hmiuzOE2/29sryDCd90bx9r3fZdaCdohnJxMpbdZh87amI2gU2jwy78yOiMvS28lLI1UdS2PlUpn/RShq43UczFh9bujyQ3ospTzPQRJklaNGmDK7kjFs/tvgEASW2co7YrcZX+uCKmCxlYhdtpAEpTyy6EzS/maj+/vUiad03X6p3h9PgRo7tSIx04qDYbVKu/s0F3UQciVWncZ2CWvWRFB5Gfz1huyp1kqu4jTE7TfTG0I4sq0h+f3PS4U2fn7Xtp6nLvi66TXiZTfm9h9/w/uCen5kL5vGY+tjTDYS+Ga8Vu48bVGkIiad+5DALS3atsVeKrUtxFzUMPcNHa3ZPEsJ1iq410VyykepjT/SgwB47imVGN7Ak95qjN47duSHaavxpg5p4uspi7yJMqehKw/qrKeGkYX014o8n7/M3Tp5z/cGIqohRKhDKVGJZdrJWl+sc/0ChVWD4InD9ZCoTfgNeBcrSHmzsdezAekziaALoQUfwSE5iYSU2qBFTkmjU4M9rdm1KGHZ8enTLl8sT5npEGHVk44rpoKR1hhAUddqyeT3i7kdnnP3qNR9O7vjnf/wZyimagSOdVUyGOzonMTgPx2umccEfPfuAcJ2iondf94QoHJgl6ydCtz3k+4XA+HlHl2q6TJHOobhUBwfBeN3ruraBbA7Fiewb0bYPaJ+KdilZSJbVXs+0j5eItuJY2I7krA4G8tei8V4/1TQzLyZvlZhW1BNNedbXoDpw+gPP+j2DqQPFuQwI9oHF7UCoi7YU58MukX0lnYspxu7CsP5AqNbdZc37J0tO0y2jqOK9fMHX22Nx2J147EYz+3FEMxagx9QweAk+ill/avjd33nOZpTwx89HpDea3WNPmLW8/KD3ZvhCGrD573lC5tG73k+hEKdfAtx9LxPQeNdHC/WNr0sUtVHUR8JM2jOwkjkHtoQt1QHsqqe9rrZvNP+i693khDWQ3Gnacb+pz5y4sxU9Z/0mIZprIo0ULUiDojt5sdXU0GUQrWHwjaGcJRAU8cIQbWH0uaW4FGfC4z9T+MjSDqNDQW5qGZd295biwgiAlksws+sUeiQted0l4DVoRX3kMZU0IT6Rzn0vrO5ShfJBXAWvNM30bWZXeRFoJ47pTyXMWXfyQIAI+kA0N1EfCl3P5A2qZpKfEi8VLjOEONCOgoSvjiSLykdGgni3kL/W4uanxBpY95xX1WqCdYSHFV2jaU8VNutoy4j4TUS8lPdkbyKxHw2rAPYu4n59THYroqJuEIg2qs9TeitCd7HkKHj7lobzrq921KOpPQDVjEWbpyJPaDVhK00RsUfdRQQN6087opUhuxF9RbCC6pbnEh/w858+pv7U8vWzc5JrS34ltB7d6IPbWD0TRJEgJjDprSb+XNLa1591tFPfO3d6/KQlTjpcZ8B6Nh867FazeZoStLhpRluhse5z7lTfLOpKY9ayXvchqEIplPdqHyKNEvqN17D6RETvX92e8Duz5xwd7/g6PeFPigTvDFoF3DqmHStYS1MQtDS0e6cgFyF6ub2BhQ7ERxUPjla81DM27+WyvlqBgOyuN++YOnGdLDX5a1k/7VCxe9rx4GjNfDMgvTG9I5C4oHV5YHcpz1O8ELcj/Y7r6BDg9GjNYpOjBy2zyY5B3LDZZvhNxEsz5eJoTWIl0NXlGl/HQs0YQDP1QlXRAZ11HB9tWc5yvrnI+c3ZC16VU262Q6JBK4GkrTgxonpnqiSIAUCh0Cc11jjefHFKGHbEeYt63DIbFaS2Y1WmdF6TjB2/evKarzfHhFaTTRsGcYO7kADmtrVU64RuGVMExfTDOU8mCzZtSn1m2G1Tks8zufdjze1qyC6NiSJHd1zLtK02qEZhlzHlVQwnHTZyeC2UxuCUBMluDG9uUvRZhY0c7js7Vk1Pe24tzxZH7HYpbhOBCZQmCEBhA7sHCh95vrk74huOaO8yspeG8289xYXC/f6K753e8Ho74fYXJ5hSH/bI4fmW+W+MSG4NykkxUj1wqFZBoxmeb/mfPP0p/9t3u3wAKVRsHcivGnysacZyNpla3Lz2l0809djQjgX0i9ciPHdpH36dKaJ1IO4F7EHJGlNOgs5dzKHJs4UnGGmgxMZZEOegpaBNlh3FeUQ9E5rwHlmWPB85R7Jb4QmXx2+NaNK5FGWHPMhEcm3aMUQbxfi5TMslszMQrJhfyMMEVa2xpe5ByJ5u4yBeud6Yo4/nSMRVLlmJq2Kbq4NbWzuSCV6ylH1Iud6G/sj0tGYozuV3pPeB3UNBmdM7aWKrY6guO6JZxSBtJZ4xKE6GO+ZFhi8tYegJedfvAaJx1m1v0FMq3Fz06O/yClGQRqIPhdet0PhUELDBxwGmHS4XvXhVWrLLLdZ4NqsM1hFKBQa2Zmhqcttw/mCJ1Z7XN1NGzxK2T0BVhmihcblIEHwS5HzsNYpuExFSx+Vogx9t+ao5I+ggWX91z37YxdhJiUkdzinq08Cb3xPqOlrOWBX1WWK9tlo34rrs72OIxRBtZCSCw75K5IwYd+weW2FSjMUk5F/dP+XrLy+IPoWj8zWbXUq7SVCFQY1rjqY7sejfiTlG8IrR+Zbz0ZavXpxJ5Eil8ZEXTZsOaONxTksD5xVfr465fTNBm4DaWeokYqXgfLzho/EtmzblXy5z7LXl9asjqtYy/MawfbLXpHnq1tJ2hixpSE1L541E5ZzV+PrdyzBwQq2M1kIT7HIZAPjebr2eCUA4/sZhK087tL11uzznQUlIu60l5mJ7ooiKXidWc2ha9rVjshLjoepEWF92J8+L0B+lBkp70xfdKFTNwQKe/dS7kkDi8lgz+7LFR4pW9/TxRSBZvNV87gca05+tWX80QnkoToVl4C4rbNzx/smSTyc3Eke0mzGNS766OZE4BSPROenCYWrNrmequUxRHQUYdqzalElUYS4L2npAcq+pjgIqdrhZYPWpTMXtSYU2nrrL0EtLVAhjrUulCbV9luw+0kVygUFVQe5JKiC8bnvLfid0YR/JQMal0EaS5+ujcIgm+u+7/sqaMKXUfwn8lwB2MiPayqa9feqJxzVdY3AmEnRopalPZCPKXxi6XDz+XSrGEcrtaRf9ovk2JWT78Daxve0GwsXcjwUPwZMeogJZQAtPvBa7z3ViiBeactIRpx1NZfGpp3zoe6tW09ttKupjR7yQRtD1FJBk5UVT1Y9to63QUoKG4TeW7M7TZn1+w7Hwmfc0tP3r67JeOxMHqhNFOlcki0B5CWbc4LYRemOgkgfe9QK/3SN5XbrdL4z+YQl9IW0DNuoI3mJepLRHGlX3OVeOQ0GsnLj0+QiKJ6Jri+4sIZIFpLsgKGYQwbMkgCOTsVQ4tu/K3e6X1485nqLbtxOudtT/3kZDKRa97cwRzyrSpGVdj0Q3ZT1hK5lu+0DZoGQDwkM013z91TnRQlDd9UeBeN5TXEcSobAPt/Ze986JsHso+Tdmp9+azCRgE8fpZEtiO569PiF6IwhQc+IIkSe+tsQrQc27TMTVpoRsHXj4zyre/K2MZgLbXvMiVqoyIbM9Zcd1ks2zdx8yryLq9zwvqxlaeSpniWPHbhVBKYG63UDQYG+lgWuH+rBudcdhkrdHe4q7jLtYJjLVaSC7El1ZM5P1pwrwxuBjmaj5SDYeu1O0ieL6foJ6lZI0bxtHdHgbibDeG7zwTuiI/+7auZ2PcT018vbVlFunRMxvIHjFVa/5S5KW0bhkXRq2jxXq6Y7ZoMJ7TdVEOKfYlolM3T/a8sfPnpDljQjV5wYdwCQBN+1QZy0uiA212gm1dzwuGac1y1YRWo13mjhpaTrD/XJId58SMscHH71gGhW8WbyPzjqM9txtBzS1pa0sqrCgA2baMB6WnORiFV90UoiEVU/lvnTE56KPAZhkFZ8++ppNm/IvfvEh0X0kDWM/+crThqYzFL3pR7BScNmdotlGmKmjaw26p8EWVSyAllPifqZ7vVevhVGnBaGIaa8zkntDogR1lyYl0C0yfuYv8F7hh2JZnj/ecDracr/LCZGnHSncyDG92HA0KJjvcpZXI8oy5qYe/UVL4K9s/UTD2SFPpplK2LA3EG89yVrAMxeLBiBoRbJyfRSFImixcPeeg2GOqYSeCEJlaYeyj0c7j3KSXWN3HlN7XNbvL53ssXtdlksVbS5cIlOGQ1iraQLxVoq26vhts+Pjt4VWdSyOjLYWEK0ZyvPb9Vby27YHTEZeaD5df3aUfVRJAuWp6NG8lf2rHguVyRtNeWKEPpnJeZ0sxDkxKLkXppHXZWr+LQe0up8a7nPIhA4UDjbUdrcPOBXjAWKP7p1njQpUreVqPaLYJahaE200jTXoUStNQxsRKolhEFqeliiId7l2TmVfabaxSMONoOi6lgmWcoq6Fa1mF0RTPLKOQdKwvhmS3hp2asQfxe/zYLjGow7GTARY/LpDD1pCaQlWqIR74yeUTEODDYy+MnSp4XN3eWhSzLDFWU2IOpQOKMA5zdF0S5lHFM/H/d4dYNxCbejW8cFMxVsIiccnolH3JjCKKn47f8bzR8f8v29/BdXJeesGHvq6RFvPrpG1204cRgemo5K1DnS5ZTbZcZQVvF6P8YsYnMJeFFyONjTeELwSS/lUM5iV5EkjRkBL0WfvTVtuf35Cdq+xFVTHgc6l8LjlPzn/GX9v+FP+cPtd/jgWNoCZRyzskCzt66m5pYxTQqPBBpLjjttyyM16SLVK0Kn7a6l7otGMZC51o/Jvrem1AxrehpmfaEATjDzL+xiIYPoMrsrTDHtvBS1GHbrpS6iROoSfb96TWkmA00B5JkydwWvJ99o90NidaMkL32fo1qI171IYvvIH1+QuVxSnvdPqLmB3gcF1R3otFoX1SUY7MtjC4xPL+PMN2w+GrD8A92HBbFQwShoGUcNNNWTbJsxLQeC7RiQZqhO2yj4GKNrST/qkfg2N5tV2wjoWI5b9425jR9cYbNqRzgqs9nReE4LCT2vanRgp+bOazRPREiarfmJxqCV706ZtIH3RsXkkUotg5P7uhwUS2dHTrGNpfIvJX173/JU1YSGEfwT8I4Ds8nEwtSBiqlO015mga5HH965/tlA0k452pA+bcHYtgvhg5ADzQTrn7FrQMG/ANhwOMlsKahaMdON7m/l2ILSGaKNIlmLhq9veSrMwVF2G6hR2p99maVXyfcl9f5j1xb8tIS5Cz8kXmpigBfKwJHNFMhf0cZ+B4m1PxXSgnOpR1L4Rq8Bn4oJYeyXFfalxdwnxWhOvFV2qD41BOwwHCg9KMnZU0P1Uqn9gd4bapRAgXyq6gT4gD3t6zH7BuKQ33IgCyniClglefuVB9X+f6RvISh7i8kTjEkU691THf0lL/1e0fpKnj0KXgTuS6ZyPpDG3G4Mpey7uhTxY2952eHBc0NQWXcWHTJy9K56897KxxTdWEMrHMuv32xiXBMKjijxrKLaJTAQU6FspRLpBoBvLFEh52bh1B67TWO35bHLNzWZIQyKNowcVe1wKDf8Oeh7JezD/LO2zyjztuEeaPPispx/22Rum7KdnPZ87WkM7ifjDrz6WIE7jqKsItbFyCB61xHlDnSVi8Q80s0Cwgpjtf79LxXXNFtKcbvMMHXnas5ZkHstkMPO0QyVmLrHERPhI4TLhQAcTsGuNvssOnOfQ7yh7AMAUApa4FHYP3n7+na2dJ4+C24jphOqU5KDZgB+4tyiqCpxMtlwO1hwnO/6w+pguc0yyhvndCLW10qjYQJvLVNqtLPFSs3toUb01thxwCtdoGECStBLE3ls9b2YiiglRwM4trtUUOqYcdIS+kUEHzrM1z3bHtI0ldLo/IJBJldf4nUxOfZuwfpWxOBqhE0dYxvKspo76FNSkYTosyaKW1hmGcc1xtGPR5KitIb1RrL8vAcwq8lyO19TO8vU6RW1FF+QGHjfznF8smSQVn397jnOKi9GGazVksRjCKpImLBHwx6eKQV7z6ckNv7g7Y3M7FR3Cw4YHj+Zsq4T17RBVG6pVIgdqIsjkNC+52w4ono9J55p24okmNUeDgkg76tZKsZV3fLU6+atfPP/O+snPHgfJvlP4SB/oOr57ywzwsUQz2FKRbDtMY/BVb9fcF0qmop+OCi0LBcm9NHc+lgmSNDa9M+Lul9eUfK+L1KHIRItpiC2FAUIIPfAoAFE7lolUXIgmVtdgDNhdIJt3BK3YnZu+WeQQ1FyeCvAWrIBcZtObv/RygW4QxJShUyT3AsS5VFFPDF0q8Q7NWGikthItS7oR97DqRM6+fWaa7ME9RtP2LIusb+DavjmbyjO1/z1dDu3Ik00qHs5WRNoxL3NWy5yqzER7upJ92RQaFxswQSJf9mdf3Ts+vgM9879V93z0IPhvBmIMkYh2dq/R9VEvySpE3xhGHa5VrJY59UCc3oKBaKm5fT5je5bwcLZiUycsVgNCaZleymR85xXthUetIwEKe02YzzzBCJtl9K1HdxHFAwG7eZ1igsKn/aQ/QF1Y2qRlmNbsrNQk0XnJIKtZ3I3QKyONZBzAeFTssElHaxL01vDn84f8p5Mf8Vujb/iX50/YXg/FgMp6cAqVeMbjkrvlkPy5pT55+wZ0ndjZL1YDNkVCvRMnR9XB5KOSUVzxw1cPyL6K5fuGjixuyaOWwsY0rWS4NlOP2onxWn3iCQsxzQq5E1db5ZnqhkS3RHFHdepQjSLsLF0mTSud2NjjFTZteTJdEJuOl7cziQrYqYPb5rtcP4OTx0H2ADmrRQ8m+47qf7249Ukm39518+inHe3IUA/k+VMjjUsV6S3Ea4/yAr7kt44uszT9hM0l/dRr3YNFWd9rekiWjtUHAuR7J3Wo7ydi+2xQFyvSpac4FwZMdSwBxtm1BIoHo6jOc1DQDgz1RGEyTT0xmCawec/QnHZ8cDbnMl8zjUq+LWb85OqSapHK5OsyYCJH6CT/tp7Ka9XtL1H8gjRk+lnE9eqc10ctR2dryqnDNIbpuKBuLU1raRpLA2gdsNbRlhEMPLo1Yk7XA0BdP1AJqt83+kasGSl0a3qwDEJP8a6OZR+3Ow4B0+LUKEOXv+x6N5qwflrTjGWjjZfSuXbjt/zu9E7Jgpg5SDx1ZLA70x8wHGy3VQfp2hNt99kGYg0fr0THIaHGb9EgHwF9MrfQujTVSV/Ie0X2Rk61diSHWLKQor6egRs4UBblxNHJ9JkoKBmb1lPRetmdFPV7B8e6RwJRbydxvrffVV5Ek6bqD6MgB56LA2EMbX+/kntzyHTYN5PdWOzFxZe+b2JjfciMCVo2dbySIFQdqI7FFVBvjXDoVa+P6znNXS4UUWpNsJIvEa3fTh1NJTdSeUE82kxMJmSBqUPH/04vLw96fdkxOC7wXlEuU8xtJO93DFQGs4xpj2V3aluDNl6mjdkehdgbQYQ+DkA2tnbc3899EO/IcTLZcTlasx6m3O9ytsusT54PJAtNPfMH10PVB2H7dcRLOyW1LeOs4vXDHFVI8CmVwQ0cbghupw9UGFMruqHCf7bFdQZXGdTWHpp2Eg+deQud9NIIvDRO7gxC6vG3Keuk78w8EAuNNUqFJmfzjq7T6EooX97C8IXqxbc9tdT0JiZB0MGj79zzwfSef9V9SPoqwq4M6VwoSFgp9ruxAiXFRTfxmI0mfxMOaHerheakPAdjEt9KMGQ77cXh7/LSoIctwSnsmwS7kby9/fp324jsdMcn01smUSk6UhNQScd6k6F29qDBM43Cb6RJH32jGbxxXI8NbuhxE0eoDNHCSDMFJFEn2V15Qos0UpttJgX4QlEZ2dR8E0MihVgyaLithvzw5UO4kRDVdmDJkgajA94rGtVTqUJ/KK8tqoswLbRHDpN1OK/kUHGa1iU0nWVdJdzshsyXQ6KNpjoNTE+3rDcZx7MtjwcLnm+P3q41EzCjlvPjFbO0JDUtcd7SbGJ8UCLP6WkhIXcoE+hay2BU8WS6YFlnFFWMP21ozwIns50UTXUsU+q+BjMrC9rgBp5VmbK9GRD3+lvVKtoi5sXdVJa21/hMiupV+a4FhRym/sIwUIfgUJf0Dfc+7yqXJk15izdvgcM9LTHeyL6/N5rwkRzgrj+rfCQUINlPNSCFsUt6a/mdxLj4/fNZB2zt+0BThYv0Yeq8N8WINjC49rR5f84ihUE7MBB6VoPuNQptb02dQJtLNaM6KWzjtZyd1awv4FUglKZvTJFG0u4DSvtzsB+K+kSaRx/RZxJyoMA3+u2ZuGc66Ba0lSKqHcjn4qUUON1gf9+hbSyZbUlNy/V2SCgtdm0OZkQul/PdziN0Ix/THQf2yP51vsvLeyXygoEixF6mDJ0063g5j0zZN1t5Q7tMCU6jdSCaVdRxTHQTkd5YSp3TTTZM0or5aoBqFVUTcTFdo1Wg7QyVDrShn1aNO6JcgMXdwyGD60CyCGw/9Jhxgw8JZvf2TFGNxF0sb0botBPmxrTmvZMF9zs5x2wh+3anPKSObFgzSBsWXuNKw8vbGf8o+Tv87aOveP9ozs/KmK5nIBBLKLJSAVeJI7RuFbsqJok6gle9NbwipAgAUEnEzFFWcFcOpUDugWaAXRVTNhHFNkGX6sCUwcj0LehAcwR+1AnNsjN8vrvgj+yGfz7/iGqbkD/YYrRnu02xL2wfIB6gluY9zRrGcUnnjUz8a6HJ2ln1bhdPf4l5hewfydrRDjTeKKJC9gMJIe7BdB0wncJlMq33lkOe4d6dWZoGea7qiSa/cXSZEYfsjUzTk1UQq3trhGboAy4TXXk7kKawnThC4glGmEi62UdXSG2/n3KbSr6+SxX1RPwOVBeIircMonqqqWdQPehIjkoi7fhwcMvQVPxkeUF1m5HcCv3nxo5BCcASrxTFRSCrxYFWN+HQT9hdILuB7AZ2D2PqWYTKOoI2bMuEYVYTgKqUs8zaFqs9aiv6RLtTJPdW6MNdn00YSf1iqp6qGfeMsWYv55AJY5fK9F53PXDUDw6itSYMxc/gL7veSRMWtGx43SAQxi0NEbZUmI3YlgYtgWa2VLSRQmcdLsDuPWlG9n8kCsgFYcvvXJ9JoomcjF/XT6Vx0W2PEBigFyDHa1mU1WmgnToJed4I/U+maDIpUQGye08z7gvWjAPqkCzlEKlnQs3qMn8I9m2HPbpnxF3OFArt1MFy2JR9QGbSB80pyWJyeZCiWUn2AAbMRg7UdiTdsynljVSDjlAb7L3FpwHVWnGy2e7vT2+0MQAfO3St6Y46zKAlFOaQgu5ycYYyhTw8PglCKYhkY9Sd2B3vBZnRTh7ietLriNLQU0R036S946tvRFUim7i1/rAR+0gK6uyVJbsJzKdKxKzPB+L0OOloK3v4ObbqHXia3p1Py8fNQhofdyJ2vEUdMbc5AUHp9pRQ5UR4KS6fb2lGyve0jCblF/UFRycbHj+8Z1WmlFWEu8oJswZtA05b9p7ofiNF+4PphrN8w49eP0B/G9NMPT4NJMMalxq6KkM5odPsHSJdHvCTlijtaCOLmUeoVuHTQPxwx/Fox916QD2XCYzKOnywoKSg7DKZ8CkHSklT1w3FBUvXitR2/BcX/5RJVPKH979OvJQpb3WsoJNDE4TaytjDqIVd8lZD2Art0hxCCwPtzOOt0BhD6t8NH/GXrijqiOKOepliNz2i3iCggwd0YJaXrJqUN8WYoo2p7jLQYtYTBh36yMlkemUOAYxd1k9H4kA0rUjTls39gC7XhNwxGZVcjtaUXcTuOGb4uKZuLcUqE5PPSCZiwQTRQsUwPd4yySperGf425T8Rgrb5sjivcI5jVvF2K2Yc4SThvFsy3I5QL1OJUj6uCSNW5atJknE8KjprNg+14ZNbdClppk5zp/OORtsubKOs8GW0kXc7gZS/E8c0bBhNCyZpSWvVhO09hjjUYXh2e0xzS6WBvWoYTCoJJusNgyPaqx2fPXqkq605NOSQdpQNhFf3Z+KJq3VYtjUiu4hGEVlhRKl847mMqAjJxmOtaZtUlTqOD7ZUKYtu0VGFf0liZd/RVdAmBa27EGogTx73qr+rJHJepNDearQjTk4kJmmz7wppdt0sSDSoquF4lzApWgnB7xycsBrJ9RGAj29RSypo608ty5RPaXord7qoM0Nb6NMoj7kON7IxLqrRWtanShxvqt7dL1PUvGJTPhcoqXIijw+6g9exUEbpktBfsvHndC614auRfRB8ds4mT3w4lLZb5N5X/wdgwugdW+eZKXZjDZit29KAQHrmTpoVrqB6HPFcVHRrWI+t6d4r2h3YnphSrkHv9xcRStFOg+90Yc0g8G8dXJ9l5cxnnYiZ6tzSu5fIxTRPfUyfwMqaIqxCLNHRzsS65jmJXoWeNGeYq4sutKsypSPju6YjzLmm4iuNfzK9Ip6bPnXb96jjTzqvGQ0LLkcbei8Zl7m3L4Xs76NxfV51PLJ5Q1XwxGL6zH5UUGetNzdjAml7pkhEfXTms8urqmcZb3JiVZCdZS6SuNHEIJitc3oaoOyAe8UP/jiCcffK/h4eIN/oPjZywvCIhaTidiz3aXgZeLqho5um+BzfQAzQ+zJhzW7oAg6ws06tAq8vJtCp5l8/57VJsMvEsq7XM7CVtCOZhzEqnzU0Gxj1Nb2WU5ir69ix4vdlH/c/Qqf35+iY8ffefwVvzX8hj+Yf8af/eIzkqXE9NiloZs6us7w8/k5611KWMTyTHkOeWbv9FISeeEiRVR64lVHMBFtf/bUY3Wog3THgbK7vZTJUtCit9zXb7uHwiAzDYy+hs1jzdkPWuK15JHF60B277Clox0asWM30rxtL40wSCxktz3QMZBaMl5KRqhLBKDfT+5NA+kbTztQlCf6wOA0nexJ0c7RjAzriaF62PLk/VuUCqSmI1EdV/WEN4sxdmv6aAxFtE2pjkIfIi4Njd1Jo2irt42nckK5jrcBH2l2PxljI6mlm+dD7s8ibOwOaFFTR7StkYzcQmrE8bee9VOp87pU6mSpiUOvkRdmnK0Dne4lU52cAwfL/6Hk/JpSkSwEfP33MVnfTRNmoDpSBOuJ85bOetx9QrQWR7ZuEAgPK/wyRpcKVxv0Rl6KqXvKVC8U9mmgvFDUr62ID7VQzZK1bPxd3iNMfbEtzY3YucZrERbanX0bsJnJoTd87cUEoUcNh6/EGrQdir1kUIpkLZxXlyIP4k5ev+9NHKKNDFSqS+Fdq1KcrdpB//oHkg2GU9RG0Cp7GxG14rDXHPsDuu2S0NvCKpJCDEKKLOqdFCU5HC2TC5e9HSMrB82lR49buEtIXke0H3T4oSPpUUG/NVTnDjcSW9c9hWHPq7WVp+1kyrfnI4d+mghyD4OWgyy9excr5t+5rOiJtPUU2wS/i7BLKQT273W8Fs1fem1pxp7BC0XZRjTHTprLngaj+8LD1OLSV144kjtD9kZTnQXUcUfXGoqbAWUzkmc0CmBCX1DIQTR4LU9SPVNUx6G3O+0R5Uaz2uRE0y1Z3JJEHbfLlCRrsdbTRR1aB7rW0LYJdmO4XUtwRFNEZB2E44bZbIv3GpvX3JUW7SJMoQ6bqreg2hhnI4ZP12xLA0cOmzimw4JxUtEMDLfbRNbZSUHIW+rXAzDCW86uggRCDoXGFFqhFboMXrw+4sWTYz7Nr/nDpwXVm4zyMoCR3x8tLPFS1n/5QSNC4nuZAkfbcKBj7em4Lg2oWtZOderR2bt3t+ucIXw+JKulgW2m4HOPHrWMRxLq+P74nv/2q49wW4sZtWSvrbgZnTioDWERMXitMTVsPvSoDnbfaRj93SXHzjBOK4o2ospj2k4m0dsyYZMkOK+x1mN0EMcw4wmRoroEHJhSKDdq0PGb5y9JTMcP7h4Shh3tIBI94s7iVynxRr3d2BPJ+CmqhCjp8AFBaXXgt85f8ovkTBDynutOCo32tJ3Gjzt+65NvOEu33FRDqtbyfDHjLhnQOcPJ+ZqjrMCjuNsOKDsxCNhsM9pNTLTVtCo7UOa6naXUMTZy2MhR1DF/evOe0HijQPViRHVS4ysjUy84gEvxUkIsNx94kgc7Pjm9ZdWkOK95b7Tgm/URd+sBWgdORjumackXN6eo0uDSvwZxPLIvtkbOk/Re9sQuE1At3kiwaDC/TO9Vos9ay9fWI91rAtSBmqg6aXpC34h0AznETS37imTSyN4GUM8M2U1LPbQ0Qylo4o1Hdz013vVavEIas2YSKC4DzciQLALpQgqSdtizNrQwJaRY63VmQ/qmSkEwtFOHywMVUqtESzG1sqXC20AzCOhBh6s1cSVnSDsKuKHHro2Aj42cSdnSH0LcXSJAmfwwenqOUATjpdyT6liJI2alqGdQPuywkwalBbgxXlPPM9Iri7KiXYm2b3VzunkbRr03C2kmHM60v8wi+q/q0koYLslcpifNeYevFT5RNGOP7hTj5x31VFNeGs4/umMc13zx4pzhtOA7JzfMz3LKaoTqYPF6wp+XCa4z6LxjOKjITMP3Bi/ZdAnfrI44ygoe5it2Xcyz9RF3t2OoNZsPPPkbjTYOrQJlHRMNGz4+ueM03fKvO8PufioofQCXtjzIV3yxPsW3Gt2zerqBMEXoFPWLIXariIw0/PUUdOL40f0lf//yc/7HZz+m7CKeLS4xW40ai4GGWVpxsft4w26XUi1TzMqQ3muqU4Uba6Kkk9xNr7jajPC3KaZRbCYJ3mvMzhxkAN0gwIMKZRwPpluKOqbZxAyfrNgucwH6OwlBf7WacB8NyOOWv/Pwa/7z2Z/yYbSgDYY/+ZXHVDcilYkWBl1pmspyu5wSX1ki3Tsa1+8WONxfXkNxpvtJu6Ga9cCvgXYsz2u06Z0n417WU4rmsR30dOQN2B4E0q2wcXyuaMein9s8tOhWjDy0C5jGo1ygnhhp2CqIoQfCZcKc3znaV5bCR+DfSmtMLUZE3UAmVOmd6r0PZFJlqnAIcFZBQC3TiCnP0YMVH09uua5G/PbsOXWw/Mvbp9R3GXEjWK1uAkfPHcsPxZDE1IH8qte7WgGyqlNpxuO1IruXkOnsHmZfdFRHlu0DQzCasEuloYr66VknTq1aC1C/v1QntO92oPoJnwwp2pE0YulcmmRTQ5u/BXaShdTPIZL1Em1kP4pXgfrof4BJmG57NKzSNMsE1WkGrzXxMlCeg7+sOJ5uuetGeBcJSuok16F4FEjfSDaMbhW+FKStmb7l1qd3gfUTfXAjDEYQuf2GbIs+m8jA4I0EzW4fGDZPvegYNprsShP1ydldqjj64RqfWe6/lzN60bF9YKmO9IGjn93I4t8bGrQDRX4rnXOIPNSi7eqG4cAj1ZUiNAbTiFtTY0xvAS9OiGbX00UuGyhlE9hfySJQXMrXqo6DTSbIwTP9whFtPYvvRHBaY6wjVJIBtk1SwsjTDgLHz/rQaSzVxy1OB2wRYyuIr+QBrqdiRT/5ohdin4trpS0V8UoO1fHXPdf13Wjj/ztXM/YM8pq2tdSLWBBXK9qwYAOlUZhKEDXTSJPqEsmgC6OWtlOE0tIVQnMYvFY9fVPonPsHrNrEqNgLFatSvVbRo7RwqtefiE388CsrLjj9VCpeSxFWnQaiSU1XW25/fiKo+UmDGTfkacNyLjz54bgkiTpWtcXXmrqIuAlD4tcxzZHn8mwJwPX9BG0cyaimMYFuFRGMZvws9GHhYicdgiKa1WRZQ2wdzkuQpvOa4axg2wxxRUyoDbOfK3aPJOtu9NJRnUjTMXoGg2tHMxDaQHGR8L87/nt8cnwrrlhRIL3cYYxn+2ZItJLJmGjUxBVQBSlwlOuLyP7AMq08vy7uTWX6EM+eJ/XOLr3RzH4WuP8++FSmiMEEtIKqidDa88XylOwHMi2szqwAIFkgvijoOkN0lRPtpIA1/SZ89Nma786usdpRuoifz89pK0t8J1k1XRbx/P0cNW7QJrBoLBenK87zDT/46j1oNWHoSF8ahi88m3XKP08+II47us5gsw5UJNMGp0hvFMkyUJ4q3MgTUoeqDPVVjpo1+OMOFXnKXcwffvUxChgN31oyR8bRBIveGcxFwXGy41cHL/hj977oMZzmeCCiaR+k8FlfD4lvLavHOdmwRhspinwE5rgmetDS1BGsYrp5SjfoMLFD635jigLZV71JyEgasNHXsodun3rco4oySxg+FxMQax235YDlLuPT0xsGtuZ2NaTZxZycrflwcsebYkxdRITYM5vsePZOV0/PqOiDSdsBpHNFvAqHgGTlkCDUDcw+rynOYzbvieOgqUVHi6IPRhYQb2+GU1xIwZv3mZMqCHCxz+9Llr27YKzoIkV1HNEM1WFCZEspYmwZUM6jHURbx/B14O77seTasHfPDdjKUzVKqI+RTJvidSBZCfK9/EjTTALJQnHyw8D6iT24VSrXazkzeTYGLxTRNqI6E/2N6tknqhPDIuUFLKgj4AKhLPVUwG5ATxmS81pv1CFzR84UmTzGa0V6H1h9DNlpgdaBtjUMByVGB26bMUGbA+q+d5hESaG6pwP5PhdtD174uGdSvONaum0s6Z2m/E4ltF2EXhsvwO60WFsD9VgTBg1/8+w5P1o8QC0i8jOhWnad7t2URebQ1jm2VHS5p4gd//TNR3w1OuH9wT1nyYZdl/BiN+Xrm2O6mwxbaJJ7xfbjltIrfGf4yeePwAbySUnZRdzXOdY4ghHThcV3A/4245/oj6k3CXplMb32pxuLRrNrBATdr6P8TaB4alGxZ/5np/wz7flfPP43fH/2mufHR/jblFFek8Utt3pAc+ygjjDW4VxEdqMPmvbyJhc0O/XgYbXOD3TS5lo0ReGkkSzV2wTdKrraoHPHpkrY3A+Y/lnM8nuak0dLrHHcL4Xm5JxmUea4Vcz//dkxv/jOGf/Lh/+CKkQHg5B6mdJOnUQIrWJsIcyN8oGDcYtX0G2Td7t4kOepuBR/A3vd1729S/SeluutTMXacSDaKrogsRa6fdsQtLkWBlMMdiNsjmgjTVB1IiBYdisgSXEmuWwulqFFvOzZWHUg3oiBTpdqxs8dttDUU3U4772VUGjnpDGutNRF7UhA66B7QNZBl2j8QP6eZhpIguIXyzMAVl3Gq3LKfDOASNgz7QSqB7B7aMlu5b4ot/eTCMS7QDOUPSrxMq2sR4pmaEmXHpdq2oFm90jYCdmVDFOKy4CfdqitIZkbmlmgmXi8Uaze1wf35r0sJ9r1VPKJRHe0Q012rTj5ccPtr0odbcte6hAroVZvZB/zsaKZyv7+l7lC/wc3YUqpERBCCNt/39f6CLIbEfOWUe/0lwjaVR95bCyC6+AVjDri1zFdFsAGQi/gjVd9t95K4dkOoXiv6ydHVsw0msDxn2zxmWXxUcr2iXTQ2Y3clO0TaFYyNXGJTBtYRRz9ODB+VuISQzsyxKsOXbfc//pYckq+Cb2TjByYJz9qqKeW7UPh0qb3ot+5+1WFyz2DZxG7Jx3Vd2v8LiL/VpAf6Pm4vag72hmqE5l4qaYX5odAdB0faHLpvWL40rN5TxMGLXpt6XLwqdix+0ZjSsv6ibz2+rxDOU14lfaNkmLwLdhKs/4Q7n5NhITttIPCEi1EbFucywMxeLUXeMPwTcfywwiXyPg3uxUKS9DiDpksOl7+g/g/dMn8/30pHUjuNTs9wY86bI+6Ki/OhQRBlbdPgliAxtA8qXl0sZCC8n4iE73UERqFLQVdSu8D5rUUV6OXjvV7BoL8vT4SrV594gmZQ68tzRSZgK4Mw1ee5cea+sxJFk1l+nA/6KoINpbRN5r03rP8JIXPNgAMJiW2t7/drFLiq4jBS2iHKc00YfitGJ9c30+wUYfWnuA1TaNhFUlg71iS7o9/0orA/tJwfzpAZR3r7ZD8qOBissEqL45atuEnZQwvM6KVrLH0VihN24emR5UUzQi63MroPZIgWv1/O+LffHgkDYwJaB24GG8os4qryYTmVSq6hyQQrRV2K8VoO7aUMynqmrMOs7LSqPYmI7pT8Do+5KS9q8vlgeu/L42MXchz2CQKt45Qq5T5LOXivTn+91aUL0ecf3LLf/bwJ/zZ6hE/eP4YX1j8BxXtxwFXGXAy6bpfDPknLz/j049fs6pTbq8nRHnD6W8tePVgJs+w9bx/eS9rcDnmyWjBUVzwg06ajtnJhvX5DN30xjk/H+Ia8Fkg2Qq1xO7sYePfvA/eBNLXhmRlUF2gmShKl0DqmZztWL2ccPx0fqAQxrbjuDe1uDVD7luDUvCD20f8ZH7JfJujVKBZJ6zSlMvxmrtiwPp2CF4R/8qK9vWIch1hTypUrRm8VhQuoxjHxMcV0bSmLWValuU1iXVURUzooDp3qKMG5SSvDgS8yq40dZMyeCEgwuTximle8mYx5mK64UG2Zucka0hZz/18yP/n1XdQnRb09bjmON+907UDclju7Z67vLee33nS+0bOi4EgyskKuoEhKjzpvTp8rfLioGVLcTxsh4Z6JEGnpuoZDKUnGLk3wXAQgActAlAX/5JRxazX41Z7+2TzNsOslSI26P7Qt9Iw6k4+3gzNWyaHhtDv5XuWQ7TpddMJlEea9D5Qh94wJAqHos709taCwu9NoXomxU6KPR+DTwEt7BU3BF1o8ivRS7ihI1oZ7EaR3QWyOxHul6dyb/CK4cvA5j2FGzp8GREWMcm9YXGUE8YteiV5VapH43cP5O84/+Oabmgojwy26M8zJVpQUymile21Y+948QQYP/MUT4VyHpQSZLyTvKbiQeD13xZawexkw+frM242Q8YfLHkwXPGjmwe0tSV8WNFZjzaesImhiAgDh3eaqrX88MUjdhcJv3vyjEg5flJd4FqDPStpVwmDlxGqNPjLijCPOfqxZvVp4Phhwa/OXhGJ7STz2Yh4Y1FOw7hh8AdD0kSxexiojx2md0z1XqNtQF+WtLsIO49YfQI670izBl8lXP/5Of9N/D1+bfaK2bjgrrJ8eHSHD5r77hS9MTQhlZon9mw/6OQemdCfsRZTQTPzDM4rtlmMvTcH6vPRoCAExbf+iHATY+8iutzgLh0PH8555Y85ulhxlBW82YyYjgt2VUyxyNBrS9RHFnzzJ4/439d/l4+md4ySmtubMXpn8JMO+0GJ6jRtFIsmKvXEaYe1jvqbd48+m0aM3vbxL7Y3hHOp+re+BgW6lkl6dRqoe/O3biDA+eBKaqZgNYM3sHkqe0AzkmlVPRVANFkKg8UlMlSwRSAqJYBZqMuiv/IWqRtUv39Y+frqVKY88QqSe90bqPVgSNyDKzswPb0PZGqW3sJyOKW+2PK7D5/zxeaMu3KAMR60DCfE5VWolYM3DjA0IwHA5QxUVOeeoD3JnSFeybQwXgYBlU96KnjkaU9b4lVyoE3qyBG0kUHEc8XqO57m2NNceuy92LW2oz0bT163cuqgqWymgeWHUQ8yCTierD3eGqLdfnLWnx2bQJsLe+gvuv69TZhS6vvAfwUcyT/VLfC/CiH8+C/8pgDFA3nBYsrRZ2DNOsanW/Kk4eZ+zPRPElafOqH3DR0qcZg3CdFGNvjqSB06/HYY0JXYdrejQLxSDN90FA9zlh+J/mn0LJAtHMWJocslfLme9pOrIbCNSO4NQQfW76d0qepRRcvyo+MDH//6t2K6QejpForlhzE+VtRH4OIgmSum1+gknnqqyL+1FB9Itx6vxeijnnnSO0283BtiQHKviJ9pigtF86QWt6HKojaW/JWRQN2eT6t2lsErTXka0KXGH7RkPf83QPbCYlrZwCZf19RHEfPvaKpHHXbY4korwZVB9Bj7fCg38KRzQzb3DJ9teP6fTbn7LQ1B3JO6kUI5w+RrT7TzLD+2B+vkd35VmmYa0JWCE4c7C0RfJIy+FbpHcSFUoWSuGL10FCeaLQkvmcn3byOhuQ480WlFPdM01wm2eNvEzb9jhN9byNi9y+WBs1tN+o08MclcwknXH8DN70CIHdPHS4wO3F2PcZ2MydlamWoq2TzTO1hf5bgTI/x53aPj8wi7VWwfi4jUxTKFjNcQ/8uM8kKcz+oThxp26NMKfwqh05RdwmYtj6u3iumPLLu/XeP6oMuijSjqmO02RemAqw1JqcivBAkSSqBQeA4i2kZG/s24dw51UJ4Il9lUUixX9YjnDy3/6cc/5R9++P/kx+Vj/quf/w30F0OSlRSHzVRCW10iG7JLhTrSDsQZKL3VpHeBwr57Wscwq6FTJNdW0KsIggrkZzs++9417w/uiZTjn998yN3thNXtOX/0D0q2TcLZ8Zrzx1tS23JfDXg5n1LdiTZPKTh/vOBhvqJoY6bHW86Ggkdp66Uh3UTML3JWiwGh1fxpeERzm5PeGqoHLdtdipt2bKztXT7VwTVu96EY6pqlpZn05ikjh6o1+RtBobdPEJ5+6lG1ZvuzGdbDJK0ou4gQxBwkMR1HyY6nwzn1ieXrzTHfPD9l+qcx9UceP+kY/ziiyY/42cdDaXLWAjBtlxlq2BIaMbqxO7Ej1h3oUUsUOaoqQhlPOmg4He7YNTH2m1RYBRMvmWOlZftJI0Ypa4vdyJ65+VslNuo4G255sxlRbxOugNS2fP7tBdkvEk5fBRGix4pmKA589nH9ztcOQLRuibaBzXta8iIbxPk2SuQcylWvewxop7E7L9MvemqQp5/EaNFnbJ08YyNN0IHyVLP6wBBtAvmN2NR3udxjb+kzwoTuGBWe4595ukwfshr38RvCAPDE8wa7rqhmM5KlTLarqWFzqmkHEhEQkoAuxPl2YxXamV6zLJTkaCN5Y6FSffMpFEMcxAtDsuRAXURLMRcihM7TKOKVFGrtSL7O9CHEQYtezQ1crwGSe+yNTOdc1BcqS3CZNFXNRFxY9U3C8FtNfut7p9vkrQygj4fxsWg+65klu2t7RF8JfdPJWbs3RhGx/DtePAoWn4l+dvDMsP0w4GYdy+9rlFNEC0HR199xnA52fLuYUT0bMf54wYNszevtBBs7QoDQO6SOTnbYM08Wt7y5nnI+2rJNGq42I4pZzKf5FfOjAatdRrVMSa4tphbwejQuefLea37cvE/2RvOac/7oVxS/f/aMR/mSl2dTXv+PJti5xr5KKC562cHIYQrdm4hovBMX1uRUQJDWKXGgXMSUXnH+hef6bwd+8eUDfsEDxmdbfuOj5yzqnHWVvHWl1ECrwAZ00uFrg72P6EaO+MM15SZFR57tKiN9Y3C/uuV8ssV5zTffnqJ6XZYbeqKlIVpp0ictyyJDFYbVegDA9sWYTSwxLXaniRcy/XEpHP3EU391yr/4j0Y8vbyHTvN7f/PnPMyW3NQjvt3OuMsGNK2YI30wu2fTpHx18e7BZ1N7Ri881ZEYV6hOnnlxVBXjGZDacm9qYwuhGzdjOReKC02XWZJF4PgnNdVxxPir3sI9kgZq9DwcnLN9zCEbqz6G3SPF4KWAfV2maKYeJi2hMtil5CU2014DW8sZ3w4gv1JMnjlM5Ym3ht2lwRaQzUVyU81Ex9qORS+FE4fC62rEzW7I3d2oz7PU2K28X7unnt13a3bfBTYQnZWik17HDL4Ri3iXiidDM4Vkrpl+KYHj5bnUMQDBK7YfdKRvrBijOY0+qtm2KbpV5A+3OKepXw/IbhR2F0Sv2EccRbvQGw0K6L57EKiOFGd/2mJLR3ka0Q7EPbwZy7QxKBi8EvZeNwp/qSv0f8gk7P8A/K9DCH8IoJT6u4il5u//Rd+gHcx+5vtkbUV50gs8Y4M+E4vo4KWpmXwuyLy7jygeGLqxo20Mw2/ljy4uA8MXiumXnvUTQ7KUBbR5AptHQhGzJTRWuuymlVGsLQPTr7q3B8ckohm11A62jRGkbBQwlWb4rdzcZBXYPBXnxmbSU0gu+4M1klBEXSuaiZZJX6XI3lhsKQ+Gvbf4OLB7JIYHIXMUqaaZ9CG2YzFBAGmg9F1EOzDYtTm8+d6K1qlCKJPxShqu7YcO5RTpK0N6H2hHffheA/lVIN55ivOI8lSmNarVhNcpUSc6jL1zV34TGL7uKE4spvHsLjTrJ1NxzSo07alM3/JXmmQV2F1KmJ9u5H5Pvnj3jdhei2YrRbUVHnI7Ciw+6z9ecLA93usO8tfQbNNesCoFUXFhKfMOZeTBr887klklxhVKjBhGXxlmX3Ssnlo2H4j+IJg+KLESK9jupEHHjrCLGKc106Qkth33owH1SvjtPgkUDyHuucGDbw3qeS7OnLH8p12PZG0U60/6iuTOsn3qGX+hyF/tU9st3FqaqWf6/oKL0YZv8iP+f7z9R6ytXZrfh/1WeOPOJ998v1iZVdVJzSYlNoMlEIJhyrZGtmHLnmlgeGDPbAiGZx4ZGtgCbHhgD2xINCWQtiCLhBjE0KFY3V3pq/ryjSefnd+81vLgefe+1QK7XETz9gtcfPe755x9dljvWs/zf/7h7iDFpA79IsUUitGwJI06VmWKUYFvHF/QHBo+uztiUQ2pTzvqh57oOsKbIChN71AkPHLwB4p2KKYgG6UFyTaQXYuVshs5gtMs2oxYOb6SnvPocMHl7476cGuFSwRUUAEmn8iHUh8GulycOovc00wN6e2bQuxtXZsy4eDK9lqHPr1+rSnDkB+0hj90j1CvUnF3elc+14v1iOUyJ047Ls5nmLTj9GDFMKupyGDc8s2HrzlMttT+zZb5/G5GU1t8bahnQqcqfjQjnLbYQUv7aoDuFNX9Fl0Ykk8HhMNANxZUW7dQHwbipxtOhwWrKqGZWOplSvoyotHgJy2rrwTiW0N60wfEn1jakTjGBgOf/egB6qBmMim4no+4vJySjar9dPRevmLwfsPP8lPwCnOREK8C6w88ynj0XUxyq+WAvN+gVKB0KU0ZobLwJmjzVYqrMhh6Qu4pt5YvNglR1jL5lRtW25TMeIpVSnxr0K2lPnT4gcM5aSRHQ8n6ebmYAJBPSuoq5tN//pjpZ8IYqCeKZizA2uorHd/46gt+ffaM2lv+7ttdPnSDiPWTN3EjtpAiJWhpyH7eBCJoxeqpxcWK4Wtxu4k2TtzBMnkNuwJUO3A921z1FPrtqdkj1KJjVdTtm+mht4rticU0gXQuj9sO9N4hrcsM6p2IaJ2jgoSh1yPTuzDSa6GUhHRvBTlvR4HmwEnmzmtBkIOBchbo7omeKX+tCMZI4HQirAlpyhTZhaZ50DKYlmyvBqR3dj8ZQ/U0Hi3AVjP2uIOOfFqidWBjB9iFlWJSv6He74JQCeJQnEwq1BQ2ZoAKQmdtRvK4qhVTLx+Jzsx6aEaaepxgWtHDxNs3E8Jdtpmp1FuxqP/5y5S9e6QN1L+2IQK8M8xOVrw3u+HzxSHXz2cop3h+N6MuIpQWmvR//uNvSmxF5Am1IX0VMXglYffrd2rKoYzxLtdDus5QzjP+1vo7JJmAN01txTwpKBZf9Ux+plh3M376boR+UBJ/peTBYIsLmh/MH3CYbvn20Wv84Tm/8+oJ6vcmbN+VxxJHQEV9IgHZvrHo25jm07EAmQqqh400y7cxiw80BMf4ZLM3c36xmnF7M0LfRvhe654/s5IFm2g8MD3asB3EqMZijefDxxccJAW/9+VToWXfppxfZZy+f0M+LSkuBwJAJJ72VNxZ5/Mh2Ucp6tijXqWsXqWo+xVx3NE2lk5H+FiMp+KF4ua7vUtvbXg9nzA9WfMgWxApx8BITpXLNbUzFHXMF4sD7o3W/Na7n711KrRLdO8sHph8FmhGqqcpi+6zGwjIn/e67vIkkF+I+YbuwGWOdtLSLiJcYnBxwuzThvpJBAoGvTvyTt8/uJL4pp3Oq20VxX3P4s83aCsOzPFS0bWCXnSzDpXK+06AZhORvbY9gyvQ5pry0PycI6PUs4A4cce9rj0Wt8OuM/z4swfopSW/0lRHUoc0B546Cntqv2tk0+1aw9ceXvCxPiZaDckvZG/2sbBI4lXozTMC6bXU8+1A027FK6C612GXhuSLRAZDM0+XebqrgWQNbgQM2/y5mulsy+JuiLmKqXo38uxKau12IMD5+V+w5OcRw3NHaKVfaYe91tfJIEqMhXaul//i65dpwga7BgwghPAPlFKDX/QDvnc/Kk4U9aFwsnUjk5jF9ZBl5AmV2Qtxt9+qMNYT7hKilaE+djSHIiRWXuESQz3WpHeBZOWpx5poI1MEbxW6CeSXgpIVJ+Lgd/SHG5YfDNg80nJgpYGwseQXhuxaOv12zN7pbvJJjUs0pozZPJYGKv4iIr+Q39OOJfNIQhfh9lfke6JtzOq+aDamP4hIloFqJs/ZZYZ2GPbhuMmdHHqrrwtqp7f9iS57J/VMUR8EorWEDna5dNK7EMWQeMqHAR9borU0GyLch+KeNLPFPcmzop++6FpRPHCYrcaWitV7sHrXkl0qJl862oGhHfbTESvUK/j5Bqe/cXxg9V4gXuo/8XP/V3b1WSfJHEZfyhi8PJX3IT8Xq+bVE40LcPtNI1qDRgqdLt+J3GH03KN8SvnNkuZ+i7mL0IcBVODw9yzbh704PYiAMjuXEXXop42bx5BdKWg13iv0sKVoI3xQrKuEepmi1waXe1Sr6caOeCGui91Qkb8OVIeiC0hWeo9eDV57mpmhG4mJSHyn2T6SKZ9yEC+FslNvNPPxEKXE1CObiDVlR0pz4LGdFfOEIqIbSy5UCIrFzZD805j22xsOxgWXYUo2raS4/nTM4JUIxLtUs3xP0EK1Ejqm6hRJJVO6oIHIE7zi918+ITMt/7Pjf8T/5OE/5X/9zb+BuYsYf9pTIYae5EZTnEkBGy9lM2rGnihr6VxG+jP91m2iJdBRPtd27AmzlsOjNafDNbdlztXNGP14S9cZZuOC48GWxHZ88/iczhteb6U56LxmtU3FPek65pPBEU+f3lLXQ1795BRzVvLk5I7EdJyvR8zjIeXUYAYtJiiJSxg4Jj+KKForh2vVu34OOiYPtpJdssjIkoZtHVN8NsFuNOpJLQY0pyUG6DaW5tgx/u6CxHYsPz4mWmnKxy1H95eMVKCoYxbPpsRzaaaKWvP55QA17NicSObXX//wx3z/5hGXr0/Z/ttr3pst+eLiCDdyFAcdynpcZTHWE+UN/mUump9GdJIAyVahG027y7VbG+IPxVExNo6b1QBzF9HMpNDfBXfrBwWDrMEaz/nFDGU9YR4T3xnC2BMViuqvrZgNC+4+OyZaaNpHNd99+oKH+YLPiiMepou3u3ig143K3poshNrnI6HyqiA0nmDBexlHpXeBZti7+40U3sp+tbOijwqhozQjaZx0K48bFIxftFQHlqA1PpZCZnDhaHONaQPJXUfzTizaZPPmOezoQzt9srfidKa7wORVxfZBSnkgaHJ1qPa/U3kpIJq50PNcLPpf3fT3a5DH0w5wAhA0R4Ka6MIQz6Uhii4jqjuL9VK0tKNAeyDTLlNoXCZgo6nF+fidwztS0/KxOmbNEB8b6kNpjHbGEADlw45vf+0Zsel4vppxOUrY3o/QTvZ0AtggGivV0TtCinvrTjOjG/PHCp7d9Mv+Gbn6qg501vHkeC73VmEp0ohVkzJJK7YnW4pFhv94yL0/Clz+BozzivIqZ/BM9olmIgBWdag4/V5L9XnE9a9F6GOZBnedlpgIryjXkrtHq4nmYo6ivKY6AheLpvP9s2t8UJyvxqxfjtGl5tOziu8+fcFXR5dURczBdcAlEc0HJRQJ+SvFJhJqHl4Rxp3kf10mREuJAnC9W3R11kEUKKuIJOlIo45B3DB+eE302NF6w7zImL+eiGFH6gilYf3xDJ97QuIoy5jxUcUoqvjqgwteLKasLoeQOxabnFFeUQ4SQmlR1jObbUijjsu7McUTsTr3XtEuUowOZEmL6wz2QM699tWA7BqSOZRntgd2I+z7S/7RxXvcLgcQFFnWcDZac5RtuLUDtAqcpmvW3dvXhLlUQCjlZQJWj2UiFm0D4y98P0EWEN1bi4t6F9dYAIBwF+FSLxFLI8kG3a4jyiPF4LXUvDt/gaAV64c7szMJuHbjFp13JGlHdZuRziWUe/pTxfodcBNQ8xhTKFwWUJGYb7kksPGaeCFNXj0TBlF+CUH10VJVICsFfApa9pugAk8e3fB6MKZU+R8zJ1Mq8P7BDc9XM+7+8Jjka0u265Sfvjrj/tGC+X+rY/l8TLQSvbndCAhlGo92knm5vS97X3qjCMqQ3grlsh1BlYFqFOmdIT8X7XV530mTWlgWakAI0A2Flhv1DuZXv92Sjms2zwa4kaMbGFwiw6FkGchuPV2qKE5EA6qbnrn2p6EjAp8rpf43wP+9////IfxiUCBYuPuGHGQyMgx0A5kyqNKg59HextpUEGqDijt0LSiFyjtCaSSYuJOOv5nC5GOwhac4koK2uB+ojnu6U68f2+VI3X57yPaBbPDplWR3tbloyZQT4wsJwu31Yw9ioiIweNU3GkpMH4KWrtdWimglDcDd1xVq2hC2luEL4dkW9yzVoeSS/bxj4+CVHMbLr3eEhy3+y5T4wtIcSQBztDBE695Y4qwmOE28inExNGcd8TKiyyG6sxLIOOqoHzY0WyPGFF4sViVgORAyh6os6bU8f5eII0w3dfhYiuAQeUxt8VYKqWYcyK4U0088myKiPPVsngjFKtrIDeMyWUh/Fi5TaKgetaAisWQeirX34CXk147yyOynVUGLgUJ6K01XNVPUU6EwKSc3vHmZ4o864pXC/O6Y6RaStWcxBDd0zGu7t96vZ0E243MRVKoOkitppr2Hm8WBHLatIl2KVq0+BHfYigvmgceN3d6tK17urK3ZU0GrQ014WGAAXll0B/WTitBpQqMJRuh92kH8MmaxPBCakA7kLw1pB8UZPJgsWaYpV92Yap7ys8V9VC3C7mYS6MoIxhANWg6GBdfLIfmFgBZ3X+0zMVzoN0SgR47z88DqPcXghaadJ1RPGmof80c3D/hkcsaZXfCVJxd8vHkoltZBNHzRRg6RoBTdUOi6dJquilC1Yvl+39i9zSvxLL/eMfjSEuLA0fGKbxxesGxSrm7HmBep6GNyT3ywpgua6+WERZLx+maKK3sb/8ijrUeNRQs0SBs+WpwxrzKefus1g0huhLqzaAWz2YZB3HK5GGF+MJRogbNOQIF+gu5iuR+N9TivaVsDXjG/GxJnLW7o0A8KJlnDynj8MiG9sMQVbB93DJOabRODgebIYdaGxHY8Hd9xXQ759MuRODxmjuzzhOknnuIkpapPufxLJeO44m6T4waex9MVAONRQTwTje56m2KMJwSYjkqq91vWl0MGryKhrOYSQC4aHy+U31yaM6UCg6jhop3gjxthO6x691uriSJH0xmWzyeEKPDkvRue+UNcqbFbMSCaDQtS26GnDe1IMZ1uebme0gXDcbLhuvkzcAVSMPu4pZ4aipM+58aJTXM696TzQJcKvXzxnsYWQqXzse71y739duhduFBUB3I/6BryS8/oZc32LKE8kkIq2gTasaI4VTQTS94bJpUnES6VaXzoATLTCDDnUgGLbAmDC3E4W75jWLyfk94Exs864lXLbZqJmL4T4b0txWa/nvXTtIEnqTTDV57oE6GA2jJQTzXVoSaaC3U2XiGF61hcgoNRZFdhX9D5yMj6GPTaZQ1+6jgYFWIGUeasb2QSpptesN9ryWwvYi89fD4/oCpjuqsMZWVqrGtNvNRicFFJI2mbQH7pqaZiChJtJCtIuzfgoW4Uw7uAi0Qv8raNOXYShQ8eXHEvX/H55QOGF5p6Ouajs4zhrCCJOrphg4sjLn9dkV0oivcj1LCjHRsJt6+FZukN3H4jEsfmR0uSSPSeF2HE4WTLcb7lYjPi+sUMs9W0Rx1gRSYx6hgfbnkwWXK+GrN8MUFNG+KTAv/ZkOnfS/nZ6Yf85DfO8KXl5tcdyivipKPOIlCa5EZT9zyqYCF+sKWaGKJ1RDd0ZOdWQOX3FbrQtC6l1YFt6jBHK+4Pl3TB0HrDJKtInnRc/ewYcxnTTTvcuMMuLfpO0xxqXs8mLKOMLmi0CqjEE+cN1XVGZWTftgtD2GjaseGDA7FqLgYxkXW0nWExT3lycgfA+tMplFI/mLqPeuhEw1OeevSDgsNBwbOXR9BKuLRLOlZNQuMNs6RgEldY7Si6t09HDCbw+i8HBs8FxG/GUi/sBgX5XUczNjQj84ZeqODgxzvavWQCdsM+ksGKvnT4KjD7yZp2nHD+WwnbB4rxF2EfDh+s6DAfPZX382o5lEza3oW0ngEEVGGEgeSEBimGIQLc1gcSb+HjXo86kToq2gaShUzy26GmPDFUDxz2sOLBZI3zWuJ8TACvWK4liDbLGhpnmSQVl4cdkVeE0qDmlunDksg4vvRjbJ8XJ9RIhYsjvIXxi471Q0N5rPpMYZmgu1g2gWQhevX8QuI8jv+o5dXUYktFfehgFaHbPmbCi3Nr9J0F3z24oQuGH5XiXD4+W7OYDCluI4bPNcNzJxlpBwFTKMZfCgX9F/mR/TJN2P8U+N8CfwvZxv4R8O/9oh8wVf+mTPxerBxiCGmHWVjGn8P2AdIgzT31iwhbRcSLwOJrGh9pdGnQTe96OPSESrO9r/FWLDaDFc63bqXIVU426LS3xl2+a/AmMHomm2NUCM2qnMjYyRZig95MxTklXsPiAwm963Lp5NuhHFpB91b4qRT748+gvcp6M40+8NZJsWVupNgSEePPZc10inCViDFBABKPjz2miISXO3ZoEwhbjYt7QWDbc+T7gMz0UtNtZJEppMP2o25/uCQvI5K7iNFzDyGweqqpTh160OJbg7025BcSMqobQSfUUAwv1u96ts0uu0VG3+3Mi5Vy70jItKGp3j4iRKegVVQPW2anK5TXbF6OaVaGxQeWZvTGuKWZiMaqmShcKuP8HepgGll7rg91dH3wnkuhPFC4gSOa1mwfKtIrsw/BVp0gx9ltoDyU/DTdKdTavNGVIY1VehsYfwl3X4/pRgF1vyKLO8KLMbaUzzFah72gNmjROlorlLR2HIjnSvKRrIdI7Bfjtepdd6R4iDa7zUM0cT71PL+bUS5T9MpKyLMGu9akd4rqQDaPu1WOsZ51leCfDUR30heWu2mV7kQ76ZOA3QgwsUOolQe9tIQocNnM+D/4v8q/9fAj/vzhF2w+SHjNMdm5oRv0mRqWfRYdAaJb4W6rHZr9ZzFIHbXo31zzZFDw4eSKsa1wQfH07BZ3oklty6cXx6zLhOu7EcErqjwi+llG0kra/e5w0R2QBm6iEd1M83R6R2wcmsBdnfPp62N8a9Cx4660xFcyZciuFF1u2L7foNeW6c+gPAZ/3DDMa5rWirlFo7FDcdLs1gP8SJPGLU1uaEygTh3KeKbjkqqzLNYZ+b0N22WKrzVXiyEuKG7mI/JzjbeaZiYBpKunwgLQtcLPE363ehcdOdSk4eXtVJxrWy3AjQmwtege8Vs8hkdHC8kG+nbOwemKuo3obscCxGx1n8+o2dzlLNOa67sx4TJBndQ8OF5w9GTDp3dHbDcpxSJDLy3RVuHfK5klBdvDmPJHaZ/n6Hn97JD8qOD0cEnVSl6RazWLdcb5cMz/4J3fe/uLBwHSghKgLlnQa5KEdhuUwtSCPrfjPkqjU9Ra9s5mIueH8oJO76Y4Oxqu0ICtWNtHCltLyGfQCheJgH2nE01WntGrjmDkmLZl6CmSsq/4SPJxvAGNnIPVkQjX07mGpZw/u8nZLrzYR3I+2wJMJeHMII9XjzX1FPBicNXl/VS55750mVQTwYr+tcuk8VBBkGUiMKsIl3vspKOoElpnKLYpZh6RXss+1g2kSBS9tpgERStDuZqSLBSDFVQnuyJPAN14FTCtPCcUPS1TaPy7vd73cRqmksl+MxQwrT4MbzuiUPSv76xZ1ik/+/Q+6ULvc9GivOGDw2uKLubLKkYFmP0Y5t8IdOcjds6DfiRrR3d9NuHI8eTdK4o2Yv6jI+YHY+Iry/XTiqubMb4xmFFLdNihnSI72fDO7A6tPHfVgI8+v4+5izAPSmzkqG4zskJRnsLm/ZZ//cFz/sg+oPmDGdXjhvo2I5obNo/Eml7V/dRt0FGf52TX4rZ3+k80868Hlu+IfMEnkkkWPCgTKJuIT++O6DoBsO6NVtxsBmK0tY5QffhzNYhxixiUhLEvioymMcSxE7bU7QCtxVtA3iPJLK3riI9vj2k6S9samlWCzjp++7sfcV0N+ez6SMLD+wq3nToWhwG9Mega9P2SLG15/b17JF3vOzBxbJucrRPa44txw/FszXuTW6Zx+XYXD4CG8f015XIqIK6WeqQdyTqvJ4rDn1TgIVlalk/lrNkZ9UjUgFCBkz40ubgv2qTiYY5uA/FS7r3Ng76emMu0JrmyvN6eYh6JK6kqDflraaLagTQytlJUM0UzA48MMdrTFjyowtC8X8oQ4XlMtJbJukul/kUZvFUcftSxaCwbl/EiKNw2gkkLjSZ+KeugHQY2ecQPtwlR3DE82eK9QmWOzgR+9MUD3nt0xfT9O+7SKfGtITK93r0MJIuO4iQSl9lhX58HRN+G7MvpnWQGbx9oknmgmhnu/2PH9syQXUh0QvmwxY5awlTRlYb1PGc5zKg6YYsMBxWbbUqUtfCwZX2mWV8n5BfC4qpnQieOtvzCrLD/v01YCGEO/M//pRaT7ws8J1Mw3YJvFZ2XAt/2HO1dOvjO5jq/8VRXhgoZy6NkQaml2Re8phEBr/KQXcsCaUeCTEpAc+/WZPqf9WID7GLJTWmmvcPJRBocbwTJrCK1D1RUXrKg4pW4TbXjN6nj7eiNTaYtxWEwXgpvniCHoKl7R6lMDhGAqKfxRRtBCdRGOoWdVsuuDWFjyO/kQ6uOAsmdJM03IxFQ+0QO/N3UJgB+CCbrZDH3p0w7kJDlYGD6Y026SKgnMh2qp32DPIRtY8hvHPYnmmYsE6RuIAV/eqv2higuC/iBg9K+dTQRpKHOXlmq+46z0Zqyi1gnQ9qRptG7kGFFdfJm/eyce0wJcfNzNErX6wFqTXMsBU1yJ0VVPDc0Ngbbh1EXSsb6FjYP5f3e6WEAsivdW55LAaYbBbdiWZ1daVYHnijuKK9yDi5EvLnbRNuecqq73uHnIke3iqiQ3zP4QvjyLgviaIjQU9uRuEdFa5kyCZ0xgDLU3ZCoUjKx7MO325EgPtm1YvA6Yv5tjR+11NsYFQW2jzx2KwY34looG1d9oITKdxPoeiqVj/rP4kqKUpdpbusZ/8/Vr/Lk5I7/9oMf8tPpGf/48/fothFmJfSG9kCAAVWaPqhUGhpbyOO9zSv0uqNfOX3JO/kN96IFVYhIdEflpDDY6piHRwu2TUzbGrraUl7l2GEQ4CSROASfOoZTEQNXRYzRgY8uz8jTmj93fM6T4R2f2yNxVGwtqtPSjA4CLtXSiO4iFU6kIbKJVONtY4XmkzoOJlsej+f8/nSEBS4vp4TKcP/pDcfZlthIgGnjDJH2bOqYch6BhiTpGMYNi8hR3JM4BZU7uk7RVvJ5xHdGgsUnDTZyNEVEs4qkAUs8yajGWs82pHSdIHxfOb3hQb5kUaZMjzd84+iCP7p8QGPFWTNEsi7TK02pLZfXE5JPU9mfx4azwYrUtBRFAjcJ6UL3ejZPHDl+8PIBbhsxEvBeGsVMkcYtPijmX8wYvDQU9zydiXh0/5zfyj95u4unv+qRljDksLNqDphaGgDXnxMg96QUQbLHd6na39/egrag+6B4U/UOuYWnOLa9A6FYGO+Q7mjL3iK/GYnOrB2aPzb1Qsn0iNA3YwnUU41p5CwLWox2Vk8N5WEuP1fJvbybiO32RpC4F1tKtk87VCI+R/ZRVG+2MQh9xqa8Tt1nC5ZnMgnziUflHVHa0TUG3yaE2OM6TbuJcdeWdCmUSVPJtEqmwn2e11QojdFa9C66DXQDha4BL/tGMg/YShqU/PJNBplkq8lzNU2gnao9FZQe6bclJJ+92cff1qVsILYdy23G4LNoL0MwpaK5yfipPWWQNljr8Y8K5j7HZR6zMeJ+/HOFWjDSgOlhy0G65fXdPaKNIl5EVKfikpx9nshe88ChVCCKPKO0ZtvF3BUZdy+nDD8TpsVqZlFDzy53sDr2pLOKDwdXcAr/7CsJLGN0pelGHsYtR4cb5qsct7Pb9ztWE9xNFO2BQ8cOgiW9MpQmIpoJZXK7TUnShiTqJHOwSYhth+qZBgDTQYnPK5ZpRrlO2JwPxfAjdXhnxBo/N6jbmOpRw+xkTR63XC2GtJcZC5WhDxphLzgFVwnn98cs6xSlApzUdKsIosD0ZM3BoBBa5PkY4zXbbcrJHwXmX9H4LJBeWWnQ+jOqGRtWX2vJDlq6t07hADyslxn5Qu0BW1kMcv83E8Xi3VSAzpY9fdhb+btuA96IAY/qJDNsF6S+PRG5SnXUazB7GmE3EIpjN+tQrcbXltAJ/a46EiB7Z+IVbT1Ba1SQprC47xkdbHFOU5hUMrfilmZmaSZKQp3vduCIfOjlzEiUhg34mwRsIBp2dJuUXVg9KkCnCLcJjYnxRyWTYUVsHU+mc8ou4jRf0TrDvJXJcZdLDqx9EShOIpK1ozyxdMcNXSW+C7oFnwZ8KntHM5L9RzdQHWiJC9mZ9XWAVyjtZeChZY29upvQ1hZ1kbI81YStFdo9vZzDsJ+CxUvZ2zePw5/aHfFD4H8JPP357w8h/JU/6Wd2CfW7Lj0YoTCYvihoh2+QuC4Tu2uCopwJXW4Xjqe8/D1eQ7QKZHNPPdJ92CQUkYya46XqO2gFQZDFZCHIwPhZw82fSyhOtdA++t+tGwlY21EXSCC5A0ayaOuDPugx9FSSpufVO4Q2MhLkESWLHSTNu5kGVJCwtmj9JkyaIF93cT+qVW9ep6nZ253vNuLhMwlRrmdC16kO5SbdFc4u7ic916IHwnrqkw6z1ehGQ39o7zJjCLJQu0HYB8nVU0V22ztb5XJAp9fsJ5TJyuEjRTkzrN+RwiF//WfRhfUHfqe4K3M2VYJqtGwcQznwu946nFoT3xkxvmjVfr11Q0HN7EYO8fTKUD70dHlg/Lk0OEGB3hjSG70/MHd5c34sjacuDPFS420v+iyEftiOPemVIVn5ng4jJhTOySZVH/Q3eAdtIo+7yz7ZrSvdSERAeSyffbwAV/Uob9qjuh60k8mtdnJfmVoog0GJ4xrIBkxQvROpOKrFKxHdusJilkZCN2NPpyxBadlgreoR5YBqZU3szG90Kxaruw2UlSJaGaptxufVCeez13x79ILLeyM++uy+UBE04BW61qhWwQ7Y6K2/3zqdtdMsLkcsD1LWLkUzwShPpByd18xvRuiF5cmvf8rXZxs+y4749PwYgsJl/o1tcuoYTCqezObMq4yV8ZSNOBCGoPiLk084tBs+OjjjZTuTWIW0Fd3dOqUeKeiU2B8PHC42NOOANZ6ySHBbATR0KvoJqzzxqM+WW4/IXlrOm2Nep4dkByVfPbnkveENZ9maf/LqHfLXvfZrm+BHG6bDgtUTL0HNCD0wBEVVxLhS0x03DPKG2HY0RUS0NFJseWjKCDuqmR1uKIcx9UXOvJIcteU6J0la/uDiIZurgZgNRIEu94SBoy0NulaEm1j2lyGYzHFbDVhVKfn3cnG6PREHKz/umAxKVkVKuY4o7oX+gFf4VLPepkSRIySeZixggbeKdwa3XHSTt7x4eqCtB/Z0Cz5W+Crs3T+9gXgr2uRm1NNM+ttjb2BSKXQ/USf0/x7k7HCRgGE+pnfc6vepraDN2vV65QS2Z9E+3Fm3og3Rbdi7JUpmmExY6c2elBf2SJeqflLGHlH3asfqkKm1bgW89DH7Rm9X+Ln+35ojieRgbXpQVQyqUMi/BwXWM5yU3B+vWFQZV8sYs7SErcHuTEH6wrYbCB1agMrQBywL+GVLyG7lfe2yP970odgbbkWlmJZ0We/slsr+SySOZi7r905FT5cE1Ns/tyLrqJqI6vWAw+uwfx+bqaLtFNUmoWsN3V1KyDvUvZpQGbwSLV207pF7K/pzuzB0AT67O8Kd54RBoJs44oOKZp6K+1tQtIWlVjAeldSd5dXLA9LnMcNSzkEAVYt2BQXdxBFNarKk4ePtCZWL+Mr9S368foiuFd3AkWQt8+UAP49F0zlqJScpEi0PNuzXvR91tE2ECgoflJQxO0Ma7XFecbvNef/ghsV0gC9SWEcUU6EROqeh1WI1vlCsvwJ6UnMwlhzDqzDm9HjFb5w8wwfNP2ufMDcZqla4tRh36VFL6GJezKfUdUTwinxQs9lE0Cms8azrhOUyR6UOzpNesxrEgGrWYcsI3fXntpN6zQMDW/M7l0/f+voxlSL9NBVNahV6B9Oduye9A6ms+2Qu90CyEQO8LlF0M2nAfCzNQNcJkLS9L/WeuCT34LEHn3maYUBFHhM73CaCwmLWZn/P7pxgfST3mnJ9rWMUPnc8nc2pO8snr4a43EEeYNShjMeVKeg3k/id3tT3gcnKKULuMNbTjTqaXLSNu7GR7uSs9V6zKRMOR1vGcYlH8eXqUNb1rKEyMSFxNLUhWhtMLT8fLwJKQUgdvhKNqr3V/X0ZCBPVsxBkHy7PpM7varXPOXadEet8BGSp5yl2acW8rxHHXHxfumsZurSnDS3gX8dyPx20f7pJGPCfAP8R8H8BfjkcW0E3DGKnnARUK6GnO0SuGfdITwxotRetN1NpyHzafwi9m9uOauhixeaRHDK7aYRPAumtdLldJpt8Mhfe766p6VJ6utRuMieb+Y5H2owlXyFZihtFvJZDt54FdO/aZCo5BAUdFavNJutD4Hpnq9BTGV0WyM71PkyyOuxt9VdBDCaSfoeqe1FhIdRAH6v99CFZ9zSTRiZ43UALzdECPR3TpcIjVq2CzhAy149b5L2wW3FsKU8NzSRIIn2/WuK5FNi6Ffvk6kgocKMXTnQBdcAWDl054oVBhYT1U3lv3/YVNDSnHarSXL6aYeeWwbU0sOVQtDquEI62GnY0Wj6joA3ayefZnHbi9HcTEbTkVUR34l6ZXzvqmWjsdkWSLeX+d4kgGrpRqNMO5xSq1dDbI6cLTzvWsoEHaDPRADZjhck6fG+B1g56rZWRpsulfeaaAn8if+m0pZ72OXrxmyR6byVbQzf02UFCpw0ajFa0uazV7Er19vKyxoIVulCIA92owZ31xXhjxHzDKbrjFn1YEw4UdWGFntHKfWe9YvvE4RKxom17XaPyvZ6kCD2VV6EuI/7es6/wVx4rPhxfcX48Fmv2SrSctpRNdvd5uky0e9q95fWjAujA89WM8+0YBRxkBdO4YNsmKOvxueck3fBOdk3pIp4nM2maAF9Y6PVgTWPYtjGn+Zo8anl5N8UYzywv+Ubyip829yh756gsb3g4XbBuEoqrAbrUhCjgcy9ag1ToPSZI0KhqNcEEfGO4Wg9xXhPHHdZ4MIH8PABGePRRQnUo07zzakJZRZg+p0m/THkZTTmabDgebVmWKZ3XjLOKPGp5xYQqi0iHDU1j0NqjTO9cOegkJP46plhHNIcVSdrStIqLFwdcZR3mZUpx2iPhne6ZAhDiQDRo6EyEWcREG8X2HaFvGOO53gxYX4yYtOIwO3p/Qec1ZZHQdEYK1kSot6qTZsauFa3JaAcOIgFDBq8U1VHgR4v7tMEAP3i76wcpeILuafU7mk8i6Kk0DWDrfq9Qqo82kUwf37zJhFE9nRcl+4NyEt/gEvpAVPpzqm+WLHglP79DuYPaBT/LJKjN1d6UwxbSEO4aEui3/1aAJxCWx04SILQlenG8FNFdxr5ZASng9g2MDb3WGKEXrkUi4CYOM2ix1tHWFt9pqjLmnDFFkWBXGlPJvqQb1Qcm95mB/aTQtIFoKwCWLbU4wSnIzytcku31vAT2uUQ+2iHlPQDZ9a6M7Brm/n3vpOeS5lNylnbvz9u8rHKkcUsZyzQyXkmTLE6bim5r6daW6U80mycx/lGFTx1qa4jncrY2nRSAdivA9XYojY1uFdmVYj0LgsR3fcg3YNYGpyA9bMmjlhs/kRogh+peix50hLWErCsPYeDIsoYQFP/0i3fJsoa//OgTbh4NuAwHqErTNha/7fPVpi3HB2vmcU5TRBKavLWSRdZPAdxQAB0/TwipIxrI499djVGRJ0o6Hg/m3BwPebE92tPSq9bSbKRpt4Xk3a0VdI0VEyXrMZFnW8f8cH4frQJVExGMREToQgDnkGtC7CluckEbbMBngvjpSjNfDkizRpqzUU11ExMvFaunCh87UFKrqcEbym20VtRFzOebI27mb1+PqjuYfOb3dudtLuHIu31A6MSBMBT31XgtzVA9lqaqOpRz1hZS7wSzA8zktbioD1MeSpSIHrQyWd9awiJC+/7erHbxNXLvdZEwpOqp2oNBQYEZtpyma7ZdzGe1xo87BnlNZSLamwxbyvPamXO0/TBD96blftSBCbSNJTiFSR3OK5lqanGCNBWiS8877lRgXT2gbiz1ImVwVDAYVXRZi9aBchvjkwxb9aDvwos7pwXbDzlkX5Wm0kfiGG0r0Qy2E/naLrtRN4quMqg8oIwnOI1dWtl3BnJ/ilxIGC+mVH00jyIeNbRTS3JlUFv7CxlAv0wT1oUQ/k//sgsqqP7GNAFTCOork4aeoqcQJHbQYc9jbCXcUVsIGgQ9otjRj1eFclE+lE/QrkTEqus3i3SXBxaU2idU33092dP4dtkhppHvaYe99S2y6QUtCeDxxtNsDC6TTUFokW+oVNFGFrrLRBS9vaelAx71RZeT6VlbiX4gXgn1ZDfmNBsZf+8+bJCvu1gWqKkDzUCCOtM7KQKSWxFT+7hH/VDUhx510OA3EdlLi25FKB4s1E8c/k6TzHt6ZsQf0+MMzr0krfcUt2gjwbu6FavR7amiOEpIVoH0phUEcq32NJa3eimIhg1+lRHdREQboaK6BFxu6KqU9E7Tjj32oCUelzSNpVYZyhma047Z6Yqyjqla0RjGX0pGS3kq0x9TysbUDgPNRG7GaNPn5XhBbzvjUOsUW70pZkwTiFZiJxs0bB/IhLEdejTgOi0OUL53DYykgAmppxsFoqwlS1uqMiYceIop2OcpdqP2egbdSlCi0JrkkNNdQLuAt4ZuIGGx8UpE+u0o7OkLwcih7FuFOazFGaqWgO78QrE+89w/XKJV4Habs9E5amF7UxtFe6+jfMehl5bk8QbvFc11jv7SCOo6Zq93KZ+P+Ghyxt+494ecvLPmb0ff4vL5wb6AtEU/7c6lwd086i1x3+KVZi3feP+VOBYux+IWmWVMc6lYRuOSg3sFVjleVAfUzmKMNF1p2uKylijq2G5S2kXKImv4cHJF4y2jvKKoY46zDf918SF/68V3uLkeQatpE8O6SZhvclQrVIz62DG7vxQHywPR+zWbWMyJKiUhqRi2mzHbWSp2vImGTpOsA/NvBcxZwSgVit7HmxN+8Po+7SamfdxgbiPihaJcJRSpFBxVIyHKPiiM8syGBddHRhD4yuJaQ5y25O9sia3jZjEkNClmo2l1QpdbTKNQSwsrscVvDxV22NIFcCrIlLPrncg2Yu0brcCsLC7xeKuIIocuNMvvNLz/9JLDdMsnd0dsqpx5MQbrUauI5FZomtXpz7kpNhrVCJtgRyH77OKYsnvbQU8CgHQDMdGwReibHGgzhbI9Gt2jut72B7uXidluL/9jdvRO/rQjOfSD6WnzPdiWLoXq2GVCB3cJ/R4P6UKcEl0hzARvFeWRlnuw17HsUHs0uIi9CQzqv0H97bEP1fW0xvBm6iJ7h+jcdtEqOIUuDGYj+5wfOLqJfKbowGRUMM0q7rY5i9sh3U3KtsmEhrPus+V2Dpo9KyPaBpKllzOu8ditQ3WeLkuFxQKYbUNUJBK/YKVwdDHQu7W63WPum8adzq2ndfb7p+6ZDcGoPSXzbcdjtN7weLIgj1suV6dyBrRh3xwGI/eO7vq1ECBKO3wjWVq7wO+gZT3oTlD8cVaxmQ3I/8jQZRHViSEMOqqjnbZbjFGqJuLRaMHq/pLmxLBe5FAZDmcbrjczornuG1qHNY7WGfTzjDJKWd9L+fbRK77vNbefHQgYZQN6VPPwaME4qVhuM5QO+wmT7kBVRtbFtMFtLGZjcJFiNKio2wgzt8LASDquqhF32xwzahkNKpKo426Vo0rTG8YIKKCzTrRuc4kz6A5bNoWlLGOMkT3ULgzRpo90AZpUJrW6kmbdrBWFysRgIoBqNfm0IYlasqjj/CTGrzNpUkuDWkR9XSjnNaMON7Cwivnp69N9s/k2rx1zhtCzoCYC8AbFvq5rB7JHdFkgvRNGT3kqGu7QTydV14cwpz3DpVM95Vjuofq4Y3AmOquqiPfOp7uhxa4R2xmD1EcSVYMJUGvSC6kXtAosW0kzdtOOJG94NF3wfDGFxeCNDtb/PEtHhiAh8mJ+dSM3R9QouqGYzakgObZ4cTaMVobyTNHcRVTpTp6h2foBKnXoyKONw2+l4WrGivxaJnfxXBhU8VJRHwXqqbi46krvQXHThP3+YIs+ZiJI/UWnCb7fTzemb7w83dATrcQJNiSSSRetJKxZ+UgYIpXcn/HiF1NZf5mS+u8opf594D8F9omZIYS7P3ExGYTa0yrMSkbMwQgNz2UyjUmvDO0kcP9szmU0oehSOcw3ELRsVNFWplg7BMzU0sC4kRM9xELtuevilCdvan3Q0/+WvXVtLUYO8Sbsc2jqad/seaElmlqs5dEQlN5bl+9MQNqB0A+TtaOeGPJryW3RnXDj26kcUHYlp0M79LhUumPodQFN6BEtLfqNzBNiRbsRUwiXSvcvqKGkoe8C50AyvlwkAXh1pWlHhoaYaCvp58PXjqBge8+gS8l5itdGUI07RdNp2pOW5lCQXOUDxYkFLfqGqAh0qWQ+lafCHx+80ERbQz2Vw89lfwZ0RKCtLHEhB2t5LMhitBXKXrxURGsRaNfbGO80cdLRZB0+NqjEEYJ8LVqIkFg3bzal5TtGtBAVbB9ocS278hKefCiovGmgPs8ZvZLf5WJ5/cWRRoWwz5ToMvZ02/ZWKA66gfqkox2LU6HZapxXhHGLNp7NPIdWkR2WdK2sFxWE7uqjnqKbyprcB4PHCrMW6uJOT1KcCRID7BvkneGGSw1VJBucXRm6YaCtFDYRfVHtDHUVoZeW7ELvDwB7HePvVYRIBNVNZ2iCTF1dLEWe8oouFXrVq/mEm6MRp9GSD2dX3K1yXJULLaqfHgYNg9ew+Cr4t+zrMrYV35m+5CCZ8SqbsqpSOqfpvGyEndMsy5Tvu0cktuMwlQBSV1mKVnN4uGEQN2yWGWZt2IxT/ujmAXVrmeYlZ8M1Z+mK/+tHv0X9eoCygWClMHi9PYBGow8amgOg0+Rxy6IdYNYa3/QBzZ0UTqbu35+Nouli+fweNhB6u/OsI40c3msu1yOeNQc0lzmkHnwguVNUx16oyK2l2sYoHfCtoVylbA+2PJ3NOc3X/OTijE4ZwiLG3G/46uEVA9vwaXTEbZ73tA9FuU5lghcFbCEum3bY0lWCfNvDihAUXSmaNpd72pFQBtNbhdsmNO+XGO2JHm55cLDkNFvzcjPl7nxCfC25MoQelR0F6gcto8MtVRXRVZFMPxKoEk87NiivGI8Kts3bb8J2bAaj+glzJPsxvnf+1D1FqEOARSsFT3ksZka6k3vRlm/WfrzqDZr6PWxw6agmUhDr/nF2f1waei2qojww+6JIOaGMKyd6rd2EzcWK7FIKhuJECg1vAygBKHePv3O33TnidgOhYela9WH1How0CibrsNZR64ToJpLpvVPoUYsaQRpLdeW8pm4tqjDYtZzZunljF7/TRZtKLLJtJdPC3fvoUkO09qJB7ZvG7dMRrqdR2g34iewZQffFW19k1gc9uGgFkNzpuX8+FNXb/kwNkJyzB2bf1tW2ltw2HGSK15nHpeJiV91z5Pc2PJmsWJQZtwcjBpOSzSJjONkyv2cp4xg/cETjhijuaOqIbh2BU1zPR0Sjmts/N5DFMGsw1uPXlnih95TTxe2QTxD2wyitKdMIfxNxcz1GteoNNTNA6wxdJ3EKyY3mH33yPt94fM4wqbk7qAmNQW0NDrjd5ry+GwslMvMUJpHp26GYMvz5r33Gu4Mbfv/2CZ9dHpFYxzitueksbtYxmIl9/I+vzyifj1AnYhu/3Ga0q6SnuYIr2QcSH58tucsGuNsEWo3KO/K8piwSzMKSzFVvDNRPTFNxtPNZQDWK8WewaSKaBw3pUYm1jk2ZYIzneLAlGzSU04T0oKK6zt6EU2sIsefgcM06yehuUtxFRsjesqAQWb+rx8I2SFZmfyaHfoDRjgPd2KMLaVSKMznzd5+r6pTE2QwCRSJ1iE8DuN6roFJUE6GWtq2hawyh1wV3Q4XdKNK73lm0FWo5QRqsdFzTtQYfKyolHgbuJuUH5j5PDufMTlc4r3mxmNI0lubQocaKcG2wpUzSAAGL+h7AXEoUQrD0TtQyQZfhhOiOg5JpWH4uDc32oZeBSgC7NOhbMaFqc098a/q8wsC6MjQTYSv5CJpZEK165FGFZPsmt7KX12PRv/k4EF8oirMe1FaIRlEHfGmxpcZHwpKK5ppmHAiZRyUOgrg/hlK09fG8Zx71zLg/rUX9/7j/7//q5/4tAO/+iT9hAuaoxl9Jl9xOwhvjhOoNJ5MAi22GUgHdqT77qz8w2jf0A0GJZFPPLjR1q8guRSczetFRTw21V+hERvQulY42u5aN39ue1qWgHivKE7FctxtFfhlI7xxdpvB9PtJu+uDSwPqdforWitPLtjcNSZYyEvaRIr1SBG1EgDtzgkhoCH0nrLxYVm4roShWh3JA+mFAr4X61eWCmNmtPIfqqKdk9jqD8qSfuIwDphb+eLyC7PqNzu7iNwSVVh6GzzWr9x2bpx1ma/pkdeH/UhvaXJNftjAxQpccyHRv9DwIdW+p+98HxbEs6HoW3r7FOP0o+Vki+SOJg9IQnUsKvOk/I5CDPvssoTqOaAedUDAOWxSw3mSYy5jhM9EKbp4E2uMGk3e0q5zqCNJbtRfirh6LxqaZSi5EvFDMfqwoj4WGFG0gu/FsHmjilTQgzczjTxpCo8m+jEk/2/GQwL3XcPbOissfnDJ8puhyRXE/otlY8nNDOw5UzQCz1fI8OkhWgeJYDlXdj7V3qLhLFHcPLPmlaA6bnj5nKhGzJ0sva/tY0EFTQnxj9nlvQcnklNaQRw3DOHB1Mya9lkDw4p4YhCS3ijJOGH+uuWsPUE4xPFd7jYbdygYoG5vD/XTE/8P/KkfjLY9Hc/7cg9f8IDwgPMvpBoHq1GMqjY+VaDDfcg+/7hIexnccRWu+Orjk715+lU0tnV/rNMZ4iipmuco5PljzYLDgLzz8nPlJzo8u7qFUYFUl8hmOHKrTLLcZrtNUTURyeMfrckJ9mYMO2JXGZUqMa1olAuBr+XyzS82r7oDsWcyDv18w/0rG5rGiOXC0k56qlYr2MYykQhykDfUkYv00w2wMRZQxPthijcc5RRg4TNrhO03xbouKPPGLGP+VhtGk5GBQ8OWLY/TCsmbAT7Yp2jjaTYyKPdFSE30y4Xt/3vLV+5c0zoi0QwWsCUxmW9RBYPFiKvvKKOC3EarU3Pvwmr9+/ydMTMnapdy2Az7ZnHC1HXL5YiZLvzJSwDeWQVZTtBF/cP6A+ssRs0+l8QwaZp9UXP1KJsj3ylJdTpl8Kp/h4qsQvbvGe0WtUobHW/7yg09YtDl/+HaXj9C8BzJ1Ku5psovQMw+kCbOlFD9NJGfH9r5i+5A9vc9UUhj5XhMdbSAqe/2Mkq+tH4o2J14I66I80HuNcXrbu4lpAWOUE2Mob0VYbxpxbDRtDzRuHPFdQzOLacbRvig3jUzGdjo1F0TP5ZIg39MpdKnxPTU+xFK8osB3GqyTvfII6HOp/DaSKUYujfjL6xn+NiZa673rr4TNSuNZHyihVdcQFb7XtGoxKNl4dONph5Z07kjWIt53iaYZimGJ8v1EK7zR6wrLpQcpD2SS1yVhTx+SRlPO0mDkTNON2k8B3uqlAi83U96b3DB5vGSRjITVMaoZZRWZbSEDd6DI45a6imidkaibl5pmoqmdTASSrGX6oBBjjMsMdVzjzwS6j5KOZp6S3WnOfqfGbhqufmPEKrMsqjFo2ExqjPXox1vs90dUx572nox61NZQ/XQKCFupflSTpS2/On3O3/ri2/htBFpoVqowbAuhC6ndpOQ8JblT1PcdrrBsuoQ2SFxGFDmcU1wsxlQ3sodtG83Z01vuDVb42R3X5YCqtXStwQ5bGLZ0m4igDWUSCLVhlpYSmzFP0KVGjcQR0c0TkmUf4D0NfcwK4u5qRZqRXQqoKCMVRdtYqtsMuzI8+tUX/C8e/z3+9ui7/N1Pvku1StCNWKt3QwEmDu4vuTdaU9YxaqUZvITNo19QRf+ruvr13kwCi/fe5IqaTgyjuzxgD0v0sWiTtokhRB67MhLgfCBO0X7g9nT3+KDCfzmgPW5pnWLy44iiS3FRQAEGsFsxTWpmgfUk9FTgsAc0VOTR2uMvB/jcif6u0AxeGNr5kOdfg9989CXX1ZAf/+QRatAxvbeirCOabgBaasnuoBXQsg8VV15MeSQGCZnOD8AZqT99FKgP3wxUUJD0mq6uz9+VoGlFtJZoj3oqdXozpa/7ESO2cUDnHWnWULQ5yovhkalh9KqlGcd0eQ9w9zb7IqLt90MntGo3DCTXu/c7oBotsuBaGuNuEOhGMm2LVkZiAg7bvcTqX3T9Mu6I7/xLLyaF2KGOOnwjHSFK7LOT3giiPgjEt4ZmPaYbOSxihtFMxdb+5wX88VJx8NOONhfjjvQW0qUjXnaURxGbR7Jgo5WMPZsJkteUKGyPGuyywdqRNGDeSpidS6SZSudub29eTU3vuCIkUm8CtrcM7XLhj+5oi1ffFaplei3IQzfoOdyN0B7tVu1txeupjEibmSDNZmFlcbE7QMI+3FmmN2Ld6w/672nlUHaZB/Se3tmOHcm1Jb1Ve+rL6kMHw67XBMlnYAtFd5WQnytGzyuK01iolytDM5HHKk/EojiYsNcnicMTJF7twy/f5qUC1IcOXWni17JE89eBwdVOr6ZIb1viTdQXP5rKGo6eynD2+tWUUEhxuX0IzaxDj1vUMhaa0AcFrrD4ZSz0Hy83o4/BHldo4ykYcvz9sNdcKQ/lkYSqNlOZQLmBNLR0uywhz+23pSl324h1ntCNHcV9aZRNrQi1ZGroTjF4JjSM+kAcq4KWDcbHkFwGASUmivxKAgDrI3GFjJc93SBTe11jcU9Rzzwhkg3YpIr0Ru2DyZdf76ToKiznqzFJ1BG8TINLI/eErvucsNeaZBFo7jQuC9SzsLfm73LRTwYDuhS62uos4dUy5SvfuuLfPPwx7w1v+FvhO4TnWa9FY1+gvW00uiwT/subr7NsMi6WI45HW06Ha662Q7ZlQhJ3jAcVX310yX/36Pv8k/UHfLQ64/ObQ8pVitaBtjUoFbCTej9RVYuINvZwCFYJVSI7N2RXgWaq2T6C/MmKb3/nNb//4jHJT4YU77TotaU6c3zx76T4yIvecNwSOg3Xseigxo74dUR2pbj+6oz8dEtxKm6TUd5wNNxSdZbRoGIwW/Py0xOyl9Lo2a3sDeUipc06mtYynBVUaSz0jFbjnWL4cUx1GAjvFaymKe//h/D66++weq+nsLWShTJ6siQE2Yu63k3NLCyzr93y4fQaFzQvmxmvyimNNxwmWxZVRnpQEQK0Lwe02xhVGPxRr4/cxKg4sHpfaCSmhDud9tEPEM01XRbYPFTUJ47ktHhDg20F3f3nt495Z3z7dhcP9FQVoZPKVEyQWh/10+hGHAWVl8Yiu9Ss3pdzI1qKiZSPwDtpPkwVaDO113Q2Y9H+RIUI6pO7FhfLFFQmRwpjhbqX3YpOBcUe1YWe6ucUpgy0uaWeGKqpaIZ1K9SlZgL1iRM2Singh2ipA+VI6IbphcW1MpFTrULNGpK0o6kt9Y1MB6Ku12kPnNCAPsm4Posg9qi16Hhsz2ARh0ah4q/eg3bSEd8aZq9kAoaCNheqNgEYaqqZ3meT7ZzJ2oG8RtMKq8bvaFa9KVWX9TrqRqF6mpZMHOW/ktcpU0nl5Pl3mUK/5WGG1oGXH5/w8FcW/MrpS/7h9n2iyDHKhcq32AglulonzFuFXVi2Scb4yzdMhHhuaFtNVRuquxQiCcVVAJuI6KgkSVqYQWkSPn9gwGeorgd/+2ak3Ua0nSY9LPG/tiIKivvjDY0zXD4/wG7FMTqkoiM32vPj9T3+woMv+H78kJuPjkhuBe13Qy8Nuiw/7JMN5alM6VSl+eh33+H862OcVxyPNzwcLth0CZ9wTHSvY305ZL7OibQnsR0+KNKoIz1YYVTgIC04TLbMm4wfvnyA/jzji8Eh03HBtpSa48GRBNW/Mp6qG5JdatEme0X9tGYyKViGnOwnKQ/+/prbbw/7ibvCRh32oKMdWM7XI/5ft7/GP335VCY0teShEaSpCzawKVLOgXKeMVwKgPtnkY8abwLRKlAdyP/vjN9CL1NABQZZw1eOrlgcZbxejVnPc0KhWXxNobog7riJh04YOA0p2VrRzcQkKr2TgG0XS10cr8QReHtf0c068oOCYiUuPTbt9r5D5TZBn1YM0paqivqg9QBesb3KWZ6m/NbB5xx8d8v3Xj3e3w9+2tIQid5zVjLKRCLhvKY71cwvxkQ/jcQTIZLPWneyx+4cGZuhJio860d6Hx1U9LVYl8nQBWR/Tm8Dm8dSU+0idtI7qX1Xw0QM7pwSoGYMrlW8/MuR0OkrqT3jhRaGifKoWmPvLMNnkN0Grn5FU512uFS09F0itYApdM8CkKYRLYMm3SipEf/kHuyXmoShlPom8HUg3f1bCOH/9id+f6OobjPMqCU7KCiejUmvZKFXR4HupEFHHneecvgD2Dy0dIPA8LlMyroM6kPhWpq1BPPOP7SizwImX9Ysnya4KKKeqH3Y8E4/kL9WbN4JtAee8EHJO8d3fHZ5hPlnOfEqkF33RXcv/lYeulQzfLalOs4kqPJIGpF4pfZBuwRJXE/nHlt65h9G0vlOHMNPbZ94rvCxhFb6RBGUuOVll2IH2kz6XKhEMfnUUx5LGKfyPYe/X4S6UVRnjnakGb5Q+yyX4UtFl2qqY+m6gxZ6WDv2RFvN4NxTeE11L0AjC0h5ea0yWZQDafluQnUkz2v0SnyiqxNoc3qxdN90DgKbh/Jvwxfhrdv8gozQ1bSB6wTTSAPY5UpyMRx9flbE5oGEdI++DJRPHEUdU2wSsucRyfzNDZpvLPWhJllq2pEm+3BLyBqK1GGMp10mEHnuP7jjvckNP745Y1uNWLwvVBI8jD434g550WfbDHr9ihMnwGYioXw+9myfeMzSsGpHqFZsy/GC4khTJEYouww6CZPs9Q2NFBjZnSM7L2gnCct3YzG1aAKmfDMJDEqeT3mkaMai5bALS/5KgAhbyBRQt4Hhp5ZkEdg8ilivpywzeU6SGxYIQP1QThp7G0lemJNiJmjoRgE/aYnSjvI2RVeClkXbgKoEJfzHz97lW6OX/JvjH+K/qvib5a8y/YMYuw1Ux/yZ6AmTtCE1HT+4PMR3imS65DRdY5U4B66LhM5pKhfxN69/jd/54h3CdYKftNi+AHUXGcEGRk/npFGH8xp/rFiscjZNQmx6976ZFAL1QWDy7py/eP9zZlFB88DwaXaE26a0TpBcl3vuv3PDg+GST++OmF+McSOHzzrUIia7kkZ5fLYmi1sKP8CNHFYHnl0diHOVDXQHW9S4QYWMk+95br8pdFtMIHhFFEmX21UWnCKZNljr2H4D7v/tiJt3PPffv+aT/9ERelQRvELNY1QlBfx6mRG8EpfV+yX+ZU68VMxXOfXMEinHXTNg0yZY7fh4cczNcsj9gyW325ywVXTIntMuE+JrQ1YrmqnHZwHWsubvvuPQ45aT/0/C5W95Qu6IriN0Lcg1yDliKkXzgymX3Yzut97+GF65Hji7hZ3F+T5ku4bsymN79y1vZYKdv1YCpExEBJ/eKAavxXSimmmqYS+MT0VvJs2CAh9YPxKHrXgTenqVTLEGlw7VBfKiw1vN/ANBam0Z9q5l5ckbN97kBo5+2LA9i2iHvb51oOkmHQRxsDSFgJXNkWN4bwP3gM7gvcLVliRrSaKOthU9Q3Ir+2u8gsVXIpqJR7UQLQwgOULxKiBZmQIwtiORETQTUAMxTdpsLONn8vXqUNgqujGSUdTJHl0dqb2bry3kTBtcCuhWzfQ+Y7A6lOIpv+gzDluwvTux6oR6mN6ILs1UktG4ek+mC91bpkJrFZg8XvJyM+Xfffh97n19ycebE75YHFK9GnLwA4XLFDaTsGD1uICLjOzaUx5rQk+vswV0SpM92PDe0S0/+uIBvpWiuqtzBu/PSQYVLqs5Hmwx2rNpEg7SAo+SAOfLiazRnw2ZfPeGD2fX3NU5r5YT0XGuwJ2A2lp8ZVhtLL9/N+C77z/jr93/Gf/xckDT5QKc1QK62Y0ifWFZfzfi8dkdrdfM8xznNE1ncF6TDAqe5rdsXMKX0Yw8bhk/EfDkejWkmqeMTjYYFVguckKruTvI8YeKsosIQHPoSH864PZ9jR96zLghsR2aQNeafT3mYwhfXzNJWtabjOGkZPM44rN/d7iP0DBLQ1MMCKOO0cGW++MVX24OKG5zOOkkCufMCUi9UfhY07WGu5sR2bOI5C702Xu/oIr+V3R1iWL7oI9fugl7eU07VFTHQn2zxvNsNeNuNaCtLbRaQofPd1Rli8vFLyG7CdjSsH4sk5qQBNaPZKKeXQeSZaAZKaqj3rBua2hHhihr6a4z/MIyfHdJ5zQkiBX9KkXfRJhC7vVkHihPNefbMRf5mE2bUFcRXadplwmqMvjMY8dSW1xdTdCRZzwqGKc18cM5d3fHNBPRtJlSAJrqUIYXplGMnzds7oupzNEfFlz/yoDqSN4zl8geYrcClm0fKNqRNJrx+yu0DhRuQnInIIJvJK5l9/14aM+cBE1nARfLmZ5daOojjz9saSND0RjKU6nvCAIIhQTRR5/UdF6RXVpxmh6Ig2hyJ14RutLo6k+mAP0yFvX/AfDbSBP2nwN/HfjHwJ/YhNHzU/0iZrOKSJb6jTDQBkHQTkuacUd1GFGdyIG1ek/tbWujtcJeWLHxnfS2urlsULdfT1l+3YnQtdDYUu2Fyu2ot7b1YJeav/YbH/O/v/cP+N8d/CZ/++PfIr1SqChQT7SIOsObIEtbZCgvzUp6K6G60SqQLuQGrMfi8Dj52Yr5N8YUvSAyP7fUB2FvrBGt9H5cOv4Cjr635PY7YxbfcIRhB15JwdHKIWGLflOJeipLLDQgXYqN+PC1TOnWDw3bB3LDtMMgAupOKFA+DWwfeJqxYvKpIGJ6Y8iueovQ3eQGefwul+YyWXlconsEUpq00Zea/FJ4u9VMDnuUoLPF6dsvhOK4w8aOUCnKE096rftGsp+kaLmBquNAtIX51wMm76iriOEfSlZRfu1RXjad8jgI3WDQ66eM4zvHr9m6mJfrKdu8RmvPfJPzjz/7GvGNoRt69P0S81yyXNYfOBh01AcSRNjMHGbU4mqDWhvilTQ+EqpthNY07QSdLA2mVUQFpIu+8IhlrRdnag8giJlFIL/2tANN/ZWhuHRO5OuDV1IQJkuh0C4/MLhUGunhc0190CPeicQmDC4dxYk4LEUbsX8u7hncrENFntDnv4gFdMC+iNE1FI86lr/Zoa9iopXeO41WVUw7Ect+u+l1nmNQE9lg28uM//Dq3+LDb7zk1w6e8633X/LD5jHZS0v5pCW6s28/MDUo/tnH70rwYwofb+/zcXKGzfrmpLAMDwtebyZoFfj6w3Oae4YvrsXytmsN4aDBRJ67qzHZlzH1oeRvAVx4zcX5CcMrTXHmKR6Aebrhw8NrPl0f82IxlenzP5nRPXI8/doFz356hl0ZXn95xOvoQJp3HVCxOH85G2jGone9N15xkBRcuUN0qanjGJPIfR7dWtbFmPikoPn2lvmvd2ig+XRMNqkka+fVWKgQG020VHQ3QzYHoqEtDzUfnl7z3ekL/pNNTmQdPiiimZh02B6pXpQp4VCxXOXEG9knXG1YtSm/M3+HaVwwjks+np9w+WJG9jLi2fuylsJZx+h4w+low6v5BH85Jj8PTD5nn2Gz+HbL8HhL9bMJd98ERmLtHy0V1WkgijrqZUp+pSWAsxDmwMUPT9/u4qHfvzfSMMWrXus1DEQrKQq8VTT2zSIuj2UvMiX7vBiXwfJd3RtMyc9WRwhj4lYaKBCziDdNiRRNky8aktcrlt88oB4bjn5QUT3McYkUYsWD3tAp8uJciEx7vNGcj2KSOcTLwPYBkv1TimvZ+GhDGrds65h2lVHXlumo5HabwFUiaPfQUJqA2hqSVR9hYRRR4UivNNFqN6nf2eGLTm0vGcgkdLsdKgYvoLtNaaaB4r6nOu6pkU4Kq50GLrvzBKOpDuX9M81OfxtYPzR7sw1Tht6xTe1z0tqR0P79Uu3/rnvXRN2CsvRnl7jThrfM4uicxgXFxXzE/3H1b1AtE3AKu7QMbsQUCnqt2tCTZw2Fz6gncl/sLPmjtcT5mMee1LSwskx+ZmQi0ymKKqbeJJhe+1w1EdU85UW/p7z34Jrrdkp6bunywPX5hLvlAGsd3knRrkLPvkhlKooJvPv4ii8XB1jteXC0YHDvivdH1zzfzviDn7xD/MrSpcAi4ll3RDxo0DqQJC2jtKbuLC9up9xuc/K4pSwSRmnN49GcoovpvJbQ3f79SgcN5Txjeznghze5NAqpJ5pVVCrl9HCNOfZE2lO2ERe3E5IfZQzOJWqoOA00y5QwVuSDira1fPXrL/js6ojmLoXIixlZK79RAc/vZgzShg/fO+ezP3gI313x3mzJp5+f0RrN8AuDP8/YvttSnTnK9zpM7Ambt48g7uQ30br3NpgKa6qdiotgfGm52x5InEOhiGvRy/tI7hndCZ3R3kk9XNwTMMnUEC007dRLHZ7vrOd7HfiWPs5Ckf9swPxXOqKjiiju2GxShsOKtjPU85T4xooUaCtDhXgbGLzSXJlj/r+rAW1l0TagPh1g0t7pXAVcq6l8DBsxb9raRGIDipQuC1hk4t31+ilhpWlcqtjcT9AdjF44yjOZA9kS8VVIPNHSCH072pkfBcJpxfFoy+VyRDsKNIcOIo+ZW0afa8YvOoojw923AsllDxoiw5NgFeFM7C+0Aq8D7UiTv1IMXinKIys1QRZg0KFfpsQ7A0Ev9M6du25+CS7WXPwpJ2H/feDbwB+EEP49pdQpYlf/J18BzFY27HghN0B1GGinnqCDGAW8zlFxYP2OOCiqckdbEsqdblTv4tRvwrWMEOOV6GOyl4bynhM73m0v7OytfnWriNs32SRDnfKrgy/4m9PfJJ7rN85J/VnQTHtBdBShayhPZCo3eiaFcXkgZgzBKMohvP5LU3nz+vHl5rEUabrSDF9qkrmnONUUDzyLrwbq2UQyl+7E5CA7FxRw5xhpC0jWog0ozuTmMEVPT5x4tqeGZOHRrdDCvO1dl7RMF3UH8aXeC6639xTJ64hu4Pe84m4gglPVaLJraf5GLxte/pWYLgtMPobRM9E3bB4F2oEkidtSbFODVmzvazbv/nIpBX+aq+0MSdLy8M8/Y1WnvP74mGit99bN7QjakVC71k8N6lCaqO466+mCgXqmyV8H8kuPizWmMpKRtlQYHShdxOeLQ25uR+AVynj8NiJaimuOqTTVicaPHWYrFJowc7ihI0QyerafZgzu6FPlZcobrKTSA1T3JSQ6ZI4ug3UqWrzhy0BU9Lb2tdidxkuoTgLFGbRDgy36LI6IfVji+olk2dlS1oTw2D3RRkKRd/dal8sGsD2Tg9sWMP5JRzUzjD/3ZFcito+2oi2ppm/yR6TJBVYRbuLwSaDpc3oIojOzhaI+8gxe9AY214nw0BHXoU2TkOuGX50+Z/1+wpfJsewJRR/y+xavw3jLb3/tY14/nrBtY15fTVE3Meo6kvWTSk5XsUnIBg3LMqVpLUnScm+0ZpKUbNqEnz4/I30R04wDHNUYBQfTDe9Ob/ndzXtwofG5JzooiSLHR9enBKBtDUncsf5AGo1VlWBKTfLBCqqIbhVjthKGKXmEHtMohi8D1w8919sBP/v0PqPPDOWZaBoIisHZlvhhx2qd01QRHzy4YtvGvHpxyPFHsH0/YC8FLWwPO8LjmjooXGlIn0txPv+Wo7495IcfPSY9LCmKBNcYbCpuZWlvVPJ4OGfZpFzGLee3CcmdJh02PJvP2JwP0aOWfFhT1xaVCH08zsSavrgeMEpr7uVL6s7y8nDAWmuUF91Fe9BydH9J3RmJS4gdgx9mxMvA8kPPwft3OK/wnw3JrgPFqaI8E8Rz9MHira4d6HOd+iD2dqh6tz0x3Sh6Z8PsxtMMZarTjnv01kDo8/D2E5rtz8WpjDzJrZZ9uzfHiAov+ZCo3sgioHygOxjgYqHDLz4cUB1q2b97alIwAjKq0LuMjVv8QNPdRkRbjWlF16G3MqHWWcfBoGAU1dzpnPXNAPP5kOv7kr8Ylb3Av9GkF2ZP6+uy3vDKWKKN7Fltrojps4K0NGS2lCkeShFtBP0t7ouJUnah9nouOYv60HYvFEuXGnQN6Y0YE9VTzfaRyAV2CDehp2P2tPFo22d7anFYDkpMQdQuX9T1cqBkR/FT+2ykt3q1mqaxZGnL6mLEt7/2jL969FP+4d0H/PNPn4jBRKuJ5hqsp20tPgq9FEDch3d00noKh4OCk2QDk5Z6Zhh/Bqt3oF5Jc8c8obvIGF8EjtcOUMzfj4keOYYnW+r5BH+/wmhwqxjfyntplNC1TKlwuud8wgABAABJREFUSqI0hocFqyql6Sy//8lTDo7W/MbRM/7C8GN+ltzjR5P7BGMpnoi5AZXm6ZM7ZqkAWq3XDOKGdZEwfz1hbj2zkzXOaz5fHnKzGKJVwHvN6jbFrg3dyKG8QjViDkOAo/dveDRacDEbExnHLClITcdlOcJtLO0oMJ9BN+5QWUeUdIQA69cjTv+J5vl/z5OnDW0WEQqDKTU+Dczuz/nt+59y3Qy5qweMo4rP71c0jeXl3RRVyfuwfeTxuWN6uhYdlNcslzlm8/Y1YdrB6NnOQEe0UuJHYPaSlyISv4Ozf1azvS9c5eoQto9Fy263PaWvhfHnYuRmq975eCr3dfFBjdpYNk7uieROQNpmJL8zex7RZZb6aUn2o4ziQBqf8etecpNLDR4vQ78PBvJzTV0NGN6Kd0C8VDSIvlYPOpRCMt10wCwN3SbnxmYMXhiSCoqzQHIroJuPeuZBA8ldYPNIEfe5e7ffEIDbbmVCqxv5XMoTublNn7MaRY5VlVDNU5QJRNOa8Cxn9lPR0ZaHoglLr2Xav3koVPn0C/ksym0mUhctYI5PBEyyPZsgvda0w4CbOaKNIr0JlCc9sGHEJX172tE8Txh/0WvM/oTrl2nCyhCCV0p1SqkxcMUvMuXYXQFsJc2Rj0MfBqvQTuFGvucigwqGwXNDeeIZvNS9LizgZ57qWNzEdC1OWnYrFKjsxjP53MMPZUJWTwSRbIeSaxQvxVWxeNzxX3z0df7cq3dIrCOea2aftKRXJS61bB6lbO/rvWlIeRwYPYPBSxm1Znee4lhQOt0p4oUEzrqk559ewfah5DLZlWH8uSzQ9WMtgvZI3vxmJM2TCuwDe1WA4limccoHuvbNAdKlkN7Jn+KepjwVCpuPehfDrWSriJ2y5H81Z05cg2613HS1ZOx0mXD101uFt1YyWwzYOrB6EsvhNAhUR8KnHX4purZgZAzuEvb2sUGBWb/9SVhoNVUV4UaaLGrJHmyoXoyI78RG1WX9ou61AsEputucwQuxu/Y9Mu0yRTva6ekgu5RYguvLCXeLIeEywXSK/LW83uoo0E087aEnmlvSn2TitKkD+bliNYrRw5bgYkafG5SThlUBg5cSOBsvZVNIFoHoxkoBgmwY0Uoa5c3DXiPZ02/SW2mcu7HHrrVMLsdiliLBzFLoBCPUt4sHivT6TSB4tBGret3JWqpnsL0Poy/l/VQtrB9Z6gnUR0JpjDaCOidrj+7ecJZ9JDQwfVRzNN1wtxwIraAVilq0lcZRn2vqGdRnrQiiI4/aikXrq1cH/Gh0n2+OXnMvX/Eqm+Jf5ri850i/xWvVpXx0d8rZYM28yrCRg/sFwWu09rxzPKfzmpvNQHRfxpFEHZsy4WI94uFgwW9Ov+D90TW/d/yE28UQV1pM1vGvn33G0/SW4qsxnx4eobaxaKA0QmdMBKAYjbdshwmbu1wE42c1kXEMpzVlHlHVEU1r8KWFThE/LLk+ksJq/eNDTn8oe8fmXY/NO5K0RWsxFDHWMZtUrJqETZVw+mBO+Tci6m2K6einBIpuFbNzIVQBivtC8a0+HxG1iops//VOB+o4Irby/K+rIT/+9AEERXqr8Ukgto6j4Rb7wLM4H7O9S0AHoqXG5QHfWqAjmla8fnbI63DE4GTL6OGK9ShD3/R7jVd0TrNZZqTPY2whjc/qHXCTjuU6o2sM5IHlhwqXOUIUGJ+t+crR1dtPCdNvzIdcJg1WcivFfDMRlzFvhSlQnErzkvamPV0qjVN90GuHqzfAiEtlolYhIJtokQ2DC8/BRzXBKuppRHkUUY8120dSIMUr0QXXR14mRaXaZweKK57G1Rq7lem0bsTtK78Et5DpWdcY7rY5a5uwWGfojcVuwM4t3cTJBH6rUF70YXttWcU+v2z5oUxodk58Oxc1b2UNxWuPrYQq7yN5/QD5ayn2TaVIrwWwUqFv8PqJoO4CyVUfDTPUVEeaMBDQRsT2inLmJe+nEOdYAqJRm8tkx1s5B5UXt79dEHY7Cf10TO33uLd1KScNUnbcggn8+NU9TrMVf/nwZ+S24Z9+8S7+RjiRemOpYwESyzNPeqVFbhGE5tqOA4+Gc16XY0Jpe9aBsFy2Zbyfgm4ferbfEkdVfR1j6sCmSXgwWbL+jgAr6zrhupiiSr3PaiNI0R9qjcezXWakR2si46DVbMuEzzZH3IsXFC5hOi64eZAKFTUY2pOWL64O+UId0BYx1JpoWmMjYYgED5siwXWGKO7E5+B1hnlYMHm0ZX43hMpgVqK/l0w6uLyacPnZER987RU3Rc69XHQYn58fYYYd3/zal/zFg8+4bMf8w/P3cV5zczEmvbTMvxpItCeyjtAp0d6OINSGuo0Y2po2GP7rjz7EJA6/iKFTVLEnvTa9eUSHzjvWmwzXiCFDNGgJ7VumcCDAxOIr0kgELWe/0HMFBGomvVeCh9tvJJz97oZmOIQDWd87Y4hgA9FK99EMsk6KE4XdatZfaTk7W7CtYzaLnFAYmpnUerZSRIUnuTWEY0X0o1wow63UwzutE700xzTiojh4pRi/aFk9sqggxm4uk3pLN5YKeX6DV4Z2EEjmiuok0Gae7RNHcm32bsEukXUZL3euqAI8F/cUxT1DPBcGlO56BlGQerk+EuApvVG4dxruz5bcbAYyiV5pzNVA2DyHEJRs8M1EpurtUECx6rSjPlJCxb6T98MW4guwfRgIqaeZ6H3wso+lDK0PBWCLV/K626OW4bQEYPNAUxTxH3Nt/W9ev0wT9j2l1BT4PwP/HNgAv/eLfiDYQHfc4teWwQtNl0pGgO7EFbDOO9HSbAzJncZuRS/T5dJJ+jiIoL9FuOGvA/HaC3/1QBzgUJpkLodftJUMLVnJcojES6hqjdeGdT1k7RQpUoxWsyEqCD1HguxkoZdn0hFn13IIeQPpne/dYsSOfhdWuruGL6A8NjQzz+KrMoGQ9wCZ6nW9TiwS2/p4IYV4cSoW8qqTyVbQu1DOPtSud7/qBgE364iuon5cK5tovFAkK3l/unsd2bCmTiO6KkX3IbnlsaKdvDH6CAZ84mmHGvU60Iw1yR2kN5rtg0BppbHcGSnoVpqJ0cuaehbRTIV297Yv5aC9S/m0OyYf1MTWUYw71E1MtIbtEHGu8WKCUZEQz5WsgwMpOnfTTpfI5xj6wsC/VzLOazZfTMRFqaeoRGtBqNtpIBo3+I1YY8crJWGDMYw/thS/3mBOCsrFkPT2TZZR1Gs6ulxRz2DzVBqOeKWIX5i9Uw8aqomM6aNnes9/7oZhPz1uplKEBxtQXu+nUL63wtftG52imAaofQaPqQOmt2c1tdBl22EgWb753HSr9i6T5UwaMJf0YvaNiJ1PD1b8+vFzvqcfc36eSW6Pog+oFS1adgOLxEroaKfwQ0fXKOKLiN/PnvDgqwv+xvH3eZrf8h+HX8FdpG+djljUEgb8R589Iv0ypnuv4sNHlzzIlzzO7vi1wee0wXLRTvgvb77Oj8/FEbG+zWjXhu8BnIFH8XRyx1+59zHPywP+6PI+X2yFsmiV48FsyaerU0IumoVxXu9DJF+tjvjGV19wvh6x3qZ0jWVbxuRJQ9P2W24ATODBo1t+7fg5f//FB/APZ6LDS2R/iE8KDsdbVmUqB2aj0VnHbTWETYSaiGlH00kIc9tr+rTxBK8ITqMjRzNtmI0L7hYD/HFDMqxplxk2lQYvBOH7161l1aS8Wk6g08SziuohxFeWtjVktiUeOtbjFLeI+8wjRT3y4kLmLceHa/yoJATRkYXLVMCSs5rBsCTpNXYsI9phoD7x2JWg1TSaNsTE45r8acHibkD6ZUL7Yclfevgpd83gX/iZ/6u8dC33dDuSk1as3EMfeCymTMqLsZGPMtaP+uDkUvSRTaNph4rQP1VbsA/r3TUwysu0zCWK7ZnGRym28HSZpjyQHLCdwLs4U6BFj6P7HLV2IMHfIMVNiDzChNT7CIhdAPsuT6uoYpptjJlbTCtgDkB6YYmXck+j39ApfcTeBbUdhj8WPL0r4iVqQaJNTB36LEw570D1sR8yPUwWgdGLhmAUXa4xtd5HNAxfdSgP21OLjyG7kjgRASQFyFWdOC2qTiaB4iTca61zKO6DH4gmVvdAZjvyklWKGI9g3m4XFuKAzTuW8wF6bXCF4XujR3Te8NnyCF5laLWz2g9kg5qisHvHt/Kkf815IDys2LQJX8wPRW4QB6pMahXl2OdjJfe3e2e6j/QZnYJX11OMdRyMC+7lK6pOnB5CFNCFIl72GZapQkeQfyLh0TdOaM0H95ZoBesm5dPilES3PBwtCO8obl5NyJ5HvPuvnWO156ffe8LkuTgGL76SUx63ElmwlXwmUymaBzV4hblXoXVg9dEhJggl0w093cxD7KEy0EhB/sXvP6I96NiMl4zjksGwIrGO+9mKSDnWXSoB97YjGrS4LBLgapkxOFmSTSuiHlTaqJRinfAPLz8gjxps2jEcVCxvEjFTyAL1kVC2Va0xN6lEzowC6knBNx+85g/WT9/q2gFxM+1OJG9N9/uM2tLHXUgNbeodqAPFvQwVAtm1DB7agdSw3UBodS4zJDea8p4nWvUGNyZwfTdGay8uhYnHxR69tuil1KKTL1uiworz63157ORWam3lZd/aGba1uSZZipusqcW0THUCziSbgL4C5Swulz1UO6FvuySg8o4ka6myhOgqAi0DF4lC6p3Kj+RzkFxGsLE0pKUWJ1l8r6VvFXEPOrnaUHeW1cUIXck6tIUiWYh5mq0kCHuv003ffAbJmaTc13qAPtf7/EHdqD04Yqqeop8G0eR10uz6TgY4VZWwaTVEHh25fWTWn3T9Mu6I/37/1/9IKfVfAOMQwi8GJINCWU+YtlSVOIBFG4030mAprzALQ3InSNf6iaBUwQhC72NFAKJC3KZ21IfVO70FealFaxMsQfcToT4njJ5m5WOEslFrsnODrdjrv7yRAtU0MjY1VejDJAVt2tEY1o/fHBS7gyC9E3pXPZF/jzbSJOpW00xlYtKO3hiLqLJ/DCuGEz5inzGzG8FLsrlQDHUrxbuPFOmtBML5Yy+GDRsRCwYHXSdW5M3Uo4yn2saErbhVuUiaDrHqFUMFZQKhNOitweWBu2/IJEd1MDgPJAtFdRSojnuUtad+NF6xeE/E4834TZr827yUE1qb2qa0Tzp+88kzulPNP1AfEr5IxDo869Dz+M2SMxJcGKxQdeqZ3Cy2AB3A9ZuGNp7YCvqrW9EVuATiSBDq+NbQmBit5D2IlzIhayNQS0WSthwNtzw7zIjWVoI3Y7mRXSqTx93zCZJvvF+btpC17I2iHEgumenT2pO53OwyBfOYSpEsJMNM+O/skTHn5b+zTzq2p5LhVh8ompFh9MqRzR31zEoUQisidskcU6hrafx8LLbVQcva7oayeftY4UdSKN/UQ8rWyvS27jnkfTMfb6RojBeK1qVkC5kyuizgFXSrmJ+tT/m3J3/EXx3/mH948D4XF+kvHMv/q1k8gfUmQ20M0RbCs4RP7QnuTFO6iNf1ZP+t7w1v+PpXLnhezvi+fURZjih+OuXvLzMe37tjmpT8aHWf3DYM05o/+t57/MHoKb/61S94d3TDs3xGdtDyrZNzHmd3XDcjfjY5YVGmzKuMcSruivG44PqnR7xepKi8Q93KVMgftdxtcn5o7/NkNuejX0/othGq1iQ3hrax3BuseDRa8GVywPXdCL+1EHvioxJjPIsiY3ExQnUaBh2hNKiRZzrb7vUiTWV5Z3rLo/GcH726T9vYvZ4ki1vqzlDc5tR1TvPAMkxrNjrQrGPwsh+6u4yfXj0iZE5ypKYNrjFUea8e7zTRq4jLbYQetCgNxjrcaYWvDa4yrFVKOltzmG9Znaa0NxlmK/k82ZUSHeSBp8sMduA5Ol5zqwNhFfF3/vl3uP/k7bsjBi1r2KW9O2wSCEkvxm7ktYphkd2bGCkP7UCjfKA6ELMMybLUuKSffLV9YPFGLO+ThcNlmnKmqWYKkxl0J3RE5YUB0ow9bU+tCxHgpHjZ6RPx/Z+eV7+js9UHgeZAwq996jGxwzmN2po+v6bXCOeeoLVY4oPoFLveGr6Vf3Kx/P5o+UZvquvedj8EqpmArMoJXVy3IhmINx4ficuht/KnPIpEuB73k8C8p5cvDbb02CrQaoVP1b4wMnVPy2r7mIw00I0daAmuV50UQbvJkEt7kwsb8Im4m+lG4f8Mcp4IUreE0hCGouO8uxrze51Fq4AbOnQtNKYwFvoufbRBcyBgr26gnXpOD1bktmWzTcXZ+U7WXTr3NJM3sgvXiQ5t28aEZSzuq5XGt4q7h4ro4BKjAjrrCFUszbaSc4egqAaie2zHjuRVRLU1cB+6TrNY5cyrjA9n19zPZCJVNhFbJROqo3jDR+aJmNIMBNgzz2NM02v477W0tRYMsTKMDjYslznpop9KLg31ocdZBaWBxJOMauouI7qwhIXl9WbMa8ZUZUxIW/75zUP+SfOO7PEq8MG9K5jBeW3RsUMHxTBuqFuLNZ5RUmONY7XOuV4P8H6Ea9/kRuoWyfAcOLFit54uJCJfmDqeHC7JbStZUG97+SQBakP2WsxHTCO10C7seyddyW7EQXT90BCv3jCzfLKbaMtUz8ViKiLrTjRfemUxlxHxQqGH0BwI00B5+hD1gKk98caztmZfB+5qVOXCPrC+Hcnz8ZFieyaZeD4S46H0JtAOZdJkS2m+2kHoJ+KyT3ot+t82sXQD01MchcnlbW+Govp7W9FHYfSTQgvlaQ98DwJ+1NENDMlZwYPRlqKJiG8Mzb1W6v4u6rNdpU5qh9KA1YdiyiIuspqmsvjWkN3pPlKD/f1XZhJmH60NPhaJVFdadKv2fYMtIFpBl1u6ocNrQ9S+Gc78i65fxpjj3wH+qxDCMoTwpVJqqpT6GyGE/+xP/JlORsDYQDfy4PsgR6egQwoGBGGrZ8KbJ/RUg0Q2Znr3Gx/1aFgiGilMIFprsXb3UM/koDQ7hMfJQdDlcpB1fWaIXr/huQcDaHF2Sha+tx4OJCuPcobqSCpFccGT59OMQ79havSoRzf7g0p5oW7UZvd7hUrhE7Xv4JM56M7sqS624E0w3a5QNxIMPHzl2d7XtIOdq2KCLeQQtGtFNwpUJ5KLBcA6klDiVjZx14dbpteKUkM4CBjrcVVMev1m2hIv5MbtMrH39+ZN+K9upekUPv9OmxTe/M63eO1d9HSg3iT88PYe709v+PUPvuT1vQmNM0In9PJad9bQ9VTey11g6s4O3cpkmGYWcJXlZjNGIdoyU75x1dxRa+gUftKxPfQEpyUpvdBC7bkaEAKovMOlluxKPvNmIsVXMLKOkxvdB6/2uRtWtIddJms0fykh2tWh2m+0uyBAmbyyn57VM5mKaSf3RzAyFRPEST6zbigTTh+L7b0EjCPoz43Qanf0Id31bB7Rs2ILCf4laNoj+eJik/H94iHVxYB0/UZrpqO+EUwUzbBfkxvhh9tCsX5XpnjJleGH6hF/Z/gd/srkJ3x1esXr6cFbpwQZ44nijnCo2GgpSoZ5TWI6Gm94VUzltXjNQVLw2wc/48P0HKMCv+OeUr8eMJyU/KXTTwD4nZt3uCtzmk5oM8PnEc/uHcAErPXkSYNWnlWXse1ipmlJZls2bcwgamicZN5c5vLalQr4zOMHgXQsdr3XmwH3Tlb8+pNnvN5OmBcZzdUMv4k4346JjaNurTgZVgYyxzfunaNV4Efn97BLixt47HlMN/QY6+i8pq4j2srCMuLV8YQPp9ekWcP6bkA6qgkBrHFY49gkDrU1bJepFOypg3UkQeOpx2w12aWmHWqaA4OeNYymBZ3TlC9HRNdGLMNrjV6lqA6as5ZsXNEERbhM0NcRN4CbaLQOqHGDczHRejeNDfiRI46k4DnICqYPSz57dYy+TLhbv/1J2A4kME0fDNyCauW1Ca9Yvke5QLyWQoMgJk7K7/Koes2WU71QW9gI6V3AtIEuUbhUrNmDlfMNAtFdYHjhKVoJHfW5x3lx6/JR6EGaQMilYAxbS7QUvapyMp2WvUzJE1Xgs4BvNaG0UuCUAqRop4TKmMi5ZgqhL+0aHF0YopVQbOIVYn8dKUJvCd/19GexgZcicNckZNctXW4ojyymEic2l0Bxons9iZzZu/wfmbDLGVMfiFtwMAJOOdhHpbhEGkdiD43QZHd0QwC85O2FmUyCKey+mfyzuFQH5vMMo5Ag7FKjVoatybh3Nqc5sqJR6Wlu2y8mkPgeEBR3vm4QMAc1h1nB8/UM/UWGN2/Q+s1DYW/Y3jymnSf8jnpK8AKuqXZ3ngR8bflsecSyTPGNRLb4JOAihe3DyIU66mHS0oQI5RXOabwzuI3lejOlqGOOhlvuioyu04xONszrnC/XB3I+Pa1hGRGtFKYR5kVz6IiSjtZFxGlLXVhWawmFL0+9OJDO+3Oy1/R3mcN7hZ00NKUE9y43GcZ4skym/tsmZnE3QK0t6qAhtw1FGwvQ0GlYR3zBEa6wqMhTjCuyuGU4kIDooooZjCs+OLzmD64HhFpArdHBlkHSMIwbFuOM28kQE3mGcc11OUTptw8+owLR3DB67glG0eY7YLkHYoyAINFGPsP6QPaYLoO0j3jwkeTfptdyf9YT6KZqPzDYmQDthgumkDwuYWRBPdFUs5js1pFfCBWvy6AbimyiS8WobZ+593PUYtWDw6YSmUM3kCYumcv+t34qzKx2pUhvoG1SNtOYEAeirexFLg776bdPZD8LJwJmdp0Ee/tI6JYCvsjEW8cOHyBLGoZxLQZEYw++18b2U/wuE/phO5J9WjnZf0wrhhrl1KAqQ7SRlyd1uUyvo0Vf09le++vFKVY38ngulcezpej3/Nz2fhb8wminX4aO+B+EEP7T3f+EEBa9Y+J/9gvXU60JSmyzWxUwpcYUUqCaWkaMImKT7ze9hWM3FO636WSS0w7ecOBHXyiKOiK7VHsKoqlkIcbLfiRoeiSvlsWmEsllIog9OPSBbBaCFk3Nnl6oRA9FkIJerOJ7B5lCFp5y7BsRF/WHQ9qjn9OOSlny19IkBqvpRp5m6onWvS1sJkVvPZXnrLzc3D6SSYK3sonWM9H2DF9Io7DryIXqEd6Mzqs+PbwU+olLdyJvxfDc0+WatrB0KhCvxeHLFiLqNjW0u9eS9o1nJDqIeKn2B5junSftVqFXv8SK+dNesZfpi4OwtFyqCa3T/Pb9T/nvHP8hv7t+l//37bewfRObLETUvtMfJnea7Kq3Vs/7wNMhqONa6CAvk75IgqSn4uyofbqTJojIc/9kwcPRgu8/fwRf5LihJ7m0FDrHDFvJ+2p0jxL1du4mYAtDtJY1XR8IlScAzVgWWnqjZYObiMGFrkQnSZCQwqADfhAoxv3GbwLxtcWU0jybWjap7amhHck9E3JHFwdKbYSqunzTxEmw5ZtIg11Dr7zqczQgWQrCqvOOcJtQd5rkyjC63TlpCQ0qKCCofWZaNxCacTPti6lBb7RzY4hvLN+/e8S/NvqMb41e8juTJ+i3DCiGoEiijoNhwQUTXGnoOsOmSVj4jPk2I7aO09GaZ+sZ/4Cv8DS/5UG64GunF/zI3eM7p6/4y8OPWPic6/GIny1PqDtLd7+mVAlfm93wKJtzOxkQguKuHnBTDVnWqYSvBsU4rYh1x3yTM9/kRNNKwk6BNii0CVjr0CpIgVPnaBXEWRGZTKID5xczmVDoQNha0rmmnigmcYULiq4z+NyjZzW+yGDckqYtbWtptrE4g41Ek7FuE0JQ0Cq09qRxS+cM1jhxKqsMVIZ6NWDweEWXtdSvB4Q4QD+JUL19fZcbXCaNnm57asrUEWIPdW8xXxrqOEKpnaZWUQwSbp3C14ajsxV3CrjKJOtFSbDtO8e3WO2pncUoz2y24c4pHk7WfPx2l08//ZZpjY/Z65B2ESHNWA7gLjdERdij0s2YHgCU+9tHep+Lt0OydwHL9URs10M/IdpN07QDU3qCMTKBcj16XSvMDngJEJwSd4Ug76vpkeOdliu7DvvizKWG0IpmTPKB5LnoWs6VYAK6ET2Zy8GNAipzhFoCXKONFFX7vMgKTBH2Nv3p3KO7QJtLyHKXalwqRgJdqsAHBpeO8kgay27Q79M29FouceBFSV7njoVi1uJE3A7eAFQgZ3pwVvbMTACfLgOUTICCU/id3ryVxnjXFL9tAFF5scdvpqBLTbzqz2TAB8nQ2iQNq3WO21riuaYbCHCqvCLayj6b5zVWeW7WA+KFfGb1kcfUivKRTDiTKyP5fo2mvZMOzdRKpnFGGvUkbyjbiKJIoBHnQZdA278vOwdn2yma2hAdV7SrmChyBK9wQUwzik3CrQoUmwQTOdKo4/lyyvxyDIOOdNBQr2z/GfYuxLGnawyqNHSpRdUaRpANasp1ROjXb3YleZfbBzIFaltNdlBSGXk99U1GOCwZZjWtM5RNJKweGwiFpfOGyDi6dUT6WiQbTWzBylm7XWT4seLp4R21s6w3Ge8e3/JvHH7CH9gn+PsV/z/e/izWsizN78N+a9jTmc+d740pM3Ku6hp6ZJPdnECiwQly2wQMGzYsv0iAYUqw3/ziB8KA9WBLT7YeZNiQIRuiYIqWKECi1WS3mi2ySXZ3VdeUWZlZmRnzjTueec9rLT98+5yoorpKJaqDGyhkZkXEjXP2Xnut7/t//+He4Zy3xte4oIiU5zhb8ci2XM6GLKuUXlQzGhWvd/GARIrcKlQIuE6T3/alEdk6IqoG6qHqapVXtNRoE0ArQucgHS/F2AYv4d/KdVOrzll0m621NfIIZjt0kKl6mEkzobzUqj4KXQSF1B6iVWPHLkN3zzKRWsLmUvP6CNK5w5SB8iCi6UtjI74GinhuKI5liCI5gDIYcFnoYpvkZ4d26y1BB3TLd6zHMsFyKoYoYHSgchYfFGqvJiwj7Eq+k0gpuoZ/4AXQsUGywDYibyoaTYg9bc/IoKSSmtwWMg2rJvJ5klsxu7P5K6Mh1XZUy1T6BvFSkHr7J8Xz/DRN2B+1df03/pxS6l8H/nUAO5kSLbUU+P22c1GSTVQF+bBbukdQnQi4YIfym0phu7yAHxYKx6tAu+xEdAeSD5bcdnkIeSBoCSDUrjvQSlBBUx062p5Yf7vYUO0H2lhuYnkgCEEyE3vq4lBuaHXSoErD6DNNtA7E846i13hcpCgPFdVE6H6mkJyuHVUl24oWZZH6JFBPwa7pGiYojuTvN5U0RkEFfCyHuUsUzUBEu+XG4DIpfk3Z0VIC2KXBroXq4m2npUsl9T25Ea0XQca1W63RtoFLF45mYAWBc3QubWH3YppSpoRboSSA9UJpe110sh9eP2Z/LDTRqtNzmcBi2ef34gc8zK74Uu8FvzN+i+KRfLg27egtA0+IhWLT9mS6GW1k86j3Wwa9iqqUDKygX6E2W4G4EVdSXKZpjOV5s8fZewsOpytuvy/J77oVWpKvDWHYkmeiTYtuRd/YDMXZyydKbKs7XZ+3sra3Bif1WAT3W6OWNnGoTVe8ekUwXiiXNuBqKaCitTRTqkOA6skPhWe3goSiOtph2zVrMeTHgnaJzk/tDF1E4yIhr6bumkiniJYK5S39F4FoLZbTbU+43lihmtTjzngn6RDqWN5xlTpC951VgMvlgB+UJ0S6ZdIvePQa1s8Pr53ocERkHZFxuEVEfGsoneKFUzSbGL2yFBPJQ7p4OeF22Ofz/j4Pxze8WI8xJpC3Md8o3kArz5vZFROb83l+QD+uOXprxb928tsA9EzNuk3ITMNFNWJWZsyXPXwXflq1lvKiD05CwPu9ksYZ6mWCc4pKew6nK/7kwRf87vWbPL7YZzTMhb5zt8AEJUJ+HfA9Kb5UN919sp5yte7j1hF2r2Iyyrn1il6vZpRWFMZRFRGhtgynOSf9JesmocgT8IqqjLHGUzdWsvJqi6o1dqUxlSJ7u2E8WvF5aQmNwXlwew16EXWIgmZz2UfVijB0ZPsF7TKVomvSOagB1sg/26SzHm9Eq4aC48GKm9vBLiPRbhROB46yFdflgPPFiCRq0ArunM74tZOP+J0//uXzo+tnMMVuQkf14pX1c9sVrLlog/MDQ1QEsmuHS8xOp7k1xwmmW+herKaDAd3KWbI1ltjuvarTe1ZDTTXUMh0PgWgmbmfagVp3INlK0falAVGha2a0aBVcJg3k4Lk4bvoYomUHYqpOazSS72ZyBUrOLt2dxy4J4JRM2DbiAhasTKe8kUbArjW9l919c4H0qkK5gNqLqUdWzEoiy/iLimhjpXDr61fOjlsMsTPKaEaBZtxN5Vs5z+1colOCkqai7UsxJqCg6vRrHW205yGRyVh0rdGNxmUdNbKb0imv8I16LdOMH6l7xlNB2odCLTTVq2K3aizH4zl3B3O+508odEx5okiuBC3HdWCgFRMcj6JtDMpKU12eBEKj6B9tAMj9QL5XR6MLhZGCtaOaq8QxGRQ0TuM6fYpJHUoF2sjTTmT6HM0EyVe5oXEJWE9dWdrGgPWESCb+ISjSXk0aN0zTgutcuKSTwzWbIpbvW6iOPqqo6gg3dHIGLSJMLTbyCrCd03E7kDOEwCsGiIdilTB4LlNTs9GoA6EMXi0H1KXFxi1+4vGzhDZohlEp04sVlEdg+w3He0tqZ7h6PKXwKfog4IMSN1jt8d0o5/7xLV+ZvmAa5Xy8Pua87OODonaGtrI8v5rwJx9+Qc/Wr8UU6J+vm00p2YJtX4D4LTtGa5FGmFJqnaC6JohXjBjVCgNLt9IYSS0d6D+T999UonsXsAeURE8KRbjLy0XRhcBLs5JdywBDBUUzklrLFhKDsZXZbF2eTS3TctHjqy6gXbRUysrP7b94FW1jqu37CWhZN9tpFb4DxAO0V4mwD1qFamUfkOm41DK2UJhKU91tOOyvWVYprdOEVqNLvWM1tL2A7vwXggE7rsl6FevnI2wpex0qYPoN5ZGhdy5ujboOOzlT25OaKl4H1kbkOel1t9e0Xf2eCshli1dTsJ+Ur/vTGnP8O8D/VT4G/wZi0PEjVwjh3wP+PYD0zr2QXit0Y2hKQfJcJjlVQQvC5qPQCbtFsyLZVbKgsgtZUM1Ifna8lF+7+SpAIOqJG5LLJDcl/r488O1IVHl5yNEKQiGIQrRR2I04wW0pWcpJsFu9J51vvJCCv56EjnIiDyCde0wh4cvl2ND25eFnV2LCoBuFujWoYPAm0AwD1Ra5KwUR9VZCNYMR0X0yg9WbXkaxt5pkLohYet3RJYPumreAaiFZKKp9+ZnBBlwnxWAjro31WJA/t99QWoFN28x06GU3+eimEN7K/VZbzuukC+trgE6oWo8Vw6ee3rWjHhriVUvQEpj8Oq4fXj/J/Xsh2nR6hO7X3TLi6eqQv2N+lv/R2Tf5y/c/5D+8+BNkTyOqPXHcMblCtZry1FFPNL2XiuwyQAa61qyv+2IG00K1L4VSMqcTm27ve4cQK0PyxPLoZI/IuN10cZvfpjaxBGAPJH8CZUhuZLpaT3yXHdQhoQPh/svkUiZnqzedZANdSEFaH3b2xGvVmW1oPBYXunU6CLs4BsnvYRezEC3kQNnmzPioE3kHafryE3HHjBdSCJeHnV6uEITHW8XyDSWT2iYhmcs0th52k+bunTK1wjvJ22mnLcztLt+MjlLjGqHaCJdcUT4d8v8Kv8i96ZwHwxnfSP/4C6EfXjvHX9oLsXFcLIbYlaHec/QPc9pWo3JDMIGkX3NxPqH/aczmXeilFb/3+AH6i4zmTs2z1YS/W3yVSVLwZ/Y/5ef7jziI1jxK9vkTw88pQ8S38gccRUv+h6Mf0NMt/+nqq/zBxV2adYyKHVe3Q1lLK007FqqMUgHntBgEqECctLw/ueSD7AVP+lMeXZ0RT1fcH13zdDVhvu5RxpGYCjSCZBcPPMNJLm53lwP02hDtFSS2xReWJnIktsVqz8IEWGtWVwOexQ3rMkEp2dv8dcJyFUHisImjXUek110hcxi4XfS5vh4KrdwroexMc1a+D5WWgs9DiAPZfsGoV1K+6EuxPGnp90uM9gySmnmRshpElIkmGouD2rgvyHKo9Y4aXY8DsfF85/KMxaxPqDTNRJCRv/z2h5jXlBT/w+und3QvbN2yttPxOhNWwhZNFlqw0INNLDoDWwrtMFiZdKHEjMKUQudu+h1lx8k+Ey8CyTJQ91WHeAsTgs64I1qqLh9LpiPwilpc7GvyU/lsAph1tJmoQ7N7W1rkK7pf25cz18fSuHgjtOVoJQ1cfdSC9aiNRRd6N93cgnDBgpu20uAkhuJQmCXprUYF0X9B11h6QZzTuaecyOTWx3Jmbg0+wtZvSCHatMyjr+Vs8ZHQHX0HOOquWNvqmXzHQEEHiLxMiTvUfGvfb6tu7woywX9drqw/UvfcvRd8/IoSL18GglfE1pHahnmdsVpmHB8uWKcN7eWEZiTrX3nRjSe2ZVmlNHlEpDotTqNoR467wzW1M2x6mRj1pC0mcvjYofc8rjWEjWU6kWbt9nqI0gGdOFxlMGnLweEKaxyX1yNcoWmmDtVrmfwzyV9tSyOo/qBFWU+7jGkXMdlhjlZw3Fvy3viCJ6M9bsseZR3hDiu4zeife9qeFOy+FYBStQo3bQhBkecJvu9R05pWB+Z3LcnzGFtAFXuwHnMdM3ziufhl8Klnr1dy2N9wGRR1aYkix+FwyXKQkJqGVZ3CuGH9VVBGTIJWZYI1DtVodK759OIQrQMmdjxfjvjN8B7Kei6XAz7Wx3gUX7w8EBt1E8B69DwiudFcnwnj4XWvn+TuvbDNrq2HgWYiz8XVBpQl2ii0C8RzCVmuR1IzRGuhDW7XO3S1gQWUSFyijehQ62HU1QVhRyeOgjR2QgmVd9fHMvQwtcc0mqijXpsuh28rK1C+YxB18RXRJlB0U36gy7/t4qe6PbHckwGKmByxY66p7ntvvSEEVN7uQx3olIRdQ7OdAppCZElvP7jgjcEt//XiTcoiRl9HRCu902NtTe1MAbrR5HHMqrTEt+LbsL4XiCcVwSvavZqqSgCFUTJND0bqPx9DcaBoxw04Rb20uwxk/UPRWNFa7vv83VeOin/U9dNU1P8G8L8H/iO5JfyXwP/6Jy4sDeWe3GQZSXZOb06KyORWoS6N6Je6UMxyT6ZYdI1Km4GLxfklu/YsHmrcqMUshZYV17IIy5OW2Qea3gvTGXjIxGYrDIxXgexSDpX5O5HYB/clkyNag3JaKFXdFKT3UtGsFC7RQnOrA+VYE/Y0bSadbjsUylB2JYu3PPCd8YIcvtFq21RKXkBIXPe9LHYtob2CZChaxS5EeHu4q1acX0Iphcl25FntQ7vXEA1q2tri5xFqbrDFK/cq10hx1A4D1UHYfS7dOUttF6Q38vTbgcAQyY0YfTR9KRC9Vbi4owxcNXirKI7sT+zo/zivZtDRUkpFs7YC2XjFo/N9/jP9Vf7q8Xd5961zHl3dw1SS0+AjRbRWFEeSr1YeaNFMTQI+c6hKo1qhCGYXcsibSja0ZohQWmpphrPODfDq5ZjJwZr8Xkv/sd3pGKK1UDjLIEWEjwKrt8LOvVAML8KrSVUn/gTEKajnCFPHJo2JbwQidtOWtoxk8jmVAFt9mZDMhEefv90QvRTe/nZ63B5JMehN2IUHFjrCbqTJSm47R80aspvA/G2xix5+EYgKT7mnKQ/ZOS+l1zLBAykWqz2xabW5UIOaSYfydrkptpDfX5wKrVJFHjtsaNOIJjeYXNN+MuSTk5Rfef8HRHH733zYf4zXqkl5/mQfVWq0CSQHBbFtyZcDTC6bYblIMLOI/K6DSksRcZvgBoGjowXDpOJ8MeJm02MUF3xPnXGaLniv95J70Q2P6gP+8xdf5uH4miYYPi8O+fuP3qN+NMAAbhoIheiq2okIf5OsIYtaFss+2agkjRuKKuabl3fYuJh5lXHy/iX3hnOx0J8NUdoT75Vi2R4UNnIM+iU/e/QcgN8L9+AI6tpyu+6hckMdEp76KaggLlsaRodrqsayedlneLZiNY/pvdDoVpOfGNxRhUod5V2o01boPpepTDrjwPhTxezrgc06hUpD4tk/XnLYX3O1GbDKE6rGkp5tqGvL3nhD68Tm2hqP1Z6D4yX3RjOs9vzBo/uEXknP1vzFr3zEt67PuJkN2J+u0SpwMx8IIjloqZciEv7O7IzfKR4C/8VrXT8yjZC+s57KdGg7rd5e3kK9J+/+8LHuJlodcNd21CCEdp7OHaYxLN+Q+JVqonao7tb1dGuEoTo9s6kFAGkGolvdZkgl805vlcboVhGCFFKmEoOpbZh9Pe4o93EgWku8hc0VbqVoe4Z6LOeFrtQuu0tyOmUq4nqeaurEbOXWkF1KcVVPLSES/alqhW2weDMRxkoHCorrI8zejXcyAlOJ9jpaS8NZTTq6UdtNGRtN2Gj6T5UEyh/rXUbbVq6gWlC6Ky470Ec1CruOxA4/8VSHLXZpxLG2Y9HgoD502FFNeM2ynsCWgqQpDz2bkUTxmLRlU8Vc5EMWRUqUtGgVWJ8PmFzC6k3JUU1uhep7fjWWtdFo8rdryqXFHIur77OrKcY6YV8sDa7WNJlDpY6TvaWERed7bIqEN07PubwWJFvrQMgNzinqnqF1Gr+OiDeKehjEyIe0o3l6TKmJllE3oZL7XlUDilHLP5r1uX9yyy8dPOY3V++SJTVfPjnn5rjP8y9NaDs6Misrjs9Lg/m5FQeDDa5X8HRxSFhHhKzFZI56In9f9iSinni0g6uvK+JbRbCKxahH3Vo2i4xQGCoTSCYtXzu6wSrPy418x7OTGYO44rbocX09RNtAfLqhqe1uH6HRLILi9vkEOze4OuHTBwk68qjnqZQZccBUlngmLKXPXh4yGeWvd/HQAc5eamKXApHHxo7G6R1QLJRdeb/ribzXo8eeplBdpJB6RX0LYl7RZoomV2RXza5BqMdSw2Q3Dpt76pGh2FM7V1LlwBvF4kEEGopDMYGLF0Ir93EnibjrcZMG9Thm9MhjSk/vpSc/juQd7py220x1tb7vaI5Q7zsGX3Qu1IvA8i2oz2rUMiK5VbuoC9UKE0vXssfEy0660+3NBHCnFb9++ocA/Fft2+hnKf0XMiRp+9LkbWmM2ZW4Odrc0ozERC/X0B429KyjWKXoyNNMHLqSms9H3Z6ipC+p9kBlDn0ZC2C9J6C6XQuteDs1k+f1kzeen8YdcQP87/47raaOwJjMu7yuu6KVSS8tgycBW3jyE83qDelq1w+kst92rd5s+aaK9X1PfqaYfBQINhJUq5FMr2a/BRuIzy3JIuwytlwidI4tL32bRSMcWXZWwQToXcgBYcvA7fuW5DZ0zaEgCEFDO+joJJWIE+tWOuLF2zD6LJCfydPxVgr00WNPcaDZnAE+iEZGyef1seHgu56bL1nqgxbV6K5pgu0poTyspl6QgysJlVNe7C83PqItDNFck10q0tuuKwqy4M3SCn2pc7wxpWL0mdgIt4noEkwlDl3blPS2F0ivZcOpR4ryQJxpirqrSJQYSGwR2X8ZV/wnbsVWeR1DrdG5Ea2Utjy+2WPvzpq/fvYN/q2DU+E992USVRx3nHTV0f4mgfasgtpg17IwvaVz2Qms7woka3MpeKo9T7zUxAtYvivCzvn1gOwwpxhEqIuEeN41WVtzRi0xAhJIHNHrQg3jVaAeSuhz0GFnZ18cS0Ppc4tdy8g7vbZs7nXJ7gFwCiqJBLAFxHNNNYD2boW7jvGpp//EEpS4KW6zO0JusLUiXgldVtdqh2rnB5rsIuxoB1Xn6KMcGC/uRT6C+g2PKTTppSK7CQye1ZQHEeWBhmErItiXaWf5LECBzxy9FxFuk1CcGvk1I/fFW8979y74Gyf/gG+ms9e6blxpMCvT0b8U1SamqS2s7c7lyfRayBz6ZQInNcZ47EHBnf0Fb4+u+XB2TPXpiOEj+FY6oR7Dm3/2Ee+OEn5n9g7fPj8j+kcj/ukvDzh8e03hYoplSu9WpjrbSVF6UNGmmvYmw1oJj0zSmrgzzihvMuznQ76r9im+UmAjx+W3j6V4XmjaXiB7e8HpdEneROJmGDX8/st7rNcpcdLinMKd96SxvlTUY009MqLjsgEOK5zXrM4Hkul1LO9AflcKuZA6VBBqms4kVNPfJgy/kKahPa1Y+pjBZxHeRDTjQDtULNZC+VjMe6CgqSy+NtAqiizC/cGE0YvA/O0+7Z2K4bjgtuyTN0JnXBUJH1XHjDLJMnr79AqjPT4o+kc1mzrmejbELCQc/IvyFAavt4EHEWhvNaKmfEUhNqXamXJE60C5L41EfiL3c6stFkMdKTiCElv1/FBTj7daWykKVKelcInQx4KRPSleKuKVZ7AW2vv8Pb3TcZg6sDmNyE+F/u67GJToSde4jYSGHK8Cq/ua6th3nQughC0wfCwaj80dMbUQt0O1cxCux9BOPFG/oSkiwFCPkMmbArMWhkboHIl184oiq4I4DuvtZ/EwfOaoRhrXFTHpjRf6/nCLSgfyM4VDGCcukalhMNA7D0R5oNzXFEdhl2cWTEetTAJmKSCvi0H1HK7f0k7sTi9tSoWdG8JQoV+3uYLaWuOHLghZaIFx3OK94nYjus+vnL3gi/ke8Y2hdy0g6PpBIH/QonotWU/2pLIzpLCHjk0hQMfgv+6R3Xo2x0Jt9bFic2ap73qKxhIZmSbVi4Q/LO6jrMfXhnZtUcMGBSxvJDOJ2It+TweWqx79CEY/EN5ovN4adcmUoZ56OKg43ltx8WSP1X90xvDf/Jj/zTv/gH/re3+Jbz66J2YoADoQGi2gchaoDxxxbVkUKbF1xPslzVWGuo1loBIH8vstdmF2GW/5HU/blyie8HlGkaXii+YUvkz5Qu1z+GCNU6Jdy4av7OeM9kz31jROzEis9ZQKAaVKjXcxxJ6Tf+a5/DnNYFyIhtYKaK5SBy+7OJw7kGY1H+y/5Buvd/XI+1WJyVszQGI/ljFmZToQJux0W1utd3odKPb0DhxvBnKeZ5eh0ye9YrOU+xHBwOixox5oqqlieV9Mx5TvNGg9SG9g8llNuR9hq0A5UcLiGrTUE0/bixn9QDE4d7Q9S9NEjL7wpLc1izdT4rWXbMoT0ZLFc9VN1eSzp7ee+XsKvVeRFxnjH0h2anu/4GC6YTOMWfcyVKWJFpr0WnLFquOW6MbuguubQRAqdIDesCJVDU0QV2GUNFuDF4HFG6bTr3s2qURkpFeB7MbjUpFxhIc5qrIUmwSWFhpF1AhjTddiiGLKINTGSPRhzTTCjRybg4ZQaVQuf6+uRRK1vifrdZvX+uOuH9uEKaX+M3ZDxz9iwYTwr/z41SRov48UxbHYR6qNQVdblyMljlEe2rFoHaDTkbQyxdm6/AQLbSQOdMmsKybviIV3+jyiOnT4KFCN1c5IwxaB/LSbRmWikRk8lgIzu4LeRccvD50uTStWdzWbu562rzuqJJz9vUtmv3Aoo9oYyjuBeuqEN7sR7UT/wqG8odzvplVTsbbfujxGCw3zmNAZN7ie59lfUOhKHKh0o3CpxyceuxTU0eaBaipOLLrqbL+Non/rqUcahRwwPhI3m3Tm6Z1Lcvn20rVwtAfPAsNnDdXY0E50N/1R9K49mxPTiQ23NDbF+AuHbgzlfqA8DBSH8vN84um90Dsk5XVeOnb0k5rFrM9wf0MvbiRccNZDrQ1VHrFyKROT87X3n/Dtb70BiNgzmcPmjqLeD/i7JZPxBu81m4+mxLNuEpXB+r40RabsAkQ9nQ5RkOP1vY5j3WvRxpElNUejNbNhxiZMdiGsplCo1tLutfT2csqVJXokmob8WKazfi4IUzIP3bRWixYnl3iD/ARIYfQDWN8TDWD0UpwXdSsWwtEGoo9iNvekOdejhs27XlyivBQn6bXQBuqRYnPPiwtfoum96HRfTSDq+N5CZdzabQuS3n8uhy6+o/umisVbitW9RAqfNKBuI+wiofcydI25rJ3kwjJ87MUlrrXi2HhcM9mTHKtPnh1zeW9I+pPm8n8MV5Q1jN+9pWoiNlc9VG5RpURkKAf11PHm0S39qOb5SBDUTZGQpg13+gsmUc40LVi/N6d8y6BU4GS05o3BLc/yCd/44j7976TUQ6hnKb93/YBBXBH1atpeRP+pIljL6i1H/cUQU0JvrdDfn7J8R14ef2MEHTto2dyT/cQ+Sbn3GxXnf2NJGjcsP9pn+sENb05uyNtYKLEErvMe6y/GhCgQblPijTzDat/T/MqKdw6vuS16vLiYQKMZj3PWecLeNzXz9wNVKfoNvVfz5sk1X56cc1kO+WK5x7pMaFtDPYblexHRtNrl9hAgf7PB9IXqaK1nU8SwjBh/37B4z6EMjL5vWHxpQBIHNncU5p0VXzq65MliwpPvH2NzjXmQCzXp0ZBNPOTrX/mcVZPyyaNTtJX17VeROHdlgVbB+N6Cnzt+xr//WlePnC/xqkP+EwTRHHpcTxEtNMmtNAveatqe3oU421xhas/6TPQcuoZqDxZfDgTT0v/Ckl4H1g8EqBNb74510Bn6SKaNoh7qzvUr4GNpWkwXwlxNZSruJ42E3ZbC0HBdTEbbU6zvi8th9rwbI4VXetflm4rqwHW2+7IvBRswG0PTdshzowlPeyRlR28ce3SlOPldMaPKT+RdSuZyL+xG1nU9tuSHggYNzjtjhBPdCdsF7CynmnJPij0fS1Gp20D/WUfDzD3pjQBjySpQDwT8U1skvNM/awfpuaE8coTOfl7fCP1IV933VZCfeTipSNJaqLiv8zKBwVOZPGzuBvyghdxSFMLkUIWBQcNNr0/jDNGXl9z4Mel1R9NsRI+XFwZdGNJLzWY/g5MKt4rQhcadiayhdyX30luRa+jHCetnMfVpQ3+voGkMzWWGqkRPlNxo2qERDWFHzWz2HJyV7I025GVCedCxIa4kl7XYMxLP0mXm+cpwMx9w8uCGi/aAD1enfJC+4P3DC76I9sRw5Foc7ELfSUSAUwxPVhR5wvzxhLN3rnjj4JZPyyO4jYlWolls+yIvKfpiUBUGjoOjJUUdET4Z4QauM6dS1NOANp7rss+8zLieDXFrS/FsSEg8e3fmPBjPKF1E3sQ8v54QLhOJwQvAsKE/rDj/6zH3jm6JtePFckS4u8FazyCtqKaW+eEAkzoy7fno5uT1rh0E9LF5YPkO+LslrCPMWgC98tBTHHWGa4+lgQhadZEWkN42tKkhXm4BSGgyqWHiZRCK40gx/bRFuUB+qAVo6rwL2kxqdTd0KG+Jbktu30sYPW0JSneASUx5JFKL9X1YvWFQPjD9SGpus2los5TVG4b+00DvfOvoKg2ermBzL1BNDdPvBZZVRjvy1END/W7B6cGC2Saj3MSiR3SSpesShet70r2SUqf4ud2Z5QG0dyr+6pvf4xezR/zj/C3U4wzVwsWflLXefyb6QxDWUqk1QYlEKWih1A/6JbPVqKPei37Q28DyPQHFzcZ0TDf5TvkdL1KDqTgz6qTF5TLVc6m4uqbX8t3zE7XzxPijrp80Cfs//wuvpgDjjxXrewF/WKNnEdlLLVaVQR5IvAgcfCswf9eS3ArVKX+jwQxa/CrCVkayPsYNNnGs84zxJ10mQs/jemIPefjPNNVEpjfBCB2s7XdBe15Gli0w+xmhP4w/FRfFKJdMrvzAsHioiVcQYkd57InmhngFT3/9eJel1Qxl4qArTTzTXVgbFPtGwqN/YcEqjwnzmJAJymznVjJZRtIITj5UrO8Z6rs1+qghPOp3WrBXzlHVRHJixp97ghLr4+GHjtl7lqufB4LvJhkdPzcIUmiqV7TFeCWZY1vHrNk7sbh3tUBQLB9qho8liLo4UoQoUO0LjbEeGoKVnxF15hxtpigPpMkdf/760WilArNNBjqwejlkZT0qEq43CkJh+T/9wa/xF9/7Pv/Ls3/E344qfv83voSp5ACsjgRR9IVlofr0+6UYwQRpOE2paMeOaG13iLQECMoaMoXqrJU1a5/SjFuWj/rcTltU4iHzFH35ebrsXDNrTfl4iApC4WsGUgApL8VK05fmOp05yarrdHm+M8XwtjOoyQVFF/tVRd1ljEUzeYnjhThb1STQd0JrbBSNEUql8gpdCkKd3FrKY8fqnZbsqWX5UP7/ttfRJLVHNYr0SpNeh85VCUCLc5Z/VSiZWhwzhUslnGjTwOgz+Q4uVszeU1SHDtUILdQtI9xUMcwqqjLm//jpX2Hhf/Ba184wqujHDaO0opfU3Hyyz+QjRbL0rO9oyntimPGV6QtGUck//vQhwWmqMuN3H40Jk4beqBRzkcaQpA1la/l4ccR+uuFnHrzg88E+1TrhFx8+5l89+UcMdcl/0PsVfsu9y+KOaOJOftOyeKgY/alLbhd97v7bjv7LvuSpTKA5bDm+MyOvI9aPx/ReKh79lYS3pxd8/PkpjBz7vQ2t1/RszSQuuC77LJZ9mVw81azebaliT/+TmHimKSYpj+2UohQHsYODBW9Prvm99QOWb4G9v+EX7j6lvG/5fLbPokz5/av75HXEYtnDryPQAd1rUf2WZpHQO9ww/LklF+cT2dOiln5W0TpDmcfilNiH6LigXiSUh6J52wJq015J0UbMzkek14byfk2sA/WjAeGwZjAuuMyHbKoYHXl8bjErQ5yLe1v/bEXTGB5MZiTm9e893sLiHaHO2Y3ahSyjZL+vpooolxDP8igweNwdth11u3chbn1tJ2zvPzLYDaC7w9gG8jOP22swsceVRixqVcCPWqohkuVTdn//TLH/vZZ6oFnf0QJqph5KI+ZMpVAXlRctX3tUY69ixh8Z2l73pUKno+piRuxG4yuhUXoDLmkJJyVN01k5O/nsBDnnkhuZ1kcbB31N/0Vg+p05xd0h9cjQJhYXizygGchekSxkv+pfeLKLiuh8zvLrx1TjV/lgYmlOZzEfaDJFVMD0kwqXGuYPIwENi47VMJbIj6DB9RzNFPTGYG/szhRCue459UOnJ1O085g8MThnXu/iUTD7iyX+OhENiAlE/YY4aSnLCHMeoa9SXjw7oz5oISiyWmQGqhH9uBs6dL/FTirKAyPT5Vrz8O2X3G56LB6PiT6RotilUpdEKxg8DlR7ivB2w53xgnUT8+ImFVrhWrF5pyYdVTRXGaaUM54AcdIwuxkSWkXa0ehXb0CylIa/GQhArFpFdBkx/jTi4s9qkmOx0P9P9df5yugFsXb8k9mbMm3PAsmkJARFU1mxF5/HRBvNIK6401uwPEpY9DO8VyRxSwLkm5Rev+R0uOLR9R5Va7g/nfGDBxZK22VZdjmqnw/4eC1It9KB9EWE3Uho9+3zCbfPJ/ziz3zGr+5/xm+o93m0PJbw3JVFXyaUNvDWyRX76Ybfe/wAf5ES4kA7qcnihnFWoo886zxlkyevd910l0/g5pdbknNLexsz/VATr0SqUx50ZjytTMqUh82pJr3xxBvP5jTuLOoFTG8zdrlVBKj2BaSP1pp47TG1sKOShaPNNPVY0XupqCp5R26/OkL5wPrU7JhjpuzkIUNPM/GYcYNrFfWzlHpgqEZDNnchnnWsgM48bBsMb1fSjOT3PD4WOZIuRZMavGK2ySjWCfoqJrmRmrzpQ3HixWDLpGBl/zNzie5o+4E4bTiIVuQ+4lm9R9u5UGcna/J5Rr2KqQ4d6bnBpYFm5KmnsoejITnKSaIWFXcB1l7BtMZ2USnNKhaviC7LLzsXsCxoyD6JcEkk72PSRSYt5d6uHohGdQtU/7jrxzZhIYTf3v67UioG3u3+8+MQwk9O39CQnynaoSeUhmQum7ipResl1AJxcbIb+W+7USQXFn9j6V0LdaE4lPuhVOgs1xvm73cfOXX4+w0zlZJeygJpRuLgFDpHvcn3NM1IU00D7rAmrC35sQUtG3a82E5AOvvdjab/VA6eticiQVPKtKJ3FfBWAjl142l6rwr38sijqgjfGKKVJvuBHICS3xQIsUetTEd7UzS5xUWecFqxOZID2NxGJNciaFw9dGzuKPa/LXSVxUPhpepaUMstql/ud+PnEIgWivLEYVea7Lp7aeqAN7C5Kzz+5EqaSx8HNncVQWmCCYw/VsRrz81XFeXESRO66MTmRSBdeNb3dRcG+JoPMsBVlvy6Jw2PCqjKSHj3sGJ8WjJKS243PX7rs3f5H//SP+N/fvS7fOdrp9wcDYkWBrPRRC/SrkCxbNKUdLYVsXYvz1NLehu6eAHZrHovw07E7mKhHdmNwltDeqPIE4MeNvg6QmmFH7Ti+FZo4psuz8fQoZMyvZx90NlGX0qzVw8tUWdp2maB2Vc8qpZQ1fJIEy1EM+kTQY22hiql6qIHSkF5+08VzSjqdCOBdr/BZi1tbtFltOOzJzPD8qGn/nIu9s0XSYf+eOzKYApFcdfRDGXsr1vY/9Axe9dQHHnihSZayT1pO3MQWYvyufIzxeCJNHXDx4Fkbli+5anuNJiZpfnGlMt9T3Z3RdVYzovxa107hYuYpAXH6YpH6z2u92sW7ya0Q8/Zm5e81VthtcfgGUUlk+mG2eUQNPhxw+HhkoPeRnQFZcxmlaJU4M5gwdBW3JR98mXKcJJzmQ/5P3zy17i8HmGfJdgWeLvAWsfFnzSgHH6dEZ72KI9a6qEmu/HYQlGPLJeJ/Lm4hcWXWj547xm/uv8ZeRNzu+nx+GaPcpYSDWseHN0SaUe/X7Lcs1TOomoFtaEeBdqxx8wtq2pESB3JsCIyjserqQi7B57MeJJO3LT+rhxW0WFBL605PVgwuVtQtBFPryeYHwzQNRS9RJwTI0+cNrSNZdka2sqgZxE+Cazfa7CP+mRrRXID9Z64+tVTT9Mans4mqFZTHThsr6VtDPFaU8URawXOac4mS3xQTI8KRknJ8+WI24sR68s+x/dmHGdLvnl957WuHQBSz/G7V+RVzPK2j72OdqYJuqMKFYfSmMUzmRxLLiOAxmW8KpQ6a2JTd/mRDTQG/GFNf1BRbGLUugt8TwKhC2r2qcf3wBWypyzv224yJueaqnUHqMnZ6ePOfXXUEKUtuLhjPAjV3x/WcpAubReVIpQ+HweiQqEvIspDS+iLI69qFKbUO2v+aCVGTcW+oXfRcvtBxOr+HvECetce7UPnxCYFoI/AdUYdTU/Rpinm5Jj8UO8+l966B2tpJlShyE/AJ4rlg7SjLrELrAWZApiqK2yU5KP5ntyrtiefWblumrdXkWQNbWMIRYRNW3jdLA4VxG0ticApeRYqsLnso3NNM5b7mz21mLXBjRzluyUsIob3l7w5vaUNmspZqtby4maMWlnCoOVq3We9yFB7NYu3U4ISmrpLA/U40PS1yC6c5sntlPp5n+xKqKxNP2Cylqa22KXUIc2kKzA/HxIGDuWluBbXYEV+KODK1np7G2dSjxTJZynKpzx/K6b1mr+y9x1+of85Vju+Mz6jqCLa1uBySzquaFuDGTe0TvHxx3dYvZmwzFOM8aSxI4sbnNfkm5TVbZ+yjBj2SyZZyfPFmLYxmOuYbZi4LUQDTa2Jp6XY6SciqRg+0qzvKdyopfWal/WIYVzx4OElR70V6ybhYj1glFb84PyQL+we/mVKPJfn429ibq8SrjNHMi1xrSHrVeTr19+IBQPRlYWg2P+mZvr9nHoS02aKwVNx5CsONKv70H+hGbxwtKminBiKI4XdiASiiqUmsLmi/1LMcewGMqfoXdQs3opF63/Tkh9YsXkvxXhi+lEgXjtu37fEC9m3bB5o+xKgHrSsh3hmyL5nqSbSPCa3AVsGjn5f6JEi11AdiNMB1R76T2VNukQAX5dKE2bOE9omIcsFANeyjVEeBJJ7a6qnA9EMTj3RQvqJegzN/Yq//vZ3+WuD7/B75X3+v599VSapPUexSTC3EdW+Iyipxb0NHaDmaSeeZFJS5xFtZlDzSMxoGo29tl1GboBBy+DhgkFa8eJ8Ks7ChaK6X1HVmv4XEXYtLIF4KfX45kwAN+lFEBTpx1z/rZowpdSfA/6fwCOESXxPKfWvhhD+4Y/9Q8bTDIW+pitpamwpvO1qIlkS9RAWD4X2tg1ZplD05kLBkgR2RbiIcVFEtoDrr0a41IvepNboixhTSrHZZp0jTxKkOIlk4lZ3EzEC0I1fXdy5y1lB9euJ/LpuFdG6M8noaCblmQNtmH7fE+We5X0rToQtu4WgWnDzGDVoaU4aXCYp2sF0JhszuxvNNsNA76mhWqe0kxY7t7hM+P3BQnID8cJQTTobz1oyy7aW36qSDUhp2Xj8USUZP7eZ6Kas0OuWb8iBl10Eho+g3DNdiLEYlVQT0bJNPxTaaH6o6T0HdyO81m0qenbtGHznnPXJvc6W/DVTOgCsZ3q6ZFMk1CES+/VW4xrJCUlsyzCt2OQJf+v6l/mV8af8+Xuf8lu8wzKWQFfVRuhWTDJ2Tmdqm1PTTQl7CruWF0c4xkLrqaeB5EY2nfJOg94YsU09rOj1KjYn7BBKs5JQ0631vI8lmHvwwnH9FduJ1UXnQBduXE/k/tpS0X8uWV8ETX6/RVeK9EbcPpuBopoG0T9UivQisDmVJqjtK0wh+o52ICNz/UXG5FzEqBK6LcVWeqUpTAoqEK9Fd1mPBEQINqALtUNWq17AJYb0SmiTNu840RE72nB5JJSx9EJ3drOCbheHci+jtaIxXTC5EsS7WCf0D1avzWVqe1Wt5Xw1omgjNIGzozm3vR6htuRVjO4Hamd5Xk44SZf8zOE5H+lAbFvGSUnexCyrlFWR4CqD0oHViyGXWclfvv9dFs3P8PLjhNVdS/tsSnnsOXr3moP7G266UOeqiah6DhpNXUbEheL2A9FCuRyCFUfTtk3wScA/qJgMCiZxwct6RNlamsbQ1ob+Qc67B5dM44LPlgeS+QOdwZFh9U5L/P6Sk37Oy9mQUU+CLfMy5sXzPfTCEoYO+o4kavny4AV/uLpLsydmBf2s4uH0hjf7N1zXA37//B5NEdEct2TPLSG3hJFnOCow2jM/74uJRCyHmU/E+tonFl/B4gMPXsIqTWFY7adoFQjWixFQaSVotwvcrGNLPM55MR+RzzOM9vSimmFSU0xKqjLCaM+slnv7ui+tPaajrfUnBZsANo+lwM2gHAiwpRsxT4o2XY5Ol/dlCjl0mz5dpk3osqq6GJCex1hP0xjCPAYT8JNGpoA3CYNHhmoqOpoQB5ooUJWGg2+3tD1L0EqClrvXSGI2ZKrurhNcEjP9SBBulyqKIy3TNq8wjdpZxbf9zjhrDaMnLer7wnjID+0PFd9Ik5SIwU/TU9x8OSLaBCafO2GI9IWW6btiw8d0AfOyl7oEoo0UedVUdZoJOdeE4vxKS6dbYY20mazvrXGJ6eiFbVeYSQ6PksBnD9GiYx100R2mUrhlTBkUcdpgEgkBfl3xKq/WTmA9z0jPrZiF7Acmw4KlDtSuh11qAb3utBy/cUvVSG6VV+C85rbs8fxqQpiJ2DhaavqXivpXKx5Ob/nO6oz4Bxmqa15151TnjxvUvYo2KPpRy+rlkOxa5Ay98y5H9LOM9d0OGBl0jfZG9H161BB9lokhlJbzptrrJi9O0X/2iuYO8iyiDYQvEi7qKf9++qf4C0ff534242lvSuMMTWWJLiPKVjM5XaK1p87Fr3++yciXKSb25AFmleSJ6VLBUEzMRmnFNMl5djPBWI9qIL3R8l71wo/UtCd7S55Vljx09MYoMD1dYrXnk+URn1/u06xjrqZ93ty/5U+ePOa67vNofUy019L0PKEz4goDR3AKszS0qz4+DlTGoZ+nr3fxAFHS0EwdyaWlf9lSnKRUY9EsqQD1QEzq2p6WUPOxEcv6tFsHsZzFMsWWG7S+q19NxL2cPS5SmCawvGdxmdrVwttcw8WbdmdBv42oSK+lnvCdPX511OLfK/HPevQu5N0af3+B68fUgx71SPbEbVREtBKmTXEkzoh2ozo32SDsk28lmEJic9q+2rnRmhKKeQqZJxi92yeC6bwdWk3P1Dywlk9NTlVFhNQRXUSYUjH51HP7ZU0z8rg4EDrXcgwkk5J+VlHdZFzXY5KFhmUkuar7Djuu0UGR9So+OLwQE5jrscgpF+Cfx6TX3TNJZX/d2ucDIluqfohN8WOun8Yd8d8Gfi2E8DGAUupd4D8Efv7H/gmvmH5X+JPlgaI4kQ1fApWhrUT3VUedbX2kSa6Frjj9pGZzFuESRe9CFkLTkymMriEkHjNoCJcpYbvWgojmskuFvxUL+noaWL/VEt8aBk9gZaR4iRddM9NCshJqn81FM9MMRUi4uQv959LhBy0j8PzQdIUx1GMvoXLRq01JNwZXaeKlCEu33b58NkEMl/cMupHDGA+q6aYPjel4791DKYLodVQnbJ5K8nh6JYJqP5B7ZnIFzxOKiSW9tOClycuuWxYPY3wcaEbqRzjy9Ujtstl6L+UZiYBSAuiUe4W46kqx0JZyehdbyEvUZj/FivnvezWa+ayPvoqJmu7w9BAWhjxN2KQ9kmlJM0v4zd/9Ck+/OuHd0SW/dPqET3uHvLgZE4h2iGs9lgy0/nMpNNpMTAvarJuAFvIcfRS64MKws9lVqRNHpiPHdLyhrCN8o8UKt7Zk55pkESgOFMWZE/OPoCinUhhEXb5PMwhdk0+3iXnCfk2bJqTXqsuS6FC+6BX6u0VRlJPpWn4kAc/1RF7urcuYqjrqa79D4vOOBqCCHKJLBVrQGT/sdIYdzURXemcMUN931IcB/WEkn9XA4NxRbSS/KNiOi70TAnu8UTu7bBnHK/Aa1wu7sMmwsdzM9l+7Q5lvNTfXQ9yeYpyVIla3ko+zXGb8wfUbDPc3/MzhSzat7AmJbelHNes6YV0JultXEbSK4DVo+Pr+MyLV8r2Xp5QPG6IrS3oTJLzSa0aRZIDNfIZSAZUboqMC/7jP8e+1zN4V6uu2EEXTuccqijhm6eHb7kz0CI0lBLhzNOeot8IHxYezY16+mJI8i1FxoDhzRHMNOnA4XAv1Z5Uw28QoE1BGmiO3Fct3QdD/ePaQbz+7Q+9wQ2wd603Kd8tTvsj20N1UyiQObwLVgZhOtMuYDRBFbhdtUI88fuhQieTC2ZU8+5B4zMqQn3bv0mVKKCVs2A0d1AoS4cHd//8VPPlLGatRCucp2a1mdbXHbG8k1BAnn/3l9Zir+YAkef10RNcYnn9xgFkbfCbaY10j6KqRAlU5iG809URYBqKXECqehE53Ghor9F+by3+v35JQ7ShuqYoIe1AK3bUQC/D0ysj51CripSVaSuOSzIU2v419EBdFOUvjRcA0op1qs1dW8NVEY8vA8DGozy3xWkDAzbGiOJVGsv9cpv35kcHmYZfXo5ycQbZgdy66RPaTYCXg3ubiMAavbOy37mU+hrrbY4IFFbpw4L4gw9mlaMRcpIi7e2uLwPSTltm7EcWhAGXBil5b13JLtwHa270mWkmjQRDTqnTmO2dlRT00tH2DtymRE2c33OvtwrQKxL2G8o68l8YZtAqcTpc8bQ1qntEOAulLy2xfKmO3iOg/N+RqQHukCfOY7NzsogzyO4Gj4YbYtPjSEq26Z78RCUEzFYv+Ypah05a6tMTXRqh7Pc860XgbGH4h2aHFXc+Dh5fc5hn5Z2Nh38wzcfstFSgB7lQrz01X8vfVI9FiuVieod3I3qVzw8ef3OFq0+cv3v2EXzn8nD+M7vJJfUgzdaDDLsDen5UoLc0qTuHnMUFJVFG80Oga8r6nKS23mx5PLvaIP83EkCPQmdPIOemSgOq13N2f82vHH/F0b4/fHLxD8XRAUKLz/cbj+wC7MyefZ1ymAyZxwVGywgwb2id90rXehYFvTWxMqUgvFes3PW0ZweD120K3Tlg8PgrcfBARrwLJPNC7rNGVozhJ2Rxr4oWY79QD0R+1PaHAaccuL7ftdcZCHY2w6Qc0impsSGfy7qoIslsZAOSHelcfpreBKJcJmm4C0VKRLCReSrUK9hXqQcW9gzmfLxPilUG7QHk6oBmITtGUAVJx3G47/blkFcp+YTpL+uRGk/dEe9g7VzgjTqE+FqZBtFbYz2OpK1Yy9NC17APxAqrccFUP+f06Zu56/Nz9pzxdTbiaHdG/hnJPdzKlbq/Qso9Hk5K3j66Zl5nESHmZKqdXkpE7H2jaTYSZWza9mMdpxTgpxVG02+tNKd9p9v4rquggVzgr4LmpIb2S8OqtJvePun6aJizaNmAAIYRPlFLRT/oDW3vG8kBcdXzi8WuD3cgXjBJFcSQbpmoUfr+hNBG60azux9JFR5DeBuKlp3zX0gxkwmAXBtcmDJ5K4RgtpRCqh/JgJH1++0/Rv5R7mngudLPsxlFODW0Km2NxTdlR0BLRbtmNLJbecyhOjKAh+8IVrfal+PC12NNsM0GGj8ClemcPqrx8t63N7vrESNhd3+MGXfE7rWluU7JLRf95NyZN5PMki9DdB9W5/qldgwDIqLMnm9LoU0sykwliOdWUUynIkxsl/7+DpicB120/7BYPSmxIQb57PZZ/1zUd7UPojvEKxl9UzN9Odr/ndV66ht5Hqdjpq1c5OXhpapTT2A8jbCrj6qtNn187uuG99AV/V/0sz64nhCSQn8o9VU6aj3okRWXvpSC32wBTCdrrmohUnn0z9oS9mlBrsitNtedZbVKaVYKdWTmkvDR45RHoSlCdZq8lvY6oxmoXUt6MOh7zWgsdaCP6j8GoJL+N8VHXMIUu285I4bOdIsVeCjpv5TO7nsds9C7XbCu0djG7cbsppMF2fd/ZzEvz5sYtKjfoShNVEvgdrRA6XqcTUG0nxK2lubx933TuQNuMDaEMpDcBW+od2OBj2ciUe2XnGuKOx7409F90fOvXeTlFf1zwM4fnLOuMF7dj4rjlaLTGDTRFI1vX54t9Tvorroo+14sB57VBm0BbWHE39EoCTkc1UeRYtSm/Nf8Aax0P37zg9qjHiinNnmOQyA6rVCC1LfNlj+yFIe/HMHTcfNmSf7lEW49bCq3GDBp8o7HPE8xG40KM/zjj4q2Ks9MZg7TCaM/3r44lWwx59sFutZ+G8sCje60UOEGhag0OQuoJVp6/6bVEccvecMObo1s+vD6mrQ1H0xVaBZKo5XbZ4/ZyhM1a3ji+IW8iXjw6IAxbepNCGlKgXMfoJFBOWpJpSRK3OK9xTpNcyYR2FRmJJJG/XhqXrXtn5DFZizGe+lTx+K9k6LfX9OOWVZwQOot1IslCa52mzGOCU+g4cDZa8uHrXT3yPnVUvFDJP7eT4GBe0bOkOfG4zBNqoV9Cx8RwXc5XB2gJ3UecBd1AEyJF1q85HS/RBD4rDrArs7OXDwrshl3gs1D5A70bR9PTtKkgrunMYXOHSzUutpT78hmraRehEXU/qwok81am/b2oK2JBuUCbCoVQN/J37N5j30VTFLIf+kgK72YYaFOJcNG1uKDpGrTrmrgrdlPBZriN0pC8tGTWfT/9SkNnagFaCaKvDko0ZRJwH9BaKEsu6Rz6gvy6buS56LqjP2ZQKi37dyrfwUfh1R7ZvP5zS6mAtQ43aHjz+IbESN7XukrQShpLEL11/qhPuFegS03TD4TIi4viQUFuUuyqa8TulBgVKF2ETls2dwzxXOMSRX7mMV1TH3rdGdB2zqzX0GZG4llScZg2pQLrWZYJm3WKLQQ8i5dS+La9QDKTmqaZBlnbsYfYoyOPjRx7/ZLrlyOSpxLiGc81lQms85TCRdzNZpxmSy6HA6q0oWkN+SphMC5onw9pTyvq2kKrsUstVNo40KYB6xXxjcG8n/Plw5d8ag+5OYw5+H1NcdBpqDuNYLRRNPcUmW3o6Zr3ei95djjhWzcZujDUqxjTawW/dRqdOPrDEucVF8WQUVTy5sk1n83PiM7lvCyPFJU10E2K1w9kH4ufxNT7r78J06tODuOg3HvFzGr6ljC2bI5Fx2QLYYr1rj3zt8WIQwV5n+O17D9N5+idzGRSP7wR+Up+aEiWXrTpA41ygdBpo7YyAwBbePyhpncpBm7lnqyLaCO0xdVVymO/j51bqjFkt/KulWO908Nu2V1tT3JzTSFTfJAGCqRG0JWWvN61oe0HicFppIFTXlgj2WVH8Zs2FC4WHX2kYNQQ65ZbN+BJfcCs6jFb9XbT9c2dQDtymELjYw+pJ8oajiZrjtMVN4WAIcqJ1Kfah+oA0d2GrpcoFDfzAWVPzsFmILmr0VL2nW0mGkGM+QiyPuOF0EO9VT8yuf3nr582rPn/DvwH3X//z/gjwpp/5Nolt3ciYuRDiVW8jD+3NtnJlaGu1I66tDmVjTsY6c6brDvc4gBKMfwCyn2zM8xAbakfobsZ8uV9oohmmmbiaQdbm0xBAFyXNRIkfkdSyg9lE3K3ivEXXnitVlBBn4hD0DYDyneBkC4VdJFS7W60SzuXm408oGoaaPueeiyFlOvJAkODKwxRd6AHpbrFAHHu5T5ZGUEHww4B670UKqHvwuuyC8X005qmb2hTKX63IX6mhnQho1LtRATtOl6vrqVx3QaTesvOIlXJ5FkcaDaS89IMLc3wX5JNvZaGuZqK5qLpS+EpuW50hhHSgIXTkmFSc16PeTt5SaQ8vtGiw5tK5pFfxOhcS+Zb1nGYb1Rn5NFxsdfyV/tI7lvTIazxy0gCnZ2mpEecqx11VTdigZ+8vWSzSFG5JaSO9UMHXtZ22w/4nkP3WlxsKFvJ8ErHVUfTCjsbbOX0Tl8SjFCNkoUELFd7dJlnXgJKu0wf3XaCe8NuIxULaAmJtguDrrqA5ygQDWoanwiiWWriuWz0Lu3cILv8Lx+9Snzfvhu2UOhM7LFtpEhuBUnf5oG4+FUDpitF0tlXbwMZpVl7zcWQCRwMNqybhKfLMfUqpoktVnvGWcl+p/dalwltb0PZTZ38OoJKyy2MAiHx2H7DaJhTt5ZvXZ5xNFgzSCsy23BvMufDaAoe1lVCmVhSI/k/WVazPsrQkcOXms37FQ/PrlmWKdfLGGxgOsqxxnEdDbGRI9SWNk9Ry4j1NCG2jtm6R3Hdg9iTjUqyUUmhAtFFTHKjUHsVSgeOeius8ryYjvHXCXZuBcAIiuq45fDBksNswzfP71C8HNA7XTOIK57cTjmdLKky0XlNxxv+xP4jChfxn1yPUS8TcpWhurw3dVIRJg0m8igFRRnRVhYdediD/tNAeqVFI7udOnjABsxaY3NDM7LUqccMGw5/7pZIe55eTLEb0fM0h56Tkzl3BgvONyMuSmnC3ji45eHwhr//elfPDpxSvgs6NuKs1Qy97N21Jl5vg9AVuhKH294LeQ+acXcudPun72jxW1v6kFvKVnNwvOS0tyBvY9kHgrz3bWfKs51MtV3wcnYrDVdQEW3y6rzUTsTk9UCiIkwpvx+1nZh1LsUHFm8kWFpyzLaudKJl0A0ky0D/paMsdTeF6gCpQecauZAb1Axh8YbEwmzt/ENQKCcNlYslVDaZiWV9UB01MVNUY/nc8UIKurYn55AtXoW3RqsuUgaFbrchsuIgqbraIhgpBrd71E6Dnf0wCAvt2BN63QT1NVvUN62hWKVM9tZ8dfIcqz2/8fQ9YXXYgNtrUAo2IRJQrLBooL4rmr3IOA4PNsx6GfNZn9BopsOceZHycjbEtxplZB9vLPieI9QyZZqON/Tjmts8Y3WU0A6ExgYQz4QdVJ5ILtdqnRHmMaaSGqNNu0JS0YVnB8LdgjePbhnHBRf5kIvbEa41+AA0wlrKTwTAK08DWge+Nz/ltu6jlef+aIZWgRfrMc9vM9bLjGyh8CahHkjZ2faCPBMle66PoT5u+dN3nvBW75rvXZ0QeuIKoVsEYOoaAZvDMjfMyoyP8lO+3H/OYbpGZU6GWRsrEkANtAqViavrapOyWPXIbMP9/ozPBoe0qemK9k6T2W9JjiqiqGV100fdiAHR676256TdBGzane1WUU3EAbXdNtpe5A2D556gBbjYGnvVAwEsJH+PHYNpK/FxGYS1oh5p6oFYz2/p1dG6GwTEsD4R1+WmJ7KWZqg6AFYiKNIrQ7jNBMBFptrK6x1gghLKqgwVRMtJN81ESWNoagGGw6QhBMitTKqko9TUY0ivX8lJfBJQy2iXMdY73PDmeMWTzZT/x/pXuSl6XNyOMF9k2LrzbMgCmEByrWnGikaDGUp25bevz7i5HmKabTaaou17MALE6S6WxI0dkfVs8kRqdxV255tu5Cu5gWT1tYUlupVIAR9JtNNOF/Zjrp9kUf8LIYTfB/5XSDjzvym3ln8I/Ls/cTEFeVHiucJHWyqdHCz1ZEv9QmxbndCbfCxojOt7khuzs/itp91IvBXHv7ando3XVgjcdCnboXuAWwoDQRHfShCxT6AeaKJcMsGaDmVUXpqlbShn6JqR8eOGq69KEGTot7TWYApLtFa0Y6EoQYd4ekV+J+yoEcltpxHSXZ5Jz9HagF0Z+c5V94edOEBuUQvlpBmolN4ZLkSbbhq1kI1SmquOFrZR9C4dyWWOuzugPpIifuuS01io+4IOetNNMiK1m1ZsqWy2EH1SdiVj7magKPdVV4jIJM3FquMdv35N2M7WtC+26LrjKr/6DXLohtOS/emaxLT848s3iZSjbysG44JV20fpgLGOJvLYQvRNzcgTeg5TxKI1KNVO/7BFT7euWn4ZkV1Icy33X7+ianTNoHKSSzKc5pQXExpt6J+tAKjWY1wmNBhfGaJeAw8aitKSqcAm76YgadgFjPpu4wiaXeizT+S5N32FTzx6bXdFBl6KFQhiYuPl9/pEEMx4YckuZCMu9zVNT0S5etBAH+o8FXfSoZiTJDMp5sp9Kaiya3mfBL0WdFo5afTEelbWKSITwy66NVptKS3ye+qJuBL9+NCLP55LW8+6En5UCDJ505cx87WlOTEcDtdExmG0p/WaEBTGBMxLK8XN2MOwodev6CUN1jjq1qJUYBSXXKyGfHh5yniS43seokDrNLW3WOWpnGXaK+BN0XmEjzLytzzPbiYy0QqgI4c1jkFckxzM6UU158sR8yMDlWa1yFA64DeiI7NpS5bUGB0wxrOuDEEZ0l6N95oHvVs2LqHXq8jrlHimOnqFHCxlHfHCj6geDSEORMYxLzPa5tXJoJTQqSpvyUxDFLfYqwx1EUvBdarwp1J0eyf5a2zEMMj1HH7PkdxIpuHWOjgY0BuFc4J415HQFbd0vUFUc7ke4NcRKgqUh57+2YovTS/o24q8jVn3E3pJzZ8//ITzevx6Fw90k7CO2x+63Ke+nEuq1xJijS8iTCXuhaHT5kRF5/w7UpQHATcQ9zuzkWe+BfSihTy7at9QuohFndFWluiH9hSQ8zGdB9qVFGJtpqmHRqZbhl08CUSdHkH2kO1hv6X86I3sp+VUd1qqDlTryznqIkH921LsruOlw5aapifTlmaoBUiKAtGmE8RPtuwEtQPE8MKYsKU0fcEI68VUodsnhL7p0g7MbDsTpFR0YC4R8LQZdOc4YhCxpUQTFLoVypRuFNu8T9VN7NvsFY072gibRTSvAuRGWcPr1oSpWsPKMjitOS/HXJUDFoseIbe4RKysjXW4E4/5MCN5FtOMPaNpzvJqwGLVQ6uuoTUBkD2qyBPcTQJd9qduBFRrNkYajtiRRQ29qGahUuK9EnPocU5Tr2LUjRjoqF5LnDQyiQqC6LdjoQxGtxbfc1QmgIFhr+K98SUuKL774hT7qVhazt9kZ9IhekRQtaJcJjzzEzZ1zDgpOczWvNW/wgfFc3+AeZnQDLuzfG4k43XcEHKDLuUdcWng7N4Nf2r8GU2w+KAwiWP2QYQK4h2AErqp8pI7+0If0DhDtW9ZNCnT6ZpVnOI2PfTC4kYOO2gIwOxiRHRjideKy8mAdwaXnB3PeTE/ot0o2oEnDFuSfs0gq4htS5EluF5EO3z92TxB070j6ofqWXYAf7yQ5mUL0rZZl6trO93Vmt1+lF2EHb1w8oOa9VkXKjyScz6oVxIfUwdUJY7h1VA0Y81IwBDTCJXOJZ1vQ3eZ8lWTZ0t2A4D01rO+u9WSCwATdfWVy5B4jZ7DDR3RTNZcnDV4pwmJw88S7ELMYwgd+y3vgN62M/mwgeHZgr907yOaYPje4pTnizF5nuDmMclGdcHWHfAVhR8yCDHUfcvzZgLPMrKZfC/X3QuXvPJyiFaqy5wNOKdoawG+7UYYb7vGSoHutUwmGxbLPtwa+ZmRPJtq37+alv0R10+ahP3flFIDRP/1t0II/85Pv5rky9tcwvZs0Y0xFegKkkZsWYOV4sz1vORa3c2JrSOP+sTX2wwtcf8xlcLFitWXa8zMktyIy4q37HQnqhXamSwg2Sj6L8BUnvnbmnqksKXClkKp2PLX2x7ES+FMg5iHDF60uDTCj1viXkNjAj4W18DkwtIMPemVpnchYsKbrwvFTK3NLnxTaBDgK4MuxOLbR2ZX+Lu0Q/x02B1kwSiCllC4ZuJpr00XGN1tmv3uPjYyWQTI7w3E8jwS18dqKoXDD2sItoe7duC7KWUw0L8QlMTmiuGzFh8rmr6RwkHLYa/bQHpZ4eKU8vD10zoI8lLrVtDoeAFo0RmEVKZz8RLKDgW8znssVj0+zE752uQZD6e3fDdPcMsYry2q0WJV3AuEYYtNHC6LcIWSKZeXwqHtdSigkUlhPJPRf3GkyC5lDRbHnuxc7xw1o6Vi9WxEdromIA6bm1VK2qt3mTumVASr8anjZH/BzapPedFHVYqoVFRTLwdrp9sTcXvAZYqmlbWSzERfadei72p7kqsC0jBK3opsJj4SnWPbrUFbylqI1hqXWnwmkwwbt9QDT5sZATKUIJvNQAqjeq0ZPWlwkQh420wAALsW1MxlYiMOsp624IO38u5HG3nP6kmgOa7Fivs1N2EBKBvL8WBFZhvmtwPiRYQrFdUkYhkleK+JrZwoq3WGmyWMbmHxgcNOJE8otkIzvN30UCrw3t4ViWmZXw6JrixF1pCdrNE6MEwrBlFF6zWbOuagt2EQVzyeTYkW4J7FuCTCHTToYcPh3orD3oaqtayqmGfXE+K4ZTDNJd+nlm3Zzg3ttCXNaik0Gs0wK6kmlsYkUEX0ehXfmZ9xtenTNBY38BRxIPTFIdF6xSaX7+x6HjNqWG1SVkCaNlStZb1JcYuIy3bEN+J7ZLahzmOMFh1iOvMs3tH42qBjJ2u7NdQBTCxNlV9Zqn1o3y7ofSOTdymWxqSNA9npmpPxikg71nXCPM+4LXqs1hmkDkYNR9MVZ4MFw6hkYCoeDm44SNe82bvhbnzL4l+GIDXIGUHoDJF6cpjpUuO1EbRz6DGl5F4244BKID/SQrVfdbpTo8F3tODQ7aPuh2jejSVvYwnhrmR/siU7XecWQY1Xst+XE03T77IGN12jo2SyVY1El6obYZKY6hVotS2ctmisbgK2ehXYLoi5TKqKPUObanQrOjPtumxAB1jVNVoyNbeF/NxttIpMuIVdoN2rKZoKehdIbYtuX13J39sMX5kIuBR8sT2PO1lAIetPdaZB20YL2E1ttt8B6PY4+fl052u0UHhraQb69VOhke9ntOfFZsyT8z1CF+BKq/AY/DICE7AboXPfHksu1Srq4W8SrtfyBVUtbI58k+I2lvTK0PYC7cTRONA3klPKQcvBdEVkHOfLEctlRnCaujBE0xLTa2l9R1VWkEStgCJKMloP7s4x2nNZHGCHDWEIbhWxvBjw2+4tnNOEx31651II104TIo+Pur0+RlwpN5o6wMo61mXCpon5hfEjvjJ6wR9Eb5BeWdYPW7YZq5juvapeZZ76nie1LblP+Lw4xDnNcFAw/Nk5t5sem4u+6HccXYQDxFeG63TEby/6ZFnN0XBNGrW82MTolcX2G473ltys+qjbjN5zMb3K64iresBX919weTygvc5g1NAfVIQAy424N7a5JS0V/Q+WPHndiyfI2m+GryQhdKwk5SR7tM3Mq+lyIkBH0FKnZNctoQNsdCuRD+s7muFTmWbppgPfO9dCof6GXU6qbkS3Hoy8z80Axp87vDEdUyZ0phjCSmv6dDr2bpqpYfC8otzPiFYd0MOrqb7LFGGvc2pt9S7ap14kEHloJP4pvel0oD5gutoFXmnc2gH88uljfr7/iO8Wd4m1mE6t2gxdaaHgRgFfvaIB1lPRthHAbyLUytB//ioAuziWLFZ/o6kOvJgpdaYiZhbhVhalkIn1Sp6JqSUrFSVa9E1n5mU6cEh1jbQ/qP/FJmEhhJ9VSr0H/E+Av62UqnnVkD3+SWtp6+Qirm/SeMnIu0OwWinYXNZZ6yYeZxUGQYF0v6GpNNmFQteK5qBFHbXkOu0KObHOzU8D9Z5D15p4LsLOZijNis0VwydeTCrejHC9gL3sMlWc2AXrxVagHOi/bPBWUe7LLbn5IMUlgWRYoRSEWou2pQjECygPNelNIFl6klnL+k5CuI1R4VUwJkoaQ1qZjg2eiUBwa22v2841xUM78PiRBL4lV4ZkBs1QU+0Jcri55whRQGUtSgc4T7FFoB5qFm8psouA3chL0gxkymW7acU2K0K1wqfeHnptJC+gqQNNBkEr5g8t9SRgChF+7/isHV1ya2LxOi85TAVhqUeKKJfnxLAz1QidxuIm4sYIPzJKW4o24uP1MZs2xhiPbxVmY3b0yvxUJiVtYbHdONlUYad9q/a8BIvHHreMyC6EbB2MiCtdbODoVTFjKkGforVhOUgZvj9n/fmY9JOU8m0ZW6cXZjdtrXLLLM0orzKGnxtxYpzIpLRMPHZuBGFfK9Dyrshk9ZWzZrSUIqs87rR93eSr/1zAgPxYih57owha0/YCxaGmHsk9CJ1mzLeKJlhCLKHcW+TNpVLI6I7qK25scihYL3+3LaSAClqaZMlXUwyeio6xPJRNOlnIfauXGpdGJDf/EsK+g+LOeMEgkkmKTVrafizvctyyWPVwq4i9swVaBdplzOCRYfmu4+e/8jnrJuGTJyesg+JosKYoYilaDhXn+Yj4wtJMPYO4xXuN1R4fFK3XaBUw2rOXbChdRF1b8re9iN87NN8YTz+uiXXLTdNjPu8TfZGSfG3Gr7/xbf7eiw+ItCexLY+e3xUdamVpNqIl+8WzJ3yqDnm+SGiXMcvKsP58LE38m2u+9sFj3hjc0NM1N02f792ecn49hgDD0xWrWWeV5RWb3FKWEW4TSUBvV6Q+X4wJpaE48eT3PfmlhRCg0pzeueVssKD1Mq6w2vN8PeZ8llAetxyMN6jrlPV92WPctCEZVRjjWZYph/01R70VrddcXo8IlSEaSCZLFjXU3vKyHHGUrNiP12Sm5qPVCU+KPX5h9Og1Lx65XBy6xkGClFUteYAEg9dCb3HJD7EJgugtJDxVAEBTmw5NfZUxCYLiEiCLWg7TtVC24ukO+VWOnT17cdRpqEtPPZZTPN54TCmTI9Fjia6rnKhdNo+ppFmqh0I1MvW2EOro6n39I8yLbSTL8k3QrrOz7gJ7d3qqEEhvAuncUY8sqhXTJ2/ZUXNc+sr4KWg6RoXcx629v+4KKpdIEdcOAiaXBjSZBdGypeKctmsS24B2Mv3YmgA1HSgJUjzRTQe2BVvbF3pi6D6fXZpXrmWv6VKpbG79qMYqz7PI4xtFiAPRqIKgUM97aNfR7AeK7CDnuLdiNUlYL0fo3OwmsfWpw1WG+NIy/VhyDjd3GtKjms1+il5EKA2JcczyjMWjCem1vJfDR4Hrn+3hM48uu0Znz5PGDYt5j/hWJpyLdQpBEfotPMvwqUc7RXqpaa9GUqd42NyDZuxI+jVliGmGitVbLXZpRHOzEofDnAwaTZ6lzE77/FL/M/7O/tcwq0iAjGGL23PoRSSZnKXqwHZPyBx5E/F3X3yVx88OxOHu/QW9qCYaOa61J88T2tLiSk0zkgI4VBquYtb9mPWsx1feesbgjZovrvaIY0fRWJlkDB3N0LKZwH7c8PvP7/Pw4IaT6YoXzhA8lEUs1GCvqBtNdBWJ9ud10+iRutkUsqdEa5EJaCeupC5VmFpjc6nxZAIl/2v6AtSrIDrQYl/hI72T69y+H2FzYTllN76bqsv+XCtpTOJVwJQekypsJe/R5kyRH9vOKI7uMwgo4428uyrItNqW8m62mSWZ+52DYWheDWDyYwWriPRaACwZKGj0unOA7CQ+1RT6z9gZA+WnsreZWvoI1/d8ffCEidnwpNjji9keq2WGOU9+JNu07aiIam3wERSnHp85VCXZeS6DCqlvmoHsj72LgOkAi7Ybkpgaou4ML+44fGTILmV/Kg8kdkJHnmqdoNYGU3espqSjUed2Z2T2R10/URPWGXL8TeBvKqW+hjRkv6mUehlC+JUfu5icdKv1RPKrggWvVCdSDvhMNne7lkarUBbX89SzVNxhMg+Jx1tNegtFoYkmLY0O3Pt7cP1lRXEEzVSEdqrQuwIyaBk/VpNAMlO0aSRC5SVMv1+AhuWDVITJ7avg5npk0a3ob4oD1dFqoNzEQtVZiu18cShOS77fUk8s7omhGmmya+HTVyPD+q6iuOt32qtorUhvAqPPCza/2mPzoEU1MtZsh53JQhQwiZPAaBvRDDXRWpyNZLIW0LkmuAivAraic1AMXfOp6F14TB1YGRF5m/KVJbGpRGTtLZRJp6/y8udvvyQvYnloafqB9FaCmiVjRLG+Y8iPUtqeGH289kux4yHnp14mmB3FaeseSBC+cJil5G/VNKVlUaXU3pCYlrO9Bddxy/rlgPTcUk88ru8ht+jC4K1QWOKFoM75vRY9bKDR0nArOeizSxg8DYy/fUP9K4ek1xpTs6O2bJuX5POEoz97SXEaY8772LTBzUVPFgygFHZmKfIhybwbZ2tx9VpMhIOcXgvNJFoLONH2Omvribw7W9MN5aD3TMsm3QrFwKUd0txKAWI2Hao+9cQrA51LUrSSxswH0a/pfkOthCKrazGksBuYfOop9jXLe5a971dEecT8LS26i56g1EHLyH3bjKZzh2k05YGmPPQSM1FpMSbpO+pOC/k6r8g6RnHJrx98kxfNlOfLEfO7mvEoZ7+fc74YUWvPYtmnrAV1Xr/VMjld8v7wgt+7eQCLiDYx1IfShJunKd/tnaK1p5l6Cej+R1OKM095VLFcZZxfjVFaepVBJAXAsF9y8NVbzldD6k8n2FtL4+Fx2OMxewQntKPqbsPXDy45jeeEoHj62SF2UsO9gl7SUJUxJmu5dzhjHMkIIp5U1LOUwYcJ64ct6YMNR6M1Wnlab3hWT/ju1SmzqyFqLWG2q1GEmdSkaUPxeEjvhabaj/A9oeHcO7vl5/ae8ofqLot6TIg8dlzTlOJeZnPL82xKdWjxQRzIQlD0swr6LTjFzc2A8VBsiIfvznjv4JKbss/lasCmjJkvj2QYGhTmRYIbeJKDhvcOLklNK8YhXvM4maJVYL7JKJ4PYNLwvf0T4Lde7wJCtAc+kXxHTCDEYs0MoCKPShwN0HQhpHopx6iE54rRgOjFRMvZDMXgwKUB54WiWJQR5/mIdZ1A9UM6zDzsHODaVCjE0VoaLZfA5kQcFG3pwUM90pQHaqdtdqkYVfWuhAq4peiZGnyHWCsvZ4ffupQ5YaVIDiA7XVnT6wKflaDyPgpCU0y7SZ2WM1bQePCx6vKrZI/YhrzCq72p6UPdmWG5LOzYIvGia3ytYvDcMfrWBc3xmPI4oU00bCMAfEAVMhXbTlCKQ9XVE9IUbtkAzVCYD3gw859G/v7f79IqoM8KllXKi5sxvEjRgMs8cewY9wpenEakz2LKs5Z4WnJ3siQ1LaO0YpV6ggn4VAslq5XKWuiHnmo/kPZqyjIiyhqSDxOKJiWfRDTOkMw0vRfSeA6fVqzvpp22JhAeFLx7esmslGK1dw6rBwrXGHwh92bwWFEeGMqzBn5hxelwg1KBq9WAzVw0rmncUEeW/CSQHBRUOmNwvKaaWHwZoVaWaK5ph5onxR5fzZ7yweEF33hjQnahcbMYtOhH1/eFiu/SQNiv+eD+S26LHo+f75M8jYmXsLru81kRE4LC1QLAKy1W42ZtiOeKeqxxxzXRy5j+h5bLkwG/dPSYRZWyqWKKKhaHQyU1qX1zzVf2z/mt+TtcrIe8Nb1mUaSsvxiL3l+DahRh4GhHnk2iCMvXP4UPSii9+kaR3fidJ0DblzqgHgvgmV4HsptWmiHb6VZTyfHbxjFtZRPxQvYUmaJp4pUTv4FI8rlqLX9WHEXl3Y2XoumtphLNk8488VJ1BnhqR32MOqM93YpTo3gOKPIjaWLSmy3AryT4e+TRlWL4RaB33XLzQUR+x+M1TL6vyE8U9WmDm4ApYva+7yinmmrfY9calcg+Ekyg8hFPm30KF4mmNrdkl4p61FEywysAzQ8cznQTvNijlxZbQDUJqCE7kzahMEocR3m4ZSaJE2d5IHFQp8dzbo/6hL8/6CKupHl74+SG63WfVT6SsOZ1ID+VhnDyHctN/uOf+0+1MymlNHAEHAN94Oon/wHIT8T9MLkRVKvtyUZp6m6zTjzNcYNLLf2nmmpfd9a8UB6KQM5lMtKMVprD99bcvOm5KEad1WTALjTqVrpaH0s3G2wAL1kR3soEoDwU6qCPNPO3xX3RFkAMmzuS4j14Coe/tyA/HOMy6D8TVN+dxzK5Sj31xGNzERRGq4jDbzmWDwxVJuPTcmpe5TSABN2u5WG3meLil3rigqeF67f33cDFn/FwryIsY3iZENJAcphTRQk2j/APC9JeRZMneKdkIDWLRSPXBvoXjsHLwOquZfFQiyFD6olWmoNvOYp9LZqzDmklCJ2vf+GoBxpbBJSTQN7+Swmhzm5cV/wLxSadB9pE3C63BiKv+0oWgcV7gRAHzEwTL6WBrMcdQt058sULhbmNMCVc1FNMr2U63pBFjXDra5m+uEnLu2++xGjPR9+/i1oamnFgMepE3J3gm8qQvrQELQVCVHhu3zfc/msHJDeCmqTXMnWqR7K5tH2xNn1yPWXQL9mMenhn8KkYssQLiOdAEAvpeC4oifKiezQrQbLyux6fiplGMlNiP11uKTrSiCa3YRffEBUeu/Hc7EUUh4p42T2bbiNGgcm1CGo7LUjQgjw2rcL3WvrDkjKKaOayaLPrwPoeZNeK7DawPlPcfilh+LRl8oPA8oEUjPX4n7ObjsWcpulLcaYrQfSa+5V8jquYwRPhdb/OSxP4awffYukz/j9Pf5bZbMBwVDBKK14uh+TLlFAaorFMuIk9ydMYdRb4w/ldPvnkjChXtGgePTqSd3XqMN8ek0892IAbt0x/5oYD7ZnnYkmflzHVOsEkjk9+cApO0aYNV5s+VRURvSHOL5EKFLcZmMBof0PrNI0K+KD43cVbXJxPGHxhWb8d2DtbkJcJrjQkw4rDbM2TzZSrxQDnNNFcgprTg4K2NTx+sc9imlJ7y6aJWa4z9EKo29NPPVdfN6RnFUYF/I3oTsP9gnG/ZPFszOU/OeU/fmOKTVrSsw3Jb41YvWHEq6IVMCJeJty8GdG/v+R0uuR202P56ZQwboViogQ9zK4U9UND39QMB2Jmcr4aMast01HOnzn9Ae59zfcXx/zV4+/yXvKCvzv7ORpn2DwfslagJzXGOk7fleNmP/sJJ9kf4+VTacBULgZQvu/EXGRl0Isu6qQU6nu0UWL/7OQMUr6zLu4o3y6VKAi7EgG922twsSec9/jsSR/loD+XA7/pw+ph1zTlHbLd6UHR8r+tPtglivxYrJWjpTRbLhHAb8vEqDuH1W1OpwriXhZtAr1L2eurqTQydg2mkI4p6gAcn3aU65X8c/FuwI0dqgyYQncOrFJ4efsqvuSHsxl9JEVKtSd0blPQOSfSsTQU/ReB4bMal2hm70QsHhrS6yk+1tjc03TIvW4CvStPfqipp2FnjiUusnpn3NSMJEYmRPIMAezm9VOh29py52DOYbbm6eMD+tddgHKqqW5GnPcHRCtNNRV9oXeaF7Mxl6sBB4ONULIqobwyqsnilkFW0ZwYXownoAPTrKKqIppVgjvz9N5Y0o9rrq+HqImnHsPwC018uaZ/njB/H9zAY4DrvE8Iiva4Zh2EteMrg51b4pkA2y4J2Lml7MW8qK2wAGqRJ/hWs3g8Jp4ZMUZIa+68vSAxLR8/PyZ5lGC2bpqDhlnV45+s36L1GvXmhupRv8vSUxRHUuPFM5nIvXnnmr989D1+4/oDlp8dEW1gcxYYHq7xXuO9othkxJcWlwb03RyGFWXck6aj6s75BK5nQwanFb98/IjffPoO5cs+QQdGZyuGb1aMkpKP50f4WUK8t+SqGLC87dO7kv0rRCIHqLXBFEr2yEHBT6R//TFc0twE4mXAVmIip1toKpkwN/2OjpeJHmzr7i1ZelIXbIFbUwSCVSSLQNODaONZvmkwtSHKA+FWamuJkBAtWrUvEgwXq53BXDVVBGXpXTlcbGj74lo+/kEOWjF7N6PY18QroQ0W084FvBdIZvKd3LgDkeNASD2zL1lWuUQIBROwubybpoD4RbSjJK/uGsnwJezYTKpzz9XKEynHUbrioj9knvRp+pbqrIFGMfjcUh51Zj6V9BahixlwfUfVilt7eiP3LZmHLrxaBhhbxk52Ka7hm4cNWb/GeS0ZjxrKAzj4pmL1r6x4b3zJvLgvlNK+eFWoNqC0TC1/0t7zE5swpdSfBv6nwK8D3wX+FvC/DSEsftKf205fspeSaeAyKeBdxy83pcIpBa0I3dZvOPRBhVvGRCvL9ENk+nK/pZmKte+zl1Ohyxw6opmRKZCRTbyeyrgzWskhJIha9+VVtygruPz5hHoSRBSlOvMOBfWe53YKi3fG9J+94nxutWXxAqo9cbqznTteMwrM3hVKmW7EBXH9QL5fO3aS3TSXgqQ+bqn3Fb2nVqyP7zb4zJHODL1HEcWpxnZOdT6CMkkwc0vQkGY163WKsY77hwvmecbyOiGZCUJR7hnm73WZCpvOtENLkT57VwSONpcDuu13C30ZWJ+90n3FSygOAyiZKJb7Zqcr8LazGq7lz6a3r38SFjSkty02j2i79bQN0W57nSVxL+BGjmYPopklRGCWhrA2XK86Xr0T8bypIB1X/C/u/i5z1+PZYswq7rN3tOT2fEz6IiJaaBqXEHURBS6VP3f9VY1/d00vbSibiYjJM7WjHoEg3c0I4u8PmN2P4NBhn6dkKyXU2EJ1dADRXvhIRt3JDBZfbcB6KIzk6XR28/Uk0PTFzhgvQELvhSbKoTiB9RuB4eeG0VOhapZHXnSWCtDQuxBa49YgJl4Elm8JpUS5V7zvqopolgnZU0t56mivBE2bvyeH5VbjNXvPYnN5/vVY7dLkbdHZ4WqYv20kF6Tv2Qro9VUsgaCN2jmuvc4rNQ2/kj3iP19/mXWZEArDxqRsNimcJ6QzTTsMtKnl4fE1n1eWtm+Zz/vMbgaoWtMctGA9Ku+2Rwf1yBMv5DB56/0LxnHBt5+f0c9qDvsbhtMbShfx6cUh5jql3nMM00pcxa4TsvNXzas6qzjYX4l98zwjHVUcJBs+mh8TXUTUI3k2s5shah5hDiu+fuc5fVPzT188oG0MvtGkM0Vx4tGNwb9MGT5c8BfufsJpvODj/JibTY9VGlOeBpaVWMcXeYL5tEdUQv1Bwf/gvW8zsBV/u/064cWY7OOU/q9c8cb4lj94eyAW1Hue4q6jPFYdrVlRlRHHRytuNz10pbj34IrL5YCyiMW0QQHfHvNbL7+8a6bqPELlltHRLSNbclGPaLzh77z4OkXzi2yqmPVNT86HvudguuLLey+5n90SKcc3Fvde7+IB+X61gr4npBBdWZpYo/cqnAmo64horUhmQj80ldBwlIfBs0C5pySMvcsdUl7MONJroem69hWtO7sQHarystcq31FoEDpOehu4/ZKmGUqGo81l76iHingN/RcCdG6RbVOLVqwZwPrOqwB5MikqsltBQKqx0Jt2BkgjAS99JM2VjxRJp4eth4riWIA9ATghDFp8G5FeynpoO9BRN90/W5h+0rB4GBGssC7yU/lupguGN6Wso2QuE/TNSUR+LCyD3gtHeRizPpPzNZkFMfUaCyvDxSJpMJUiue2YNj+EZjf9gB+2MsWsDKpWO/fb13nFScMHkwu+2n/K8/tjrq6PCVp0xOawFOO3I8/96ZLGa84/PqL3SLP62VKyBRWE2GOTliQVEPHqcoTKLbbTkV+cTzi7c8uLzT5+4IiM4/HzA5JHCeWDitE0Z6XGPP0rB5RHgXa/IRlWHI3XXMyHAt6kLc3EkF5Y2tij7m8osozsbI2vLVlWUzcW99mAwYVic9fz1tefMU1zPro6Zj1NCbll/njC+P1SpmvPUlTDqwJWwxezPb71g3v8uS9/zN/4md/m/8KfJf0nA5oBjB57FkaLJjso9tMNv5h9zqf9Iz6J32R55kgvLKvzIarfkvUr0IHeC8X4cUt+0GfxNkReHINVrWnvl/C2w61jvr24w89Pn/Crd77gv8zfRz/KWOohxTjmkiEhKLJnhpejMYf7KwmQt3KmtX0xaUuvRdfpreP9/Uu+9boXkJKp1VbrpatAvGxo+5aljdBOgNlyX7G8b+ifdyZzfUWbKAmNj+XdAuRd1WLwM39bQohn72uyl4HsNnD8+w1BK8p9QzXRu3pwy4AaPvVsrN5pxpKFx9RSw+RnKdHGU+4rNg8kHzW9kun38AthUU0/LrAXC4YHQ66/1qfeB9WISVOrfihDdeK5+VMOnMJ0weuuM5fzVqaSzdCTXWjWDx3D/Q2Ltses7fPbz95mfiWSlGbk0WuDHzjyO343iQ+x3AidtdjI0awsUVebrToDkuknLellwfXPjPARjL4IXbC0/D5MoFim4las5Ne8Ddx+Cb52/JJlk7JY9lGN6PXpC90ymQnYud0j/6jrJ7kjPgWeII3X3wwhXPzUaymIc1+172nGYmWd3EJxDP6BrBDzNCW9lVCzaKVxTYpBELLZPrR3SgbDknyd4F2MvoqFL9sLu78jIA2EblTXIEnjVR4iQcZIaNw2RLYeB5qpo/fE7kwtohWoVgrPZhQYPZZg1WgTOn2OLD6fvKJqif2mNIHlvnyeYGVErhqk8+7MMNKbQLSJKI4C5bEsDFcZoouY+duCJPafGgbPPG0G8/cRC9gbOZCab064862Wi19IebSJUblh+EhC9DYngkx4G0gWoUM9BDGsJp3duQ0/6jiVi95o68RTHgqyGi/k8K7OGtJnkfBkE3aOfe1+YPgI+uevPzA1RIHLn4tphg41rXFVurNud6k0+HathTKkRVMgOVdBcq9e2l2gqW4EsYijlm+sH7BsM8oyov9JzDLr8e5b5/i3FHkTcb0Y4J71CEYcN7dBzu3TPhsTGD/pHCZr/yNTMJtrooW8fHdOZ7iguPrwUCZfiYylo4U0xtlVoJzKM2iGkD6NaPuB4Rdb4T47qmy89qAU+aGmd653tJ/kRiiI1T7kuZhq6EoaJpdKobR8CFk3r7Zl2Om3ttQGXWr0KiaoGGu69ynylH86p37ZI1oIDSC50WK+ERDtgJZNuHch1ITNnUAz9Ni1YvAU8rTj6ZtAcK+eZ9DyLrzuq/aG3yke8l7ygl+7/33+C/clRj3Zcy4bTbEPehFx/+yGn5s+BeDj5RlqEUHfEUYNNnFkvQq776lbS5HH+EYTvUyoTloeXezD0wwUrEOf+f6AqN/QrGPM3OL2HUSe84+OGH6uOy5+y+0Hlva4xlrP9Rd79J4ZJiuYf13x7ZszWq8ZfuUGkODO9edj7EZRjww3ZZ+lTqlKCQsffC9hc99x9u4VLz49ZP+7iuVmwn/8/JdQoxpfWszSwMgRjUo2gwj7Iib6To96KgJsYx0X1YjbxtG2Bj8OtJOWuDUsqgw/bmnaiDBoMXMrFNp+S2g0fp7wTxdvowvN6c9d8PbomicXe/h1hP/yGmsdvaThOK652fTI1wlJv+btN18wiQs+Xh/zZDVlVSaEfzgVFPVOQB1VuD2hkN0ue3xmD3i2mbCoUubr108JsgWkV5q6ibsMI4gWmrDKBNXcCCBVTZEiZ0/h4kByq4hyEXTrVhqZoKHtC42vmnaOWzNx4RRjJEX/fOseKFP2wWMtDs0+UBzIFN2UimTphSrYBJSTZqse6F3OVzMA7UQbHOWe4kCzuSO6Y9tZReNh9IMNxWmGKT0+1ihvaAdgl7qLyRDAJl5Lc5nMhYrYjARNtqX8HN2ZZbguC8gbmXjpRhJqrr4WEW3kZ3mriJaiwfAxbGMAghHUuNg3YlHfaT7yY0My7xAuRTc1kami6LIVplA77VsyD6zua6r9QHMgGsTUvhJhtK0m37Pw/369a6dxhqEtSXXDg+GMS30sDe6wpS0t1JovffCE/WTDP3n6BmqvQr9RoNcZISiCVyjraRtDe5lhN4r+UjF45rn9GSlGR9+JuchGTI+XOK8l2N3LNNbcRCxDH/qOZqjxpyX6OqG2nnUaU69i7LU4rpooUO07eoMK7xWsNP2/O6I4VBQ/D3HSUg08/toQrTTP5mOmJzl//t6n/IMn77LeRNiV6GDLOkI1QmdFSZOtVpYlfex1RN/U9HRFFDlhRWWKxUOZXDZDyO+1XOZD/t2LP8/3rk+ojhzDkxUrhqTnFv21DU1tUblh9WagOBaa/+iLwOB5zfM/F9FMPe+cXREZxyefvcFH8Ql/9uATfnbymH86vE+17KGCITpq5ft+aySgoFcc9dcs9jPqoi/rcloTD2Ti6K9SDvolb/RuXu/iAZTrzE9GCpfIfpvdGGzhSW89NvfUI9NNkIR5sjlWxJ21fNtnZ0SxBZGj68DqrvgQRMvOMdfLcGBzEu0kOG039ZaIIqEW1iPRpZkmsLpnpC4JAgapGUSLmvTWkp91pmdWkZ8GihMYfQ6XP9fDpb1dXmLot9iLGJsLNXH9tYpQGOIrSx15zMqIRGfg8bGAiwffcczekT3KlHDw5i2/fu/b9EzF03IPazyqMKQvjbh8F4GgIjb3uqxKD6E0MG5kTV/26D0XhoPL5LwpKsN8ERMfWomzWnQss/PA5kS0YPHLiHiuqPYD7k5JtSc9Q3RnQ6wd/+zJfdwiQkOXjxZ2BjybO+Engs8/aRL2q/9tBhw/7nIxNEcNOnGE81Qse7MuO+YywY9a2GupvCW9VhSHgf5TjalC50gFeEW+SQiLmOyFYfTIU42g2tPkD2toNapW1GNDNfX4vsPFFnUhQYUEWN/bCoY9lRLqVDsQtECcYoTbevx7hVAV30mkyOy6VpdAfup3wbfwKrhyG8rp+l4yKJ4nmLlwYb2Vg7U88hQnYgM/eKqJvoDl2+BzS1CwfNsRzzXRSlFO5UVJL6FyhuKOw6zlQF68YYmXgIrQrYh60ytFeutpS5nUTX5QcfX1lP65J7tsKI4S6oknve4CpV338nRizfQm0H8p2iMXy3eNNnCbWQZPpPjYnG0bWZkI9i9b+h++/BdZEv/driAHe3ZuqMuUaClc321TGQx4FYhvJUw1vQnkR0o0dF3BH22kUCruNqhGU38+5u9c/jx6LbEA7ZdKDsYbfnH/MeflmP/qB++gn6coID9z6P2aamMZfRShL8SyNZmLEHZzIk5l2VVAv4D1nVd5Xc+/OOCD95/xpV/5Lr/zxVvoL3qYSoqIrevm6LMC1494/qczCV29kiKqHcjzSW4hKTw+UkQbz+E3C85/tU9xKDTaNoPeC8lqWb4tpi6SX6F2mshg5B2SEPKOHtTpyZQXJyoKRfZSS9RD3BWIY4U9LGHZ25nIJDcCYmwbYd12lMxWsXoYCNOGeqhYRRG6kqKt7YmtN0jxEK0UyvndRPN1XWUb8VFxxjvjlxQ+prju4a6G4qB6WBEnLU3kSUzLbzx/n3Uh6eghCujYEScth6M1PiiuFgPaxhDmMdFSAr7H341Y37OSHTI3RAsFKsKtxfq4/f/z9icxlmZZnh/2u8M3vfnZ6O7mU0RkRM7Z1VXVLHZXqSER6CYgQqKkJhciuaEEUEsK0lKCNlwJAiEBErggBJDaiII2FEgRFFutnruGrikrsyozMmPy2W22N37zvVeLc9/zZKsru1RM7w8IZIaFubm99+5wzv/8h2EA67E3CSe/67n5Diy/15NcWfhwQ6YD7cUAU2nK+x59DFjPMGl5fjOHH49p5478yuAf9HBWM8tbzldjqjIjeHhydsNzd4ReW16/nZNsNNWxXJyjx3f80vEb7tqC58u5BIzXllCLOLl82qF6TX/c8ysP3vBX5z+VN+4JfD8/Y73NqduEn372ALPRpEuFukspP2yZHG2ZFjWLKpeJmnVMhjX3hisu6jHTScnCDRkWjVj65zWJdqS2p88F4fz0zSm+NXzw8IqDohQk/6MJB9/XHP1RYPlhTvtJxccPLvlkckmiHL9/85hNnb3XdbN7dB84+f2WN381QT8pybOOukno7nLSa7PPt2pmAvwEFx3/VoFmoiVQNBNhveqF3iWgUZwIPZD1b0s5M4KWf3ag0S7AWLcCIAYT3XwzhUXOn2Tt6AeG/ki0WbqXgqJNwRtFfqtxO9pzdBMU3ZeifDjAW8X6zOJTOPnDCt3mbM+Ezu/TQDtXmFLvbfp3hV03FiH+4I04tbo8UhUtdCcBd9BCq9FbcQDuJvLe+DRSuzc/k0m5M9Hw/Iy9vBhzNAcKlwqLppkqCWlGGkqfBZpBILvS2BpWH0VttPH4kcMMpMjeLnNUjFAIA0cybGX6/x6fPOk4TVZ81RzzZjvFfrSh7wwGMMYzPa1oneEsX5AkPf6nI7Ymx510HB6XDLOWi7cz9Mripz2Hn9yx3BbcTsbYtdpPmZLE8a89/T5NsPznz79Dd56QLRT1AWSvEgkTHwR8Z2Dag9OsPz1gcPeu6d88VhAU24shyZ3h8IfvnGz964LKQBg6qlPJ6KpvB/yxus+P9SmbyyF2YXCPa7ZtyuJyzGgti0SiTCIlt5bC9f/9X/0yf/irZwDc/rLDTlqJD/lxIRTSVlN2Cf/o8484+Ns5s0KxsENsDO89G28BeP1CpuTBvKPeLT9IyG4VdmN5fjDnw+Mb7CdrCuvIVc9Te8O3j875zaMDbKkoX4m+tHBw8gcdz+8l/Pj1PbxXe2pcv06oY0RIfqcZZw1/cPf+p/DeyjmS33q6oY65gQqXSFxEdSgO38O3HtMFNmdiDudSRX4n055+KOeO7gM+VdQzRX0iIG+2lMFCN46T81qcTpNtYP6ZBMHnd47tPUt1FNlPDdx9XXTku/XnrWLjDfVsQDDw4B8GXv21wPZxwK70XiffTsXszLRR6tHrvXkQAIsE7RXtocMuLKMXMkBop1rs3RO4+yQGuJdS77ZOupln9RF/srjP3WqA3cjXto89o2dybgQD7rTh6GjNQVHy4nZOdR1rmuh6mN5p+iZHp4HynshLvBUG0vJDTbaE5iDQTzx2LVpYPIRFShj3hFZzNNnSekO3SUlv5Y71ueQjF0clVTVm9FLt2od/6vPz3BH/3BRY3YHeWLyGtIxWoks51JsDRfnAiiPd3NHNhZaw+pYne5vsRcThLiFdaOafegYXNZuzlGauqE88x/eXLFYDkh+KdWo/UPi5p5/3NE1CcSWJ4+3Mw1GDbwymEq6p6mOocvbOZak+EsewbgTN1FB/1HA5SZn9NFA9dPhJiPoAFYNcHaoxYrWZOcLWMnirqO7JJAYU/cBL89MqVK/ihSqTCl1JsZyspQFrp8KBTdbCjx9cwvUviaX9/DNHM9a0U8XwVUQOj0U46FO977C391N0A/VcMf6yJb9JRY+0IuoFYgaLiXlQrxzrM0s7E96rS4UyN/t01+xIwe8yaVQnL3sGr0q2374Hz/68K+PP9iQr+Se/C5gvJZtq/URT33OoTokTZh9f01iQ1nYa9s5k7TzQx9dKErDTiu4uZ/KjhH4QzSvul4yzhgO75TvzV2Rf7/lHow9Yv5oweGnoFzmJV9SHgfbIQepZ9KlM1k49QcmBPbjqKU+tCGZvFa0z5KbjYXHH8XzN3Y+GFJeCcOkWupGBUDD84Rtm9x7RThTbM2ladi5Twzdy+LYTFSmMuSDMEYnauUe2MwlIDUOHSh3OKYLTqEo4y90Epl94tvf1XrAeDOKA1WiKc83hjzuSVc/Nt3PSRGH/0QjlYPWxx0+FX6SiY5fycpiKGYiAHYO3mk1uxEjnUY0/z0hWWmgH0ZY7WQvFd3um94GT7+vxveZ3rp4y0C1vyikEaO/1DA5K2iahuRFL9M9enaBuU/ysAw/5cUXbWLrOsKhyrPakqUx9Wyti934oRagKcO/JDWffXnLXDLhYjSlfjhm9hNEbz/V3UvpBYPWBofuo4vRgzYWaoRqLMgF7VEsR0mmCDnz38Vv+paNP+cf5B/zBp99g/JWhvBc4eLjge8dvcUHxcjPHDSqeTm5oveXNaELnFPSizWkOA/3IkQfFTxYnXC5GdJuUbNJQjBrGx6IdeXM3pb4p+JWvPefbk7d8UZ/wR3dnfPb6BL9JMNMW12vMRkTwwURXzlHLfFCJvgNQKtC1ltJK2LBVDqUC05kYoFysRzw7PwSkAHW9xneGdNgyPyr57vwNv3P5hIvLKbNHC27yMYMvUtqPK379oy/4ZCgN2NSU/PKT5/wX19/j+XrOZ+919UCfKVZPEkYvYJkNqB6WjIc1pQ40/QBTGVBqH6qqWyQ+YxLzu7JAO/c0JyIKt1stoeoOyjM5o4rXmmwRaMdQH0jzTHinqRLd9C6zJjZlPaRrFwOWDd7uol9kT5tKtJgylRKaZDuXvZYu5cwoj43QixPQLmCX8Po3CvpRoJv14qJXieYZInvCv2MfpAuhYbZTub9sKQV3PxAddnKeYmOjpbzQKftCKOR7aiSQlDC8dNjKs7lnqU6U3DelaFeTtfydm8cxrqVW+3suWes9G2XxvQ5MQC8t6VKTvtC4LKGbBGwirsymVvhM0xfJezcFAviyOuZetuTx+BajxRHUeUWW9ISg+OnLUzpvWN8OSaJ5wvhgyyBpaZxBmWjJ7RRnoyVNZyl7ASXruYCq7vMRdx8N+O7gJR/O7/P7hxNMk4gbch7oDx12LVQ64mcYlOQVqaBJVqJR7odgS4vu4OIve5h0717IKjawNuAs2GEnr+d8zOgLy+brLTSG2x8cw8QRlHzezSw2gDFPtJsIA2OxLfhrT3/Cb+dP2dQZRdpxe5BRPfQcnC3onSY4zc2viAkDXj57N/C8up7hlinDW8UuN0v1O22Uoj4TYEk1lh9/8QAUNCvLfxh+nRdPDjhIS7IP1jRfjcluDX0p9+HFryTkb8DfFGgtYKhkxip8acWc4lAcG7fN8L2vHe1iLRMnUPnC41JNM1V0g5gBuHMdzQS4SDei7fT2XZhzcePJbzpcYehzBV9qhpfiAaA8FNee/M6xfJrQF3JedPHPZis5b0CYPsLeidmzMRJqB5JL/SWTWgyocYe9KHCp0PVcFkgXUoNKtpno+cRdWijng2cGl8vEv5nLkMNUUnPutGHdzJPearb3NX/x+C1Psmv+YPmIZxeH+NuMkIV98Pf2kRiQKBcIleXmboTzirZJ0JWOTaQ0l7aMkTtb+dz7Af+EplZea3KrsdXuzFMM3xg2DzXjb93Se82PL09RW4vdymeiFwpbaaqTMaEINHP159eE/XkfnwUZJy4szdxT3/PoUl6IbmH4StKw6/tS3Nqiw70ZYBrhjbvsncXk+pGmHWdUx4r61GNOK67ezEiuLc087B1KzHUq+q01NFNoPqoJtSH/QhaFJGLD/E9E4NjMpSHyaaC67/c295uvd5Kw7mH5NTDjDrdOMKVMpRyANyRLsX1tXSp82UWgHyrqY4/PhBKmW9k4btyzsgafBwYPNmyXOemblOJcOLR9wT70cnsmH1h2GymDI011KoLm5dcDftijMkfvFXVjMFuN3Upa+fiVEzvfupMw6xoGl140AKnam3LoTi5kNHv9Uztnn/mwo5xJeK+MdZuxofrumH74fotokCmlK2A1V4xesNcQ7BCPdB3XWQrNvQ4aKfqTjVxC7rRBZT2uN1Ba/OsBjJxEJkSWSn1TcJt2/Obdh/yV+Zd8c/AW90Dxu/oxCzXDrCULLF0q2kNABRlV30WtVS9Tps19oZLuONXNHC7KMR8MM+Z5xXUe+dS3cvhUB4ryJKGdPmLxsY55brJeVCsW1puHMQulk99XBRi/dKSLnou/lFHdk/DpbijrpJsbVObwTotFaqlJtorxs6jpOBa6wui5FDvt3GFmDVubk2wthz/qGVx7fGpYf+Rj4aM5PF3ivOL2zRS9sRLWPBA3T7uRZmT83EOwbB85Jkdr6qyjeTUiv9B7KquppfBrDsLPDS38haydRnGxHPPZ6ITraoidtmjjhVpym4k2bdiLbawN6EUCRw0H4y1LU1BtU9a3Q2zeMxiItbqZtPQ6iQWAxdvA9d2Y3PZ8OL5hnDT8YJ3RDXPakZZzqhKwZzbdMs4argc9vtP4TUJoFabWZFvZk5/lx7xdT6jahObE0R4KKhuC4tO7E1ZlTl2mJFnPQV7SB01/U2BmLdPJltVwQJL2zPKWurO8+Xwmn/eDNXnSY7Tn3nCNR1Hf5til4QevH/Cji3uMioayEfexZNZwdrTg7d0EuxT0s516/LxjmDputgO2q5x82PLByQ1Ge26rAWWfcrEZM85aHo9vuazG5EnPuhaHt/Sw4nC2oXcGpQIHRUmmez6Y3HKzHHL3dgJJoPlOydOTWzZdxqebezwubnmY3vIvD17QHRr+z+vfeL+LB0BLYTd+5Ri9DmzOhpSnI7FjtoH61FFlHpxofMcvvdDGR0Lp6YcSOaFMQFUyCdB9jGgxoo3cuZoqH7M0oxtqnUbL9zhVr07l+0evYs5OpoWCWEghujPDUIF93Et+hexlwz7DBogh8HKuw45y6Gkqg/IKb4UhECz0Juyt9G0ZwRcnDR9KipWddgTke4or0RrbyrO9J0Gw3eCdriOoCH4NZOIfrCG/kV9OeeizIFOYNJDdGInccJKF5LOosQtimNCNo1416j/Q7yb8ySbqotU7V7igYPPo/XdgISh+7+oR3z20fDS45hvDC/7+9df44vyYRafRNmBTx7PzQ3TiSD+pcE5T1wnnekyW9OKqqxPMwvKDV2f4oNCpfK79QF5XNxWe9xfNKefbCSrz1A9FW6zWVoqUgMT5ZB56TXarqE/FNXqXVVc/alG1wa40yWlFVyWETqMSL2u4NCQrTTCBdp2w8aJP3j5x/JOZa91I6oZuGujmkgdm76ywWKYBV6b8vVdfY5w3HI83dNG4ijidLNKObdHhUoevc0Y/lWZaPWjptwnZpSW/DfvsyT4XoCH30M7iz1qkkHqefnjJ/cGKzPRMbcXI1Hz33oQ/aC2t0/jG0HeawQtLdeqxJxX9lVhr7xoEtrK2RsdbfuP0S/7B+Ufvff0QYPplxeqDHNMGCWZXkC08yVZRH2hU1Eb2hVCnm4mwcoTKKIBLMFDeSwhKQtyHl45qbpg8b6mPJNw9u6pJjixEN9OfjaRpJmof9t4PFM0s7q210P36ImrPGnFHXj21JLfQKZl86U4m1sW5YvRGCq7qUJzQVa+o7gfya4V71FF+08EywafR9drvSWcxVFqBEnBI//od/7PTv8vrfs51NYKXBVmp9pm3/SDgDjrKA0iKDtVYjPFM8oa721HMEFT7GlA7CEHqzfL+LlpEDJJMI+BjNxN/B9MY8muJ5UjW8n7NBxWJdlxeTWTAdOT3PgShgeJCUZ5Fze/PieZ5PyVRUKQ3RjjCRjrUYKVhCjrgK8Xky4DdJmy+1pHPOzYHHbVO5ALKdjor4dTvEtrzS01XDxhfyti2PJWv66UgjTtBos8CbBIGr4Q+0k6FJtROBVUzjYQhu0gtVF4K62QNvE4EgUmF1uVWctP4VKZcxZ2OSeKSZxDu1bjSYhuZlLmJUCJcafFBeKOq1dEZxtHUCXQal8m4eHAhDnogRW0/lNcuGi0ZkVaxqBP6hoJ1Eh3LVAyoluJfnJcU5dFcQptngfJE9GPJJiJHA6KLkGyk6RceFaAbamlMMxlP6y4iu/EgqA/Yb7z3/fQDHQM6ZcrZjqG6JzbP2aUgd/WhHDj1A4WZtbhVSvraymXgFd5rkrQnHdVUowwLVE8C9jqhHnpUoyn/eM7v3x/xk/kJHxzc8nhwx6+cvuJHacfbz46xtcFbyC4tzX35/NOlmGW4TN5Ll0lmWbaUiZN7WGNU4LYb0nu9P1h2B1eyDQQfWD0Rl6xgosNjpQhb4XubXWhpLmvX1opmqqkORKcVMs/mqYzTgxY9R6cSlFeYSqMdtBMxCUCJ1ss+2rI4STE3CWws/dqia011orgJOelairgdejp6rriazzDDDlU4+l6jGjEOcSMXjW80+U2kFjnF3ZspZtJGCpIUTsHKVLU4D7j057sE/SKeMPC0jeX752fMBlL8W+3ZNimLRsK9z04WuKC4WQ7pG0uSOq6XI7rzASHxmGnHeFSRWkfXG3wrTe5g3LDth+RvLe5+YJw2aBVYdxmhFc58dawxVdhnL21fzdgc5FjrUImjdhp6Qz929IdyG5jWcnM+IIx6Hn0gQr6HowVD2/KP3z6mvBhGJ0RPfWQpu5TswtCVOenBCmMdZ/Mlhe1YtxnJY0dqHcO05XY7oO4s54xpOotdyv5pb3O6Qiyn6ypF3ab0JvC8OyR5mZGsxQwmDBwP7t9xOljz/WePYJXQZz3HxYazYsEPecCLxYztV1NWD0rWTcrt2ymffPSW9KHjzefHNG8H3BxrDmcbQlC8Xk65rQaMs4ZP7l2Rn3W83kxZbAa8vJrzkjmzSckkqal9wn9VPuZv3X6LZfVz1M2/oEeoPGArL3dOjORwC2E4dEMon3rIPN00sO3EAY/YAKA0rk5kLyE65F0jpBu5oPuhaDrDDlU2YqphK/n3dBtoh2Jx79OoDVtJ05SUnnZs9oGuO9fYoESbFqwYbygnuVx9Lg6sykUjjugmKLR7EydtAub4TIlFNwhoupXGylu5B7JFDN+O9vM7QxFTR6p+nCJoB8mdOLv2A+h8PIcUe/F/X8heqQ8D3dQR0gCZg6BouxhKvwl7WmPQQIjUyzREO30lGVHALtaEhOhQucsVkvuxnQTJ13yPzywpUSrwcjvjNFtxYLc8Gi7Eve3NBHtlaA89jDuKYcMnR5fc1kOu1nJXHKYt2YHjOo11AhCcojvp6AdissXSQOH4anvI+XbC+c0UVEAXPb414ia8keib+dkSgM0fHwhdPveEec8mTzG1QlXSgLki4LcpNJrsSkxkuqHcr7t8TYJCnWcknaKbO8ywx60TabhsoB/Jz3EjT35QkyQ9azemuLSU91qsCaw/n9E82TAflVwtRuhJh+80txcT6MSWX+30gnHSorSHXoCI+lCx+ORnmu1GNpbdQluIAUN6abk9HfDd+RsAfrA6Y9NlrJqcomj5YH4LwGfXR1TdiDDqmY4rbjpDm1rJdQ1S++lBz9Foy9P8mr8XvvZe1w4IsNLM0z0NGHnbCeadu3WwMV9vIHIAb0Q/urONN43U2X0R98xGJtv1kUK7lD6XGqQ8G1Afqb30Z3jh0C6wPTFiOpGJxjO5El2TacP+nNKdxOZIrSh7bfpTaCcJ6w88PpEcYOWFmeUTtc/bChrySzlLyguZYoWBw7V274DYjYUSmN8IE0x5WJ8Z/tUPfsCHtuR3qw+pe0s/dQRtQMfJqwYqAzbQkUBlGB/InWMuMpKo5xWvAImmMo280eV9Q7qSc7mde9kfThxjfSaDIdMCa2E1dRPHl1+dojJHaGRvqk4crHcundlCQPtuHPYsgH/a889swpRSD4H/I/AbSIn2D4F/N4Tw6k//Q+yt3CUPRO/telGBoHXsLkGXhs2rieSDpYFko1FLKUR3VJhuHKkKvWQotLNAfQJ4cStMNrJAd5QrlwPRGaU+fvc7+chVtdFGFSIvPUgotIwqhRYYdCC50zSHMjbdHfLBCBqQlDFoepEKJSJqzOgUISCNZ+YJHtI7Q7JWlPcVrhLxYbaIAu+J5HjoXi5CW0ZqndxHYlHcygU6/lLTHMiUxFZRM6Dkkmpnog/qpj1lrRm+lmT7diIX/86kYqcR0D00RyJoHpyHKMiMGgCt9tanqg/4TBy/dnbH7/vZUU+GL+S11Sce5qI3cIVYqPdjh60s+auE5kMv+jkn9Bi8wneaHhjkLY9PbnFe8/JijnYJvQlCU7ywdJVh0w/5UZXSnFq+M3vDB5Nb3mSH+EQ0McIFlvcwW70b/wtgILQZlyF0QhO4Wo1YVDmzoqY/6AgmQbuAMwqXKLSL9KKF5KTk13Lw+0Te4zRaTve5itMj4Uj3Y3DzHmU9ZtbT+gGmEZRTOSNCUy+fmxs71h/KdDBomI9L+kHDdTUjvRHNhmQKiRVu1elIidV7Pcrw84TtNzzjecm606Q3Ccpr6oeOkHp8otk8kkBx5SC5NXTWknii+yJ78KCZK9kT7xmQTq1QCLdXA0aPGn75+BUPsgVvmhk/yB5wuxnQ9BbnFcOipdKBZpmTvUnIO6geeGzSk1qH85q6TCHS7NbbHLsy1Pd6JkVLbjoK0wpavTGk6wh0jKVRNkuD6pVosrwiyXtM3kPeczDd8uHshpt6yOef3Ud5RT5qOSo2fH57xNOJI9GOLOkx047OBkg8yyaXydi9nvnDJd+aX/D3777Gi+s5j4/uuD9Y8XR8y7rLeLudUNYpbZmwqUeM769x9xr6rYVcpjXOa1xlyJZyaXaNADsuh5CGaHLQc12N0JepOM2aQKIdJkKKfS+XUN8a7poReMXpYEVhOl7bI7ILS5Nk1IMGa2LjqUUH9/XxBas+5w9+8BF61jKfbrk/XvH18QUfFxcY5fmd9Yf84PI+XWf+1M/9F/UoHwXyQ43pxOioLyI7YSmBxbZO9qJv3UUaURpdeGsxbQL2YcQ+6p+CDfQh6mWiFsxlEuSuW7njimvP4KJFHyaYTst5FqL5xvBnHMwMKAt6G7XJxTu91Y7+ojspzPoB785zL41MfiOUIckBC6QLRXEtga4uFeBrl0loQpDAdhcjLnqxxde9FGc2hkfvCi4TQ2QJkC3kfetzRTcStLuLgawQnYSHPbQatREKmG7V3iQAJXSedi4gnK4MyUruWBXEYAiiBmUi35+sFNbFM7RQlA8Cg08W5Mn7vbwUAa0CV9shv+U/oLAdvde0vYlArEzykrRnXDRCK76ZYhPHrBAEOTGO+9MV6zzj6naMbw3FtEZNA85pmnaIST2tt4zShvl0S91ZoQQbxyRveHl5QFglPJ3dsmwLlnmgPkJYR1mPOwr0tymDV4bBeWD5scK3Cf3U7SnI2onxEwgwrEcdzieotQETMNbhnQS+6ZUWt8sAQWvakcV7hV2bPXCsVEB1inqbsjIe1xuM8XCVkS4FlDaVGMFsnngBLbOAcsLsqI4FlHaHwlSy2yS6BguNn1ymc7ZSbL+Y8rvZY6ZZzbPrA5pljhl2PDm55eFgwWUzIkt6qklHkvVktif07y6mXZ6U0oF5VvKsPqLr3//ZEwyUJ0IZbnOpR3eTv91Ue7dfs1upR5pDmcykcToj51IgXcueaCYal2mStVjVu0yap3YitcIOVA8amaDugBqktsnWnmaiaabid2Aamdyby0A915he9llSBsavPEGbPbNL6NUqglpyVoiWT84ou5VhLYhUaW9BHxtxkT4E8ouGy18Z8O3iFeug+IPVY26XQ1TucLszIE7JVS/B7AD9wJNax7ISXwFTvavdk23Alo7yNKEbyNStG8u0v5p3hNThLgT0C1YikXYxW+unYraTvE3px1oYNZ1M2GwtNOgdwJZs2Js0/WnPn2US9h8B/1fgX4///m/Fr/21P/VPGI92oHZOb0GJ1biRjlA89iXoUfWSW2RLBVuhY+2hQyIiEpPVfSKLrD30ZCcl9V1OuLXStfpIdRjIpZRfGbpJoB87dHQrtFtB11QseH0SYmq7OBEGA93Uo1uz57UD6EpgvGCFCtFEBKaZCVqpes36kSyu4q2ldkpoAIDqNLqRsGgTLUSTjWLwVsbK9Qm4gYcqamhiyLKp2bs6Ds5VvFDl4gxpIF1JBoRL4gUcU7+xQuMwFWTXYrpQ3HiSMsRAPx25rwG3ENtk5ePB2+3crNhnqQ2uPN1AS9MbwKfvn46odgVEKU47IQ2EyqBqI1PKqdiZeiPZRf0gJb8VtEUBamsIqcZt4a60ZGc9mXFwJXQ0u46TiGEQ6ikaV1quywFupvloeMUPT+6z6sckayuXQdFTn0iAto2TDorYKOcB/cGWBClEOwxNmWC1Jxl2tLOU7EacvdqpIHi2FDfPbqjQrQhkTS0Hwc7yPSRCM+qc/LcAqNqgJo4kcXTzjm6b7mMTdkg7yMGUPNjSVgnqLuVuPcBaL+Hm3sbwVKFVehuoH/Sooke9zkTAHE1ZaDXlNkdtzb6h0iuLaWVNtlO5BHUZT5kgiLzdRMMPG5vLnWPQe0aje6/hMiMtFRfJjGdFyXG65mF2B4fwqphxuR1xfTnj6GTFZFhzdStinHbusbOWJHGsypy+j9qETuOCwreGfKPojzxaBc63E+6aAa9vpmS3GrsVlCzkjvHRlm2RM5uUouu4HtCvCsK4ZzQveTBa8ai4E42VE0p1mvTc1kPKz2b8ZplRFC3bdS7N7LDHWEfdJjinMdOObx1dME5qZpOS5SbHKI/VTjQnbc66zugaK9lDnaIqMx6cLLheib7BWs+0qKnHCe2hfA9EMwmLBHjrQOcMF4sxulX0Y0+a9FjlcYg7WmId/WnFdFzhAzSjhNtG0H0SQUaTO8PST1HTliTtmc8qRrbBB4VRsg99pzkebvgX5s/4WnZBrjsu+wmNt3ivaa7fvzvi7urZZSRKU/ZOV2taKK48+a1Qv8tjK6yCqZy/ulXYuyiMTxSuAxMNZfsYnaJ7sKuwjw3ZTc2CkYmW6oM0MmUvQahjQ32g6fPI+GgC2WIXTKxic7WLJ5EJ2S4Mfoeo7+j49FF3VQa2VnQbIRFHsPzWMzhv6IeWoJLIIBGxvPICCuleaH4QqcbdbkrF3hkxXYtDYzvS2MZLYRXkflNDKa7dUKg7utEEL3T/XSbiLmNsZ97hU1CzluGoEbOuTS6Un2gS5FMirT9O3qNt/77JvdfwLz54xsXP4wT9Ap6bdsQT41DAs7eHKBM4nq8Z5i3VvKWfQZr3JInoJ6/LIf1VjjqtGKUN5+sxzmuORltmeUUztjS5ZZi3lE2CtZ5m6LEq8Ho14cn0jqODreRctRn3hyseDhas6ozbZsKyLbjeDMkeb6ThQZq8prOUuaUfSIZoN5ZJpCp62rmiPUJA7EJotySeLO0l/0mDGfS021TcEaMxza5ht1toNwkuxh60YwVOyZkFFJ/mbD7WFJOaLOlZjBOaxBByh1tZbClGYj6RfD3twXTiBUBAmvVOQAwBxaVB9J1BL624UWpYbgt6Z2i2KXptcL3iejDkD/szlmXB8XjDYjHEmMAwadGpw1yIc2Q/iuB52nOcb/hqe0jdJu917eyeZiZMJDGJEIfjHe1YNPqB/EaRxPOjOiU2nxFACnJGJVuHt0Jh7M27hs60UkOaSpq3XbPTDTQd8v/le1WUoQjdsT6MeYOlIikl0Hl39tSHck4M33ry2yChy1Gjr53aUx29kXrJW6lt+gL8yIlZmpDBsLW8lqAFCNieGLqiIHy0JVWOL7sDPlsc0y0zoS46YbHZSqJUfCq9gt2AmmrWVU65ycghMgAEmOkGIuFpDmIeawvlqWSb2bzjeLbhzSJFtzqCYIHyXjxTzyomg4Z1aaVhtx67FTdL3cn5t8ttBGEr/Lznz9KEHYcQ/qOf+ff/WCn1P/+5f8LLB9iPJM9JRetb3ag99c/lcZJkJPwUxOVme9+BDujS7JE93Uf7zYge0iusdSTjFrc1e/e3XdOV3hgGbwLrp8hmHfeorZWiMIn8/cHukFckS0W6EDRTRbt7kDd+17xJBRwL1iOZztUPOuyog5cFy2/26Eoz+VLL4ZZ50YV18h50E7lAnYlhmEEaUQnjFA1IfSydfH4jugGXR1rAIjC87Fk9trSHjlA40Ane6r0bURKDel1rKS4U+SLa6sfNl1819KOErhCYIYtIpkujbi2TTZJfR/SzicGByx6w6MbEIuHPsGL+Gz67rKv6UE4Is9WoXjSFuywPUwly7xPIr+X9aubSFGeVwVvhvisP590hZJ58Je6JpgGCiVNNsV3vVaBqUm7bAb80fMFff/wpf5NvUG5me3TGPijZ9EPmP5IiyxWyPvNbxWaeoTJPCFAUDXWbsVwO8I1BTQLpQpCgbqKgjQdmDzYKbV0Og4uAb9SequTSXQUlwIR2YC8N/SanOtUoHeimnpDI9CpZqb3+Kr3VmMeeYlayXCW0b4c0uUPljn4g2WWmfsf77loFBXSHvdCUDjqxTF5b9I0lqSOlyEB2o0nXoFtBL7uZio2E7E3dC6pvGqFC9aNAfqneuzsZgOsMo5c65gYl/JgHLJucb8wuOco2PB3ecFMN0EsLJ1KUmHGHPiopjKdIO5xXbNoc7zUmdYSbhE1WYFKhYZqFpZlafFBsywx/nWG9rNdmFvZFx/2jJV+fXfKD6weUJggVDcvW5rwwM6o+YdulBOvJbizraUHbWbEHXqVsVinpjazTfuzx4w6fdRjjaa4TPl8csRrmTPKaSV6Tm56yTyn7lD5ojAqEVkvjO+vxFzl3meQPJYnj4WzBJ5NLbsdDFqcFjbM8vzyAZwO54Dx4r6h7S3ubo0Yexj1Z0osuzWsGtuX+ZIUbax4OF1jl+eHNfb66OZApog70U09yp0lvNI1JaAtFbjqOsg2rvmCWlAwerdneFVxsRvxx+oCX9ZwkomBX9YhykzH68j0LColnj5I9CTLFUU6KSZfKtIcA6dqTLlrcw9is5LsmbKejQprnGB2h4gQs2ci+sZX8k2zFDjkotXcf7cYWl78rXnbFw05HllQB3YuDWjPbmTyFvQZZROfRejrm1aheYRyRYi6GIPK9ClULKCQhypInlG49Qeu9pbVPFP1EEGNbymSsHUchegy6D5EaZbqA3Tr6QtPnGpeoSF9657AKgJdJuVkIpVM0dR4TpMh2mTSApoFmm9Cm7mf+np95ncWOrqXeNW6RtbJzib1phrT+/U4z2iphnDakuufN5QyNTJpz2zOfb6iaVOi/bcKmzsiTXuiDxlP1CYvFUBgXKvBotuC7J2+oXcLrzZTrqzEAetSR5R3L1ZBXOvBwvKDqE9ZVTm57fNCs1gN04vjyxQmowLc/eMPAtgAMbcur7YznnaEfdSzuJQwOS8ZFw916QLdK0LMWFbv3gJgdNdtUqIImyBSylImN8jKh8rk01dIgBdK0pz7o6LuUZNxiE0cfckavAt0kQU0r7k9WfDC/YWA7fFB8/+0ZTTPeRxB0B2Csl+y8qFHUpWjxvQ0COgcFNxlKy/r3jysOp1ty21P3Fm09Icpb1osBqzAAp/jl+y+5GIxpm4RVm5EXLWpRSI1pNU6BOfQkylO7RGzt3/cT4tDCCaDcTcM+YiLZSB0Hiuw2RM1WiM7LUGlFfhVIqgAheiXAPiuruhfQrwWA0a3E1uwyRIU9Jroywu6sIkZxyFmWbN/9mi5R+wbD5bGxyUT3tWOM9WOPbhR9I2A5RHfT5J1GPCQBlXiUM3sJkvLvahiXi6508c3At+9f8pP6PgMdnTVBqKMgAMDOg0FDnwtDTgUo1xmsEjmPldQ67SzQHnhUL7X/+PkuuDpQnmqGRSvHbqdJ7yRupB8E2nsddtCTpD0HwxJ3X7O9GqASL9TwhdAcdzWy31Ojw5/PHfFnnmul1L8F/Cfx3//HwM8NTdg1Mn3M9DJxahFMwFZieNDO5ENAAfGN70ZxDFyLj7/PhNLnvMINiSHNEDIvtsfWQKR2tONAP+/ReU/XK+pjI1SMocYPhPoVDGwfCd0kaLG9NI0iXUWUIciHJ1a8soCzG7kxdhbCLhODkO5ei9KB0bBmMRXdmAriqLI7+NGIXaUKQCyUN4rsTvQ63UQWqopOMSEJ6EoTtNpflroTBxou5RJO7jRt1Ky1s4g+lXIJi9uRbJryVFMfBdEjDQzDUUFSeUwH6ZVkTmzObKTACHqhnGiQVB9IlyJqbqeW7X2hWnUjQVne9+MT2J55sluh0xEPBVvJxvxZmuDqa5DeSZGgOxmhi1ZCYar4OXrRirVTL6LkiLLuKK/JUixu23LEb3cf8Mnwkl8ff8btvSF/99mUpNKY8wz/0OPGjn5g48+QMXR2F9CfJrRTceTsi45QG7LzTG6xQEygD+RXYR+CjRUU1xXS8EvRAcaA92BUdPAcC2DRjz35uWHyBSyyBJ95SAP2SpHdsKcr7Cz617cFxawm5J7kyqIXCc2pOHy2E1DRQVL1kF0b+lrTH3bYs1IKg1UuerLS7vPLgpX3zZaCHhU3juZgl10CBEO2iA5DO3qBFxBFdTthyHt84h7cXTD0iuvliB8FxTyfsGxy3jw7Il9oVtsc5zR50fL04JaXixmrbU6W9hxMtjivuV0OpSjNO9oqwUaU3nvFtKgJwHauqNIEVMCMeowKNE3CykhDcn01Bq/oTjvUxqIvMharhOVsgDFCsSouFd0opTWB4bcXnBY1F4sxfTmQBjdA6LXYpTeWZGUkJ6i3nC/HDLKOprckxlH3VqZLAK2GwhE6jWkV3U8m9GPP4PGSD8c3fFxcogeesa5IleP/nvwqP3zxNbK1oj0Ws5frmzHFK0v9ccNoVmK05205YZumpNrxa4fP+KPFQz5bHBOAu/WAEBCHsdyhpi3dWChJifXYxPHx+Iq/Mftd/h+LX+EfXn5EFRu2TZnzI3e6/zgT41itBxQ/zmMR8p4fJdOooEVbRUSWha4tonSXweaBoToc0Mwl74/YZO1YFmobzXjsO+t5lGhH65mmmel9I5YtHKbxuEzvkel6LiGp3SA2WdtAthT0OWj5e2wdcGWkkfeQrrwI6eeKwVswNqCdwqcCegYd6YhB7hRby+TCNOLE1heKdmxJSo+pA1nwdE6yyIRCFGgOoThXTL/qcZmRTKNo0LFripqxpisSmpmOUynYfuAIVrKATKXQjdlLFORuVagkWve3al/QeCs6XPXMUm8HhPg6uolodPuBiOlNxX6KqSOrpS+ESRBKww9endG699uE6R5uqgHjtOHxvVt8ULw6n8M6gXGHzXpKn9KsM2lUjtYMjrf7KZVSAe80y+WAqkl4dLgg0Y6ySTGpfM/3Hr2i7FPe6AnLTcHdcojrBZBb2pxlleMvZFKYrhSbjzvu6oLXzZST0YZHxR125Nm0Kasyp1OBrjOUJsE7TfHWUKmUUDjySSParhvJ+3K56OpCk4pBysyjW4Wb9Zhcpoy+E8C63qbCXvFwMl/zdHLLb55/nbtvSajv+mBAOd7yyeSSXx4+48SuOcm/y3/25lfILwzZEupjTVG01PcCXSU5h6aO4ATRjCbz5JeG5sDj7jd8dHrDcb6hdpYfX9zDbxMwgXReczzdsKozNq8nbLqMT46v+MFXDzk/n0FQFFbuN9UL8F5VKW+qCY2zDPL3X/gopMZB8U5TrWXyBFLr5TfCoOqGMHwj4G5zwN7QwiUKN1SYDpLS7x2xfSpxDspLs6DW7/5SVwiIVFzHvaPFY2DwducloMSUIoIuLoPO6+hXEMhuxBmzG0b21NtAN46Di91fE8GTfhDByKlo2juXxKZ6R2d9R58Wsxd49O1zvjN5w9++/Drfm7/ma7NrbpdD+tZIRt4s0AFhK5q+fujYTBWDky3hdkCy1e9A8BhRFWxAx7iDdTTt0Z2i/aTiu4dX3DUDdKsYvZTfYfWRQg16xqOK1XrA6+sZXZmQXlu6acwSW0lzXJ3ImZ2u5Dzsh+q/9l78k8+fpQn7nwD/J+B/j/yo34xf+1OfnfA22WhBu1qiO5LooPoh+IHH7zJWzu277JDKCJI8EOccVWuSlaAf4xeBq1/zJNOG1XqAv8gZ3ImNuBtJWra5kQyudhqDHUtFrwRpa+fyTtjoSiaW9ZFukiK846kj2ED+Rpwdq/tOLMCNh1UiwtVLTZXIKHLhRuARxNrKwZAsFdmNlQWeCRLpDbhRYPBW00xFL5DeiSZIeaCMnNtKJgrrp8JpFYtdxdIlsckCl5to/S0f/I4zLHQMj6k1888cptbUh1IQj181mKpn8fGQ7anGPdV77dnsS6ksd05bSM9IO9IxX+zd1Oyfy6N2l6gUEf1IrHW9k2lddquYf95z+w27p6DaWAAl63eNhU/F/r8bR+Gml2ls+0RCAkOiSZaa4jKIEyGK6s2Q/2zyXb73yQv+5YMf8ncOPkFf55hGUT9QJLOa+mhEfiPFCCqabthI9/EIYmg9h3/saCaa8p6iOpEGP7sVtKmdCXLV5/I6k7Xau/LscjZ0J/lC7UGgHwbyS4NpYfMYdK3Aa3zhsdto5FHI+shvgzR9C0uTJei8px9HGocHn3lMbfAG+oNe0Cjj4SbDXieocUPfGbl4T1qaQ0GEdA8q2mevP9hRnjSmFitqoTeypxyjouh/oaiPPMnONvk9PiZ1DP7SNctPD4Xu7C1drTnfpFwkU0Jp9/rT/s2Ag49vmRUV2y6l/MlMRMD3W5iB8xpjPPkHS6o6gU3C8I0g731v2DQpp+MNy6TnVo9wjQEVsFaal/X5mG2lUSaQ3S8JARofUcTUY40XOl4p6ydkgiAnRgqavjNw3ODWCSoodOLEwayWYnJdZvzS8WvGac3z5QEHRclXtwdsX0yi7W6AoUMnQuUJj3qyHwzQvWZ7nLLqcpauINMdXTBcd2MuyrFkMc2heG3pFwaVB+qv1xwebOidpmyk6g5Bkdmer8pDfvjiAdPfzGkniu6xE4OTkVxaKk6ZXS9mOUqBD4oPbcuvDJ/xn67+Av/tr33Gl+tDXt9MKcuMPO9IjGO5HuC2Ce6+ozl8/+ePt+yDQYMRuvDOOl7s3+PXRzKxTjbs7dptyT6DMr/zZIsOl2rK0wRvoDxVbM+MNAx6RyGE8sSinTRZugv0haYbyDpRMe/HNGKe1A4VtokmHkQ7eyOZjula7feedjIJ061QDTsn/y1dC7OiL9SeNuMTQbFdFind/h0LZTcJM3W8K72AXzffsvvYhm7mUEUvbsSvE7I7QdB3E3d570RXnWy05Hgi1KvmyMdi3uzpTtldYPzS0UzjpC8CZtm1ppsK0iwGW0LfdgkMzuXr9aGiPkK0rvOOYtxgWkt/m6N/Hhz9C3iChrcXMzbTio8OrrmuRmIIsFJUmWc4K6nbBHsldvLL2wQ39OhRx9P5HV9/eMF1OeTq7RT3dsTntwVq0FMMG37p8UsABrbl5WpOXSd0tzmm1ISRZ/Zgyclow1dXhyRrxewn4hi3+Qiu7sbwbMAX6Ywv7x9RDBr63pCnopHTOlBuc3ib4XIx9tALTd1p3FREQ7oHs1Q0p+JonbxNBXSeO4nayOKUMgCVQZdiaOCfCNXyNFtBIEb4gFlZ7sqC8+GEt+mcj9JL/o2D36L9y5b/8g+/S91p1KTlbLqk6hNe/f4Dhq/EKbM+DDEcOBByj/qlDZQpYZvw+Rf32Dy65W49oH8+IquiOQ5S1vS9YfSF4Q/zJzx9fMXJyZKbxQilPc2RRTdyp7uR52S24dV6xt1yKAYh7/kxTWD02lGemv3dvzuDTBPo5lJH9BOJIGhqRXElwHK6ie7LhxqXRUqcESA+JAG7VrixTCxdrvFGcrCyO0+6gDBXe51rdqv2BjzZXZAacwDVMaCk3rS1nA/d2KMbGXjYEqbPO2zpaCe5BBsXO9+GQHVP7SdtO5ZZeidmY6ZRpIt307XdJLufOD6eXjEwLas244eLB3w4vmE0rFm6AcErYd4FQAeyexWDvOF0tOG6HFKGAcOXO9dvkdsor2g3VoYO80B9Irr8ZK1wwINiSe0SWV9a1oO3UBQtRge0ceifjDh4LcZxfSF02fpYmAVByWsrriBfeJYHPx/8+Wc2YSGEF8B//5/1fUqpfwf4dwDsdB6FeTLyVE6CbV0uidp2qxg+M3Qj+VBdKlzQ9A7aaRxNenFX9AOHaQzjF4G7b0UnuCxBlUYO+DhmxBENKBTNsRgHJDeWwZuI+FWebdDUB4HycS9OTK0mubEybUFCf12uaY8cdgvBaLqxR20TiujoErTwdYMWmlxybmkOHN3co2txdfJZoDpzkElo6/ClhPF2EyBIYKfLozYt9ZhKOnETg5eTrYzZ26kgPemdjggo+y5etYJOjF+2bO8n9AOxkvUjR9MrVo+NTM62IqK++VYuF24qUybdx4nl1LN+aDj9xxsuf3lEO35nS9+P1B4Zyu+8oDLvKWz3Z9ePmc/fNclNwJTSYOpGXJJ8Au1QR2QoClNXnqtflSa2uJLN3A1lIxfnimAUmw96fKtgYyneGnF7rGUUb1qhHG0+dDwebvi8uUcXDPmghUij8LagOXIoK6jPruFwBTQxUHT44ZLMOq7LhDf/vQ7zNiMkHjf0tAHKR2CmMu7uPy9I1pDdKe79dsXlrxaxmZHPrR9AeyB5XeY6xTSCrm8fRuOWVMTO7VTew92hYWuhUaVLTXWo0XcJ+U0MStRaXEvjEFpvDH4c0IloH7u5QweFOy8E9QwQxj11oeXyLTqc0/jSYkYdWgWCCrg3A1CisUzWYtSwCz0XPYpQTN5HVs/Prp30ZAKALzz6SlD3dh7IJ400QbXBH3b4rSU7KVmuC5reMEg71JMt7nwAywQ9D/zqg+d8uT6k7i3rlVTipo4UjsawpqD3mr43+E7y2VyrMfOa8aiiTnuq8xHBBAZ5w3qbC7CUeEzqGA1r5oOKL1f3GD835G8NdRjgVyOWWcBHhNlU0kD3hUGnjoCYE/RB8a8f/mP+P+tv03tDanqsFrfTdKVQC5mKuKLnLz59yfPlAe6vVGyvx5hXA76aHdBHbtiqzfni8gj3coB+UNPfZbJWDjuePL6m7BKu3sxABw5OVjwaL1i1OZ++PSHLepKs5+5XO4qvUpJbje4N9ZNAmxvqMsVYz9fuXTFJa/7gxSP+7puP0SrwN198g3qd8cOb+9wuRhjrcNuE9nmBulXMbuWcvPkl/y7k8z2uHzOfv6PLBWm87EaE3DvXsU5Js7JjK+y0j808npdO2AfNRFPcOJLSsz4T4xxTiQFGeapYP5X8zPELLwHQE9F99UMxJMLD7PNAUjp8omiHOurIdrTsd4Nl5eXc3jySLyw/1HTjECdL8lqUB1MFxq87TNnTHKYsP7CYOoitvVVUR5p2LIyCPka42K0UKD6BftbT9lG7nXiUCWjjhbrcxhiXQoCvYANdNHlQvWTitVOZuO2YJslScoTGLxz1gehPuqGiPjBC753LuW+j87HqBOTaAVWmkZxLkOmeT9k7AX7z6Vv+ldMfsnE5/+j2I37H/uKNOf5rdc9sTjbo+PjwimlS83w534dy77Swx5MNr+4n+DvJVBs9s6w/0nyeH1HdFPFQDrjCo1qFmci98unVKY/nd/TecLsY4rd2b7BUF4Hj4ZZvTC94cTvHGVg/1gQL6ZWl6zThtMNkjmLQUJUZrtd87/4bvj664PfvHvNpeY/06YbHB3d03vDy986wS4OfqBh0nZBfKrqJkQI6wPxHgbtvifmQvzP091u09XhlcAOPHncEp/jq6pAvL46Y/NTs2UKmgdWbMb9zN+BPZvd4/vCQX598RucNuujRo4BSgberCZ2LP89pPBLumx7UtGVCUnR4r1EamdafOC5vJvjGoI04+mW3Gn0+YsGIfhzojwO26DkdrHkyuOX6YMTbasKnN4+wyx1QqLm8nBJaLQ5474nK+rPrJ2cQc8LinemFldUP5Dy3W9nvZqPJbhT1QcBbYZaxCbQjqWPSFdgmZhJeCp1Ot+LqXB8p+nlPuBNvgKBkz9oykC0D1bEEQJtu52YegamBiowrOeOamYDEk89MpBkrhufSiPe5IV0HqhORjvhE7Sdw/UCYBNld9CFoASVOrDumzU4jm2yEAv1H1w/4PD3i4rMjbk8rbqsB20ooqCYV/V7YJKQ3hm5syMc9VZ9wdTFFl4b6WDIOhdUgjoimVtRH0tCqRrM9C4yea+zznD86PZMIhaFj8yihPXI8/viCxhkurqao25R8KawxU0N2p6mPPBy09F7BypJdG1QI1DNpinfT23/a86c2YUqp/83PWTshhPDv/RNf+A+B/xAgf/gouKHkDSUrQe/7gbzo7kg0J/d+UxyoylNxmbMV1CcyMdq7S0U0tTk02FLTHbWYu0T+aUWkWJ4FfOH3GgZTy5TAWUV32LM1VhCUaL/t8yCF0NpKcRNiSPOhj5MKhfLSIJoaEdxX0nwJX1der5l0uJBEK0uFahRu6Oh60e5k1wZTRTvomaAEw59Egd9DcXDyGYR5j1NWEK3Iz03XcPSDDn4A198TPms7CwxfS3aZn/SEOpFAy4cp7URQQVMr/DTgRo5uLOYLzTyw+liyDvILQ7KVZtVngdFLxfLXOpbf9XTDEfWJJ5hAPxC7TlNFSkiq9vz/7dn7QaP/yfXjBx7vwT/o0CbQ1xafWnwitug7ulu6FMT39jsw/YlsjHbMPsw52ACRXpTeGg7+JNCNZBqZlFCdCDhQH4kdNAG+uDri5WLG148u+bc++V3+i9G3Wf/Ne5F7rAQcyGDnVIYOhDRgjyp+4+wrnm0OcF5RNSn1oYlqdY+J2VMHg4q3dxOZPMa1H0x0sDTyWbtCqI66UXgvY/Od9jG700LBzERHgRZEyg08eqDxqWZ7Bs2jBm09g7d6L+w1tQAeIpxVZAtFt05ojrRM8DJHe5czequxG9j2KS6TA923iq6L2i+n8DcZoVeokybaBut3zkqJ0Al8Ige3bt+Z5rzXtfPRWQDITkv66zF2A4OXlv52tL+8p6OKex+s2XYpX70+Yutyhocto0HD6kSTWMfRSEjww6TlfDEheZ7RD8Um2VsPtYHM0feGrrUkRcfocI1WYI0jtz29MwQl580kb+idoStTQqNxOtB0lreLCWYjiD/A8IVMKEOpaLGoPlpVJxJKG6xBz1qGv37Hv/LwT/jD6il/583HrMucEKB9O2T6mcRSdGPF5Atwrwp+9NNPaA48HDdQaw6+ecN3Dt6y7Ap8UIyShu8+eEP+qOf1dsqz6hgHnD28Zd2krH58iMplmrHe5lxmY5ZVTvCa/86jz/hbz76OuZXftR8Ghh8u+Cv3XvJsc8Dz5oAs73g0vKP1FndewN8c8J+f/RWhU08DV90M1Wlc6lG1sAKaQ6GPzH/iCYVHD37OTfaLWj8PHoX8eud+K8GpO2dZ5QO2hsnzntUTy+aRMB+ym+hiqAEPxTKQ34ljrssU5bHkZoHs2d1nvUN+Nw+lCMnvPMWtp/hxTXMof2DwfMXmoynVoZgo7Kh/e8v3eBzbrdxjg7eB1Yfy9ez2nROicsL0qE4U7TQl2aa4VLL7dCt29aaRAGmXRyr+Qu2t7YOF6Wew+tjQFxJUr7yJOm1hIhQXiuLaU57qaCIgbnW6AR2nxKL1EFTabhX5nTSPfa73ujeXi7X1Xj+mpUgsLn8mYiUXypTdimFIMERWAnQTYdE8v53zD9KPaZ3hs8tj1s0vPuLgZ9fO4PRR6F4MuZkNyU2P95ID6eJdsbwb4meK+6cLluOC5vMJy+9IBIj6/QlZEeg/qikGDdt6zPCFobsbUD2tyT/Pufq1jtPRGl8bZn+UCF11DNVZYJpVZLrn/mzFsycJ/k2ObuTMRYHaGshl/wSE2vxyPeNRccevzF9wkG25bYb8tw4/J9Md//DXS77/8iFaBaajGvethsX9IfZ1xuBNiqlEVzj5ItDMxMY+G7aMioZtkdJUCT66maajhpPxhq9+1ZA+z4QltVXc//ua9SPL5hPN/2v5bf7L/jtkk4Z/+y/8Fj9YnfHV4pCqTXDfn/L49zqaqWLzCIrjktPpmttsgNGe5VKsrvtvb3l4sOLVT09I1mLT304ks8zcWeY/UhQ/clx/11JtEn50dcrVaMRfP/0xp9mKzw+PqHWOGoqGz+jA7Y+OSDbJPv7ofa6f4dGjMHpZ0+cF2wfS9Dgn9UYzi86kkQ1UPvAyKdOSBVsdKqpjCVe2TaCeKZGxKCguwp5yaDcK1UvZ341kIg5yX5f3NckWjn5Yc/2dgvpI6lVTv6Nl786xJDaEyktdcfBpw/phyuqpYfRamBfJVsFGXkdfyCBi5+vQjYT9o+P51Y2Ruq4KtDPRVotJkeIbBxfMkooX/j7tXc7VOmV4UKF1oH05lPN3EOgetnx8es04rfn+y4eoyjD7kTh7C0Nh10yGfa5vsJJB1o/CfnD07LNTcTzfGpm45o7bsqBtLSFa4Acr7+v2TBqx8TMtsS+jOKRQopkV99s/v0X99p/ytSHwPwUOgX/vn/Lf5e93MHhp9k3R8MKTbB3lnaVaJqSrgGk9zSyKhn2kFI4904dLDoYlqzqnWw3oFynZUmywk+uEfiTI0OCtYf2JE77vhRXh3NxDMJIqH2kPRz+sqA9SbOlYfpAwfCmnumkibcrsUACx8cwXPZsHhu2ZOBD2BVQn8qbajVzI9XHA36YkGzEAmP5UcfdLPaOTLdthjluk4iQXsxvyWykmll+LVEh+RitwkYn1+Y1cmM1MGq3lxzba1AdGr2QC1MyU6ICUHK7Vkaa4Ev3W4hvyWo7/QcLtt6E+68jeJhz9UeDuE0v9uKW+D+5OGs/BG43uA3jF4KCEL6cxB+udg2S2CNjac/expT5Ue03We388HP+24e6boO+MTE5jBkY3lEliO5Fg7rvvSeN4/+/ovatiN5HPrbiS5nf7QDJPdKe4+BcDw1fSzLSTXXElhiQ7lLmpEn7l7CX/2vHv8bqbc341xX+zo5hX5CpQXg5RTkOQDag7jfvWhl96+Jq/+/xruB+PSZeKMAYz8vg8YAct1no2ryfUyxnuUY06q2juMia/rbn9RkZ9APWDnvTaYDc6mm4EkqskOn4G1h/saEEw+8yxPd3pSDRu6PGZx5bSqKpeTkxTiy7DpzKN7cbC5bcbOdB1q0hvY66fV2SXEkBdHWmGr6TBb6bC//ZBkV8JvXcf7P2qYHvmqe/1KKf2B7vs/wiAxKLrfVvUh0YzzlqGacer4wFBCbUjGFCDnqdHtwyThrtmQNUlhMoSgNNHG/qg+cbhJa03vN5M+Z3lE4wWN8DVkWPyE8v6Y8fwwZpyk9E3hn6doAc9We5IjCc1jnUtQd3/xke/x9tHU37n8gkAq8sRuuh5+viGx6M73pYTvrw4IljYftiRv5HPWf2LS8rrAYNniUwUnlQcTLds6xTnNIeTLWejJX+yvg/AX7n3FVNb8bfefp2L3rA5Fn1Jt0rJXyckG+iGIbqMWuxMxM1/dH0GQJF0HBcbxknDq+2Ml5cHmNsE3cHrZ0ei0z1tCE5j857RoGHbpnTOcHqwItM99esRwytFec/DidCdLmpxe3OrlO7zgr/17C/AcUM4aLn+DS0uprlnfLJhsxig1wazsFKoP6w5OVxx/uKA8i5Br+Fbn7zkq/e7fPaOuO1Y1nHQohHrCxGu53dhT0HWfUCvY7GUg0sCSSw6lBN6kKlFVyFuh2I00Y0EBNm5mnoTKfFGGBY335Wi0tTgsikuVQzfOuq5oR1LAKvLFM303e/sEzn3XCY/N8Sf2U6ERpQuldCu2x1dL+wbnC4L1PedgImtivb5Ad1I6Hu6lDvS1oHiXLN5+m5CZrcS1+GyQHk/4Aq9pxWaKrq7jolhr+JEpjvRcrUTaRyVl+ZyV7DoXtEfiPlHMNClonfWrXxvUHJeD96I01sdw+iLC7E4d5li+MGGf+nRZ/Te8Leffwx/PP6v2ZC/jydoKN5qnmf3OD+d0JQJSSv3jltZdK+ozlPu/wsvGCUtz+sJ4WFHlnV0U9EPa+M4my75qrXwYsT4eaC/ED2k/sue03xN98E5n9VnHHxfM3rj6AvLZ2fHfHv8ll87fEZmep7/6Cmzzz0331HoO012C818QJsWGA1+HHjzds5/ejPlaL4WU47a8tnFMcfTDVVncbXFW8+2TulaC4tUPvMSynvyOTYHcpe6seNJzCq8VCO8V/QmcDTb8G8++V0S1fMfbP4qncvRfSBZweVfAu5VGBVwjcEUjnuzNUd2zdeGV7zZTEltz+ovBl58lMNKw7jjaFTSOcPqboAygdDLWWLulYzShvz+ljoMxVQhNmNu5Ln9ngav4bhCA5tlwWZZ8EfFQzLTk2U9xf0180FF3VuW2wL7ZCPF9032XteOLCBYfVhI86TlTNEd5FdqHwHQTgREzd4o7DawfQTFVUs7zMiiNr6ey5mlu1gzxfDl8XPP9oFm+Fb2WjON50SImkwvNfHr3yjoh4HBWzESaidSN4jWPkQAJIbFx8yyyXOZiKFge19L1qkVumr1IBoDlaLx70ZS62sn/56so2ynEEClG+/qzACTjo8G11y146jhUqiRILn3Zis2RSOa68YwP9jwL538hJGp+eGbB5hbTboR+/6d43S6lklYXyj5XcbiiD79qQAGplZkt2KOVZ2KB4CqDdsvp9hSMXsjRiguh9WHMszwRgC14WvRyUusiDR1y6+L98TPY3H8qU1YCOHf3/1/pdQY+HeBfxv4vwH//p/25yBSMw4le6Q+DKw/En2O8h5dabkYTiyqFzck3SKmGoOe5Yspi3xMNhVKT2kdbTeUC8vDwfc1i28KT3X0uaU882S3IkLt80hFSAQhK+8FXs8Lpl94br4j6M3w3IsjoHonFvTxn9vvyheGr+XiMbV05cFIA5bdCb3Sp4ouCHLXz3vqbYLZGLq5Icl7ep+SbKLRxUzobuOXnupUpl/TTxXtVBZ4fSjTmp1NpvB/ozPMXPjX7irFZYrNE9ks6VephAav3ukI8ivL9qFn80jj5i06dzQnivqtobgMKJ+KCcVaLmfTSlOXvEwJdcbwPFCdKvoRUdQkhYiJFJN+6GMGzD8fXZhPYPRCipTixrM502weRx7xQjF8IwJVItXt5ntKaIdapn/9MBCUNNu6iyjxRWD9DcfmE0d6bnFFIF3ovaDcVmLkUifiPHc+m/Jxes6vfPCCZVPw2asTskEnU9DUoLaGZGuk6PrhiD/67BN0pxi/EQpBH7nPBOg2KWrckhxVdBSwSDn+6IZr4Pa7Bf2sR2UOfZfuM7x0o0huRFSaLYQuefAjz+ZMUKXtqVANyrNAP4wjJhWFrcvYWBYi3NWdNG99LlQXUwuPW2zmob3fYXKHfS2i7uUHin4stFlTRgtcx94C1yew+MBjN9IETj9TrD8wuCySvhV79yKXS/Gnws8fy/9CHgW3ZUFiHMEEmuMe1Ssp9qcVVZ9wvh7zwfyWT6aXPMtqnt/M+erugKaNCGFj8a1BZ47RqOZsuuS7J2/54f37sCzoOsNg1LBZFGQXFp9YqkdwOlmTaMfFYswmz/jh+ow/ePOQtkmYT7ek04buuuDL7oTrgyFGe1wvlsx6K8Hym6ce2xlUFLj3E0+WOJxX0XzDsKpy3rw8JHtrsd9ZYU892aDnyfgO5zWd0wzTDj9XXM1GbFvD1x9eMElrWmf46fUJN9djDo/WlE3CxfmMZ93Jnm46GZfcTcQVUznFB48vuVyPKJ9PSKcVT2e3PFscUL4esc0G/O1Ogjazm8D2SQCnGOaSn7ascvSwozmC/MKSf1ZQH4uBjeoVya1B/3DOMIPtE7fXEganOH87Z/zTJObMKF6vJu958by7E4KWNb5zLBPQTOG20EyEblucK2wt1sXNocfNetxNguoVm8zQzgPFueLB31lSPRxyN7eSGaOQRiea3KiGvcZie99QH8nXkw2U90ycEOk9YNQbKZjyW6H6tON3roPZneLgx11EdYXe10z1nopuakGgqxPZ+7pWkAfYmL0e2BVesnFCwDnw5TsqTzdkHyK9s+TXMS/RZ2L4k64kkiVYQCm6IwGTslsx8OkL0ZVpx96yehcJ44pA6KRp3E3gIDq6VdEpOd9N2tW+UNWt2hvyoKEqM3774qmY19QJzKNV/nt8vJXXNHhpaLYjBh+vOPjVO65WI/xVQfbWcu+3Gn5yeg+1sTD3hNrSf1mg4nnZ3OZ84Y/pNwk6F214cQ7Xf8nzPzz9kv/8p98l+/0hyTRw82s9OEX+Bvo/POD/ab5DansJnj9zlE/E5Gz8pUL5IEyXNJBdGsZfaVyesf245fJyytl/Zrn6Jc39f6R59j84Qo87VGlg7MnTjizpWTlFTUY3lnpLOZmkhodiN9/0VkJ0naYtU5JXKd1fKEniG//h/JaffMfywcEdw6ThR+f3aOuE0aTm8LjkejPk9ffv83/4rX+Vp/+t51yvhnStZTopmc5KlmpAmncooGwTVGlJbzTtgWTI5WnHJK0lEsAOIvAYCKMemzl6lWAXFrdKya4k71H1it99/oTD2WbvCLmsclbrAq4yobUPO0L+fuMNgL3T9S4oOyiRFZg20EwEuBi+Uoxf92K+dmzQLVx/NxetU/Q2ME7yTE0j50NlFWRQH+4yQMEbcVbcxSIpL59lcxDvbieNlu5h+qynHWvyO0efa6pEk6zFGAgv+3DzQEKebSXU4nYkWbiu0PQjJ0DvSlFciAnc4NwwfulYfmj2560KwmzKb9iDNG1r+N27J7xdi1bZVBrKnO3cMhtUHA621DNLVWZMi5ouGP6TF38J92IIOXir2D6Q82hXKwcjTrcukz2XNAIObc8U2Z2ifODRpzVukaKjC3cagYydGd7kK8/moSZ7wz6cuTqWeie7e0fvHr4SY6Of9/xcTZhS6gD4XwD/JvB/AX45hHD3z1pMuhNtjuiqFNXUkR9VtI1FlbkUZE4O2GQl6FTfaMzE45wiubA0JpNcjJuC8XMdaU0xvLgRSse936l49q/keyHf3lo+WnurTpKtCYbqrAcdqO4Z0ju5xGwNBKGkmTZu2GFPU6a4InJaBw5GHf06wRXRFj0NYqawUpi12bvXNbcFqujRDvJrMbOojqWJ297XKBfQDTFxWy7Dg089zUR4tuWhojn0Ikoc9yjjKX6Sk90GqiOFT8RNUbeCcOhepmGrDwS5HD2X6VY3THCFRcG+2Rs/D1K4P5DFbrcxkFlBcRU4/P6KV399Sl/IazF1dBu074oSkMnSe3+UICIu311sggTlV3pvWNEP5MAq3grEUFwKQtNOo1V0pM1tHyiaE4dqFCposIH0dSIoyIGnmrekbxNZW7loz7JLw+3qmP+g/ascj7aMk4Zh0pA+z0iWOe4w4CcycbLlO3fDwVvJfRM+N2Q38lnrXtEHYCwiaNkksG1SYfbdazCXKW6kCIWjOZLGXFc62sgLR7u4lXDtoN+5EQUrBi5h1KNMwFhPO+gJOuP093vuPra0Uy/88HNxlUw2NobHSmRCPwyo2pB+le5Re58KShSUFFcuxAyPa8Xw3LP8SExNTBTeJ9vA7MdQncjv3E2iTk4JAl6fyIjhvUcc6MAwa5nnFbfMSBaG7qhncrLBaM/ryxnpZwV/dG/M2YfX3G4GeKfZrHN8a6J6W+81HE1reXZzAIdCMwxbi0s8zTJHbw3t45ZiXBOahC+fnwgyWxleLjJujgbMRyVVmrD53SPa+71QoY0nANZ4JpOKbtiyvR5Q/VrFsGix2nOXpfjUkNxpumrI7SRnfLLhYFBxWxYU84qDRyWtM3y+OOKHl/epqxSlZA2k1nFYlMzyilxcZ/hycUjvNNubAXpjuNnMSZaa4VpQzebA0/Wau5Wgvtk3l4xtzzSteF4doGtFtc14mc1ZbQrsVqNvDYvNAT732L9xC5dT1E0Kh/Dl1SHdq6GcNQk0h476fmB8b83j8ZqffnUPFRLqE4cKSrLCBmLzpZYJSampj6PxQ6O5fTt9z4sHmUzZ2HQ0csb0gzihifrmYARctJUifSaXrk81PhG9THUiw2lTSeZPczpg9chKwarfTdt0BIhUbPS6odpT19KV0HFMLc2P7uP0rY1FRAbBqr1RiC1h8FJcd9cPLUm0nK+OpQgQow0585tDvz/Xu7knZA69tiQLOeR9JhM5YB8vk5Ry1+w0bzrGf4C8hvQuujCmQr/rcznDXAohC9iVprgW1FiyEMP+XN81vPKzpTbY5YwGHe9pL+dsuzNJ+RlNWPnIiYV5pP7ODzd8OL+h9ZbPLo/x64R0E7Vx7/FRHja/XGGsRz0fsL0eiCNo0tMMe5q55vwvZ6itI1lohn/hliLtuPvynjSVY4+ZtQwGDVugnZmY2SjF7k/Wp6jPB9QnAf1kS66DWKcfBrT2rLa5OMbdZrEx1gzeaqpTAcFCElADcbV0GWyf9OjM4TvN9fcElLv9RoqZljw5ucWfKjpnqDrLaj0gLFKYdvSpYfTKUh/E160C3zi9xGpH2ae0vSV0As7dvp7xv33730XcogP21nKe9PyF0xUfHt9wvh7TOcPbuwnNMoeDjt4ELtZj+t4Q7lLuNglq0DMci4Z206QsbkVr2xwJUD0+2vLB/IaX6xltbzBbIwSRNKDvErLLjEEVw51NoPu4Ql9lPPh7gTd/Q9E5jfeaDw9vmKUlP+QBi3XMBrvKsN37B5+DhmwVGFw56plBu0Bx7VA+4E0SM3cDzUTkMt1Y6hWC2oMP6SrE2lCaq+19vd8n3TDq7L1kAmbLGEY/EFDX5WLcYddGmquJJxjNvb+/ZPvBNEZOvJuym1qA+mDEaMxWCIiTKgZXjmytMJVm+9C806H76KJaBdqRZvaFQ3eB1WMrtNZ77yI9XC7g5Ke/9wSfBYorvW80dWe5fXGP1486js6WnN1f8u3pW06SFbO84lzL1L48iVO1AN1E791gmwNFdeoxlSK/VpSn8prGLzz1saLfJJhph016mk1G6xO6CeJirgLJ1pKsIiPpi4byJKUba/pBoNaKZi5UxmTD/tz/056fpwn73wH/I4Sv+t0QwubPvJiMvNHbR16QLBMkZ+IuIb+OIYq5IPXl/UB76MB6/OuCpJSLQllP10laerKV/JXtmaKdiZOKy+Hu6znFlVAZvI0ugx60V7ixvME+Fb5nfm4ld0mJva3upLiXqVB0lSo8JhcEPTyscJsEsza4XIr3bhxAixmC3SrSpcKXUmAOX4sOxy4y4d16aezyW+GDdhMlWV6xiUiXklXWZ4rixlMdiFDS52LLb/Iet0pJF/Kejl57Dj71LD62tFPoGwlrJkB3ILRM3gjVM1lrxs/Ejl+QDRWLa+H57+wyd8GG3irqBwPy64AKglZo5/fZOMqJwHN3Ob73JxYhnVNsHwa6Kag+BqFGFzLlZTpEEMRm8ziapTRKXPjiz1EeVBPH+xnkL1KGrwP4QH0kGhRXiCGLbtm7yvVjz/3xmmHS8MXtEYOspTl2ZHeSwxZuzJ4WCNJomDbEDLxIG6hiNIKG9M7gL0a0Mw/xbC+fTcS986QX6+iRGEbYtZKiNObe9IU0lDunMN0KdSnZiDtPdmvouhiCqhBBd63oCtGq6DiRmrzwLD8UCq1PBfVyY7nEaCXfLl2Ja9rqqdpnb+hepgC6lc+/L+TA9d0uYy6wOVPkt4HiMkTdiaDpahfwXKs9Tep9PiZ1GBX49MU9ipeWdhYYn2y4P1nxejklLFN8Ehjd33C7GdB/Pib/xoL1+Vjehx0lK2gY9Hzj9JLcdtR9QttbKBzz6ZarZiIH3cbSJClJ2uOdIixTiguZjjaXE9q/2LHaFBRbyA/FKbDvDJtlwVYHTo5W6N5TPFjynaO3uKAY2ZZ/6D9gs5XjefRkyXeOz6md5Y/f3Mf8eET49prvHb7hVTnjthpwW45wG4tqNZ0JXJQJ7YHho/kNqzbn9XLK5u1ICpbjDcOHLTeLEa4u5AyZCxX80WyBJnBRjtjUGYvFkOPhVgoaGwiNYbmWlPJu3ovhQibnz6rMSZ9nDM4Dy+YQWyrGSyLtXFD4yb01v372Fasu56dOEc5qih8X4vr5jRZUIHmbMngrjlbdUKGcoT3qUf+c0GhTRzvm3e0YaeseKQB29MEdWpysA6PngeJCJk87x8FgiBrCZG+ek6zjnh4GoSTWaq9n1p00HH0he30HNqkgSG4SHdC0kzO9GUozI9NpRRsdG/uBom2FueGTn5leRzMP3Uo+jsuDmGD1eg8cmQpUr8VWObJFujHcxbNHYjkEmAle4l0G5wLclafqnQ11qfCRKaJyh69SuoH8TN3JtOxdyDQMXshBevNtjcvk5xV34nAcjPzuyVq2aDdWlKdCV6yfdjx9dEXrDOdXU7JCpjZfLQ5YLIeEu3Sf8/m+qdC6h4P5lt5pVnkBvWJzPUTVGl2Lk21z6MVkZxz4K/efsXUp/2h4KtKFtcZeDujMAFPI3dae9oxPNrQ3Q96sJrSHDtVpNNCUCSbxnM6WHOQlL5Yz7u6mqJmED7sqwVuJAujPGp4+uGGelfx0dML2ekA2q2mrhMN/mFKdyCS7PlK4rQBKg1nFt0/PAfhxb9k6hdKB9LBl9dGQ/FLTjx2Zdfzg2Vl0YVWolzmzlzsNkNnXKCp3+MxQ1QnfvzijKjPSrCNPO9rWytmbe5KXKeubhOHXlqxWKXgw5xmbjWWTDFGNmLwMTreUt5L7dTza8sHwhh+8fCgutWNH8saSXxnsVjSe9YGim8UL+22GrRXVgazDxHhC6El1z0eDa0YPWv6B/5DtyzHpQjRH7/tRAdqhQmdySepul9+lyBeOfAEE2J4amrmY1qQrxei16E+7YXRzHShMLc1ZfRSNbarY2KSBZItkExrJk+0bRTAafaH32n8x+ZIa5upfOKA5iL4DTWBw6SkuGnxmKE8le7adKsavPNWBYvNIy9SpD7HpkpqqOQgEK2cZyBnXDcVV3Ccy+d9RLqtjmW6aUgsFedhTnUoN0R320EuNpBrNYjXg106f82vjL1i7gm2X4kaOdqIYvN3VLwgy9jNnbcg8Di10/ZG8Z97C8KViOVI8OrllmtZ8ygn9rRUXRhNQjUh2pB5TeKNIN478Su1t/L2NcVHuXYbvn/b8vEnY/xJogP818L9Sav+DFBBCCH8qNyTYOJEqxC1NbwzKiVFE2Ilnpz5qcDxm3InDiRaL0BB5vl2wpBtNspGNY2IYm09knFreV3TDsA+1VN07F5n6WOg964893cSTrCztVH4fph29V/SDRC6LeFHZO0tYGUYvYJUW5Fv1TmgXwwCTtYiOk02AIOI+5d6FZUIcT+Zqf2FFyQ71qccVntEzi4sCZVBsHxix+h1Fh8WbhG5qSNeK4YWjnmnq+bsp0PgrWdztWAwzkoWI+dtpdFhc74IuweUel0tYpnZxYliwN6EoLhXZ0tMNtGSILWUhot65//lEzCKyW8ne+ufxVKci6HZFwA8d9Ir0zqA2SooQ3um5TBOpTIlMsXZCUtFJeHzuMVuhEO0chvqx/BxzYXGZ6Mx2wYb92GFmLVfbIZ8vj/GlZWUFZW2nUJwHHNJEw89c7rHYaWa7wO8dki1roh9GpNeImN9W0MwC6aWVgmhrhYaGFEo+DUJXNTvaTyC/Uoxfy5pweUTsY+HkCkGedScFQdASFL47BLyRdWNL4Y43R47isKJa5SQ3VjSJB+Aysa8VZ6kYMWHiVCCXteWNIOq7bA/lRagN76hZBIVrNDoXOplp3jWt7+tRCl5/dcTZ31Lcfgs4qzgclpRdSlMnhMQTvlaTGEf1xYSQB752cM1PvWZ7MSS9NvvJRF8btPKcZGv+8fKJFArA9dUEZWRdJrcWX2fUYzmkk7WI8ZtDAV/ulkNcadl8o2WWdmwrcVZIi44kcZJF9naKyhy/Uz9hOqz4eHaFc1oAgTwwzhvOigVv6ymuMyQtVBcDfit7yul4zePxHWWbsFYFfWVJRy2nszWJcbxYzbHaM8obtm6MvksYnrX89Qef8mJ+wN+7+hbpQuO3mvWmYDssGScNg6Tj8noitMs2w1/kZAtNncDwpOGD+Q19MKyanLq3XF5NqM+HTG5EtO3TQDV3NIcaP3Co1INXOK95sZ1zVxdMfpTQTcT2f/ENyMcN9VUhOXOtNGDtLDYamce8ef+6DB2BpqB/Jr8vF5Bvh4bbUu4Zn0B9FGJxIvsuW8rZtNM29MMgNtEGhq9jVMpELmYVpzs+FfH7LspFtGCRDqnk7+6HEZjhXVOyA9P6gScoLREiOkZeeNHr7CJiBGASkKqdRBOieG6pXgTwQUWKZANJKfdHUDI9cIMgxj+NFre5Vs44l8u+N7UYSqkYattNg7BQrOgQk5UUZt1QoROg21EQA6aGZOPwqWL4WlE+kElffajeAavRHEUsu4m6vMDXn77lrx59zqtmLiAJoJXkzYVFitlqcVGW4/i9Pt5A1SYY7WNwtkyf0KKZyg8r6k2KXiYkK5E0aALd3Anwo6CNEyMC6Eac+cZ5w5ohi+czkuOKbpvSLjNx7YtZZBf5mK/fu6T3mrpOmI0rFqqg+jC+fyawabJ9VpoZSlRENuioj3OyRYixAoAK2JuEsldwCo+KOz5VJ7CQbMpma0nLWGdcG9IHPbNRxfVihF+kFCuZANtSwLv6JGAXhh4Bun2Z0t3mohM+dBRJTzIuWepA21jaBx2DWcUgayknLf4ypz/oKGY1SgXKqyG61DRNglkZwmlDoh2/ffUUgOPTJeOs4aviCL7IUb2cI+0kkF0bBm8Cm0diHLE9g+wnBRcfGPKJAK6X5ZjM9kJPnHa4k4puk/4pn/ov7rGlOIfu9I/ZC4/dOHym6YtYF/TxfBmGqEeHZOvJFj0u1VTHVvSsA9HFy39/56SaLpW4nlpNUoZYS8nGMBVkLk7F4sS5mctEPtjIPKrk9wxWE4xicN7hCs3WW/qYYdgXsHpqKa7FhTtZi8GdqcOeBu2tDB9sHVg+NdgKps866rmhG8n54tJ3k3FzK2cIGtSVlcHLQALC+9py2Yx43h7x6eY+l6sRya2NkTkh3udyppg21kYGVNFDAeVJLo6QrZgkifmPYlVnhKBo7nKmLyQLbDWTiXtfxOZ9E/CZph3Hxrl/F2Btmp+Z8P+csvnnacL+G+FG3TigS02wUQ8Seds7a1o/6vG5ZvDcUmkJB1TRhU13SvKKfLTqjgJp3Ugjll2LdskncjF4p/Y8Vhepjt1YcolC6sF6upHBR3cvaoOqzZ4T60Yeu9aSyTQTNCi/lLXZHAToNLoSkbKR2Ay5QFM5tNKlZnDp6AtDcxjf7SDiyN2EzjTyNeXkYuxHIm5ujBTKkqMm3XN+A6bW+8DZ0XnP4sNEuP2RP98NEbvRQZBYLyeaHxvpa+sPFPVJL9AhlqDFIlwa1rDXHO3QyG6g91lXLldQCwop2Spqr4nbOXu9z2enLzEtrD8KmFGHi9QAlwsNZ/jG4xJx+9p81JMfVjQXA6HbrcXFrj3w+EkPHtK3luxGGtV+KAcNYZcZF4SWk4qrjx70HEy3OK/gJmP4VrbC9mlPcxztiZDiSXkpYnoDavqOomM3al/Q7EbrffEOYXJZ2NtQ59eK7WOPvbP0M0d7JFavxMaPVhT0o1didxqUjPNdHtFGyx7lkaYvFoiHGoI0l6aR9HndvnMutLOWg1HJ2zpBuQRTyVRXOaGSuEFAOYUrYqPVi6OkLYVr3k1VtKQXF8d2HnC5l1y9xBM62f+qjwLfGe9dlxGCAhtYPbU0Bx6/THl+e0/+W+Kx446D6ZaqTYTGdb9klDQcjzdsrweCeO4Qr9QzsB2JcmybFK0DSdHRLfK9PbRLA0opdGXwmac77UgGLb5MsVcJrtNgPTrxLC7HoAI6dxjrsdpjtGdysqFuEpo6YaUC/+Dl11GdRuWBkAWc16z6nE2XoUyQrKQkkKcdmzZjllXMBxWpdZgDz3GxRSvPq/WMurMcj7a8uDwQK+nMo1XgrhMEIYx73ErOvv5VzpfNCTp1+6J1mLVcLUcRxZfNuVoVvE0n3B+uUCpw8fwAu5TswnQVIzxOag5mW/Kk32s4NmVGucn4k6uHqMwzawOsFMWNY9kb6uuC/EK0wtWJULODCe8OhcfV+108yMt2WSxaDPvQVOXZO3vaGALvkwhuWNEjd2Oiq6BQglweQcOB6N9MpNXtciNtXD8+FaOmYKURsiVkizgF6xFAbCf41uybL92LPjZshAa522uDa7ljmkMpgFDxd/PvXAR1I7+P3RpcGgiJnGeukNdgS4VR8r2mjgGnjRYNWbwCgg3R5lphU/m9gom6bCusCnOTSANYy/mze09kkihuk6YNLJ8mEaSS178DW10ap3+d2oO41VmPGvQEp9m0GTfdkM4bJnnNosq5uhvTrdI9KCpxJz+fEvQLWTsG6johSRzFhWL7SEEqIdVJ3nM43rIwnm1lCMbwB5ePuD9eMTjeUpcpfp1AItRDuzEEBcWo4RuzS+42A5r1CGs9ZtKIUQYIeB0NRx4P7vhrRz/mopvwg+WZREpYjxk4fGu4fjGD3JMOW7K8xUZa9OZMYoA2X+vBetErGrl7fFC8radsVgWm0oRWkd3o/eejekWe9Dyd3goQVFlxGo7W6UHHybFHWESpR1+l0TE70JQJS5szzFrSpKcpE87Obvmlw9d8uTnk0k3ILzTNSc+j+QKlAp83CWxy/HWGDjAYSlFWNim+V5RNilYBnQgbwzTCenJpNJmp3+k9u7GY6ZiFpe40NQULEzBDMUx5eO+O7xy85fcuH/Hi/S4ffKJFAqB397gnu67oRyntOMclwrDaeRSYVu7ibqjRzryjUbeS5SUaK/ZZuKYVHb3Eloi+ylZ6z07JbwPFTc/NNxOJ3qgV9T1HGwTICIlMoZuZwacKnyiStcNuHcFYqrli9MbTTqWRqWdqb/CWraS2UkGLjvY0xnEUUlPnt56+0JQnWphqDsyNIbtT8VyJuq2HyP6ooE3jPR3DznPV87qcUt4VpD8DNidbmRK6fOdEHXOETcA3Md83F63d9szSnPQMT7eEoHj+4ojhVwnJRvoCgkwmd41ctvbUc4M3AoDtajAV2U66fyeT+tOeP0tY8//fj3Lvgt+S6MZnKvaGE/0okAw7uk1KfhsAQ/koEDJH0AZvhNaleykWm3mkRbVxeqSFetaN5NLRnSDGIQ/7CYQbenHuSR2htGJKsTS4PJDe6agBguqBQ01bMdNYGnSnKB/2TD6zgrjZgF0ZdPPuEt79bzeSYlp3inakxS492ojveLl9/jMNZK32AmmIjjQuHngKaPXeEtjWMpXqC83gvGV4rmnHEljsUrmwd5SYYEBF4fLoVYsrNKuPLGbakaQ9da8lUM9J524atTckQSGZEDHLYRcwHbTaixjFblScZf65NGG9aBC6oSKMe4aDhlVj9kGkfS5j9/Keor7f8+1vvGTV5Fz8ZESylovdp+CnnRzEt2JkAnESqGRj7NBo5SNSaqQA943BeUVqY3D3tVi86loLEhjDBfGARizLgWA0xRUx4Foa5WQr0yk3kamqZOBBe+LID2rqqwK/tCgvds79kScZdtjEYa1YoFfLHLMwpMvA6iPF5kxOzW4M9ZGgTbqRfbCjHEjxKAWTT+Ug7MYR6YxFiVaBRVng1zIRTrbQduLqWR9IADpeJmzByr4xN7Gx9GK8004iuOIlWJEkvheVQbVaYh8WgsLXh+zR9/f1uF4zOtrif10R1hn6Rhy90NBNwTvF7XKITRxh3qFU4LIak5me4VGJOfE0raVrLaNRjVaexickxtHUCd0iQzcCWJCJ/iUkwqU3445i0BCCom/8vlgeTmvaxuLlqMO3hqbXeK8YZC3fPL7g2fJA6HzW0V9YKYoN0MFyW/AsO+S6lOBipUEPO55M7vjDV2IjnRjHveGaSVrhg+aqGpEYx0FREoLCX+YSo3BYkRrHl5sjtl1KOuho78n03TTQd4pQpSQLLUGsB5CmPX7Som8KyUG8LTgvLe0DWYd2LdoVlJyJ6w88s5mY6w6SDh8U2yalby3qJpXmI5P1iJfJq+QwWgkQH8R4g3GPKXpcaUmynl96+Jov3+/yEcqdele4qB40chftnOFc1Ku6NGprbXQdHYlOzCcKIsVGebBLQzCiyd3dYa7wuIhuqwCeQCjk/4dazt5kE7VfyH2CVrCj1sTHtAGXKLGgHkQNr94FngolCdhTJHd3cbYI+8KhHyiqE0+IjadYyWt0IQCPbuVzShd6z4xQ4d195vKwd0bbv540oCsB72wZaZZD+R13TZgtFb4LuJFi+zjQDzzJUjM4jzloBkIikz7l5H31WeDg4YLT0YbbasCiLPjbrz6h7Y3sHa/ptglmZYU6v+vh/c9Ho39Rj7/LaEYdaseSqI3cEV6zKAuORlvShz136ZjrVzNuihFJ3lMMW7atgU7LZDKalByOSmZJydF4y8tJLlliGpmCtRplA9m4YTaq2LqUJ+kV381f8lvXHzD4SirB5tsVg0lNuRyDU/SpYZC3HI22+KBoTy1rP0QNetFura3owgvH+XbCzXqIvkyF4RSL6vpA0czkd9xUGc/UAZl1cLilHibUkxS9sjF8W2qqZCyurK4QoC9ZK1yXsdlaynHHcFxjU8cwaRnahmWTo1/nUj9pj0fR9eLamFZSDPs00HWGq+2Q1bogVJZtYyizjNAaEqdI15506wjKRkfO2MxocCMHDzrc1u4pbgFwtaUFjo43PMlvOB+P+f33vHYkb4t3zsNK4VMjUycl543LNaYJ5DciRQhG0Q0CLom0PqP2VGi7lXpP8qzEZK4bvvu7ghbQhbDLp/V7ul6yllzc3RmlO6RusDJ8yFYCTLlc007t3uCDIHtdzCpUBOY8tvS0Y/lZXRyq9AMV/QcABZv7hmYum9TUwoTKr6U2dikUt57qVDwYdvW0yyHJe06yDWNTkRvROQad7COf9u7I8bX5ROHyCLgvLekq+gxEvVsyr/na4TU/vTomvUhIF2FfLycLMUNJNkFc1e96qq+le4ANLe/DzhSFACZVPxd8fj9NWHSzqk97ko3FVFLAy4RK0R90aKehV3vr82Rp6Oby54MFYqfZzjz6sKXbWszS4nPP5iMniJEKqK1F1bGZiZREU0F2aYXW2BiShYS2ZguojyK3fB2ocjFCyLKeeqRRQTpvN5KRqstF/2Uqafq8Ze8o5zJZACioH3S0M0N+JboinxLDlcOesib27gFzXFOHXFz5YlfuMy2OVIlcZrviJLsTatv6cUa28rg0xEJbpkQmGpT0A/leWwWSVYN2CcV5wvIgpRnpvYbNbnbGGuLotUNAbOVlk2dxMhbUvogPMV8NBLkcv3zPfLL4bO9roUAOW4q0o8ycUGhKuaCauaK+12MnLYu64HIxIinj55bFcX3q8b1QxFQvhdI+p8rD8HVg+0AOct0oQm/RnSDEt/2MdF7DqKc5EBpUstL4TDjJ/SigKkOwgeygomssrAtUL8WNj7pI3b+zh/e5vHe60YR5S5G1tGNLNzXoOk5NK0MH9FaypyZDcZ5allOauaGZe1SvqY89IfOoosdVFtUbVBSe+3jA7sJkXebJr7SADqeShwfQLXKO9p4AALc+SURBVDP6pqC41HvHw/RO1nU/E62YWsbLMpdplxi/yPssdEePK8S2ntSjrIdlIlzuIAVciI393q7+fT5OkRjHJG94Wab43NMOQA0kUDh4hd/RumpDUxa8SScMs5bZoCKzPesmo0ktRdrxtpxSphUhKLq7jNFXUqBU36xxAVgniBAvEDyU2wzfaXHjOuowiedotGWbptR5R1Wl+LsMnFCPrhnROYNWAWM8Wnu6qRSd6UKLGUFtebOasF0W2Fu7n5DXfYJzmqpLWFY5fqio+oTGWYz2fDC55TRb8SfL+0KLCpCmjsJ2TJKazhmUChSzmkqDX1kBBlYZqjfoWpMax3Sy4qcXD5i/eucY240M603BeFThH9S0V1lswhTJ4y1awfWrGYtRbHi9IrhY9A89uhNQwtSK7alQVVCK6jiioA24ymDHDSFTGBP44u7wPS8eoiNfFJkrQfp3Z6CtJMemOpE9ogKYjew3FymFyQr2jop6B7TJPdBOQnSVU+hWdErEZsbEO8x0sSgJMTNnvPu7hJ6jnRRCuo8NXRIdbb38ezcUtDgo+V5XyH1oK3BR92VLuaNNL+BSiK8TK/dLiOE9PoV+6gTd3RoBLgvJT7OV/Jl2HuR7dJCw5la9O+c2em+BnWzEJrofyB1nmkg18rsYgNgwagF4fKr2+rvd59KPPOao4ZuHl0LPzSf88dV97t5OMBtDOXEko1aaQRX27qzKRU3re57C6x7yt4bqYaD6sIHKYDZGgNWlYTu1fOvknL9x9of8l+Nv85M/eszgy5zNhz2nH1wxLmqu7sa4dUKXBFTh8EHxx4sHtM5g8p70ywGmhXYaKeyHnRiYdZZP7074j9tf5/Hwjrq3EMR0q/4WfHh4w4/qRBglvaZuE5recjJYsx5mLE4V/ZVMu3QH7UnPYFhztRzRvx6QrjXNkYvTTyssoRMxGurvCurzIclxxXxcMsxaVomj9AN6LREzZtZyMN1ysxiRnpR0/ZDsLhpP1Yau1phJxWxSclsN+GJzxNvLGaMrxeaJwwbF9WZIWaeYm4Rkq2jihLpZZzTXBXZtBEe10thjPX0h95XuNT4lGrTB4LmYU5E7npze8HYxoakSgov70iv60vLV3SHLtqB4D0Hf/z+PQor4eP71haI5ysUkKxpo7KY5O3e/biiOqD6VfbkD+ZUHFSf2Eiyv2D5yMoBYiVPhfk/m7HPQlh8l9IXUk9ky0F/qfZ27e0TzpLCVp5katqfi21DceJpxvFsjs8u0kT450HRDTXUiNUC6jIZjCDizC4nXnSJZ7PRwMiDQXcCl8rlkd3Lu+IR9Vqwxnq1L+cfrD6n6hMGooVG5GJl48Om7vS/TdfZT8Z3W3VaB9SMx03h4uCQ1PdU6o6hVPEtkUmhLaSxREtkRlJy7SSnyqnYWrfDjPRCssIf+XHTE/yaPOJgE1KinnWkSpcWiPjZKemNhZVE2UD7qSe4MxbkiWYsuxUcRneqRvKSx0KO0A70wuIc1g2HDdpWjDxq6XESdZiOIrK1kAiF5RXZPs9tpfpq5dKlBg17LGFqXeu+GlSy0OB4mQbIJtEwWTCOTrs0jjx879FpQrsFRSd8bymmKvUyiVW8cWVr5AH2icGPH0aTkurKEZSqTvkJctILShERoKTsd2tqIEUlzEHn4nQQTZ8toF2wib7YXTVq6DTSHOS7XzL7s8EkCytAX7xagIJeK7qhDdZr6QNNMDV00f8jvPMWVJyi1pzwSIFvKQkvv3rPFFFLU1CcyMerWGde9wbeGMPC0St4vs1CSkN5nXLw4JV1JMdFOI01m1lNkHbVLJRxwzD6V3day+fJlz+ojsVUXlHuXrQGmslR9QX5vy+YTzcHvWtIllPcVjFpmk5JN9f/l7b96Zev2Mz/sN8JMNSuuvPN+44k8iUfdTbLV3exgCbAEW4IDDBsGDFj6DvoMhg3YN4YFGL6x4bYMSd1QWy1YgtjqIIpsHvLk97z53XHlVXHWjGMMX/xn1T6Um7ziZl2dsPdeq6rmHPMfnuf3JHSd5my65mo1xBQZ7VDt3wO9bLQZKwk93Op9eOl2GLGJRHO8mwx3w0C01MQvxONXnURsHzveObyDx7ApZoRRR/RVTHUaQMuQAcQA73KNXemeuqZlExsC7SxQHfd+uGGHO3T4lUBndo3i5rEUTsPnmu3jjuRAGg9vIoav5RrQnRicJX9IUR17mLQoHVCXGTRagDJaDqbdEKXL3wSyv42w5j/1UrDZJkLzWsbYtaY7bnnvwTUfjK8BcEHx09v7+F+OaA492yJlu01I05btJiEUFiJPM6kpm4hNErM4H5O9krNEt0jz1SlC5MGKWTfUcU81DYSg0InjYCpUxqaT7yk4he6nuJ0NdKsBN1HG4ZM5kXFUTQTTFt9pGiw+8eIdc1rkYI1Ia7wKXBQjfvD4Basm5ePP77O6yVGRZzoreDxZAHBeTUhNx+jBiurnU4pBxuD4kt+afsGn5Qlf3RzQNFLgeePxXqEiT/24ZjgtyWzLl9cH5F9aNo962VxfMHd3KVvrieKO7gTSrGH7ckhdRlSbmPTC0kw17rhmMi6YHldUneX1qwNco3GjnV9Y4xJFdb8Tf/Ar8XHoWtG+zjFbRTVz1G7wli8eeVWH8hC1hTQE7VAkuW0uCoGdB2yH0/eG/WAjGOii3h82F//X9pFc9PGdIV7Jv9GO5B4xTe8brQT5HK8C8dpJkTs2tJWApSRbzOOHDrzCbIRM6iPwyZvMLpdLA69rGeo0Y4h7epp2uwm1NMvZTegn0jL5Vl7tMfXSUAeR0qaOUMkzPBh53nQDgX500454UuM6gy8Tkfj3ngpb7qwBu1DlXpIdSRbYDj+fLPppff+ZtrshaCZnnCmlYurGntGw7LfTlk2b0DojxNFOYZaG1seyeUpC3+zyRj75lq8b3Z9xxB5tPd7I7x3PFaZWbHqJ0r+WfcHpgwX/watT7GcZqlMcZRse53P+SD3mdTMjdAplPFfzEQDOaXxjSBa9yqZVrJ8GTOwoFhlqbVkMOy7qQ351csr/9IM/4R//dcPqR0cAXBVDjPGE3gtWbWJe3B4zP82oa0tXRYTYE2qR7T14dMvJYM1PXz4QsEIiwDAVewn1XWmy4y3eK+q7jOTGUJNx3Rom4y3jQUVVxoTU4R+0HAwqDrItV18cEmYNtlB9gSzXimnAB0UeN1wsxjxXM8JGvD8hDrTbiE1QuMagjNRB0UaJksl6Bp/ENNMgtVQuX7ayge6wY5EYuR9Sjxp2/fUtjSSt5mo9pGmsyNM6UIXUkyHxLJ9N2K5mDH5j/pavHvmdXSw3nwqBeqr3ILR2LM1SspCmsngk/nDdIY1bzX6rJOob1W/K5O93GVJ/FEI3DkoRF5661tQTyR7cNXHQ12C/BgcSn1O/lcoU3cASbUTls8sQJATSZaCZGNqJgPeiQgiMmwdyL+yC4Hf3pLdSZ4qXqifOroSlUPdcgmjjKc4M1UwI4wcfe8pD3XvfoC4jfnp9j22V0DZWAFkTh67leW0LqcHb0a5x7f3c1tOlYl2xVT8MMoHDtMD2vpJdk5WsPM1Q7B3xWup7d6gxh5JFZitRre2k7N4q2omcOPH8zef6r3q9nbm0gubACerZSyMBghhPFuAGSoiIsYdWDL7dQMIku0z12VkeE/U6y1qmSV1vDM5+nlHNUsJBJ74ZAKdEsthj1buBBGLqFrrTBjeyVPcgJEJA84mRxqxVxIUhXkqh6EYyva+P5epXrTwo7VZ0tMWDhg+fXvDB+Jo/uX3A6/MZdRUTrhOUDagnWwkffD0gXsoksB0GqlOPXVpumxnJXON7OY6ueRPcvJOTpSKLayeeYHpdr5dNVTeQ9xb1niOXysNw/Q6Mv1BkV556atkeKYbnEpJdnFo2jxXbaY/VrwVCsvMvVVNNeSZdfrxWPd7YgzI0PS40XgaKU7ufkr7VV+gb8EJhmhiIhbY36nCZwwHNsUY1GlNohi/FB1ae9KHfAw86CIihlzF2uRwy8VoOjXqq2NwzItvJHU2qcKkYREMPa9Ez8Uy9WqToDvKLDrDMj1JunSaKO+4frHg8uuN8PiZq5bAbPffUE70nJConP9voN/kfdm0IE02cttRDK1LIoFAry/CFpzrQVMdQbkTqAdAdtVBp2iFC/CrkYPNRQN8vGeYVmyKlWSbE14b0VjE4h80T0wc0a2i1eBQWpg8OFx9PdaRwYzH36lozSBtW6wFEUgDqFkKn6Ho5lHgPFV1p0YXeo+ejuEMdetw2JyoUbhDoho7kxtBl4mV6qy/jae9SkmvRdruzhihtWdcJN3XOWbrCBUtqO0Y/uCWxHRd3Y46mG87yNR+7E5rbGGpNGNecjDY8u54x/MzS5VA+aEmmFbOsZrUecDRbkxg5KwZRQ+sNL++mVLcZRJ5ZWjJLt2zbiM4ZSp2IXGToMKMWfxujasXNiynDMwHQnhytyOOGL18dQWkJXmNtK5vGANEKGicbvbN0xdV2hN4YOKqJko5B3NIFzVerA1ZVwiitGaU1s79yzjipsNrzeXXMJ6sTlBK8dRQ5QqwIQXFytMJqz7aJeL0ak/zRUIK+Dxw6b/GtIbqKiC4NVZqQz0qypGTxeszhzzRdllIdQnWvZXS64d3ZHcfphtobXmxmKOtRS8vgnRXuQNOWI8zX1nztYC4UxyNDNxRptmoV0VrR5ZrRk+XbvXboITp91qTkT/W6fiNnbdBKkOlIcxFtZNvgrWznd0VGcG+8ZSIvE1nW4NKhOo3uFO0oSIh2n/tFBdoFonWHyyQfzG4Dye3OrK8ItTxTTSnPpG4gMsVuEGjutSLFWcbotSJEUsS4REi44vOA5FaK3nao2J6JRDoY2ZSarSa7lmexS2AZRXRHoHrvmukhF+VDh8oc2nqc07K1rKWQyY4kx6QtRow/l5iQzRNQXeiHZaoHbIT9kMolb2TyO2VHNwR/2BK2BrsSefNikfNj/4DEOm5vh7ASea5y7P0tQSOh2UW/hU9D73N6u9dOlwoROh3V1JeDfsrex+FsA9NfKf5l8h7/aPg9PkzPGQ4rlh8k2LXm87sjvjm+4HdOv+D33AdcX0wITtMt4333GBVShG5PpDHXxxXZoKa4SJl+rGhGMc0sYO55Wm/4cHbNv3g0Ri1j7l4e044detRiIsHS67VhYwfMTtYwqHFeEz9w3C1yDrItVntcZcGCG7+J13AHHUFbTGvwvm+Q04ApNGqdshjH6FmN3/aNTtbSdobLzZD8uWGjI6J+A6F8L0/1imKbcG+8YjSouJ0PUaGv4fIW3xhcp7FJR3cAfhuT3ij0WSHXX5Lio0B3v2Y0KVnd5rCMIHOoU7lhVVBY62i2UQ++kQ+2bQ3WOqz1lE4ReulqsB61FXBXWf85VfRf0Ms0MgzRLZRH4g9rRobsRuSH9UQsA8U9aRaUU2KVSKQ2VP2gVGpOGZTEyzdNTTsGFCQLT3loWD8w+3vCxTIojheBwWWgmmnqWR/wXvffg2MfkeRSqA8U8UK2SN4oulTt4zT2eX1HmupIoHO7QXczC5QPO1RlGH8mgxqCDBcJPQ06k6FRmynqsWVw7ammiu09yG5kWeAiga2FoPbXoSss0aiBWUdbD2gOA+U9WeaAnIF+4FGJo6ut1P1BVAqmliLmppfy4+VcrY6EHilnk1DJ03lgc19RHis2jwGM+Ga1EEL9gWzto7ij/Wj05yqA3koT5mORA9bHnSCwVQAbKI3Fx4LDtSuDbgwHvwgU92ULtUu1DhrcQYsLCrW2mB4x6yMI9yoqUsFdLw36xjK4FulCl8nBHfRuSuewC4PQL4AgBkyhBAa6qVC7/MoKjIBeLpMG7EbTnTXk061MdJ4NsKWi9QqPYtFm3CyH2KsYN/Bkl5r8deD6txLsuGFwoRm+lGJaOUXXwuBC0YyNINCHEuaW1FoSxAeSARYvtGA1G4FruGFHl2qiTj7X8p4g9HUlmWUEmaQOzmVCtnqaEG887VBz8Mstq/cymYgo2U62E/ClNHGmlJWzLT3Fwx6t3udajV406CZQTyN0G1A+sH4i+t+3/VIOpp/A5LOCV38z76EQSh4CWmhbequlye09YtFGwphdKv4IGo2+ixjcqL2mt80hu/Fsj/s8hyBp7boVaUcwYU+1jJcCKlj8LEPd89z8Vkf1SSSSrrmmbRO6s4BSgZ9d3Sd8nhMvZOrTDKVoaieBeivI92CgPnK0ucj7orWi+yqjPnDEhxXNIpF7opODCyC71Ph5ShsnNKf9Pt0Gygcd2Qu7Lwa393rs+TbBOfm7wQjp0JaI7yb3VGe13AuLWPCpgb3sdPQltKNIYhUuNcvDAb6ISPowZoF5QPFAHpzTjwPFA4Hv0P87ZtQyHlQ4r7k5jIk2MdmFltykTmE84jl4m6+gyF6LFOf48ZzfPvuSXy1P+fzimKuriUAngH/raz9nYkv+s2ffJv7lgLtve0ZJTbVKSOea6n7Hbz3+istyhH+RUzx2zN6Z8/2DaxLT8eXqkOWvDrnYWh48vOMoK1i3CdebnPp1Tn6uKZ52rJqE2lmWRSZDAa8IA4eqNFwk2B4k1MwcxSrFRJ7LVUo2qsVPYgJdbdh0GVHaEX9nyzit8duMoor5Lz77Bv7lAD9yZJngntdVQlHHJFFHYh03yyFNEfM7X/+My3IkgdXFmBeXM3xpUYkjjh33p0se5gsAPro7peksDyZLPvkwJ57UsI3wmwi7ku2xeqfg0XTNq+sp6e+ljKaKu+86QuTReYdyimKT8nk45LNwRFnE+NqQPYvJrgKLkwT9KgULkQ68Xo3ZbhLsdYQtRG588t4t1+qI5FazSkZv99qBvaehzXsQhupzq2opQHa+N7uFTBaruKSPpyh78u840OUCgdK1wm70r/l/5b7rBoF20vsSWvn/g4LVY8P8g4x4JdJP3cDk2lGPdb8h6n14fSZPsIpuKNM0VRnsecToWf8MTXrfTirb62gp914zRd5HLsVZeqlpJgGX+z2Rte0R9cFK4K+uJJOoywQWQ+QJTqEWCdFck9a7Zs9T3mXy3mN5tsNOBikxFi7e4cvV3qtlqt63ORaKZrRRqMcFv/34OZWzfHJ7zPouh7qPdzCB0BjSa8P4K2mC109E8q1aBcjvu5Nm/WXQEYk8H3znBeO44mfcR6lA21i2gxTlNOldIP/S8veL3+HJd1/zGyfnLKYLfvnVfVavR/y/tr/JYFBjtOfJoxuOsg1/8uwRwx9le+/3/K/UmMTh54lAvgBzf8vcDIg2YL++IgTF//MP/hrpYcnf/sbHLNuUH/3iXQljTzq807CxmAbeeeeSh/mCTxfHaBW4XIzwleHlcoJSAVX0g8nI4EedbPgXFp950rgTvPyPj0R+a+T709NGcvLWBjft+M0HL3hVTPjq01NGHaRXluqsoxkLBU8gUJ4saTlKC37r8Et+P3uHT28e0Z020BhM6nqZphY40czTnHi+e3jDL89PGb8OZD8PXP0gYb2JwEhIsyoM0auB0HuPPN7ItZvcwfYeROOaJO5YLzPq2mDWhvRGJJnlmcUngeG7y7e+RQXQjWf2qROyaq4gKJqJ3MfJPOyvYyGFKrYPPNv7uyGPbMMHlxBvZFjk+8asnkmzJr5xCYTvUhnoRxv6jEgIRjN87SjODPEqCDFzIlaFqJAlRbzqt1u5ohkFlBfy9s5uVJxJLZ/eimoMIL2WeKZ2JCAU5YDYY5aWwZWnW/Ve9WXvJ/PQDqQfqGeiAJj+SpFfCmAPoMm11FgnLe8/uKZ1huU8Rw862kWCajQhFSifijxt2nebve/f3MSkV5pkLqv/7Zk0gEHD5XJE+zwnXWlGz6T23TzoQWulfB/lsdqDmNqxR3lFdi5Kp2YE1SkY63gwW/L5owSb/tla6LdSUQctCPrkxoiRb9Ab+xea9LYPpYwD7dRz+TuQ3LyRypX35OFNUNi0owugryLyVz229tThokB9Kjr0sDEEKw2FmOugORJ5Qv6VYOnN2ojco8/06uJeh7+Ut59dij62eBD2pLku9wynWyLjUFlD+76jXKTY24jnVw+5OVcksVyQ1YE0VvNvgF0Y1F1GMg+0maJ4IGGjpI5gYuKlTDFVPyVrJ4Fu7LBLI4b1VLaBSSU4UbuN0J1ggrMrRXIj3b8QY+RoiDYSjlecGZoRXD8OjD+BzeOM7YmmmcjFkl30YXeRTDJGV4HJ5yXNNOL0X2oWHxiKh4Iln38Yv4F/9CTIwXkgv3z7njAfyfTUmwHVqcdPWtmGbuX7iu80g0uFLWSDWp7KYTD9oqO7NASlheQW+vX8VqYz9VRx811FdgXDF/2KvqYvnmTDtLtey1OR9QxfeKpjiKYVxbc8+c8Ths+huK8JD8Vfc9lKmvv8WyKFRAkZCgR972/67WPfsER94l68VMQfG25+MIDMkb+QG72ZCB2tHQWOf3gJwOVPTvdB4f6oASzxKrA9Vfg0YF8nJHepUIketH32RmDzuJfkpI40a2h0hLqOSBaykatnUB5LkxitFavv1Pzm+8/ovOGnP31KtOnlCIlQEAev5cBUPjD5VA7mxTcDzZHDvEq5vk5Egtt7aPLXHlPpNx6Zt+zLgJ4sl0FsHAPdUDtLV1pUZfBri24U/2z0LlnUMX89gYcdeez4/NUx9jqiOuu4//RGmqc6ZfaNWw4HBa03PF/PSGzH1WqIGzqO7y15OFrspVGRcdJUTQKYwNWvjglxQI0bDg9EmljUMdsixS0jVGcIT0oeHKy4mo9w5xln37hmHNd8cpftKV1p3JJFHS4ozvIVedTwybMzoouIkIocsus0NvPSpAVF1VmUCrxzfMv4QcU4qnic3e0/p/rQct0M+aNXj9Ha87vHn/BX88/4SfmEn17fw2jPl1eHzP7EUs8iBguZpm6/UfHXP/yM9wY3fFqcCEHtb8EHD644Sguer2dExvHFZ2cMvrREq1TkQwfyXGjGkpHlNxH+oCMe1xSXufiKask4VC5Qnyo2lfgxq/sikX3bLwk/502YeY9y143cr6aCzeNAlwvVdOc/3RPI6h4iFas31MOOff5NM9UkdyLV8bGW3sCrvU8qKmQztrtXvIXlO5K1lN5KJ9GMoDqQ+9sn8nPjZb+RyALlsRjtve3PI72DXIQ3cJEEkfrV8vfk+Wr6IFT5LFz6xsfpJg5a8bKpPlfIrA3Rpp9e9/JE1Sria4vZKky/SRQQlag+lIfRSxmEbE80zVievUGJt20XAl18v+S7988ZRxWX5THlNkFZz/CgxKjApkgJsaOdGNqBYnjuiLaaZW3psrBvdN20g1Zj1+atx2MQFNdFzlc3B9SLVCBFQUHsKc8EQKOCDJivNzl//fhz/mf3/4j/9OD7/N/+67/F5L/O8DajPFMsntYcvFvw+PSOr755gr21dGMngI2bAdFa0xGzbg16aTGtYvb9a96f3nBXD7hLa+6WOd8avubH64eydb+LqSvxfaULidL4/NUxPIDvHL7mYTLn/3r12ww+j5mbIfmkIsQe3RiSa0U5UARviAqFvbZ0B4ZNZ9ADaGaeMG1JcrEr1EVMyDy0ml9cn9F0hslHlvJMGmZVS8EaL+T6KlNF1xn++PVDFkcZ47giXmjqyKImDa5XvfhEyTVtAsPjAo+iqy3VoaJ4YAS4MGp5eu9WsuN+dcLgQra8zVjyY9PziMG1Z/0uxDrQtBZ1FxOvpSZrZgF3VhOcIv9VwqadkD1dv+WLR3xTTa7RndQ163cdYeCIX0eMngfSu06kfiPZ8nZ5fwbEUgcGA3Ut2V+Tr1qUt7hUtmeLr8PJH3mxlKxaqsMYFynSeUebGxbvmX74IqHdtvSietLsLS/ByBlWHQogx256gFABycqxeNdKo9I3ZOLdl3PUboXF0I5Uj9aXTaaPApuHPemxhPLozZ8fXAWy6475hxFR4XGxYvTCU481ycpTtwZ04GG+4CAqeH03xv5iSHotRMzb3+0IG0v+SUzxxBEdlTTrmPjSkt4o0tuArQNR4XBpJPTvI4HAuElHUJbqUJNdBdI7iTXAK6qZop4GRs+huKcIQweFoZmJl1V1SHZrk/PZPCW+tnTuz17Dvx1PmGePr82uNI2TAjQ/Fw1p+W7ADzzR3Ij280DkSsEGzKTFbS1K97MH/4YsUk8D7mKAahWDK2mwdmFseGhTqI88PvEoramOA5MPpego/uSQdhLwmYfY42aeUBmiG7uX8wUT0A+3uNuMoAObZQbriJA6knGNHXRiXr8VBGfx2KFLTXrTr9QDDF7LVHSXpZRdQbSyBG05+NhRHmqyW8+dEblJVEBQEqjoAvs8KZSYvA8/qrj+bkp6oyhPghx2qYdOaH3RWoAbXSKSvPUTkZSMnjuW7wpRL17tqFkSgBpvPJv7hu2pYns62H9nO1qiPMDeSGtU7ymwRcA0b78J032w6PZMEWY1NvJ0ADpgY0c7NBQm4eRHHpdq0mtFeRa4i2yf7yNNV7SSRs3FMilK5mGPWy+PFfm5eCLKE4EESFAxLB93DE8KtkVC93GKbqFaCnigPhKAgK2guBjwKu7oOo3ZisRWj1q6bSpSgSvxNvhIJkim7nOPRiI9sIUEkCdzRXNYU/+Nivp8QHJn/pSBYZxUvJp1xNeW6S8VxaN0nykkE25Nctdj+2OFS61o+JUcwEEDTlFuElhFpIU0UqaC9BaqY0Uz8nQTz/17c07SDZ+ujkH313gtD6fdNsylMnDwtjf/5x4iz/CXhqOflNx9M6M6VKTXgXTu+kyNHYnyLV88HhbfaVG1Zns94T+6+wFaBUaHgksvm4jN7YCiTFhvMlSj+Hd+519yEq/5j776PssrQZduqoTnzNhUCdY4Xq/GVH3G1zsntwLRqDU3Xx5wow5EHjLosHGHn7WEtUhM/aRjdrTmbLTmrhxweTkVcmSrUAbU4y3vnt6gVeDV8ojBtWa+OWFVKcy3t/zNdz/j1XbCp69PuKsNg2nJvXxF2UX8xnsv+WR4THuTYaYN1nrW25TJQcW3pufc1EP+xcfvsf7qmPrY8fCDK87yFfezJQPdMLYVz7YHZEnD0WDLRTPmf3fzb/LZ+QkAeV4RxR3b393gvhzSTMUDFCUdP3r9iD8Kj2kbS7eO0IOO2DhuqpyHwwWPBnO+fHVEMzFUJwGXy1kZLzT1sWNwb8PXjy95uZ5y+XqKmTS4VczsF5KltfwAQuTpfjYhK+H0774G4NO3fPm4SAYO6c3OT6T6IQT7aX+0kfNidw8FBV0fTq4rwf1Ha91LxYUy2o1lULQbTOpOMNPdQDZou5w9W0FyJ8OTZqzIX4tECORc3lETJTj5DWXM1L2vrOjPnP5nZFe9R7XH7e8M6crBwU8VuvOkC8fivYj6MOwl/btAU9VJk9UaLfCPWgaF8a1h8Eq8ci4GuxSa2i7frTx+c47brfz8/NKTn9c0o4jinmCd0xsZOvpIJEE+goNv3vDhTNaMv5yf8eJqRriLwcAGCFtLem5JC2lMR69aXKxZP9KiFIn6DT2gU4cdNbQ+k83mW34tPjvg8CeKzUNF9UHFcLKlqiK6NhM5VyM0t+qXU34ye8jv5J+Q6JaD9++4SaeoQcfhwYazpKbxlgf5kvyDhs2ThGdfnNB8OoaDThrNVhHdRZhGrsfLFzOu70ZkA2mEvNf8k9sPKbuIKO5oXEL+QmwYXSZDNzeP+ZxjWmdoJ4Yo6dg+EV9r2xpm91ZsJgnufEB0Y4nWivEzz+13oJ2nZC8syRJAoy8Tgk0IGtJ+EBXuVdStpX4+ZHzrKU/7xqunMTcTGeCNziTXcP7VjOG91/zbRz+BvwurJsVqzy8+eyBn5knN49M5tTMUdcznN4coE9g+dOK5XGrKoeVyOeJguEWfVDQvB4xeeOKVpnNC316+pwlJR57VjNOarzYx9UCjevWBNgGbthQfyP1TFn8JF4+S+860b7ztamNJ5opk6dCtpxlagWbMpY5bvmvY3vN7CW56K9aH8lCGtF0nA/TsWlHck1rDR4rRP/0M/859lu/n++ZG+UAzFBni6h3Dg/96RTMe0WXy7+6267aUJqeZSE15+xsBMOSv5PfaPJYzdEdAJcj3bHoCcz0LHP04MP+6Yv0OpNfy/++847tBbTNSLN+3KAeDKygPNaYVWebqA5EX5r9K+P3nv4H7YMvhdMPl/RTdWOqDQPQikbr5OKCnDVoHhodbijjFpTHlqSK90Tz8h5csn95j/j8s8OuEQdLy3W+85uVmyovhET6KGL7wnPwosHxHhjnJXLxsg8tAM7Po04qOhOmvNNOPt7TjiOU7EfHGsHxfYdZ/9hr+rdERo6XG9xIw3SracaCgz/owAbs0pDf9w0QJBlt58PNYmjin6BqN3kp46uaRTLcOfqLYPBL54eBC9Rh3he+D2AbnQmExVW8ubCKaOsKP++681ti5kQfllr3xECUTzHaZkNwYjn/suPluijeBeG1wUYwfBazrH2iJvA83cnBr93KLnT7XNFKg0sJgKdPJLlGc/tMbbv7KEemtSEFsGUjmopMX3LnoenULq3cUNzZlcOlRXgJCb7+nCCqgGsHpd3mgPGMfkqm8eO+CdnsDeT2TbZHdgr6EaqbFDD3ebZFk6hnPpaHD96HNW3nQR4VMktqRItq8/VVG6NHO5T1HmjdUm4TRzxNMDat3PWHg9wn2LpFroOok4y1aKdIbRT2TTVLp5ZrrUiXbMSTksDz1LHuIhqnE6Oz6LNjhZxGbMITYs/wA0jsBVOhHBT51NF2K6aWj22pKN+kwAwFv6GUKSGBx/lJW+S6FzUMxndoCyjORISV3Iqd0cSB4xSCtcSeKOgxI7mQjcFef8ephi1mLp2p7pkmvYfy8ozyQyfWuYCzuaYKF5E7kBd3AUx936NuIk/8mojrs89F2RJ+1yHXaYUCdVBgVuJ6P+MdffYfk0qJzjz9q8dpKXlifSReiQDipGQxr8qRhscngoxHj5x3zr2eUpyIF2qKojiKqw0B6J7jZt05HVIBXIhntEty0FSVyUESj3ucZecZ5xWI1AAM/X9yndpa7V1OYOPLDLUnU0TjDMK15/eyQ9DwiXcH62w3n6xHdT6boNKCebgle0/WDo+mo5MPHzznfjvni+QnKeDqvuSsH3CyGhNJgxi1J2rBdZLjzjE+7E6Kkwy6NhNwetSTjmv/BO59yEBXc1jnGeLy3tK3hx1894uRoxavVGGM8w3sbNncDhpOCH568INMNbTCMo4rvv/ec16cT1qVc3PezJT++fUjrNWUTcZhv+dfvf8FAN/zzq/d48dURxw8XfPfoNR/NT+m8ZlMl1NOOaFJjvSaKHN5rmtpijCeeCpjh2XzGepXxb33zZ/z+1TskX6TYrchlk4MSrQOVzYnmmmo75hdOU92lqFqTzEq21rJ61+AGnuikZBh3FGmKHjQ8Hs45347f8sXTE+6uZSNdnQhpzVSiDrDVjowYeu9xwKBI7hR+bWimHp/109C6b5ycwq5l2h/1hNp6FmjH8jwz237TlMgWa4eMdqlsuTaP1V7e0w5EajR87egyTTVTe6qZDEikAWtHgepEfsdoJYCefVPVe3BsKZ6OLhUyGVqGVj5in9e1o3C2E4+eNZJJdQihMvgqohsIMWxH1m0m8hzT/eZvlyXVWqkJqpminqQiM5r2GZ8WwrB9IxVUQe7LGTzIFjTecB6Naax4YFhFRGs5A20lheH1d2J0K8+sZqlpzlr8MGDnFv0spZ16gcno8K/8zv/CXk71G8l+A1pa1m2O3ljSa7EPrL/RcjbdcHEa0QXN//7Zv8F3Zq/4nzz5E56dHrLpYoa2YdFk/Or2hNtowKPRgl+9PgUV6GYdKvbYcS0eppsB6YUlWikIFl8amm26l6j+fPGEv/ev/ZR/79E/5b98/G3+q59/g+gy2qtp9FHNo5M7Wmf4Z8/eJXwyxLxTcTDdsFgNqFvLwXjLXVDw1YCg4e5bii73e/l8ddj77oL45ttjOb9MUMxGWyZJxTyruRhPyA9Knh7cYZXnrhrgg+J2nbN5NZbsGOCiGLOepXxjdME/ev4tlusBZmklKqU13G0zHk8XvDO+4+O7Y6pnI7LrvgEfdVAZyqsBK+uYTQoWBxn5Rb81igI+D7Qajh/NmaUln3x6H7uUQbjdKKJC4y8y6iPP6Yc3ZFFLrB1fvd2rZw+8Wp4IR0GXWojbLayeWGxpiLaBZCm493qiGb7ydKlYBuKV1GjNeNcoKSGb1oHRS8fmvqE+ULQjA//6+yjf5/K6QDNUtGMZXJha3DtAn1MoloU92M0rTC1yxeKeIr0Vf2sz7gdC216aOnF0E+S+c4qstH19qagn/XZsI/LF8syjZg1+HZG9lmF6fQDNoccUmuW7msGV2D2U73kBtfjv24FizYDybsDDF475ByJv7YYdqktoT1vuHy5FsrjJUDcx2aV8ZsHAxd87ozqEPGu4d3rDN8YXWO15vp4B0iAWTj7r8XOHN4po6zG1Bx+oDhPKOOnBawGfGNYPI7b3oS61vOc/5/V25Ig9GjsoqHsvi+BoteRPdSLtCEamfpMvxKezel90q/GdUGGaceihHUHkEE7RDsW/0x44vDH7RO120MtCXE+caoQ2V13lzH5q6AZyg++mYZINIB4gU0H+Qho73VmitUglXBJoJ45gDfkLxfCVPFhM41k/EomDqWTNmt6KXwZg9EwM9PVE4a0QDF0mErbsdsrmkfxM1ZsQd8Zd1ecs7LYc8UoK5T4veb/5iC8jaZhKuTmaCZSnkL8WyaLyUJwZxs86TOXZ3ovpRoI2jzeB9M6xfmTfBJJa9n4on0hAdXYl+n1vgyBMayiPYf5+Cv/kbVw1v3b9aPnu00tDpXOihZapTiYaZ7syRCtFNZWivjxRZJfyOxYPxJOxe6i3I9FHq6wPLu1phPFS5Bjxqp9499etrnc+Ocv2TCSzyacagmJ7zzAelSwfavxVzOCVHEbrp29uI5f28AmnREJ6qXpZkaKZeaozCW6N+swdu5XPO2wtVR4RvCa9EhNo8UCa7GhuGX0h18v6aaB1qpdPyjWwvReI532uR6x6gp3AO6KLhGYa9gQiU8m6vz4IrN8JhFwM19qL565dJqie2JbeasoqRnc7P4ts79IbuPmrEU3sKLcJfh4zuYb1Q7PP/ujyQDtz6Eoobl0q31OI324hpEwgmlY0LuPo6R0n+YZffPwQLmPmZwabtoRONlj2sEKNGz796AHmoObpe5ccpoWEGdcDWmeYJiXRO56b45z1XcaHTy7wKD57nIs3YhOTTmoGRwK/eHdyg1GBF9czZv8yYv5dx/SswgfFO6e3bA8itnVMUcaowjB4ram6lPq4wTys+MbDc4o2pmhinhczbmzOTZnTrmLSVxHBWpgEll+cUN1vefL0WhqlLudsuKb1hp/cPqV1hu8fv+SH0+d8mRzx0fyUp+Nb/u3pn/D17Jz/dvkeRgW+nl9w3kz4vYsPuF0MGZ4UnOQbXm0nXC+H/I2nn+OD4p/V7+FfDnAjx+F0w7aJqJYJk5Mtx3nBYVqw7WIGxw0fL0958dUR6tBRHwPDjiTuyOIW7kFpB9iVoVomqMQzPN3gvSY/KCmcwgw7xnmF84p8VFFXES+LKTeb/K1eO8AeDDG4lKJ/J58xjag4fCTDOlvIOWP6/EhVgGk05al4wUw/cOlykfHarUgNpZBR0hgEKUKidS/BKeXPxSvZSNlSJDDNVB4A0QaaITRDCcaWTYLaB88KSUyGdUErieToG6Jd87WjdO2IrKaRn72bQO9obC4Sz5gbBMxhTZK2NI2Rwr82e7lmM+k9c20gWtHTUwPhWuIsVo/MPi+tOpTNn2kQOmILIAqQbFKhdRBSpwmcb8fc1QOuiyHNJiZaGexanm3B9N9HIttDCZ6VoNh4rSjmMe2wf+9ego+7ocgy3+Yrzyua90rin8dCRjQyebfHns1JSqc9D6Yb/sbpZ/y+fYfz9YjFMqd2lt8+/oLWG863E1pnWNcxi+dTCPDeb97yP/raT/lPf/Z98l8kbO972il0JvQeJhkMl++2qNKQv9ZUhwb9naXkTLqIXNc8yW6JBi0qRPvPsrWOUVzzyeUx3bMh7siRxp1kD/aer0lSYWeec6dpCyvesouY9FqxvddbTZY9bOyk5Tc//Iq/e/gRz+tDfrU+pfGWp5M7UttxMR9xkBR8mF/xq80Zz9cz6m1EfCOk3u3Tlrttxk+LR2gCy/WAcJnKd2fEo7b2OZfWoUeBxSLn+Eew+Fpg/KmheCgb6OR+wTitCUD3oGbuE2whXsPigef+B1eC529T7ErAbOkN5FeOZqj7+k5xdTVhOBXs/tt+7cilLgmEyJPeWLKb3cCn90rlCrzqicayVcxfi3yxGfcS4loWH763NpgGhq+lvkvupGZaPTb7PFvB2Etd1Eyk9rPbwMu/M+43bHJ/75gN2sgAp54Fgg5MP4bl+/2wuz+ikxtFtLI004A7abBJR7s2DF/KGbM9U/vFS7RW6FrjakN8Z2RYGyuBvWx0T5EF9hJxubfbHDYPNNl1YPRMfF2b+6bPUDO0ncgdo8uIy8UJLvOQeBg6mqnaq8uKxx7VKKzXPBgsqX3EeTXg1fkMe2f7iCrY3JdGMN54qqlh9Z5l9pEsSHQpPv/VU8XyvVS8xVs5Q0Nv//mzXm8NUb9rhlBSUJpSkV3Kl6uClpyASr7YdC5+HZ96kivRpKLAJKI9FZSo6NFXHzjJIGoUplGMXjjaXNEONabui0Ur0sVm5oiWZg+myC88178Jfujwr6J9JpLyMLiQME3lRNa3uzjstl//rgTraRppYrYnuidUSeZYmwu1TJoaRbzxTL50BC1TjPRGPpvyyOzlJ6YMpIvA+pGmy1Wf8A2NhuErT3rTewmGkqeWLALZ5ZvifS97jOWhbWr6aYQE6bpEU01FfpC9NiTzQLJ02ELMBkFDcrdrTnsNfy3bL7sNspHrIN5AetvSjhLWT9/GFfOnX7qVqbHLAtkrKTi2p30DXPWyv9bQTGR7VR96fKQJVhHPoVEySTY99MClgWSh9sWApKdLA5Zdhb5pEPmoy6Dtw8ZtoWiO3tB+0l9mLB5HEHkpPProAe0C2YV8jnYr2m6XCCQmvfWUJ/KAAjCF7r2Rcs3sC5JaUxYJg2HN9p6jqRRu2hGPGpoiplpKsHl6LWvw9SO9R1u7zNOgGb6C0cuOq9+0dIdCSnPXCZNP+2yLVq6XLumHETagU0c2kCy2pjO0y0S8I1uYftrSZTLxdoNAe9ihs47qlchQSpMQXVuSftLfHAoWu8uDwCcij1dgt4Z4DauvdW9kxm/x9fV7V5wPx7w/vaFyFjNq6bxCW4+1nq4wxAtN9KCl3CbY45IoclwsxmyyhNPhmlmy5bbK+XJ+QGwdp+M1l0DtLA+HCz4v7gvpKdVUtxlV4shOWyoX0ThLljUsfssQJx3DuJZrQ3ue38zoXg/E+5IGtg+kKY9fx8TfXEqwcRNTt5ZffPqQ8fGGs9GaJ+9cszxLaTpDWGaY8xg6ISS+Op+hBx2d1/zh+WPWy4yjozXvD654NxZZV9HF+KD5v5z/Ld7Pr+m84Z3hFQA/uXvAxVeH2KVhM3H8cp0yGpcEr3hRTJkmJXHSUUyFaHV9OyJ48dQuihnLwwH54xqrHR/fHXN3NZZhx6gTQI71BOB2McTNE0gc6kmFqiJ++P5XnKUrPl6eMklKfhHO2C4y5uTESUtTR2SDmrqz+3y3t/mSCawULAAomSi7VAYJLn3TjPkIqqOwR8UHK6Zvu1X7wNJdELxsC0QejeJPeXtdIpupeClbJW/loe2yPuakN9R7Ay6XZ5Zueox+H2qve69veRpwqURdBBOI2j74N5GB1A4AFS1lwq67HuLRn4m7Aqw8UTRnHTaXAHKrPafjNTebnGpr9luyrs9LExljkN9xICoY06i9v86W/XbM9rlkAVQLCkV8HuHOI5pMnmP1xPOi06RZQ7FO0Su7B3fsh7sHIsHbST4B6okm2gayq8D4K0+y6HCpxsWaLlM8797u9bNtYg5epXRpQDsl9EE9QMeO4DQ2CcyLjL//sx/COuL03RuUgtd3Y/7B6jtoHeg6TT1PiW4tSSMbkW0X8WC8IDjVEzMV8XkiNUAt12MzA7U1JNem30wGjIKHhwuMCnxRnwLw4GjBV+sYgkV3imaZcDEcMRttWS5GdK3Bnjqc1xwOtzwd3zK2NV9sDlkMMrq4o14l+3iGYKUJc2nvi9xYfvziIV/MD2mdoXg1AgVf/+YLrldD7M+H/Hxwj8ZbPro+ZbtNiNKO+mFDdBUxOBTw0OvthG9PXvPDJ8/5g8176K0BJ/eWrzS38ZBtHeFLy923FDt4VP5SsXkqQJSAhMVnw5rtoaWdKlQvt12WKefXE3wRoQYeV2m8VRSnZp+D5xMFK0sZJ3TdW0Zr9q9kLvFJ8VIasPTO4yNFPVE4I9tu3UB26/fo+Haj+kiM3humBXG/y7K1ldR0p3+45fy3B7IRd7JJ9ga8kWFyvO6HOGuPi0Q1k8wDw3NHefjGU7lbsign3tNm3OfPBgFXDC57hHsidT+XMV1mMcD6qfwdybkVOXN1JN5Js5CatDyVui29k5rYVAFTi5qsHcL4CxnAdAMBDzXjPt5CSbPYZfIzVJAsXruF8kwUd6owPeMAypMeduIUoy81y1HO74enFLcDcIr03O6HWKbu7/ETkWqCgNaW7xmy60BQWqJExj3Sfi59RLRRrN/xf64X/q15wiSTKxCtNb43BJtKcobsM3nzxT3xbXUDmVSpVhoKl6p+oicNjU9g9Ll8IMVDKai3PZkkmD7pWos8JCSImTANkHhMJX+vOQyUnUZ1AXsra9FoK34p5Xv4QKz6TC25eOMVNCN50IkcTwgyQdF7fcQf5I1M+aRxk+ZIeaHdqBBQ3u5lWLYKDF96ymNNO5bEc5cASrZeg1vZZjS52vu0yuP+91n2NJbJ7jOSLzq9he1Z/zsE8Jmntoq51j29JfSTUkVxarETKQB2ngbTZ0zs1qYhSHNRj/uHpQMXR3343dsvhAhyIePVm6YpExmh2Sr0oCduOckv84miPvDi9wtWDgSl8EbyaHaBhfVBIH8tumSUFAPFQ5mW7CbBwdCHBr6BK5THcijHK6g3GjcJdGPP5pHeT5h3xvr1u9LI5q8lCLW4pwUNXYqZdudv7DIp1LpMfITKKcqzhO1D8WH4NKAiT9fKw6cbBrpt3xw3YmJvR/JzbKHpcs/6kaE6tBLoHHnJUxl4vLXEK/GLJXPxihEUKmi6LqHYRBSJQy8iIQM+bqiOAvWVNO5Rodiegc468lFF8RCq2wS9NlIcqZ1fpg8zbBWNAj/16LylbRTplZHg27d8/VjjGNqacVpxXQ15vRjjSkEl+9pQVkYKpG+uORltuPCKtjV4r/Be0TmNVZ7GWb58fUT6ccrqccvp19YcDQsi4+iCJmQOVyviuaEde/LTkpN8I4AOb8jilu9+8IptFzOKaq6rIbflAKUCfuAwtUiImgOPvb8lz2q+f/KKX85PeXdyS+UsHzWytmi8bOSGcc2z+Qy1MZI9lXjObyeotcWPOlZ1ypPZnIcPvuRJesvElNy6IQAexcv1lBdfHPMvk3cYzra83EzRKrAsU6GJRQE9ajmYFixWA7pNxOVgxNVmyCBpGNxruD6fED1Pe49gIOoU3Gb8TD/gWw/OeTKZs95ktJtY8tKiQFjGrFfRXvIdBgFrPc6KVPOz9THXRc51kbNdSqhhNqg5GhY4r9EqcL3OSaK/BKqLkut4F9SsO7UPT5b8F5nkmkrRjjzdwKFiyfViGfW+FHlmyDOp31QpOSfSPhNL//e2U00kgyBd98VRH7q6Uz+4GGx/Rvl+W+UjKa5MHcSjek+GIMGE/XnpLXu/WNDyS+xiSvbBpdGbTVib98XNkSeZVBKEuk6Jko7HkwVznUnRnQCEnswm76OKlOCce7kjK5FdAvhYPM6m6iEeVp4lygdpOEdOPJSJI8laXKdZXw0ZfBVJvmP6Zpq8I7r5fiJuXP+cGEnGlXZy7neZ6X9uJ1LQt8x1CZ3Iv7Yn/XZTaToX4YYalQkSu60sqocDzdIScxg4v56IAiHxIt3qj8h4KY37n3z2hONvbxgdFqzfVRLibBJiq3rpquQxhj682G5lgzkZlALwWRzz6eKYANytc1Slxf+8CBAi7vKhZP2NJXj7BycXLOoMFzQ+aF5up7xaTohtx+PZms/8Ea2GMvRr1XFLG1lUo2DaSt5iFdNsY0GDe/jk9SnxrzJMA/OLMT+uYpSSSJPxoCI/XLA6TTkdrvns6oir+YjjdENuGsywRQ1bvFP4JiVEgXTQ0DYWXRi6scj715NAdi6FlisNZRMRaU9TR+ha42NPtBUZ2maRYW4j4krRHDnqI4dLDMmdEJO7ATTvlxzNNmzrmPLZ2yez6tYTbzyDm0A1k2a6Hut9tER269ge99EVVSB/pdmehb3Ps5mo/fkUL6WeLM/kvq/HGm8Too00SPFKVGMacEauM5eIFabpI2lA6r9qJjLIsq+LQyv3d3oboG/M4rXIje1a4n/+1PDFyTKmGzr8/ZZqLddNemllmLQQQniw0I087YEAmrJLLUMrILvt2N6TZ0g7lMWHnJOats+FkyB7tYcr7Wwb9VhLrTNQ+1oymEBwimShiJeytadVFLcDsufRngTZ5VKD27LPGhuLOim9VnQbGbZvHkqWMLzxvO+VBqUMxP68fNS349AI8pDqBgE62ShFG+l+u6RP/k7erF5NorAbIa/9OkZWsj8UnQ77N2G34v0hlynXLmNA/gKgZcKWrDVhEaPafrOykalidq32B3gz6h9GsRTeKkD+SiZLsvaVrVp12E9gYvlC9HAnIRTJiQTYhd5LJTp7aQ4jyWK5J2+qGwS6nj4TemLVTn+vepJfsnSUh5bquC+Ytfw95UVz30yEZLfzAuz0/ruparyALtVCzPHSzOyKf93s5Jgis9l9pgLtkPcqgaT9pq7frmHeyCZ3ZL+3+QpG3tfgIrB+IpuvYALBaFQs71O3crMV9wLtrMMuLH4YqM46stf9BEPJFFp1EiwcokC00WxP+ky4NEjeSq2I+iBhn7z5PLSDwZeRbEuD/FzlFDrtMENPO7DoZURyq3EZNLNAO/KEg0C8tpJ7l6o9cUya6EB51nvRamnChjfy8GyHCvNZKqb/3EGnUbeWuJRr0WVy2MmESchDQpGUYrd8r6HLWiIdaNYxrhLAR+ihLPWsv4YjGSAELUWxWRl8JJIMl4KyIsOsDg26DfsMMF8bqijCWEc7cKTPBNlvCwmRXL8jE3lb9ZKryOJtQBnBYtuNhvbtNmGjqKYLmld3E+pNAiqgY4cH9NJKzEQfhn61HlK+HBHyjuxI8mYWdzlNZxgkLXjxsiazimksFdxXdwcsyozT+wsW4wz1yxGqU1jtuS0HXN2Nca0m1IbUdvig8JliVac0nSUEBTbgkl5jDCgVeHd2y7pLWBYZ3UiTmo6DUUHZRNwVA17dSqFmNkYk9octahXhlxZbKdpMM04q/trsSx7Gt9x0Y360fkLRJWy7iGfLGetNBiYQ5w33xytWTUKk5amhEodPHKeHK5zXdKuY+NpQ3M5waWD4zpJvHF8yiFqeuWOiW9vLe2DzjidLW5ZNyiiu6e6EDGesx9/F4g+OREKuTys00NQRSsFnd0dsFgOCV+jIoVcSUF2VMQvtGSQN823G9nbA+NHdv+Ib/wt+9WdLtBHpjkv6IUPKG9y56mXHo458WjIdlJSt5W47FQn56s0UWjkI/XNOeUWb9bLC8ZthpfiwpAixa2n8UG8CoZVHip3+jLcSw7UHbeQLUF5k17tsKnkvuwBSaeaCZh/anCzlHtieKdo89P7h3tMzFn9GFDlBkpvAaFCT2pbWvbEAKPcm3F7IaVL861o+P1sHopXEgXSDQHoNKohE38dhL5P0cUCljiRvOBwVlK2Va9XL1D/ayLBzV9iJfJ59hqfqxHrQZRIbqmp5freDfnsRLF36ds8dkO+nPezoJnpPP0bL9x5qjeok5Nhu5Pv97OKYOOnw1ZsyzFgPQ08LoOT8NHeW/+9Pv8XwcMvs3orZoOR8MGZ7M0C5vgA0AT3oqE4VwRiUC1wvhpRNxHqT0a1iyRk0HkzffGv57F2jcZsUnQSm91Y8SBdUXcRFMeJ8OZZoDWAwkHXAdx685tPbY9briTwXV5EEyA87RuOScVozLzLC1uCtgGnUbczgdaA6VqjSUIcUM5JKvzAxedyQ2I55lVEvUvSgo+jEO3LUB95v65hFY4SSmdWUJmIzjrBZR5K2JFHLsjwQ1YlXlLUoCtxtQjIXSrRu5RofjCvKlRTbOm8JQdEBupNNWH3keXC84Cjb8OPrx4y/fMtaVvrB90SjnWf4qqGeWuqxJioC2a2AOZK1Yv3I4GNNMhdvmC1hcCWWnvYo0EbyvM+uAsmdNFy2DpQHmvGzjvkHEVEh14A3vS0nEeQ6vMlB9JFYagCmn3t0A2EU6KzUDdFGGi7dwPBVg4ti+Xf6jDLdyZ/zsdhalFcM8hqXtgyzmms7hVYRLcxeKSQ1fCBkjvpQLBWDK08z7gmxN1KL7mwVIDRku5XhVjsSRdpgHSS0uj+/7TZgC/l9miCLE7uVJUYwMryhB5gRxOuqOqnJQM6deCNLpC5747Pthh438JJZW6o3/3sGaiqf0W7J8We93k4TpqRJ8JF8AbZUfcp7nxEykq2EcpDMRZoYL8M+lbod9hpVQ1/4QnUohSEBQQbHjmbqafNeRtfJDWbWb7ZR7VA632YqzYl2MrnDygMjHMiF0Q0dqlNk56aXHYLtc7hsBdtTRXXEXnfvEnmQ2qpvvNaeYPR+u9Rl/YMUaWraXKaS3dABpl83y8NQzNNyAWrXS9l2SFAlq9ZgA7hAO+ofWJ3oOVwihfXuAauc+A5Afl/TG7GTW/ldd9ITb0VG4iP2KGTdyYQBenlJ29O2yh7v3mv/BZP8dl/B9nk7uRg+Qy4TcO8VmjdFiYshPC45m625nZ/INnFa02w18Vz309/+H9UQLUQmE4xQKV0qN6LZ9h7CTL6rnYzIVILl3571KOqBFA5+HRHyTmRWWm7WZiZRA6pRkHiqg8Cw6D0WQT5TW/ZJ8E2vs+7kuwoW7GZHW1MCJhg2uE6jXCQUtWHYb353m9bKQnHP7QPLdSwY+ra10Gn0VjDA3kqz1kwkLkF5JdcQ9L4JTVRIMbV93PWNlRYvoN5pzQO0WjYcViZVsu2WaydZeaqV6TfAEK8VaCnAQhxoh32h177daydRnUgCS9H1xrOK4aBiXaS4lei7XRKoXsnFnl5pqntGvAONQRWWLSltJvjb7rjFAF+tDrDaU25jikXGowe3jPOKTTfCbhSLmyELrzBLg+nkenqRzUgHDWUb0XSGB5MlTWdoihg/cPhx/5m+zPnj7ROU9RjruNqOiIyjaq0UEkWMvo1IlwJQaEde8t6MSLFU0KTTitS0fL495p/evM/leoQLikHcstqmVD3dKz/aMkxrEttxL6qZxSW/9KcsvELpQNVErFYZqpbsKlNA18iG8CxdMYlK1vdj7qIx4SrCVopw0JBErSChNyOyV4btuw7X7bL8xB8YTSuGg5r5zQibdmSDWmQ+hRUPwxAYdrIBXkesrlIWo062UoljGL99XwbALi9mZ9zusr4Ji+T+DabP3tIB5zSd19RthGrF/9uORFGxQy3vPL1dHihPFdmlkMC8leeLLeXZ1Q1549PwsuVSLvThqL/2PNwpTUwvR8qBoPoBWV9M9JQ1einNrtFzaeifz/0GrZCCrR15TE9BNaWmyyxdKp6g0azieFBQdRFlTwjl1xq6na9Y+TdkRfkMhTab3chzDPqpvTAcevhIICTyXPdeMS8y6irGbcR7tHm/o1wbTB16GJKco1I0KVQn50rxUO2JkPv3m8p79FYGrm8dChRAJZ54VhHHHevrIWZlBDiRBELc4asI08pzZWVzmiTAQYfKHOmgIU8blAqso5TKJtBoojtD/rMY/7e2PJ3eERtH1Vm8V9RFLGeBAq0DbtJSRYH03MJ6yPxxzGBS0lkLjXjySRzVPWhmCn/UMO7DjX3seTBZ0gbDq/WEm9cTGbbU4s9ZH0ZcaM9fv/8Fy1HGajyQJn0lH2w6qTkeFmzbiO11zuhzy/aeh9iTvorFOnAQRAZfGFwUMGlH2xoZmi1TyU/MHQfTglWbUnYRo6RGE2id2VNu87ih7Qy0GmcMpC1agWoVYSzxRdU62SuAfB/VUJ84gvWkxhNiTxeBvk1g1qDyjkYDRwEzalmWKRd3Y+LnMcni7dc93gpUwzSa9NZjmkBUSo6rqR1dZnA9A0Dlag9ek41T6BsAhervM93B+CuhHgYl96rdOgbXhmThKE4tvvfZh56MLTaMQD1T+9xD7cDUnuxG4WMttbOl30qp/f3ukn5Q0g/3g6GvBxTGgFlpNlGOGXaQ1ajEYXJPayOpYZxCVRJ9satp6wPxuO7OS9NvpEwTKKdCKY8Xchbt6tmoCPthWZMLUXH30q2cyUHL56cCONsHWeuAKs0b32z/mWgndZK3YOvA4DzIEmP3uQVA9ZmEKFTDPjBbuV/7c3/G6+2AOZRM2nSnaKa/No0zCtPKRKwbCJVt+AyiLURb6eqrA5FvRGtJ6K61wscKlwfyh2s5eL4a4bYW4sD2RILldLcjvvV62Uzkj22uqA89ts+YkJWrNNwuQj7B1KOWlngp5EBbBvKLjurAkM491YGl6U2IuhUJYbSS5PFdVxz6Jd7uoHfZrsCVDWC8VgL92MhFHhVQHSlMj/vcSdpcInLHrE9C932mmctC/0BV+z8bdNjTqHYbqqAhu/Z4K148n8pFqVu5oLyVIkHkG/LgtXcyWWiHb6avUSEPfwGFBFRQhACTz6u3ccn8qZeOHOXDjvpQi8QQRJrYEwl3G8qg5cG9rWPxiy0sPm9xI4fv09l3t1+8kGa/y2XNrJx8HrtcGtkEBtBCOUzmsh3tMimoXQztzKNLJUZvDQw6QuJpphqXi7lTukQZGGw7s8/LCIjMxxZhr+X3US9JTGX60k49TRTQectkVGK057IxuG28P9DqmUxvROb0RrpCAF9a1nUOTmEKjd1osisx55YPHKpVmElLFHfURYyaR0In6jHbwYDKO0Kn+wwPuc7229dCE4zGJ14miil9xAREhRZPi5WHiep2hlu1D4vdAT7e5qv0EalpGU5K1ARi6+icJo4d28OGrk5EZoYUdd0oEGLPtkgJd4kMWbShDdKU4KF7NuTc5Jh7Jb60mJXhVTwlH1Zi+A+gKkPQEnirnCJUChM5kqjj9m5IPqoYRpLfhQedd+TDis0qI9QxLCOCCrRDxzJLaZ3ZY5GD7+XWyc6PFCDyTO5t8EGxuh7y/uEdVnt+dnuP61dTVGlQBzXR1FFtEkJlSA9LRlnF1c2YpjP8jQefY/DUrYVS1iVLBoTefF+fyIPRVArfWL7YHPFyOWG5HAj1ceJoK0uoDYtFzmBYU9cWlQfMoMNtrVC+jmpOZ2vKJmIxz6HWPHi4YJxU3JUDXm9jwjxGxZ6jQ0FVv35xSHqlccuY+qxlcrj9S/GEoSFEQQqdXjrrMmkYZMMj52TIAhSWqtFUqwRVGuxG047DPsRTd9KUqf7c7rJAPRVpflDsTebRWs6Exr1pJKJCMgCV7um0yNBN6X7gFgJmKw/5eia/Z7Tum6JesWCasN9+uaSXt6cBn4qR35SK6Sehf770aokg26pgDU1qiaKOYdzQOMPtNsfVBhKHayWAVWiM4umIV3KtdHmgOuqnyAomX8izpJ71A52sp9T1DZhKHDryOKdprzIhSlYKd6/myXvXaBX44sUx+a8SsltPetvhMt17tMUz0w0szUQm+0Kc7QNgUfuC662/nJIAawVGBWze4sqePJm32MhRKfA3CXHhyS61bA6O5K+nccvpcE3nNZ3TOKdoVSSWiiAb87NM4DujuEaN4aK1OK+wWYexDu+VZHu1QqOtzjS/cXbO6+GEF8+OUKWBScvsdE4adRgVOBms+RQoipSBbVi0GfNlTnJh+6xSqTMKLKs84xeLe+RRw9nZgs4ZbtSIeNDy5PCO1HS8nk9ILyzxMlA8BDO3DF9IHlR32EpuW6PxjcbknhDEm2bngsBX39/wYLRk3SbcbHJi60hsx7aOMdpzNCgYRjWXyxHxrUE5QxPFFMctkQeTt/hOS7xQ4vDjjlZLZEhyssV7xfouR9dSayXXmmqqGE23VGlEmrScjDZ8eXmI/SwjuZPr9q2/ZLZOvPGS2WdFJheMop5FAnlLlKi7epKibmUQU0+0DJVL0EupWQDilROpYayJCk89i9Ct+P1tHXpCKvv4BN1KvarC7hzqa5VYNtu2kDpehsjyM+pZoLgf0Uz7IUgDPXNHwHUtuFLOqPR1RDs2XK8jooXZ+8zzUUWeNFzPR/A6JdpogpWt/Oo91auUpKeINmEPSmomnqCFB9Blb1gJm0eSx7jzvwkboFcz9P+9GbHfkHe5bE9NpQgmUB3sauS+dqkV2imYe/KLjmUeSa3vQbV6LyP2ViZMuoFgwp5Hof+c4fPbmQ1paVBUpwlmZyqWkEnTQDr3hJea6rBHdEeBkGu292RaH60U2a3HtIEukxyvpFJsxkOiSY3qFMnraN/51lPpNkEKQuXlIhw/72imkYQj+zf6eN0Kjj29ksO5PIkF3971KPkBuM8t2zOFreTi3gErdrILguQtRFtPcSoEl6jY0WfUHnvvbT8l7CC7lOYrv2zRjaeZpPh+MxhMfwOU/KmtYbwE3QSKB8hFAP325Q1JKypEH9sOen1s38RJXozcuDsJR5e9kbiEfiWb3IX+P0N92BcOXsGgn7au5OFm6kB0t30rl8yvv2bJlqOHC26eTyXxvLDoUveB29LElqd9gvnLlDKkRIUifxW4MynqqKE51PhI73NvdjdHtJGiWVbXUtzYUhEtJUMjuZU/k1865l+zdL05tR1KY9MNHWbSkkQdrjOEkYdRS1jEpLdWps2jgD6scUXW34x9w5gobKp6rK/8fFvId7P6uiekDtUHcGdRy1G2YT1NaG4jCRo/FC+a6hTxXApzs+5zXyYOPZSHj15Z8ue6L95E0iuHhSJJG945vON2OOCiOiR+rsmuPaunmmYQCI2sDnUrxWczFqljtBTZQzsMNIn4DkOh0FuRelZ9EPVuItVM5AAevpDfoRmr/cT8bb7WbcLI1jydzSm7iM9fHRMqQzKtGI5LNusIs9GE05qmMejEcXqw5mY+Em14owgrTX3kGDzYoFSgupuQXGu2w5jozuJiCRpOpgXmG3OazpAazyBuyaKWVZVQlAnvn9xwuRkRSkN+1PB8NWNzMUR1CpO3WO0ZDGv+jW/9mMy0/H+efYvVF1PKYUS9SrB3Ef5exeigYGMyfNM3iQeO2fGaDw+vebaasd4atAqcpSu2XczmIME5zfFkQx41rNYDOqc4m4rU0BcR9x+teC+95p/N32d+OZbBwtihdU/3BKKDiray+NuYcJfys+Vj0nNLHHr5nBGZGSoQVjHb6wQ/6Zh+e07rDFVQPHx8w1G24Wo74nI+wdxGDN5f8p2DV1xUYw6yLatxwsYrTo5WZFHLYpvJFjITeE4dFJsipfNvXxIkq+5+6lr1BUifx5UshObb9tJ1s5QzJlr3fqMgMJ7dsA7/5qFPj1VuZp7NE/FxisRaUR6r/ZBMyLBytjdjkdm5tM8AzKRgEjmkNE12Kz+rHQXqA/GLZtdCVuyyN/6InfxMtQo/dDB2dPMYb2TYYvscm2YqRGCVObQJ1HXEJUOqMqZrel1j0/vKdv6uLKAakX3bCqrjAMcVnQm4VYzyFlOKh7U+9KJs6DRmo6Gy+BNHHHdyr7UpppLneVcZuRYAtbGYRiBVyluUE4miaWTardsdzVKAJkH1EsUBgCa/9PvC9K29TCCbVDSNpaksWd7g7jnJ0msM7SKRrLwVLN4TuEl5JoO/sLUs9YBB3JJHAkoapzXPLw4INrD6mkdtUhZNxteGl3xn+JKXzYzfV+/gg+L+cMmrzYTrxRAbOepDi3IaIs+jbE7jDC/8scixx3A63HCQbDnfjpnXA4z2pFlD5SIqF6GNoznwuFj8YwTocg+t5ovnJxwcr3hvdkvjLDeXY947ueEo3fCru1OquxQz9Nz+0IMJpC8j0kXH4usGao1qRZ5Mv0kOToFXe8hKEhRd0IyimqswZL7MMdbhnMRjWO3JbUPXCfAq2miyC3CJpbvfMMkrlssBIfIMZiIjL7dDTKGptxHaBszcglcMrhSbdztM5OmcJnhFEnU8zBfcjTKqcoBLoRq9/U3YLkYiXnZyfefSiHnzplnILx1dKmoql0Jcvtmqmwqy6x5icajZnimUsygfGL2sKY9iqpmmniqRMVb9e9Jgir4Jc5LD1aWilho9C0Rbz/q+pevrQVtAduOxpceWmnomoLDQK+B2eYo7NYF4t5TkENaK5FajLyUPcqMt3VCRzAq+fXDBfLjkJzykey0GUD/uCPcaus7gK0OXG3St8NbQDmWg1AY5C4KV87Trz8lEyeCnRgZZyrG3VgQtZxEqkNyJt731AjkLdlcbApNWVHcHCYOXhmQun1EzksxM+ccUGGFNBPphdm+DcalsyP68s+etlETewuqpETR7Gsiud+GSAIr1A8n+cil0TsJiR19J09DOhHy3fmRkWzYS0t/0M0eyMGxP870sziVqT2rBywPBpUImsZWnOjD7fC1Ty7asHQlwQi6kNwW5bnsvS9+srN6FZC5bJVNJ5+8j0dATZEKg27DH3NstjL/0aCfNkC3lYqwOVb+uFHNyqAKqC7QjS3XUS1watb8B8yvH8PMN6w9GqE2giiTPLJn3Uo9eXqJc2DdTtgoki454rWhzI1PAPvPK1D16vjds7t5HdSgYVOWEzJgsRLYRL2UzJyALeZhFhUBMqkPF83/7EH7+Nq6aN691lzJtIqJZLbSm60hyUJDP1EdqP80wtdrf+LutYdtozKzGjRVtEUmj0svkRi871g+sTHGMSB3bXGHKmPgykM49dusojyXs0FsYvu7oMk12rVi9YylTL4AFp4jTjieHd2wPY16kh0RXEeo2xqWe/Fzt87qUlxyeZNHn4UWK9qSl6wEa1njaMiJUBjrLK6asxwltY9mBSqonDUne0L3IRd40crLFNR68ItwlxBv5bPJLT7JwzD+MyM89yhmKh4FB0nKQFPig2JxuWA9SVoXFrnr8bOrgJiHutdIiWxRZEfQr9lwoh22tiZeSydWlUB97oqWEl+tWgtPbsQBJdubi8JbraNcafnZ7jzxuWFUJLCMYdhyNC7ZNhC4V+SvFxiSM3l9yf7ziKC04y9f8zN8nLGNC6hgdFdwbrTHas/xORWo75tuMeTTk3UfXPLs6YFtHe1hE01i819wuhnSrmNPHkoWzKRPefe+SPGq4KoaoQU+IVIH1JuNwuuEHw2cARE8dfzJ9xOd3h3QLK413ZVl3A+x1LMTTvgjvvOblesrtMifaKJZ1ynN9wOuVjGwfHi7468efc2Q3/DfxByybjFmy5UdfPUZXmoFtWLqMj29OJE+pL6J9KzLH6DKicdJIkARUowgDT/W4gVaD9eQHpVAjVyOqL0bkLzThdwu+cXTJx3fHOKfxQfHxzQmbm1w2gA+FfvZPXr7PKK35cHrNIsvYFinTtOTVckL1yYTBUh5g9YFguP1QwClv/RX63K/kDaQCJZ5iU8p5EK3VnkaLEjm5rZAMm8A+87EbyKRWN4Iv3oWXdnmgOXAEG4gWEtwtvoWd/6mX+QSIFzJV3QUau0yecyBhzzsCrOrkz/k4UB3I74IWL5rdqr03mABdMHgdYOBYv2tJbuU5Uj5wMG6x1jPMK06GG8ou4uXFjOhFQjiSyInsXLDQ0daTXSvavPelXLfUE8P6/cBsWjBKGp5tj3qCK5SPWkYnG8GmXw2kEdUB12qR0jmZfpta90HREcXtDLtVHFwEsjuHixVR4almhvJIYm9MFQhWSGs+CoRG3q8p5RrqBuwlkG/11UsCeZXhD1ra2NAsE6I7i+l6ieRBx+LbHts/k9qxI5uIuqR5NuTV5ojsaMuD2ZJvTc+522ZsnoI2gQ/vXzKNS27bnJGpOLByjtedpXGW6/mI7jYlxB4yIQbH5xH//P67OK+lSd4odJ3wUfkQlXfoyKO1xzuDqwwXyUh8VJ1BTRu6yOIyI3KxUYs2AfMyYvv8CP33bvhgdMVP6ififQ2a2/kQu7C43GNGLa6QEnP12MKTggjgq4EQPEcNZwcryjbiph5j7wy2UFRmyG1ektqO7SZBaWgWCdOzNf/6g895lN7xz24/oJ2nMPSMPliwXA7I8hprPMvFgOhlQpcFpo9L3pvc8MfqEdsXQmp0jSa/0hTvdPg7i2o0rjRsNwMIinlQ/DzcY7nKSVS/Xf3LsBR6IQFuT2XrZWrJxdptvMbPOwZfrWjGU4oz8V7t6NgyAA0kK0dQb6jfAv5RdJll88DsoXLK7RgJEikRbWXoXx6LB0v1D+q48DS5NFpIKUCoZdPcDE0fxq5oJ/I75K9F6je4kOYxWgdcpIQ4G4s1xjTymTYjOUsHry23bsa/qGLytCEb1FQP5DxQTmFMwJiOJoAedLhWsyEWSuit6PyUg6iUs7A6kHq8y2SD2U685PQ5qA9DTxcXJQBKQCzNRM7UkHjM2qIiGdz7RksuWiU1+vybiu1dLAuAlQXVL0Qq1Yegy2B98FqkpNtTTTvYqe7+1a+30oSZRoq1+rgjWhmyayGzrZ8q6kNpR3cQAN0pjn7qKA+lM3YrCb3sMskKU33jMP7JFe1vnzH9zHP1QwhGE693Gvp+w9N3oNUh1FPN9DMvmV0+UJwZZp80RJuO4kHK9kjjrXhZhi80zUQeUE//4Zzb708pjxWDS8/2VAydO+2tqWXNvz1TXH9fM/kMDj5quPhrMct3dY8ol0mxZMoEhs8Fba8cHP3hLd004+XfiSXwsFB7aEO8lhth+fURugu0uSa/cOSvSrKbhM09SzNRe8pLOxJZWP7K0KVKfF8u4GIJCTatNGguFjmiacWcuXkE3dQRXxtGzzxBCzykPgjkLxTxWiQeg/PA6EVDsIrzvxYTbCB/+TaumD/9airLdpOQZC3ffvCa5f2ML18eE72KsRu1l87prr+Zz97cWMPngcXQkB8VBGDjNA5QjaI+NCxsRHkc8LFkUHS2p/aZ0E+T/B5zWh4phi8DyXVF+2RAcSaSRnce0RwpoknNdLjFao/RnuFsy6bNOXqwZJjUPBseEn+ZEi91XwyIljha9yvulZX3UfVgmoVMket7HWFrWWzGUrTfryizWPTvncFNOoKyEIXeR+TpVrFIngayyVg9MdQ/UHjryW4QTOppRWI7PpmfcPXlIdFCw9jDsKNLPGptSdOWKoqpp1oCvvu8o2TuQcl91a4jIU8e1hQ25vBHkj93PRJvSeind7pR++a5frfBzO2fq43+i3gpE3BeUXWWLOpYHta4dcTNKufD02uK75WcPx3j7jLKT6Z8HqZ8PHE8efeK33rvS355c8r8asTm+ZhP4hH5ScG9yYrMtpwervnjKuZyNeJ7j17yo1+9g/40wmdQn3W4SYM2Hrs0rP/5CVcPDgkm8Lw1RHFHZB1KB9RFSnTXby++VfF//Oxvc7fM+fDeFQeJeLYm377i1csD1NagG9l21geBcFbxtQdXLOuU6x+dYqt+m/8PTvnJd9zeD/TlRc7FcsT/6Xt/n7/56GP+8fo3+Gx7InKpAD/5vQ/5o8n7IgdLPbrV5M8MyZ2mOlJU3yklKyMoQqPRXvK7krShriPcJqK4HfCiMQSvOf7WNRfjA9SLMdvZHT88fcEfnj+haCIi4yBAfG1xG8Pl85z0RnH+wHP8vYIfHL3gKNswrwciA8pGhJWhmQSRVCYd92YrjrMNv3q7lw8Yv/c1ScZg7zXe+S8Ce9XA6KWcFVHhaHNDdWiojnufnpNN1S5jpj70ewm0Tz1EHmoBKPlY7c3cPlZ7RL3qBPcMPWJ+KENNU6k9DCcqpFDLbmTgVx3KYCoqehVDDzKyJYQGmRgb0E20p8ZuH0ijqDpFlLaM84q2M7yYT6UxqkxPG3b4AKGn7sYr0RYnK4Vu5Pdsc9mO392MWMYes7REGxk0JucRm1qGBKbSff5nR35QMkgaNmXy/yfpiVeKwYVncNliS4dLDcunMcUjARJJ9IiiPuwlo418N+ltIF2Iv7sZauKNw1T+rV46qlUUFzlRC2bYMBttuaosPjIYJ6G2pTG4oac7EFne4KTga8dXbLuYr7zC3WY4p/nBwQsOrMCCQmlg2FF2Ea03/OMf/wbxtOZrZ1fkkQAtXq0nuPMMpSG9iHBJIL0VcMLtj0/wT0rSswJ3rGluU/LnlnhpKO6LDF7NGlRhCEFRFKkMozIhVoZE1Bf2taDpda0YfxW43I749ug1/95f/2+4akf8s9fvovsNhj2UxlLfWdphoDp12GcD3MgzulI0I0WVx1zQI5h7y0pUgFspBlHLcbbhxcV9oZWmnqKMebmdsmgzfvHiHvlXlu03K5SSTWL7KqF8UBO2luxSsX4amKUlD9MFr8ZTvkhyqA0qdvutcH3kCcMOtTXYtTQerY+ZB4WrDV0uGZym+csYANHbXyRSwVv5mT6W+3/90HD7zQNRpIxk4CCU1kB50oce9xaIeB36vFNPcWZYP7Ic/6SkOEtQAYpTsf4MX8lgY/GBIV6K/N7WYe/3rmaa1Xu9KqDsI3Xa3mMZizLAR0r8mqvA8gPZJmWX8vu0Q9VTtaXhMpX4r/Y0xNxz72+eU91OqS5zutVI/FdZwE8k5qZaJejE4WvD+Fh8NysT6C4SGTxF4BMvdpIoEF1bsmtR3im/s6KINHBn6UnuIO5VersMNN2rgAavep9+CeVxtM9+bEYCXstfyKC5GSvqA0V1ryOs++YjKHwrG7huIHC9ZA7hL7sJg/5LK2Sy0YxF4z64kOapPnY0B4rslcEncPVDTXInnXl6pVDB9FRAmeS1I3j1b90TzWmt8IMOXyqiVzKp7Aa9DjwN+EmHchHjz2DyiwUXf+uAeiakverQ0g4NLuo9Ty7QJTJpWH7dkVwZgpnuEZsuVuTnMu2rZ/KlRhsYXHW4xDK4lJujngkJL14HNg81tpKJQD2Txkb8P7B5H3x02If3ymRycC7p4cXDQAFEK83ohUe1ghwuHhjqSU49lWC5btaCUwy/ssRLTT0T71jxQHCZpoL8tQBLXKKoe0JLOu/2uOT0VtFVVjJpeklneiNp8clKHlS6gWTt0Y2jTSKSOQzPPV3y9g8j5RTqNqY5Fg38D6fP+eNky4/Kd0mv7N44WU8lKNA0gcWHms0TT7SR6cnqeoiKPKHVRAtDciPkvvoAmpMOszZMP1K4zAp0I5XAax9HDK5kaJC/Fm3wxe+MZCqey2fkkoBqNe58wOVtRv1owcPJkhvEj5XYjnuDFYfvFPxqeEr96Xgvl/VGNq+2CAwuJNzVlorJ555k7tiUlmDsPlTcKYgPStxRIP7ZAIgIByLl0BuDvbK0E48ptTwsapmq78mXA8/Ndw3p4xXTvJTGtErQW012oRg+07SjhGYi/szm+Rh7GIhXgfXXO3xiCEoz/2YvWypg8pHQtxbfko3A5qH83GgF7Tsdg/fWNJ2hvBiS3BmSRaA6Fpren5eX8RfxyqKGaVbx5Uf3sEcVH967wp8pXsynfHp1zG8+eEEeNfzy2VM+/D+/5pf/gQBdqs5yXQ5pnUQCKKcIBCLjSEzHukl4tRqTxB0H+ZZXmwn2zuKiNx6twaCmqiOC6YvwRmHPKtoywntFNc9la5gHth82RFnLpkjRn2eEdyq+Mb7gRTkDYJqW/M5v/hGvyil//Poh7qMR8VZx9J0FAOV/fkqcQfGtiqOjNXncMH92jL2JMLWiftTwbz79iFs35O/f/DUepnO+NXzFf9V8k3f/YcPy3YS7322EzvbFkNGXch8V9xXFey2nM1l9Xr6aoRqFP24IjcbmnsF4y9om1OuEdpGi85aLZ4diqL5X8Xw5JTYdDyZLame522YcP1gwerdmXSeUTUT5IOHh0YL3htdvvjvb8sX1IcqLj1cf1RxMN9wfrvh3T3/El/UJ//HbvXygEyS0rUDPVR9F8kbVsMPNZ9cB5QPVVLN6LKoNwcJL8yX4+J03THxW3UgyuvIvJUbDZVCeeJpDR3ppGLwSr0M1Vf1ARfDH0UZ+fpcH8bjGgTqD6hhsqfstV4/FP+0BQq6P1Vj3fsIYkSR7kSerfgq+fio+2bMfXPA3Tj8jUo7X9YSv1odcbYasm1SInJ1CXcWkt/J3yxNFcT/q5U9vTPi2DAyfa8xnIvGPC3Htb4812ZVi9rEM0apD1Q/DDNt1QrFMReZYiJdZVSL/lIw1TT1LMGXvEz+QYiqZy6AUpFH2sfzvO+tBeSiB9rqFrbK0w7e7ho/ylvysoNqOCI3BB8XsYEORJTTbmHZqUZMGKsP45zHb+wF3qPn4+gTnNNZ6ahtoK8sf3jwhBIU1noP7SxaLnJfXM65WQ6Y/i9g8tvyseMj7Ty752uSKf7J4n8FrTXnPU505Rp8ZypMec59Bd5PQHCqUkkJ1+8hRfOCwWcfJdMPRoOCrwQE/OHnB760/xAPpqKZaJZiNkN+yKwF+1UeOojZcvTjm/10M+OHZC743esHL6ZQfzSbYW0t3Jxu5uAV/v4ZOM/6xwZYa5T260fjE0rYaRi3ZuKKOHIVNCCc1r+cTnl0e4mYtqjKcvXPLJKmY1wPm9UD8tI9ihpNSPK0q0N0TqIkuZHOjO8UnF8fUzuK8Jjva0jQWt4o5+nnH5tYw/45nfFjQjC1VJPRYM+hwpSF5/UaBw9vt3wHxiGonw+DsWgp/F/f5hInI7FBQHvck1Y0M1LJLLf6/IxnmJGtPNdG4iH0j1A6gy7L+BwmszpSwPTEoH0jmoWcreBbvGtmiR7B5DP64gYuYrgeZJQv2cLR441m9p2lmHv2Z6SWBcn3tQGhRoRg+kyHS4jtiPFWtxh5UvHdyx988/pT/+92/Bp2iPejQgw5fG1Rt0IOO0azkN05eA/DJ/IRtE5EPK9Yji55bUZ0FLYON/vxuh/L+qmNZQFSHfa7gyKNqhXJv4oUGFz0T4KBh8MuUbtCDA4P4unSLDCMjAZZpJ+dpM4X6wAukLCDFGtKHtOOAT30vPxbp+Z/1ejtyRCMPjMGFHIDdQCYfuwmieW6pTjztuA/CfKdkfRBj14b85Zt8LKNltdmMA9Vx2GctpRfya9eH7IMfTSOSEddGpNciR7z+qzPphjsojxSLDwEUp/9S5ECrJ3of1Dz8wmDLN0bmeCnSxfU7InHb/Rw81FPTd8lSVK6eyIc/ft5JsPKRmIEFghG4+14gnmuO/zgQrR1XP4zoRh3jTyyjlx3pbe/D6d7gMrfHkiGkHCw+lOyT8Rdw9z1FdrKlXo3IXyritXi4TA3VqUOXmmgj08FdYnp5DOWJ5K1ERSDaBBZfk4uluKf3+WYo0R7vgvb8jcbUsho/+LihmlmK+2/fl6FrSO405jzjv7If8u987af87uHHXLwz5rw+wQ87VGEJecdtZkVqWMt2aycbsHNLPJdDq5nKw3vyZcfNty2qFmqbj2VF3qXgeonPTi+Nog+mDqQ3iurE7UOWXU+/jFZyTc/NhE2REicd2cmWi9sJj0dz/tdn/y3/Yvgh/0n1PdpNJL/TKjC48YLBnSkGryUr7/r7ivRGcPi212cHEzC1oSaDxGEjmRQOLmTdXk+lUSwemL3ktT7osbT95Kc7FiJnXUf4QcXFV4cMv7CMCnk46w6O/6Rm/TgWGmUO3YOapU1Extn1sqv6Dc1NOQlzjefycK6PPF0nWGpVaoqtaGF1JQOAaBM4/EkvpXv70npe/NEDtIF2HfMinWK1Z7tK0fOIf3H7IcSeeKv47H97H9V67FJz2R5wCahhRzRucAONBqom4qOXZwSvuH+ygKijbCOuPzmCJFB/vcJEjsx6mtbSLBPUSUNpYsJBw8Gk4OrmkGhY8+Sb13xxeYRbCdGsdT3N50HL/+JbP+JpesM/ef0+8/mQDz64ZmQqXm6mlKuUJPRxHtrzZHjHs79xQPTfjQhOM0tL7udL8vcb7AeeWbIlMy3n1YT/w+XfY1lk/J2nn5DqFhU7XvydhO5pxdnxkuv5CN3IWbZ90nH25Ba3GbD8wxMhhZ7U4tmoDHpjCDN4Z3rLdTLkq7tTkktL87RDZR1OByZ/kLF4P+GPNxlH0w3TtOQ4L9i2MS9vp7jnuVzX90rxqZQzKhfxyeWxSNI6gzqpiCJHHHXUreX5cso/Mt9lZP8S6ApeZLTbPrdKFYb8pcEWEglRnTpC7tg+0gyeW9K7QDMVVYIbCoFHNUIlNdtdRuGbQGFbKEYvPLe/IXJknThCYQnKCLHWyv3WTKA8FXBSMlcMrjzxLz3xqsMlMtnenoqUZvTS0Q409UzhEine4qU0KMpLbpXL3pjTm7HH3CupOk1YxuhZw//q8R/wPx99jg+Bf1g85bIc40IPmvCKePGGwhttA/EmUE/FX6I7ab7idSBee2mUJpIB5q1EtkQb8VE0w96zMZAw1tmvAvUs7YeoMiE3lbwv5cRC4FQfhp3L74Dqm86ekmirQLSFzod+o9jT1IxsDCRY+i9DTwbTQcm5GWEiAQLNL8akryKyRpr0bpuSbsS71h21WIUQQj/N2c68FH5OsaoSfnj6gidnd/x383e4ez0hNJrmELbfbzB3EdFlxPl0zGm2Jksa5o8dIfEMjras1ZDslfjO2pHAptimdEct2aykLiOi5ymEiMujmLtJzvcevWTeDPBeE2JPdZdil1asHqNAUykOPvJc/DZsv1Vx7z+PmX99xu+9m1G8F/O7hx9z//tL/rMff5fB5zF1n1tqXyeS8fpAnlvlqUjgdAuTX4pPZf1ejL5X4dLA6dGKq5sx0ZcpYSg1YmIcj/IFy1Y2baO45uM6Io06jiYFH29jwiKW+2zkZFiiA+piwFfPcxk4p7ItGTy3bO4F5t/1BBXwQTEdbpkd3fLh+AofFP/4k2+R3MY0U7lv4uXbv3xM3cdMdHItRVuP8lqAdSeBZuawG4NLZLOsXb9R0n0M1EqUT10qW5hgYHtmmX3csXzXMn7WUZwaaUhyqX20k1gLp6UOanMByQQNg6seCnLcR05lu3ikQLqQBUY9ERhRyBzN1DA43+XzQZeGN0qNE5Es6lLjhw5dKvhqQHR2zbLLhHzdQgiS2alaGYT6m4RFYfkiOWJeZKRxy/3xitg4PtomuEK0ospD9mVMdi05aMV3Kuwr2ZQpr6RuS6HLHPagpTnWhFVM+lr8dcEG0o/TnoQrknC73g3UhE7dHkpyc1HHDM5FYaYOasIqFltJp7CFeONDFMBKI9Yo/lw9619YE6aU+veBfx/ATmak14r0LpAuHOWBYXsmB+vskxqXGc5/y/SrbdDPM6JSbtDhK0dxJrKObhjwmUMlntApfK5oDyF9FdEN+9BZpIFIlqHPX1F9voHG1IHDjzqGH91RPp2yeD+mnkLo1xLRhh60ocgvPG2mWL0j9Lz0JuxDdgExL1ayLk6WDpdqDv+LL7j8d9+nPIH8JZQHlngTZAJZeEwVqF9pVk8kjHpzX9OMBQduN4KVLU4N0Sb0Kd59hkpvsoxWQvirjj1tBj7SpFeWcDFm8iIwuOlohprySONjBJ6wUZQn0uxm1xJGvYMimFokGroJjL4ybB7JDZTeKI5+UXL5wwyXyM3QjgXNrxuLrQPbYyOZC2/p9evXTzSaEa1kQttdDviP/ff4weMX/K2zT/lstOAXV2dsuqFMHnqaoepg/HNNuhBQSpdLXoTygXYoHrgutbSjQHptyF/KgdKc9V7CkUim7NIQFQJEKU9l45QsNFHxJnMrf/XGjyjmeMv2zLCNe5N16vnRy0ccJRu+m7/gb7//Mf/8xbuU1ZBmbBg/FxLo4Ucd22NDmyu6E0fxRDwi8UrRWKiPBbahFWSDhvIDTz2PsVtNtJTvQvV+sR0EZheNsHmsqI8cqhBphvpaLRuwUj4b1U/FfaTYPIzZPOgpkTZgLhOmv+rD1O85ygEktwZTwi6vaJc0344CyY1ID6rjgN1q3EWGzzwG+q3yLpeNfbbH27p24uMx0zSQnWtcEeFeTOkUxFHANIromaYdy5lov7/AlzFtFMk0q1P4VMt0NkA0bDidrElty4v5lIvbCVHc8fhgzt3ZVqSbVUR3k9E5hTqsGZ1sCEGx1YE47rj56IjZh3e8N7tl28V848EFtwcDXp/PMDcxbuR48PSGP7h9yj9YfIfxoCJOW0x/Rr03vqG9rymPIiZZxaPhnHWb0n05ZPbSs3nX8Ox2xsV6xOouJxtXHAy3BOB2lVPfZqhG86PhQ/7APeHe6QJ/oriZj7i8naBUoD52KKdIDsSH4b2EhQcTJHDZBGhFF78+H/HHRUq4TBi90lRHgVAbBodbkllHOYsJtxnhKqXIGvK4YdtGXN+NCZcJ0VbRHMpY+WY+4urTIyniHxUcDLeUrWWxyGnPczqncGc1oTRcpTXx8O2gNf/7z67kRlNpCHHAlHpvME8WoFtDeaYIUWD7QcO20ZhCS7h61kkYuZch3C7Lqh1LppjaGLoM5l/T+MhDpwjbXkY8DBQPZKiSXzraoSgddlu18lBTzTTDc0W8csRrKTa6ASzfNXK+TTvwEoIaremHaX1uTxZ6rLxi9JVmWw0I9xtC4nG14aebR5zYFa/aGb93+zU+uT6mXCdQGrIewrHzIAsNWDG4dFQzjbfSZCXzXg6LnItBK4oeoKT7Db1QkemfR/2kP5Om6uRHNeVxhO481UxLPmchZ1w3EEjQTtYUol5WVHl01+cxRtL42TK8AXE1am8LUG9hAPTr146ZTXl1PoOB43BUMoha5laCs5tJwI8cqtHUsWL8uaZaSwyAu0k4/UVg8TVDM/FEc816ccjvFakEHxcp49MN1c+ntD4VCnPmcZGnXab8SXjA8ajAvHfH3TLHe9ku1d+uKW8STCmT+mSu6MqYqjYE6/cSfp23qC8G/Oj8A+JHBa6w4hNt2ZOtCVCdeOaRlo3rkefmf7zFWk/kND9+9YCDeMs72TX/yx/+AZe/Mea/e/2EwX8yQXdC49ueyKB7+yD0OXx9hmYN018qiuWA7lHLN2eXfH12xR/+8jeoH7b4SrOqEi6TES8WU3xQfHB4zfcfvqTqIr4/fcHNNufm7pDR2YpikxIST/aJFOHlmceNHHZp6SYd3SAw+NizPixxrWFzlbMJQ5J3r0h0R6QcT09v+ewb8T6A2j1L/uIvnv/e9ZNGY5pckywDLoL5B1aGdH4n7Rctf7RSPbZdGvvsUu9zAl2s0G3AVAKEANg8MFRHgWhjcKnkh+3AcV0Kut9iB6PY3gt0uTSrprISbNxomrEX1H/UD3dLeba7BJJbRRmLvHj8hXhp441YOlwsgKHyzMO0Eano84jqTGxJ35u+5CRe4Z0hvRGZ866GVz0Fm8ryuj1GV4r2wZY06pgkFU9Pb3kVT2gbi40cTWOp5jHZK0MojWSVNYpgPauB1EV6YenWUoToVpZF7Qim375lvhoQfTzorUe9giCVc2rwWsHrCN3JUkOgeIqm05hpg5/HhKiHGgVFSB1R3hC8plvE8JexCQsh/IfAfwgwOH0Uisee6lhht4J+N40cpDffFemTLcVzBCJTjAvP9kTvm6f0WtGWinai6A5a0klNdZcy+CrCJzKd6IYCAkDJpmv3wQYLvkfRt5lm8f0josKTXzi2Z5rL3+pzUsq+sVqKrn57qnr6nuDjgxF4x+h5Sz21NENB7JvaM/h8jl8s9/6B7NZTHmpcIgdefdA3mY00Q10h06/pZ57inhYK3yrsC1pv1T5UEw3Tj0vSZUKbyRRSmqN+G1jKOnRz39BlinomW5PBeS/1OJbP1FaSu7YLrZOprKI8kAnmTkN/8KuW7UmMcjD9vGN7ZKgPxfDZDcRbVp7IAzFav51Vxq9fP9m9R6HLYfuoIz0qqa8G/NTe5/57S35z8oxFnfHJixHRWjIdXCqfSz1T0gRv5aAoHsuBopxMpQFc7omXZj/R7YYBN+3QiTRhHWArS3bjKR4qub4ITL5sKU4tm4eSsj585XCJojjTewN9deYlp2QgBfh/+eXX+ea3XvO/OfrnHMcb/h/zv0q80rS5/J3ywLA9kclXcm2oT5zIakwPULkxNCagYs/2fEg0l2bbFvJeJKxa/B8uQa6lrs+8oDffVvKg274cow9q/NAR1hpTSoPq495fOA4C+tBgF0bw2EGaMtWKzGdHN9T9dmzztYZo2NB8lTN8IZvBZhrwY8l6ooj30RGDnsD4NgzOv37tTL9+Eqbv3eE+PxKq1bEj7GIOOkV1ogjDjuG05K/ce851PexN5YoXiynbIsFYR5a2ZHErxndnSaKOrjPUlwOe/XJE/r07fnj2gt9/9ZTWBtmuxR2DuGVdJjw+veNqNeTwW1e8M77juhwySUoeZXMeDmKaznJnc56czjnKNrxcTykXKXUZcTAruK1zShehCbwzvqPxhmWd8fnySPJyvn5H9y3PqLWsbnPqOsOuDVVheD2JRTp4GxH12v7rn58Qziq+++Qlv7w44//X3pv92pZlaX2/Oefqd79Pf9u40WRkZmRUUklVUmVa23JDIQEWxuAnHpD8ZFnyi4XFX2D/AxZ+sODBAssSyCALu8AWKkBFVvYZkU1E3Ii47Tnn3tPsfq9+Tj+MtfeJAmcVZN5zIzJyfdLR7c7dZ629x5pzjjG+8X3eewnWdxRHJbpXYgtDPg95XI5RylEdiJxTt5OzBsxFJCpp2mBXmnAiHi3Rl6b8xsFTYlMyK2Musg4fP+ygakX1vSHl97u4rsa8qSj2aorQEZ0a9OMO6YFFW0kyeklO7JfklYfxa8ydFYNOinWKtPB5c/iMw3D+4oPnX4uf8PZtl4+Fdgyq8dST6q+uZP3cDKgHT33KQdP9KhVu7qMr2byrXk01FnU4pR2eb6m1g7NAjLqd2h50TSZrgMnYqnh5qcMcNxTIAKIz6eanY816T6TNN5RlXQoLxPlCxa5iUUyrA3nYTAF+3fgEdi06F5GhtQ6wNzN2xkuerIf87fUf50cnB1QXsdhZ1GDWMj8RTsW3CGS22BpFNpbum8ygNGuSUtR+UyCyTsSv2CRvjnygic+vGCyd4wJ/7eNllio25AMRAUrOajonUkyV2Ri1nbWum8NVOFFkO7pRQJSDkcxMC6VLFMo2gkBqS2O/tti5c9vFH4VUby2JvIrzZQcz8cSmI3SoQhOeGXnuesCwoC41wVSzvC3iZN3jiuAiZX2rw+NhxNfefkI28vloMhafVIX4jvVLorikrjSdqODN4TMK6/GN9C7V/R4qdNhxgS4U9UGByzVVR+MCoU5TCG0ruyEqmFXiiE81edHFf2WF7ZZUp5F0RYaiCGZOQxEr8Bz2LJJ1dG9BNyx4/GiXf/ytX+Hua8/5y7e+zZfiYx4sx6zKPr2PVjz7Yz3SQ1HHG7xnMJkjWFq8XBQYVweiSPul159iUayqQMQSCo23MKx+MObH/phqVGE6Fe8WRyRRgdGOO51L/vLd7/C3pn+KxUmP4NKgC0W2a2E/Jwgr6nlInVhuv3LO81EX972EKveujKY7NZFX8nA95tm6xzwL6R4sWZ536PdT6reupwv/+87N+7fd8pYiOZUiqjNSIJcuM41fII3ohFBfVK3xVmIuXHakE7admS+ARJIak8qspS4d4cKhPm6sLdxVh7zsSVKuKr1N4KzvMHODtxK9g03xtuw00vgjmcv051KkVk7O9nlfN2J4Dn+lUCeaomHI0ND83GHGnfCCk3JIvZYxE40UilCuMYSW/SF4INRie9Florsc36hQXbHTUamhtuAS8UzdiGbU4xI383C+dKSCc0Ow0Fd6Chsj6dix2LB3Cug/dCxvqq2aepXA4tVaCnHnBn8pCWj83FHFIWXPoZVDWd2IkDmKfbHtqFJv23D5abgWOqIuwV9o8nFNseMoBqYxFYXoTGZRVrdcI34hb1o6VpJhporuE7v114rPIZsGFAOfeC5Jkt1w7pvKHEqG6EzWmOn6MiRYB7C4qyl7jvjUo/e0JpiL55aqJNkyucj95kMJ3PhMNrBi6ET5bSGzZPlAgnZxT+OtQ7o39uDre6xuSAehDtU2EdsoapUdKI/sll4hHgzykFSJqBVar6FuONkswqXFW1lQ0hUTFUk5KPeeWnZ+mFMMfVb7HtmeouiJ4bQYEsqwdnwuylXp+OrDd3qzyVtm9zzKvmuM6xQmtax3PcKJIx0bqo4iPm24/h6s9/T2YBBfXD85eruAGIfWFpeIr9X9xR5/svc+ezcW/O3K59GPDxuzb3l/TI50szKptBUDUbtRa4O/FPnk6NSQnIqkf9FVxKeKrPKpeiKd66/lIVo0PhNONRWfwGd901EOK2xgcFpa7tmOJNL+XNrnACaq2e2uKGvDrE44MCn/2eDbvPvGDX548SrWM3RPa0zh5CCxJ4lk+MwQTiXRldhWgEfVE4l4k0PhN/8GZLu2Ue2RA1nVEblqL20OPbm+8o8zji8cPed83WH5aE+Myy3odWM8WEul3B/kYp6ofOJnMr9SdkUunGQz4yLPbbbjUyowvmN5RwZyda5Ra4MzWgodmQy+rvf0tmN3neh7GX/mxn0+/M9nfHX4BI3jUTrmnYsjLqdd/KBi0JE5Aq0cvzH6mGUdclF2WJcBgVeRFWJKW9WaW8MZFpml8Lwat9Qkv3rBv3f0gNx6DJOUO29OeGtwwp3wktIZvre4hXWasjY8PRlRVB5FZThbdZh1Yg6SOTvJiqrW+KbGOsWt3pRXvnTJJEt4vuyyKgPyyuPjszHlOhD1q0AMXQOv5u39Y3xl+dbpbe7ePmeyjplfdEiGKcZYssxH9QoGXeluHV8MUMD3H97CC2oZxq8h6uf0kozZMqaYRLhnHjZ0kIhymm9kIDrIxCKhHlRQK6pSPshiFXGyHhB7JQ8mI9L3hkSTzQA0LA9FBc5fKupYOkZC6avwwhoex7huzfnJgEnSIYoLjHH4frVVpFxOY371zUf4120yB1vhDJtAdGIwGaClKGeNyJ4746AWKo8/09Jt8WR930jV16Gm6jYqiIGlWnkop2SAvJkhVLmhrqHYFYWt6LkhnAnFJx8JfXfzulVH5kg3A/PONHNeDshEwEOXmmIo65Ezou5bR2zlomU2TApPuqEPp5nHYXdBYCqOlwPKddAoP25sO8Tzq440wVwSKutJsmWbM9Wm62QDEeiILyuqSKNr14iCWIq+aTpVQjN0nqzZ87tBM+fioSopChUgh87S4qcyz4ITVojJJSmGxgaj4KrLrsVOxOSKfORkhk5LpRuupwv/+0InqElvVtweLVgVPumDHt3HkuxUidC+TCpFtOXrJQd7c1Z5gL6MROFRw/KGDzd8UccsawJdoT3H8nEfbymjA8VBSdIoAS7ziOk84aNoF1+LHH59WKA8i8sNdrfEZQ2tPNPY2mGNQ8XiKRY+M9jLmPrVjFXoS0fcOOIoJz1ylBMxPO4PUxYzn50fKGZvaPKRZbS34NcPH/H+bJ/g1MNLFQ/NHt/o3eO3xu9wpzPhX3zlFvO7PawPg/eFdSKqdapRAN0ciiVuH01GPJqMKEsDd1K0VVQWgguhVsaPfZzyKUaWSS+EUvN/Tr7Cn/vSu0RxQfEoEh8+LfPQvrHkzxOiZ4b8oCbxC4yxrA4MuAp/pimOSno7K/bjBYX1eD7vsr5MwDiC5x5zultBiOuEjI8IY6PsCb1Nnh957qNJTXi2ZvrFHtYXRVJ/6RqBHkvRNSxuSQLl1JUdUx3IcxEsHeG0xvoKOgZVCdvI5DLmUCXy++H7juVNYYPEp5p8x4lYXhfCcy3nEyNrXjBX6FwaIliYfkEsO0SMQ23XnTp2lLtSnK09SxyV3B5NiXRJ7URtt+jLKIVpBISChQjsZE2yqKvmz2NFeOZhpzK7Zn0ZRdELT/zE/GaOa+LReapJ9xz17Qw3NY2KtpyTTCbdWOVglXew/YpszwIibOevmi7enZJ4nJJOI5w2jR0IrG5DMIHovOlKBo2WwkThrXyKgYdvm6Syegl0xE/CKcm6XacGq7au2QqhDvYfVYBHHTUDz2O1pXk5LZ5i+UgOltGFIzltFEa0VNd0KQlKHUmrX9VStdO1SPMWA8AqoqmlzBXFUP7v8lAkNcNLTTBt1Aibgetqw61dSRImPGDH6kATLBzd45pgoZnfFaW7+avyoMSnkvAlzyvSXVEvLPtXm+Xm4fJS8beqGp+owYeOMhHxDl1DcuKILyrh4A6NbErWEZ9V5H2fbBeqUJHuhyxvGqlEhNLxs54krdGZJpxZ4lNRJlJ1SLrbtLBXUpXI+7r5N0nA6tjx/I+GjYu4zD1cHZogH4INHeGFPBwmv/6hHpPB4OMaG/hkqx7EFrPU/LC+yd81X+ft/jF/+uADvh+m/OB794T3Xyi6T+TAsTpshutThbv0ttL8Jpf33xSOMlYs79AkCRBMDNFzRTRxrPelahydN7LHAahV83la+XPZ3RQbVOPlI7S8fEfoPfMspBcWvLO4ya8lH7Gj17zZf8aP7hyydAk2lMrRhoPslMwmyofTHKKmjnAKqxvSQXIK6q4V48S12g6OOqO2FSpn3NactOjLYtF7qMA4SmvoBAVn9wrKvk94IbFbJlLU0GuNGjl0VOO0v/X6co3IgNccILy1bAy9Bwr1sU+61wgplHKwM+dmq4JYR81M6HBzb9cbP5Eq+Fr3IV/rPuSt4BitHP+r/Q1JukxNL8lIC5/5cY/vmZvcu3NOqCvS2mcYSuelrA2j0YLf3P+Yt5Kn/O78NQ7ikHXl893nHb68+4y09vnOs1vsd5f86d0P+LXkIyJV8kFxyLRIyCuPvPLwwpq08HHNbYdexboKcE5x1J9zEC+YFRHvX+xx1FuQ1x6zhwMWOzFRXEgCZhGlwplHOtYkuwseLcYs8oD5SY/Rayl3RxOmcUbiF2jlWCcB8yxksY4w3TVxXJCuQ5yThNIOKoJOwb3dC47iOXZH8WA8Fl+izINSM9xd0I9yZosR+V7Nzt0JsV8yWceseyHOKnyv5nzZQWvL4lmX7pkSGq8Suq8dlijjJIkNakKvphMVZKXHehVhDwq0Z1GnIebUI/cjkVnv1qySCLv08WaGn6RHLycJ047gYC1dzyKSpCxoxB/yRqDgRKgu1pfKvsmEbbI5FIlPjhiVR6fedg7SeUJxt4FDN8prjAo8z1JPQlQtjA676STVoJrEqY6aYkvY+Id15Jr8pax1631hUnSeKDqnNXlfEjlhCjRV8AqEZ3nl16cyzceX0v30tMVPCspC461N4xUo+6zzhAmha5m52hRA/UY5NZzbhq4tM2BFVxMuLN7aUiW6YWTYRp66UfKtrgSlrC+JqAzLK6zxGoEh8db01qLCtlF8LEaSYHWeanQu3f+i34iONHubeHlKkdcprn8e1SlMX4yti8rD9iuWr3giVhBaVKbJR5pqUPObX7lPYQ3fPn6FvoP0UK57U6iqEkn2f3J5gFaOziOhnJpS0bkfoOqAIobQSVfk/iyUIDSOt197Ql55fPid2wRzRfpKQbyXkmcBdu6jMg25xlvKYdP64AcVtqPwnoaUeYfCNCqeCqgbxcTIMr/nU3bk54R+xaKMeHQ6pnsh55o00zxb9/m/1Vf4xpO7Epu3a6HUVYb4maPoQ3Yg8RJeNoqE45rh0ZxhkvL0fEivm3LUW9D1cz6a7nAWDRpeqoZSiQpep0Rph9aOb57doShExXOzL6tCUV1EdB4JlT67aTmZ91EKFvcc+lxaoyauCL2aeRFzlnZYXyT45x6mkC6wt/SZ171rDh62yqtlBzpPNeGlSM6DFPnzgaHsdqkDRfdEqMAisFNSR2YrIFTHQkWsc0X3cWM51HjF0rChnIHkucXLHMo58p6MRehSxEF01ez5GdRr6RjVvZrcNuuTkvXJb8gJ4o0oAh1yfhYvU38pZ5xy4FBhjR9WeF5N4NXEXsnfO/51ssqH3IB2v99+KHNUERQjGQvaqDKWfWk82EB+NWsRCKtjKVbbQPaeumNZHwmlfThYM1n5VH3pMOpUY0uotHSp7aikO0yJDivO+31hkSxkFCjZWeMZS1pLh876Dd26OeMEMylqpQciyOEvFd2njnyptme5PwjXUxtSclgrl5KZmlRts3LTGMT1nlakDWUvnMHyllTkN95MGx6+bTiu4dTh5ZYqEp8vf6Uomk3myoNMOk3KNl0QTxZ4cbtujDSNDFn6K6m8WH8zeKlI9y35QG8pIk7L0LUpmo5bk437SznIW1/UE03hKLtyAXXUSOWWqpGfl+DQhXD9nSfDyf7abocWAXpPclRpWd+INkqXpPua2veb13XMXxFhiKoRufEymmC8et+LriZWkO2HlIn4N1lfvqfsyEK54drqQharfCSb8mYmSDdzcFUkD7SyMiNXJorq9jVrjCOfvb+sCWaGsq+wsXwe/qOAb/MK1RuGv3jwXV47eMYHt3ZJGwPcoif3V3Wazl8ucbLtmDafz+pIkzxzW++qjXG1DeR9iC7koVINVarsiFedKG8pqm4N1hBOm1kJT20PZTgwFz6TdMSlZ1ncCPgH/q/xK12RHL63f8H7qU/qfFEObSgmwVQTLBtJ5V4zWJ4DVqpj1he/H1Wqxk9EjKU3z4l8ng0ltzFxdftQj0vs0wCVGk7nPXa7Kw6OpswHEavdiHTuoUr53L21olgE+N2Csl/hL4UD7c+auY5SngVn5Bqz3Y1ym7T7zVqU/2zA1qxWBnkhfiazH6q83lbYRdXlbz34U9zpTZgOE06KIb9z+hplZeh1MhbriGwa4Y+E/jbw1qxtwLoKeLoYYB3cGU759dFDvpo8Ylon7AVLXo3P2fUWvDs64hsPXkEbi9aOO90Jt4JLTqsh/2z6Rf7l43tk6wCXGUy3JAxLsjQg6WS8tXfKq51z7q/2CL2KN7rPKZ3hO6e3SH8y5H4wEBuIx4aVCciVI+5nGGNZXiaYqaGe+tgdOJn0Kc9igpmG16DvZ+SVxzSL6QQFldXMFwl1ZnCdlFGSUlWG4kmHPPIgtBRrn4eXI+qh5lZnyl685DgYUGTinbNKQ1GLdNC5seBLO6dU1mC05RzxRusmGcM4o7aaSyvdm3pUiklrt6Ab5yya5G/QTfFNTeRVjTEqDEYrisqwHnj4c1/WzkoRHPvowsd6kN0sOc+7ZPU1tzJAPPs8i3OKoleBlece12zepXSkbaC2Bz77Cfq7+DY2Xarm4C/qWoAStVzrS5LgrRXVKsR5EDSHDBtcFWWE1SFVZhtoMY3e0uxkbq+KnVyjlkF4OxdhIduINTlPns+NUiPItTgtFGRvN8M5xXKSYMIaW4tUvVSU2dKfpYumCM8s8bnMtNaBULqT0xKT19ShQRc1JvG29EOTS2VZCrMKa9TW63FDhVI1aNscWLSsRflI/hzMxVvTeU3iqCURxIILmupzLrN3oiZ3tdabTNZJYHtwuk5obbm9N+FilbBaRJi4xgZW6KheTeX71M4j2V/x5d4J//zsdfxzn2IE+cgK5S/VWyEwk2ouPtiRtXXfUXdrUKI4XXalOGrWzZ5ey3kl6uX8lcNv0tE5/93zv4T+Xgcvrnht9wKA95/tUZwlqFzhmvdodbfmZm/FacNjd1r2o2IEej8jSXIckHs+6S1F/NQj7Tpqq/l4PsY8jWTvDAADp4seDy9GVI876Bq83ZQwrFjGHZz2CeaQVXJIFtNxKRImYUHslZRrn8uVz83+nNvxhLO0y5kFk9REg4yiMJSrgDLzGI5XREHJ+aSH8WrMrRXlo47sNeMCV2mKgUZH8jPm5x10VOPfXZJfxjit8YylH2UU1nA26eFdipLvVUfZESw8Hl1v+Mj4SgXFyDbPh0jjm1JEMGwgBQpRSpQuED5ku77oCTTJ1abAogu2FhZeLXNm8j0ijiPeWnZblFG1JHHrXd341rrGlkkRPdeUqTCuTMFWpKcYyM9SjcCHf6G3nfHNqI4pJJ7KOqTY1ZTaUScFz9ZdFmlEXctcbTDVUuRu1qtsp1mHPAdN4QeadWspr7lVgQ7lmoShI5RsVSvqyKKNwzmZeS5zT5RLLZRao2rpPCrjyHOPUZLyyt0znnaG1B8lbAzFxa+1mYGbNEJ9Kzkr2qYwJOIvMqvrraXJsxE7U/5PZ5BdjzqiL29872MtCYO68tkSmoXH4OOSaGbJhvLGb8ws/ZV0KVQNullUnZbWtb8UXnywkFml8EKyYtckbZuB3HwohphVh23HoOhtuPPSYagDuRbl5I2UOa5mULTZNMuOauR3Fetds/23jRJUtqspekKdWA80ppQZq2AiG/VmmNmmkkjaQJH3NHWkWO0b/PXmfsTLrOp4qNoRzGrSNwLyHWndmyZZsqEkfrqgEQpxRLl8+LqWLmHRV6xuRiwa2WRVSYXWemCTq41YF3LfnWcVkzf87YavS0V8Lolw2ZWDQjCTaqwphUJ63bA+rA/87aasKrVNls3E50cnB3y5f8gX42Pe2D3n+9MYfakpuzKbEEzZJg3KStdKFiY5SElV2RFe6mbuSTYw22z04dwRLiyrfeno2EgKBLqAugNElrpW1GuD18wcyMyCVEGUVbA0mMxwafp8z7+JVpbb0SVvDp5xPOqTnQ1kxqRXoypZXfK+FAs2w/RlV96Pql8LXelcU5RSufFWTRevofBsvDiUvXK0z0eGcijPYDjRLMMucVASmBrPqwm7OYVn0SchwYVIQ1NqwrBCDYETv+F5Q+1JtXozZ1KHimJkxei8YluZcs1io9d6Sx0yqQjfpGN97RL1yzzk+AeHPL/b5TzrcLbqsFjGaGNZriOKiwgCy42dGaXVfJAe8Ep0zr3OBedpl2ezHqsoZ1IlfHd9l3UdcBTM6JqMPW/OjfGcR6fjrSHzrWiCryqOyxFP1wOq0qA9i1sF1ECprXiEmZr9aIFRlnUVUFlNjebBaofFkz6DR4r1ESgnXUNvnBHFBb6p0QrypKTqiMn4YhmjPhJhhXpkudO7ZC9Ysq58JlmMr2u073AWVGYoa804XlN2NRd5F29tKEbyXK1tzEe5z5NwgLWaYhailzJTkYcRhW/xDlNuD6esq4DztMvZokO2DlAaAq/mle4lj1YjNnODOqpxtSiOOaewtcZazXwVobVj3F1TW41NPeYqZjhYUfVz8l0tvP5Ko6zZzkr5/YKTdZ+ef/3qiM4pVhey+VJpdHMoVnVD8S2vvLc2f7dJnOqwEYbIXDNLpqijq+RCDIiv5iuDqSQZ1me79ogIQvMseY3ia6emaiq+zpPum18r8shRjYUeHV40s9GHjmKotutDHdCYuV4daFStqHoOdyvlq7eeUlnDj4oDynWAWsgBdNOV8lIp6NSRmMeG05rodE3H06SHsRz+fIXTBrTCzEq8ZYG39ClGAXUgnTevMZ7djA9sumkml9f3UmGxiGz/1cyG3/hCQkPfbxLb6PJKAc5tC4hsK/QbFdeNR1oVfyIJvSZEXsUrvUvOlx3cyoNBgTZgK0WNwVUKL9Wky5AfzG/y8fMdSW7GomqIAtb6yvdUb3zmFO4og6WPDWUNzm8VUCmsZ5oinMV0RDSop1PeDp7z77/2Pr/z41+l31ujcWglxYVNIc95ErPeoGA/WbDIQuZHUmS1qwAbWrpJTi/KWRc+RcNikMRZiZH9KiZ5KtL1dezQQ+nE56sAvxFFGXUzbvZmXCYpF+OE4tsDcArddGUBKJWsCU7hdwrKy4jLNOEy7HC5SsQjcx6wmgdiTN48RzOTMM0MGIc/qOjGOWeJVKmTWKjbc2Nx0wA99wgnmjpw5DdKEdHyHFVp2IlWzIuI6jIimUrXqOq4RhkUvPlLGMPQkvDUsRO6uBNqn2qYkJvzTDizTN6ULpiyUHWkcbAZ0TGNWbm/bGxHjjThRM64VaypIjkvgELX0gjZmMOjpPvtrZ3MWPbke6NG5K2Km7NVs49vigHOyIhPOBXGVz5uutahPOPxczExzktfzt67cDqJ0J3mhZoEy5mm+OPLeSyYNQUg4/BqoYQjl46/ukocnZG1NFhYip5icAzzV2XtzsuQ2a5Cew5baZRv8bsFdS0xpQuDyw3l2uNpaXjrzgk3d6c8vIxwylFkviw8jUiVP5cREtX41NaxCJShRZtANwUs3fhCmuIP/tyvLQlzGrpPLdlQbWkRzgj3t44UPJDKWB1Ativ89fhC2qNlrLZc/DpkyxnWFSTHMhtVRYb4TKhXm6DQFVdqPpsbXEFppL3fOZbA9NeWomcoe82c1LppMdaNS3lHEh8ZVJQ3ukpUM2TYZOkjTTGw5DuQPNViPF2oq9k0e3UdIpygWNw0jeGmbIwb4Y7+xxpnApxulK9mBfkgaAavHWUfBvclKfTWbkshULVsbnUgnTkcuIFiecuQD4UTH8w1pLIRlY0MsC5FSCJY1njrGn/pNXKnsuF1TmpWB5KAmFQqjaubsP8dUe26bjglghNbhcil8HCLnRpqRX0Z8U+P3+TRaMyb/WfoNyzfW7+Krg12LZQgYCv1WnYaefRMupjeSrqRwVy8NapEFpBNt9YaSbQ3NBadq+28lVygxKbzZNXS206pfP5VJImLvwIz85iMYj6Kdgl1xWEw5+5ownsMCKaOlRYKYR06VrflZ8sw6NVD7c8MJhWZamf0lsbrPKED+EuphrsOzX2LB54/B38qypxmrQifGy57XbSpKWchKjONGbpIuOYjhYprAq8RoRjXWKNxjfiJa2S2VSFu87qQ9y6Yaeq4OSBmTSVXSwVe+VBaoShtqlXXikoLBecy5n61h+fVdJKcvPRIJxF4jsObE04mfYppyDeBwVHKF+MTpoOEx89HPDodM0sj9rtL3h4eU6N4WoyYVB1udGbMBhHTdZ/AiKfS2Fux5y34cwfvcDIa8u7sBj8obqEWHuU04vDeGcs84J8+fJOiMBjjOBgseJ71uEiTptsJ9asZ9cKne7DktfEF0zzmdCo0mCCscHsZ1SzAPYuJ54pbf+yMUbjmIFyQmILEKxlFKcMwBeC022O58nFOkXgFUafktL8jg8KAiy3Ks1RLn/pSjHJ1IR18GyI0yKXH63dPsE7x4eUu80UsRq7Gkeyt2EtWWBQfPtnDnxvpEuUGtTZUOw0VOqhYzyPseQfnWy6camSINXbpE+1WLJxcD7VCRTXVjYqy7+HPDeXa58HJDl+9++Sagweowbv0hNbryaFIhtUbdob+xKHfiP2FE+0eifmgmeP1m8OzbrpZiewlm27yVkCq6Xipmm0Ve9PJsX6zxhRNxVd/osJcyyFABTW256jXPnUixrP1xAcrs9BVx/2+jknlOypPnuVxb41Wjn6Qcnt3yqPnY9Sp0HCg6WA3fkXKQnxZYwpL3Q/wT+YEicfqMCQbe7I3ri029DDLHJ1W1AeR2H00A/t1JPsX2xmyhlmSQzQVKw0bKKpxhdcpqRY+1dSXGde6oSR6UqDyl02SGcp+W0eKvDkj+Eux6AD5OclZJddwzaET6ZK89shzb6uGZiuFSz2c4yr5WXs8mI2pcg+3IzOWqkkkTCGxZH2wSY3dKBJXGm9qtp8F5dWf60Z4KIwKBmHKP7r8VY57D3g1Puef7NW8PZIu2EXWoZiFBCs5d9nQsr5VM+ymFNajG+V0j3Iu5h3KrsyHLeYxq1WEbeadVa5FMEMhyVbqE+fy56pfc3dvwjha8ZPSI1t56EyxygKemS57yYpf333I3599DT1tuk2ukQRvKL9Z5fPq/gUPzZh+mBGaivlC/LtUromeG5nT3m2UOBc+yVPD+o0cYyyX067MW64N2TogHKzp9jLmhSF4EuDPwYSK8IeBjKLsWZxVDPyMZRluP6Mtw6phS62bMY7rxEZIJnnaeL4W8vyXSSP1n0ohPDormL4Ry/qhgeyqICSJF6jqSh+h6khxvf+4IhuYrXchNPTFhiklBuzyf00mtMQ6bpS1C/n3KpHzuC7le4MFFFoKz/5CkiRdyb+XQbNW1mxHGOxc4YYON/XRpaJyQhsVBVTXnN+FDeGtJAGWsYjm3NZvChNKEkAlIotNA0fOdXUE8UXN8qZQwU2msAufunkmzaDg1s6U2mpOTJ9ChVApzNJgzg3vBfvc2pmSHC3J0kBiXznwLKr2sKEUiVQt762XSgHCGUdwKTTSDXvONPN8rvzp8XMtJ+oNxeCq0nV1IFZ1wy0vHbNXRXFF6B2wPhB+t8kd0UT8RoquIt0XRbpgJi7gZUeq9rUnWadqbjgd608Ek9ChVDMg7s+VyHb6yMagr6ho2UjhPDlMb5TiBvdhdduR7VuSx+IHoxohDenMNQ9qp2J1x4gJ51PdbK6qkZTnqpMg9haEl7Jx28BhQwsa5hj6H39CxbB2dE4c5QDKgcXFNeon/rai2DkuqUNNtmNEUXIsFU9vpQhnkI0k2KJzvX1vN/SWzYbmDNIti+S9yBsqX+fEEixKspHBW8tntrrdKO5ohUmvfyZs85kpK7NyKFjeVuTdZrH2LWfPBlxOu/y3v/pP+S+H3+B/iv4Mv/2dt7HGUCXq91Vwy74kMwboHLtmAFYOSNlBjbebUi4DlPUlDspG+WsIxdBKlVlLxZKubJp6rdGlFACckxmFKnaYkyYGNi1qDVka8PHFGK0cf3T4iGGQUscWU2j0wjQPqyLfs9hedeV90bzV0XMpCixvaqnQNepf/Y8+QZVVVxUhXSmmr3nb6nsxkBfyF4ryLKQMrBippwjNSm+KDKCMZb5IsFbhH6QUSYBaebKQAbZT44wCpdHZFb3VJjXepUcwU4RT6ZjmBxarpJqYD8V08g/jR//csdMM5vqXhiqPqPYyKr+mrjXRMONLB6do5Xh2fxdvpVF34cPVHh+u9vjxxT525aHimtAXw+2Bl/Ld2R1O1n12ohWBrpmed1GFIqs8vn9+E+s0f2nnW9z2L/go3ePRbIhz8jkEE835boei8AjfSehdOCZvOcLxhGGQ0htn8AWY3YrpmZq5hcO+zIkt8oAi89HGkURrwl7JZeZhZgb9mxNWRcCj52OWhyH78YInyyEAy1JohIFX0TtccGcw5UY8QyvHDwa30DsZvkMOgXljvdCpMIHFVopKBbCTQ2nQS8WyCDmbdykLD9d0bVVUc3c84U4y4dvnt+i8E23nj8Knvph4H4b4fsV6GhMc+/hLRdlX5GUHRgWqX9DtZZS1wdaSuKlaDhY6qkTyt1+jMoNbGU52+9cbPNBQkMSrqo5cI8ks637dqdG5JrzQ1KGjHNaYXolz4GYBNhUrFtfMKzstCl9yGJKOtaqkG+alcqCwnnTP/RXYZs5A1aBCZI6oUHhrkckvO80hvaHGm0xh5z74jmK/or+3xAGLqkuhm5ke7bYmotZHCimBJLuTix7fnnVIOjk7nTVxkpO7GC+7YleAdKiEkgnpni8eQmZ4JRBiFF4uymsohQt96shripVywAsnsueDVI6rZg5VPEGlk1ZFQo1HywwhTroC6a7s85LEOpSTg5bJZR4jmliqRIqGlS/VelGSa8SqFprkaXbtoeOrmmkRg1Mc3JowWSTUS0lmaIp05biis7dmHK+JjipOJz2qs5jkRBgLxbjG7YmSoso1znf4E0PpORHlrOT8oGqF3yixVQNHsrvm9mjK83WPbz58le/fuMGv7T/ma3/kQ77UOxWBIm/M496IainvlevUdMdrXh1dMCti1nlAL8o5Gs15Uhl4FKMWodBZEyuiTaHFlRpvJyUrPTgLWR817BzPshsv2Y+WnHT6pGFMcOKTdhPS84TpTsIwWDPaXbA8HYt41tBhb2aM+mumy5gy97hzeEkcFvz5g+9z6M/4x/lX0HFFtFOw9jugHcODRVNYi8lHGj8uUcpRz3x0r0TFNVpb8tKT7p9vyfcqiqHG9Sp2ftcnemQ53VEkvYxVFVBbjRuWFCsRp9nsq6ub8jxfOxomy/B+TdkRhcFsLPtzsGgaDBlM3oxQtTxTVQLhpdsW5f2V247KlI0/rz+X5zR6lpP3EuKLiirxKLuKwlfbIpDJheG1MTzPRkI57jxxhHOxjXDqqoBU9CXxAfCWmmAh91BHknDlI0XZt5RdoVAKo0peu/NEs/hSAaUmPjGNuB2UfSn6eEtRH4ymjvVRs355G7aWnK3KblMUto1xdWMiX8eOiy+L+Fw1rNCpCNM4LWeRKvNYFQE3ujP83ZqPyl30kwivoYRnTxOeAN0koywNtvJQxm0ryNmuvI6XKvIdKZTYphBiA2m4OC1rdR0qFvf+4Ni5traGKSCc1nihJp44vLUlHxiWtwxVBy7fDMh2HHooGvx1JG9ssKGQdRppzsZvoPe0oveD56zf2GV5w5c2ZK+hW/hsKXpVp1GSea5ID+Ww6q0VyVxapFUsAiA01BLxxBKqxvADy+SLcrDOhwqn7bZNaj0FTRAUg4baOFdUtQzeRmea/sOaKhTqZBU1FBYnnZFgKlSRbFfat8kTTdnT2wHrbCzVqfhSU/YC+f+VE58KJVRIL5O5sNVhiHJSCahDqf7Z0FEB4bTp7FhF/MjJAxDIhuqthKJRDBSruxUYRxVJpXH4YUW6Y8Qoej+Qym0q35+P5b2d3zbXrjAFgBLJVVM40rH4WpV9i0pEkpTUoHON1R7fmN3jr/R+wn+z///yw1eOOK73cL6Yk9ahdNOCqdr6vslgqlQo6khBv2TcX3NuNVXHk+qSL93O6LmGUUEWGzof+ujdnPFgxeW0i8n8xtNCup7lUIaPo3MlstJ+M5vmO5KkoCgM9892RXK7kjm/bKehWy1EuVE917jzAH/ZKKIl8ho2gP6jmuWRoTh022TaaUU2bqrsmVABNpW7fNj47EUim58cNwPQXUVxZFHDgqLSMPWJTwzBzLE+UJjHEfGZYv5mxY3XLgl2ax5PhmQnHcJzg34mfiBVswBGZ01l1CrGP4KiK+97Hcti7i8MfqNeCVdV/uuC85yYnDf0zSqNyV0sm8q45kE4prKaL7/9iLTy6fgFZ2mXB+djyrMY1S/5wq1nvD08xjrFD+Y3eb7u8eRsxFnc5c/fewe+CO+eHXLYXVBZTWwKnlc9nhSv8I8++AreO138rnQ3Va2wP+pR79bSzR0Bg5JZHnGed9gPl+zEaybLhNnxAOdbnk4GOKfI1z7GtxztzOgGOU9nA3RQ03trzkF3yTyP6HYyzlYdlkXIr+09orKG86JDZTShV3G27nC87LMXLbkXn/OFG88YBin/6sN7+E9CKRQcZvih+IPtjtaYA8vFvENhFcHdJeeLDnWl2R3JwWcVhqAcDy9HvPfkAP00otMUe8qeJbgUalxZGrS20qU1TRV1ILE36K9ZZwFl6ZFlPrujBfOwpMh9yIx004IanYhCqufXPL94CUlYk7BsFAI3liF1ZDGDEoDChkIr9CxaW6rCYJZS8JKCRuO144u9g7fSjeQ9W0uNdB+qvhVKWSCsi43hurcW5a7SSTx7C4W/ls1fZg8aU+KOw3Ur/Lik18m43Z/x8WQMtcL2Kjk4KPFxq6OrB0+tDXpUYLyaYhGwzBLqWmMblVVdgi6kIFh2lNCzL0vSfZ90VxOfW3RpKbteM/OgKLua2FNgHXQ88qF0x3QzqxVNLM4o0rFqmAbg8quOQ7rfzO46iB4F1JGPpySmqthtadpOy+E4mMv75a/FwzIfXx3I5D1WW6rb6sDgdIz6yTWHDpo/MnzCX7/5L/io2OO3n32ZB/UO1UrEMEwqhai61pytOpjGnNz5jnzYJNhaKvW2MKhL6Ra4V1L6SU42EIEfzzi0VaQmklmqsSRgXT/nvY+PuPHbmuP/cMQ/S0O+duMJyyoktQFvdY+58+VL/n78VdbvD7HWw40Uh9GCt/vH/K66xzBMebP7jB/Hh3wzu4eeSgFOF4a6I11N58HX7zzi4/mY5Fhvzwo6rOn5Oe/N9jl9sINONXXiwDi8jiRJz9MetwYz3jnsoSsfb6koFz557FE8S/AWmotewlFvwZejp1zWXeJBxp+99yMOwxnfP7rNZZ7Q9XOer3s8nMQiQrUK4EEHRhVJNyfyK/pRxvFkQH4sHfi9uxMuJl1cYUh3FU5pnHas5hG/l96lzg3mwieYSYxmtyqqnnzPtbdRabpLM2kS6KrxdK2vaLdFT2a5rC/fF00s5kS6w+t9Td0Rmq+/dFIUqZrxipmMqeQ7IdZnO34CTfJVyBiNlzWiXpUoR5c9trOleV8LNbEpcPiXV0UULELxHCh6j2X2bHVTxhXsoIRKYzIfc+boPoLh/ZTVzUhm2UK5ENeoHPoL3RixbxJDKz6srxWUM4/wXFPGsk7QzKvpUs49+UheJ7xQ21Gk5NQXhdexwvrSvMlHmvOwt7U/cbOA6EJyg+qrS+wywD7scNmPUIV4Qoa7KaXytgwIXciXM07mgTuyN9jQkI+koK6GBapR+MZ7yTNhcjXw/Gs+xdCiS01y4hFOxUSuHMvhM34uh+Rsr2kTporVTeGOmlwSsU0Xafqqx/LoSOh+paP7tGB9EIhaYSjVMW/OVp42PXBUPekiRefBldGwkqCrQ5H9FQoOOF+6buMfOqZf0Hipo/+BzFVJK1YWSZdLQlY18zrdh00nKgSTWXAaP7VEl4qyI5UMz0H32OKlivWhovfR1aG0/6FUQau4qV7EoIfelhsbTJtDb6SIzy3LW5CPXVO9EHlQXSqsLxx6XTrG70ilcXVDNRL8oFdS6ZDgcdSBRzG2TVdOhrmdlrk4aH4/AOfLZ1RFjvTQ0f/w2iJmC1VLBXX8XsXypiYfNS3dpQ/K4c2N+FfV8C8/fI1393u87s/5lZ1jTs4GlL4HviVPDcGFzJYUfYW/Fm+SYAU4ETHJHoY8W4/BQbASE8Syoyh2pQzsPxIdZm8NdeZx6bq4M1nMssbUkIZnP3jPUAzYetR4K+g8MKzo4pKaamn40WmH0d0J+69f8HzYR10G6FIS9iqW5NlfyfNQJVJRqZJPDMlmakvrNZkk3MVuTeeBRzi1Yn6aNEnQXo6aBsQnhs6zmtpXVB1NcQi9bkplNYuVzBmVPUW+a/GWUj3uve/xKD0ivrsgCkqKnZyiiggvRJK7trLIR2eNHcDCE9526shjmVtzngytKie01mLAtW9mOlfsflPoHPlYFmSA9Q2LP8qYzRL6/ZS3BkKxe29xwAePD9C+JbmxZJik3O1e4quaJ/mQSZ5wMukTfy/mT/4XP+YvDr/NtJfwweiQR/kO37q4Q1oHRLrk9eiU37j7gHeTI+bLmO43EoohMn9QaspRDaFFX/o8S8d03igY+BnTLKYqDd5uin3cISs6UvzpleyOFgD8+MMbRI8CPN8xGQSUdwx/5OApz9Z93v/wiLuvnHEznDA2K54UY86KHsdpn1Ue4Juaymk+WO8zDFLOsi7+41DmmAYVYVhRFh527bGOSnqRzF65UpOtRPVnf29OYGqKytDrpuSlz2oaYyYe/kKxviE+hdbTpK/nUGj0s4h13xP+fVRhNbx2eM4gELrkooh4/6MjhvsLdpMVl/MEOwmIzoRmlR1W+Dsph8M5Dx7vcesfGR5cb/gI1TuQRH5DMRRFUEWx9Ih3UtKRwT/1CZ8G2NDHNLTyzeC4WH/obVJlPSjGoh5axQ7XqVBrA5X6hGiHfFUdR3FQbWmZaEd2pKjmevvsVD2LiyzRMOPe7gW1lUP908WA2mrxLPPABLV0B7TDhQqlHdQalxn8oKKXZJytfcJHIdna4AKH31yPv3KijOaDKSymFEsDf+EwuWP+StQkjG4r4pH3FU77xGclwbym7GqiqRUKYaK3ggGb2e6yoQ7php6Zj+W1khMR/Fk1Xj1ewXbOQtSQpZuYnIm3aLovyopeo4Lrra8OoHWkRE0yvvI+ui44p9gP5pxWA/75xRvklUe3kzErRY2wGlcEg5yy8Lg8j4l2UxHtmBrqxFJ3QKcKtYhlfiVwOKATF8RBybizZhBk/ODhTYIHIb4H5Y5Qx2d5xH684O7tcx7+R3uoUtNPsq2YzZP1EI3jdnTJb9x4wA+jIyqrWRc+v/P0Vb6yd8rJvM/jesjjzpCDZMHh0YTTYodgKkqV+UyMxetRRagrytqIYFpzbvPDip9M9jl9MiY69Sj7Vhgb7/osflVmY++f7HNjd8qNG5csxyHLRQSFIXvY4+Bb0Pt4zeM3PP703gdk1mdaJ/zJOx9SOsPzos/QT/G1SPffjicMw5QfZK9ApaQzPfdYVT3Wg4K6r9Daondz4iRnN1mRlx6Lx30GH1nm9zS2WzEeL7nZn/P+sz30RyHdx5YqVqQ3NC60JA/8l9IJ0003anlTsftOTT6Q+S0pZkpMl11F8swSzmpMZsl2fek2+0ixKEY6MwuIL6Q7XUUKpxTHf8Js6a7hpXRVq6RpQlRyjlQWOqeStFlP2GKLu1LE3oz7lF1J1rxm9GPxmhRcTQHB0ootiQPbr4i6BWXhkR8oqsQQzBXTL8aYXFGOS3Snol5GxM8VulZ4SxmnKHsiNLIIPTnzzzxUKWMTphEgq+JGCdK/8k5NXyvICk3/xx7FELKxE5/iXK6vDoSunF8GnOUDgqc+USH2K8rBsJtSJxnTxRhvZrA3M+7sT6is5umTMb2niqLHVnOA0KLCGpsZ/HMfr1HLdr7DLX1Zi61C5S+bjlhJZc/6sDGQrQOZ8ykGIonpLxXD+3XDqxfPgmAuNEJVSxvS5I6iKzMw8bnl8oui81+Himwc0XtSE5/Jh1L0JUPtPraEE0W6pzC5wV8aogvH6kiUqYKpdKpAFv+qI1Q1NMy+6Bi8p+g8dYRz1ww5SrZfB/IzvLWj/8iyuCXGmKP7JYtbHqsbiosv+3ROLF7Dp+0+Keg9cixvBg033VKHZist7y9kk0gP5AC+oWY63XRRDjNYxJKlJ1Ll8BrTYW+jOFk0XOFU6GUbd/qddzJmr8ekuyKzCsL9NbkMjvceQr6QDawcWLzUSfvZl0RsM5TtmqHC/W/VBLOSi69E1xEy/wacB2VXqH3RuSSqTgutrRg43GFOGJVUleZ72R32zI/5QnLKd3Zu8fyjHdTKEMw03YcOU8ii6mWOoqeZvyKt8e5xTXRpKPu6GdK9anGHzwzeCnZ+VFMmmjIB/1T8s0ymiJ+JgWI+MKxvOuoIlncc1U6Jnnl0H+mtr5ozBuubZj7NMXk04le+8oCv7z/kH7//Fv1/FREsaqa1TzFs6D/IQx6dqaaiLAWM6BxSI5W6YN5wpFcy/3Hxtgz0b+wG3FTc45UVewNdidKTfjcgj3dAIUqaOw59b8Ugzpm/N4Y5LF+p0TsF62VIHWuSJKe6XZGNQph7zfykxKWuHPEzSA/UthOnLOhMBoujC9cI51z/TJjz4Ov/9XfIrcd3nt9kctmFhS8J4TTCmxui3Tm/d36XeSYJ9mhnwRvjcx7OR/imZlFGnKQDPr4ck6YBvl+zfL3ko8UO/5v+Y3y43OON3nMerseMwjV/tPeAt4MTZjbki51nVNYw70f86GtHmJMQKs341pSb/Tn3z3bJ511UUtHzc77z/CaLVUQcF9wdTXjjjef89qMvsnrcw/Nr+kHOa/1z/sT+h3zn1du8/8NbOM+RvjfkX6Vyqtz5psdDs8v/pd/idNbDWo1SjqJRdOr31vze0zvb96i432fwsdC/0xHk5zHBhaHqOUJPfMuORnPSrs/lrEO5DDifdqmnAXiO3v6SuhaTTOtLwtJ7fcqsM6D3kaE6C6gPc+KPfTLrUVqFXhmo4WO1QxSVhH6Jb4QWNz3pM3s4oPPI0MkkpgGShx5rFVH0VvhJweUXu9cbPGxmrhR10nTeS40t5XmOT31Wv1nypXvHpLd9Hjzawz8Tq4fkVNR71/saG4gflGlEk4qBwyHUsfBCk+PhHaxxVlNPQoJzLXPDjdcftSK4MPgLb0tjr8Nm6NtAsVdx83CCp0Vy2zpFVWvW0xj/mc/gWGF9g1PiwbXxzALAd5DU5Guf/CTB5BobOnofmW2Xw+TCQkAJVbD2FUXfb4zaaTpWDn/p8BcVunJUHcN6zyMbKaoowF/Lz9MVeJlleWSoIzm02QCyxlR5M56w3nVUewXkhpUy2/1nq16rN+IlDlNfLSJld1OQakYOcug8s1gDyxuyJ/oLt1Vau04sqpB3FrewKPp+xqvdc55nPb5b3CLLDb39JUe9BZdpwuL+Luq4h+fB/ncqTn/T4L2+oJ9kWKeYLmLcaYLzHeuHfdyJ5tmbBTduXMJMitvKKoJzD++BzzTo8s9vjTFJRfTUx/qO/JbHJE84XfV5pX/Jqg64v96ncppXB+d0vYLvnt/k9NGY3z1+g+DSMHwfzr7c53i8g14ZollDxd+rSY6W5JmPAX54ecjF+zvo16H3UDyg3ty95CiZY5TjablLfOKR7dXMv1rD2pBPurjA8czrcTBcYLQl6eYo5TC7jvrNmoW22HmH0hn+94uv888+fINeN6WsDVqJKe5smuAqzX/w1k/4rf130F+1fPdH9yCw1D1ZN9IqZLKS9c/rFwzijMs0kaQPOP+qUEPRjsivyCuPIvVJSlFPzvZFAKf2FOkXctwfcIh+UbAGFq9AcgIoSHc12Z40JeJzR3RZY2cyVuOlFfM7EevDZvQidUL5TxoVZQtF06G2gXTRnefwJpreYxHE2zC6TGO/I8VdKBt/XOfJGf3yTUMdi+J4HUgxWDkRyCv6is5jxfB+Rfcn56xfH5HvGFF9zjTlpEPnsZyFpl9ypLcq9MrQeaKoYg/v2OfgmyWTN31h7ySq8SCU+6YjlMfxD1STmMl66jeewWIyLdfUfQzKBegSek9qTu8Io2D2BnQey/oRLDbG1wYbGrxmhs5fKBZv1Jyf9QmSAnO4ppyFsPR5zAjPr8E4Zm+KSJoupYDknfno2qc4KKl6lnK3xu+UsAyIHwnjaWMN8NOgnHvxGb5S6gxYAecv/MU/fezS3tdd59zedV2IUmoBvHddr/8p45c9fq47dtq15xcP7drzcvDLHj/t2vOz45c9dqBde34e/LLHz0+NnWtJwgCUUt9yzv3atbz4p4j2vq4fn6VredH4vN7bZ+m+PkvX8iLR3tf147N0LS8an9d7+yzd12fpWl4k2vu6fnyWruVF4/N6by/ivq6/x9qiRYsWLVq0aNGiRYsWLbZok7AWLVq0aNGiRYsWLVq0eIm4ziTsf77G1/400d7X9eOzdC0vGp/Xe/ss3ddn6VpeJNr7un58lq7lRePzem+fpfv6LF3Li0R7X9ePz9K1vGh8Xu/t576va5sJa9GiRYsWLVq0aNGiRYsW/yZaOmKLFi1atGjRokWLFi1avES0SViLFi1atGjRokWLFi1avES88CRMKfWfKqXeU0rdV0r9jRf9+i8bSqkHSql3lFLfU0p9q/m7sVLqnyilPmh+HX3a1/mHQSn1vyilniul3v3E3/3U+1BK/ffNZ/ieUuo/eYnX+bmJnzZ22tj5edDGTxs/Pyva2Glj52fF5yV2oI2fTwOfl/h5abHjnHthX4ABPgReBQLg+8CXX+TPeNlfwANg91/7u/8R+BvN7/8G8D982tf5b3Effwr4GvDuH3YfwJebzy4E7jWfqXkJ1/i5ip82dtrYaeOnjZ82dtrY+UX6+rzEThs/bfz8IsTOi+6EfR2475z7yDlXAH8P+Asv+Gd8FvAXgL/T/P7vAH/x07uUfzs4534HuPzX/vqn3cdfAP6ecy53zn0M3Ec+2+vGL0P8tLFzPfhliB1o4+e68MsQP23sXA/a2PmMoo2fzwx+4eLnZcXOi07CbgKPP/HnJ83f/SLDAb+tlPq2Uuq/av7uwDl3AtD8uv+pXd3Ph592H5/W5/h5i582dtrY+XnQxk8bPz8r2thpY+dnxec5dqCNn+vG5zl+XnjseC/08kD9//zdL7oG/h93zh0rpfaBf6KU+smnfUEvAZ/W5/h5i582dgRt7PxsaONH0MbPvzva2BG0sfPvjl/G2IE2fl4Ufhnj52f+DF90J+wJcPsTf74FHL/gn/FS4Zw7bn59DvwDpMX4TCl1BND8+vzTu8KfCz/tPj6tz/FzFT9t7ABt7PzMaOMHaOPnZ0IbO0AbOz8TPuexA238XCs+5/HzwmPnRSdh3wTeUErdU0oFwF8F/uEL/hkvDUqpjlKqt/k98B8D7yL39Neab/trwP/x6Vzhz42fdh//EPirSqlQKXUPeAP4vZdwPZ+b+Gljp42dnwdt/LTx87OijZ02dn5W/BLEDrTxc234JYifFx8716Ao8lvA+4g6yN+8TvWS6/5C1Gq+33z9cHM/wA7w/wAfNL+OP+1r/be4l78LnAAlkrX/9T/oPoC/2XyG7wF/9iVe5+ciftrYaWOnjZ82ftrYaWPnF+nr8xQ7bfy08fOLEDuq+c8tWrRo0aJFixYtWrRo0eIl4IWbNbdo0aJFixYtWrRo0aJFi5+ONglr0aJFixYtWrRo0aJFi5eINglr0aJFixYtWrRo0aJFi5eINglr0aJFixYtWrRo0aJFi5eINglr0aJFixYtWrRo0aJFi5eINglr0aJFixYtWrRo0aJFi5eINglr0aJFixYtWrRo0aJFi5eI/w9ibI9eZnknsAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x432 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nb_samples = 6 # Number of images selected randomly\n",
    "pos_samples = X_train[y_train['Volcano?'] == 1].sample(nb_samples)\n",
    "neg_samples = X_train[y_train['Volcano?'] == 0].sample(nb_samples)\n",
    "\n",
    "plt.subplots(figsize=(15,6))\n",
    "\n",
    "for i in range(nb_samples):\n",
    "    plt.subplot(2, nb_samples, i+1)\n",
    "    plt.tick_params(labelleft=False)\n",
    "    plt.imshow(pos_samples.iloc[i,:].values.reshape((110, 110)), cmap='viridis')\n",
    "    if i == 0: plt.ylabel('Volcano')\n",
    "    \n",
    "    \n",
    "for i in range(nb_samples):\n",
    "    plt.subplot(2, nb_samples, i+nb_samples+1)\n",
    "    plt.tick_params(labelleft=False)\n",
    "    plt.imshow(neg_samples.iloc[i,:].values.reshape((110,110)), cmap='viridis')\n",
    "    if i == 0: plt.ylabel('No Volcano')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "649739ca-06dc-4e11-9883-658e9f22ca19",
   "metadata": {},
   "source": [
    "# Preprocessing of the images\n",
    "\n",
    "The first step is to normalize the images in the range $[0,1]$. Since pixel values are from $0$ to $255$, we just need to devide by $256$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f045b54e-7964-4e7b-b452-f047ff37893d",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train /= 256.\n",
    "X_test /=256."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff8e2dad-d851-4da2-8af7-05655899650e",
   "metadata": {},
   "source": [
    "For the moment, images are saved in the files like a vector of data $110x110 = 12100$\n",
    "In the following, we will reshape those vectors to create some images to feed the CNN.\n",
    "The shape of each images will be normalised as $(110 x 110 x 1)$. \n",
    "The \"x $1$\" at the end is to take into account possible color images (which is not the case here)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "03293574-f561-486b-bc3a-7136acd957c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "IMAGE_SHAPE = (110, 110, 1) # Image shape that will be used to feed the keras models"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edde671d-e582-427b-9507-3fee5995bb74",
   "metadata": {},
   "source": [
    "## Create a validation set\n",
    "\n",
    "First, we need to split our test data to test and validation data. \n",
    "We will use %50 of test data as validation data. We use the validation data to understand that is there any overfitting problem in our model before testing with test data.\n",
    "\n",
    "- The **training set** is used to train the model and the **validation set** is used to assess the model performance.\n",
    "\n",
    "- The **validation set** is used to optimize the model parameters while the **test set** is used to provide an unbiased estimate of the final model.\n",
    "\n",
    "- Note that adding a random_state is usefull to have always the same split of the data.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c5ff8286-63f0-4f11-aa5c-930b8b901294",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test, X_val, y_test, y_val = train_test_split(X_test, y_test, \n",
    "                                                test_size=0.5,\n",
    "                                                random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2162e108-29bb-4206-bd5d-4e88806f7243",
   "metadata": {},
   "source": [
    "Let's check the shape of the dataset after split:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8e1cb756-cc2c-4bc7-89f7-aa528a5206a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After split train data for valitadion data.\n",
      "X_train -> (7000, 12100) / y_train -> (7000, 4) (70% of the dataset)\n",
      "X_test -> (1367, 12100) / y_test -> (1367, 4) (15% of the dataset)\n",
      "X_val -> (1367, 12100) / y_val -> (1367, 4) (15% of the dataset)\n"
     ]
    }
   ],
   "source": [
    "print(\"After split train data for valitadion data.\")\n",
    "print(f\"X_train -> {X_train.shape} / y_train -> {y_train.shape} (70% of the dataset)\") \n",
    "print(f\"X_test -> {X_test.shape} / y_test -> {y_test.shape} (15% of the dataset)\") \n",
    "print(f\"X_val -> {X_val.shape} / y_val -> {y_val.shape} (15% of the dataset)\") "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93cc3cab-3eaa-4651-905f-ec1ab456bd4e",
   "metadata": {},
   "source": [
    "We need to add one more dimension on each set because Keras wants to know the color channels of the images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ddeafd9b-7114-4776-aebd-f7616761859a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train -> (7000, 110, 110, 1) / y_train -> (7000, 4) (70% of the dataset)\n",
      "X_test -> (1367, 110, 110, 1) / y_test -> (1367, 4) (15% of the dataset)\n",
      "X_val -> (1367, 110, 110, 1) / y_val -> (1367, 4) (15% of the dataset)\n"
     ]
    }
   ],
   "source": [
    "X_test = np.resize(X_test, (1367, 110, 110, 1))\n",
    "X_train = np.resize(X_train, (7000, 110, 110, 1))\n",
    "X_val = np.resize(X_val, (1367, 110, 110, 1))\n",
    "\n",
    "print(f\"X_train -> {X_train.shape} / y_train -> {y_train.shape} (70% of the dataset)\") \n",
    "print(f\"X_test -> {X_test.shape} / y_test -> {y_test.shape} (15% of the dataset)\") \n",
    "print(f\"X_val -> {X_val.shape} / y_val -> {y_val.shape} (15% of the dataset)\") "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8fbdcfa-5a06-4db2-8a22-3cf0be059f50",
   "metadata": {},
   "source": [
    "## Drop useless labels\n",
    "We need to drop the Type, Radius, Number Volcanoes columns from output data. \n",
    "Here, we just want to label the images that volcano or not.\n",
    "\n",
    "Note that you can redo completely the classificatio, not finding if an image has some volcanos or not but to classifify by number of volcanos.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e9db557d-1401-4da6-834b-960afbc87731",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train = y_train[\"Volcano?\"]\n",
    "y_test = y_test[\"Volcano?\"]\n",
    "y_val = y_val[\"Volcano?\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd3f8c2f-bc7a-4914-a777-81093b5055da",
   "metadata": {},
   "source": [
    "### Convert categorical data to matrices\n",
    "\n",
    "Volcano type are coded in string \"0\" or \"1\". To use these labels, we need to convert them to a more expressive way.\n",
    "Here, we will use the One-Hot-Encoding method which consist in replacing some categorical values into a matrix\n",
    "\n",
    "| \"0\" | \"1\" |\n",
    "|-----|-----|\n",
    "|  1  |  0  |\n",
    "|  0  |  1  |\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f57742c3-6e58-45ac-9fed-a3aa00ab47a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train = to_categorical(y_train, num_classes=2)\n",
    "y_test = to_categorical(y_test, num_classes=2)\n",
    "y_val = to_categorical(y_val, num_classes=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "902e952b-ddfb-400f-b092-c4966fb3a208",
   "metadata": {},
   "source": [
    "# Plain CNN model\n",
    "In the next cell, we are going to create our very first model. \n",
    "One layer is made of a `Convolution layer` (which apply some filters on the data) and a `Pooling layer` which takes the maximum.\n",
    "For more details, we encourage you to come back on the lecture about deep learning."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b440a42f-e688-40ff-9442-3c3da170f53b",
   "metadata": {},
   "source": [
    "## Define the model\n",
    "\n",
    "It's preferable to use a function to define the model. It's easier to create some new models after without rewriting all the line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "899abde7-4fb6-47eb-b950-a948dedf740d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def PlainCNN(input_shape, dense_size):\n",
    "    \"\"\"\n",
    "    Very simple model of CNN\n",
    "    \n",
    "    1 Convolution layer\n",
    "    1 Maxpooling layer\n",
    "    1 Convolution layer\n",
    "    1 Maxpooling layer\n",
    "    1 flatten layer\n",
    "    1 dense layer\n",
    "    ----\n",
    "    INPUT:\n",
    "        @input_shape: (set) shape of the images\n",
    "        @dense_size: (int) number of output labels\n",
    "    ----\n",
    "    OUTPUT:\n",
    "        @model\n",
    "    \"\"\"\n",
    "    model = Sequential()                            # to stack the layer sequentially\n",
    "    model.add(Conv2D(filters=8, kernel_size=(5,5),  # 8 filters of size 5x5\n",
    "                      activation='relu',            # ReLU as activation function\n",
    "                      input_shape=input_shape))     # initial size of the images\n",
    "    model.add(MaxPooling2D(pool_size=(2,2)))        # Take the max value per block of 2x2 pixels\n",
    "    model.add(Conv2D(filters=16, kernel_size=(3,3), \n",
    "                      activation='relu'))\n",
    "    model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "    model.add(Flatten())                            # Convert the final image as a vector\n",
    "    model.add(Dense(dense_size,                     # Apply a sigmoid function (Volcano or not volcano ?)\n",
    "                    activation=\"sigmoid\"))\n",
    "    return model\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b0dea35-746f-4731-95db-631f0b4b079f",
   "metadata": {},
   "source": [
    "After implementing the your first neural network into a function, on can instantiate it and check on the parameters by calling the .summary() methods.\n",
    "\n",
    "One can see that in our case, on *only* have about 21000 parameters which is quit few compared to a fully connected network that would have led us to millions of parameters even fo reasonnably small networks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d861232d-e3ad-42d1-a818-aa40b1b0e2a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 106, 106, 8)       208       \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 53, 53, 8)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 51, 51, 16)        1168      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 25, 25, 16)        0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 10000)             0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 2)                 20002     \n",
      "=================================================================\n",
      "Total params: 21,378\n",
      "Trainable params: 21,378\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-01-26 09:32:12.205881: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "mymodel1 = PlainCNN(IMAGE_SHAPE, y_train.shape[1])\n",
    "print(mymodel1.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba11a5d1-b686-48f8-9e04-ce1eec30d379",
   "metadata": {},
   "source": [
    "## Compile and run the model\n",
    "\n",
    "We are using the training set to train the model and we will test it on the validation set\n",
    "- In the following cell, we are using the most common optimize which is the `ADAM optimizer` which is a stochastic gradient descent method.\n",
    "- Since our output are categorical, it's preferable to use the `categorical_crossentropy` loss.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f9da174c-d36b-4422-9969-29fe2f2c072b",
   "metadata": {},
   "outputs": [],
   "source": [
    "mymodel1.compile(optimizer='adam',\n",
    "                loss='categorical_crossentropy',\n",
    "                metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e61528d-dcfc-4e2b-886c-f7077c7a0509",
   "metadata": {},
   "source": [
    "The last step is to fit the model with the training data\n",
    "Few parameters to set: \n",
    "- `The batch size` is the number of samples that are passed to the network at once.  \n",
    "- `epoch` is one single pass over the entire training set to the network(feed forward and backpropagation).\n",
    "\n",
    "Let's say we have 1000 images of volcanos that we want to train our network. Now, let's say we specify our batch size to be 10. This means that 10 images of volcanos will be passed as a group, or as a batch, at one time to the network.\n",
    "\n",
    "Given that a single epoch is one single pass of all the data through the network, it will take 100 batches to make up full epoch. We have 1000 images divided by a batch size of 10, which equals 100 total batches. \n",
    "\n",
    "\n",
    "Mini batches method requires less memory. Since you train the network using fewer samples, the overall training procedure requires less memory. That's especially important if you are not able to fit the whole dataset in your machine's memory. Typically networks train faster with mini-batches. That's because we update the weights after each propagation.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "be10e612-52cb-4374-a88e-1eea93f3f6d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-01-26 09:32:12.673076: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:176] None of the MLIR Optimization Passes are enabled (registered 2)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "110/110 [==============================] - 32s 286ms/step - loss: 0.4104 - accuracy: 0.8517 - val_loss: 0.4365 - val_accuracy: 0.8427\n",
      "Epoch 2/10\n",
      "110/110 [==============================] - 34s 309ms/step - loss: 0.3952 - accuracy: 0.8571 - val_loss: 0.4074 - val_accuracy: 0.8427\n",
      "Epoch 3/10\n",
      "110/110 [==============================] - 33s 296ms/step - loss: 0.3531 - accuracy: 0.8601 - val_loss: 0.3504 - val_accuracy: 0.8932\n",
      "Epoch 4/10\n",
      "110/110 [==============================] - 32s 289ms/step - loss: 0.2500 - accuracy: 0.9026 - val_loss: 0.2306 - val_accuracy: 0.9283\n",
      "Epoch 5/10\n",
      "110/110 [==============================] - 32s 287ms/step - loss: 0.2101 - accuracy: 0.9250 - val_loss: 0.2035 - val_accuracy: 0.9283\n",
      "Epoch 6/10\n",
      "110/110 [==============================] - 32s 287ms/step - loss: 0.1628 - accuracy: 0.9416 - val_loss: 0.2063 - val_accuracy: 0.9407\n",
      "Epoch 7/10\n",
      "110/110 [==============================] - 31s 285ms/step - loss: 0.1498 - accuracy: 0.9459 - val_loss: 0.2291 - val_accuracy: 0.9093\n",
      "Epoch 8/10\n",
      "110/110 [==============================] - 35s 319ms/step - loss: 0.1383 - accuracy: 0.9506 - val_loss: 0.1698 - val_accuracy: 0.9393\n",
      "Epoch 9/10\n",
      "110/110 [==============================] - 32s 292ms/step - loss: 0.1368 - accuracy: 0.9511 - val_loss: 0.1785 - val_accuracy: 0.9415\n",
      "Epoch 10/10\n",
      "110/110 [==============================] - 31s 280ms/step - loss: 0.1204 - accuracy: 0.9574 - val_loss: 0.1680 - val_accuracy: 0.9437\n"
     ]
    }
   ],
   "source": [
    "model1_trained = mymodel1.fit(X_train, y_train, batch_size=64, epochs=10, \n",
    "                             validation_data=(X_val, y_val))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1245d5b1-fdba-425b-8d28-f3b8524de734",
   "metadata": {},
   "source": [
    "<img src=\"./Images/PlainCNNFit_ScreenShot.png\" width=\"900\" align=\"left\" border=1>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b07e95bb-01df-4e2a-8189-07844730979d",
   "metadata": {},
   "source": [
    "#### Let's have a quick look on the results...\n",
    "\n",
    "- `Epoch 1/10`: since we set \"epoch=10\", we will have 10 epochs\n",
    "\n",
    "- `10/110`, `40/110`... `110/110`: we have about 7000 images in the training set and a batch_size=64 -> 7000/64 is about 110. Each batch of images go through the network to train it.\n",
    "- `loss` and `accuracy` refer to the current loss and accuracy of the training set. \n",
    "- At the end of each epoch your trained NN is evaluated against your validation set. This is what `val_loss` and `val_acc` refer to.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e886e80a-37da-4a80-899f-bbdd586bda0e",
   "metadata": {},
   "source": [
    "## Evaluate the model \n",
    "\n",
    "The next cells show how to evaluate the models  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8169c910-3c77-4dea-bb5b-ddd350307428",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43/43 [==============================] - 2s 39ms/step - loss: 0.1627 - accuracy: 0.9415\n",
      "Test Loss -> 0.16270774602890015\n",
      "Test Accuracy -> 0.9414777159690857\n"
     ]
    }
   ],
   "source": [
    "score1 = mymodel1.evaluate(X_test, y_test)\n",
    "print('Test Loss ->', score1[0])\n",
    "print('Test Accuracy ->', score1[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10efdf91-5ed0-49bb-a853-326ec8eb8b73",
   "metadata": {},
   "source": [
    "Accuracy is pretty good since 94% of the images with volcanos are pretty well labelled.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "37809402-7d8c-44b4-a951-eb67115433d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(model1_trained.history['accuracy'], label=\"train acc\")\n",
    "plt.plot(model1_trained.history['val_accuracy'], label=\"val acc\")\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c2b0845-862f-4e15-9092-fe47a7d70965",
   "metadata": {},
   "source": [
    "This is one of the most common plot in deep learning : plotting the accuracy of the training. \n",
    "For only 5 epochs, we see that it's not suffisant to see if the mode gave it's best."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b0db8c8-1450-43d3-87f9-d4c6623b3bf9",
   "metadata": {},
   "source": [
    "## ***** TO DO ******\n",
    "\n",
    "Modify the hyperparameters in the model to see if you can improve the results. \n",
    "ie:\n",
    "- modify the number of neurons in the Conv2D layers (one common rule is to double the number of neurons in each hidden layer. if 8 in the first layer, 16 in the second, 32 in the third...)\n",
    "- modify the number of epochs (not to much... it could take to much time)\n",
    "- modify the number of batch_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a0c22d96-1022-462e-ac24-e26cee0254c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# WRITE YOUR CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "afef2991-e742-4210-a59b-de4d118546e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# WRITE YOUR CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "304ed9d7-dfd3-4125-ad23-93f0dab13165",
   "metadata": {},
   "outputs": [],
   "source": [
    "# WRITE YOUR CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9e523c48-5891-4aec-9c07-74053edb1622",
   "metadata": {},
   "outputs": [],
   "source": [
    "# WRITE YOUR CODE HERE"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0325ebed-7d5d-48c1-962c-752f431ed34c",
   "metadata": {},
   "source": [
    "# Another CNN\n",
    "This time, we will use another CNN with more layer and a new layer called `Dropout` to randomly switch off a fraction of the neurons at each epochs\n",
    "\n",
    "\n",
    "Remind : \n",
    "\n",
    "- Conv layer : Conv2D(filters = 2, kernel_size = (3,3),padding = 'same',activation ='relu', input_shape = (110,110,1))\n",
    "- Max pooling layer: MaxPool2D(pool_size=(2,2)\n",
    "- Dropout: Dropout(0.5)\n",
    "- Flatten layer: Flatten()\n",
    "- Dense layer: Dense(y_train.shape[1], activation = \"sigmoid\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3855fe6-32ed-4f41-8805-6dd3eec0181f",
   "metadata": {},
   "source": [
    "## ********* TODO **********\n",
    "Implement the following network and train it\n",
    "\n",
    "- Conv layer with 8 filters of size (3, 3) with the activation function 'relu and the input shape (110,110,1)\n",
    "- Conv layer with 4 filters of size (3, 3) with the activation function 'relu\n",
    "- Conv layer with 8 filters of size (5, 5) with the activation function 'relu\n",
    "- Max Pooling layer with a pool size (2,2)\n",
    "- Dropout  with a ratio equal to 0.5\n",
    "- Conv layer with 16 filters of size (5, 5) with the activation function 'relu\n",
    "- Max Pooling layer with a pool size (2,2)\n",
    "- Dropout  with a ratio equal to 0.5\n",
    "- Conv layer with 24 filters of size (7, 7) with the activation function 'relu\n",
    "- Max Pooling layer with a pool size (2,2)\n",
    "- Dropout  with a ratio equal to 0.5\n",
    "- Flatten layer\n",
    "- Dense layer with a \"sigmoid\" activation function\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c325b609-2bdd-4283-9047-26c561aeda5c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_2 (Conv2D)            (None, 110, 110, 2)       20        \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 110, 110, 4)       76        \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 110, 110, 8)       808       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 55, 55, 8)         0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 55, 55, 8)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_5 (Conv2D)            (None, 55, 55, 16)        3216      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_3 (MaxPooling2 (None, 27, 27, 16)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_6 (Conv2D)            (None, 27, 27, 24)        18840     \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 27, 27, 24)        0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 17496)             0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 2)                 34994     \n",
      "=================================================================\n",
      "Total params: 57,954\n",
      "Trainable params: 57,954\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "def model2(input_shape, dense_size, dp_rate):\n",
    "    \"\"\"\n",
    "    Another model with more layers and dropout\n",
    "    \n",
    "    \"\"\"\n",
    "    model = Sequential()\n",
    "    model.add(Conv2D(filters=2, kernel_size=(3,3),\n",
    "                     padding='same', activation='relu',\n",
    "                     input_shape=input_shape))\n",
    "    model.add(Conv2D(filters=4, kernel_size=(3,3),\n",
    "                     padding='same', activation='relu'))\n",
    "    model.add(Conv2D(filters=8, kernel_size=(5,5),\n",
    "                     padding='same', activation='relu'))\n",
    "    model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "    model.add(Dropout(dp_rate))\n",
    "    model.add(Conv2D(filters=16, kernel_size=(5,5),\n",
    "                     padding='same', activation='relu'))\n",
    "    model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "    model.add(Conv2D(filters=24, kernel_size=(7,7),\n",
    "                     padding='same', activation='relu'))\n",
    "    model.add(Dropout(dp_rate))\n",
    "    model.add(Flatten())\n",
    "    model.add(Dense(dense_size, activation=\"sigmoid\"))\n",
    "    return model\n",
    "mymodel2 = model2(IMAGE_SHAPE, y_train.shape[1], 0.5)\n",
    "print(mymodel2.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1eec9cd5-498b-4605-bf62-6d8b35437843",
   "metadata": {},
   "source": [
    "___________________________________________________________\n",
    "Layer (type)                 Output Shape              Param    \n",
    "=================================================================\n",
    "conv2d_5 (Conv2D)            (None, 110, 110, 2)       20        \n",
    "_________________________________________________________________\n",
    "conv2d_6 (Conv2D)            (None, 110, 110, 4)       76        \n",
    "_________________________________________________________________\n",
    "conv2d_7 (Conv2D)            (None, 110, 110, 8)       808       \n",
    "_________________________________________________________________\n",
    "max_pooling2d_5 (MaxPooling2 (None, 55, 55, 8)         0         \n",
    "_________________________________________________________________\n",
    "dropout_3 (Dropout)          (None, 55, 55, 8)         0         \n",
    "_________________________________________________________________\n",
    "conv2d_8 (Conv2D)            (None, 55, 55, 16)        3216      \n",
    "_________________________________________________________________\n",
    "max_pooling2d_6 (MaxPooling2 (None, 27, 27, 16)        0         \n",
    "_________________________________________________________________\n",
    "conv2d_9 (Conv2D)            (None, 27, 27, 24)        18840     \n",
    "_________________________________________________________________\n",
    "dropout_4 (Dropout)          (None, 27, 27, 24)        0         \n",
    "_________________________________________________________________\n",
    "flatten_3 (Flatten)          (None, 17496)             0         \n",
    "_________________________________________________________________\n",
    "dense_3 (Dense)              (None, 2)                 34994     \n",
    "=================================================================\n",
    "Total params: 57,954\n",
    "Trainable params: 57,954\n",
    "Non-trainable params: 0\n",
    "_________________________________________________________________"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f405489-7f52-4353-ad92-f5372d149243",
   "metadata": {},
   "source": [
    "Now, `compile`, `fit` and `evaluae` your model.\n",
    "\n",
    "Did you improve the results ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "45a5271b-1f40-4c04-bebd-0f8c2877d4ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# WRITE YOUR CODE HERE\n",
    "\n",
    "mymodel2.compile(optimizer='adam',\n",
    "                loss='categorical_crossentropy',\n",
    "                metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "786c7db5-6034-45fa-8f2a-9fb9a23d02d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "110/110 [==============================] - 117s 1s/step - loss: 0.4325 - accuracy: 0.8570 - val_loss: 0.4395 - val_accuracy: 0.8427\n",
      "Epoch 2/10\n",
      "110/110 [==============================] - 113s 1s/step - loss: 0.4123 - accuracy: 0.8571 - val_loss: 0.4347 - val_accuracy: 0.8427\n",
      "Epoch 3/10\n",
      "110/110 [==============================] - 112s 1s/step - loss: 0.4116 - accuracy: 0.8571 - val_loss: 0.4357 - val_accuracy: 0.8427\n",
      "Epoch 4/10\n",
      "110/110 [==============================] - 130s 1s/step - loss: 0.3590 - accuracy: 0.8750 - val_loss: 0.3063 - val_accuracy: 0.8976\n",
      "Epoch 5/10\n",
      "110/110 [==============================] - 131s 1s/step - loss: 0.2226 - accuracy: 0.9277 - val_loss: 0.2050 - val_accuracy: 0.9320\n",
      "Epoch 6/10\n",
      "110/110 [==============================] - 152s 1s/step - loss: 0.1639 - accuracy: 0.9451 - val_loss: 0.1692 - val_accuracy: 0.9451\n",
      "Epoch 7/10\n",
      "110/110 [==============================] - 147s 1s/step - loss: 0.1411 - accuracy: 0.9519 - val_loss: 0.1420 - val_accuracy: 0.9546\n",
      "Epoch 8/10\n",
      "110/110 [==============================] - 144s 1s/step - loss: 0.1223 - accuracy: 0.9586 - val_loss: 0.1637 - val_accuracy: 0.9481\n",
      "Epoch 9/10\n",
      "110/110 [==============================] - 153s 1s/step - loss: 0.1137 - accuracy: 0.9614 - val_loss: 0.1461 - val_accuracy: 0.9598\n",
      "Epoch 10/10\n",
      "110/110 [==============================] - 148s 1s/step - loss: 0.0994 - accuracy: 0.9637 - val_loss: 0.1269 - val_accuracy: 0.9598\n"
     ]
    }
   ],
   "source": [
    "# WRITE YOUR CODE HERE\n",
    "model2_trained = mymodel2.fit(X_train, y_train, batch_size=64, epochs=10, \n",
    "                             validation_data=(X_val, y_val))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5838f689-268a-436b-8d4c-a7364240eea8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43/43 [==============================] - 6s 148ms/step - loss: 0.1071 - accuracy: 0.9642\n",
      "Test Loss -> 0.10712727904319763\n",
      "Test Accuracy -> 0.9641550779342651\n"
     ]
    }
   ],
   "source": [
    "# WRITE YOUR CODE HERE\n",
    "score2 = mymodel2.evaluate(X_test, y_test)\n",
    "print('Test Loss ->', score2[0])\n",
    "print('Test Accuracy ->', score2[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "230afa9b-1535-4a2a-a752-395074624165",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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w4EB1102nTp247LLL+Nvf/sZLL70E2Lpu9Krew1mrYPfHtgHUw9sgMAIufgxG34np0JGdWQWs27KHtSlHqteVGdWzI7+dPoipQ7sR09G294/Fktm09/Xyhl7jbT9T/gDZP9iS/q7VsG6+7Scqzta9M+gKh6Zt1quqAhL/BV89axtrGHkLXPJbCO7avNdTmuibYsiQIRQWFhIdHU1UVBQAN910E1dccQXx8fHExcUxcODAs77G1KlTWbRoEcOHD69ezhigS5cuLF68mFmzZtVabvi3v/0t9957L0OHDq21NLHyQBUlkPQ2bP4bHNsPHXvD9BewDp9DUk4Z6yzZrE1JIuNYCV4CY/tEcNv4WKYM6eb8dWVEIGqE7eeSxyB/ny3h71ptW3bgi6drTNucAd3Pb7yrxRj4cT188lvI3wt9EuCyP0C3oc6N3QNpom+inwZFf9K5c2c2b65/C9z65tD7+/uzdu3aestPmzaNadOm1ToWHBzMG284fyMC1Y4UH7MtrfvdP6H4KHQ/n6pr3yAxYDzrUvNY9+lm168rE9EXJjxo+ynIgt3/tSV9+7RNQmNg4HTblX7PcWdOmMhOgU8eg/0WiOgPc1bAeVO0H95JNNEr1VYdP2SbJ77jP1BRjLXfZJJ73cby3J58+mEOR4sS8ffxYqIr15WpT2h3GHOX7af4GPy4ztbFs/0N2PJP6NAJBl4OA6+AyMGw4c+2zxgQBtOet40zeODCYy1JE71SbU1WEmx6GXZ+iBEvjvScwVKvmby1L4iTKRUE+mXZ15XpxsUDurpmXRlHBXaCuBttP+WnIO0z25V+6irbqpIAXj5wwd1w0cMevfBYS2rD35Az6QyUpmtsBzHVRhgD+76wJfj9Fip8gvgq/Fr+eCyBfbvDCAnwYfKgrkwd2o2J53Vx7boyzeUXBINn2n4qy+HgBsjcBkOvgc79XB2dW2s3iT4gIID8/HwiIiI02TvIGEN+fj4BATodrc2qqoCdH1C1cSHeuSmc8I7gVeuNvFl0Cb4mnMuGR/K7od0Y37ez69eVcSYfP+h3qe1Htbh2k+hjYmLIzMwkLy/vrOVKS0s1sdmVlpYSHh5OTEyMq0NRdZUVUfzdvzGbXyGo5AgHTDT/rJzHJp9LmDSqB/8c2o0xsZ3axroyqt1rN4ne19e3+q7Rs7FYLIwcObIVImr7tC3anmM5GRxev5DeB5YTbAr5zjqQ9/znEjp8OrOHd+e5Hh3x8tK/WJVztZtEr1S7ZrWyf91Cum55jiGmlI0+Yzk08A7ixl3Gc9Gh2h2pWpQmeqVaWu4ujr79C/qc+J5t3iMImfUiPxt8PhM1uatWooleqZZSUYp1w58xG1/EyxrAos4Pc+OdDxHaoRVvZFIKTfRKtYxDm7B+dD9ex9J4v2oCaXGP8uurxuvgqnIJTfRKOVPJCfjscdj2OrleXZlfMZ9JM+bw8LhYV0emPJgmeqWcwRhI/QjWPow5lcdbciV/rbqWP/98PBPP6+Lq6JSHcyjRi8hUYCHgDSwxxjxb53xH4DWgL1AK3G6MSalx3hvYChw2xsxwUuxKtQ0nD8Oa38CeNZwIG8TcigfIDx3M0p/H0z/SBTsxKVVHo4nenqRfASYDmUCiiKwyxqTWKLYASDLGXC0iA+3lJ9U4/wCwCwh1WuRKuZrVClv/BZ89ibFW8nXsr5i7ezSjYrvw4S2jWnf1SKXOwpGRoTFAmjFmvzGmHFgO1N39ejDwOYAxZjcQKyKRACISA0wHljgtaqVcLScVXpsCa35DVfQonuzxL27dPZarzu/Ff+4co0letSmOdN1EAxk1nmcCF9Qp8z0wC9goImOAXkAMkAO8BDwMnPVvWBGZB8wDiIyMxGKxOBDamYqKippd191oW9TmjPbwqiqnZ/q79Ex/nyrvDvzQ7wEeSh/LgQLDdef5cnmXY2ze+LVzAm5h+v04zd3bwpFEX99dHXWXRHwWWCgiSUAysAOoFJEZQK4xZpuIJJztTYwxi4HFAPHx8SYh4azFG2SxWGhuXXejbVHbObfHwW9g9W9sux8Nn01a3KPcv2Ifx0sq+MfNcUwd2vCG8G2Rfj9Oc/e2cCTRZwI1d/yNAbJqFjDGFABzAcR2L/cB+89s4EoRuRwIAEJF5C1jzM1OiF2p1lFyAj79vW3jjPBecPP7fFY+lF+9voPQAF/evXscQ6PDXB2lUg1ypI8+EegvIr1FxA9b8l5Vs4CIhNvPAdwJbDDGFBhjHjXGxBhjYu31vtAkr9oNY2Dnh/DKGNsOSOPvx/xyE0uO9Oau/2ylb5dgPrrvQk3yqs1r9IreGFMpIvcB67FNr3zNGLNTRO62n18EDALeFJEqIBW4owVjVqrlncyENQ/BnjXQbTjc+A7lXYfz+49SWJ6YweXDuvGX6+Lo4NcONwBRHsehefTGmDXAmjrHFtV4vBno38hrWABLkyNUqjVZqyDxX/D5k7bHlz0DF/ySE2VWfvnaFjbvz+e+i/vx68nn6XLCqt3QO2OV+klOKqz+FWQmQt9LYMaL0DGW/XlF3PHGVg4fL+GF60cw63zdyEW1L5rolaoohQ1/gm9eAv9QuHoxDL8eRNiUdpRfLt2Ot5fw9l0XEB/bydXRKtVkmuiVZzu4EVY/APlpMHw2TPk/CIoAYNmWdH73YQq9Owfx2m2j6dEp0MXBKtU8muiVZyo5bp8y+Wb1lEn62VbtqLIa/rhmF0s2HuCi87rw1xtHEhrg6+KAlWo+TfTKsxgDqR/CmoehOB/G/woS5oNfEABFZZU8sGwHn+/O5bbxsfx2+iBdQ161e5rolcfwL82DZXPgx7UQNQJuXmn71y7zeDF3vrGVvblFPD1zCLfoGvLKTWiiV54h5X1GJ94HXl7VUybxPv31355+nHlvbqWs0srrc0fzs/66hrxyH5rolfsrOAKr7qc4sCeht78LHWNrnf4o6TAPrfyBbqEBLJ8XT7+uuoa8ci+a6JX7++S3UFVB6uBfM7ZGkjfG8OJne3n5872Mie3EIl1DXrkpTfTKve3/ClJWwkXzKZWo6sOlFVX85t3v+fiHI1w7KoY/XD0Ufx9dzkC5J51OoNxXZbltvZrwXjDhwerDuYWl3LD4W/6bfIT50wbyp2uHa5JXbk2v6JX7+u4fcHQPzFkBvh0ASM0q4M43EjleXME/bhrV7taQV6o5NNEr93TyMFieg/OmwYCpAOzIreTVLzbpGvLK42iiV+7pk8fAVMG0ZwF4Z2sGL28vY2h0GEt+Hk9kaICLA1Sq9WiiV+5n35ew8wNIWAAdY6mosvKn9XvoF+7FO78Yp2vIK4+jg7HKvfw0ANuxN1z4AABf7s4lr7CMy/v4apJXHkmv6JV7+fYV2+bdN60EX1v3zPLEDLqG+DO8syZ55Zn0il65jxMZ8NXzMHAG9J8MwJGTJVj25HJdfAzeuiOU8lCa6JX7WL/AtjrllP+rPvTu1kysBq6P7+HCwJRyLU30yj2kfQa7VsHE/4WOvQCwWg0rEjO4sF8EvSKCXBygUq6jiV61f5VltvXlO/WxrS9vtzHtKIdPlHDD6J4uDE4p19PBWNX+bforHNsHN70HPv7Vh1ckZhAe6MuUIZEuDE4p19MretW+nUiHDX+GQVdA/0urD+cXlfFJajazRsboOjbK42miV+3bukdBBKb8sdbh97cfpqLKMHuMDsIq5VCiF5GpIrJHRNJEZH495zuKyAci8oOIbBGRofbjPUTkSxHZJSI7ReQBZ38A5cH2fgq7P4aJD0H46YRujGFZYjrn9wznvEjdRESpRhO9iHgDrwDTgMHAHBEZXKfYAiDJGDMcuBVYaD9eCfyvMWYQMBa4t566SjVdRantDtiI/jDuvlqnth46zv68U8weo4OwSoFjV/RjgDRjzH5jTDmwHJhZp8xg4HMAY8xuIFZEIo0xR4wx2+3HC4FdQLTToleea9PLcPwAXP48+NTeFWrZlnSC/X2YMTyqgcpKeRZHZt1EAxk1nmcCF9Qp8z0wC9goImOAXkAMkPNTARGJBUYC39X3JiIyD5gHEBkZicVicegD1FVUVNTsuu7GXdsioCSH0Yl/Ir/LhaRmeEGGpfrcqQrDx0nFjI/2YcumjbXquWt7NJe2x2nu3haOJPr67hs3dZ4/CywUkSQgGdiBrdvG9gIiwcB7wIPGmIL63sQYsxhYDBAfH28SEhIcCO1MFouF5tZ1N27bFsvmgLcvXW9+la5htf9A/M/mg5Rbd/K/M8cyLKb2evNu2x7NpO1xmru3hSOJPhOoOXUhBsiqWcCevOcCiIgAB+w/iIgvtiS/1BjzvhNiVp5szzrYswYufRLCzuwFXJ6YweCoUIZGh7ogOKXaJkf66BOB/iLSW0T8gNnAqpoFRCTcfg7gTmCDMabAnvT/BewyxrzgzMCVB6oogbUPQ+cBMPaeM04nZ55kZ1YBc8b0wPbVU0qBA1f0xphKEbkPWA94A68ZY3aKyN3284uAQcCbIlIFpAJ32KtfCNwCJNu7dQAWGGPWOPdjKI/wzUI4cQhuXXXGACzAssR0Any9uDJOx/uVqsmhJRDsiXlNnWOLajzeDPSvp95G6u/jV6ppjh2Ar1+AoddAn4vOOF1cXsmqpCwuHxZFWAdfFwSoVNuld8aq9mHdfPD2hcueqff0xz8coaisktm6gJlSZ9BEr9q+PWvhx3WQMB9Cu9dbZEViBn26BDE6tmMrB6dU26eJXrVt5cW2AdguA+GCu+st8mNOIdsOHWf2aB2EVao+ukyxats2vmhbofLnH9u6buqxIjEDX29h1vkxrRycUu2DXtGrtit/H3zzEgy7Dnr/rN4iZZVVvL89k8mDI+kc7F9vGaU8nSZ61TYZA2sfAW//BgdgAT7ZmcPx4godhFXqLDTRq7Zp938h7VO4eAGEdGuw2PLEdKLDOzChX+dWDE6p9kUTvWp7yott0ym7DoEx8xoslp5fzDdp+dwwugdeXjoIq1RDdDBWtT1f/wVOZsDcteDd8Fd0xdZ0vASui9dBWKXORq/oVdtyNM221vzw2dBrfIPFKqusvLs1k4QBXYkK69CKASrV/miiV22HMbD2IfAJgMlPnbXol3vyyC0sY/Zo3RNWqcZooldtx65VsO8LuPgxCIk8a9EViel0CfHn4oFdWyk4pdovTfSqbSg/BesehcihMPrOsxbNPlnKF7tzuW5UDL7e+hVWqjE6GKvahg1/goLDcO1rZx2ABVi5LQOrgRu020Yph+jlkHK9vB9h098g7iboOfasRa1Ww4qtGYzvG0GviKBWClCp9k0TvXKtnwZgfQNt2wM2YtO+fDKOlejVvFJNoF03yrVSP4T9Frj8zxDcpdHiyxLTCQ/0ZcqQhu+WVUrVplf0ynXKimDdAug2HOJvb7R4flEZn+zM5uqR0QT4erdCgEq5B72iV66z4XkozILr3wCvxhP3BzsOU1FldAEzpZpIr+iVa+Tuhs2vwMiboceYRosbY1i2JZ2RPcMZ0C2kFQJUyn1ooletzxhY8xvwC3JoABZg26Hj7Ms7xRy9mleqybTrRrW+lPfg4Ncw/S8Q5Njywsu2ZBDk58304VEtHJxS7kev6FXrKiuE9Y9BVByMmutQlYLSCv6bnMWVcdEE+eu1iVJN5VCiF5GpIrJHRNJEZH495zuKyAci8oOIbBGRoY7WVR7G8iwU5cD0FxwagAX4KCmL0gqrLmCmVDM1muhFxBt4BZgGDAbmiMjgOsUWAEnGmOHArcDCJtRVniInFb79B5x/K8SMcrjaisR0BkWFMjwmrAWDU8p9OXJFPwZIM8bsN8aUA8uBmXXKDAY+BzDG7AZiRSTSwbrKExgDax6CgFCY9LjD1VIOnyTlcAFzxvRARHeRUqo5HOnwjAYyajzPBC6oU+Z7YBawUUTGAL2AGAfrAiAi84B5AJGRkVgsFgdCO1NRUVGz67qbttQWXXO+YvChjew57x6OJCY7XO/NnWX4ekFE0QEsloPnFENbao+2QNvjNHdvC0cSfX2XUabO82eBhSKSBCQDO4BKB+vaDhqzGFgMEB8fbxISEhwI7UwWi4Xm1nU3baYtSk/C3+ZB9/MZMPsZBjjYN19cXsn9X37OFSOimT457pzDaDPt0UZoe5zm7m3hSKLPBGqOgsUAWTULGGMKgLkAYvv7+oD9J7CxusoDWJ6FolyYs8zhAViANcnZFJZV6gJmSp0jR/roE4H+ItJbRPyA2cCqmgVEJNx+DuBOYIM9+TdaV7m5nJ3w3T9h1G0Q7fgALMDyLen06RzEmN6dWiY2pTxEo1f0xphKEbkPWA94A68ZY3aKyN3284uAQcCbIlIFpAJ3nK1uy3wU1SZtfAn8gmHS75tULS23kK2HjvPotIE6CKvUOXLo7hNjzBpgTZ1ji2o83gz0d7Su8hClJ2HXaoibA4FNuypfviUDHy/hmlExLRScUp5D74xVLWfnB1BZAnE3N6laWWUV7+84zOTBkXQO9m+h4JTyHJroVctJehs6D4Do85tU7dPUHI6dKmf2GF3ATCln0ESvWsbRvZDxHYy8CZrYx74iMYPo8A5M6OfYgmdKqbPTRK9aRtJSEG8YfkOTqmUcK+brvUe5Pr4H3l46CKuUM2iiV85nrYLvl0O/SyGkaXu7vrM1Ay+B6+J1EFYpZ9FEr5xv35dQeMTWbdMElVVW3tmawUXndaF7eIcWCk4pz6OJXjlf0lLo0BHOm9qkapY9eeQUlHGD7iKllFNpolfOVXIcdv8Xhl0PPk2bGrk8MYPOwf5MGtS1hYJTyjNpolfOlfIeVJVB3I1NqpZTUMqXe3K5Lj4GX2/9WirlTPobpZxrx1KIHApRI5pUbeW2TKqshhvidQEzpZxNE71yntxdkLUd4po2d95qNSxPTGdcnwhiOwe1YIBKeSZN9Mp5kpaClw8Mv75J1TbvzyfjWAmzx+jVvFItQRO9co6qCvh+hW2mTVDT7mhdtiWdsA6+TBnStDn3SinHaKJXzpH2OZzKbfIg7LFT5XyyM4erR0YT4Ov4piRKKcdpolfOkfQWBHWB/pc1qdr72zMpr7Jqt41SLUgTvTp3p/Jhzzrbujbevg5XM8awIjGDuB7hDOwW2oIBKuXZNNGrc5f8Llgrmtxtsz39OHtzi5ijV/NKtShN9OrcJb0FUXEQOaRJ1ZZvySDIz5sZw7u3TFxKKUATvTpXR36A7GTb3PkmKCyt4OMfjnBlXHeC/B3a0VIp1Uya6NW5SXobvP1g2LVNqrbq+yxKKqp0ATOlWoEmetV8leWQ/A4MmNaszb8HdgthRExYCwWnlPqJJnrVfHvXQ3F+kzf/Tjl8kuTDJ5k9ugfSxG0GlVJNp4leNd+OpRDcDfpe0qRqKxIz8Pfx4uqRuouUUq1BE71qnqJc2PsJjLgBvB0fTC0pr+LDpMNcPiyKsEDH59wrpZrPoUQvIlNFZI+IpInI/HrOh4nIahH5XkR2isjcGuf+x34sRUSWiUiAMz+AcpEfVoCpavJsmzXJRygsreSG0Tp3XqnW0miiFxFv4BVgGjAYmCMig+sUuxdINcaMABKAv4iIn4hEA78C4o0xQwFvYLYT41euYIxttk10PHQZ0KSqKxIz6N05iAt6N23wVinVfI5c0Y8B0owx+40x5cByYGadMgYIEdvIWjBwDKi0n/MBOoiIDxAIZDklcuU6WTsgN7XJm3+n5Rax5eAxbtBBWKValSOdq9FARo3nmcAFdcr8DViFLYmHADcYY6zAYRH5M5AOlACfGGM+qe9NRGQeMA8gMjISi8XShI9xWlFRUbPrupuWaov+Py6im5cfm493pbIJr798dxneAlGl6VgsGY1XcDL9btSm7XGau7eFI4m+vksvU+f5FCAJuAToC3wqIl9j66qZCfQGTgDvisjNxpi3znhBYxYDiwHi4+NNQkKCY5+gDovFQnPrupsWaYuKUvj25zD4SiZMnuFwtfJKK7/++nMmD+7GzCmjnBuTg/S7UZu2x2nu3haOdN1kAjVHzmI4s/tlLvC+sUkDDgADgUuBA8aYPGNMBfA+MP7cw1Yus2cNlJ5ocrfNp6k5HDtVrssRK+UCjiT6RKC/iPQWET9sg6mr6pRJByYBiEgkMADYbz8+VkQC7f33k4BdzgpeuUDS2xAaDb0valK15YnpRId34Gf9u7RQYEqphjSa6I0xlcB9wHpsSfodY8xOEblbRO62F3saGC8iycDnwCPGmKPGmO+AlcB2INn+fotb4HOo1lCQBfs+hxFzwMvx3aAyjhWzMe0o18XH4O2lg7BKtTaH7nQxxqwB1tQ5tqjG4yyg3q2FjDGPA4+fQ4yqrfh+ORhrk9edf3erbeD1unjttlHKFfTOWOWYn+bO9xwHEX0drlZZZeWdrZlcdF4XosM7tGCASqmGaKJXjslMhPy9Tb4T9rNdOWQXlDJb74RVymU00SvHJC0F30AYcpXDVdalZPPgiiT6dA5i0qDIlotNKXVWmuhV48qLIeV9GDwT/EMaLW6MYcnX+/nl0m0M7BbKO3ePw9dbv2pKuYru4aYat/u/UFbg0CBsZZWVJ1en8p9vDzFtaDdeuD6ODn6Oz9BRSjmfJnrVuKS3ILwn9Jpw1mKnyiq57+3tfLknj3kT+zB/6kC8dDqlUi6niV6d3YkM2P8VJMwHr4a7X7JPlnL764nsySnkmauGcvPYXq0YpFLqbDTRq7P7fjlgYETDq0unZhVw++uJFJZW8K+fx5MwoGvrxaeUapQmetUwY2yzbWJ/Bh1j6y3y5Z5c7lu6nZAAX969ezyDu4e2boxKqUbpVAjVsPTNcPxAg3Pnl353iDvf2EqviCA+vPdCTfJKtVF6Ra8atmMp+AXD4CtrHbZaDc+u283iDfu5eEAX/nrj+QT761dJqbZKfztV/cqKYOcHMPRq8AuqPlxaUcX/rEhibUo2t47rxe9nDMZH58gr1aZpolf127UKKk5B3M3Vh44WlXHnG1v5PvMEv50+iDsm9NYtAZVqBzTRq/rtWAqd+kDPsQCk5RYy9/VE8grL+MdNo5g6tJuLA1RKOUr/5lZnOnYADm203QkrwqZ9R5n1902UlFexfN44TfJKtTN6Ra/O9P0yQGDEHFZuy+TR938gNiKI124bTY9Oga6OTinVRJroVW1WKyQtw/RJ4MUtxbz8+V4u7BfB328aRVgHX1dHp5RqBu26UbUd/BpOpvOf0gm8/PlerhsVw79vG6NJXql2TK/oVS3lW/9DhQTxh/19+c1l53Hvxf10Zo1S7ZwmelUt/Ug2XVM/YlXVRJ6fPYaZcdGuDkkp5QTadaMA2HboOK8vfpEAyhlx5T2a5JVyI5roFf/94QhzXv2Wq+Uryjv2Y3D8Ja4OSSnlRJroPZgxhn9Y9nHv29uZElnIMOsu/EbdAtonr5Rb0UTvoSqqrCz4IJnn1u3mihHdeXFAKogXDL/B1aEppZzMoUQvIlNFZI+IpInI/HrOh4nIahH5XkR2isjcGufCRWSliOwWkV0iMs6ZH0A1XWFpBbe/nsiyLRnce3FfFl43DJ/kFdDvUgiNcnV4Sikna3TWjYh4A68Ak4FMIFFEVhljUmsUuxdINcZcISJdgD0istQYUw4sBNYZY64VET9Ab610oawTJdz+eiJpuUU8f81wrh/dA9I+g8IsmPpHV4enlGoBjkyvHAOkGWP2A4jIcmAmUDPRGyBEbBOug4FjQKWIhAITgdsA7Im/3GnRqyZJzjzJHW8kUlJexetzxzChf2fbiaS3oUNHGDDNtQEqpVqEGGPOXkDkWmCqMeZO+/NbgAuMMffVKBMCrAIGAiHADcaY/4pIHLAY238KI4BtwAPGmFP1vM88YB5AZGTkqOXLlzfrAxUVFREcHNysuu6mZlvsyK3kH9+XEeIr/HpUANEhtl47n4oixm+6jazul5HWf54rw21x+t2oTdvjNHdoi4svvnibMSa+vnOOXNHXNwWj7v8OU4Ak4BKgL/CpiHxtf/3zgfuNMd+JyEJgPvC7M17QmMXY/lMgPj7eJCQkOBDamSwWC82t625+aovXvznAX3ekMjQ6jCU/j6drSMDpQolLwFQQM/0hYrqPdF2wrUC/G7Vpe5zm7m3hyGBsJtCjxvMYIKtOmbnA+8YmDTiA7eo+E8g0xnxnL7cSW+JXrcBqDE+u3skTq1OZNCiS5fPG1k7yYOu26ToEouJcEqNSquU5ckWfCPQXkd7AYWA2cGOdMunAJOBrEYkEBgD7jTFHRSRDRAYYY/bYy6TSQtJyizhcaGV3dgFWKxgMxtgSntX+rzG2+eMNPuen48b+GjWe16hz1n9b6gM20fLtZXyfd5A7JvRmweWD8Paq88dZ7m44vA2m/J/OnVfKjTWa6I0xlSJyH7Ae8AZeM8bsFJG77ecXAU8Dr4tIMraunkeMMUftL3E/sNQ+42Y/tqv/FjHjr19TWmGFb75uqbdoV7wEnpo5hFvHxdZfIGkpePnAsOtbNS6lVOtyaFEzY8waYE2dY4tqPM4CLmugbhJQ7wCBs71wfRwpO3cybMgQREBE8BLBS8BLBOz//vRc+KkMeHnVeS6C1Pn39OPTry3UKFP9GiD1Dm20rm1bNjO9oSRfVQk/rID+UyC4S6vGpZRqXW61euXlw6IIzN9DwjC96QcgyPcs/9mkfQZFObbtApVSbk2XQPBUSUshsDOcN8XVkSilWpgmek90Kh/2rIXh14O37hyllLvTRO+JUlaCtQLibnJ1JEqpVqCJ3hPteAuiRkC3oa6ORCnVCjTRe5rsZMj+Qa/mlfIgmug9TdLb4OULw65zdSRKqVaiid6TVJbb5s4PmAaBnVwdjVKqlWii9yR7P4HifBh5s6sjUUq1Ik30niRpKQRHQt9Jro5EKdWKNNF7iqJc+HG9bU9Yb7e6IVop1QhN9J7ih3fAVOlsG6U8kCZ6T2CMrdsmehR0HejqaJRSrUwTvSc4kgS5qXo1r5SH0kTvCXYsBW9/GDrL1ZEopVxAE727qyyD5Hdh0Azo0NHV0SilXEATvbvbswZKT2i3jVIeTBO9u9uxFEKjoU+CqyNRSrmIJno35leWD/s+hxGzwcvb1eEopVxEE70bi8yxgLHCCN0uUClPponeXRlDt+wvoMdY6NzP1dEopVzIve6F/+dFjD6ZDzuDXB2J61mrCCrOhEsfcXUkSikXc69E3/k8TlVmEtSli6sjaROO+PYiaug1rg5DKeViDiV6EZkKLAS8gSXGmGfrnA8D3gJ62l/zz8aYf9c47w1sBQ4bY2Y4KfYzXfMqqRYLXRMSWuwt2pM9FgtRfvrXjVKertE+enuSfgWYBgwG5ojI4DrF7gVSjTEjgATgLyLiV+P8A8Aup0SslFKqSRwZjB0DpBlj9htjyoHlwMw6ZQwQIiICBAPHgEoAEYkBpgNLnBa1UkophznSdRMNZNR4nglcUKfM34BVQBYQAtxgjLHaz70EPGw/3iARmQfMA4iMjMRisTgQ2pmKioqaXdfdaFvUpu1Rm7bHae7eFo4keqnnmKnzfAqQBFwC9AU+FZGvgYlArjFmm4gknO1NjDGLgcUA8fHxJqGZ/ewWi4Xm1nU32ha1aXvUpu1xmru3hSNdN5lAjxrPY7Bdudc0F3jf2KQBB4CBwIXAlSJyEFuXzyUi8tY5R62UUsphjiT6RKC/iPS2D7DOxtZNU1M6MAlARCKBAcB+Y8yjxpgYY0ysvd4XxhjdmVoppVpRo103xphKEbkPWI9teuVrxpidInK3/fwi4GngdRFJxtbV84gx5mgLxq2UUspBDs2jN8asAdbUObaoxuMs4LJGXsMCWJocoVJKqXMixtQdV3U9EckDDjWzemdA/5qw0baoTdujNm2P09yhLXoZY+pdFqBNJvpzISJbjTHxro6jLdC2qE3bozZtj9PcvS109UqllHJzmuiVUsrNuWOiX+zqANoQbYvatD1q0/Y4za3bwu366JVSStXmjlf0SimlatBEr5RSbs5tEr2ITBWRPSKSJiLzXR2PK4lIDxH5UkR2ichOEXnA1TG5moh4i8gOEfnY1bG4moiEi8hKEdlt/46Mc3VMriQi/2P/PUkRkWUiEuDqmJzNLRK9g5ujeJJK4H+NMYOAscC9Ht4eoJvf1LQQWGeMGQiMwIPbRUSigV8B8caYodiWeZnt2qiczy0SPY5tjuIxjDFHjDHb7Y8Lsf0iR7s2KtfRzW9OE5FQbMuH/wvAGFNujDnh0qBczwfoICI+QCBnrs7b7rlLoq9vcxSPTWw1iUgsMBL4zsWhuNJL2Da/sTZSzhP0AfKAf9u7spaIiMduLGyMOQz8GdsKvEeAk8aYT1wblfO5S6J3ZHMUjyMiwcB7wIPGmAJXx+MKIjID++Y3ro6ljfABzgf+YYwZCZwCPHZMS0Q6YvvrvzfQHQgSEbdbSt1dEr0jm6N4FBHxxZbklxpj3nd1PC6km9/UlglkGmN++gtvJbbE76kuBQ4YY/KMMRXA+8B4F8fkdO6S6B3ZHMVj2Ddp/xewyxjzgqvjcSXd/KY2Y0w2kCEiA+yHJgGpLgzJ1dKBsSISaP+9mYQbDk47tB59W9fQ5iguDsuVLgRuAZJFJMl+bIF9XwGl7geW2i+K9mPbCtQjGWO+E5GVwHZss9V24IbLIegSCEop5ebcpetGKaVUAzTRK6WUm9NEr5RSbk4TvVJKuTlN9Eop5eY00SullJvTRK+UUm7u/wGSa5F55Fo/xAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# WRITE YOUR CODE HERE\n",
    "plt.plot(model2_trained.history['accuracy'], label=\"train acc\")\n",
    "plt.plot(model2_trained.history['val_accuracy'], label=\"val acc\")\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcf18ce3-0bd9-4cc1-ab0e-97815ebde3da",
   "metadata": {},
   "source": [
    "# Improve the dataset\n",
    "As we said in introductions, some images are partly blank. Lets try to detect them to improve the model.\n",
    "This first part is made for you but you will have to train the CNN again with this new dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4a5f7aa-c76b-4e00-85e0-a8b7737c1d01",
   "metadata": {},
   "source": [
    "## Function to detect corrupted images\n",
    "Just execute it.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "56fee82b-3ca3-4e32-a575-61cb75d140a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function from https://www.kaggle.com/behcetsenturk/finding-volcanoes-with-cnn/notebook\n",
    "def corruptedImages(data):\n",
    "    corruptedImagesIndex = []\n",
    "    for index, image in enumerate(np.resize(data, (data.shape[0], 12100))): # resize (7000, 110, 110, 1) to (7000,12100)\n",
    "        sum = 0;\n",
    "        for pixelIndex in range(0,len(image)):\n",
    "            sum += image[pixelIndex]\n",
    "            if pixelIndex == 10:\n",
    "                break\n",
    "        if sum == 0:\n",
    "            corruptedImagesIndex.append(index)\n",
    "        else:\n",
    "            sum = 0\n",
    "\n",
    "    for index, image in enumerate(np.resize(data, (data.shape[0], 12100))): # resize (7000, 110, 110, 1) to (7000,12100)\n",
    "        sum = 0;\n",
    "        for pixelIndex in range(0,len(image),110):\n",
    "            sum += image[pixelIndex]\n",
    "            if pixelIndex == 10:\n",
    "                break\n",
    "        if sum == 0 and index not in corruptedImagesIndex:\n",
    "            corruptedImagesIndex.append(index)\n",
    "        else:\n",
    "            sum = 0\n",
    "    return corruptedImagesIndex\n",
    "\n",
    "def deleteCorrupted(X, y, corruptedIndexList):\n",
    "    for i in corruptedIndexList:\n",
    "        X.drop(i, inplace=True) # Drop the corrupted\n",
    "        y.drop(i, inplace=True) \n",
    "    \n",
    "    X.reset_index(inplace=True) # Reconstruct the index\n",
    "    X.drop(['index'], axis=1, inplace=True) # Delete old index column\n",
    "    #Because they are pandas.series we don't need to deal with index\n",
    "    #Because we use inplace=True we don't need to return something"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4a042cd-4bad-4ab4-aa8a-9474d66435cb",
   "metadata": {},
   "source": [
    "## Have a loo on few corrupted images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a30d61b6-2346-4502-9ced-236631036392",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 209 corrupted images in train set.\n"
     ]
    }
   ],
   "source": [
    "subset_Corrupted_train = corruptedImages(X_train)\n",
    "print(f\"There are {len(subset_Corrupted_train)} corrupted images in train set.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4e198f86-55ce-4d59-89b8-add834a89b06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fO824sLCwsPDg3K/Zf/9eLDMjzzXydsbaE0dUV6a0fmaHU3/pBoMnFaqSUzs3pGbE3Ila/M1zv451foJ73eLS8jF/8tS7/DdXf5D/12d/kHf2Vjn3+D7vHK3w8/0PYYqCj1Wv8sOnr/BPjl7iz61/BYCqGfFMY4+/s/sD/F+OPsGtYZtP37rI6uczLD8hH5nkuaTTmCJqKbaT4i/NSNoF1oGONYTVXzQw75rw8hj5/JgPXrjN+eUepVVSKEGlGeDsaeQnNiv2hIYdoVs5s/dFJE2Fppeo949pNGfosqQoJKJvkk8N2HYxhxKZQ2lCspyx/pmC5HoVAPu6jTIVpQ7Sy0hPJ6x8UaAEFAOL7bCJdX7CY6cOKH+7RVZo2FaGd1AgCkjG9oMM+X0zPePxsxe+zCS1Cf/+KuaxTukohFDcmbToRR5HaZVla8wocRgnNh1nRted0ot9TJkDcBxWcLSMfuxxfXeJvJRUrRhbn4+qWbYnrNkjTD1nmLhMM5vtqIWnJ5xf7nF29YS6FfED69c51zxha9jiMKnSdgNsM0MIRRCbfO0bFymV5Fz1hBKBLksMWbAX13l/c4uPbN5i0xvi6ilBZDGObGwtw3djPDdh2Z8yzmw0sShUX1hYWHjQHo6Vqsik+YsuBx+Bndsdqld1rj/rcnr9BOUWCK2k4UbkSvLK557k4OUqH1q/ze1am7TQaBgB8bt1Vt93hG8m/Oebv8WdrMNv9J4g9g3iwmA7bGLKgv20gaelALxydJYwNbg9bPKzF77MV0Znef1n19HerGB4iuVzU/7Mxjeonwn5H7Y/wvbtLtgF1kBj9XdGHL9UY+UD+3hGynt3V3jlrYuYPQ3dgLhh8KcuvMOvpU+w8Q8cPtX7IGm95NJzd9n71GmShqIUCkMrGPSqxNUxnp0iT01peiGHg2WS8zGWk1HueJg9nd6zAms4bx1gTiCrSPQIEgH1WsDovI05AqUrhv/VKdRLFrefkxQfCCl+e4XgTMHkxwuq7eHDEfj7wJwW/PzN9+NZKYMnBE999AYVI0GiuDNrIkvJKbtPRcZUrZhparEzrVMx5yNjQmHSdaasuyOWrTE3J22EUFh6QT9ymUY2Z1t9anrEOHf4D89+A1vkvDbd5PakxQ8uXeXx5X1+6eA5zns9VswRhigwZcFBVKNqxhS+pGUHXBt0aD92RN0IeWu4hqEV6KJka9JiszLgtdEGg9hj3R+x7o7IlzV8fd4K41yjT0VPuD1t4egSKRYrVQsLCwsP2sPx3ioVcUOid0IMMyduapz6eYvtH11GFIBR4hkpnpbSevaYpND5wt1z+E5Cb6fB9Z0lWE84Wzvh6mCJf3LyfrrWlEHs8d9d/QR/9eIXOeUO2Ivr3Ai7TDOLN3bWUcc21TMjlBJ8bXSGW8M257onXDljUnvLZNUf8w/vvMzZWp9xZON1AxwzY1az2GrWaL10xEe7N/nVu0+gZjpaLcNcmpFlGt3ajJYRoGklOz9ZoJkpa79ocvojA+5+pIH+1RqpUFxuH3FVKFw9ZTRxKXo21tkMfSaQdkanOmPHtxHrMWFg4r9n4RxKjJnC7gvco5Jo32asQPMV3ddKwo5ktmZizMD/VZ/phsAaKaJYUEiJY2aP7HaRFpeMRy6jwkc6iov+MbtxHVPL+XDnFv3U593ZCm8erVGxE5pOyM1eG+HDE80DxpmDr6e0zBlbYRulBOdXe0S5wf5JnTKT0II3R+vYesY0s5nmFm8frFKWAmMlp6tPaFohV6dL3JZtpFD0Y48gMxkJh8Nhhbwt6XgBdSuiVIJLtSO65pTf7V1gHNkcaVUadsi6P+Ik9ogLnY41Q5cFUWHQ1ENuTDpkhYal5RTqoVh0XlhYWPie9nAkVUowPQ15z6bMBKqbsP2nQSSgh5JcGeSlJCoMPrx0m0/deIp0bBGVLlYzIj12Wb9wzIfrN3m+epd3Z2t8tXeavZM6ml7w5dE5DsIqRSnZH1Tp1meUA4v/4pO/Rkef8H+//kO8fbzCrOfROh8gEo3wgzO++vZ56m/pXP1hjen1BgCVJ48pCkG2lPP+zh1muYVSgvbmiCA2mR35YJSc27xD25jy/rVtvrB1jlIJdj4Jh595DrUZUTwRY0rFIHFZr43ZndXJIx1zKhjdaFJu5Hh6SX/mglQUuQaxRmlAtFqgvX9COLNJqzb6TMBNB+dYcfyTEequh7sviFuK8RMF7l2dtCZQ3RgxNIl/o8vk3COaVCUF2pGDHgrKyzMypfHKrXOsdUYc2DXSQuN45uPfS6iW7ClJQ8czEr52cIq12pi00Lg1aRPlBm1nhqtnxIVOXNex9Zwk1wkyk9PVAW+drBLEJraZzVcYkxo3wy6DxGV/UiWODTbaIzwjRQjFY7UjblodRrGD56SUSpCUBvtRleuTLv3AZTpziBKDqGYQZQalgoF0adgRF6o96vaEILe4fdTGsjMUEGXGg770CwsLC9/zHpKkChBQvakRriqUpjBqMfLNCtYIxo+XbJ20uHz2kO2wSVlImitj6k7Mpj/kleIsL7a3eWu2wVmnx/urt3ja3+UXyveRFhqj1CFITbJCYhgFCvDXJ/zdax/hL134Cpeax1gyR64qDqIqIhEUuYY2k5gzRQaU3YRuZ8LRUR1plFw8f0DXnBd761qJqRUkuoazq5P7ii/ePseXtDOkUxNtpLP05DFaS7F7rUvdj1itTohyg4vVY6RQBLbFZmXIK9lF2l/VGDwt52NTJgZ6IMlLAQqWv5Kw+30m8moDfUnRfG9exH/yjCDzBRvtEbeHNlFXozwdoQHRqsC7o6EZBWU7IZo4KOfRPC1m7PYxxhs0rhccntf4wuE5ypmBv5bg6wm5JtnJ6rS8kO1hA7ud0bIDpFDoWslx4OMaGV13Ss2KGCcOpjbfvstyDVMrCDKTphPSi3w0Wc7H2XghK+78NN+VwRKaLKnaCUoJRpFNnOs8Vj8mLzVGscNhv4ZsK87VAk5Sj6OwwvGgSqMW0KzPOOlV2TnpYLUjNlojAJbcCbosGKQe/cTl0uoRUiimqfVtjalZWFhYWLi/Ho6kSi8pDUW4DOVGzE9ffo2wNPlU731YYw2ll2SZhqNltK0A3SiQAnZ6DaL/cZXyRbiyvMzRzOctc5W9Xp3zKz32b3XwtjROvl/hmSlb762ghZLDNZMLa8ds9Vr8vXc/zHprxIo74S8tfYF/OXye4CmTONc5DJqMLulcro0QYl7s7NdDNKE4Vz3B12KetbfZ6Tb56tEpVipTjl9UaKXkQquHFIrtcZNZzWI4cxGvVVm5WXLUdhgeVJFezvd1rzPMXM67xwxyD5FIkoZADyAzDJSuKJYTHC+lfK9C7zmdvFIyWsqhFExO67hHCqcnCNZL9gY1nF0d48Uhzy/v8sbRGuOBRdJW2HbGbOJgPz4hO/AfdNS/47QLZ7ny17tYfTh5RnLuvy9R/+cE++wxK86EdwfLBImJELD99XU2XtgjzE3ujurYRs4Hlrc4SXyOogrDxGV3UMcwciw9pxd6GHpB152yO61TN0NGuJwc+Ty5dsBLjTusmkO+MLrI8XENFWusnj6h4UbEuc6KN+9L9Xp/jaO3l1h9+pBL9WN2gjp3Bw0MvaDdmKKUIEhMVCIxBxorFyac9gccxRXuTpvMbItx6rDkTPGNhFvjNq6RkeeL7b+FhYWFB+3hSKoySVHPYWjAgcXVjSUuVHrg5YwvQfWqQe224B//2MtsrPWJBzbqyMeIBCfPKrxzI7Y+dxrx9ISKlcKJxY3hGsou8b6/T5QanFxpI5YSVFux3Jzws+tfpLdc5V8cPMvzzR0+WrnKX/n8X0Q/NvnAR9/ly1tn0cc6aSfn6lGXP//Y1/jlu88wPfLxtgw+XWtw+KEKYdNkN6wTZzrX766CpjCqKW+8fRYZCZ5//w2+vneW8+cPqfzwEa9fOY2x7eAdCoxA5+d3v4+8nfHy5du8e7wMtYxw1UBmAmdlhmXkdLyAhh3yarpJBGx25qNTtq8uE57KSZ9KYdehcErY9uHxiM3qhBujDqODKhsXjtm7skT55Qan3kgxZgY3/tyjt7JRtHz+wsc/zz9+70WyWOfGXzRZSiw8M+Xt/gpPtA65NW6ze9jAOjdjmliEmYFnpTzZPOQk8WmaIf14PhD5UveYcWrj6wnr7RFf3j/NzqRBkmscRxX2xjWkLNFlwaywuBKtossCtxrjdlJ8IyUpdJQSHARVrvc7TAce7kCws90mKyWGLNH1gqe6B3h6wp1pi6P9OiKTlGcjOs6MuhHiaCn7soYpC97t16ksJ0hRUjETqmaMrj2a27kLCwsL300eiqTKdDOEUYJUWCeSG796gbefXWNleUja1ulXfWanTAw3Zme7DQLSZkllfUI0dliuTNly62Qjm+2+Q/PcgGlgI254pEsaTS9kalZRqcbZzWMmsc2VaI0/X/8aHzp7k//38ffzC72X+C9f/g1en23yjaMN8lBH6opKd8Z04HGYVlmpTBjXbILTggs/n3DtYpd39lfw3YRZ38UYaWT1grP/dU72tw/Y7dd5/ZWL0M54ur6HFIp3hudpvAe9lwvqmyPa/6TB4cckX71+BiHgzHqPu8drnP9HA279LQvXyrjzlQ1u35uprAwFHdg7qeMcaOgvDZlu16htC+o/fsQssbjQ6NGPPSaxxaW/F3D9f9+YNyR9vODANUlbGq1XJXcfbNi/40RS8P975cP4d3RUW6HWI35o7QqfuvMUTS/kKKpg6TkvnNvmicoBmdL4xmATgF7sM4hdZrZFlBukhYat54wjm7TQ2BV1dK1E1wqC2OT6zhLn1ntkhUY/9hjZLodRhWlm0/YDhFAMIhffSlipTAgyk17sU2/NmBgOzXqAa2T0Zh4df94I9Clvl5YRsD+pEkxt8ljnncMVXo03cb2EhhtRKEHNn5+EHUUeYWpQbcYgHvDFX1hYWFh4OJKqLDAwty2MmSBpKvLlFDUz2J+1QCqEUfLEc3d4+9Y63i2DcKNA1FO+b+MGv3rrBdJVjR/4xOu81lsnTA2e7+5xZbjECz/yHodxlaOwQuP0kLKUbPpDPrB2i//x9od4wbtNSwYYsuAgqvLz2+/n6HYbZ1fjp3/6S9S0iM8cXyK4XeNXv/I81lJIvRJxfmOHr/3EY1hMsKz5StJ41sB7YkjNibn2V7p8xNthmlicLBmYTkaB5J3hMuJMwHHD4kNP3eBLN86i/akYMbAQkYG+GnL3uIlM4PpfalCxRzzb2eMz6z4q1rCbMXHf4WhcwfmKh5YqTDNjpkCUiu2DFgxNWk8F7AzrxKHJtf+dRDdyZqdBFAItAaUpnJNHb2VDhgmyahI8mSN7Jqe6A1yZ8qOn3uU3dy8T3Bvn0lgO6Wceg9Rjmlq0nJBxarPXq0MHlr0JYW4ihWIQOtSsmKzUkEKRlZKyFDy2eciHW7cYFw57UZ26HlKpxLw9WiXJdbrOjElsUZQSU+ZMSptOfYZrZLT9AInCMxKMasGaO+bV/iajzEUKxeXOEddEl9nUxjbnW3vnmn1W3TG7YR1T5pzzT3iXFdYrI36k9RavGPGDvfgLCwsLCw9HUiVy0CJB1FGItYj/5KlXuBoskxQ6caFz/aTLrZMW1o6J+aE+4cBHHFrcXO/M5+jJgveGy4y+0eFDn3ybZyt3meYWv37jcX7s4tu8fbiCppWUpeTLd0/zxa0nWXvugIqM+VJ4AYA/2X2Lv/2FH8E50FASThKfQLMolaCsFMiZxs9cfJWvDk7Ti30uvrDNIHJZr4yYpjYyEXT9GX9p/RX66z5/552PkwQmp9dP6DgzHnf3+ZUrT/G+03d5Ndvka797GdXN6C6NCD2TrNAIDj20UJIu51i1mDg1+PLeaUwnY23thK29NsZII51WcAPF+ALwVgcpIWkIal+z0RLF9JJFEhtcXD8C4Nr1NcRKggp0kiaYA43DDwC/9OBifj8U125y6h+8wM5fzGm8JdiyV/jnicXgvTaPvXiHmWmRlRJPT9mPatydNDC0gr1JlTP1AS89sc1W0CIuDJJCp2ZGaEJxuXpIwwh5a7KGKQuebB4wzWw+17vIkjNlkLgMEpcVZ8KHW7d4Z7pKXOikuc5k6tKb+KSJzotntmmbAdcmXcaJTcWMOeUPOIqqTBOTt05WyQvJUmXK5c4RerdkktmUVYFvJIxSh91xjaKUtKyAJ2oHRIVBWFoP+tIvLCwsLPCQJFUyg/BUDiUwNvm7X/o47bUx/YEPCrRDi7xWYBiKx9tHXBGK0ajJe2+eArNk0x/y6fceg7WMu0GD37l5ASEVqhB8eucSZSmpexEX6z12gzpbOx7nqif8xV/5T/lvf+QfcSducZDVMWoJeS3hbLfP1w836PgBB8MqaIrmhQGf752nYiTosiTJdVb9MdvjJh9ducndYJOTX9jgV//iM/y15c9yqjXk1vYGd8oOO3aTtNBRheBGv4N53cEIgNMZx4Mqz23ucN7r8Uv5MyQDB7893z5KEoPk2Mc60ri97CBTiXVpzOzQJ27pFHaJHgkowJxAWoXcA0MJNrpD4txg+OuriAsFTA2wSkpboTQo7UdvpQogdyWaXhAtza/L6O023oFAvjQ/XLDuzOvRrhVLNJ2QQeSilKBmxKyYI5JSZ5C6gMvtYYvx2OU1d2N+QjM10WXJ2doJcaGT5Dqj1EEKRVLoHMUVlqwJT1b2yZRGkFnsFHV0vcAwct7YW6NVDRjOXMpS0HRCSiXIlcQz5+Nyjic+O8M6djtnnNrUzJiqGTNIXJJCp+WFhJnBOHPmg5VzizvBU2TlOw/2wi8sLCwsPBxJVWmCMdDQA0G8UrD+G7D7Ez5CU5SxhtqIkIUgA3Zndc41+nyj4SN7JmWt4I3eGkQa7c0RDSvkwuoxO8M66/Uxl2pH3Jx2eLl5h/P2EW9ZG1z+2CG/8o3nwCqxRcZpu8/v9C9SlhLjusveaz5P/dgVfrT9Fv/KfYqDsMpPrb7K3aTFzaDDBxu3+OzJY7x5dx3HTWkZAfKZMXFW42t3N3nz6M+SZRpyPeQjZ27TNAKuTJZ5+vQeh0GF0FDMNhVqaOEtB1zpLdGLfNR1n8YeTE/XyDsZFALnQCO+ELO6NOLo3S7pOzXsXCBK0BJBtpRSbYT4X6sy9DTS1ZTD7RZ6NUXccRBthUgE658tOfizCcqTKCW49N+mj1xNFUDl1X3sXpudH4D1S8ecTD3813yqRsymM+BO1KJpBMT5fDXqpFfl3MYxe2GN29MWpiwYJzbrlRHrtTGOmeEZKSvOhL2wxpWtVQYzl251xro/IsxNSgSz1GRr0OYk9PjI8i1+uPYWANfsJQAmmc2VnWU0oehWZwihWHKmBLmJqc27uedK0q3OBySbWs7hqMqd/hJ6NcX3Ygy94Gy9j6VZ7M9qbFaG9CKf7aMWs8x8kJd9YWFhYYGHJalySrQLM6K+g92KOPiAz+Ondrh53EZ7z0GUJsHpnPb6iEHoME1MVCZ5+qVbALx+7TT6VONkr0b/dgNjKeLlzTtoQvH2cJVZYvE7+QVeNzf48aXXedba4cJHjrkTt/hHxx/gtf11Pn7qJh95+gY/t/NJchcu+McYIueZ6g53Js/wd658nL/55G9gyZymNsPWMji2UKdSvjQ4y7l2n2vPzutukthguTnhZOohUXTNKbdkh8erB9wd13niYzcpleStN84QBSbiyGI3r1HbhmBNUK5FyBOL0irJfYXlZhz1a4hckG2krCwPaTkhB9MqpYK80Og/rpH7ChINGUnUzAYd/NuQNCR3fyKHoQ26Qs40bvxZC77xgAN/H6SnO9z6jwUfPP8eS9aEL5VnGP0ZxZV+lxdqd6joHlFpYusZJ5GHNOYrdrosGUQmqVbgGBnj1KFixLSckJYVsG4P6Scuq6sDprHFNDEZ6PMaKFMWJJlOtRIyDhwO4hqvmadJSp3Tbp+DpEYS62h6yTS22KiPqBrzOq3DoEqQGjzdOeAgrHL7qE0WGdiVhDzT8O916K+7EVmhsT+rEWUGp2oDAM5XewSpyV65qFRfWFhYeNAeiqRKCKj7IUfHLuYXK/hTxbXNJYqhRXtPMTkHKPiRjXfZjRp87tUnOHvpgA80b3Mz7GL4KeYtg3ItR+/ZWNs+V/0lBldbaKEga5aEyzP2r65y47E2P3b2bY6SKj/b/TwVmfI/Oy9xJ2zxhfACP/6DX+Ek9flXu4/zpr/OM/VdPrFyjS/8F+/n//bXP8mFVo+ZZ/H1d85hTecrC6PYwdJznlg54CisYGoFaaFRvlvld3af5JXVM6ShyTvmCi+cusuTlX1eG23gbkyJQhPrzBRdKxk4NfSlAE0JMj+nszLG0ApGv7uMrCn0QHDunyZc+2tNtHU1H2uTSYxdi7KqqFweMNpqoDRFaSlELpidkix/JWfz12YcfKxJ9OEZZ871maYWdx504O+DpGnw2MYujpbxy6+8SPd8n/X6mNOVPr9zcom9aY1ZNK9B0vUCx03w9JRL1SMuVSTbYZNh4lIqwZ1Rk4YbYWsZvXQe11lsYekFYWJwfbjEUmdMxw2o2gm+mZAUOq8frHGl3+X7127gawm6KPH0lB+5+C5fOjzDO1trnFo7wdEzAGwj58t3T+PaKUoJNDunLAWuOz/xV7ci1t0RmZJoQs2L3PWEM1aPuhaSljpvPsiLvrCwsLAAPCRJlZQlhixxlmdMTBfzWCcfmziHGqU+rwGyWhG3gg5hbrB09oTdfp1fKZ6m7cxYbk4Ihi7h2KSwYPpkgsh0vHNjxGcb2E9NeP/qHX57/2lsraRhBHTNCa9FZwhLk6vTJbbHDUy94P2NkIO4xrI/5c2bGxyuVGi7AVs/JeGwwokbcWvQpvm6xuhSyUe7N6lpEVKUaCg2Vvp8bXaWO2GL7AWNl7p3+dLBafJMp5iYfPXdc3xVnmV5bUhw7CFjSfeJwbzj+9qMqOeCAn2mMatbGHpBVlEU6zFeJeL2EybVr5gEXYPN7oDb15fRQkF6PmFyvYF7ItFimJ4vMIcaxgwOPqihftqhmObIfZdrAxujnjzosN8XWlxyOK3wVH2f/+sP/SKHeQ1bZLw6PY0uC07VBhwblW8OL66YMS0rwBAFkTLmNVOVPu8MlolTg93IomhIKnqCp6Wca55wEFSJAh+plwTJ/JSgAPYnVSwjR9dKkszgM7sXea67R90IMdwCQxR8cHmLq84SxzOf48ynUwnmcyWdeTwcNyGY2dRqEcv+lJYVUDMiGnrIijniTtzmZtAhDeu49ZQCyYo1xjQezQ75CwsLC99NHoo2zEoJjr+6TLTvI50cLRasnTnBemGAMygpdTCMgreOV7j2G/PTeqoUHPRr3Bk1ORxWMCcKrZGglmO8Wsx0t0p4vU7cVkwOK/zW609iH2okqc4X+hf4tcOneGO6wV5S5529VSZTlw92t+hnHq9cOc8odvCbIUe7DW712pj1BOln9KYeYWxy6n97E/dQEhYmUpTcDJc4SGuc1vsYsuATzSvU7Jhv9DZwzIxmfYazq+PcNZAznYYd4XUDnnn+Fhv+kN7dBo91j5CV+epFYZek2z7TnSpOT+C87RCnBmc6A6bnCmZvtrhz2MIYaRghmPsmrTcFcacEBd5djcJWzC5mlKZiozuguTaidAvsI50seHRnxUWJyb/41Q/wt6/+EMPc45cPniMpNSpGwgcbt/mzm19lyZkyTmxcPcWSOQdxjeuTLq9ubzLNLaRQSKmo+RFtZ0bTDNBlQakkYWIi9RLbnscqzXUGM5fR0KM3mM+YrLkRSgluT1u8O14hKgwuOEf8TOOrfLh9C6UEWaqTFBob9REfWb1N1U6w9ALXm88l/EjrBi9Xb/Osd5crs2W+Oj7L5w4v0LYCWlbAF0/O8crwPJPcecBXfGFhYWEBHpKVqjKXJO0CxLyHoR6C+V832P/TOsGLcj4cOK+RtgrqYzjcbeJuGYTnUkaDOmY3ZHRJwl0H5ZVkZoG/PmHa86m8qtN+UxCs6Lh/8pD9/SZXb53Bf2LA3mc36H5sH89NGG/XeKV+liTTEZqi7cw4mXo42waJk2O7KaoULNemxLlOmJvMLidsh018LeE3b1zG92J+uv51LtqHvDY7RcWI2XpjDbWUsNEdEiUQPhMhpcLWMtJU48qnL5DVSqSEceqw3B5zkDeQZoGuF0ipmFgO1fcMyjcq7Dyn0FoJmbTmhexHgu4bEbd+0uT4QwrMkigzKCxFaZWcPn3MnZ0Od7a6uFsGRlWRnImRg0ezsNmYZhhfrqDFMKnUCTdMbh+1qW1GbDhDfu3wSf7jjS/wgfpt+rHH7XEbx8iwtJxZaqH2bQ7bVZbcKSveBFvL2QtqzDKLWWoxjmykUFT9CF0rcY2MaWLi2SkNf36az9ZzambM7dhiEltESYWdYZ22OeNZe5vL9j4vLLcAOO8eczVYBuB0ZYBZy/G1hI9Vr/KEecwr0WneDDY5CisAxKnBflhjmllMEwtPT5Hi0euOv7CwsPDd6KFIqkQuEH6O1EvkXQenp7jzp3XwM+qnp/SOatReN0lbMH4xYfOfa0T/aY/yqx2yiuJUa8i29DHOTzGFIk0M1mtjzq7d5rcqlwiveySdnEuVEYejLt7jQybXmujPTDG0gvHQQ9klUWqga/MxI2/trCOEQj0eoesFz63s8Sdbb/JLvef5xs3TvPjUm/z4y2/wxdEFvj48hZAlFTshVjodbcJO1MDWcrT1ENdO6X96lXCtxLRyXDth3R3xRv8sVggyk8gC9kfrFJdnMNUpDA1mktJRCDVvl1A4inKrwkc+8g4HYRXfSHjLXOPQ8NACRV4r8OoRmZeiYh2tZzKObLS+Me/EDmT1gtWlEcYvth7JmiotSElrHtnzEf7XHf6Z/SLSy/j6jdNca3RpeiG2zPh+7yq36h2C3OK8e0xDD7gRLfEv130sLcfUCiSKuNAZhQ5LlSmFEiSJTr0SUbNjskKj606pWzpHoY+t59y+20XrG+jP73K6MWR72CA+9FBezpeOz/Cif5vTxgk/3nqVz44fxxAFjpbhawnTzMbXEn6w9i4fsEd8I6nxqyfPsDOtY2kFR+MKtplxa9BClyWelc6Tq2zRp2phYWHhYfBQbP/JBPw3bGq/61CYipPnFZf/myNUqnFyq8n5U0cEHwjxb+uoXLDzUzn5r7TZ/NhdPvGxN9j99CaPfew2hl5QlpIil1x9e4N/9YXnWG1OqL7vBK2Wsj+rsfpFxUp1wt/6U/+UbN9j67CNSiRGJaVUgrXqhPR6FeO6w0przM8+9SVsK+P1X3mcv/nln6BmxKhU8pufeonXZ5v8teXP8p9t/BYvbd7lXO2Efumxpk9Ydca8ebjKU6v7jE58nCOFMRHYZsY0sLk9a/O3PvHLbPzoHSofOWZ2McV8bghKIOop1as6pak4889z7EMNawjVm/OTkq987kkGkcvb+6tU/Iji/ROMQGC3I+QXa6z9f0z0PQu7J8m+0EKL5+NtwosJMpEMvrTM3sceinz6Oy5e8Um6OeXEQGnQ+rqGfcXBr0ecaQw4Glf4Z70XCJTOx6tXebG6RViaXAuXuTHt8uTqAavemDA3OYoqhLnJhVaPu4MGVTOhVQvm/aSm95IvWZDf2xLszTwAmo+f0A9cOtaMmhOj3AKpl1ys97BFxqDw2cuavHJ0lr/7zoe5NWlzN2oQFQazwuJqssK1TKeXV5llFtPIxtJyLnTnY3F0WbJUmeIZKZaWc77aw9XSB3zlFxYWFhYeinfW0gIjUPj7BeGKTmkorvznS1SuaGgJbLVb6DdcjInCv2oiC6jdyTicVtBkSWnCUehTsRMOQ4ulzpiT/S7iVMjB11fQZ4LGoSL76Sn9n4pZ0lPC0mL5sWN6ry+hFbBypkf2Pyzx9vf5GKcD0BSHwwq/ED2P/O0G+g8OkYHNnVmT5Y0Bg14XTShskWOIgqoRExUGr0wv8puFhaNlnGoOeWtvlR948gqfnT6FvTGl68+4Mepy/bDDp83HsbWMrjdjXHNoeiHbE2fe7NQF50Bj9xOSwlTESyXtb0i0mSRrFPS2Gwg/ZzCuQSlwnx0THXvEj2UEmzqt12G2ATIHfweGNSCXlE5Bci6l3Z4+6LDfF+ZvfJ3Hdh9j90800T/eZ3izQec1xeApg4YV8lj3iK9sneH56iXGhcOaOcQSOaEwSUuNNXdGUs4HLQapiW6VnPH6dE/NOOWcANDRp3T0Cb28yqeOn+HmcRvTzLH0gs2ze9w46pCGBr2aT5zrmF5KpzZjmln8P7d/gFFkU7FSmk5Ims8fq2PO8PUEiWKcu3x6+iSJ0nmxuU2YmQSZyTB2KAqJa81PCUa5QZQZ8/E5Sntg13xhYWFhYe6hSKoAoo4greg0rpQcfH/B8uaA47yDFgqqn3eQmUKPFUlDUNkpGZ+eP/XbvRbJ6YTeux1YjWnWAk6GFbSzM5ITB7MEJWHwiZgNbb6S9dpb53iNc5gnGkYMuaewtJz8L/fQ3l4iMyz0RsTTawe8+coFtCVFNrWRmuJ46mPqBVm9JCs1/vbenwDgjd01ilzj4+dv8Jh/wKywWXPHDGsOuZKsXT7ieOxz8811jEiQLknePFql6sRMYwvXTug4M7bHy5S6Ins6QEpFduQimykq1jj5/gxry4aRRt7IEQMTfTnEc1J0rWT94j5bvSZF6NL7QAFWgTYwkKlEDyUqlpSGQsUaI+vRLW6ONivYJ4qTkwp/4iNvcO3pLmVicWPUoVACKUt+7fBJskKjbkfAvC9ZUujshTWSQmfTHxLdaxB6ZbJM3QwZ5y6GKIhlzOPGCZnR5w1vE3c9Y9MZEJYm48zh3WCNSjNgmlpkuUaRa0xjC0PzOJ74lKUkTg1M3abuRnScGZnS7h16UHz+8BxKCbreDFPm9AOXNNXR9QLfSThdG2BrGaWSHEUVgsykKB+KReeFhYWF72kPRVKlBwpzDGkdoo5EBnB8UqV0CkSmE7cF8cUYy8lIAhMjsAg/OCM7rIBeIqc65lDC6ZyiFBQDC9mJcPZ1vPefzAuR9RyJ4tRSn6Sls3+ti3MEkwslpV+w3W+QJTrKKvmBp99j3R7y9eEp8kaOrCd8aPMOpZJsTZrMYotzj+1TKsGV3hIvrdzFc1JO1Yfocn60fT+uc3vaQhOKd/vLjCYuCIXVl0TrOdIumB35zEofNMWPvfA6g9RFZAKZCWp+TNWO2Tp20Y2c9c6QrJQcnXQpKgVGNaHwNFCCUc9HTnRGyy71ash0VdGtzYgyg+ndNtOnErS+QeW2JPcEhQlJ4T7YoN9HeligpI5+bHBj0sEzUgxZ0As8JlOXfGJyO+hSaQdIoegHLgfTKp6ZggaOntFPPCwtp2LEpKXOUVjlOKpwPPM5XR/gyoRB4bMf1Tjj9UlKnXHmkJUaa6sD1isjlu0JXy82KZTAMubF64UvyUrJYOKRpTpdf0Yv8plkNlFuYGk5Uig67owSQcsKuNQ+5ka/Q8ONMLSCUgkMUXKUeOwNa/hOQqEWzT8XFhYWHrSHIqkSCsbPpOh9AyUESNDv2tjHgunFgshTaMcmYmTjPDcm6poIAZ2vaMhMMj4viVcKzFIQpwYIKHKN9EyKTA1GE5f1zpCzlT63Jm2CxETrxIx8nUorIE11lutTxpFNYBSs2qNvbun53YC2H3Clv8yznT0EkGY6hix4trLDij1mlLlYRk7HnuFrCUlpYMiCJNex9Jy8lPhezMVWj68GZ9FGOsaRgxJQmgotEnwqfgHZiTE3ApJw/pxLBcrLyTOdw1EFx8oQKzG2URBPLOxqgpQl2djCmEpyZTMWCs9NOBxWKEuJHYHxrkXSVuQuZBVF0i0QyaO7sjF4zML8D3o84U05ibz5sOrUJE4NlBKYjRhNK4kjk9KJOdfs04s8LtWPSEudcWrjGwmlkjhaRj9x2fSGTDKb/UmVo7DCVtJFE/OtwYoWczVaphf5rHpjLjfmg6xLJTC1gqXKDEubf39MMwvXSAktkzTTGUQuQWzSrsxrtcLMwTdSotwgVxLNVbzc2KJlBbwzWME1UkxZYGn5PLnSC07XBlxfnABcWFhYeOAeiqQqrQiEUSJPB8R9G3OgYfcEWqrwtjVyB5JuQeTn6IkBBrDlMd0UpE2FTBRaKEkjA8dPoIAyF2hOThwbFIlGlBn0Ep9JbJGXkqXmhLTQ6A99VN9iOzDRzBJVwj947f3oVkEe6iDhXLNPVmh8Zf8UYWBhmDlFKfkXB8/wU6uv0kt90lzjzqzJ8dTnUvuYceIwjmx8e97Ucdj3uSUVfjMkiCqkokRpYCyHFAqIDTw3YTqar2iVpSD+UhtxKaFWDcgKjeLzTYrNkqKW4d40iVY0tFCib0YU1ZRiYlJmGoUS+G5CGJtEyyWlW+BuGZQGyEwgvQyzlT/QmN9P0ZLgfa0DPv/bT/PRH3yLL2yfpdjyyRs5up/huzG2kTOLLQ6HFca2Tc2JGaYuT1QOuKXaxMW8VsnRUj7cPMAQBW9MN8gynYPtGr8wc7nY6WFqOWE+r3nyjJQrgyVsPWcSW6S5zvMrO2j3Bi47WsrJzGM6dljqjmn7AcdTH4C2MwNgmtnkSlIxEnIluTVpk5UaHXPKkjtlEHvMUot6MyIp9G+OySnUo5skLywsLHy3eCiSKmGWqEjHedWmXFWgwBopRpdAS8DbU1gDDS1RDJ41oXKvgWWtxFwLiPsOxkBDaIpoZqGcEt0oyScmRi3BvmZxVNYZeC6apkj3PGamz3NPbmFoBSeGj21lZLmGUgLHStmsjfhA8zaf613k1qBF+t68T9ali3uEmUnFjHnt9ia/ZT5Ox57xvqVdjuIKWa5xo9+h/FyT4PkYQyuoOTFOJaEoBbOeB0aJ0gQykmhaScMPGQUOa7UxQyvl8E4Lo6/NT+sNDQZJDWGVuB8a0zAykswgWrq3Ireccm6pzyB0GB/YUFFMhy5rK0OyQiOxSqSbU1oG8WqG7mc0qyGj91oPOuz3jR7BRe+Qyz9+wN//Rz/M2g/ssqsETy0fM0lsdo4anF/tMY0tTLPAtxMsPWd/VqNUAldP6UU+a94YgJoWcpDVGaYOl5cOkcuK7XGT/VmV5zq7NMwQ7d5KUV5Kbh+3yGODSj3k1riNJhSX6sccJxXafsBKdQLA3UGDODBRhWTHbrBWGVMxYuLCoGT+PPq5x1FcYZzZHIcVlr0Jeanx+ska08hGypJZZiFZrFQtLCwsPGgPRVKlFAg3Z/piRplq6D2D8QXIV1OyUlDYBnoIxmy+NWjUEmIJMpakOx40MorNjDLSEYlEVDLq1ZBzp+5ye9Ri7Llo9rxI3XNi8m7Mj196i+2wycH1DsoruLx8hC4L3tpbZbU6IcoN3p2tMIhcupUZu+d1nls54M6oyfhmg8OVKqoUXOt1GVZdfmL1DQ7MGluDJjUnpueAdmgx6ZmMOimNxozBwfyknlZNcV91yR2wz2ccD6rUqyFhNm/I6XRC8nEFlJj3l1ICpaDuRqSFRjixoZ6hmQXloc3NfAnNKXD3JXLbQRQwqixTGiC6BaaVUzw2Q8QGUiuZRRal+ei+Cbfezfj56+9HkyVaBLv9OqfbA/JSEmYGm8sDNFmS5xqWMV+xK5Wg605pmBF3Zw0OhlUqZoIlc36t9xQ7kwZVO2bTHzJMXPJCkpeSdwcrdN0puiwxZUE/9GhWQ2qdmKcbe1gy5zd3L/O1g02aXsiHOre5GXToRT6WkbO2PsbRM2wtY5i4ZIXGueoJb/RW6XgBo8hmb1D75vNPS52na3tIsUzVTDiYVkhLDUt7dFceFxYWFr5bPBRJlRDwwtltvn79DNpQR2ZgjQTFmZJiaiByEDlkHmCWFAcOznDeakDmgtjRMP2UcssmbReYOxZTJ+PU2oA4NzjZrGCZOUlgMjmsU9olR0kVKRT+5oSylEwzi5YdUJaSvXGNuhuRlxrjmYMUCk0rOYl8RgMfWd573poi7HncGTu8U1tlmLpIobhQ65F9THLy6hJkAnFgMUg07F2DtFFSJjbRkiKvFsRDD+eqTf+SRliJiQILw8qpPNEnyQyCxEObScREY3/WwTnQcIC4W6I6Jc2LAxwjY/d6dz7zUAAzHUpACYyJJKkZqFxiHBlkFR0qGfpy+OACfp/1npnP8FNfaBC8EKGOHZzljKoZMYydeZ8nZ0rP9vGtBF2WbB21KHPJ06f2WPXGlAjSQuMgqrIzqpPnGr6VcHfWoCglFTthFNkEiclQm8e9KCWXW4dMUoftUYMTz6dpBFTtmNu3llBLcFStsuEMkShadsB5r0dS6mwFLTRR0vICVuwxu26dQkkcI2cW2mSlRpQaBKbJXlxnmLg809zjh5be4yir8rZcJFULCwsLD9pDklQpbg1bkAmUDrmvcA8FcsdGmYqsOk+eskpJ5R2TcEURbWQgFRQCGWrEUwsnFaAgbRWI0OTt0So7ozrWlk3uWqhOCoZClIKtSRNNKKYDD8tPyAqNW8MWxdQgszNmicU3TjYBOBn5aNo8k/qZZ77Ol0/OcDzxyQc2SMX7LtwBYGdaRwrFNw43vvlvyyol1omG0rX5YOi+JNrIyD2FcWyQ1UHpUKmHXGofc2vYmhdWRxaGUSArGWVposxiPpampwhWBaU5H0IdZzr97QZIkHqJYeUkCrQTE2s4PxGW5hJyQV4pUV5OszlDk4/uSpVMIcs1Nn90m+1+k7ylOAwqvLO7SrsxpR+43NrrsNIdkRUaJzOPihczmTq8s7fCJy9cpWGFHAZVqlaMZ6UIe1675OgZo8ThaFTBsjJqTswssShKgakX7AX1+YGIssUbR2ucafTpzTxkpBFMbXoNn2ujLsW9IvZ3DldoVwJW/TEfaF4lLObd0R09o2XNTyfmpaRmRrTaAXuzGkfRfGSNIQrC0uTGtEO66FO1sLCw8MA9FEmVrpUkmYEMNPRAYASCqAuFqdAjQVYtSZolyioxAkHplPM5gYmGqKYQaDjVGCVNzFZMvu+ijTSuDTcpnRKtUuLtSpLYJN1McasxvTeWMC9OcKox0bHLbmiiSgGlINz3CYz5Y2h+hnHNRXtmTNuZ4Wopo9BBSoUSCuyC28MWNMCQJZqVcjSoUvEjso0Evxoxq7qoQoDS0QOJXsnIxybFRsxGd8Rhs0LXjXjveJl4qzIvYB9LIq+k9EsE4LVCKk7MSbWCphd4ekkUmMTXalixIN5IQQksM8dzEvKGRvpGA30GxqGBlgryi/PVqeHAR0UPRejvi9yH/+TyF/mNoyeo+yHDqYut5zTrM9YrI9JSJ0rmW62GVlCWgoqboGsl45nNIHWJC4PjsU/gGDhGTpCYGLJECEWYGdT8aN6CAQhiE9vMsPWc3X59ftIwMllrj9id1pmNXGQ3pgh1Nr0BuZKM4vkKqO8kOHpGXko+c/wYvcDjQvMEKUouekesmwMAhqnD3UkDTZZcrh5yY9blM7sX8a2UaWwR5Y/ugOyFhYWF7xZ/pHdWIcQdYAoUQK6UekEI0QR+ATgN3AF+Wik1/HfdT1EK4ltV7IEg7pTIx2YUmUaZaGQtBQKMbYvck0y/L0BkGvqOjTEVyJcS4j2bqhtztObAxIJKjszmhdxmI4YGzJY0Wo0ZFSuhYYW8NrHJd31qp8ZEmkI/NKnchun3zROPctelemlAkunkusI1Mt49WAFgoz7iYFrF3BgxOKgx7Pu8E5tU3ATHyCh6Nt3lHq6ZkRYaqhbhmBknYRMVK/KZgbOnk16e98/KRjbbgUmjMyXfCACoXogZTVwMvSTLNDRZ0nED4tQgjE3i2xVKv0R5JTKXIMC+ZhO7Fu6TQ0oliJf/9ZZQngvUyER49/5ML+9bPB+06m3F//fGBwhCi5998ss8424zKjzeDdf4Uu8sbWfGmXaf270WrWpAEpsMpcK3EzwnZZLaJIVOMrFw7RRdlrhWStWKyUuJJkvW/DHr7ohXDs7SrgTEuc7RuMLp9oCWPV95WndHXBkvkzU0SiVI9IL9qPbNk4I/tPQeg9zjnfEqw8QlznXyQmOUOLh6ym8dXeapxj6OltIrffojH8dN6KU+HWuG20qp6AnD1OH672v++ajEcmFuEc9HxyKWj7bvxDns71NKPauUeuHe538D+IxS6gLwmXuf/zsVhUStxITnU0q/QCnIJyZkEiEVKtRJOwXumQmapqBnIQqIHpufrsvrBf23O9TeMRCpRM502m8oSrPk8vIRF5Z61GsBtp4zTSyu9pZQhUAmkvi1Jlolo/7UCd7/5pAPnblNrRKhDMUssKk4CVmjZHi3gf6Gzzt7q7x9e43+wGewV0cb6ziVhFZ1ngyVSqD8nJ1hnb2DBr2DGuF2lVlk4a7NSFsFVj3GeGHI+ZVjPD2dnwIc6WSFhpQKrvr0jqs4ToqmlSw3JyxXphzOKgRXGqy3RjjnJkgvg1pGtplQb83InwzIKiXBew1mJx7cOwDgdgJEKhBejrFj4Vy1EfEful30R47ng2bOSppeSDExGRcOdRkyLWyOkip/buMr2FpOmJk8tnRMnOkUyfxauEZGoQQnoYchC1bXBzhmxqo3pmImBJnJjf0uQWJyd9Lg5rTDaOIyimyW/SmfOH2dmhVxFFXQZcmaNcK41wy26YV8YPMOAPuDGoPI5bMnl/jGYJM3r28yTSwu1nu8tHKXth3g6hlSKNJSJ8gtdiY1WvUZL6/cZZS63Bh32J/V6Ccuy/YfOnLouz6WC/+GRTwfHYtYPqLuR3ObHwN+/t7HPw/8+Lf6AiEVhpnDvcHGUirQFM2VMRtLQ+xWhD7SiCOTLNUxR/OnrTLJaOQhckG5FjN+KsPqhljrM44+mWF3IqaZxdGswuCgxuBzK4zeapNer2LtmhStDPXEFNvOWPanlErw6uE6w4lL6eeI2y5CKBqnhiirILyYUPEjtL4xf871GOP0jKYfcqY6YBZZ9MY+upMTDh20ExMR6JR2SXTsUpYCoxGTpTqlEuyNa/hGgnNqinMkyXONNDEozkcQaYShhannDGYuB9MK45lDvjwf/FxzYtTIRB5Z1GohpRJkUxOZSLJ6QaUzQwsl1m2bZKtC/ZqAsUHuKqLVeX3W/Yrng+b+0lc5GFZpro34xddfICgtzprH6LLgbtpixR4TpCZHoU/HC1haHtGtzJjENqcbQ7JcI763nZYVGrfHLW7sdYkyA90o0O/Vsl0/7JBPDbJsvuBbIiiVoGIkxIXBZ48vMUstKnbChj//oXNvVkOVgiSfr16d8gecPn1MEJu8ebzKjXGHSWZTNyKOpz5v9lextJwn2oesV0bkSlIqQd2ed1c/iXySUkeT//bK4x/guy6WC/9Oi3g+OhaxfET8UQtrFPBbQggF/D2l1M8BS0qpAwCl1IEQovsHfaEQ4q8CfxVAb9dIBg4ykSgl0PUCzcuQAiwt5/LSIVfFEnFoIjVF2pjXO1EI6vWAoiqZTW2W1oYc7dfn9Vb6vP7lZOYxGbrIQCOtK7JqgcgkmgQx1XHbUzSp2B3XAJjeG33T6E4ZGR6H+415QXwqMQcaI92jbObzGvlDF+f0mGVvgqNlxBMLSoHhp9h3TWQG0WoJmkIkGklsoEqBijTSbZu0VfDKyQWqnRkbP7LF0azC6LaPKMEfCGaXS2qdmKKUTIYuhp3j10O2ryxDLUPpiqKeM96tITKBaKZsnDnm7tsrBHdqlJUCYyqp3RBMzoA51FBSkS4VGP0/MPTfkXjaPPgROOqaz6DjIP2MXx8/Q9uYMUxdrgyXsfQcU8+JUoOtSQvbymi7AZaXo4tiXpguFEv3WiXMMouB7s3rsqrzFc9B4OLYGfVKhFKCIDM5jn3GqcPdk/lqYsVImFfEwSR1WHImnKoOCROTbmXGijPB1xI8IyUOTSJloWqCM9U+k9zC1AsMWXI3aHA0qzAJbMpCohvz1dyKm3Cm3icptfmpz993CXhEYrkALOL5KFnE8hH2R02qPqSU2r/3DfDbQoir3+4X3vtG+jkA6/S6Ek6OmJkUfYvpxASzZCwcBiMP20mJphYoAVqB0hRae15YPOz7CKlgZHJcCkglMpXz1aFcUl0ZMSkESlMUFvO1uUZKUQq0Q5PhXo1Ll/YYJzZ5Md8GsqoJSabjVhKKN2vEp1LMVkyWO/MCbwFKF1CfNwx9bWuTbnsyL2wfa6yeGrN7SWJedVBOQWdlzCSwkVLR8EMOT2rkkUZzbcRgr06a6RwHPoORh1Sgz+anGN0bJntuDdMskMZ8HE1ZSppvSwYfmW/tGXZO1nNQ9YzHNw/ICg0tnp+iVLok3kixT0yMAKK1HBlKjBOdwv4DT/99R+JZFc0HfrRQSwQIxaW1+eiZzx1f5GBUpSwFdT+i7QbUrJixmdFxAkwtJy4M3tlfYaM9PxU4TFx0WRJlBhudIS07YJbNi8JNvWA49vBbYzpOgKun5EoyS02EUHScGbooOef3OIhr3Bh2OAp9TlWHSKEolUCXBbPCmheta4oiE9983F7k4VsJFTPhYFolLySunTILbJSCNDSZCah1YgDEv93885GJ5QKwiOejZBHLR9gfKalSSu3f+/1YCPHLwEvAkRBi5V62vQIcf8s7EuDXIiKjhIGFjCXGsUba1FBGSRhrkEvMRoxlZQQlVCshpl5wlNQQJyb2qSlh3wVDoU0ElBK5nDKYuGhjHUpB4RWIXGDctSjORojTAdquy1avhRCKpO/Q3hhRKhgcVeePqat5O4JUwxxqZBVBWSmw3ZQkMpBSoZs5miwRkUbRyLH1DIC0XiJCjfEbbewTgd1XZH8moVqJGE3nc+gqy1OmhxXKaz7WY1PSDUgPLJQOpVPgmcV8Rl2qzXt0hTqjSwqpl6y3R0xii0lDw7JTbC0jyEyMSxPCiY21Y1KYkunpktoNQXwhp0THPtERxX2M50MgWs958YnbSKF4/WQN18ho+CFhYvJ8Z5fdsI4uSr5v+QaaKFkzh9xNWqSFxjS1mMUWG/UR+5MqeSnZrEc0zJCaEVM3Qt4YrjMNLU5VhtTNCIBCCex6xjvZCqbMmWUWLT9gkjukucZo4rLmj+c/DIQOgWthyIJxZFOvhjhGxjB0GKc2HSdgyZmvgD5d2yMqDKLSZJC66KJkkLichB5BbiKF4vcvVD1KsVxYxPNRsojlo+1/dU2VEMITQlT+l4+BTwLvAJ8C/sK9m/0F4F9+yzsrIbpapxhayGi+yuQ916e+OYJSICIN965O2rfJMp0yMBhPXdJcQ6USPRLEoYlIJNpEQyYCYybIR+b8FKGlKCoFRjNGWSVKB+ttF3nNx9uRqFseaWxQXZkX/E5nDt4Nk8abGul6ysapE4QEawilU2LXYywjp4x0khtVpFQc3OygTSWGl7IzrFP2TUpbYfc0ck+RuTA5LTjpV9ioj9BqKVFi4lnzY/l6ICgKyScuXOX88zuoZkp9eYomS4pYw/RSDCdD2jnu+TGqFByOKiSZjhCKbnVGP/a+2aiUZP64RiDm7SQa87ddUQiyiuL3z9/9jsbzIbD6GcE3bp4mzg16gyq373RZ88fU3Yjj2KcfuYxTm0lusxs1eGu2wTcGm6y4E7JCw70XFwDXzFhxJpRKEhUGQWGx6Q350OYWp90+npbQMaeUSlIqyUfXbnHOPaFUkvdmKxzFFRwz4+zSCTUjpuPN2KyNaJoBQW7OhzzrOedqJ5xpDihKianlPO3vcsE54kln/ntdD6kZEW8fr8wPRCjBIHHJlSQp/vXBg0ctlt/rFvF8dCxi+ej7o6xULQG/LObFHDrwPymlfkMI8XXgF4UQfxm4C/zUt3Nn+VKKCHWKSgFWQV5oRO/VEX6JquRkT8UwtohnJsZAw1+NGI09hK7QH5sgS0ls6xR+CeW8nknkAnoWWi4ouimapsiAYi1GJg5JJyf3JctfVvRTG+vFKb2jGtW3TaIlRXCmoN4MOBxWKKYGs9MlKJCyJCs0nLvzwu+6H9Fd6jFJbPJSMgwcZDtB7DpEazlOO0Q/XRCFFlIJTJnzwxeuEBQmbXPGSeOY39EeQ8Q6vdhnzR0z7tgcXe+gzBLpZ6RDG+HmiIFJrJeosYlxx2H2eAK5xFnJuHnUxv8dj/CCwj87IQwstLMJP7B5lX/x3jOInkXpFeRVUNq/tXL8HY3ng7b/wwWaWfDON87g35Es/+ltPD3lRuhwZ6dDuzshzXXye00zv3p0iklgoy+V8xE2hUZS6Jh6QZQafPbGRS6vH1I1Ym5PW3SdKZvOkC8en6NqxZgy5yCocqY6YM0a8vZ0jatHXcpCYtkZvp2w6Q95f/UW/yp7knHqEBUmF/1jKnrC3aDBfjCv63uyecAgdQnLeS+t42yVa7MlDoMqmiyJIpOza33OV07Yj6ochRVs/d/oqP5IxXJhEc9HyCKWj7j/1UmVUuo28Mwf8Od94BP/PvclCoFmlhRZOS8KzyXTvSpiI0YFBkJAueeAV85ri5oFmlRoekEW6ChfIITCrCaUhUQJhZZISlOAEuTVgnojoO5G3I11bDclXNcQoUbRzOg9Z5K7JWFiots5s+cLTDtnrT6hZsbcLNpkeknpKUQsiaY2lpfivnzCoFfl+KSKEIqjozpeLeJS55ggs7jRX5tfZL0gy3TySEcb6Vxzu5QtwdXjJQBqXoRxopN1FO8dLrNcn2JpBd7mhORajUwqtECiH1sknQJyCZWM2fkSw87JU40rW6uYBwZKE6ilmGBqoxKNSCreHa+AAJmJ+fQavQT930yqvpPxfCgUgmJmgFuiPjEmzEyOogovLO9wxVpiszLkzcNVvnJwitXqBF0ryCKD7WGDmhNzptFjxZ4PVC6QfOXoNB17xuP+PltRh8OowjvpKlkp0UXBcVghzXVOYo/r2jK+nrLSmNCyAypGwm5Q553BMh1zSsua12A1zYAzVg9Xpjhaxu1Zi6KU7Ic19qY18lKSlxq6LLC1HEMr0ETJ0+t7JIVOiWB/VqNmxVi/Z0zNIxfL73GLeD46FrF89D0cbbWtEsS8dkkLdEqnxOxryH2HpFOiDTScY0HcFmSFQJTQv91A3RsKXBSSspD4XswssCncksIvEZnA3ZWkmcaIKiPLmydlqY55YJCfjmnVA07KKtV3TBpPBFxY6/Hq0TrDgyo7qc6xnVL3IoKBg5xpyEyQm5Ks55OeL/AbIeFWlV6vg3JKVFWwNWxh6AX2SkC85zPt+ZjVBM0uYLlg1vN4O5pv+4g9m9EZQeXJPmUpmQU2valHpxIQ7FTQT4UwtijbKWxkGIWk3HUp2ylaJaNUAsPO4aaHNRCMnshhZqDNJFZfonSDa7NV/E5AcqpA23ORiYCzwQMO+v2lD3TE6QDjLZ+J7ZLlGi+fvUNNj+gnLme9E/IlyWFQJSl0TlWHFKWkd1Sj7QfkSvLueIUnagffTFjeOVmhos8Lw7eGLZYqU1a8Cf3YA6DlBigluDbq8onla0QVg6TQaRoBu9SJU4ODpEaQm4wTB+3eHuxW0CLMTZacKabMCXKLphMyTFymiYVrZDzd3OOCd0xYmtyatdkN6uyOaqSJQX05IluMqVlYWFh44O5Hn6p/b6oQFFNjXohdz9FCSe6X5L6CErRUMD1bkFVLvLvafFzNRGIMNaSXYRgFeWAQvtOg6FvIVIJRIlNB7ilKA7SpRv3rFv7XHfK+jRYJTOtf/3RfmJAUGsPUoSglViNmtT0iTQxMrUCEGrQTzHMT6stTSquk6sTYRo6WCNRSwtrZE37m/Kt8aHULTZZ0qzOUVSISiW1lFFMDqRWgKfJQp+yb5NUCXS8Y9iuMxy5KzWur7h40McaSPNPQKhm2l/LY0jG6UVC0Msgl6simGJtkRw6igFIHrZ6CUBgTSeEo4qWCi+cOWK5OaVZDVDehcBTF/qN9HFePBJaVc2+UHiv1CZPcBiDILAbZvP4sygwkimV7gmemePWItJj3kNqfVPnS8RmSUudi45hTtQGHcZUv759mtF9lf1KlVILDUZWjUYW2HfBkfR8pFG+O13hl6yy7szrXpkvcfnuN8Z06rx2uf/M5HkUVgtxCCjWf95ibOFrGOa+HJkt2eg2GYw9bz5jmNjU9ZJB63J006AUe4YlLPjIJM/ObfbUWFhYWFh6ch2KlSmgKGWgYM0F2JqZczbHsjCQyKFONIjFQpkKkgtwGfahz6SNbDCKXg16NNNGpvW0QdRVKU1h9De3AvHfnYJ/A+PGcyXmJHgr0iSSrKvKpRXLsYowl4VpB8laXw2qL0+ePeH5jh724zu5Bk5OZN1+FinRa3RFBaqB3IzSh5ttGyylVP6Y39vk19QSWVrDkzrD1jG26yFgQhvN3d01TaNWEeGyBBLcT4FkpkWlSRDpFInjswiGz1GI77bDcGXOmOmB72uDK4RL2l338H+xRsRL2h7V5I9ETi6RbkAiFqZWUTkG8KtCrKac6Q3qBR82J0WSJZhTkmoJHfGFDj6D+DysML0IqYBC4UIUVY8SzzV3eHa9w1j/hyKowSS3SUud89YTz1ROGqcNJ5LNZH1E1Yq5PuvhGgqunXB0sMQtsOptDlv0pw8QliQxUoHPN62K1c6pWzNawRbMW8HRzn5vTNsZqQJFrRLHBzUGbMDZx7RRTFnTsGTPN4utvnQOz5JkLOwxjh2YtQJclSglqRsSLzm32kgbL/nxF661w3makasWU5bfdzHVhYWFh4T55KJIqlUhkLsh8hWnPV4+SXZ+ymkMpkOdmeHpJMHDwXxrSdELe39jin46eo4x06itjxhsu1Vvg72jETSgcSM7GOF6C+kINzBL9REOm906/lSDHOjIRZPUCdIV5qGH3dforLqOKy7vHy2hmQZ5riFSijyXpukZWaDSrIYUSdNwAuaLY32tCLhgKxUpjQsee0Yt90BRlJ8XQ5luccd/BbMToA4NSV0R7PknbQApFkUlkLDmaVXhx6S6lEkih+PLbF1j5nMRakyRNRfhOm8mZGWlsoOnlvaHTBbpVUOy6GLGg1KD0BL2pT7jnU2xMcMyMbGQjlIDy0W5xIjOYLWsYM9DtjOC9Bl9WgmHbxb7XpsDVUta8MZNsPkR5GLusevOZfVujJmeqfV6o3uGt2TpHUZVle8J6ZUTFSljzRgD0Ixepl9TWR9SdCF0WpIVGoQQ1K+bKeIminPeYykuJAOJ03oojLyWjZN4UtG5GNDdGjKcu26MGo4FHozVjELpstEcEucVhXudP1V/nWa/FPz96nmxqgab+9XijhYWFhYUH6qFIqrQEjIlAZoJ0VeA5KbFXYDgZZSmp+xGmVlB3I7ruFCkU//DaS6R7HhI41+jTfy7mdmUZpEKbaNg9iXZgkZ/OiU+V855NtiL3SuyeJGnOu7Ln1QL/jk64XFKaEF5IEHervKGtMhu42NsmWgpeCXFbkRXzN8YwNYhjg6zQeKp1AMAksilLwW6vwSBwiSITo5JQ8WKixMRpRUQDh/KOhzkSJE9F1Cshg6MqaqqDPa8DOzms8p65jG8m3DjoYh/oHL1cUlYyKp0Z08MK+dDGqKboRkHUyZBjA5WZKE3h7glGT+fYNxxU5sBjMa6VcrjbxO0EJIlBMTEfaMzvt+X/7kvc+Dsv0z474EOtQ950V9Gk4qJ/zF5c57XhBn9u7Su09SkHWZ3f2n8MgNtH5/jo2Zv8iY0rAJRK0jFnHEVVdsM6aakziW1u71xgY3XAk80DPrlylVthm72gzu1pm6zQWK+NOQnnW4xFKbGMnHDq0q3NuNw45PXeOq6RUbVifvfOeVYaE07VhhwbOccjH78+79Re82O29tpsiTbG5YK/sfRpPJFiagWaO/8BZBC5qEVOtbCwsPDAPRRJVeFA3C2QmaAY2aRGQb07JXqzQd4o6e91qF7uYxs57x0uk+15lLV8XuCuKd7YXSOLDIRdIPSSMpOET8RUXrMRu/OxL+GKojQV9rFE6SBzgSqBUhJ1FGUjI+2WiEKgDMXwbgNZTYlXc/SxRrGcsNQdk+YaRSmJgnlDzuEdjy+ecSiKeXnaUnNCL9WZ3q2yerFH1YrJSo3QyDkeVEGAORJE68X8dJ5pghKU1Zz20oT+dgNySVZKbh23KY/ndUBaIlDNkoqd4G5mDN7oYLRDbDMjdzXo3ZtVVy0YPVkinBzj+Sl1JybOdQ4PGqAgjkzEkYWxGj2ocP+x0QKJa2T0E4+OF+AZCb+5e5k018gLyT8WL3O+0qNrTllyZ0wzC9tJCQqTTGm4MuWN6QaWlhPkJgfjKkvVKUFsztt/KMHNSQe/kVAqSZLrHA2qPLe5Q8MMOZxW0KRiOPYwzJyVxoS00Bim89q5qhXzvvpdqkbM7qzOQVClYUc8fW6fK6Mldo6blJlEtzOWG1NGqcOvzy5R0WKW7Qmd5oSilHS9GVd+f+OxhYWFhYU/dg9FUgWAZH5ab1snmVXQzo9JVjMoBGUuGI3mJ6wsJwMFhpuShw5kgjxzcPc04naJlghyV6EbBZPHcrw7OnZfkXZzZKCRtEpKU+EcaBQ2YM3HCKqxgapnqEIgvBwV6jA2QVe4h4LGcwNWvTFvH68QRyb0LPwzE2aJj7Hlga5QywlFKalXQ3oji2HgMAodDK1ACIXxnkt+KiM8n85bHAwNkqGBvhyjlGA8s8HPINU46tcoUokRzv89SlecWe/h6BlZoXFcKcn3fKJahsol0lKU3nyuIZUMFWsEM5vZXhUlFfpEI68V8xlxCrLZo71SBdB8D1785DaGKPj0/iUsPaff90GAV4k5nFboBT5CKDarQ077A4ahwzB2uTFos1adoIsC30iomRGNbsgZr8+J73Or2iYp5lvBX+2dvlf0rmPZ8xOZeamxXJliyoKmE3LnpEmUGdh6TlronKn3SQudWWGx6Qzw9ARNKEyZs2KOObPS46v2GXRZYsocR8uYZjZfGp/jMe+Ix919pg2ba6MuS/b09/epWlhYWFh4AB6OpEqo+UBgIPfnp/WCmQ2pBAnGWkBZCspSUpaCs8/ssT+qUqRi3n5hoBEtz0fQlKZCOQWOk+J7MeFxk8AWiEQiugllLhADE6EgWc3mBfITQV5RqFADq0QlGsZII6sVCLtgekYQvr7CXXfeV0q5BVQKpFBUV6fELQPXytCE+maHc+EUxKGJ6yc0vZCdkzp5t8CoJHhOSlZoZJ5GFhkUmUQzSopcw/ZSat2Iw8P6fNahhNJUyEyw96U11KWATm2G0Y3IUw3dLMhTDdoFsm9R2iV+JUb5gnBqoU0lhVvOm31KNV+dk6B52YOM+B8PBaUSfLx6hYNWjV7ss7o0olCCC/Uevp7iaQlXJssME5dh4mLqBSUC7V6N0q1Bm436CGBerC7nndabdkCYm/RDj6YTEmQmUkBw7HFFLWHqBV1/RlRKVr0xlp6TlxJby1h1JgAcJ/6/0QpBoshLjZPMJyl1Vp0xg9SjbkT4WkJa6gS5ya2wg1tJeKqyS8WI6RpTzD9o7tDCwsLCwh+rh6KlApqidAvKjZi0UeCsTxECzKGGs6fjOQl5bFAkGnmms+6NMPVivrqVC8yxAMG8sH0lRtgFkxOP8e0GWUWR+SXKLDGtDBXpKE2RefO+WKWfk7sKvBx0hdEzEKkka+UIp6DRmuJtTMnrOSIT8x5PqYRcMJvZFKVECMVs7OBaKUmmU5QSaZTod2ySRGfJmXKmM0D5Bd36jJoTk8QGRSHxatE8MQoMHDfFNjMGEw/NKiCR5KsJ+mqI2AiRj09pVELyUuI5Ca6f4Nopml5iWDmik4BUBBObcGJj3rHJuxmylVI05ysZZS5RrZRyYD3goN9/k3MCXZa8aI35vvoVbC1jvTJCCsWKPSEpdJ5yd/jJ5VextJxh6JBkOlmhYWgFUW7g2wlHswonoUc/9rgyW+baqMsbWxu4esq5xgnvb29xujqYr0bWEoSAIDKpmDEnocs7J/OThperh6Slzs1pm5Y5H7gMsBM1mGY2h3GFa5Muv771OIdxlVJJbo1b3Ala9NIK+0GNDWcIwL/8/7P3p7GW5vl9H/b5L89+9rvXraWrunt6evYZDjlcRJG2TFpSrNBZHDMWAgVQoACJE+SVIMNGgsRJkDiBAfuFgdCBYMGAtViWYzFQJEs0JFLiMjtnpqf37trrrmd/9v+SF8+dmhFFclpU99StqvMBGnX71L3n/O/zreee3/0t39/Dz3K72masCwJpMP5y3MobNmzY8DxzKTJVspQEU83k2gy11b3R9EYLTvsZi3fGTAJDsLvg+OEI7+Crj651maus84/Kb1hELehf+76hpRSehc4g17jIohYacXtAv4bqx3OaXkB8N6QZONx2izcC0UrctQq/CEA7trZX1EaxlRXc/PiU73zrBhhB8lDjNDStoFiEBNslv/Dq63z1+Fq3gzCrQXjciyVaeU6rHrXR0Eh6Yc2qiYjilqoMKfII10poBfl5yuT6GWnYUhvN2TIkThuqRxl4GL04JQlaHs0GOCcY9UvSoGV+3kOGliA0qKGlWYUI7an3L7JRwhNmDe1JQnikafseP362M1Xv/Ic/SbiEq+GM//fi0/yD41fJgprfeesmn771gF9991PEYUvtNJmuAdjvr9DSURvNl3bu86Ac8dp6nzhsOcg6d/1ZnRIoy/Z297nDoOQb82t898E+g17Jjd0pZ+uMtN+wbiO+tH+XkS44bfo8KIa8d7rFqFfya49eIVAW4yXvz7foRTWH2YKjttsg8O1HV7g6mXOtP6eva46rPp8aPWQ/WnCnmHC86POPipdIo4ZAOgrzrSd8xTds2LBhw6UIqnDgFZx/e4fwpSU/d/1ddsIV//XqM1z71BF37m6jzwNE7PGhI191zdtIjw9cV7ILBMvTHofXznnwcII6D/ADA6EDI7FDQxkqdC5pLybfmpdK4qRBKcfqLCOYSUy3fg19GnIuewT3Iu6OBoS7BXotMZmj2rEES4ncrrGrgKYIWLQJn9w+4qzXo7aak1WP7CJz1VpFZTT9/RV3p2Ok9Ejp8A4m45xlHtP4LgM2L2O0dCjpyW5r1L6lGnQZttMHI+aDmv3xirNV12M2ikoWW2vmjwYwMewM1zxqhvhpRLBX0M5i5HFCm/rOdPSlEnk3wSn3JJT+kaGuFLzyY8f8nT/7M7z9PxvAQcW1nRmfvXWfQVhyfTKjdYppnfLZwT2uxTOO6iFSOL49u8Kbyz3GUYHzgrrVvD/bwnnBMKnYz5b0w4A3z3apG00aN9zcOyfTDS/0zrkbdJmnWBm0sFyPzlmahNYprFGcnAxJBxUf2z5hHBaEE8u6jQhkV8ILlGWYlqybkKvZnEzXbEdrJjrnrO2zG6/Zuv4upQ0eu7J/Rz/bQfKGDRs2PA1cjqBKdr5CJul8m94dbXNj9xyAR7MBQnvMTgu1hFxD5BClIpxKTN/DoMXViuztkOimYTDJWZoewaArxbQnCSSOaFjjX++R3u4m5coDSXwzZ7FKQYB/KUc6iZ4p9Fpg2ghhBckDxeDFguMrAd5KBpOc1TyFRiGMRKSG46LPOCq4ls24vdpikFR8fHTCad2jsYrdtGtantYpb9zdh0UACsygZG+04t75DtGpZqV6YAQisaiJJwEQMDmcc9BfsW4iPjV+xG/WL3B6NGT4QsXhcEFeRAgBszzpyolbdbdA2kP08QWx8KzOM8TdhGgmyEfPuAP3+xlvql3Ev+cJfI6UDi0d17MpUniuJzO+s7jCUd7na4sbaOHYjta8t97meNHnyA94efeUcVpy5942/a2cttXI1LNuI2qrSaOGflwziksO0znGKV6bH7CqI7Kw4Sjvc1ZmvB7sc7bOuDGacbg9p2gDttOcs7LHzeycK9GCby+v8MZsl2FUMYgqrmUzchPROsVby10mUcGbZg8tLf2gZhLkLNqEeZ2Q6mZjqbBhw4YNl4BLEVQ5TWdWmTrUoMEhWNmYNGxZPewjjICwa7TGC+RSE84ksoF24JECkmFFtaO5c7zVPan0XeN30qAfKorAY0OLe6mkrnQXoHlYvDkhOpfYGOqrEA9qmszT7BhQHlEq5LghDVpU4PDaszzuIVqJ1x6RGVypufNwi0fJgCRqycuQJG756tE1iiJCSIeUniypORws+dzNezzKBxzdn5CXIVI6ZCMxqUcEDq8EYh7A1ZLVLEWsNEudspPl3H00oXUS7wXpqKQ2mnUTYqYxwf6aNGqppEcITzWNUbliPU+6S7LS2J6jCgSyerZ7cLyC9nYPOzT84ue+g/MSKRxfO7vG6azP/+Djv8uVdEGsW3ajzvsMQAvblVZ7JVtRV07OxiWRtlRVwCgq6QU13z3b6zSIGmLV8qnsIVI4HpUDrJM4L4i1IdYt0zLFOMmiiamtoh91U6KBsjyoRhDPOa8yrJNcy+asTMRbi11eHR2zbGOk8JiL8wO8Pt1jN1sj8VgvSTdZqg0bNmy4FFyKoEr4zoRTZi1x3LIV5/z/7r3K4q0J2gpURbfDb7tBSI9TmiqxyLKbnJLKopTD79W4RpIOKoo8RUiPEFCPPOldDV5TvlqBEQQLhY08yYlE2O5NWFSKdtrDhx5ZKMLDnLpIQXi0cJhCIwpFNFMIC9W1lv6oYH17CGtFnSnarBurXz0Y4KOunCNqhY8s9SwmC9uuFBjVqKxzOF9YhditUO8n2FYSjyqa0GJqhYosbq2xZxFvLg6RpeShmbC9t6QxilUVEWiLTyz17T7lVot3gsEkp80M1gmE9F1mDPCxxQZdJuxZxowNO1fmrMuIXxy9RiZr3qgPeG16gL+b8v61LT4zeMDPDN5mpHJyF/GwHeO84HY8oW41Xzu6SqAsgbIM4oosbOgFNYG09KKGRLes25CzssdvzW/xQnrOYbogVi2pbhkFJWdNZwAa9ixX0gXfne0TSEuoLOsy5eF6yDAoGYYVW3HOTrhi1iTcPx0TKUOsDJOoYBLmTJuMwgQ4L0h1w7Vkxvv51kXA9aSv+IYNGzZsuBRBldce2W/xi5DyLOKrVYA/jlG16Jb/ph5ZC7wTpP0al7Q0dYCrJb5v+Nj+KbMqIV8kBEnLVq+gKjpTzWIZoy2UB5bB2wr3Tkx1xXSraSJLrjSyltjMQuChkDBs8UuNUg4xbrCFZlYlYDqLh/pqA61ELRRFFsFWjcsDoqMAF2jMLdtZGLQSYosYNgjfTd4typjlUZ/TwCEXGhKH0pa21mgjEIWi0iFh2tI0ipt755xlGat10hlBThXWaRZpgmkUNmkJtCUbleQiBg/qPGBJBo1EDRvsOugyfS2I0OFLBctnvPynPC+Nzvjqtz7O3732aX52+CYnzYBbwzP05x2zOuXdYoeVjbkazuirkr6seDk5QR56pk3KvfWYu8cT8FC3mt3BmkS1LNqYz0y6zNS0ybi9nLBsY1LVcDM54835Jzrn/9BxXmUsqpjtNCeRDWnQMC1TPrv9gLwNqYzmXj7mVu+ceZvwTr7DSdEnCA3bcc60Tlm2MYOg4rTscVakJEFnz5DbiEWTEEjLpvq3YcOGDU+eSxFU4QWu6HqlsArxKMYNDaoOiM4kNvW0/a704ZygvtvDRx69llgb8GAxZP6wcytvW8k0tBzuzrn/xh4+sbQTSzBTuADqHQsOCDxB0qJ6DdUsBuVRM43tWdRZgB1a6irAW0H/uyHlmzuEA087csjQ4gOH9RpxFhGfKlQN65sGvVTYswRCRzCoGfYqqlZT5BH6JKQ4CRF7DUHS4rMGt4jIkhqVVSwCSyA98vUe9ZYm2iso2uBx7869+1s0O4bwROPupfiRIRhUnE977Gyt6MU1q9/YxWQe28jOCb6JuPbKCasqQl40wJ8+HEH/2S4Z9b4bUr2kaXdajqs+Z9mAcZAzNymfGB9xUvWwXvBbJzdp3Yt8anLEKCioneZWcopiwiM5ZGeyAiCvQ2ZFwm01oWgDGqu5ki4wvivjhdKQygaLYBSXhNI+7q+yThCrluN6QOsUk6TgO9MDqlYzSip6Qc28TTirMoqLQKt6lHE87nOep7wwmpKpmmHUueAr2d0L94sR/aAC2PRUbdiwYcMl4FIEVcIA2iMXmvSRJFx6Vj/f0jqBXgW4AIQTRO9HlAeKMBek70nyqx5VC1Z5zLVbp9x7OKH3WkQzHPDwVkhyLGk/U2BOE9qJAaHxgYfAIQqFfJThgVBBe2GtoAKHayIwAnsWwcDQDKHeM4haonOJcRGyEfTuCpY/XsGVnLwIwUj0rRJbBKS9mt3BuivjxC2TUc75IiR7X5HHATZw6MAgGsns4ZBgqtj9wjFXegte0/sERnW736KKvWTFVx5eR4aWMDbUbYoYNkigrgLcKuDED9ChwY89LvDoQYPrCfq9ihcG57zrt5mtU5KoQYQWX6kfosrTzcE/yfnGyy8QDGs+M3zAg3rEbxy9SGsUB4Ml759t8eNX77CuQ5T01E6xNDGPyiEPyyGVDVjVEZ/dfsCiTahMQKobHuZDBJDqhrUJ0cIhhSdvI15bX+Hd5TZXsgUvpOcs2xjnBdd6M5yXPMiHvDo65qTqkeoG4xTGd/1X78y3WZURxVlKbzfn5U884F/efZOTps9vn77AWdlDCs+yihjENYfpgnv5iNIHBNLSumdbzw0bNmx4GrgUQRV0TdSqEeQvWHILkXb4XgsiAE8XDAHCCuytinUYo6qu36pYhkzjFJFr2j7YWxX+NKK4ahBnSfe1ocNdPAetxCcWu1XjTuLHz81a43qdCaheKeITgekpdAFm0GBXAcmNNatFgi01i885aCTlOkUYgRw3OCfwpWawu2BeJJgL+4ZAddmt/DMtvuhc161R+NghSonpO/I65M1qF4AoalkvE2rbuWh7D34eUgVBZxMxDzsH+VbAwDAcFlRNQHu1xBvJ9njF6azP+v0hvzFLCZKWflbhnMSXGtE+2004xWFMOOoyO9O2s594YTgFINMNi37M6+f7DJOKo/mA9xbbrKqI5VGfaFLy8b0TJkmBEp7daMXr1T6lCZgVCb245r3FFknQ8snREaeix166pB9UrOqQIgo5rgeE0jDKSnbCNV+fXkNLx8Ois20wXiHx9IKad2fbjJKyc+LfgV5cY7zkG8tr7MdLlmWMtZIvXb3D9vaab86uEkjLYbrguOoTStOtH9qwYcOGDU+USxFUeQWy6t4VvPCgYdQriLXh/Is1pgzxZYD5eE0at/STijyrWJ1lhP2GcdJNU8lJTR0EHG4teNiOwQrESiNGDa6V2JEh6tc0jzL0XNEOO68prRzmLCY+UlQH4BOLWEnqLY+wUOx7fCuRqSEJW0xPkm6tWay6vibfSIQTuErT5AHCClZlTFWGyFJiY4XsO/avTVlXEYWIUNrirCQZl1RRiK8VqzzGVhoVG8aDgsHuHOcFR/ngcX+Xkh6zDBm+oSj2PU4DyhNd9NlUsxgRWZZFjC01EhBrTdtKTNwSBYbe3hpjnu3Mhi4d28M1/bDm3eU2/bBiP14hhePLJzeYrxOsUewcrNnq50zXKeUyJhjW9NOaaZWS6JbaarKwZlokBMoxTkucF0zzBNHreq8A7q3HLMMEJT0PVkMap+gFnanom6tuUlDiOcr7xNowiCpi3WKc5OXxKW9Od5ikJZ+aHCGFYz9aMtY5qWy4v90tW/507wEA/+3q44yjgsKELOuYSVwQyc3uvw0bNmx40lyKoArlcdFFJiq16MhQt5q8Dtnrr6kTzdGsz7XtObf655xWPXTP8iiu2UtXOC85LTOW0wyZGh7cnyAjiww91grUUQRbLUK7LphQHllLCBzeCpyQRGcKryA5WFOuI4QBG3vstgXpCULLx68c47xgWcSsiog2DxC16hYw9wzqOMJmFh9Z8mlCcBIgHDQDwfSsj44stlH4VmJV9/1K6YnTBp8IrJFEw5KqDLFOkNchdasJtEUJj6sUTnSLp20IzZ5BhBbhBccPxqSTAqxABo66DhCBw0UOEosMHNZJlHRUZUgQPttvwsmDnEeLHj/50m2mbcbXjq5ylvb43NZ9yibAOUGa1jgv2E1X3VqatCLWhkgZhlHJrE65vZ5QJgGzWY9P3XhIrFpOyx5b/RzjJPMmYRwXDIOSe/mYdRkRhy2LOqZ1inXTaWicRACf3DliEha0Xj5eoHw3HxMoxwu9Kc4LRkHFZ5J7xLLh7XqfK8mCygYEwmIRhNry/nyLsgkItcF6gRCbpqoNGzZseNJciqBKqm7hrzACVhqZNmjlyMuIE3qkUYPWjspo3l7sUBmNko5YGx6uh+R12HkxNRIZG2RqiJOGtlWwjNGFwO+7Llu1CAnWnY0CAoL7EV6AsJ3nlX+/j/SC0VsQzxzllqbYF4gvFbx9ssMwK+klNWenA+RK4xJHdDckWAvqsSe6pyk+Vnd+Wi+tqacJ1LILvAAxC/B9Q5rWpFFDUYe0bYAQHncxrRg+CJlfE1w/mHJ3tkW10uy+eE42KclPMoQR1BOPXCuCw4p6EaOzluAfDhE/XhHHLVJ2gVVTaCgVBI6D4ZKyDTC1wj7ju//cN7/LZw+3+Nr5dfazJZ/be8C8Sfnd6SGHwwVtX1EbzW6ywjjFS4MzFheeUJOwYNnGZLohVIbdeMXPfextfmr4Lmdtn7f1LqE0GKd4VA7IVMO1eMa3zq9QriLirZbWKqatxjlJaxXOCZRyGC95WA6Y1SlZ0PBCNmVWp7w0OmMnXBFJQyAsX85vYZwkkoYX4nMCYXm73MV5SagNLw7PuLuasKwiNpW/DRs2bLgcXIqgyjlB8kjRDD1m3NJPa14YTvnq+Q28E9SNJggsx9MB3gmStMGYzgCzLQPkeQD9zncpSWv6cc3R2RDXKNRBTXMWEdzpVtv07kAzFKw/1kIjMZnHBx5pJKZnUWW30ub80xpVKYQHG3rMUY/BwYq61dSt7qatxi1Jr6ZKQupWQiNpx5D0a6qjjHaeIUJPOJXIh5ryqoHMos8CVvWA8cvHxFnB7aM94q0SuwgRrlsQHS5i7p3vg/aIccPZvIe8nRA3gvqFmlYGyKZ7ow5PNO1AsnzZgoeyCFHK0csqsqRmdt7DLQPeF9vsby3IhhWFeraDKoAfH93ma+IGX37nBV68ekrRBizLmD/9wndROB7VQ1ZtxFE+YBBVvPHaNbZvTmEEr5/u0bSancGaB+she+mKhU24Gp4Ty5bb1RY/NXgXOXK0XvON9Q2MVbxy44iDdEnrFIUJeGe6jTGSj+2dMgoL3ltssyi74K0/rmm95Gd23mOic3qqonYBd+sJv3P6ApO4YCde8/VZ14+lheNKuuCzWw8pbUAaNAyiindOt6ntpbiVN2zYsOG55nL8JPaCas/BVk2StAjhO6+eexHtYQPCI6XHNYowbSjWEWHc0pYBLDXRmaTIujHz1TTDDiVu3TV0p1nFahmgCo3pe+qJIJp51FwjHNjM4WNLOxDEx5rqwIDpAhsvoRk5gpUk+67GH0AWNSzfHRGtBfWBocpDfKlBX+zSCx3Vw4zkSGEST3As8apzjVf97ntjrtEryYOzEf1e2WWeTlKChcQMHPkNS/9dhTooubV3hpaOt493sDcq2lIhtYNJjbOSYp7AdjdF6PsGqTyuVoR3E2bXA6J+3WXwBi08jHlQK+J+zd7OgjtPUPIfBX/r3ueomoAv3LoLgPOCrcmUN5d73F2MeGE0JW8jkqBzPZeTLgN5a3TOy1un/O69qzw8GxEnDQ8fTHhztMuru8f8+OgOh9Gc3EWsbUwgLANd8pnth/SDisNoxsvRMd8tD9mKClYm4pXeMbM2JQlazpYZg6yisYqvn1xDScfHxifcTM9ZmISjasB2siZWXYn2IF1SW820Tnl9vod1kiu9BdZJvjC+xyv9Y/5ffpOv2rBhw4YnzeUIqhy41EKjqBYh1SAkjFu8oMtCeWgu+p/qaYJoBe15iHQgjMBrQDsG2znL0x7VnT5iq4FlwMr2EE4gDSTH3RuPcBAuBc2rBcG7CfJEUe0bmjHEjzT4rhwoLAzelTQDsBGsH/apt7uSXx3TrZRxguhE4bTqsl6hwwee8ooFKzB9jz4oaIoAfS/G7LSELYSfWFCVIctV2hmFBg5zxeCdIEgb5LWGoXIcr/pUTYB3AttIMBK3lgSjCmMlSI/uG2yjiLOGOg8RlaIZdpOJ5m5GfCMnDlvmpUasNE1gWan4yWr+I0AKz4uTM47yAdf7M7binDfOdvmx/ftUPU1lA4yXZEGD84KTRhFlDYUJ2YnWpGnNaplQVwHUkrZV3F+NGAYVe9GSr8xvcH81Igk6z68saAD4u7NPcme4jUNwNZ5x3mZs6zXWd6uBrm3NyXTDqo1YlxGv7h3ROM27+Q6vn+/inGSvv+K46LOVFOzFK0oEUnjmRULdanphjUOghGOsi8drdjZs2LBhw5PjcgRVgGgkctxgWwmlohUeEXrcTgMetPDd30UW7xXZPYWJwfQ8NvKEjwLW6yG6EgQrQb3jCfcLqmlMMJN42flhmaxrHFc1uEbhex5ZXxzCdZmpi/c+VC0AgYug2nPdnj8rkbXsesC0IwwN7U2HqzQqa9kZrzhfZDirsLnGS8+wV3Kah8i221E4OJiT1yFmFZDcDzCZpx2BNyBqSQuQdG/QgbY0RhGnLXVgKdsE0UiCwOKc7PbCtYp0UDFKS/KwZbEcdnsU1xK33bIzWHP/aAzasf3SnLIJqOtLI/1Hxsl0QC9oqE33vc7qFCU8Xzu6SllEfPLwEYs6JpCWT44eMS9jAuUYhV2Qst3L2e+v2EuXvDHdIwsbsqDhW2dXGCVj1k2IdZLDbEEgLbO6mwS0TvKt6RXSoOG2mFBbTSAsx/WAR4sB18czTsuM6SrDWsGsTrnVP0cKz+FgyaqJeLAYIoVHAPVFD6EUnt3eGiE8g7Di4XrI/XLMp/v3CS4MQTds2LBhw5PjUmzVlYHDZ4Ysq5BZizASlwfYrRbfSlgEmFojS4lcBIjEUo89qob++11prZ04RCsw2y32M2sm45zrkxnxpOr+fuApdz0m9TRDh41BTAPCuUR4QIIPfed9VYqu5FhDtetoho7shQU3rpzz5z/1myTXV/jE4hqFMYooaRGhxS5Cju5PaOcxPIqQiWGyt8Q6gY4Nzb6hPE05fWOb8p0heAEOkkcCkRj0oEFMaoRyVE3A2aMh00XGIK04GCxpG41aKVQhKU4yBr0S7wV4qMqQh2/vIITHpxZZSIQRBEnLrEiQZyEqdF0fWqtw7lJI/5ESfDel/I+vUNQBjVM4L/j07kOuDheYujPeDKRj3UTkJuLmaMrV/pyebjivU/ImpB9WHMRLttO8u3ZWcXZ/xHuPtjFWsddbMW8SchMiheNu3u0PrIxm1UTcm4/YSdZM24y7qzEf2z7pdgEqy42tKTujziD2vdUWpQ0YBBWfHB2xlRV4YFVFZEHNrd45sWrJ25A75xPOq4zGKr59fsCvn7+8WVOzYcOGDZeAS5GuEMKjQkfx5oigEpjMIa92xo2mCvCp7SbYxi3Bg5DgqJvYq3YcJhOYgQUBCI8IHaZVnJ/3OGsH0EhE5giWkmbHImqJjxymFfjIg4DsgaCqNfW2Ra9FNxW47iwW8J5wKWkazYntMb6aM0xL6ncG9O4Ili9pTC0IDDSHDdQKtMPFAmYhU9OV7OJRhSEgPFO0487YdLK1Ip9ELGcxNAofOKTyWCs7X6rAdZmKVmND2RmJ9i0idKT9iigwhKM1SdCyrCKmq4DlKkWnhuBOiA099m5GcVChrxaYVnF2PEAoj1DPfmajvNFy71Agjnp8416f3VdOiaRFCk8QGz4zfMB5m/HeaptFG3NW9riSLfjW+RWm65TD8YJQWqZNxl6y4pEfcLzqs3NtxgvDKdeSGT1dc78cczcfc/dsjGkUSdaQn2RceeGMw+GCvq4pbcCD0xF2WxAqy3mestPLSYOWMGqZFwkPzkZ4L9idLDmd97i5MyVvQ2Z1Si+oubscU7XdTsqXB6dMm5RvHx3wdrODeQ6C5A0bNmy47FyKoMq2Clto2G0wVhD0GnZHax68v33RM9RiluHj1Sr1xIMDaUS3PsbIrg/qSoU4jonOJOWtBqE94aAkS2qmpwOCk4BgIWg+XcEAOI8wsWf5ksfFDpEamlqAE9hxi9Ce4H6IrKGYx4z2VvwX936C1ipUBYuPOYSHdtgFdWKtYdiiQwM9CENLfpaiFpom1uC6kmKTWNJ+1S1JdpLDG+csq4jVcY9wVBP0DFUVgPSYPGBWahbLtMtk3U3wAuhXNEaxWncGpEFsEInBWcFoVLD+hMceJ+hc0FpB2m9YmQRRKoK5RNhnv7H5x199j2UTM68SFnlCXod8d7bHw/sTwn7D12fXSHXDtEiYlwnXBjPcxe6+SBsCaTmteiyVIdUN3gte3jplP14+fo3KBTgExknSuCEbNrw8OuXdbJuyDQiTgtIGFCbgSzdvM28S7kzHOCcp2oBYG66N53gvmCqH87AoEpxVjOOCV0dHAKzargfuoL9iJ1kD0Nc1P3F4l1md8mDTU7Vhw4YNT5xLEVSJRiAqSXxQUhUh5jjlYaMJJxVNEeCOY5KpxKQer8BGHkYN4jwkOtbYCLwEPwZ9paDeUSjpscuQhpCD8ZJyUFGVChsJBDDolaSTJUUTkJcRzTJCaYfpW2RiEMsQbzztwMHLJeQho7RkJ1nznaMD6l2L6rfYRYAwgnCvoKkCWAawbTDnCXbQMNhd09wfU400CCivdyakQoA1kl6/4mp/zjqOuAfkRURTBOAESA8eZGhxrWQwyclfcIS/2yOLG5R0KO1w91OMCvE9SzyumM8ydGhxfUMrFUJ6FneGCCfwwxa/Ch8vqH7W+eLkLn/j9S9wc/ecxilu390hHZf8xOFd3pjt4r1gr7emaEO++d514l7NMCupmoCfPXyXW8kpvz2/xZ3lmPk6pZ8mvHG2S6AsN0dTPt4/JjchobQE2pIFDYlqGUQV5+uUN1Z7HG7POcwW/NToXb61vkptNZEyxKpl1cYMwoqTos/N0TnnVcZ7pwP6k5z9eElP1QTCdnsCbWfe6rxg2cYUJqAXdCtttHg+9NywYcOGy8ylCKp84MEJmrqb9BNbNUJ6tLY0JsJFjvLAgQSRGMR5iDgLkY2gGXp0LpAttGcRcqfCG4nzdE3tlSJSBu8FPrKoPMBOI5ZeUIaG+jhFFZKwAbwm8lBf6XqrXAyMWoLA0gChtNzMzvnK/CZIj3gQk6y6jE/VD/GFQggQArz04AXOC5qPlSRxS10GTMY559Me+WkKyhOOLUf5gPunY5S2pGlNbmNcpQl7DU0eEiUtVR4ihGd/vOL+YUIGFHVIEBiSV6Ys3x6Tvh9QJQZfalonSIYV9lEfYyOihQQHrQ1o97rA7lnn23//Ffb/zJI4adhLl7y72ObwcMoroxNO6x7zdcrB3pJUtxymC/azJfvxkqNqwHvzLVYm5l414UY6ReI5DRtWdUSkLTeGU4ZBxXE9YBhUDIOKq9mcSBmWbUzehtRViA4MJ8tuGfKDZIwSnl/ce52vLa4TSssXRvcobIhxkhvplMZq0mFJoCwnVZ/rwymv5wc8Kge8NDnj9mLC8brHJC0fO7B/ZviAr2+Cqg0bNmx44lyKoArlYdiNpQvp8YsQFzp0WjPZX1BUEe2dDNkIzEB0wVUt0LkgmnZ+UjYCXUjaeWdqGW2VNGWA6LU8WAwBkJHFiwC9krCOqfYahAMz7nye0nuKZuTBCuzQIAqFX2vyVkItuTsds2wiklFFuYgJVuLxVCGLgP6NBQDeC5rIIbXDWokOLE2jcY3CeQgiQzQoqeuA2TKljAPcPMRqh5x4dGhpWtV5WpkuaEv7NXkZsS4ifOjIqxAhQEpHUYV41fWYSeVxQZcJa+qAoBH4vqftOVzs8YklSFrkc9BTdf3/+Jv8xhc+zkuTM/aiFWrkOYznANROM+nn9IKaq/GcSBqWpiux9XXNJCl4fbqHEJ7Pbz9gWqec5ymDuGY7WfPJwSO+vbjClWTJreSU19ZXaL2kbmPeX074Y3vv8YXJPe6VY7557yonqx5/t3iVrazgY+kRN9IpD8oRKxvjfDcBOI9SrqQL3lMT1kXMe2qL47LPOCr4zPABkTSclj2sk5RtQKZrGqc5rgdP8Cpv2LBhw4bvcTmCKiNBeLwHdT8GD/6FzuegtYq6CBAarPR41XlB4RTCdpkqryBYCaqhRVZdf5UxCnkWwkFFHBjOlzGDr8WUu572Wk1wP+ped2BIejX1/R7R1KNqgTmwBLGBowyTelzgSfdyitOMk0rjWoWoFOVhZ84obJcFiwNDqCyPXt8lvb7CWolpuz6wJGkI+wWhtoz7BQBFHmPXmtIJfGqgkVSnCSK1RL0a02pEZOklNdZ1U3taO1ojKBYJQjvG4zVOSxrp8anDtxKdmG71j4f6Vk2QtDSzGCKLEGBq3ZUWnwPm04ydgzvcKSY8WA9Jtlr6umIS5gy2Kka64FuLQ7Rw3UqaaM3N5IzzOqUNu4nBo7KPlo79/opUN4TSsjYRjdPM24S7csKsSVi1MY8WA4TwvL7c57xM2UlytkZrpPCsqoh1E/L15XUapzmvMl7pHbM0MYfZAuMl52XK6lGfYFTzs/vv8q3ZIYsm4WvT61zJFiS65TTvMUq6QY7WKRZtjN0sq9mwYcOGJ87lCKq0IxtU5KsYnXeBUpI0uN8cU+46xF7dGWguIsJhTVtrxFJhUk87dAgjEAZUIbtsVtb5RjFpiQPLq1tHfKO9ikljTOa7rM+WJjjXCAvVIaTXV0zTFFkovBOYRuG2u9U3opFo5VCDBncWEa4k7cChxg1x3OI9FPOE0ztjRCvxQ0MctqyLGKUdbaPJVzFb+1NmRUJZBQSBxTvQ/RY7iwhWEpM59HZFltbEYcvR3QkEnrOzPsxDhAd9bcXgyorVIsHnmoXKsKsAQt9l/OYhVIJmt2F7Z8XivQwbhIjQ46XHa09vXBAo+8w7qgP82c9/meN6wLceXuFnb7xHIhteX+6T6qabmIth3UQI4VlWEW/aXX7x+hvdGpmgM9gsTMh2nJOolpWJyHTDvE35zPABd8sJ3zy/2plxesFn9h6yNl22NFSW92cTAPb7K1qr2EoKjosBxkuOFn1eiw44Kfr0wppRWHJvOaZ/sEIJz51iQuMUf2LvTayXHDddRkpfTA9+pb1OGrS8PDilNMETu8YbNmzYsKHjhwZVQoi/DPxrwIn3/lMXj02Avw68ANwG/ife+9nF3/07wJ8HLPC/9d7/vR/2Gko59IV5YdvzqAqa14aIL66ItSOfJ+i04eWP3ed43edsNcBrMP3OEsEljt7rivUNQTt0+MhBK5CpJQgMb0z3iAPD2c0WUUuaWiN7LSa2qOMQfRQSjHOiUUWtIlRksZWG0DHZWZIEhmUVgRf4nqUJPEiPP44pdISwgmCvpG0j9F7BsFexWCW4hwnqxpo4abDfGnIn30X2W6T01LXEGYl3HtGIzj1+q+bW3hmVCSjagMHemtUywdcKtVPhT2KaOmA8WVJWAVZ63Fm3UFdYiG/klCrGxBKhfOf0/ZlzVkVEfd5N/p399b/K/W+9gRpmP6jxh6rnZUIJxyTMOZwsuBrP+Hx6m3mb8jsPb9CLax7lA24OphzECx5VQ75y7zoPyhFbUU5+ERz91jc+zuCLbzMIKhLVIoXjuBryoBjSOsXpKuORGXB9e8bLvRMCYbkZnfJaccjX1TV2kxWTsODvvPVJbo3OCSPDcTGgKkO++vWXOo+0zPCLn/wuk6TgaNUnjRoq2wVKr8YPuddO+Fvvf7YL9uKaIGq4/x/9bY7+yR1+Z5Qhgu5Wfpa1fNZ5zX+VMx4R8v29nBs9n05+UEtJV63YaPl88EHMbf4z4E/+nsf+EvBr3vuXgV+7+H+EEJ8Afhn45MXX/CdCCPXDXsDWmsUixVcKH3jagcdknuYkpVjGyKWmutvnraMdzo4H3aqW0OHHDT7rSnD5ocDfKhheW6BSg1orXKPoxzWhsmylOTtX5+jdrmziTfet29QhWshfH2Pf74EAuwyhkajIkoUt20nOHz98jxf3T8EIVC4RraR3V6J3SkYvTrs9hIFDa8fZyQDTKDio8F4QaoN9Jefw5hlhZDpneEBFFt8o/LgFAWFouDsd83A64PTemKbVCOkJeg0v7Z8idyuC0DDLE8x5gveC+HDdBVyhpzjJ8FaQbhdI7ThbZWRhg2l1F8xt14x/8TPs/m/+POKfrhZ9qHpeJn7z7BbTJsM6SeFCfnv9Eu8utylWEV/Yuc/NwZRMd1mmQFoGWcUoLHlnucO8SYikYfeVUwCmTcokyJk1KQfJgj++/Q5f2rrNjcmMQVYRKcPdcsLDesTU9LhfjThIl0zCgpOqz629M46LPm/PdyhNgFKO+ErOzY8/4rO37qOEp7b6cakwbzvH9q/lL/Db81tYJ4nDlsYqIm344/+jbf7Cf/p5lHDI75dzn1ktn3WucIPP88d+78MbPZ9CNlo+v/zQoMp7/+vA9Pc8/EvAX7n4+K8A//oPPP7XvPe19/594B3gJ37oKZTH5105zgu6/XmhJzpR9EYFYqfGJQ7vJDiBnqtuVYyVXXAQOuorLUo7sqhhZ7IkvLEmHtQE0jEvEh4tB5w+HGFqTVtpEB6WuuvL2rGduXngoZLouQLpscuA+8dj3p9NeHu5w1ac099dI68WMGgp9jym6rIJ+wczPv3SfYZZCY0kTFpsragWEbP7Q8xZzIP3t6kfpQjpieOWMOyWN/taYjNHeZpijERKj54r2ts98LA7XjEIK3pZRRy21HWA144wbonDltGgINorQHqCtKVcRzjTGZae5ym27u5PpS36pZcIXB9v/qmo6sPV8xIxLRLurrtA9avn1/nm/CqBsuAFpQ14IT1HCc9xPUALxygpWZuQcVQwCku2ozWf337Aq/0jfnn3y3yhd4f9eIkSnneLHWqnOUwXhNrwaNXntfN91ibkuB2wbBIS1fLV0+u8drqP9ZJQWoo65HTZIwgNUWC6vq28z9dPr3Ky7BEFhqvDBUUb0DpJ6xV3lmOcE6RB+9hWwX3iFU7CfZRwqO9P/z2zWj7rjMUOAeHvfXij51PIRsvnlz9qT9We9/4RgPf+kRBi9+LxQ+C3f+Dz7l889ocjOj8mF3iQoIZNZy3QDrFVgA4MLhHYs4ggl6hS0IQeWkG22zV9r6cp1XnCg0XEYDtHCE91nPHQCqxReNt5YWXbOfky7tbfaI+PLCJwGA8EDpTHADI1uHWAPA1ZtpLlUZ90J6euQpwVeCvw2uMrxSqP2Rrm1EYzjCqOHDRlgIo69+5wYmhqjTUSV2qEgLZVtJVGNLLrhbICUgdeUC9D4kJQ3WhQyrMoY7KguZj0i7ClBu2xRjGf9vAegqRFJJYgNDgnsasAZwQcNgjlHmemdGBp92p+T1/zh6vnJWJ6b8S8npA+krx3K+bWS0dkQcNwnPPrb7/En/r4d5F4KqvJdM2Xtm7TVxWF634gVi5gbUIkPb4jrgJQ2hDjJV95eJ1P7T1iO8z51OQRxilmTcJJ2aenG65nU2qnKVuNVpZVHTGMKiZZwaKMeWE0ZRhWvDXf4WzeQynHZJADsKhj0qBFC8c3Z1c5n/e4tjNjHBXMSLvHjw9Rs7Bb1Px9R/VnVsvnlI2ezw4bLZ8DPuxG9d9vBOn3HTMTQvwF4C8ABDuDrq9Eget3DullEaH2SuzDlHZg6G0VrHNNsPz+xJ9oJOvzFJWazt/KCvQ0YKVTgqTFBw5/J8PttF3QkliSsKVNFCTQPsxwErb3F7AF81VCWwZds/k8RE9qjAqglUQnitL2wEE4VbjI4+leU4jORuHebNStl0lt1wcVG4TwjNISmXmOZn28FwShQWuH1pbCSmgkpJZ0WFIsEhBQ71qE8owHBcZKattJpbUl6tfU6wipHIOtgtU66S50oanOQoQDJcBOWgZJRaAs6zwmCCxp1LC3d865tt3i5o9Az5j0hz/zj4i9F6asq4hc9yB09IOanXiNHHnuAL/x4Ba9uMtoOi/oqZqliYmkIVUNZ3WPB/mIu07yutwjCxr24lU3QZgVhNLQesmqjRmFJS/2zvgH915hN1mxF614b71NP+pc25X0DKOSxmoS3XJS9PnGd24SbZfYdcD+9XOSoOXhfMBWr1vqfFakSNFNjx6kS4yXnK0zkouMpW71RQbsh1pkPPVabvin2Oj57LDR8hnijxpUHQshDi6i7QPg5OLx+8C1H/i8q8DD3+8JvPe/AvwKQHTr0KM8fqtBSo9bBxgPIjX4keHW9RO24pxvvD1EeLCZw4cOWSjChwFtXxNUAq/AXK0Zj9dMz/qgPe6wQnroTSqMlcyXXflNKYcqBC6EsglYn2WExxpxre7MRwU4Jwj6NfYo7RrJxzW21NSxI+jXmHncNb6fx5zUGm8kMrR4K5CJwVqJABZl538UBJZ+VrHKY/KTrlFcZi1Br8Z7gXPd13du6wIVWnayNe8cb7PKY8aDAucE436B75U0RtGPGvZ63eeIxODoli7bgSEdVITKUhLQ5t1SaptJ5qsB1v5Tld8PVc+BmFwav4afO3iHb06vcha0DOKa69mU2/kWd2ZjXt46RQrPjXTKcd3njekex0Wfm4MpkzBn2mS8vdghbwIWy4x+r6SKulvmlf4xr46PuJePHw9ZnFcZ47hgft7jbjLhQT7COskkzrnen7JuI26kU3Ib8Z3pQReUZ4aD8ZIjAcfTAXHSdP5iQ8sXJvf4HfsCj2YDhr0S4yX78ZJkv+W1832ub89I1Rn38Yjv/1x+ZrV8Ttno+eyw0fI54I+6hfVvA3/u4uM/B/w3P/D4LwshIiHETeBl4Msf6Bm1I8lqgtAgey29/TW+VohcIYVHCo8ZGfKXGsK9gmDQ4CcNNuxW05iDBrtXs7ezoGoCoqyhP8lJs5pXrh4zyYrHJTeAptF4DbKSFOuoM/xMPL5WjIY52+NVVyorA1zf0OwapPBk45Lx3pI4bsF1/V961NAflKTDEiEgHZVk/Qpbaex5RH53gDGKcVYiLxzXVb8F4VHasTXIUaqzXuj1KpwVBDONrTSLusswZWlNbRTFNOXo4ZjtNMc4yaPZgKINGfVLDvbmqEGDvFqgei3lKubhdEhZh4hco45CqllMeZZ0ZcePUs8nhNAaNR6jD/bRB/vsBUt+cvt9fubgff7Nw6/ySnrEIKjoxzXvzbaY1SmvL/dZtxEvjc5QwvPNo0N+48GLLNqYxiqMVQShIYsafnznLqOwYNpk5CbipX7XxH607jOOCwoTEvdrjuZ9aqN5cXDGp4cPeTE946cm71E7zcNiiPOCw96Cz928x8eGJ3z2ygM+ffUBXzy4R79X8rnxfZwXtE5yc+ecLGy4vxrx9bNrvLvY5tbonB+f3OFaMiWQlto+7mt9ZrTcAGz0fJbYaPkc8EEsFf4q8PPAthDiPvB/AP5vwN8QQvx54C7wbwB4718TQvwN4LuAAf7X3nv7QQ4iCk1hE4T2COWQwpNuFRRnKYG0hLKb8sMKgsBSGYWvFNJCM486l/VSctR0vkAyNt0uPsANBfMiwZwl3QJk1a3FidaCetvhjUS0AmEEqtf5SzXrEGqJGra4VkKucA8T8pHB9GuaoxRCj2gFSlvKMqRdRESTkixuAMhDi88VshGPbSOmVUizjEjGJXG/YHbW51x1WSu7ClhZwe72klUW0QsMiyJBKYexkuIsRS80NvK8fz6hXEf4UnNnGREOaoTwuGmEc6B3S65emXP3aILSDkYNVgec/cp/QfXme7g8B/jMhYYfup5PCvniC7zxv9rmL/7Cr7KwKSsbc9r0ub2e8NZyl9tnE5RyvLJzwiqIGYYl+/GKUVDw1el1Hp4PUcqRRg13l2NaozgYLDlIlxyXfX77+AVaKwm1ZSfNmTcJo7BkaytnEuTULiDcNxin2IpyTusesybBeEVP12hpebF3Si+oOasyVk3Et+4f8onDI0oT4Lzk+nDOvE35xskhO1nn+p7qhuOiD8CLwzNeTk/463/xG9z76inrWYtnxbOm5fPGt/3vMOOUlhqewXvzeeL3aLm5N58jhPdPPoMY3bjqD/79fxtfd9N9XPhMJVslcdjysa1T7q1GHL2x2zmqK0/vYE1ZRPiTCBc70t0cYxTNKqS3VVCWIbbUiEKhtyvaVdg9t/LIlcJPWlhpxLhhOCgo65Cm0t2KmFXYBWkXY+rqJMSrLoByhxVJ1pAfZyA94ZmmudIgtUMcR9ihJeg1IDxadxN9eqkw2y3jnRXzWQbLgGC3ZG+04t7t7S5r1DeIWRcERtfWNHVAnDQI4QmUZXbWR86/HwO71BFNSrzvjEqHwy5Ao5IkjzTVnmV4bcH8qN/lI+1FeSiyXQ+XF9z9X/7Fr3nvv/hh6zkQE/8l8Sc+7Kf9wJz/L34K+2dmTLKCf+vwy/yn7/8xiibgEzvHfPvogCjopu6WRcyV0ZL/+dXf5H4z4Z9MX+Ro3eeLu/cIpeErp9cJleWntt/vVsQ0fXIbclr1uDsfUeRdWffqzgwlHeOoYBhUZLrmdr5FT9fcXY0ZRNXj5ckA/aDCeMWyjjldZXgv+O/deo2zpkfrFNvRmvfW2xyt+4TKsp8t+VjvhLfWu2jpyFTzeMfgKChZmoj/75/7VeZvnHzotupPWsvnlX/g/+YzeW8+j/yO/zWWfrq5N58Rfti9eTkc1QHWGjls8IsQX0uSnQJjJKsm4W2xzV5vzcluBXcTdCEoRyHb4xV1r2S5SrrS3ipi58qcW6Nz7q9GzIuEKgnwXiBiy3DYNXVbB1f2Z6xGEW2rWecxOrD4aYTfK1CpwRlJEBnC0LA2AqxAtF3QJ6WDwBE+CjpH90LjAofcr6HQtHmAjC3tKkIYgRlYkJ6iCukPS5q0pc5DTmWPzkMCvBP4vgErkNIThIa2VeyNVijpWMYJdgRxv6Zah8h5QD2LwQv0oCHUtguctMfGnXO69RdBZNR9b8IBF2t8nuX9u/VYUK4T5id9/s/v/hn6e2sO+iv24yUPe0MS3dIPOw+x2mhOTZ/WKwZBRR6FPCyGbEU5O0lOrFtarzgMZtyMTihcxFe4ybHuM9haMIgqpPCclynXezU30zNOmj7nZcq9esS10ZxYdVN8qV4xrVNWbcw4KojTlpeHp3x3tsedYsKVZMH9YsTDcogWlklSUFtNqhsKF9IPaiSeWZPQOM31bEama+Zt8qQv+YYNGzZs4JIEVTJw+NSS9WoKAVLAuFdwOuvjgZujKT89fo/7iyF5HCPWAnEv4ZzOIsAbCdoi14rFOsEMJA+PxrDSXf9VYCmLiKoJsIWmv7cmDVpWVYRzAu8FVR52e/8a3U3uZd36mboKugxX6PDKk2RN15isPO3I4bUH3VkixEkDSYMxqntNQKSgA4NSjlBbRmnJ/dMxvpbUMkDEFpkHyKSlXYcQdNOCWjoenI1onSRQlvGg4Gw1pFqHUCvChSR6T9KMoHSQJyHhoKaZxrQ9D6FjdZahEovNdWcXkRnELEQY0dlYPMMMfz2m+ZOdf9T6W1u8/2KAQ5A3Aa+Oj1i0CcOoQgjPf3f2cXaiNes2IgsachOyaiPO1hlaWU6THnfiCaG0RNKwHa15deuInm54e7nDtEiomoC3xQ5aOGZNQj+sWRQJJ3mPSVJ0gZEJSXXDg/WQV4dHJKplonMeXPRYrdqYRZNwq3/GQFecNT20cGS6ZqhLnBd8e3YFgHunY8rdgGFYMq0y5DOu54YNGzY8DVyKoMr7LjNalSHedW/46yrCnMcEM8nr0R7DoGI9T/GxAyTxmaDUMaYV+LEhHrUUexXegxSej10/4njVZ7lMcFbiWkltAkTgWJ1n5Ku4ayY3Cn8aoRqB2WkQHkRosbVCxhcZIxOBkEz2FyjZ7eKL7kbUuwaVS+zQonJJsxzgr5aMBwWDuIIBPJoPUMrhnMB6wb2TCUFoiHcb6lpjjlNs3xKFhtZGoB3WC7yTDPoFeR1irCKvQtRaAQo7aamuO9rsYt+b8p33lhOIViB3KrwVcBZhG4msJMKBVQoB+MDjeuZJyf2RE597Vn9yjTCKz+495FufVMSBYVokDOKa26stZlXCF3fvcXs94d58xGvLAziPCA9zRr2C0+mA8TBnr7cCYN1GFG1IrFsS1bJuu1Uie8mKflAxrTIqo3lUDgilYd1EtK3iZD2gGAQM4posaNiKcs6rjIflkBvplMoFvNQ/5b31No/yAcsyph9UXBkueOSGrGyEFI6eqrmVnLIyMa1TZEGDFl3v4STOCeWmBWPDhg0bnjSXoqdKCHEK5MDZkz7LB2Cbp+Oc8MPPesN7v/Nhv6gQYgW8+WE/70fE06Lnk9Jyc29+NGzuzR/O06Ln5t784TwtWsK/oJ6XIqgCEEJ89aNozPyweVrOCU/urJtr9OHzJM+5uUYfPpt784fztJx1c2/+cJ6Wc8K/+Fn/qD5VGzZs2LBhw4YNG36ATVC1YcOGDRs2bNjwIXCZgqpfedIH+IA8LeeEJ3fWzTX68HmS59xcow+fzb35w3lazrq5N384T8s54V/wrJemp2rDhg0bNmzYsOFp5jJlqjZs2LBhw4YNG55annhQJYT4k0KIN4UQ7wgh/tKTPs/vRQhxWwjxbSHEN4UQX714bCKE+PtCiLcv/hw/obP9ZSHEiRDiOz/w2B94NiHEv3Nxnd8UQvyrH9GZLq2eGy3/uc90abWEy6vnZdTy4nUurZ6XVcuLc1w6PS+zlnB59fyRaOm9f2L/AQp4F7gFhMDvAp94kmf6fc54G9j+PY/9B8Bfuvj4LwH/9yd0tj8OfAH4zg87G/CJi+sbATcvrrt6nvTcaPnsaHmZ9bxsWj4Nel5WLS+jnpddy8us549CyyedqfoJ4B3v/Xve+wb4a8AvPeEzfRB+CfgrFx//FeBffxKH8N7/OjD9PQ//QWf7JeCvee9r7/37wDt01//D5GnUc6Pl78/TqCVcAj0voZbwdOr5xLWES6nn06glXAI9fxRaPumg6hC49wP/f//iscuEB/5bIcTXhBB/4eKxPe/9I4CLP3ef2On+Wf6gs/0orvVl13Oj5QfnsmsJT5eeT1LLH+Xr/FF5mrSEzb35w3ia9PxQtXzSu//E7/PYZRtH/Bnv/UMhxC7w94UQbzzpA/0R+VFc68uu50bLy/Ua/6I8C3r+qK7zZdfzWdASNvfm93gW9PwjXecnnam6D1z7gf+/Cjx8Qmf5ffHeP7z48wT4r+nSf8dCiAOAiz9PntwJ/xn+oLP9KK71pdZzo+U/F5daS3jq9HySWv4oX+ePxFOmJWzuzT+Up0zPD1XLJx1UfQV4WQhxUwgRAr8M/O0nfKbHCCEyIUT/ex8Dvwh8h+6Mf+7i0/4c8N88mRP+vvxBZ/vbwC8LISIhxE3gZeDLH/JrX1o9N1r+c3NptYSnUs8nqSVcYj2fQi1hc2/+gTyFen64Wv6ou+9/n278Pw28RddZ/+8+6fP8nrPdouv+/13gte+dD9gCfg14++LPyRM6318FHgEtXVT95/+wswH/7sV1fhP4U8+Tnhstnx0tL7uel1HLy6znZdbysup5WbW87Hr+KLTcOKpv2LBhw4YNGzZ8CHxk5b/Lbk624YOz0fLZYaPls8VGz2eHjZbPBh9JpkoIoehSk79Al2L7CvA/9d5/90N/sQ0fKRstnx02Wj5bbPR8dtho+ezwUWWqnlZzsg3/LBstnx02Wj5bbPR8dtho+YzwUflU/X6mWV/6wU+4MAT7CwAK9WMpg4/oKJeb5FUY65xH9YiqCInSBiUc1ku0dJRtgOf7hhlZ0P19YUMCabFeYl33t4luEUBtNbXReC8QwiOlxzlBoC1KOFqrcF5QvfvozHu/80OO+EO1hI2eT5qKnMbXv5+vyg/y1GnpRhl2y5IELcUqRqWGQFoAvBdUdQBOoCJLIC1V2/1ICwNLa1T37194hPAIAcZKnBMo5ZDC0xoFRoLyIDyBtkjhMU4iL762Md1zfu9e8l48vp+8B49ACYdxEu8FUnicFyjpiJShNCHWiu4+tBLRCogccdBSG42rFIQOIT3eCbCC5u6D5+re9P2UZijAg4gc3gNegBHdDz/pwYMMHN4LvJEICz7whIGhtaq7dt8rvEgPXiCVw11cU7wAB+iLT3ICpEcoj5IO5wWuVt9/PQnQ/btBdM8H4J1ASE8ctLRWYax8fFbhujMhu6+T0lEfLbGr/Jm7N59XVsz+0Hvzowqqfqhplvf+V4BfARiIif+S+BMf0VEuN1f/sx5fGr7Hf/hf/hL/yp/6OqUNmDUJiyYh0S1vPNhnOMgZxDXeC2Ldsh3nAGxHa95bb/NoNeDVrSN+evgu3y2u8OWTGyzyhGFWsiojosBgnORzew+4vdxiVUUcDJb8vZ//j+98gCN+IAO0jZ5Plt/xv/ZBPu2p09J97vM8/OmEdui5+alzhPBcH8yIleHN6S5FHXBjMqN13S8Kx8s+1kqCwNA0miypuTGcsWpjpkXCJC05WfVYnmcMtnKW5xlqprFjAwLCrGHYK1nmMQDbg5xVFWGsfBxMOSsZ9kuSoEXJLjgLpGXVRAyjil5Q892TfaR0fGb3Ee8vJzw6GZH1K9YnGThBtFUShoZBXHN0PoRHEXZkiAY1YWh47Zf+/efq3tTb11l+/oCHPyvo3VpQ1QGmUfh5iI8cqtdiS90FXboLPuVc4/oWlbXYWiHnAS526GHDC3vnDMOSwoTcPp9QPcxAgjAC1zOk45KqCHFGsrO7pDUK4yT5KkYIj2sV1BIEjA6WVE2AlA6tHEURYZYh/f0VzknKPMR7AfMAn1mE8vi6C7Rk1vLw3/tPPsgleGa0fNb5B/5v/qH35kcVVF16c7LLwOqXfxItf5d/PH+JyWuev//KK3gPo37JbJGhA8tktGY7zXFe0DpFL6i5nkyZm5SzukdP1wziiuNiwD90r1CY8HFA9cnJEQ5Bolq0sNwvRqyqCHvxXB+QjZbPDk+dlvl+RHlguf53HcWnPcZK7i7HBMpS1AG7gzUAiyqmajXWSryHNGzR0jGb9YgDw6qKyKKGSBl2+2tWywSAdFRSkDDYysmLiGYRMbMSIR32KGUZGiJtsU5S1xpvBVJ58irEeRjENfYiq9ULGu7NR/Timl5co6Tjzekui3WMt4JQG3auzjFWEgWGQDoApLK0Q4uMLUo5qir4oJfnqdPzDyJ/dY9yIvFhd02sUbhCo8suE2+/l10yEiqBbAUudWAErpX0xwVFFCFaiW0UtdHo2LGoY5KowewovBeYdQBGYkz38y/KGmJtWKwTnJX0BiV1HWAlWA+iUpR1gHMC7yVto3FOIGKLMQpru8BLKofYrknTGucF+d0B6UNJO9j8nH3e+Kh6qi61OdllIZoZvjM9oHGao5/1NNMYU2uk8FzdmVEXAUo6ShMwLVOsk/zuvav81tlNvnF2yIN8iPGSV4YnCOH5nTduEauWrX5O2QSc1j0eFQPu5mPu5hOOiz5p1BBpy6qOPugxN1o+Ozx1Ws5flvzkj73Fnf+x5/ThiCuDJf2o5mQ6oJim3DsdU7QheRWihKdtNG2tCZVluU7ACUJlaVtN3WryNuR41UOHBg8M0op0VKKVJUkakB53HOOchK0a6EqG1koEoAJLGLWUs4TFKqWxikmc0w8qpmVKXXe/pzovKOruXNYorl2Zsp0WBMqShi07ac4oLqmMJgwt+1en7G8vGKQVh1uLD3p5njo9/yDqsWJ9A0QrqL81wlkBTqALAcIjtEOUqvu4FXjtEU1XvkPAep7iT2J8033O/UcT3ptvcb7MCLUlS2tMpbvPB8yjFFdonJUcTQe0ZYD3gtUspSkCgtDQmxToSUVTBo9Lf85JXCsR2hGHLVlSE4QGuwqIk4ZQW6oyxKcWk3lM5j/oAplnRsvnnY8kqPLeG+DfBv4e8DrwN7z3r30Ur/VUIgQiCFncCnh4e5v7qxE/8fm3SXdzfKFZlRF5E+KdYFXG3D8dk1chLw7O+O+/8i1u9c/ZSXPWdcSyiVm2MaOoZHtvSaxa9rMlSjqWdczxqk+sWq6kC/phjQCqVqMufkv+YWy0fHZ4GrW88R99m9/+5scIswaZK17IprRWkaY1n3z5PlJ47r6xR9sqiirE1l1m4Gg6QAC9UdH1Xp0nLNcJ3gvWywRzklDXAXWrqeuAxmjKMgQj8YHHVhrvRJeJAEa9giA0BEGXTept5yRJw7KMyduIb90/ZP7aFkFgu+dsNa1VaG1xjeJslSGE5/h8yNF0wJtHu7z+YJ/5KiFQlkA6GqM57C3YS1cf6No8jXr+QYz+1jdJH4HXXSDiy663yYZd0BQlLT62yEJ1AVUrQEF/b814vMa3Elld9DVJj/dwdjqgKQOGUcXhcNH1Z0mIJiVipyYYdi0V3gvSQYVdBaizEHUWUs1jtHQ4JxGzEOckSjm8gyA2KG1ZrlK8FwyyCpFYijzi7P4Iex6BFbR9j9cfLKJ6lrR83vnIFip77/8O8Hc+qud/mmn+1S/yC//Br3Ml/K/4f7z2C+S/ug//1pxP7h3xtt5hr7/i0XJANqx4YTIlb0PGUcEoKPhE+pD36x1uryfURjEIKyqrMU5xc3TOvfUYKTxp2HK2ztju5WxFOa1TXMvmrKKIo+n1rgfgA7LR8tnhadPSrVZkdxSDf5Ty8BcsXz65zvm0x9ZkTW01V7YWnIaGNGo5P+91fTYj4DzCj1oarVnKCD1o0IHlwdkIIT1iq8F7ukBsGaKzikGvZAkMeiVFFeKsRMquyR3AOUG9SFCpYX9rQRY0zKqEWZUwHhTMr0HbaOKwZZIVVEZzrT/nfb3Fuoy4ls2ZjxOcF9StZr2KGfUr+hdlyUS3xMrQfPDS/FOn5x+Eqyr2fnNOfjjCvFBBrVBJSxtqZGCx38tc5QIXCGzqEIOG1VlG2G/QWQszTXiuaJ3oBg9agRg3LOqYYVSRTEqqdUQStVQCrO0Gecw0puhJkB47Mt3XBY5rozlvViFN6Aiko200Sne/jLazmPBcsbwBW5M1Uruuz6uQj7ujXOLQS9U1xH8AnhUtn3c+sqBqwx+C9/yX73++KxEsY9QvzJB4vnr3OnYZsttb85NXbpObqJtI8YJYGd5d73CvHLOoE46XfaR0PFwPsRcB0qqMKVYRKnCMBgV7gxXXezNGQcnvzg5ZNRE7SY4z8vFv4Bs2XHZ69xwP/4Rlsr+gbjVJ1jCMK45XPVaztJvEClsAXGZBeLyAMG2IQkPVBIRRS10HuPOI7OqKJGxZ5jFaO5pWsJhlZMOSflZRtxopPfU0QkhPaUPiuMUaBdqRZRVaOoZRifESLRxCeGbLFGclzklaq1gWMes4YpIUjJKSRRs/LguG2uC9oKxDjFXUjSYKDTvJmlf7R0/4ij8Z5PmS4dsjzvoRDFriuEWmNZG2nJ/1CU817dAhrIBBS5S0NMcRdhZgtxsYGmRq8EYiZ11fmg66LOC1bE5lAh6812epHMNhQWsVTaMRjUAeRZi+7Wo3EnyhuD0bdxOfg+7fljWStNdlt0ymaEKHsJKq1SRJw3qeQN9CK1CFxCYWu28elxw3PB9sgqonxPzRAD1o+LGX7vC54X3+8dmLAOxcm/FzO29zvx6zbGNqo2mc4lo2YxIWHFV9AmX5+Wvv8PZyh7ztJk/WVUQStphEsjtcUxndTUOVffq6QgrPdJVhnWR3e8myiJ/wFdiw4YMxf1ny+Vff5Uvj2/zNO59nK11yLZuzbkJWPuP6wTlKOkaHFVo4pmVKeNA1gp/nKdcnMx4tBxTLEJSnLEPW5ymiVjT9lnCvKxEWeYRSDmslUdyiBw3NLEY0AntgCS76sIyVFG3AvdWIQViTBTVnZQ8BvHTlhHmVUF40zd+bj7BW8tLOGbM6pR/VGCtZrlKGwwIhPPN5hq8Uttfy/nKCFB+sNP+scf/fuEHbAx8baCRNo7BtSB12Fhptz0O/00BHhroMQIOwF7YHUWe3IJTHjVvkPKBZh1Q9TaZrPjV+xPHNPqZV1Bf6mKYrM7rDCi09plbguxLiapZ+34YhBgSURYRUFqk8znVTfmUREcUtKnRdRk2DzRxCe6Kk/aA9VRueETZB1ZNACH7sk+8BcCVZYL3k/nzEF2/cpa9r/srrX0Ipx/XJjEUdM1ulnOcpcXDx220TYJxECE8WNKzbkCRsOewvuOeHVKbrmWqsIlIGgFFYEgaGsgmQwqO1fZJXYMOGD0w8hW//9kt8M71FemVNb1hT2qCbnnMQ6/bx557mGXkZkUSym8JaJBxf2B4AIGFnvGIVx5R5SK9fEQWG1cUvGUJ6lLBobTGmy+YGeyXeQ12EyKAbq69ajZYOwppQWaZ5ipCOR8sBzne9WPU8pnZdo/X7akIStnx8csxBuuR2OCELGmqr8UNBHkTowFLUIe8ttn/k1/hJY/+lL7D8TA21AuUJTgJMK/GJZTDOKbSlDhxpVlGVIea8m95UuxWm0qjQYtcBeq7Bgb1S42KHXGiW/ZjSBuxHS5RymFZRlSFR3OKdwKcWKoVIDTqy2FbiCw3KP858eSdQ2uEBZxW2UtBKRGyJ4hZrJXHS0GqFu6gC6O+VLdUmqnqe2ARVT4Dkt99i/r9/kXf/Tc3nfvrXmbUp18cz7q9GNLYb0726NacX1Jyse2RJzXKVQlaRRQ3WRrz51iE3bp3gvOB03usaKoUnC1vKNmAvXWN8d3OXNuS8yqjqgCypKaqwm2jZsOEpwKQQnwj8T6/pJxVHeWd4uKoiUJ637u/hW8newZxAOdpaY4xCKQdLzUKmHOzOGb14TBY0DIKKR3pANDKcF9nj7FEQGEZJRRo0eC946AfYXhew1ecJwgnEuCbUlhvDKWdlj1mVdJkxbQi1Ibr4xWe2ShGxJe3VBMrSGEVedQGT9YI0aHEI7h2PidPu9dpGU5cBTfrBe6qeFYq9ECEb9m6cczodYFPdTfklYJ0g1JZiEeDTGqm6YNoHHg8EaYOpAtRSoQuBsOCkh9QglxFNFWCcYqhKkrBFSkfbapKooW10l61qJW4agQCvHcGoK/P1eyXrIgIvSJKGqg5oigA11wgjMIEjCVt6Uc290zECMMsQ1W8JA8NynXbGoxueGzZB1RPAzheI1pE80Pznv/ovkX5qxr989S3eXe/w3Yf7nSFdsubV3hEP1kOii/HwoogIlCUOW/rXKkZRiZaWP7b7Lq1XfPX8+kXZDx6uB/SjbiT8tx/eYJBUOCuZnfSJhzW7O0s+iLvghg1PmmboabYNQaN4+eCUeZOStyEy6RzPF7POyNN5wTKPkcojpOPV/WMeZMPO58hJdNDySv+Yr0+vMc1T9vsrrOsc0NdFRLuIqIYBw17FMo8xrcKVGq8cIjNdM/LFmR6sh8xWKWFoaFuNNZK2DLh2eM4kLmiMojda0QtrpmXKKC0p24CTeY92ESEzA6cRfqvpTChb1U2tVYrRzge2VHhmGPxXX2f+0hdRe/PONsF2JTScYLlKEcIT75TdsMA8JlhL2nE3WWmrEGEEXtEFWxJcK0n6NVUvQJyF3D8c8XOjN3hxfMZX3rvRTYSuItRUIzXogwLTKryR6NByZWvB0byPcRLbKlyjyNIarS1tnnQN7aYrNU5nGasowp/E2MSCdrjzkPIDTlhveLbYBFVPiHI/4l/5pa/w+mKfeZnwPxx/ldu9Hf5z+5PcPptwWvbQYpfjd7fRWxWTYc5skTGb9tjaWjOOS0oTkLcZhQn5wvge13ozzqoeobTcXYxY1RFZ2HBtNGcSFTRGc972cE48Drg2bLjs6LWg2QUhoHGat453iEJDErYMk4o4bBlGFW8/3IXTCGHBjA2nZcaqiGgbTRAaZqu0C2xmfcw0xh5IDocLXh6cIvG867Zpy4CZVSRpTbMOUalBKkekHdUqYrKzZCdbc3c25nCyoDaa0zqgl1Xk0nPv3hb2ateArpWjF9Z8ceceJ3WPN/NdDrcW3HNjbB6gdmuE8FzbmXHnwTa+kehB89gU9HnCtw3SwKOzIX4aEi0kdmDRM42xAtEI9EFBVYbg6cxSCwmVhFGLDBwITxWHiFYQZU23nqbf4pRmWqY4JD8zepc3B7ssZhlB2mBDi1+EeA9KOZz09LKKog2oZzFN3LVJhL2G1iqqIsSHDpWYzrdMdyagzkqiq2vqez1cdDEhuIgIRhXiA9oqbHg22ARVTwhVe87qHoG0nN0d8c1bN/j59C2+PnyE9ZKyDXh/OcFrTxgZbo3O+foyxTeKdRmx11uxbiLOlhkPFlu0txSfG9/nejLrJgYRvPFwjzZVjMcF3z45YL2Ku71Vwv/zmH9u2PBEMZlHpQb9zR6/M3+R4Fyzjj3LccvHrh8TKMsgrNgar6l6FdZKqiLkbNGjmcUQOozsslrTddoZe/ZayiLkdjsh0S1ZULM3WbKuItbrmCKP0InBWUFThPhWolLDi+NzHqyHVGXIke9jjKJZdW/KUWTYu7ZiO1l3u+i84MFiyKKOEcA4LR+7r48PFrw8PuXuasyyioh7NXvDFdZJWvd8TuaatFs/4xNHvSUQlUQYUKuuHFqdJ93kX2K75vLUgXZEaUO9iroep8TilcS0GttIcAKRGPIqZG5TdvQKKR0qtEjpaZcBwtJNey4iomGF9YLltAcSskH12NA1P8lQuURbgcsVtm8ghThuiYKWVR53Tu8J+J6FWuLs81fKfd7ZBFVPCg9fvnMDvCDeKfl//pM/yd++9VmGUQlAoGxXo7eCpta8N98iS2v6kyVp0KBFtwD01s45o8OStYl4d73NokmYFQlXhwt+9ua7vDbd5+F6yMFgie2vmRYJjekcpzdseCrwgPCoulsb0k66f7uHBzNeGR5zN5/wnaMDXto5I1YthQm5q0YM4poHywiExxYaH3VNxUlad8aOXrCap3zrziHiYuy916tQunvDldJjraStBdGwwjnBO9NtFosUlwf4qEVKj0os7arru4kGK/I2IlTdEuhIGe7NRwDcHE9582QXM42ZWsl70l0sfIYkathJupU75jkNquody3iUM789QjhwkacdWYQX6ElFP60p64BBVjFfJbh7GS4W1CpEVKrbC6gc3qrOyHMt8Xs1cdo5nRc2YiVaVusEZwVCCoTvTES/Z5cRht1gj/cClRqcE7RFlx2TWYvvgV0FIEAEDrMOsK0kHBtMrXkcQjUSWUls3K1N2vD8sAmqnhD1ULI9WjNdZN3y19jw/u9cI3hlySs7JzgvmaY1Pq2ZpCV5E7LXX3GYLliZiHem28zO+lw7PCeUlqN1n/kqQSlPU2uMk4z2Cq70FhwXfc6L7GL5K0jhuybfDRueBiR86vARv7u+ju613V4+o1hWEe+tt7k3H1HOY94wu/TSmlvjc/pxjRQemRh0YDGNwtWKdd7jygtnLMsuGyVD+/iNNAoMWjn6o5pbwzPemu1ycjIkSFrcxfj9LA9BgB40THoF56usmwSzgiA0nKx63ZGFp2gChkmFvvgFZtVGWCMRgwYhYF1FREGLFNBa1WXALpzYn0fiR5rVMEEYgXCg5wppAQdm0A3iSOkp6s7hHOFRucSEElnIruwrA4QV+MTiYoG6mLyzXjAzKUo4ori9KCN25cHRKO/6tnJNEcZkWfXYzLMqwq7Ha63x2iED12XDGomvFaKR+IvX+F5gLlqBsAK9FljTufRveH7YBFVPCF15zvOErdGa47d28LGldywobyleP96nzkPGWysOB0tS3bAOIw7TOcYpZnVKGrYsI8vJose9e1udy/NkySCqOM17zBYZ/+SdF0HAj71wl8oGHK37TJKCT40eshXkfOtJX4QNGz4AwsJpmRE/CKiueeJhjXceLR3thXFmMqpoGs3seMB3m4AkahglFYN+yTqP0aHF6y47ZZ2kaXQ3Kp9r2DNMegWRNrRW0QtrImm50ltQNgHhhfmkb+Tj8XghHauq69cSpeq8rKykrkKiuOkyXI0mDVtaq1DCc7rOaOcRIrG4tSLolSSBoWw1TaNZAetF0vUHPYcIC+JuAqHHK1AVyFYgG2haxVZWYBLJsoq6Eu9Wi1gGXZBTqs64M3L4VhL2G9pA42w3VWmV4//zxmc52FrQtupxpirJaraygtU6wUcOqSyhtoSDgrLpdq8WRYRbBKiwM5a1dYBeaL5nJ+YnNVFgiJKWctL5XvlW4guFHWzMP583NkHVEyI569Zk7KQ5/mXBybtb5Fc9+6M1WdBwFqcA5G3IvEpIdMtxOWAQlvzi3neJheFvqc9xvOh3/QVGsp8t0ReePDdH5xzlAyqjeft8BwAhPC8PTunpmu+srjzJb3/Dhg/Mzf/rN3j7L38ce6MhGVTU93rdEl3ZeUZFoaGsAlwrkYnBGEnhI5LAcG005303oSxDgsDiW8V0kREnDUo5ykJRzhJmwvPi9jnnJuXBYshZkbGbrdHKklddTxWB49a1U/ImJK9DnBdMRmvOfa+bGtMOa/zjfXB1qLnen+H6gvfmW9hWk+3lSOkQI6hbzfzhAEJHMqyArocnXz6fxrw+AFUJTNZFKzqXuAjqbYcMLA/ng2458kXA/MAPaQqNLzR+YFAzDVag+i3NMkJnbRdULboScDSu2E1XrOuQ2TpCBpa20ZznabfA2QiEgPNpjyAyWNv5UwG4gcG3CiF8F8StFF7SraR5kHAGfPrqA26HE9b5xULuUcXnrzziH8bNE7umG370bIKqJ0TwcIF/c49v5yFxr+HlTzxgUcc8uLdFbzvHGEV7u8dstybp1SjlCJQl1D16uuEz2T320hVSeJLtc+ZVQuM0r59sIQR86codsuEZ3zo9oGoCrJGEkeG99RZ1qilM+KQvwYYNHwhXVYz+uwQbCcqfqy96rMC2ilURU03jrsellbjUIKTHnEcctYqyrwm1odWKahGhZgFmq6XfK8nXMQS+mxorQ9482mXcL1gtE5a5xhxKrgyWPHBDylYgAjjM5kx1BvC4tO4ahYq7N+HxMMe6bkmvFJ7f+vbLAITjCqUcTR1gVwHZbs4wK7FWMsgqqlYTacsyj7myN38u7U6u/f2C+UsJ9c0WeRoyetexPpA4LWgKTTgokdKxKGPiwHR9b6MGWyowAjvubA5s2ZXljO38okRi4GJx8rqNCLXt7CusxMxC1u+niMgTtAI/6tzUzYO0azo/qBmNcmbnPXyhkblEOIE04DSP+/3MOuDN093u53RoeHn7jF/Y+S4vhie8GT5/FhnPM5ug6gnRXhniAohvRzTjgLfOEn7+86+zn60IlSHTDfq64zvTfRZ5QhwYttOcRR3zjx/cpNzvXNX3khVr000BJkHL7mDNvZMJd/MxX5jc48/efMCDesTfu/MqzglO8x6lCfiFvTf41Sd9ETZs+IC0mcBFkMYNS5fhtCeKDdcnM4Idy935iLLo+gSTtCYdrXFesN9b8Wg16BqR267vRkWWxSrF5RoCTzYqaRpFM4tZacvezoIjM2a1TninCqnXUbcPrpG8u9juHNSX6WOfqjBrMK0iibqMRF5GSOm/78g+rJkMck7OBnjbuXDnZyl1L0BdBFJKOSo0UdTSPKc9Vbf/tYRgJTo3cwHHPwHSeFQh0HNNOQ46W41aY2NJuYg7Y00Pqt9ia4UIPd4KZCmwWRcwJ70uKxkHhsN0wccGJ3xNXuumQ63ADNsuSC80lEHX7D40JOMSITxKerJh1U3/FYL+XcgPBGbLITxdE3uhqHsB/axCB4ZplfJb8xfZ2loT8nyWc59XNkHVE0L+o2/An/4pdn76EYsyZnnU58sPrvPKzgmN1SzqruQXKdv5rQCLOqa1CgF85+wAYyXbvRwlHFp3e86U9ChtmRYJ836CwjFtM66O5hyv+uiLlRq/fvbSk70AGzb8c1Bte0zm4b0xPvGkB2uujuac5hkvjs+JtGU9i/DCUwBaOvb7K/I2xFzs8ouThnZLUechIteIQUsQdU7oVRUgYosQ0Asb4n7dmX9aSZA2+FgilaNsAlqliOOW1VlGuGWIo5Z1o8jLiChqiUKD8511SbibE+puD6EzElFovPCguzJhW2u8lbTSowNLv1dStc/nj+Vr/6DhwR/vAmM77IYHbCtpR93f+1bjHbhCY5Tryn2A7bkuILoo/ZlKE6wk4UJSak9Dl1CqZEA+CjmIFxxkS6pWkwtPW3dBnB51JVilPG3bBbbWSoyUXck2NTS7nllPgff4wOFjB0YQjyuuT2bUVpM3IbMiwXlBsG0RYuOo/jzxfN69lwThYF2HHAyWlGW3GPms7DGIKoZRybKJaZ0kjRvSoGVZRcznGR+7eoz3gkS3nJYZ47jk+nhGKC3GS7Kw+435vdU2X17fINCW3WxNXkRdD0pgePP9gyf83W/Y8MFprjaMt9bMb48gMxwMl/SCmrdme7wLVE2ATyw67qb9qibgNO9RtZpeXEMD6zzujDyzhrqRBIHFWck6j0mShtJHFOuIY9kjjWuCzBEqS9kGOA/OSaomIAoMWdSwsj2SsCVQltUiwRpFNsgJpGOap10JUDqsk920rRPdpFhkGYwLyjKkXUXdtNiooZdV7GQ5j5aDJ325nwj6176G+VM/iawklLJbQ5N1pToxC5AjS9sECNPtdXQBCA/BXOGlwgy7FUHUsrNXMCBKiREaGVucV3z97jVeT/aYZAXbaUFZh7hCE407ywwhoJfU2EiwWif0eyVKetbLFJyAwOMS1z2/E3jflZ3rMqBxispotLJshQ1Xe3MAyufUIuN5ZRNUPUFu/Y0lb/3vMl6anLE1WtMYxfX+jES1HFd9Ut0wrxJaqzhe9FHK4WtFe3HzqosJpKrVGKu4OZ7yUv+Uh+WQh+shkzgnGnYTTaE0JEmDEJ7rgxmBstx90hdgw4YPyCf+T2e8+X8ZEx0USOmYFgllG5D2aubzjF6/4qdeeZfGqW7PpdEUdYgxirwOmaRdKaeoul7C3m7OepaCEajMUFcBQWioi4DVLCXuNWhtKYQnDgzOKuKwJQ5b9tI1g7CkFzZEyrATrzk+HyKV5eR8QJI2XYnKSNJeNxk2nfegleAgOApZGkk0rIgmJVo7qjKkqELeWe90o/7PKdkDiWxg+bLD9wxJv+6yRfMAKT1R1vD/Z+9PYy1d0/M87Hqnb1zjHms6VXWmbvZAdrPJpkiKiizKoiTHiZ14QBAgkGMDAhwEBoIgsYMkyM8g+RHkRxAjspNYgO3IFhLDRhQrkWhZsq2BzR5INns48zk17mnN3/wO+fHuLpJNCmyKFqu79rr+nKp9du291/futb5nPc/93LeZNdyabDkrRrTfmmF2gn4aIAj8IkE6QXvHImtJyD2mHEjS6MB/eTZh2CZsVMlPvv0xk6KlucpJEhuL5tawa1K0dhzOduhrDZfrVVxW0P7FNp9eKey13V/oJZe7EiECB0XD/fGCVDr+6sVP83Hz7CVe0T1/1OyLqpfIoz835fDwklL3KBE4Kmp6r3i8m1H1CV88fkJtE5bbgjLvmGQd06Jh02bM8oaLahSFrlnHVZvyzcd3mLzR8Gg7o+0NP377KZLAt3e3SKRlmresmozzesztcvOyH/6ePT8w9sOPcfUxIRMczqNJ5tPvnmC2Ah62TPOW29mad3cntFZzdjFlOq1RytN1hmedwQ6K106WdE6xa1PKWUO1ynGdQhaOUd5x72BFPRh6q9k1KcOgaKXB9ppVq5idbtEjR64GSt3jEUxNw8++/iHvrY5YbgvGectiiGL2apuhp9eaGu0RxjPogC4HxkXH1WKETyzFdVi6kZ5J2vLhy7rQL5nN53vyDxNULZBdQrvVhMJB6rGDJst7uk7z6GpGkfXwRkV9naWoZIiBxp2CXkbHdQ9DHcPjmyoBGUhGPVk6cK9YkSjHusoRwDBE01A9d3St4bXZiknS0gxHVIAZ9dheEbxAthLhQTWSoAOsNTs7QpYD1S7j6WICQTBsE0J/MzVyN5V9UfWSUIcH+ASW65JvuLsvXH61cYQgeOP0kmWfs2pzgheM0p7Pz5/xUXXAs+2YdZuxWJUUZUfvFO0qI583LLqSTR2Fr7+5uU0iHe8vj17or26Pt3gE1u+f6Ht+dFBvv8EbD8/jtqseqIaExVFHOHX4Rcaj9pCLzYhp2aClZzqNocYAZd6xPJtQHtZYL9nUGWXWc2u0JTsZeLSdxXiaJuW1yZLBKcz1CP3yYoacdxSjjno1Yr0q+K4/YV40vD29YGtTvr26xWFWcZDXABRmoDhcsaxzls8nrFdTsjsVTsdxo0gto6LjsKjYVBnGOCZZx+WmpK8TxrP6pV3nl44TqJ9a0T4ao5q4aSd2Gp963NbQBPC9ihEwc8FrRyuGuWJZ57RNEgOvG4XsJH7kkJXCj+JmprcSqT3GOJyXGOH4ifET3s2OWK1LTGJJ523Uum0Svr29S37QIK87U1neo4rAWhTIVRpjdZIAVhDGFpVZgosjRO8lZdFh++jUvufmsC+qXhLn/91P43VAG8t6WSK0j6u8lxmHry+5V67Y2hiIvEvTmCcWJIm08QV4VyJlQIiAdZLJ8Y5/8rXvMtEtX55/zIP0kq/tHvCVi/uUSR8d2fMtuRqobEKq7Mu+BHv2/MB8+18/QHxbIaxA3WpIUsvxwYbCDHzYHpO9l9K8GZ8P7S5lfrhFSknTJNTrHJlb+k5zaUuGXpMlA9ZLHowXSBF43x1xucr5RnUfoT2zaRX1OZlnWKfYQiGPOlyjaeqUedHgiWO6J+spj1dTwrU4/f5kiRae1mp2kw41D0yKlt4qeqsJIcagdE5z7zB2xg7yGikC6yQj0Tc3QkrWKo5iN7ETJAeBT4CjAd8rfKMxo56hS3HPCh4LeHi0YEmOXScxG1AH/NiSTjpcGZ30faMRiSM4SdcatHE8a6fR+b5NSbMhGrlKj/eS5FITJDS+QI0HkqInMzamVjxPkQ5EK3AC/LXuy/eKYhKzJ4dBRZ1sraMWa8+NYV9UvSSaI8Gf/nNf4794/AbJrOaN+QIpPOdHY7T0fP38LlWTxnZzELwnj/hYzfni8VN+fPqU7xanaOH59tUJ1il8EHz16j6fnT9HC4cRjl+cfpvPl0/4e+s3eVpNo1lhUvETo8ds3c00GNzzo4k5N4w+ge7PbKiXOXcO1xSm52w3QhpP80aPSjzltdHiZlvgeoVQHpU6yjJuduXJwDjteLKc8skwZ9NlWB+XO6pxR7tLCU5gVHRfHx9UbJ+PSfMB7wVOBvwQhdJXXclFXdL3cRsQYofiw9UhQgSqNmFoDGbSkpsBLT1Kxo/PiobbxYazZkxvFR8v5zStocx73A2+CatWYM9zxheC5lbAa3AjR2Icg5UED7bTmFmH7TTDZc5lUXAy3tH3mr5KYBDohaEbJOiASBz5QR07WVbgrCTLez7cHGBDFJE3FwWqkrgsEHJHyEMcHwIhQJJEEbwxDl8LukNHUAEz70i0p11kJBea+l78fKECOhsQ5f7N601jX1S9JOQAPzt+j49mB3z3G/f55vtTkgc7smRAK0/dJhxPdzy7mBJcNK7bVhnpLctUNXxm9JylLbDuNvMihjDXg+EfPL9Pb+Ox/vjJHR4WV9zNVkxNwzeu7vHh5oBMW+bpDR4x7PmRQ1pY/XzHm7MN71cpTy5npNlA/WwE4wGVOoQIjNKOpjfYTRSki5Hn+GBDbxXdELU1zzdjrJWkqeV8OcYOitPjNZ+/9YzfPLuFc5JEOZ5ezpDXuX3tJkWmDqk9vtU8u5jyXE3iKEoETNkiBWjVs9oVdE3shph8QAi4W67xQfDJdk5FwuWu5HJXMslbBqfYbfI4mtJx/H9TGWYOtMdlCS4L0dTVCvraINcGdIDJgElsXCy4GrNcjrg72XA03XFmp7jWkC4EZq1pbztGxzvuTDacmxHbXY77bVl886TmF+5/wC83n8YPhlA4hPL4iQUJQnvKUcthWceNazPw6LSExMMgGbYJctYicgdogo/moUpHmxtVdvtO1Q1jX1S9JMaPPf+bv/fP8FNvfUw46MlGHV1n6FrDH3v9I77R3CUAednT94pR1vHpo3NmuuZX1w84SndIETgaVYxNx7ee3gLAJJaTyY5dl/LdxTFPqymztOFOsWbwkucfHSJHAx/Zo5d7Afbs+QNy52TFqsmj6RAwzlvCLaiXOU7EG+Dg4nMluWNZXowRAuouIdGOUdZR94bdZcmte4sXX7csujiacxqtPEKAkp406+k7A8aTfZzQnbgoSvYQ+gQvA6gY2rxalYjnGe5w4I3755hDx9PNBC09iXacNWN8EJyvRgybFDPuYwBvzgvT0iSxLzRWNxU5GphNKxb9LIrAFQQTMPnA9HhL0xuaKqG+KkhnLfJOg2sMH1wdcn++pB4lrLaG9jDgSgeZZ3tVciZCNEs+2GC95PxiQl2lVNMr7ucL8rKj0z5GHRmP6xTmUsPDCoBdl5Jqyyxr+MyPPebJeop1kmaX0l+HLstBoDOLkJ7gJdUqjw9K7LP/bhL7ouol4P/kT/LsTzvu3l7y5uiSf+1P/E3+2vqL/Jdnb/Dm9JLWGX7i9lN2Q4oPgrvHa6amZT1k/Ccf/jhSeopkINOWUdIBkGYDZdqTaUszGE5HWzI1MDUtQ5As+iJ65Yio5zg9Xe8tFfb8yKArwbZNeTBfopXDOoW79v+ZHe9oOoMdNE/PZ+jEkqaWyWGFVo4vHj9lPWQ83s7YPh8jBsHZu0cwG2IQbxDoSc8nQdC0Bq09iXRMipazKsUUA+qLDffK2N1dNxm7bYYQcDjfMdiYCdfmA9ZKxqbDBslB0ZDpgXWX8fHFHO8U2lgObq/pbQxRvtqUuEUKHppOIdKYR3dTSb+bs/2sj/FBlcCP4/Uapz3Wy5jDGATJNEZ3eS8YzWu8FxykNW4kqecJ4iCQyPAiv88HQbXJSLRluRwRnCT4wK8+fo1nBxOci75l6nqM23iBfK7pL3K6E2ibBKWjhY0UAa0ceTLQtQluo0EF2tsWcZWiDjvcIKG/7ojd4M7jTeTmPntfImrTg9eUpufIbGm9YWsz/tl7v8ax3vIr2ze47EpmScPgFK0zbPuogRplHReLMdt6hMwtP/nwEbeyLQDztOabl7fxAQanmJiWe/mS31jfwQfJjx2dc140nBRbEun4ysu8CHv2/AEYxoGDvOWN0SXvXx7SPhrjC0cy7V5sZ7kuZsAN1+OdPBsYpz0f7Q5wXtINmuK4YlK0LDYl/SrFTDvcoHBXKWsv8J0i5JbGGjZ1Fsd9XtI2CZfXY5y2TtDGYc9zju6esevjjfbOZMPgFNsh5dHF/MUYbzxqOJ7t2LYpSgSOy4on6ylZOpAay+5WoLnKEb0kaM9o0ryci/xDQPE8sB4VyDst4ZaFTmGd4qoqqD+coCuBGAXsUeBgUpEqx8W2ZFK03M1X2CB53x0hRSCEEC01BsPmbARBsLwaIy8S3HxgdlzRW8XZZky3TUmeGdq71+HHTuDfruE8x7noqO6cYBAqbhI6ib/+fVE7hT/tGE0aUu1YrktG04Y2NQx1EkeWe24M+6LqJRC+/puc/p2f5c0vXfIguWTlCy67krFu+crqIZs+463xJVJ4pPCk0pGrnrvpiv/02eeilqBX+K3hN57eoT29oHMaj8BfbxZVQ8K9coUkUOiBd5bHhCBwXmC95M5oH/K550eIAFVv+NWL+wDk97fUT0ZIeR330mvkShN0YHx/Q6Idi2VJ0xpGRRffnDQJQgTOdlOmsxo3UhjjOJjUXIgxk3GDnnmskzxfjrGdZn6wY3E+IXluaG4pTDG8sGsw97ZcVCO2dYq1ijQdKNKB3iqclYRNQkg8+cEG5yXOSbSx1EPCKOvYtSmrbU6axlX+vjWItcEc3dzx3/ptsDOLMQ5jHI1P2Twbx8Ik8wxpLFRDq7lYTCjKlrZOGHrNs9mE1hqk9AyNISnicoE2jjB1DI0hNAo3dsjM0Q0arR3f6yO5PCC1JwRBcALbaZj1uE2Cv3a9d1a92PQDEJUi6EAYJF1n0NJzerjGSM9VELGoYl9U3ST2RdUfMWo25exf/CzrTwd+/eoO5+2IRDrevTrmm89vE4Kg3SUUb/bcK1ZctiMuqhGzvCE/GDjKd3z56GPe3Z7wwfKAtkl4tJoxzVs+PDuEIJDKsatTbpUblqZACs80a3m+Gcf2d5VTmv5lX4o9e35gTn/V8fjBiLbsaJuEu8crKlNe2xMQlzkmFqxEisBBXrPeZQy7hM44rFXXnQUNnUQfesqyxQdB0xvSbOD2JEbfPNrO2FYZQgXa3iBTxzCJhpJq4jkoa5yXjJKOTZfRaPPCFV3KQNMk+EaD8ahyiJEqQeC9RKto7tk5TdUlBC9p6pQkHTg52nDmpqy3xcu+3C8NO7c8fHjOs2UcyenU4q6SKFg/6QgB/MaADLitYVtrZG6xg+JZPeUwqyjzntU2ZbjMY86iBFKHWhi8Jm4EXo8G7aAYNgmjk4rs1HJ5PoEA+tJEKZQAO/YxXsgLTGZjIZbFgq0ZJEEEVBYXJVaLEUsvYtCzE+CJTvp7bgz7ouqPGDGbYv+pFZmX9E7x/uKI1dWI5Kmhv9uTFAM4waPNHIBdn9JbxeWu5Gu8Rq4H5rrmONvBHBZ5wdlqzG6XMRq11/N+z3qX8f7iiMtmxOAlAqJxorFIwYtV4j17fhTI/+NfIfzZn8FlA+EqZT3KKI4rlPJU2wx5mSButxRFhw+CTZ8yGzc0aVyFHxUt2yqLmW25ZbUpsK1GyEAxaekawwcXh8zHNdYp8rxn93xEe5GS3d/Sy4CtNX2r+fDJURzvWM3gJAdlzSRtebSaAeC2cUtNpo48j29enI8eVk1v+M76FICDaUXIBbtFgSlbMh3HXc7dXA3Op/6vHZf/y5RJ2UZRepPgSwdBIAaJ0B41HaJtQW5fdAevrkZ8fDEnvz3E8ONGRgPQ1MflglZhtpLu0MFoiIWRgHaRoXaK7K5FK4c0LhZSBwJUQDRxpPy9TGQhAt5LlPJIGTDjLnbAPDgb3dYRATMaGHZJ3PyT+07VTWJfVP1RIyUB6FrDl+98wlVXMs46Vr95m/mX1ijpOXMT2kHzjY9eYz7fMc3jO+rvdZr+yvJLzPKWO6M1b04veTi54iuPH/Czdz7irJnQOs3paIsPgmebCQdlNBYcJR2ztKG1htbtj37PjxbCC5xVyOOWzcUImVl8r5AbjZs4hJVYJxl6TdsZTmdbplnLqsnprcJexm0scdAhRIjBu4WlWmckxUCR9Vwsx7jKgAqYWYf3kknRsvISiyY4ST6OK/bztObpbsr5esSVKnBO0q2za2FyILku6C4WE4KHw4MoanfrhNGtHXdGGy6akqP7FfM0Pke7B4reqpu7RPL3f53Nb/4cPg0kS4kyAQX0Rw6dWoZNAiZ2mvwgab2gXhQIE7VvqzYnN5ZF7gnzHpPEDpIdNF1hCdd5jMOgGJYZ6IB+sGO9zRlajRCQjTomB/H18/JigtAxQDl4QXeVQ+aYH+7QytO2ZQx8VteFkxPIzKG0xyaO4DRir6m6UezvrH/UNC3bxRFfePMRd7MVndN8WB/gfm7Dw+mCXMXtk0Q5DsuabZfQDIaqTbBWvvC1WdY598dLEmk5ayZ0teGbi9tk2nK72PCsnnCxK3k4X17rqnpK3dN5BRoqm7zkC7Fnzx8M2QrSLG7YUQik9EgVGB9vORntyJTlyXZKFQTTMoq9t12Kkp7N8xn5maJ50HN6sMEHwUIGiqyn6QyTsmVTxYJIpI6s6OP235M5S1PEjcBx/8IE8uliypMwxXsZizAPB3fWpIllsywQO01yGI0fJ+Oa9bpgnjUY5TDa4bzgvasjDso6Pp+7gk9Nz+m9phpu3nNTmASRpQglsYeWZNLRJTlBBZJLRXamaWVA9BJaQUg9wgq8M6A9SdETgiDVlrFpeaIO4CLF32qjZ5kM5AcNzVVOfV5GjVbqQQT6xhCsjF3M1HE0rng4ueLbV7dARLG7No4sGVj6EUJA0yXYQeG+54dm+rjxNwhEAV1jopv69Xh6z81hX1T9UZNnmHzgm195nTf/1AWfHT9jM2RcNQWtNfggqLuERgQOyxqjPIlylElPqmy8QTQZWnoWXUFtDYmyhE5xmNfXxVPHw9GCejCMdMeiK/jW01vYQfH23XOMcsi9eHLPjxiTTy1ZPp8gBomc9Tw4WcTny2DonGZkOlJtuapG3J2v6axmuS0YFS3Hry25SCeInWbbpnSdod8laO3oLnMudilipxBOoG/XDL1mQ0Z5WCNEoEx7dOF5Y3rJqi/41uPbhItohaBvteRFxyxvWVQF0njC2LJ5PgYZmJzsKMcti6ZgkrUUJr5x2n3jkKdvJORF7Jy0VtP2hllx87b/2l/6Ao9/UeHmFqEd/TpFDgK1kwQN/ciDF+hKRp1SpfBpwFwq2rsxYub4YEupe969Oib/MKF9s8Ouk6gTV9CelahW4PLolG7y4YV4XVUSdzAgVaC1mq89e41qkSM6hZsE7BCF6bODiqYzDL3GbQ2ik4TM4axE6tg9A0iygZBa+lW6N/+8YeyLqj9qvOdwtuPHXv+AX5x+i3/z8Z/i0WpGngxI4Sl1T5YMUSBL4OzZDJk6sjy+E+t7jR+igLMr4/E1nUEW9tqXqkGJwEWfc5jX1DZh3WXcPVqR6yiatV7S7cd/e37EsF4iEo8oLFJ6dn1Cpi3rKmenPNMkagqPjrYMTuGuY0V2dUaR9YxmDbW+Lqhqg1pqaplBFjsWYeQIvaTMBnargizveW22oh4SOqfoneKd5QmrXY7bGCQQjnoCUG0zUu0YnKIctWjpWT6dgoBEOyZZy9lm/MLcc5y3DPc7QqNoRYKzki6L5qO3i83LvtR/5GTPa0YfTdlkClkb3MwiHKgOCILheEBUCjv24EHVEmEFLg2IWqEnHYlyVDZhGBTdXQuNAgGykTDuKI9bts/H6I3C3eqQyiOUJxBNRgkCW2sWlHgrMeWALyzuWnvXX/uH2eH6tTPxBOMRO4051wyv9TAdCGcpXWbimNLutas3jf2d9Y+aECjMwM9N3+db7V3eOz8iTwcul2Oa3vC54+fcHa25aktskKjcUhYdRdozSnref3yMNPGd1qOLOWk2MMlblHasu5z3Fkd0g6bZpYynDVo5mi5BjWqmSctxtsNIx9cv777kC7Fnzx+MIhmY3V6wqAqaOuFqXZKmFu8FUgq2Q0phes7XIzZkDL3mYFbFHL46BRGYTmsS7bi0Y/xxz3jasF2UABwcb7BOkWiHmkcn7YtqRKIt2yaj7/R1NEoeb9QC2Br0cc3gNds6RYjoJee8hNTFXMI+Bib3nY7+VlZydj6lGHco6RlnHesmQ1xvLXpuXmejP8zJFp7uTNHPPSJxuFLgjUD89k6PFbEzdB1fIxyE3KG1Y1FFXdu46BgXHZdnE+gkshe4IKjrFNnIuMkXoNukiMSD8fgAolaExMcOlJUMmSQdd3glX2i40tIyyjtWmwKvxXUXLOAyQWhVLLQyH7up046Q81t6qz03gn1R9UeNUhznG/6Tsy9wXo0A2HwwQ3aC7S3Jd9Uxs7xl06b0VmOMwzrJcVFxmFZczkqqOuV4tiNRDi19HOXNdqy7jM02vsMWMpBoRztovBcc5RWPNlOe7iY4L5hk3Uu+EHv2/MFY7XKsVRRFx8GsYr3NESLw4HDJoilY1jn3pmu09lRXBbJSrLXjwfGSJjecL8cMTjE4hZSeO7c2KOnJjI2Byn2CkpZ74xXbIePR1ez6O6ekiWVodfQuSj2htAgZCK3CPioJaaCfCHRiqbqEMu0hCHyv6LXioioZtgnJUU3XGggCo6KIetumdK0hXHswTc3NG/9VtwxexYxH1QqGTqE3Cp8EfBa7QekiBh5bFOKgQxmH7TVce0S5TiFUQErPm0dX+ADbKmPQKWJrcMYjj7poEtupWBCFGG8UAuBVtEHQATHtSVOLsxKTWYZOE65He5sqY2g1eBG/30GHHyRilcSCLfWINn6u0jfXc+ym8ocqqoQQHwFbwAE2hPDTQogD4D8AHgIfAf9iCGH5h/sxXyFC4FfefZ3k45SHf+Jj/tSdd/m1o7t8dHmA3aasN2UUQVqJvcoJiUcYzwfikO90p/jrkYYSgYfjBYNX1NagpGfZ5rx+65JUWapxDG3dXRWMjyomSUNmStpBkxnL4NTv+tH25/nq8CqepfnKmOELDc5JnPQIGWhbwxM/pVpnmMwip6sYH1IOuMQhZeDxYoZzgtmkZltndPV1sPJyTJYNL54PuybFDopEOZpBYwfNm7cuomHodhy1MY2CwiFVIATQhcU6Ed3QK40NYHuNUQ4GATI6uysZMJO4deib61iT3qC1w3vBUBmGdcoiGWis+V2P/VU8z99OfmlZvWWwRcCl0RPKHveo1CGdwGNweSw65QBuUCSZZbASc25wmUYedyRpzD79/OQpibR8ff1aPBsVUKXFWxGXEVpJSD1JHvVY0sQC6nvaKqU8ibFs1iX5rCUkFrvOWT2dRM+sLI6KAxBUnByEzCFaiRgECHC1xnn9u4Tqr/pZ3nT+6xj4/qkQwhdDCD99/fd/A/jlEMLbwC9f/33PNWG1ofhOyvinLvnC/Ann3Zgfnz3ls7eeI1OHqzSn0y3/5JvvoOZdDOpMHEejin/yre/yS29/h5997SMeTq6QBBZdwaPNnJHpmKYtt4s1mRr46MMTqk0GTrBdlLyzPKG3GiXj+NGof+g7qP15vjq8UmeZruIIpnk6Yvl4SpH1zMYN1TJHLQzTcQwOvz3eYJK4vNFd5bSXOUkSlz3abQo7A6sEpaIb+3qXc7Ut6TvDUBuevn/M4vkUbwXvvHuH956d0A0alTnkvI86nPMU+ThjMq5J5y1BBWQrCYOMJpDLEiQI40mN5bjccTzb0dQpqrCo1NFuU+pdSlOlICGZt4zSLmZ0/t68Uuf5OwhQPvfYIuBHDrWTmLME1+o4ZvUwnAzwoMZNHfSSdp2iFhqXBYQVhHVCu4pLPEY6dkNKsBLZRq8ot9Ooa0NWJhaRerplhv4ow20Najzgpha8QCqPVg5UFKm7Qf2W51Tqos2CgPRcI59m6MQxv72JmioF4aCPn/sPv8O+umd5w/nHoaL7Z4C/fP3nvwz8s/8YvsePLKHvya4Cq03Bf3X2Bv/lB2/y68u7+CB54/YlMrdcVQXn7Yij+RaZOfwgWTcZ5+2IzmmmpsEIzxAkj1Yz6s4wNS2Zsqz6gt5r7ty/4uhoi5n0zA53jNOOzx894/5kifWSzT/8hfv72Z/nq8OP9Fme/NVvUU5bQuHilp6KkSLFrEHeaeis4turUzqryZKBg9tr5HgA46l3KY8v5sjEoeYd4qCjyDryZCD4mGLgWoUpe/RBSzZrycoeNelfRKF4J0izntAqhAd7MrDZFnSLHNVIfB5tF5T2zOYVMrOEIXpnfbKcc7ke4aq4NeZ2GrFThFVC6BT6wjA8L7jYjlidjX/QS/IjfZ6/HbOzPP95omDcRx2V1wF9aZBP4jJBOWtwVsYRnfEQBEGBL1yMikl8DKR2iver45jJmDiCBNkoxCBxvUJwPfJrFWYZizJZWqRypJOOfNoiZUAKGM9rhlWKb3S0ccgds4OKNIu/V8M0FldDY1gtS9Sz+LoqZHRZR/sfdPvvlTnLm84fVlMVgP+fECIA/5cQwl8CTkMIzwBCCM+EECd/2B/yVcJXFfPvtFz9nGbTpqTZQKotjzZTJlnHG3cuudyV1DbhcjkmrBPUvOOgrNn2Gef1mKN8x+vlFbkauJyNqIeER9WMj68OOJ7suFVuuF1uuGpL6jTBaMfYtABo6Vk3Gd3wex79/jxfHV69s/SB6rJAjQa89mzrlDLvGOcdlQxRV5NLvnz8Af+dN77KhRvzUX/EP9i8wVee3ic1AyEIlAz0VqGucwNNEv2kvud+fjSqGJzialfEDDrlSLIBZ2N+YDLrCBNBkfcMg8YmHhcgP6rR2tHUKXWbMJk0rF1J3SY4q3h4esXzZMzusozeSvOWIutpe0O3GyEcVGflP+zRv3rn+dvQ64b0KocA7WkUknsD0gZUK9AXhsqKaKuwVrgyisRVJwjmujfgBGwMz9LJC+E/QDCxiygcOCNRRY/dpeiNwhYecdDjB4nfRtNXkXhMPrCtU7ptiiiifs7XmuAEVZ1GV/WlxqcBe2QZH1S0TYLN4vf0rUYk7jqq5ncVVa/0Wd50/rBF1R8PITy9/gX4G0KI7/yg/1AI8ReBvwiQcbOyrlyuKKZRG/Lm0RXPd2N6q6n6wGAVZdpzlO24nJZcWslsUuODQCnPLGuYJw1P2hmPtjNGJvpXzdKG7bhi1WQUpucoqzjMKh6OFyy7AikCV13JxLTcm655vvs93w3vz/PV4dU7Sykwky7Gf0iQMpAZy93RmtomVENCqiwbm/H/3nyRpS348eIx/+PTX+ar04d8ZfM6H2wPkSKwbjOkCLgQO17FuMF5QZ5ED6lR0rGUOV2r2XlBmXesViVChBeFFkDQLvodYXAuxpe4iwzvIH1jTTlt6HuN+CinO9RM8xY3l7S7lK5KmI9r8mTg7DTesEUQLwTR38erd56/Df/r32H2mZ/l6vMCVUvcyCOmPa5XhI0mO5MIpxmObOwsNTGCxuaBYDxBC5JLhR0FsnSgSHvqLvqQ9ZMBNxJI7WFn6KoEUSuEA7OR9LlGGB+N8AWEQdK7BJlen3GjCYlHltGRfWh1/FqKOOKVIRbXg4oWCyHm/ollcj0C/F3bf6/0Wd50/lDjvxDC0+v/ngP/EfAzwJkQ4jbA9X/P/yH/9i+FEH46hPDThh94FPVq4AP1KqdeFPzm1x+yWJfslgV1l/BgtmTTpnyyPeCN2VV0ds5acj2QqYHjdMe9fMlFM8IHQe8VNkg+P37KP3vv1zgsawaveFZP2A3pC1PE3msu6pL3Vkd859kJl5e/u6jan+erwyt5lkrxqVsXMfajk2jtWNc5j7YztPC0VvN0M2FrMzI5sB5y/vbqU1Qh4c8U73CabnhrcgHEHMzBSerOIEXsXK1WJUoEqj6GlPe9RipHkljuTdfXa/WKvldYLxlnXRSZ76KrtnOSYYibaeGwp2kNXacp847hds+yzqm6GLqcjTroFOdXE84XE6SIXbPQy98zK+6VPM/vY3tfMkwCwkMQgWAlolKoOgq/kSA6ifAgPMgh5vPJwiJyS9AgO8FumzE4hRCBodOYzHJwtMWkNm727TTJQr7ohuUfGeSliQJz7TGjnnTcxU5YbhFOQCfxvYrnYyXKOPzUQmkJTuCcQF5v/oXrYkw4riOLfic34SxvMv/IRZUQohRCjL/3Z+CXgG8C/wnwF64/7S8A//Ef9od85ZCC8p2E4kPDl7/8DvNJjUodTZVw0ZTcHm+ZpC2/8fw2bZ2wrHPOdiO+fXaLv/f4IX/n/C2erSY8fz6jtZq75YohKAavOcwqqj7hbDOmc5pVn7MZMjqrmabti0BQNr9zw2h/nq8Or/JZnu3GZO+nqCqu0admYFNnfLyac5jXfPH0Ce+ujvnq+j6/dn6HX3n0gH/77L/Bv7f+aTI58Kdn3+Iwq1huC3Z1Rpn1dIOmqjLkecKiKljt8mhVIgPjsmVeNDxeT0lSy2heQxA0Tfzcrk1Q5YDJB9zO0F3lCAnjaUPwkiRx7OoUBhlF6Z2hbQ2TomV0usMPErdIGVpN6BSiVfB9napX+Tx/O8ITC8oA2bmGnQYJw4HDFgFbeJLTGp96pI0+Vdnza11arRkmDld4wjrh8mLCrsrIip7j6Y7T0Q4pAyJxhMzTH3qGkwE7dTR3LW5uCblD7DTueY6zCmWi/5Wc9aSHTQxb9nHs6J2CXhKcQGUOY1zc8uslolXIVmK20W39dzzGG3KWN5k/zPjvFPiPRIzv1sC/H0L460KIrwD/oRDiXwE+Af6FP/yP+WrhUsn9P/cRzkseFAu+/vgev/Spb/P1y7s8O5sxnjbkyYC1v2V7sK0y8iy2tT9675T53TVNV3C1GnFcVMjiEoDn1YTlNprgPXcT2k3KZ954ypP1FO8Ft2cbfvbhR7wzPebj3/lj7c/z1eGVPMvQD1x9PCfcGzCTmMN3VNRQwKIp0MLzqfKcXA0s+4JPHV5Qqp7Xi0veSs/4+7s32brXqW2CMY56l6ImcTsvNZbVyNC9O4neSLcatHEsr8ao4w0hCLR2WKsI190HIQLTSUWiHRfLMUd31vRWsdtmbC5LTu+syM3As2Vcw5cqkCSWJIm+WEIE7EgxJB6pHLY1qCuNuz18/0N/Jc/z+7n7NxYsvjjn4mc8Yi0JZdzEE018HQy5p29NXFLYCVwG3YFHDALVSFwaCCOLWmmYe6TytE1Ckwy8Pdvi5pLHYkr78RhfuhfGn6GOXlekDqYDvlH4yqDKASkd3gr6ISF0sbslc4s2FpdGU9DxqMF6SbCS7EzTv9mgjKMz+e/lqH4jzvIm849cVIUQPgC+8Ht8/Ar403+YH+pVR/iAltHbpLIpIUAuez5/8BwpAu2g6a3CGMfbpxd0TtN0CV0fNRnzu2uOy4q3Pn/J1LSsh4ylLahsytliglSecdkyzVtGx5e8MbrkohrRWUWuB95ZHvNwuuCrv+1n2p/nq8OrepZCSSgtYqsZtgl8VPDOQcnkdMet8ZbTfMNyKHhSz0ikpdADR+mOf27yNTyCv7H8HL+2PeTheEEzNazTuLBRpFGgvoLYhRhbZBBkyUATUprekBl77RFnKbKO3mqkCIzTns4pDqYV06zlw7NDfGUgdSy3Bdl8Q5H1OKvQJpr17uqUKknIzcAwKPxVEp2/RUC3Ap7/zrHOq3qe38/5z85JN4H8iaI7CNBeZ/JNHcNYoAqLvxZ+Bw0+DehG4BWxaO0FzgvcwQC9BKGQTzIWreJpUTNOWkKYvdgwZJkQSoteR5NR2uhnJV0smp0HpzV08trQMxZ3OnH0TTRwZadZuREmHxDa0x24OLaUxDHg943/bspZ3mT2juovAdl5PlrOadsYBHsy2/HX3v8cv/RG1CsulyOkCrx1+5yfmn/CRT/mcleilSfXA63VLJqCcdLyqJoxMh0nZssVMU393sEKHwSt1WRq4CsX94EY86GF585ow3n9A69t79nzw4MMqEpCE7e59FKj7zjGSct6yFn2BY01JIklVwO3kxVP3ZivNQ95Uk9ZNxnv+yOq3nBQNAxOse0SpAAz7WAKykvyoqNIBkZ3FlztChbLEgSYxNK65IUJr1EOHwQhCM62o+h3VEl85uirhI+rI4QMpGXP0Gv6TqOUZ7ktqBJLmg40MsUXHtEJhpHH/27vzxvB7P2e+sSga+hnoLfqWjweEAH8IoYj60bQ3BvABPSFiXYKEsxWoDqN12AnMeSYaexIrbuMtycXfJwd0OQOWV1PAVpFMIGQBNROIh7WCAHDWR5NQ0UUnocudpxC6snSIZ5bnaLHMQx7aAxYgTzoCbXGBRG1f8Rx5p6bw76oegkkVy27j6ecvH1JaXqkCEzKlve2xzx9egAi8MXXP+Ek21G7hKf1lHHWsesSLuuC12dxo+87F6e0rWFctvz45CmptHzu1jMyZblsS6QJHKYVj7czDvKaadpQ24T75ZLTfMN/8bIvxJ49fwCC86jnKdJC8rk19S4leEHVpJwnY4xy3B8t+fnb71PInrXLeSM558JO+Or6Aas2RyvP08sZ2liUjNu2PghuTzYclzs+vDxk2BqK+UBpekrT4YLgysnrEaCnswq3iZEzSni2bYoLgjLt6ectncxQicNVBgZBkDAYjRAB12i816jS0gWwZ0UMcy4cQV87s2f+ZV/ql4K0nvZAIgK40sfIFxniRp6IIcpB/5bjuloqVAdyK2lPHP0smoCqLm5R0gvSkxrnBEIEDpMdqbaIVuIzD/r6688doVWEThCcQqqou5I7RcggqIBeK4IKeCRNaxAC3CCxjY5dMeNBBYIXiMyRFT3WSoY6edmXdc8fMfui6mWgJfK4pekNT9yE09GOy6sx2zrj1u0lIQi2fXQGfrc95oNnRxzOdzGkFbhqS6o+QUqPlJ71quCj5pA/OfsuUgS+cvUAgOebMVdV8SLnz3rJ4BSP6xnH6e6lPfw9e/5RCH3P/Dfh6ouBYZ1jniTYB9F/7fligkksl7uSDzeH/PzxBzxuZ/zNs89wnO/wQZAox/l6hFRRWNwOmrY1HExqnqyn7J6PkKMBIQOrXc6mzug7g3eC2Sx6V2npSccDiypaKNwt1mTK8u3np0yyjvm4Zi2jC7ccdwzbNAbubk00Ep03JNqRJQOrXYGVAX0UH4NzkpALxA3tbAyFZvv6deRLaaGL5pxBgp1bbBLtFnzm0etowOoyUA0xdPmww/cKeWVQW4l00IUCxjGw/h+kD1lWOXonsfc6pAr4y5Sw1og04HIPW4Pj2q/Kg2gl5b0tu6RA7BTCxg6ltQp5maBagc1DtKLSHjaxc9ZrjxQBkw//eCy29/zQsi+qXgZf/zZv/J8+x/qtGes3Be+lh2jAPXCcvXuE7AXnSeDtzz1h3WYUZcd6l1NkUfvxfDWh3SVRczAZmM5qvr04pXOah8UVpelYtCV3JhtSbemdwgXJWR39sFabgt/ofnf23549P8zINGX1Y3FV3beKYRRIU4tSsXtUZj2FGXh0Nueb6R16p3jnw1u8azyfeu2M++MYpfbsaspuGTtEKnWcX06QKqAmA25rEIXFWYUXgcm1jxRAV2lMEkd+x3dWSBHY2pTKJjgnefLkIK7iA2XR8ZmjM95dHnP5fIKe9ASIo6Je03SGoY8vv/5Jjis8ZB5T9LhnN9N/6OrHDdxuCBcpYmMIuWM4tMiduu5YCXwakKMBNwjShaKdW1wukK1EfZwBYItAspYECXoncTbBZp72yOB9HBtL7aOn2NgSeklyoXBFwE0cWEH22NBPPUzimI9eohqJtNA8HRFSj+kEwkFIo7moLwPh2pfKX6aotcSnRKuGPTeGfVH1EgjWIr/6Hfynv0S6gt39wMMff8rZZszdzzxHS8/5dsRuSFisRkwnFUejinWT8anDC3wQvLc4AuCtg0s2fcY7n9xi26T8g+YhfmcY39ryU7ceA/D++oi3pxd8Us1peoMbJCq5mSOGPT+6PP2XPh/1NtOAWSjsxOOcIE8tZFAmcZR+/9aC9y6O6BpDMu7J0uik/u2rE9abEn+ZQmlRuSecZQgB49dXDE7ReFDGMewSROLJk4FEOc7WY6yVNNJQ+YSuMxjj+Gad0awzhIrtpf55gZj3fPbWcxZdQdNHgVRedNR1Spn3GO1YbXO0cVgrcKO4hWaKHttrVH8zb8J3/vd/l6f/s59nGAf6Q4/oJfqoweUK/TRD9tDfGRACQhJwScCsFN4EkrXApQHVC8YfQXMC7YmPBVQnkK3iYlvy9skFv9lqxNOM/nCITuitQZyNcCMbu01S0N6KLvt4gV8aBGDHDhEEo7txG7TqYsh2yByy1aiNitmBgwQFqo9F4O9hVbXnFWZfVL0kwhc+Rbby2ELxhZ96n2VX8PnTZ/gg+PWnd0gTy+AUWd4zyTo+N3tOejAgRaDzGjuTfPfihGVX8HwzRmcDXZvw6btnvFYueas451Sv+durH6MZDL/y7D6ZsXSDZjxtsG7fk97zo8Wdf+ebfPv/8Cl0YXFOEFrNsE5Z1gn63LD53MBxWVEPCSEIynFL1xnqOuXjXmMHTVm2DOmAHRR2kaE6gU8CVZ0ilUdpH3UwfdRQraqccd4RgmBYZvhpj9YO12gIgizvySYdUnq8l7RDDkHw3YsTQhB0bRwlOSfJ8x4XBIVypKml7zX5gy1ta3CbBK09tgN70r/sS/1SETZWIUGH2LUTUdfUH/kYMC8DPvH4VCIH8Vufr8BlgW4eR3LCAkFg5xaZW7yXHKYVd09WPN6cQKuodrGoHm4P0ewzdRRFR99rukUefaeswI8sWEnwgbZJ0Obabb1wqMzhxlEPpwqLlJ5hkdHctsjJAOqGznNvKPui6iURjKI5lKw+Z1n3Oc9XE55cTeML+iDoc8f4ZMVbp0+ZJQ2VS/jG1V0eThacphveXxzRtQlGOo5GFTuTMssbHo4WnCYbBq/Z+jxGcuwybK+Rkwal4qy/bfYCyj0/eojEYxKLtRL1JIvdiU7gTWCzLbBOsdtl+FrjJh1CgN0k+EbiS4fL5bVVgsDc2lHrOGrztYlr9iJAL5GthOvNLp8JhkFFV+8gSBOLy6NfVWoGBhm1Vut1/FpKexLtWK+KuF5fK/xIMilqVruCsyqL24VZz9uHFyy7gvf7E6QMKOMZlS2fvMRr/DLZvWkpP9Lkj2PkjN4JXB7oblmwAjqFE4AHVcdAZSFi91J14FJoj0McpwJqF806g5O0m5Rn9YR7oxWL2wVtk+CtwPtrZ/atRk7j+FYpz+TWltRYpAicPZ9hVgo78thOM5vUZA9ioLZbX2uwZj1KeZLEYk6rGMLdqf3474axL6peEmc/XfD2P/8OJzbhO5/cwjxOGW4NqNyiR45ul/L8aspiV8QntvTs6gwXBHVpeDBf0k+iLsp5Saot9WB4XM+Y6Zqxadm5qDEYFR2Tgw1PLme4XvETrz/GTtd89BIf/549f1BW/9RngZ5mmTM53rEdeVQtGQ4ssrC4raEiZrGls5bDScWmyegBn3r0aKCpEuqQIkQgzQeyg5a+00gZOJzt6AbNtsoI57Ew81qxCgI/SNSkJ5xlbEY6rskbjxTEDpVVjMYttujpOkPTGYpxR98rBhK8F1Rd/K+3glHWoUTgeTUh1Za07GnqhGAl02vh+k3ELBUuBQJxyy8QY2J81E3JXgAKN/bYMhAOBsL3vKu2KgYsXzfhVR01UHoVg49D4fjw4pDVOAfANSquFTqBWSmG055Z2dINhrZOEBI22zi+1WvFMLdRdN4qrpYjylHLeNSw6hRcqyn6dYqtCvzERh3YIPfjvxvGvqh6SQxj+PNH3+R/92u/hFCB/thy686Swgxc7EoO71SMTB/9d/qcy12JHRSpctwvlzyuZ3y8nDPNWyZpy8fLObtVzkUeMwH/7PG3AEilxXnJss6ZjGvqNqWxhp+YP+E/fcnXYM+e34/V/+DnWH0KXvvPOp79omM8adhejLBOMn+wZFtllInDe4FVnqEy6MJSZD13R2tWVY6ZdmR5zzBogo6djexafL6tMvzGIDeKbTrQVClCBsydKnakvKTvFeIqidthuYcAZtLhrOLqckwxaWOxFATWKgTgncTLQJn3bJ2i3yYMFzlBBUQZx/BaeVbbnKExmMwiZOC1O1e8Pb24sXYnZiNoP9fgNwYRBG5mSZ8kyEbGTiFgZw45GghWYvKBfpsgK0VIAkPuMWuF3kqyS0E3D+haYAWIk4Gh0+xMyulkywcXBcJKZBO7WfSSxdMpamQREniaYRwMM4edWfR4wDY6fq9CIICjUUXTGeyg0cbSLxJ0LehTCSZ6qol0r1+9SeyLqpfErV/p+bf/+B/HDYo//tb7fLA+4ul7x4hpz8PbV/yxw4/YuZRcDYxVy6/oh3wUBLO0ofeaZ9UE6yS7LomGoE2CSh13DjZo4Xm/PeZuuiRXccSQSMfYtHx3dco7H9962Q9/z54fiH4ssGPPh/9KgMEzDJrRUcU0b1k3GWlqyZOB5boEQBeWT9854zOT5zQu4eudwVmJLj1p3rHcFJwebPBBcLUaIR7ljM8FuzcczTYDGRAyUGQxRkaKQD4aWN6STIruxfe1TsZNMuOxVsZtQSdJUssA2EEhZOBoXrFelohWEXRAlgPFqEOIwMWTGaiAyi1SeYzyDF7ib3Brw5s4ehOzHt/HfD1vAj7zyCb6VGE8wQmCFbhHBcwsfjogdjqO2sL3tFXx6/kkeluJs4yQe8S4ZZo0kHhEpTA7SXtiEbkj1Jrg4wjXph4/G0jSKFoPXrzQd7ExbJxgmrcUWU8ro9ZrOOjxbQZJ9K0S7tqRfc+NYV9UvSSyr37A1V//MR7+tx5zP1/y0eYQxgOfvndGIh1/5+wttm3KbpvxhQePOUwrVnnOt56d4m8LPjW7gBm4ILBeoW57vvPr93nMjG6uaJ2mH2saZyh0z8w0SBG4VW6YvNlSDXtN1Z4ffoZxHN1JQF0mdCqQTQceThbs8pRf//guYfRbWXy2V5xXI+AWz7ZjXK+QxqNkYNekuFrzdHsYb3peIEae7aEDK5ErQ3pvhxCB1aMZshW4cQzRFXnU1gxeoqRnt81iFEkghig7QUh9dFf3goNZhZKewSmSoqdrFWhPVvSMso5UOW5/6jHWSxZNweXFBJU41gL+Qf3gpV7zl0nQgfSrJdX9mMOH8cghFjN+Ysk/SuiFjuLxNDqpi8QTegkSkiuJLeLH+2OLrBS6EggvGI6GWBQFwTRpyUY9bavo0gBp7ECKQUR7De1RV4rhqCNJLHUVjWaF8oi5iwVfEOR64Cjf8euP7zId16TTgbUMSC+4fbRm8rDl8b6mulHsi6qXRPuTrzP8iQ0AX7l6wPl6xJ3TFZ+anPO3Hr3N9vEEfdjykw8fca9YsR0yWqsZGsPz3RgtYo7YVVtSmp5C94iDDj9Izs6nLPOCzmm09PzE7AlDUDxvJ2z6jMu65CCvX/IV2LPn9ydZB9pr/6jD78LVoUSIwHurI3IzoBNLUydMJ9FPalXl1F3Co2HG5vmYZN4iZYiZcFaSz1qMdrSdiZ2lWcOsbFhVOc02Y1JEPVMzTnFaIVKHkNGmwXnJ5bakrZMYwuuJGhvjEWOHuEzxqUMnlm2dorVn0ZUMlUGWA77VZEnc4K0HgxCB3imU9CRFzAccBoXW7qVe85fJ3b/d0x4adm8F6KI/VX/gkOWAkNDPPHon40JBiEap6oOM9vaAPmzoRxqpA+IsJSQe7wVip0gWgiAM9nBASs9ZM45O6+7aEmEbdXK+cNhOYVuNLqJp624Tx4+hdOAEAa5NYuPPPE1aJqMm2nVYQWgVZtqhpWeWNKjrTteem8G+qHpJVHcSjsYLHl3OcFYxGrX8xOFTfBAcjSo2ZsRQGZ7spmTK8qSasqkyjk82zLOGZ9UEIz1Vbzjfjrg7XfOLn3qHR9WMVZuzbVIudyWHZY1D8u11HPmVOq5rd25/9Ht++CkuPevzFHnU4f/bayZest3luF4xmtUkiYPEoWRgsS25NduwqAqqKgPt6dcpIolGj3ne0zQJRjuydGC7zglJ1EKlxhJGHVerEZNxjUktIbFo7SmznrvlmkVX8KSdEaprobogmj5moE1POG2iVUNrCL3ETzqGdRo/x0qQgcEplIwr9uebEfUq5+h0w2zUUPcGLT2j9OZaKiSXNZ/8mRkYj8pttK6YDKT5QLNNEUlA7GJHyaUB2YPsACcQAvJRR9skhIMBXOxwCSvAQ7ISuFLRtoZLU0IQBONRhY1ZfXXsPolaE4zHTtyLEGU/sQjtCY2OBVYhUNrx8dWcZ9sxfa/xLnYp0YFhk/JxdcT5dITb29fcKPZ31peESyDVlmGVoTeKzYHi3fExp/mWN8ZXPJrMcU5ysZggRaAwA2XeUXfRg+f2eENjDZfbkr4znKsRIQiMcgzXOWXew7LO+Yq/z9nVlPGoIZ8N3BptydTwsi/Bnj2/L5PfuOLyx0+wPiU/XnOcV3x3OEGIQF3HkUw5aqnaBK0dUgTmRcP4OpppsSti1IwXGBXwQbwIQBYq0HeGszqhGHWUWc+iNXSDYT6uGZy8LoI8i65g3WX4ViHHAya5dnLvDGU2MMo6tk3KsExBB0Ti0drjRgOjWy1Nk5Ck9sXPpUTg4nKGaBWXcszB0RYlAt2gabqbO5q//NIM/eaOMCiKosOlA/OyYZR0vNedwCDoDh3ye8aaUhJUwKwVvU7pdUBudNS06wAu2m3U9wLJUiLbGCSYacuobFl1GtcpzKjH5TJqqrQHSfS22hlIPcW0iRuB5YDHQKvQZU/XGrpNSjLuefvuOR+eH2IXGWYRMwzbWkUz0D03hn1R9ZJwmeDnjz5g26WcfXIQ/W+U5TTdsHNxA8lX8cne9IZ20Ky3BX6QNDLBOokLgr7XTMY1J6MdTzcT+l4zdJrRuKXrdRxVAJNxTWos59WIwUnkzdXC7vkRon0w4/jXHEHA8mHO2WICzzK43ZIklua8YHK0pjQ9vY9dhZNiSyIdi67gYj0iLzoOy5rWataDpPtkih175KwnSQfa5yW9cUyLhrzoyZOBTFtyE7iqCs4+OeBMzhGZIxnHLlIIIvoQ9YrGCayVWKtIFor+NFokyGvxcgDGo4bF5Zh6kzE72KFkQBaW0Emk9oRrcfrQ6xd/vomc/PUPWf/SKX6QVNsMqQI279j10QZj/PYS5yWb52PwkC4F9f04XhO9RG6jGagrr32qOoG7DkUWFlQj6HcJw0yilUcsDKYS9KcSVVpEEg1GxSKBoGHkoJfUZ2XcPrwOeTYLTRMK5GiAQdIvMsrbHaOyZfMkxycQZDQH3Zt/3iz2RdVL4vTf+ir/7lt/gv/mL3yV6uA5f+srn0MLz9+/eBjHEelAv07Js4HPHp3Re8W7XrK6HDE+rIAYwEoQjNKeB6MFuz7FlDXNEL1VlPS4xHJ7sqG1hieXM7K8Z5q3uBv8wr3nR4fkP/sGz/5XP0N7arlVtDxfFBx9ekE7aLpOIycDT987prizw1rJbNRQ9QlCBHZt+kKftO0SvJfcPl1RzxLWyxK3MaR3GoaDjmGXsNAl46JlsRpx5UbMZhVKBJJ5i3cSd5USdil24lHzDt9q9JXGjRXqVs+kbLk4TJB57GIJEVDaUaY9VZdAowgqkCfDiw2/UDqEgG7QJNrhvUSbm6fBEV/+cR7/4pj6NUdobRzNNRK5Upxbye2TFXePVlgf30xW4wEhAm1/3QWSgWShCBJ8QhSkX49ZhYvXuf10DMtmkEgRJK1MLAABAABJREFUeH12yeXhmL5UMWJGBWTiSDJLa+Nmp1ibuO2XeaRxLzYShQXRC8JVirLg5panuym7OsUngZD4aKfQ7jNWbxr7ouolEbqO+W8Ivvvjp3xm9pw3P/uUSdLwzSe30dpxa7alfK3nMK/50uQTPukO+E17i9FBzdGoorUaH1JaD4+eHrCsc7wXtNdjhk+fnNN7xbPNhEL3PFlPETK+0D89n3F6vH7Zl2DPnt8XoTVBBh68ec7TX70NB47b4w3PtrErK2XA6kD9ZETQgbWAvtX4RvPWm88pdc+T7ZTeKgKwrnP6TpMUPbOTBh8E41GDLTqsVbSDxg9R/9RbzSjr0MqzqTL8vGcwhuyw4cHhgqebCVs7BhGDkkMat8zCIqGqNbKwPLx1RWl6Lpfj2LEIgqcfHCGsIJQOmTqCj47tfWdwlcbpm3cjlpsGsx2TXCm60oKH/IkmCLCVxkjPtktYXI4RKhq39q3GpzE3kUHispjPRxL/rrYKO7ruFIlAaK5HcanHeYmWjvG0YWPLmL84yHj2mUWmDnGWYtaSoGCYeMKhj90qAbYM6ErG/MnCg4ezjw4w847sTkWzzghSkl6oFzE6e24G+6LqJeJywTvv3OHibslnj84Y6Z63bl3wzqNTnjMmTwd8Jvh2dZtUWrJkYFdnLOucpksoso7jwy11bwhB0DwbwXjgM6fPKfTAZsgYZx2/9sk9ghMoEzUgWdHj/H7Ov+eHH/vHPkPyEyv+hXtf5S8PP8tbs0veXR4D8Lnbz/jO+SnqwJGnA6urUbzRdorxyY51m7HwOettgWs1Sdnz+vEVALs+ZdumOC85nWxprWZV5WwvS5JxT79NqLdx5JQnA/Nx3Jbd5il3Zhv+9Ml3+Fvi03xnVRCsIHjJpspQ8w6TWLrGkGYDZ5txNCatNWqr8ElAHnW4NordTWIx1zlyfa8ZHVfszkYv52K/RMSupjxz3P5bC77zrx7AbIiO6kQ3848/OYq2F63ETweU8vjKgACVW8jBDekLg1AxCEwlSBea5q6L3SYvKD9S1PcEZ4/nlElPALAC0Umyuzu6xtBu0/hFch8d3APoStDn8XZpljHEWQ5xrKivNMEEhBUMiWFQGp1bfOpwTfbC4X3PzWBfVL1EhjJupjRdwqIraJ0mU5bxtCFPhihatYZnzYRHqxk+CIqsJzUW6yVNl5CUDdvnY47urRhOaoSARVvyeDA4L7g93rIetRyUNVIEjHSMTMfXPrz/sh/+nj2/L8u3M946eMyvbh7y87c+5LIbkZsBo2Ihkqc9bW/oBo2QgeAkKnd0nWH7fMz8zpqy6Nh0CtsrzrZjDsqaTZuy2+Qk2fDiTUoIIDNHXxuEDkgdaJqEedGw6xKWzyeIQfLeOud2seZTk3M2tzKePD5AiEC4ls4o5RESutbgdwYza2NHSmqEF/F5OO7oGoOziluzLQDPhzHW/lbkyU3CPnmK6u5RvTln8p6iviNxWcCfRBNWdibGzgwCX8oYLVTGrUAhAqmxrJ0gXNswqEYSZMCWoHYS3wuCDvTzgC8c45MdF7uSuspQm3gbbBY5oommrSHzsaOVS5JVrIr0WmHHDtVG8fswiUakPpGEJBDmFn1pcIVndFBRpD3Plkm0f9hzY9gXVS+Rfhoo7u5oPxzz7qC4f7Lg544+pNA9H2/n1G3C0ahiYlqmecvjszmh0phZx2vHS+oh3kxIPE1vMMYxyjpaG4+1TAbul0u08Lw5uuD93TEj0zExbczL2rPnh5z2SPDH5h/xN89/jF+vb/Nn730HKTzP6ikfrQ6o2wSlPM0mQ8hAUvQMvcY7yfhWLFbyZKArY9ht2xueDRO0dhwdbqm7hPW6IC97rJX4TqEyhzYWIaDdpJyvR9ghxpPIXuCArz17jb5XHExqTDlghziyC40iGde4VNLu0uivJIiC66mNJpa7hMFFQ9FR2VL1Cds6ffGYy1vVy7jUL52hlFx8SUAISAvKClytCakDAa7wOBUQadSeZUVcBhgGxabLo22Fj69rdm5RzzSqEYTRdcerltFWIVNs3RiRO0w+MOQ+OrUHCKVFdApRX5/1yBFEdHIPOiCCYJh4/HUXTa513EQEQgF25JCdpOkMnz4659l09uJn2nMz2BdVL5E3/8qSx3/2gFRDPdV8+PiYZZ1zb7pmmrbUWUKpe6QIfOnoEWerMX2lKYuO43xHOer5zuoEjuLNY1endK1hPGq4Pd4yMS25jMagz9opZ/WIC1Hy5eNPeOv+OZ+85Me/Z8/vh/DwqD1gcIrlh3MeH804TbdYr3jv/VvoUbQaUQeezFjGace2S7lajki1o+kNeTJwOKmYptHY86Iasa1TrFUo5Tk82KGkZ7ktMMWA95K+NSRZ3OzqlhmytKhbDUN9PXKSnjQNbJuUEAR52cV/JwPrbYEUIY4FnWJ+uCVRDiU9F9sR9S6FAKNpQ5YMnF9OCKuEkHrSWcvR6GYWVfWJxBWOYAL5E00/8yRXimEc3eplaQlOwsrgSocqPdtFiVpofB5Ae9Quaph0LfBJwI4CduLBgdUBYSXFU0l3IEg/t6VMe1Yy0K4yuNY+RUsFgWgVYhAEGRhGgWA8onD4cYjmr1xH1hDd3MVWE0YWUSn6s4Krw5Ji1CFv3t7BjWZfVL1Ezn5+jtfgv7TlKO9wXvDWwSU/MXnC024W18LbgnWf8aSaMh/XHJ1eIEVg02e00rwwLsy0JdHRZV2KwCxpqK3hu9tT3r84wg4KbRx35muetxM6uz/6PT/8yA7+2jc/z53/j+aokHzwqSO+3txDiLjW7nJL0yV0j0f4+1vGaUc3aExi6a2i/+6EZ3dTTGrZpSk+CKp1Tj5u+fl7H7G1KY+2cbQ+9BptHK6V5OOOh4cLPhSHtJsU32i8DDHHTUJVZbi1gcSTTbtosbDM4lo+USs1rFMwnm7QrKscYyyjrMMoF8eVxK0/pT3+oL8eIQoutuXLvuwvhdl7A6rX1LcF7alDTHv80wzVylgQSfC9ABNAwHZZoDOLnYFeGAgSO3VgPDYAXpCc62tvKvBZwKUx+mgYe/rzEeJkx7hoaXfXHgg+WjKExGMPB0Sl6U8tInXQK4TyMa5mEIhZHzuPwlB+pGmPPSK3uFNPGCTNYJgVDT6/gfPcG8z+zvoyue4KhwCXj2aI0vIbXcKT3ZTPzs9IlKW1mqvFiKzoGecdt/MNj6oZV3UZ/auaBKUdR9Md3aA5XxXcv73gN85vU9cps0nNrVmMw3lyOeOj54c8TadMy+YlPvA9e34wdBPHLM/+6YEHd64YJx0nxZb3F0fY0scRXZ1gbtco6fn47BClHd5JrPIMM8dk0rA5H2HrAg478nGLUp6rruDdq2OECJRpj9IuBiGrQFsnXOYlB+OKtfJUl0UUNA8yjoVUFCaLsUOpGKqM8bheko16Eu2QpztCEGy2OfJpRnerIz1wCBG4f7AkU5Z3L48IQeCquC0oJBTpzTTmLd69JFlNWPxkiqokbmfwY4dwAtlJXBMdz5ODlqHVKOOZTWrENLCdZkjpsZcFcq3xI4dIHf2dAIOIcUJOYLaC/sDHzlet2G5yDm5fUU1aug8mBBOips2pGHbdCuRWM8wkZO7FiFF4gd8aVKUQuac59QQVCJuE8qSK26BApqM9xJ6bw76oeolsH4B8fUe/yrjz+iXLXUGzyhiKlsom9E6TacvhwY5dk9LbqNv46YNP+AfhIZOsRU6jS7SRDh8E28uE9SzDOslkXPP67IraJnx4dcCwTaLTc+lI1M3NF9vzo4PwoK4MbuT5maOP+ZXLGDY8yjrakyamDLQJZd4xyToS7WLOn5fUdYqwAuuisWOoFGGVoMctqbF8/f374AWmGNiejRBp7DAQgAAXZ1NU6qKAPbco42AKwypDNJKQx9iS3jiGXYLQgfGsxgcRl0wuCkg8OrfY457jw9hJu9yVbPuULSldm/Dg9IrtNOVqMWJYZtxUsxN3MOLqJwpkHUivJL0VuMLHQieAuTB4E+hVgtgpbOnoCsV2UUYLhlkb/amSEF3trxKKh1EaUV0W6FV8/RSOGGFz2KFUoLXRI6wp4phQeIFw4EuH7wWqjaJ3grjuVEYDUEyAOzFLst9GF3xRadrWRJ1fb+KW9b5RdaPYL3u+RCYfwKRsufXagtcnC+4fLDm9s4oRMwjeHF0wyxoKEzdcBqc4a8cADE7xbDWhvjb63PUpdZfA7RYfBJOi5TOH5/z8/H0O0ooQBMd3VxSTFqNinMeePT/sCAcEgdpJ/rMnnyIEwa5LWWxLhsawqzKMcYzTHi09SnqUDHS9xu4MoXQMg8K1itHra/I7O6yTNL1Bmug75JwEHQhekM1axic78sMmhud68BuD0p5R0ZFlA2rSxxX6XiI6SZI4JkcVJh9o2hiJkyUDpJ5s0nE03zKaNZRJT2c1u21G3SW0g0Ybi5HxDY5JLaNbO2x/M9/rys4ifCyK7Bd22IkDCcmFwqwlqhOoJhY2wscO0m6Tx9y/TtGss3hmMiCNIySBtkkwymEmHfbA0t4doq1FJ/Fb82LkOs1bKG0c/ZkQR3ZBIAfBMI2bgMJ4ZDmQzVuYDuBBKoeU31v7DDDvCU4wPC9Ynk1Q0sffsz03hpv57P0hYRgL3possUHxd995k2LSMso6JlksjJ61UwodhebWS1JtmSU1SniMctGbqjcoEXAhviPX2jHOYkK6kY5vV7f5ux++gZSeedbQ9IbNLo8vInv2/JDjUijeXqGlp2oTDosKJT3toMnmFamxLLcFz4cxSnmKdOD12RW/Vt0F4Ph0jXWSjZd0vaarEhgk2byN7tqtRFybPfqtQc081iqkDBzcWiMFNKXhrcNLKptwvh3Fm20n8YlHTC3DoGj6BGUcziqCl3EkmQ8cT3a4IPBekEjH2XqM3xl2KpDlPbfnm2jO20/pqoRQDDd2M7c7Lti8GZ3K+1XsMspW4g3YqUNvFMLFOBrVCmQPvYm6NtkIQq/xuUc4gW816qDjzuGaW+WG95eHLNZxwzKUDrnUyFZirzI2xnFyfMnsYMfSjhF1FKjLSqIbQW8CWBGneELQtzoWYzowVAnDICk+0TS3HGFsCa1G9QJnYs7k/g3szWLfqXqJvPbvf4AUgT9z9G3+5I+9g5Seq9WI43zHWHfUNuGD1SEfrA55Y3rJaR5b2Vf9CCWiO/quTrnYjOgGzWvzFfNxzSRtsV5SqphT5jrFqOgoTce8aJiOa1K1X0nZ88PPrb/6XbZXJZttQf/RCBck59sRUgTuTtdk2uKcpNulNFVK0xuu2pI3Ty6Z39owzVpujbc8OFmQpwMmsyTTLnofXWtd8rzn7TvnlKcVR6OKadkgRCDRjrozJNqSKMvlrozh5mULR1286V/nuvmtYVhe2zqkA8o4srznfD1iXecMg+KyLqL2KolZf22T0AyG1pm48ecEQ6c5uN7mvWnUpwZbesJhj5l2hMzHMVwaIPWojrhoZyFZxi4SnljwSKLlQS/QG4ncKtwqiRvTTjPLW0TmEGmMm1G1QLUCnMB9d8y2T/nU4QVm1CNcFKurLn59P3axW7rUhEHirx370ycGc27QG4U3RI2slaha4saO0e0dt8tN9B7bc2PYF1UvEfvsOd/665/i//g3/jzfWZ7QdQY3SJ7upvzq89fwCIxyZNrig+TrT+9x2Y74idEjPjd9Rpn1zMYNp9MtdyYbMmWZZw2d0yyrnG+vT3lUzTk63rK8GPOsmnCr3KBkYN1lL/vh79nz++KuFky+mfD2/7ZB3Gn5haP3uTtds9tmfPfpKUp68rxnclDB1lCdl3RWxw5vMtAMBi09qbJI6Rm2CdNRtDIwieW1Ny+Y5i2d00jpudiWbJuMrjVs6uzFDfEbj+6x2eSkxuK9JHhBspK46xHS/N4aRLyvauUxxjEMmm6d0Xca/6TgoGg4mNTRbdsJiqLj/GLCJ8s5AHfvLcjLjqZLXuIVf3lM/x9fIb1QjL8RR7oijfYKPvUkzwxBgTcBN7M0p5722CEPO0Tu8MX1iG1yHa7sBGat6HcJHywPmCYN928vCF4gn2YkW3H9eXHp7+NnhzzazmKn0YRo5qmuCzorUJXEJ3HrUDQSVMCWAdVF/dUwCuidRC/0i++fXL9u780/bxb78d9LJrsKpD+z4rTYYZ1iQ4aSnk8fnfN0N2WcdGz7lN4rjic7Pl7M+c+TT3OSbUm1pe4NiyFHSc80aXhrvGBrM1JluahGXH04p7i7Y368JdOWj9YHAKR7ofqeHxE2n+v54//9jyjbEX/t8edQ0jMat2yej3msZpR5tDRgNDCZNhzkNfOkYdtn9F6x6TLONyP6zpDNW+ZZw2FW8ZsXt2itZr3LcU6SJJa2TpAXSbyhWtD3o2eUkAGpAperEQIIfcya05MeraNtgtoqwlgwLxqMcnx8EYsl5yT+IIYoj9OO5NDx+PmczdkIVKBa5tRPRuijFtsrTHZDu8jekV8EVAvNOxOSPhpt6llPOPAMdQKtRKaO4vWYEJEay+VHB6A9QYHYaXQlsGUsemTq2F6WfGOTk+YD6ajDZpbdJEE2MdeveCbo3+75ycMnfB14OswRMjAkKuYKWonLfWxBDBLhBMHH7lh36KJxaOIJax1NQkfXId67nFXa/5bmas+NYF9UvWSCElTfmvPBZwRl2vOFu08Y645nzYQvHT3iYXbFr64f8OHmgKpLEAI+3ByQq4EALJ9NwAS2y4Ivv/0RNiiuupJ1l7FYlujjhmnRsGtTcj0QguAgq/bbf3t+dJDwq+evAZAox6qObyLMtEMpz53JhifrKcpEofqz7YSrpmBwMSC5bWPagJSeLBm4rAuebccvulDOKrSx5GlPs8liLEmA9pYjSSyrxYjwPVfsTpIf1+RFR12kUcOYt5xfTvAzC51ikkZNZPCS4qCO48km49lqwhtHV0iub7JeYCY9SWqRh55qlxF6xc00VIj0E4GRkJ+D19AfBALgWsOdO4sYiN0rtPSs1wVh0pAc13TbFNlEzZXq4+uqHUfLDayETtHWGjWJkojytKJtDXjBOjVwUfDr4zsc5jXuVMZIMBNPQojApk3ZVhnDLsGXAVlFk1Gfe2QTx43JUlC/PjA/2tJbTdcarJd7TdUNY19UvUTsn/4p2iMYDi1pEBzmNVdtyXv1EVrFJPWvXb5GbgakCGjpuTdfAvBJNediOY4iTe1R2nPRjNDC0ztF3SVMJg29VezalO2q4Ew5Tkc7DtOae9nyJT/6PXt+MIr3EtZPjxCf2vGlu4/R0mO9pO0MeRoXOVJj2QG91RjlmOUDK6vjSP26eBIy0FtFvRhHiwTlX8TLAFinoJW0txz4qNGpdhlUGlRANhJdCxoRrRLwIEfRbFcZF92+N5qrpuA4r5iM6zhq3+XgY7bcZVGyqTNCoxFO4JzEOYmSHl9pRKuQ5c0tq+QAqg0MI4FLIb1SdCFFV5LnyxPUrQaTWFZXI+RGU10lcNRhigGXOFyr6evoS6UryVAq0B49HRiaaHVgjKNtEtzGxI0949EXhkefHPF81JPnMXB+sAoXBJmx9FajtYdRz7hsWVyOEZu4eS084KGfB9RoYFdlDJsEnOB5mL7wI9xzM9gXVS+R9NGK4187ZPnFilHWYX0U4Sbacn+y5JPNnG7QBOAwr+kTxbPthEnW4rwkz3tGZfTccV6SSMdVW/JkPaVtDWk6MM47xmmHVo71tqBqUu4+WHMvWbzsh79nzw/Eg//wGbvPHyP/q4yv/Q/v0TcGIQOzWUWiHV/96D5pNuC9oKkTai8o0v7FpmDTGwarsFZSpANtbvEbgz5sSRKL91E0LgSIwiGU52BesdwUCKC4u8G6uNE3LFLUTuKm0TtpWGRcAN5Heao46Dm7mtJONOO0Z1HnhOuOlNKexbrEe4kobHT5rjXtINEzR3bQ0m7SG3sPXvzLP8f8HcuzX1C41KN3At0Ipu8oqrsB2QvsRcZQOGTq4MghnkeXfKU9JrE0XuByRbKWyB5cpvG5Y2gMpujxTlIts9hdEsTiOQnYmQPtSdI4ev3e71GoNNvEQwCReLKipxvi71+YDOAFQUrczCHyuPnnPFHYPh2iJcc+++9GsS+qXiKP/+lT2i9XDJcl+Z2B775zF7TnX/ry32VjM77+0WscHuzoraYaElqrWaxK7FhyUNacjHecbUcMbcrRqOLLhx/zrJ3ydDNBKc/xuGKUdBykFUp4lldjhvOM/0q+zifzOfBfvuxLsGfP74t770Oe/qunZBcSpWp04rh1sOHOaI31krPzKe3TkpD6Fxt954sJC+M4ncZNumneMnjJNG1R0nPWzhgaQ5LE4GRtopv6nVtLtm3KrklxO4PoJTVwNN+SGkuVRLf2o0nNehu1WGlq6XtNOh5o6wQhA9sqoxsM1WWBGfdkeY8Aqj5DiIAQEFYJ2ZWiO3Z0eXwpPjjZ0PbmJV3pl0tQUH6wgl84JH8uCRLqB5ZaXgvE2+hmn8xanJNk6cBmrKORJxCCQCeOYeRjYPV1t5EgELXESoPQMUrG+9gpTFeKfuZhPFCMO37x/ju8tz3mnSpDaI/LHHJtUK3AZQGbRIf0YCVC+2jFoT3KeNz6WqeVBoKKW6K7VRFd2PfcGPZF1UtE9fCl+494upvSuyiKTMcdY9Xyfn2EbzSLbx3hRo4rG7OmsqJ/Yfz5iw/e5Y3xJb/87o9xevKcU7OhkD1PplMeLWd0TlFXI3Z9yrrJKCYtNdBsMi7T4mU//D17fmBc4ak/0yM+HuNnlmYwSAIfrg5Ii4HWC05P1yTKMXjJtsmoNxltGXP3nBN86bXHlKrn46sDROKvi5vAyXjHss5ZXoxZ1TnVZRG9kA46ghfYTcLz1WEcFQWBmbVcPp8gdIBK0ylPWXSUaQ9lw/PFhEnZMstbngfo2rjNN1iFEAGpPLZKQQfMTy4JvUbKgLWS7S7HdjfzZbk9FHz0zx2hGqjvOsxGkh40DJ1GPcrwhmhVkHcsViN6GRC5Q1wmtFaSTDqAaJ2wVNiRJ+iAbKNGTp4n+NstxbijMx67SehnHp878rJHSs+vnD+4PiPHsMgQgyS9kghLtG8IgteOl1zsStomIc97/HUhXw0S2gSzkPgUmknKdF7xbN+pulH8vs9eIcT/DfingfMQwuevP3YA/AfAQ+Aj4F8MISyv/9//AvhXAAf8ayGE/+8/lp/8FeDkV3d87Y+/xp3DNVp6Hrx2SWF6/uqjnwTgwcML6sGgpOe02LHqcp4tJ9hexe0nm3Kc7JiMay6aEcNUcTXECIzURHuF59sxj5Zzbh+tSbXlN//N/xdXf/8DVoe/tba9P88fTX4z/CqXPCMhRXKtG3pFzzK5VPz5f+pr9F4jCVQu4aIdAXA82bFLExLlOMhqEmV5IqbMioYAJMYynbSc1WOuqoKuNrAxeBXYdortZRnHSYOkWuXR98h4tI65fnWnkKmL6/jaMx21VNrTXBaYgxbvZbRbOLTxuXqwYWR6Hi1nNJuM2eEOIQLb5QicYHJrSxgJhnXKLG8hh1nW8Lf/13+X+mvfRY1GLx73q3qe34++fYuj3xjY3Ncsv2gpjmqaWUqoErASf2yRWVwE6AZNlvd0rSEMklB4VGE5mu5oB81yGMVcSHsdjnzQExoNInpMtTI6oZM6aCQ4QbtLCa1i60GOB3xlEIUjWE+4iqPhoMFdZDxRU44mFWXac7UuGaoEUwwEJ5FW0B85rv7d/4DmG99BTUtEcq29uiFnedP5QfqS/w7w577vY/8G8MshhLeBX77+O0KIzwL/PeBz1//m/yyE2Duf/UOo7+So75SxUPKS++MFzkueP59xdjbj0fkc5wWTpItiXGX53O1nZEUU5rbO8HeevYXzEi08z/opuRrItGWat2RqQKvo33K+HLNqMqa/+AVO/+d/gcH/jmPZn+ePIHd4wE/yC9//4VfyLPu7A437rbGYJHCQVpTJwKIqWK1Knl1N+WB5wJPdNEY2AdM0ag79dbzNdlmQlT2Hry8xBy2i0phzQwiC9KBhNK9JjxpE7rBWEYJgcli90Np4K7m8GNNcFOhJHOu9drJgNI5jxV0bDUjff35Mu0spZw2psYQgEImLAneuNVgqcFJsyfXA4/WU0Z/4Eif/k38Zfmdn45U8z+9n9QsPOPtpw/LLUadUbzJCpRG1Bu3J5w06cdy9tyDRjq41uEV6HVEjCQHqLmFXZ4RaI486wnyAo45QacxSkSxjbt94FMPkRa2jgWsvUYmL53nccDCvEIUltAq9MAQd6OYBV3j0TmI/HrFpozv7sMpiVqSIwc3hVgsqUP6xL3P6b/wFEJCaF4sHN+Isbzq/b6cqhPB3hBAPv+/D/wzwT1z/+S8D/znwr19//K+EEDrgQyHEe8DPAH/vv6af95Vi8WlFe2eATUp+sGake/7svb/Hrx+8xl/9tZ9CG8dRUeMRrPqcXA8UeqDMet6aXQLQ9ObFk/Y/f/o2r8+uOM23lLqncQajHIfzHc4LcmO5+/MzPn7fcTn8jufs/jx/BJmLY5pQff+HX4mz1Ldv8eSffwNvotbm4WtPeC1b8ivLhy8sCT5YHrzYnoOoiwpBcLEakWUD1kt2fUo7aKo2dhsm8xqtXIx3UgFOa5LEoZzEGItRjkRb+sbgVglNrlCzBq0dg1a4TYKa9LhG4b2gSAZSZRmut2yb1mBbQ3ACU/bxa1nFelVEvU8l2a5zAFRheVZNAKjbhPyzr+Mur0D/jhX8V+I8fz90E5ADFO8mNHfjOaoqdn58Y2i6+Hp1HqDMe7yL3UTRx/Gc7TLWZUJIPKqShDYjZJ6QRiNOlwZcHhAqboDm2cAmS6CNWYF2k0RDT6XpWx01dgX4WmIGiUgDjCyDVKhGsr0qsVOFHA1kec+kaHHjhovnU3CC8ZfvwvoSArjwondxI87ypvOPOrw/DSE8AwghPBNCnFx//C7w93/b5z2+/tjvQgjxF4G/CJBxM/U93ecb/kdf+Dv8m1/7k/zc0YccmR2HagfA6emKnz/5kEfNnEfbGb1VHJcVmR7oBs3H2zkj0zMrGnIzkOuBMulZdznrLuOoqLhbrPjs/IxH1Yw3xld0TlO5hFyH71/z3Z/nq8MrcZZhNqb9E9sYu5R0vH92xP/9m/8EAKPX15yMdwyDZjaqMdLzuJ0TAlTrnFArRvc6bpVbbJBs25TBx6JplHUoEegGw8E4+rXtupRtHTsPZTKgpKcuUrogyEbdC5+houjYNhrXaNKjhr41VF3CcF3YNYscvCCZtxjjmBWxI7Jt07gBmMRu19DGl12lLZsmY5R1eBedt+eTmjP5OwJ4X4nz/P0YfeMJqr/N4scS6tRDF4XqAMlS4hrBMAkMdUIVBMo4xAjyb+Q0J4FgAviYCwggLFE0nlvMScN8XNMNmvW6oP1kjDjpQEbXdFVL0qfRwqF90CNU4MfunHGYVvxt3kY/zmjuOuTKoLooWMeJeN4q4BKJdYpEW/Jpy9BrvJfX2jjxIjCbG3KWN53/uhWRv5ci7/d0Pgsh/CXgLwFMxMGNdEf79P/0KX/l3/opTo42HJkdDsH/8+qneVJPAXjUzNkNKbfLDd85P+UCOMm3tF1cEW9TzYPpkjv5hg92h1gvEUKxqTOW24LvuFPuHa04yCpWfc5JtmVmaj6RY5RyP4jJ4P48Xx1+tM7yyRkn//6Pcf6lEYtPV5webDBHK87WY8ZZx/1yyWemz5mb+v/P3p8GaZalh33f/5xz93vf/c09a+nqfbpnxWBAbAQBUCRh0QQdITHooGRYps0vdthy2A6BobBshx02KTss2x+sMOygTNshiQwqSILgCg5IAgKxzIJZeu/aK/fl3e6+Hn+4iQIwHHCqe6anqjPvL6Kjst7Krjx5n7pvPvcsz8Obqy0e1WOKiz02wq9YhR7NYEleG6R5u7yX5yaOWbEzmCFFu/RmyZp79RiwaZo2AasaSbZwoBY0nsBQNXlpUvzuBvJSto2ZK4kxaHDMCn8YciI0WgvK1KQqFUWhsO129ssJCvTFJuejZY9k5XB9OicpTSxVM+ilKNmwlix578kqcH+84vkdVHv7nP9bNwhv1SA0slfRmAp5bpKtN22nl0GJ7RX0vJz5yqNOFdFLJcprS2SouE3Eaq+hvxUSRQ6GatAaGi2YBjHLpYdYz5Gqpq7bljS1oYkHGqRGOdXjC3vTPec33ZsUQxvsGrlU+PuCoi/I1tqaWkYiqB2Ts4GD9CuGgxilGorCAKP+1pmqP8yliuVV92GTqmMhxNZFtr0FnFy8vgdc+32ftwscfDcDvMyqo2P037/F6o+H/MPj19jylhSNwc1ghqN6fOmN59m5eUZpKm5OZnhGwSz3CbyMnl0QWDlrToQha17onbJwXO6vJjhWyQvjM84zn73zIeeWhxSaYqL4sfFtmvGMb/7BN+4unpfHpYhlvVpR2ZJ/77/1T/mHh6+x7oXMcw/PyTn65gaHWwN+8LkHVFpxdz7BCQqqUlFrMKya+sjldOyjhKZpBLZdEZ35nM4dktzCswtWhUOtJWlh0tQSYdbEiU0ZWiA1w62QOLGZzwMcr2AyjHCmFY9OxmgN65sLwtRhmbiM/YRPbB6R1SZRYWMbFbd6Z/zO6S6OUbXV3VOLRgvW+xGRXXK06hGde1i9glEvYRG5lEm/bfb8ey5FPJ+EaEB7Nfa+Rb5TIDLVNkp2anBqDLuiKg3yqkI3AmFopmtLpl5MNLV5dNC24NremrPlrwh7DmllUmvBLPTxzJJXrh0RmDn3l2MWQCktqETbZ7CWoAVVpnjveK09kQ1UL6TYRk0tLMoAimGDaKAxoXJp+w5KaHLF7LQPF7NlddH+eC1+b6vFlYnlVfZhC2j8IvBzFx//HPB3f9/rf14IYQshngNeBH77uxvi5ab+9DmjIGHLWzLLfRa5iyFqXukdI/2SOLdISpOktNgLh9yfjXHNCiE0i8xlWbqEZdscuWoU615I/6KQ6MSJ+eR2e2+WleLObMpvL57j68ud32uV0erieXlcmliqQnNWBmz6K9442uLO3hrR1ycg28Kb78+mfPV0l6qRlIVBv5cwGCbtsstaziLyODgaPa5dpS4qlVtGxfk8YJZ6JKXJcuVhmDXXhgt8L29LJ9SCMHKRqi34eH08R10kO+NhxNZ0SWC1y+8b/ZBF6nCc9DiOAoZOynV/zsSMMVXN3uGYNLGZjkLqRrJIXITQbZucUlLMHU5O++Qrm9NZ71uLRV6aeH5HGtx7Fs45iERhTDJqv257KqZtgmLZJb5dMBzE+IMUS9XMM5dGC0aTCCE1hydDvnmwzaP5kL3DMaeLANOs8MyCW8E5j8Ih5/OAqjAwnAqzV+AGOU4vxzAraARFZvLgfEy2cKhTg3LPRytNul1jRpLGaTA2kvbfYg3CuihIWsj2VKHU6PJf+fF6dWJ5hT1JSYX/gnZz3VQIsQf8r4C/AvxNIcRfBB4C/zaA1vpNIcTfBN4CKuB/qLXumsz9a5wdDHjh+SNs2b453OjN2bRWOLLkxZ32QabWElPWnEU+UjaYquZW75y0Nkkqi7GVYMuKw6TPtWDOD0weEtU2y9Jl211yV03aGjrAP/oP/iXJm/eplinApy5i2MXzY+ib+reYc0rJRX2eSxZLe1HyS3deJ1vamGcmwtZoo924rsyaxcKn309JEht9ahPKtqq2mJs0QU0B6ERRZgrTqmgufshVjcR2SsyLDet+kNFzcupG0nNyYs+myg2UUWOaNWWpmKUes0XAoB+z1Qspa0VUWvSsnKwyCeceiW0jZcNweoQha27HayxiF2E09HsJ4cX+Kc8uCDMb06zIrIbeJKauJY/+d3+X7M5t6iiBK3hvmpEmHwvSDY270+4trXyF7mlMo6FcONRBiQoSLKMmShyOkgHNwkIrjTNJ0YXCODcohga9zbBd+tv3CN2Gt08CHq0NyTOT4SBGa0FgF/TtjFXucHA2pE4MZKxolKbIDITZoBOFEQuK9Qrh1NQriTlX6NDHSAVaaZrUpvaaNiFvBGe/8J+TvXeXJozbwqVXLJZXmdD66S/L9sVY/5D46ac9jKfi3v/hh6n6DbsvnFBrwYYXktUmeW1Q1u3M07a7ZMde8I+OPsHBbMDGMKRvZ/yR8T2+PL9BWNpMnJh57tEzMxotCUubRerQswvExV6Pvp0RFhdHgWvFb/zJ//grWuvPf6+/p6scz6flt/QXWenZ97zK4NOMpfiB13j3f+ATbETEKwd1ZLd7VPwGfzckDh0m44jFyqO6mMlw+jl5bGHYbRmFOjJBaky/RKqGsjB47dohYWET5TaruK1wrlTTLs9lqv1BWktEqhheW7QFOWMTZ5hhGDWBk7Plr7gzm5KmFspoyFMTHRlgNdy6eYIpa6TQzFKvbQKdOmSpxfZkiZINdx+uI6TG7WUYqsG1So4fjcBqsLyS23/uP7oy96ZxbZf5j+4yf0lihbT7qiToixlJJCA01olBMa1Rg4JRPyEtTOIjvy2JkAkqV8OghMiAXtkuF565baX9BoyFQb1RYDglhtE8jrsSGtusODnrt6c23RLbrkhTizo1oBGolULUbQKlBTinEm20TZ9rRyM0yAKKmznMLayFpOw3aEtz+Ff+L+QP9i7VvXmV/VP9t/619+bVLN37DLFeXjGwSs5Cn3TmciAmbTXnUc50FBKVNl+Jr/G2uckydbg5nZFWJmeJzx1njUerAfPzHo/sEWujECUaTmOfKHGoa8kq9BgNYnZ7i7aRsrfgLPeZ593Jkc6zrZi4iEKQxDaGVdNcS6kTA2E1rPciHuUG5/dG7Q9dryIYpgROznklMcyaIjcRTo1hVe1prMRCqAZD1BiyYTb3UWZN389JcpMmV1BIhFPj+Blq1BDYBfPzAJFLxMX+rMAqmGU+q9MAGSl0KdCTEjVoj9c/PBkzGrQnC09nPZpCYQc5QmpMVVM17Uk/pGbkpxS1otEC4baTE79bIuLKUJLSE1SeRpYCBGihkXlbybwxwZ61VdFVItGBYCMIiUuL5CCAaU4ZmohSoDVtSxlPUq5sMBvMXk596OEdCVZDCU7bj09KSGKHfi/Bt9puFVWpkFKTZ2bb3kZpgkkMaxCtXPRFbatipKn6NeYgp0pMzBMTmQt0ppB1uz/MiAS1x+Pl587V0CVVT1l+u8/NL9zH6DWwBoaseed0A9cqWcYuAztjEbskhsW14YLPDh/xzeU2UmiWRbuXantzjmuW+EbBWeoDsDVaMU9ctvorHs5GJK7FyEq5s5pyGvuPi4J2Os+q0lfsvnzCo70J9n2X6hMxtdLoyGCeuDS1gn6JmLc1hiyj4rl+2yj8aG+MjBXGRkqZWG1DXLPBdkvuzSd4dkFTSaTSLCOHMjWhEuA0NKmBcAsCJ8c1Sna25pwuA9KVQ38cM7IT3jrZROSSxqsf751xvRzLqEhjizBxqGuBbkRboV0LpoOIvDLIKgPTaQuC5pVBflFkVFcS5VTY9hOcy71Eqof7rP/Dgsq7RbBfc9xrZ4GqcYnIFSIXmCGkG7qtORWb3D2bkK4cjERC4tCMqrYlzdJEK9rk2a0pk7ZumBBQ9EHGihIbFSkaR6PtmsJtVwWKwqBO2l6CMlaorRTp1Ph2QZg6bb8/t0IoDWONbdQUidXuoxJQDDUybk8UVp6mMfXFJvanvxrU+f55Jpb/hBCnQAycPe2xPIEpH49xwnce6w2t9dr3+osKIULg3e/13/sR+bjE82nFsrs3PxrdvfmdfVzi2d2b39nHJZbwXcbzmUiqAIQQX/4o9hB8r31cxglPb6zdNfree5rj7K7R9153b35nH5exdvfmd/ZxGSd892O9Yov3nU6n0+l0Oh+NLqnqdDqdTqfT+R54lpKqX3jaA3hCH5dxwtMba3eNvvee5ji7a/S9192b39nHZazdvfmdfVzGCd/lWJ+ZPVWdTqfT6XQ6H2fP0kxVp9PpdDqdzsdWl1R1Op1Op9PpfA889aRKCPGnhBDvCiFuCyF+/mmP51sJIe4LIb4phPiaEOLLF6+NhRC/LIR4/+LX0VMa218TQpwIId74fa/9oWMTQvzli+v8rhDiT35EY3pm49nF8gOP6ZmNJTy78XwWY3nxdZ7ZeD6rsbwYxzMXz2c5lvDsxvP7Ekut9VP7D1DAHeAWYAFfBz7xNMf0bcZ4H5h+y2v/MfDzFx//PPBXn9LY/ijwOeCN7zQ24BMX19cGnru47uoqxbOL5eWJ5bMcz2ctlh+HeD6rsXwW4/msx/JZjuf3I5ZPe6bqC8BtrfVdrXUB/JfAzz7lMT2JnwX++sXHfx34s09jEFrrXwVm3/LyHza2nwX+S611rrW+B9ymvf7fSx/HeHax/PY+jrGEZyCez2As4eMZz6ceS3gm4/lxjCU8A/H8fsTyaSdVO8Cj3/f7vYvXniUa+CdCiK8IIf7SxWsbWutDgItf15/a6P5Vf9jYvh/X+lmPZxfLJ/esxxI+XvF8mrH8fn6dD+vjFEvo7s3v5OMUz+9pLJ92Q+Vv1777Wavx8KNa6wMhxDrwy0KId572gD6k78e1ftbj2cXy2foa363LEM/v13V+1uN5GWIJ3b35uy5DPD/UdX7aM1V7wLXf9/td4OApjeXb0lofXPx6Avxt2um/YyHEFsDFrydPb4T/ij9sbN+Pa/1Mx7OL5QfyTMcSPnbxfJqx/H5+nQ/lYxZL6O7Nf62PWTy/p7F82knVl4AXhRDPCSEs4M8Dv/iUx/SYEMIXQvR+92PgTwBv0I7x5y4+7eeAv/t0Rvht/WFj+0XgzwshbCHEc8CLwG9/j7/2MxvPLpYf2DMbS/hYxvNpxhKe4Xh+DGMJ3b35h/oYxvN7G8vv9+77b7Mb/78BvEe7s/4/fNrj+Zax3aLd/f914M3fHR8wAb4IvH/x6/gpje+/AA6Bkjar/ov/urEB/+HFdX4X+JmrFM8ulpcnls96PJ/FWD7L8XyWY/msxvNZjeWzHs/vRyw/sjY1Qog/BfxfaY9//r+01n/lI/lCnY9cF8vLo4vl5dLF8/LoYnk5fCRJlRBC0WbR/wZtNvgl4L+ttX7re/7FOh+pLpaXRxfLy6WL5+XRxfLy+Kj2VH1c62h0/lVdLC+PLpaXSxfPy6OL5SXxUZVU+Hb1HX7oD/tkS9jawf+IhtL5w4TMz7TWa9/h0z5QLOGSxzNwySftSVvfzYlTGyR4VkHVSMpGopv2z4UApRoM2ZCXBpZR4aqStDZpdPs5ZW6C0BhmjRCaupEYskFKTaMFSjTUjaTRov2vkiA1UmqUbNBaIIQmP15RLpNvdwT49+ti+THR3ZuteupT9S7uh1oiVYMGdClBC5RdIYWmrBSWWVPkBkiNZdTtPSZAa5BCI4XGkA2NFlSNpKoVCI2l6sdfT9CemS9qhZIaS9bktUIAQmi0FlSlQhoNrlki0JSNQglNVhk0lUQojVINdSPQpaRezKi6e/PS+E735keVVH3H+g4XBcH+EoCDxw+Jn/6IhtL5w/xT/bcePMGnPVGtjqsSz+RP/BDRf3fJ6t4Q51pInpvoY4frrx+y4YW8ebJJ04jHyY5tVgR2wcHZEN/P+MLWQ3wj5240ZX/VZ7Y/5Obzx2x5K+6txjhGhSEb7uytYbklwyAlymwso8IyasZuQmDmfPNwmzwxeW7njA035Jd+7okO/3Sx/Jjo7s3W0b/7I6xeLaEWYGrMXk5dKRy3IA0dACyvwLIqTFUjBbhmiZINAMvUoW4kGvCsks+t7TErPL784Dr1yiLYiFjvRYzshLM04CzySSIbXQvW1lfUjWC58hn0Y3b6K07igJOTAZ97/gE/M32Dt5JtvjbfZZU5FJWi0YI8N1CqDYNh1Nz9n/0/n+RbvfSxvCy+0735USVV37G+g9b6F4BfAOiL8bNWuKzze56oVsdViacqGsL3RrCV8dxkRtVIliOHF/pn5I2iaQTr/Ygdf8lZ5lNrSV4Z2E6BFJqH0QghNOeJT1aYuNOELW+Fq0q0FuyfDzCMBp0YqCAnLUyqShI4NfPQI84tnh+f49oFlllhiIYH4ejxzNd30MXycrn08Ry9W1IMTSpXU60X1JVCN4IssbD9Aikb6lrimBVh4rA7XtAzM87SgHnikucGupF4Xk5RKWaFR1ErRv0E+gkTL+Y88ZnFHmM/aRMzo2E8iduEKvSoC8li6WMZNVMvZnAtwzMK7mTrPEpH2KrCUDVhYlOVBqZVsTEICaycqpE8VM2TfKuXPpZXxUe1p+qZrqPR+UC6WP4+6cTAuBERBBnvHa5zGvts+Su+drrD1453KEuFa5TYsiIwc5RoKBtJkZtI2RCVFvfPxuSVQqmGjUFIVhvsJwMGdobrlJhGjTNN6bk5VS3Jlw5xbuHYJXHocJwE6Iskam8x4GTWf/z776CL5eVy6ePpffk+wUNN1av50ZfvsLO2wO9lNJUkW9qkodMus8sGw6iRaM7SgL1319FaMOylCKFxrRLPKqkaySzzeXl8wp++9gafHB6QX8wwnUbtg86onzByUvLSRAoNhcR2SkZOihSaw7DHe/N1vrHc4TQNsGTNlr9CCPD9jGxpcxr6HIY9bh+uU5TqSb7VSx/Lq+IjmanSWldCiP8R8I9pj4f+Na31mx/F1+p8tLpY/kGq0NT3AtIbMfWxSyg095oJr06PyWqD987WebQYcudkSl0pRoOYvpNhmDVh5DLPDQy7wjEryqpNwA7jPueLgF6Q0nNypNAUVvtGXFWKjZ0528GSsHSoaklRKeLUospMWJqoXDxRUtXF8nK5CvGsT09ZPf8Cwq/4yv41Pr29z26woFqTLHOXvcUAzy55fnDOKztHAHx5foODaU7PzbBVzXjjDK0FR2GPo/NrmBdLhQC+kTP20sdfz1Q1YW7TIPDsgjwzwdQ0jcCSNcvCITzoEdWCaMdmrRdxELUPNa5dsIpcTL9ECIhTmzoxoOnuzavkI+v9p7X+B8A/+Kj+/s73TxfL3+OelFRjyY/fuM+b/ibX+kvePVnHVhU77oL3ztZZ70WcRj7aqnhueM5R3Kd45KPHJbZf8NntPcZWwq/t32J/OWB17mMFBcuVTygb1kYhYzfh7ukExy7p2TkjK+XRaoRl1OSliWE0GEFO5ZRwsX/rSXSxvFyuQjxrC17cPUEIzVcfXmNzvOJz00e82jvijrvGLPfYcRf88eBN9qsRYd/hLPVZJC6ZqjmrfbSG9ChAjnIAqkayKh2mdsTPbL3JN8MdHoYjlln74IINvlUwO5gwemlOklmcpj5lrbCnKZZVMfETNryQxLJotOAkDrCsilvTc+6djykyE7OXY1nVE32fVyGWV8HTbqjc6XyspOsm/bUlVaOYzwNcs2Lci5nnHnFlMfbbPVJb3orjtEfVSExV49wISc48rGHF0Erxjfzx6b3x+opl6GHZJVJqosxmYGdM+vHjk39hZfMnd99maoacFH3eWm3xaDXA75VIoTk3nuyNu9P5uHHOBBveipO0h+sWHM36/Hp5i7xSTPyEiRPzTx6+wqPpiM8PHtBogW8WrKTNcuEhzQbHKZGjnH6QYqiG0zAgsmwsWfEjvfe5m07xzILjRY8yN/CskkXiAjA/GCD9sh2LUSGDlFXisOZGbDor3l5sEpUWpqrZGq5473CdMjYxvArdSIqy+zF7lXTR7nQ+AO+44CSxsVWF5ZTMIo9pL+atg00aLdCNYBZ7XB/NSUqTuwdTpNJowJ2kvDw9oWdkvB+uUdaKPDcoEws7yHGskrqRjP0ES9Z8YnTMvHA5z3xO04DTNGBkJ4yslLC0sYwaJRuKWvHsNanvdL430s2GL+9f50ev3eO9vQ1st2QVO9S1pOe0M09DL+VBOAIgqw3OEu/xEp8+ccjWwXUL5sd9xpvLx392bzHmb4nPc82ds+6GlBPFKnOotWB3uGD/eU106nN9c8aGF7LjLPjGYodGC5LK4n40wTdzZqlHXilCbMq5jagFjV0zHMbwhLPIncuhS6o6nQ+gDAyaouZhNMKyKtLEJi7M9oh3YiNVQzxzuZ0bOG6BMmvQgukwIsktAJ53Tkhrk7ePN6kKg944xlQ1llHjmSWu0T4V34/GzBKXrDBZ70echu2R72jmgdQYds1oEOOZJc1T743e6Xw0GreBr/fhGph2RV1JXLfAUDVHZwOy0uDGYM6j1YjzzGeZO6xCD9OqeH73lNv1BurAId0SiEThmBV1I3GMCscoeeNoC2u7ZstZMst9bL/CUSUDK2NvMWTzWptQja2EvDEJc5tV7DBb+tSpwc7OjNenh8SVxTcPtxnurFicB+hSEUYulll/52+yc2l0SVWn8wGsrhv8kRff5zDp03Nybo1mNAgmdsz9cEzPyh/XsjH8jHE/YR56VLXCNit8oyBpLEZmgufkZHMHc9TW18lLgy1/xSzziYs2ATNVwyKx2C8H+G5BXhpQSrDaIogjJ8U3cwzxRMe2O52PHeFVTH/slIfRiOkgQgCBlXOe+Oi5xaxQNI1kFboIoYlSm53pglnikpYm/jAlUTaTQYw7XRAXJgCz5YBhPyGLLValw4674DjqAbDmRxSZQXzmMb6RMM88otJmwwmJc4umbov8uoOM3d6C89zn/ZM11voRgZXTaNEt+11RXdQ7nQ9g++/c57dvvsJzn9ujbiSeUZDVBjvOgsOkz9BK2PUW/HphkhUmUewgVcMqdnh+/Yx57nHm9DjMBmSFyc71czQwsDMCs30zdoySRgsCK8eQDWFqk0Y2/jDCUA1iTWOottJ6VFpcD+aYonsa7lxOYmZxcLyJvBZTRhbBJOF0GVCmJmhwejlR7GDZFavYoe9nbPtLZonLwckQnSmkW6Fkg6lqisqlqhTKaBi7Cd5WSWDkvLncom4EZa24fTzFcUqMoKSoFYGVk9cGXzvdJjoOwGjY2Z2x6a/oGe1DTR5bhJZN384YeSkH5wNMq0J1DzxXSpdUdTofQLV/wEv/24h7//7r6NdDZrHHS9MT7sZT7h5POe/5CKHJcpPt8RKtBYfzPrbd7peSqmTXmrGqHHaHS14eHHOWBzQIXFVSNoob3oxSK95dbuAZBdvDFQvbpW9nHJcBm4MQKTRHqx7nK5+H5oikNp/2pel0PhLOsaR2NabdbvyuKsXuZMHxqkdcu9S1QBk1jlWynPucrmyi1CYN7XZWV4DfyygqRVr4RKc+wmrY3ZqhtSCvFadZgClrisqgyI2Lyujtsn5SmITpiBenZ/zEjff5r/3nee/RBkfnA45mfXp+1nZOGCbEqcXtfIrv5owHMYZseNg8UZ2qziXRJVWdzge0/++9jvW5OT+6c49vnG9zGPcxZYPrFvhWQV4r1gYRG14IwPP9M0otiUqbF3unvBHv4hs5f3zjbe6la2S1wcDK2HEWRLXNfjYkKm0qLdmPBm3dqkrxcD4inrnMzQC/n+GYFX03wzXKJy3+2el87JgRpDsNxdJlY2OBEpr7RxOUUWP6BY5T8sL4DEdV3LPGHJ8OKG/3YKNgur1k6KYsUpfzWcD6dMVzLz9kWThklcHJebu5fSldfKfAtUrqWkIt6PsZ52c9pmsrlN3QIJBoXhscUjaK41WPoZcydhNO4rYgbzl3kEHJLLYYT0PW/QjRHSK5UrqkqtP5gNItzevjM37l3otcmywoa4VjlMRF2yg5Lw1WkYtrltiqIqtMLNVWWK8aiSFrNswVn3Pvs6w83l2uE5c2AMvC4Z2TDcrC4Pr6jFdGJ7wzXydObDbHK3puxvHpgMDJea4/I6ks4sr69p3DOp1LQNSglebffO0NZoXHYdJn0E8YuBknq4Bo5RL2HN4/7yGExu9lREMD06mYeDFRYXN20odaUNaSolFtr78mwHdzhm7G8apHmNjcWjvnj27dptSKvWSIbVRoYBG7zFY+p4lPYBW80D/lx9bu8C+OXyStTHp2TpTZqEghBgWT8YqqljyYj9DdzXmldElVp/MBBffhdyY3cUcpt+9sIuya0TjCVA21FgzcjDU/pmdl3J1PsM2KF4enuKqkRnKWB9x0zvi0FbHw7/Gl8xucJR5FoyhqhWHUZInFw5Mxq8zBMip2pwuE0ISxh+vnKKFZFC6NFtiqPc3U6VxG8XWNDEoeJiOue3MqLYlym1nsUeQmhllTNRLfLigqRRQ7GEtFKSweGGMAdrZn2EbFaeST1wYPZiOqSmGaNQugKBRCQKMFhmyY5T5JZaGBNTcmzGyqSlE3Et8oeBSPMEWDEJqzyAfAMiriSYnvlCxCl6aR1GHbu7NzdXTR7nQ+oLIn8MYJWWSD1JhOhdaCgZ2hhGbHX3I9mHOS9Cgqg7qRZLXJee5zlgcMzZShSjhtNIVWrAqb9KLcQqMFu4Mlf+a1b3Br44xV7JCVBp5ZsOWtABj6KeehzzuPNjFkg2cUyG4zbOeSEhV4Qc6bX73Jl0+vYYiGiRcD4Ho5w36CrSrKWqKkxnZKqn4NVkNdSXpeRmDlTJyYF8ZnPDgZk+cmxdwhfdBjdjRASk1TS05jn3dXG+zFQ7KqnXk+TX0M2TAdRKz7EbPM47XBIUMzQWuBadTtA0/kMpxESNkgxMXkcS2gW5q/UrqZqk7nA8rHmk9Mz1j2HfbPB+xOFtSN5GDVB2DdCznLfPZPhnhBzsDJeLgaMVt5jPsJP7X1HrMq4JfjV3iYTzBlw8BP2fJWnGYBhmy4bs94m02Klc1saZOOLQI3Z+BmxIVJNnNQQcWWuyJvVLfE0Lm0XvhPH/D+/2mNFz61R4PgzdNNfvLa+9zqnfP2YgMpNKexz+zREKEFWmkwNKNJhJKauhGEhU3ZKO4fTbi2PgcgGZjMFgHGvkNhm3hBThg7zKySV0dH7CdDjk6mvLRxyvXJHFuW5I3Jry5u8bff+TQ/+/I32PaXLAqXqLAJo3bmGMB326Kk/emCU6N74LlKupmqTucD0gK+/uYNbFVxbbpgkToczPrEez3i0OHBcsws9VBGw3Z/RVKaWKrmxtqcT04OWbdW3LJPaLTkQTLmZNlucv3dE0iGqPnNxXMUjWJte4HZzxkHCZ9ff8R/c+cbfG59n+FmSFNKfvPgBm+ebdI8QdPWTufjqNo/YPc/MykuTtGVleKLD18iqixcoyQpTT63vs9Pfe4tRtfniEpg9toHkLxShLHD+crnYD5ACDhZBSjZ4Jkl/V5C1W8rn7tW2yYqqwyKxmDNiZBSs7cc8OXTa3zl/Dq3wyk9J8cwar46u8Zv3bvJu/sbKNkw7CeED/uYqub1tUMM1fDg7jp1t/x3pXQzVZ3OByQ0fPb1ezznn/PP9l9kfthHlBL6Jb1+SpxZGEaN4xY8OB8x6ce8Pj4krU1Os4C3xRaOKLmTrfHG8Rb53GEwmTOwU6pGct2f86J7zFdXN3h/uYZl1QydFEtW5I1JpSXPj894oNo9Hbu9BXtW/rQvS6fzkZn+R/fYjwbcv7+ON06QQnOWBQytFEe1dd3iul1C10rDXZ8H5y7aaHDGGbvjBSdhQF23zccXqcMy9JCyYfvmGQDzyGPUS8hLg+O0R1TYfGLjiJ8Yv89vLG7xMBzxcDZi4KcMg5RHpyOa2ABT8/BojFAa7TTEqc2X96+THfvIXEDVPfBcJV1S1el8QNu/VvE7w+d4a7JJz8tRvZLnN85wjZKjuIdx0Vds7KXMEpd55HHk9dgLhwCM7IRfPP40QyvlM5v7zEYet4Jz8sbg9mrKsnCJK5t54XK6CshjizPH52DVJy8Nem7O9f4c26hY90Je7J3y213xz84l9uXbN9GJYuPmjE0/JK4sykaxKh3WnIgNe8XdZMpzwxlSwJkegtOwsblgt7fgLA2wjJpMmCjVIAWgBWVicTCf0tsK2Rktebl/wv14zDxzOV/5DJ2Ut5MtPjt4yOu9A96JN9h1FvzL01uYZk3jSghNWBnUfg1mQ1kYGGaNNhuMcYGwuuW/q6RLqjqdD+j8dRPhZxSpSSw1jlPSIEgrk7N5D92AriVSwJofU7oZJ0mPqpZ8dn2f573T9u/JfRotWOUOt/X08cbYtFaktcmycDHNChFo0sIkSWw0YBk1R3Ef26hYcyIaLSh1V2Cwc3mt/7JJvC2xnq+Z2DFpZZJe3C/HaY8dZ8GqcDhLfPpOhvv8KVFusR0ssWSNqWq2eiu2eivuz0fEmYVllzRmRV45hGc+pqpZeTZ9M+M89TAvThU+jEe85u/zvLPHeemzqlzyWjHuxYSmTeGUCAF5YiKkxrQqXLvEMGomQcKh7JKqq6RLqjqdD8haamqv4BMbRzxYjmk03D9uixFKVVOGDs4kJbDbNjNJaTGPXdb7EaWWvBVtMTRTcsPgQTji6GzAztoCKTS2UVE2kjvLCXFuYRvtDFRVSwyzpudlWKomLkzGXoUSmrS2qLqSCp1LbP6qwHptgZJNe4o28ViFHp6XE0UOjRacJz7LyOF8HnB9Y8bIS5FCU2nJzWBGXFk0CJpGYho1672InpkRT2yE0Biy4TAZEOY2PTtnzYuJS4tV5vD3mk/xQ5P7fG2+yzxxiRKbYS/Ftwuy1AKhGQwTai1wzIqyUijVEOVWV/rziumSqk7nA9r4W++y/zMb/MjoLnvhkOf6c5ZewsGqjxSaUtgo1XAW+WhfYKqatV5MUSvuLKd4Zokpa+4uJySFydo45Gb/nLGVUDQGe8mQ89QjWnhUwe/tlcoPPdybBTcHM9462eRwaWJfFBW1Vbf817m8nNcX/Dsv/Da/fv4C7560m7/rU4doLHD9grJRNBp2Jks2vJBF7nKw6nMW+QROzpHos0wddgZLdocLpk5MVNpIocnrti3NedTWvapyRTJK6Dk5SW6RFSa+VfCV+fXH4ylXNplTMvETDLMmO/ZZ4hLstEU/f/chR0mNFF1adZV0SVWn8wHV5zNWs1v8ytnLHO+P6Nk5eWUw8lIWqcPGtXlbm6o0OI894oMexiRle7xCyQYlGj7Xe4ivCkoteWO2xb+8d4vd6YIXB6fklcEqdRiOIz67vs+7i3Xi3EJdCxFC8/bpBp5dsO5HVI3k/dm0m6nqXGpR5PBfPfwsRaXIExO0QIxzEFDkBncfreH2cp4fnfOjwzuEtcMdb4274YTDeZ+mEehGMrM8dnsLbi+mRJlNUSiqwsB2S7IzFzRYk4xo5WLIBscqcaySeeKy7S/xjIK4sHj1xX2OowBLtjWqtNLIVBKe+bjDrP1/zgNyp3ral67zfdYlVZ3Oh2AdmkT/1S4/+Jfv8u7ZOnHsoBtQRoNjVtSNoK4lhlEzvLZg4GYUtaJqJLWU/J3DTzOLPRZnAXYvZ9BLSEqT/WTAWeKRJjaff/42190Z96MxVSMpUpsocVgbRARWjmcUvBSc8Fv6Jm8X9tO+JJ3OR6ZZmSxvryML4JUMadYo1VCsbMxBxkvXj0krk3nu8dXwOrUWJJVFVhnkF42V3WnC6btTjocDlNUw6MeM/YRZ7DH0Us4B1y64Pljw/tkUgGXsorWgaQTnmc8PjB8yzz3KRvHHd9/jq7Nr5LnJaHvJYhagrDbJyoo28atriegO/10pXVLV6XwIWsLRz2Vsi4ZpEOPZBccnA0yrra7uWSVxapOnJo5XUNvycXnOeeIy8lJ+fOcOX3N2iXKL16ZHuKqkahSncYAQmvcWawCUtULJhu3hiqNVD4CoaJcuSq1YpC6q2wzbucSsScbGCysevbWJVBrLqjCNmtqX5EuHZiKIC5NF6gCQVwZ9O8MzS2gEMihx7YJ8LacfZPScnLOVz+xogD9JCKycwlOczwLeSmzK2GK4M6OoDLLUxDAr4tJiUXn8zMabBCrjpOzTMzM2xyvmsYvOFBubc05m/bY2lQYpNVXdzSJfJV20O50PQZZg/0aPBkFWGThGxe7mHN8paC62UPT9DMcr6Lk5tlHx+bWHvDo6pigNrvdmrFthW4TQKpnlPkpoNuwVYzdhNIgRwNSKmLoRRWXQMzN+ZOceU7fdnzW2E6ZmyFZvhdntqepcYs0Dn4dvb9IEFXWqEEIz8lI2xm3rpruHUxYLnySxabTANUqk0Oz4C/prEaZVoaRmbRw+3vNUVwoqQbJyeDgbsVh57QNQqRBGQ5jZ5JnJxmTJpB/jmiVpbXLLPmHHnFFqRVg6zGOXsjAQbsXpIgBgOIzZ2ZlhOyW6a1NzpXQzVZ3Oh2BGgvD5mqi0OVsGKNUwChLqRlDWijByseyKsjBQfkqjBXejKY4qGQYJWW0S1g63euf8xt5Nhk7KWe5zlvu8PDim6iv2kiGP0hFFY6Bkw4PliMO4zypxEALena3z9eNtqkp1m2E7l9rNX0w5+J+2Fc/z3MCzS6pGEmY2/iR5PFM7cDNGdsK7Z+tIoXk72aQ+dWBQYvVjTFUT5xZpYWLZJZWjkOcmBDmBn2GohqpSWFa7F8q0KgKzIK1MBlaKq0quGW1C9TAdcxb5KNVwY/OUWeqRFiZKNtwczgBISwPd3ZpXSpdUdTofQuXB5OacHxg9fFzR+ZXeMXeTKUWtePd0HSkbLLsizGwKoz1hFHg5/Yvq52d5gG/kOFbJO/ubbE8XeGbBUdznem/Oeeph+e2bu3XxwyBKHITQ5LFFZllMRyGNJTjunoY7l5j89a+j/uevMPZSDvI+r06OyGoTQ/aIi7aSelEpAivn/fM1LKOi7+QETk7iZ5S1wjYqVplDnhtsj1f07Yw9c8DS9EhPPPRaimlW1JWiAAKv3bB+vx7jOQWeWZBUFuZagyNqloVD1UjyzOTM9HGMivEgoWwUnxwccFr0eO9sHbo2NVdKl1R1Oh+CGcLijQn/n70fpbcZ8udu/Q6vOu0b6VI7lKWi72V8YnTMsnQ4ivssEheAReJyGvt8ev2Ad5cbeFaJMYzY9FeMrIR/+t4r7B2PeG77jG13yboVci+ZEvo2y9ylQWCvVzxaDBk6KaexT1aaT/mKdDofISGZ+AnHyx6Bl3OctMVv48Li7KjPC88dM7ITVoVDWSkCp31wOTwe4gY5TSPZnw0o930at2Hl5ZRNuwzY76WEUtM0bfkTz8/w7YKRkxLGDsXCprBMVqHL+mTFae2zrUJGVkrfzThYuKyUQ25VHM17OE7J141dPKNox9HNIl8pXVLV6XwI+RciXt445WDVp+/kfPH4Zf6lcQtDNlSNJPByNryIvXjIneMpvpcz8lJco2Q0SlgWLmltchK1ezB6Ts5p2n48HsasYocwt7kdrrGnhmy7K35kcJvjcsDXVrtsu0vy2mBop/StjDtGd3S7c7nZqiKLLdLQpm4km722xIi0a6LC4lbvjKqRDPyUojJYc2Om07DtEzjvUScGci3n5saMuLAIMxvPKlnGLnViMNhY0XdyZrFHVpicNRLXKalLhdYCw6wxZcP9Yo0jOeRhPOLweAi1II9sGk/Q8zNM1XAU91j3I1yz7HYuXzFdUtXpfAjerwW89bLL8E3J3h9NmQ4jotzGNtrlPtcqsVTFfjigXlqElSRcuehKMl5b8fzoHEtWGL/bFDlYUDSKee6xEYSEic0ycimrtv3MYdxn015iipqTpMeqcPCNgqkV0yAwutN/nctMN9w+WsN0KgZB27R8VdiMnJR6KMhLgy8dXScvjXbfVWZiGRVSaAZ2hr9RMIs94sQmym3CxKbITHLbpCoUam4ytwLURKOBJLMoEhPDrtvN67WkLAyOFz2+GLzKn5l+jev+nPvmBLuXk2Umw17KZhBybzZGCk1qm+3SZDdTdaV0SVWn8yFEuxpRCrQSCNp6NnUlGfYTwqWLt16Q1SZDN8W42T7h7h2OUXZN38nZdpc875yyKlzeOV7nq/EutlXh2QU9P8O1S+LERsqGoZsRFxZJbfEp7xHb/pKemVE17Wb2wMy/43g7nY87xylZ60XUjWRVO5yc98n7CVq3SVUW2WgNllfiugVrbgxAWpkYouHacMGJGZAWv7dUXuYGupCIjRzLKVmsPBotqFMDb5iyPWxPF+7PB+haIO227c3b2TbvLNYxzLYuVZ0rstLgujcnrwxOooDqogBw52rpIt7pfAjNbsYnrx3wDfsm68MIgDi3kEJjOhWnsz7Hd6dYawmjXkJRK6TZYFoVZa04yXrEVVuws6klUjXEscPAzbg3nzD02hODWgtMWTN2E06LHl8sPkHPzPjp4VvMqoB/cPpJDpM+TbdRvXOZCcn10ZyosPHMgp3xkkXqMHQzFqnDOEgYTs85DHuEsUMcOxxZvTYBix12Jws2rITDsE/PyUlTC122taSoJNKr2hmuqG2K7PRzPLtkzYmotORI9bC9ks3hiv/+5q8yVAm/s7hGklsIoSFTRCuXrzk7SKERQhMXFp7VnljsXB1dUtXpfAiv/OVTPv/3H7B/Y8DYTfCMgtB2eH14wDfsHW7f3kQNC2yrIskt6kbiuAU9N2PsJgytlF+59yJVpagjE7OfozWUjSROLZLM4gevPWRVOtz0z5kVPl853kVJjW8VnGYB1/05Xxjd52vLXUzZ1anqXG6NFpSNZN0N2bBDFqWHqwq+Vu9iqhpDtN0M5sceooGyH5MVJmVukFUG+/GQZehya+OMpeNgO+Xj1lK+XbDhRTy0hoy8lJcHJ0g0t8MpZaMYuBm2UeGbBesq4iVT8KPjO/yt8LNkpYEoJJQm+9UYKoE9zDDNmugwoGm6B56rpEuqOp0PoVks+eLxy/zw5j0aLfmNoxvM5wEHqz4DN8Mc5PT8jBuDOQfRgLNFwPZkyYuDU07zgDUrZGe85P4b24hRQbmysQY5pmzYmSyRQnN/NW5POFU2190Z/mbOrz18nvnKoxpLLFUTqJwfG9/mLSN62pek0/no6IY7X76O99KCO8sp7zXrAGz6IXFhUlQuM+m1yc92jGsXZIWJlBrHKwA4jXwsu8JRFY5ZkeQmR/MeplmziDy0Foy8lFu9c3pGxldn13hwOmLcTxBC8+h0xLW1Ob+evsBJfcTUCLGNivnKQ/dLqAWmV1BXis1hyDJ1QOmupMIV0yVVnc6H8M7/8VXcXzV49MqYfi8hySy21hf0rJwbwYwXh+2tNc89BnaGNakJrJy74QRbVXx9scujsyF6XPDc9hnzxMU2K54fnLEXD1lmDo5RcRIGHC76BG6ObxVMezFnoU+cW9ytJySVxZ9e/waVVk/5inQ6Hy2tNOHKxbML0sJk7CcAjL2UWeKyXPlkhcnza2c0WnDnZMrWaMUqa6usTy4+3zMKqlqSHPtgNYheQVUojk/HoDSLbYfPrB3QMzPWhhEH96ZgaKTbLt1/dXWDvxN/5vHs8MZ4RZJbLM4DTLOmXNk8eDhF5ApRdbNUV02XVHU6H4bQpDsVClBS09SS4/MBxSAmq0yyyqBn55zHHmt+jGuUzDOXJLf43R0WrlMSVYq8Mkiydsnv1A1YpC5hYjNdO2+fwjEwVU3dSKTQjIOEdS/kJOnxzsEG+6sfY1a99TSvRqfz0RIS//klUeRwfDzE7WXsnY5YBimWUZNkNnXWtq+JS4uyVmgNQmheGJ/hqBIlNHlt4BsFZa0QtcAICnw3Zz4fILwa0y0pa8W7i3UM2ZDkFu5agm1W5Bebzu+sphzO+0ip+fT2PqdpwMmsj0gVxrjBmyQkKwetNDg1GN2eqqukm5fsdD4EtTIQTs3u2pxGg2VXNJUgyU32TkeEqU3VtLeXEJoNb4VjVGS5ydhLccyKqpbc2jpjO1i2FZudguOoR1qYCAHHUUBZK0xVE2U2y9RhmTqcLgNmmU9SmDSNpKwVWdUV/+xcYk2N+kdD+r0UMTdJ5i7ivovWgkYLsnMXakEvSBnZSdsLU7d9ObPa5CwLuLeakNUGYWUz8FLkJKeuFPPzAKTGH6T8wO4jfLtgf2/cnrjNLNKlQxi59L2M3WBBmFtcn855btqWRXGNkl6Qot2aKHIoC4NgmGL0C7xhitH15bxSuqSq0/kQ3BMBoYGtKl4cnzH0UtCCtV7MC1sn9NwcrQV9JycpLd4+3+Rk1S4PrHshjlGRxjYnYUBSWVSNZBW1M1SB07auWYUepqoZeSlKNqSZiRCavp+RVUbbVHYQM/GTrr9Y59Lb+qWHPDc6p3EaRKYoxzVxarW13KwGpMY2K8LS4cHhhMkw4kZ/DkDfyhjaKWdpwDePtnh+cMb2ZMn6ZIVh1wi7pu9mNAg8s0TaNWlhcn06Z21zyXQU8lNb77HlLDFVg63aYrvPeW1itR5E+MOUtXFIL0gRoq13VZbqcV/CztXwXS3/CSHuAyFQA5XW+vNCiDHwN4CbwH3gz2mt59/dMDvfD108n5ysYPiWxPxkzV44ZH9vjOmXAEydmHU3JKtNitrgwWJEz8nbfRyZxX40YB556EpS1ZK8NtgdLGn6gqiwOTof4PkZw35ClNqMvZQXxmccWAOSwqRuBLNFj+EgprlIpr61+GcXy8vlysdTCN76X2/BuwLhVehMYQ1zxv2YJG8LbN68cUbPyolLi9dvHADwW19/oT2Fa5fYZkWU2EwGMfvxkKkb8ebhFnUl0Zni4P6UZMvixckpr716yMN4zFuHG/zF136DDXPJ7WyD/WyIIRve3ttkMoqI+jZrTsTEjPmj09sc5EN+5cGLlIWB45RsDVaEqvyWb+WKx/KS+17MVP2k1vozWuvPX/z+54Evaq1fBL548fvOx0cXzycQXWtYvN5wfzbm4HgIQFUq9s6G7McDAIraYJG7VI2k1oIXJ6cEXkaSWyjVcG3nHM8uWWYOYzth3W1balh2SbRyaTRMejFHqx5vnWxSa8ErkxMM1dCUktnRgMXSZ5k6NHzbDbFdLC+XKx1PYWhEKvH7GZvXZ9h2iRSaG6M5P/7K+xiy4cF8xMF8wKPFkEXmogYlTSXxnQJDNWyOQkzZcBIGPFqNuD6d87nnHvKjn3yf6e6ColKcZz6L0mXXW/DS5ik/5N3BkzlvrTa5u5iQVwa6kqz7EXeiNb5xvs1X59d4I9wmri1uTc+RqsGzCxapyyL2v923c6VjeZl9FBvVfxb4Yxcf/3XgnwP/wUfwdTrfH108v43GaxBuRRpb6NTAW4uZBAlZZbBIXNbcCMco8RqFCDSz2OORHmIZNVkh8e2CoZOSlianj0bMlz63Ns4IrJzxWkKlJe8druOOQiZ+wt7ZkPjI58ge4Q4yeqOEOHKYjCJuDmbcf7I6VV0sL5crFU9dC7ydCK0FYepQ15KgF3IrOGNqRqwKFyk026MlIzvh4WpEHZqMdxZUdbv3cN2PMERDo9vWTi/2T4kqi1XhMl95NJXk7sIl2zH4iY3bvNw75l9Er3Be+jiqYhU7lHs+Oqg5WPUpKgOtIcpsZpbHreE5UWEz7seMnJRl7gBPtDZ/pWJ5mX23SZUG/okQQgP/D631LwAbWutDAK31oRBi/dv9j0KIvwT8JQAH77scRud7pIvnE3IfGfDZhMDNORcBVaUIM5uekxNnFo/CIS8OT7kVnAPwO/UOjRYEVvG4H1lRK8ZuwrVPzAnMnP14SFEpcmHQaIGQmk1/RdEYeF5OuLIwvRLHKokSG720mImA6/054l994+5ieblc6XhWP/k5AOpaYlsVtllxdtrnxAoomh18s2CRuRiqaQt0OhFZbbIcuTw3nNFowV44bDe1Nwab/oqotIkqi0XhkVcGSjXYdolSDVv+Cik0tqx4P17nMOkjhcYwGnKvQa0Uc9lDOjVNKZFmQ54brDyHMG9PH275Kyy3bmtV/UFXOpaX3XebVP2o1vrg4h/ALwsh3nnS//HiH9IvAPTFuNtm+2zo4vmE8rWGZu5iGDVCauo9j9W6wrcLpNQsY5eF56GEZsteshMsWeYuvpkT5jbvHa6jG0EQZOTFiPVB1G5GL01cs2QWe9SVYi8cAmAbNaHVEPgZE7+tiyUGBbtrc7K6PS34LbpYXi5XOp6nn7Ex/Yji0EdvJnh2wWgSkmQ292c+ymqoEwPDL1nzIw6SAXFpMeolLAuXvDIYOSk/MrnL15a7fGNvB9/LmToxt4IzTFGz7S95Z76OY1ScZz7/cPEqn1vfp29mzJTHKnewjIq8X6AjB5EpmovCnsJqqM5dDt22+O8ydUgqi4ez0bcr/nmlY3nZfVd7qrTWBxe/ngB/G/gCcCyE2AK4+PXkux1k5/uji+eTs88lvbdNytLAMGqaSYnlVARWzmY/pO9l5JXBXjzkK7PrnGc+h2GPd042WCXO47+nbiR5ZPPo4RQp2hY0UmiSxEY3sEocZkufxcrDdEv6Ts4scXHtkvXJCscoCcycsvmDxT+7WF4uVz2eWkF16iJLKOYOs5WPFGCaFeSKpm6fKiy7ZGilTOwYW1Uc7414cDoiLU0+M97jJeeQiR3jezlSNlRa8jAeYYqagZkihWbNjYhyG1O1f94zMsZ2ggaKysBxC8wbMf5OiOoXoDTKqNFSk2QWQzslzU3uHk/JYguMP3iI5KrH8rL70EmVEMIXQvR+92PgTwBvAL8I/NzFp/0c8He/20F2PnpdPD+YMtBEn8pRqkEIMOyKwM0JC5uosJitPI7CHhMnJi4t7u2tkaUWhlFjGjU31mdYdsXASxlNQ6ZbS/7NzTf4/OQhLw9O2Jos0Y1g2osJ/AzHLbixPmM3WOBbJaZRE+ftk/CD1egPbNvoYnm5dPGEyoPJVyWNCfY4xXdz8krRNBKjXzAcxtiDjCI3eeN0k2+cbfP+N65BLahyg0bDo2TEX333T/LL77yKbVbcGMxJKgtL1dxNpigaHKNinnsM3ZQ/ufM2n+49etz4/Aemj/jR3btMgxjHKolXDo5Tcuu5Y17dPObmC8cAOEbJ5jCkyg2MQ/sPzCJ3sbz8vpvlvw3gb4v2X4wB/Oda638khPgS8DeFEH8ReAj829/9MDvfB108P4BbP/+b3P4//xBxJbh184S8MtrinJHDIMjYHq8oG4lE8/m1h5z1Z4ytmPvxhL3lgIkT468XrHKHg9MeP/TKXQ6L9tTgmhXy8lCxHSzxVcFXj3dpGkHVSM4yn1nsUVWSfGWzsb3gWm/BO/IPrAR0sbxcrlQ8Za+HMAxQEoREGApZQLwtMFegdtuZH1PVTHshj5ohWgt6Xs75eUASO2gvx7+5JMtMHKed4X3nfJ2qkfz0y++2e6VWaxyGPfpOzv6jCdeun1FrQZjZGLLhjrvG0Az4ytkuRaXY6a+QaO4/XEO5FZNJhGVUjOy2/U1WGXhOwXnmk9cKoRrKaYnO/8DcxZWK5VX0oZMqrfVd4NPf5vVz4Ke/m0F1vv+6eH5AWhM8lKw+1Z7sywqTLLIw7BolG/JakeQW71drzDyPa/6Ca86MF90T3vU2OckDrntzFqbLbOLy3vkaX4muMxlG/MTWbW6453xjtcPdcEKcWggBq8xmGY6oE4Pp5oqqUpzOehiyPc30e0PrYnmZXLV4Hv+F14mvQW1r6nHF9vaMch5TnbjofkmVWOTKRADz8x5iYVJtJtxYm1OPBEVlsDNYsswdopWL6WeM7ISbvRllozjPPSxV09D2A7zVO2fopFiyotKK85VPrgVvnW0wP+rjTRLKUvF26BH4GdKukbIhLUzOz3qsBg5CaLJ3hshbEY0v2mXESUicWwj795b/rlosr6Ku91+n8yGFz9f8sVffYy8eMktctkdLXh60WyF+4+AmhqrpOxkv9M7YS4Ycpi/xE9P3uOWeIkXDm4stembOVi/kLPHoBSmOUXEnmrLphBS1wSqzsawa2yzRWiAAq9c2hN0Yr5hdNFdumq5xa+dySNcF5bCm/66iWFgc2wOkbEBp+qN2b5MSmmkQExUWR3qIaCQHiz5lYWDZFWWjOD4eYthtE+SsNikyg7i0SEuTOLcwVU2SWawyG9esODwbEAQZTSMYBBk3BjPezC3KUiEEjIcRp7MeTaHQlaRpJDqXRHMPyy8YfvIMU9X4ZttbcJHajPwUpbqK6ldJl1R1Oh+SvZHw/mINU9VYRk2jBWlt4quCncGSVe5QN5KTPCAsbeaJy1vONodJn7xu61ltTEO2vSWz9Dq1hnWvTaZsWbLrLSgahRSatDIpa8VmL+ThfMRy6VEGioGfkhQmVaW+84A7nWedEGz++D5SaGZv7+Ida4qBw/anD3lUSVZnPu4wY3cyo29lpKWJ18/Ic5O6lvhezsBt2zgZdoUyGvLc5P75GMcqsYya18ZH3I/GPDieUBeSulJEqqFZmSRSUxeK2GiIPBvLrIhLG8Oo+fR0n6821zh7NMQY5tS1hFqA0pSZwfpGxIYTcpoHpKX5eHa5ayF1tXRJVafzIf2ZF77JhrniYT7my6fXqRvJwEx5GI8A2A6WXHPnDIyUL9c3wIOH0YikNFFCsx5EnGc+x2mPwM5ZcyOk0MSVxTcWO1z35xiy4SQOOJ31EFLzyvYxG/2QxM2Yhx5hauPZJYbRNW3tXA73b2+A1IiXakQjmLx4zqO3NpHrGawMctvkNA6ICpvAytFApBqKsv1xpmRDXFhMhu39VDeSspY4ZkVgFqS1iRS6rS+1MLFvtLNTIqjQgO0X1LXEUjU7gyW30zVMsyatTT63/ohfTW0cq6RqJFEpoZBoKTlY9Xnr4RZfeP5+O4ZF2+RZ624W+SrpGip3Oh/SSd7j0+4DFA1TN+bV0RGNFiwLl+OohyXbpqtvhNsscpeD+YCD+QDPLJm6MbZRcbDqM09cDNnwnH9OUlmYsmbLW3KY9kkrE0M2rE9W1KHJ7ZMprlHimSW2VeE7BXUjuqatnctBa/rvGbz6f1sxfKv98fTZtT2Gz8+oC8W1149Yn65IcpPD8wF5bVA3kjS1AMhLg7JW9J0MgCS3WCUOy5Xf3pu5w3HaIyospFXjHkuS/YBrowWfv/WA6TBCqYZxP+Y08VnlDlVukKUWd5ZTHsUjxr2YMHIpCoPRJMKdpGxvz+g7ObZb4qqSTT/E9AqUVz21S9l5OrqZqk7nQ/rnb77MN9a3mHrt6Z8XvBNOij5rbsT1YM7n+/f58uomB9GAl4cnvDw85m44xbxoKbPIXNLUorFL8spgUbp4RgHA3eWU02XAy5sn2KpibMf0rZxKS8Z2TCRt5tJltgho6nZzbqfzsScEqxcrwueGaLtC+hW//KVPgV9h37N5uNrglU8+4vnBOb/94AaPvr6FcT3m1sYZO96SvXiIa5S8PjjgS+c3HvfZHA8jAqvgaNXjC+sPqLTil+evkOzUiFHBnaM1Bv0Y3yqpa0lxsZy+5sdsbc45PBli/r4DITc2zmm0wJI1lSe5Hsw5TPoMg4TffHSTzeGKT2wdI0XDQTdTdaV078SdzodVSHyrJCotZqHPrxkvsustyCoTV5W8n24wzz08syCuLG565wzHKQ+SMYvcZeikzF2XJLaRvZjz3CepLDyjwFQ1SrUNYjd7ISdpDyE0IythzYo4ywK0FhhmRaNEtxm2czlozdpvKbKpoLYU+esV9kZM82afstdgLSR3TyfMAg/Tqkj6NU1qMnViXgkOGVsxby63+MZyh7w2cK2Ss3mPJLI5zQeI2OD+eIJEU8Xm4zbkplXhWyVpabLWj8gqgyi1mUnN2E0oxhHHyx6TXsyaG1M0qm15U5lUjeQ0CwgLGyk0n97eJ6tMbl60qOruzaulS6o6nQ9JppJHd9a48cIJRWbwzuE650OPa70FtRb82sEtlisfyy7ZVwPeUev85M77+KrgbjqhqiVVpVgbh5SNJCwcbKPCkA09K4cBFLXCNUoqLWm04OFqxMPViKkXU2tBHtlIq8bolv86l8Tkb/wOp3/hsyRbArHnUFcO5bRGpoLqhRTHaDh+NELYDcqv6AUpZ5nP17nGYdJ/PIM0S9w2aRKaJrYQTo12au6cTZgECWYvhx4YRoNp1JiqptYC26g4jzyqUhELi6qWxGm74TzO22VGKTTHix5VobCcivxipthQNUWtCEubr8922PGXuKp8ehez833XJVWdzodk7CQUc4fDeR89tyi9GjXSVI0EDKQAw2ybv0Lb4uK0CPhkb593FuuUlWpPJKmaqRvhqIrjtMft0ymjIOH5wRlJZbEsXBapS1EplGwwVINnFCihcXo5Az/lpOm2R3YuCSmpvIu2MwvB9I2K008Z5K+k6EqSxm1iY/sFllnhWCVZZfIwHHEeeWwPV7hGSRI71KGJKATudsxLa6ccJ+0Mb60Fn9nd5+v7OzSNIFy5hCsX188xew3bwxVlrdgNFkSlzb1mTJparEIX326X6MvMQMcGWWqQH3tor0ZaNYvII09MDLsiyu3ugeeK6ZKqTudDEkKD2VDte2BphNlgGxVHcR8NVLVEa8HAzchrxfLE4643ZWimlLUijFzqxMC7VrDrLegbGVFlt2/6jSSrTc7SAFPVBHZOKk0aLRg4GZasyS9OOy1jtz3e3elcEkaiUTlUviDvS/RnQoxGUNcSAahBTs/LWMUOSWIjZEMZW5heyTJzmDUuo0HMWdFDG4Kd0ZJtb0nfSjlMBvTMjD8yvIchGn7nYBcdG4hKkAIPVg4iMRhdn3O/GaNpu0BJ1aCMhkXisjNYMhpHMIa8NGkuxmZZFa5V0vMy0sIkyU3S2ny6F7PzfdUlVZ3OhySlRi0M7Jsh28MVL/ZPGZsxD9MRv/ngJpZVszVaMXZiDqIBupIcvLeGFBrHqPD9jFSZeGZJXNmYosYzCia9mLwyeOtkkyS0kWaDadb8wM4jKi1ZFQ6LwsU2K9aDiLPEw1BdSYXO5dCkKcM7Ocf/k4w8N6i+HlBXkio3sP2CIjPYmYSMnQRL1RzcXkMbGumXTIZR+yDjZSwzp713/Io7+2s8Oh+yM14S5m0vv4f5mLGVELg53m5OktlkKxthNmw9f8rR2YBZbBCsx6SJzWeuP+Io7nNwZ433I5vnd0651Tvj1x4+T/4owLkeMnAzVpnNVi/EVDVRZl/MXHeuii6p6nQ+BOPaLumZx2d/8A6WqplnHg/jEW6v4CX/hPcHa9iqZp64VI3EtwqUW2Hds7Bfa/uF9e2M46iHEg3HWY87qymmqlkkLrvDBcNRyp43xFQ1IzuhaBSPwiFKaGyj4sZwjqUqKi2Roqsw2LkcpOex98MORdqgjJp0p+aVzVOu+XP+yVc/icglp047g2uqGnsjwTBqtG5rQlmqRqKZL32axCDPFMJqsK2KpDQ5PR5wWg1Zey1ibCWkRTuT9NrmIcW6QV4ZuEZJPZac1H2qSnFj45wb3oyksjgOJXqoL+5Jg53Rknu5SRo6VJVCN4L9ZkAS2Uwn4ePTvp2roUuqOp0P4e5/7zo/9ZlvEFY2d+ZTikpRXNTIqbRkw4tYFg6uVbLuhQysjNPIZ+Mnz3GNkqw2cVRJlNosQ5f1UcjUjXmwGKFkw9SJiUobTbtZHcCSNYFV4BtFe/oIwTz3Hj95dzqXgpTUDlSJgTMp4Fzx9v0tHg2HiEKgg4psZbPXDDHNGsusWJ0E+NOEOLdQbsbeYkC1spBBiW4EQT9l7CcUtWI0DYlih6SyeL13wE9df49Z4ZNUJnllsCps7p1MUEaDNDSOVWKIhl/Ze6m9v0cVohZEpc0yd0lKk43Jkp6Vc/9szM+89Bb/Yu8FpNGwGYS815VUuFK6pKrT+RCu/2/+Jf/s+c9hmDV1LTHMGiE0pqpZsyL2oiF5rchLg3nuseZE/NGduxxlPY7iPlUjcc2SSS9m6LR7rB4uh+2bdiV562yD7f6KwCyISouiMdg0Q+6txpzHHruDJZaseBQN8eyim6nqXBrCMMg3KsxTk6gK8DLY/XsGs78gsLcSysLA8zMEEMcOzczCiCVx4yO8ijwzKVftZnYhoEkV0aJPMnFQRo2UGsOsWeQub0VbSNFgypp7800WMx/Drlkfrxg5Kavc4Wje4060RlO2vf6sYY7v5jRaUDSKeeQRuDmLzCVf2RykAxrdNlW+Px/9gWbnncuvS6o6nQ/JC3KUbMhykyIxWVtfIYXmlaCtrJ5UFpUruT8bExcWn54e4KiKwMo5jX2SwmPspWy5K95drBNGLsN+AhYsVh7nZsXISRnYGWtOxEkWEGY2dS05inr07Lw9Ci4bbNlVbu5cEnWNsVDUroYGtIKzTyocowZqel7Gbm/B7dmUphZoU4MAa5Th2CWrox4ykTR+jWlVyH5DGVnYTkHfy6hqRZxZ5LXivfkaX1h/yKeCRxii4V1nnbQ0eX18yA1nxn99/jzlYg2ZSbTVIIKK69M5pqzZXw4oK0V67pL7Jn6Qsba15P6y3dw+GUYcHw+puz1VV0oX7U7nQ/qh7Qc8Pz6jqSWWV7KKHe6eT7iTrHGe+SwLB0M0bXPl2OG3D69zezElKS1uDOb0nBwhNKdZQFYZeF6Oa5a8OjliY7zidN6jbNqlv+O0R1JZbPVCDNVQVoqyVpiqJqsMSt01VO5cEkpRTSpkIVCJJH2uIH8+o9ECzy7aU3WVRc/J2VpfYA4z9G7Gc2vnfH7zETs3z2j6FSpU5IkJQuMMM3aHSwZ2hmVUNI3gfBFQ1ZJ/sfc8/9n9H8ZVBdvBkrGb8Lp/QEPb1ka4FTIXyEKijIbjMKBuJOHCIzv0kYnCDzJujuY4RsUidKkqRZg6uL0M2+geeK6Sbqaq03lCam2NvX/3RcLXC4RqaOJTjlY9HLddfnOtkqJS1Fqw4a14Z7bB4mKjutaCl6cnVI3kMO5zkvSYhT4Aa1tt49et/oqyUezHQwzZsD1Zct2fsyzb/R9jO2FVOuwMlux4S95frjFPXKZB/Dj56nQ+9uoaZ9/EnkHtCGJLoVKTdM8mfS6B+x7vTnz8aULg5FSZiVAN7z3c5J47oTx1wa3RGznMbPRaw3AQsswdTmc91sYhUmqKxKB2JUlskyY2v3T6ST5z8xGmqvnHp5/gOOqRlQaTSUTst7WplGroO+3eKdMtKTTIc5O6lpwmPkcPJqA0/nrIz1x/i71syN9/ypez8/3VJVWdzpOaDil7oOYGN/9ewfJ/4eCYFcvQBdpqyp5VYooGW1VMvZjAzIlKm1Xu4KiSLX9FpRXnqUddC6TUvHO2jmeVrLsh7y/WKCpFzy4YOwlSaG54M+5Eaxwm/bZ+VWXgqJK4sChLRc/KaZpu30bnklCK/LkMLRy01Hzq0/e5M5sQhw5y38XMBPZtk2zeJ3E02qu5sXPGlrciqmxOegGu2d4fp4XCdkqWsUt25CPHOQM7wzEqxCBECo2h2pODn14/oGdkfPHBS1hGjWnU7AyW3Oqd8zAecX82xjIqzkOfT+/sc2c+YRZa7H7qCFO1FdxfevEAITTX/AXnpc+qcLs9VVdMl1R1Ok+onPhkuyUyVpz8+ylNbvGZzX2akeDd2Rp5aZLmFg/NEVFhkZcGa75k21/iGQVJZfF+uEZcWuwESwRwdD6gqhS+XXCS9vDMkpGTYsiG/XDAInfZ9FcYsuZ6MOcbp1skmU2U2Wz0QwxVE5dW98bduTSEbfH6zQMO/8VzlIHgzmzSPjQsTKafOGMZu8SJiU6Mi8+v+fR4H1PU3ImmvDY+4s5qCoDplSShjeWWWOsJ+dLhLPHwrZKmkQydFOlpDhZ9loXDi94J10YLosJmldloRxBVFo8WQ7LMpCwVSjWsCof5PEAYmrKRPNif4A8y5pmLpWruNhOyyiDM2hO8naujS6o6nSckNEi3Qs4MksTGcUq+drSDkg22WSGERko4CQOk0Iz9hJMoeFxHyjVKJLo96bca4RgV19Zn1I2k1oKTKMBQDabb1tlRsiEpTbLKxFIVaW1iGTX94YqiVsSFhXWxp0p3SVXnkmjihPd/43Wa1zTusSC926eZlIhatD3/KonoFzhrSVuXyqy4Ha7xA6OHDKyMr51us1i0S+tSaXQpyQsHKoGoBcvQo/JyBm7WHiI59VC9kr1wyLJwMUTD1I1ZZTZ3jqcshw51I1GqoTh3QMC7KwfTLXHddo+X6VRs9EMaLThe9shTsy1COki6OlVXTLdRvdN5QloKHLfAXAkcp+SVtWN6bkbg5I8LDw68FNcqkbLBNUp8uyApTaKiPeJtyJrtYMlub0HVSOpGYhsVyUWjVkvVjO2ET/QPeWl0Qt0IHq0GnCQ9HoVDtBbEF38XwHaw5Fpvgez6i3UuiSYMeeH/O0NLMGJoJiUvXjum8WrMQd4mRyc2+V5AsedTVopHiyFfPHwZiabv5CBAGQ2jQYw/TsFowGygV7I2Chn7CXHRzjwJt8YwapaRy92H6+wvB0zsmBfGZzRnNvPQQ8qGvp8hgrZGFbWgyg02eyG2WeF7OWWtGNkJUmqaXKEjAyE0VpdUXSldUtXpPCHjq++hvzpg8GPHxAuXvXDIpyYH/OTm+wR2zsBLsVSNa5a4ZkWjBbu9BQM7Iy8NhlZbgbmoFQOzPRUkheb+8YQ0NxFCo4EH4Yh3wg2+tHcDUzVIAUlpYsqGZexy/v6Es2XAbOlzmgbc8GZdnarO5VLVNE7D8gsZhAaz/981+m+ZSKmZvnBOMy1QGymyFGRxexJQA9883wLA9QqE1G3Jg8RCRAZcTObGucXJKmCx8LHtkpd2j5n0Y0yzRkSKupbsunMCM8fbjZBSk8QOllHR66doQ4PS6Lx9IOpbOdeGC8LM5o2DLeITH0oJdvO4h2fn6uiW/zqdJ9TEMeN3a5IfMvjBl+5xmgac5+0yw8SJOYr7+GbBTX/GUdZjnntINIZsCOyCVeGyv+pTXVRI9+yCnWBJMjBZRi47/RWNFsSlxV44xDIroszmhckZjtEuT3hOjvd8zuxwwK1bx7w8OCGu7G5PVedyWaywT9f41E/d4Sv3rmMmNvPXNM2Rh/VSzMb6ktnKp/IahNRIodn0VxS1QVjalKXCsirCqD1EIgtBoxXah2jlolOF6pVE+33ePerhTFLKUqEtTZEZ/NLD17CMmmkQk9eKowcTFo7Lc5MZJ2bFbm/BcdJjlnoAPJoPyQ58zJVEBpr+cwuKShEnNlnV/Zi9SrpodzofgHNWEv7KhHt/XOOaZduqonCJCouzeY8zw6e/k3GWBjw6GeFfK7g/G2Oqmh9ev8fITnhnvs4ydrG9GkvWjN0EzywJCxtDNmgtULLBMmpWsckid/nza2+QDU1+5ewVHsxHeJOERgveX61xM5jhGuXTvjSdzveM8FysheCNf/wyTgXJOtRBBRoOjofo1EBUAnujrbC+dzhmMXRQQjP0UrZGKw7nfeqViblUVNs5rp9TloqqMECClA3OVkR2p08Z+dRBw3hnwbX+Eku1s8hRaWPWBsKpEQIWmYuSDXFps+GFvH28SZEZBL2MTEEVaJjkLGY+QmoMu+r2O14xXVLV6XxA6aZm3U1ptOA88akbwY9t3+U9e529xZCDeNAu11kVD+YjdocLAjMnbwxOswBTNjhWySqzWfckL/TOeJiMqBqJIRvOIp8ksxgEKboRnEU+sypAiYa4tChKA32x2hfmNvcZk9fdrdy5XFQOvb0GlTfs/bTgB1+/w5fv3mj/LJLUQUNVKurYgEaQJu1Ju1oL+k6ObZcY6zV6TeCbFXl5cY80AoyGulIUgDY1xlaCbARZYbIsHF7on3E/GjNLXEzV4ARtQuaaJWlpchIF2KaDUg0ISBIbkQtULtBK00QKLTVd2c+rp3sn7nQ+gGxq4ryy4N7RFOOOg/eZGbdG57iq5Jq/aDer2yn3l2Py0MaaVJSNwpANJ1mPg1Wf7f6KKLdYLHwOrJKksjhY9VkPIhxV0miBbgR5aWDZ7dvyG+E2i8KlbiSBm7f1cmKPaOFxXAnKoruVO5eHVpKiD2Ug2fhSiXdg85XRdaTSNKXEe2FJll4c2FAae5hhmjWmqjFUw9BJqRrJbNkuz18bLThLPGarPv1xTJpalEubRpvg1hQrG3+SYKqa/fMBcWGhZEOUODh2iWsXzE763DndRpsN1jBn6KXkpUEmwPVysi1NubSxVINoBMZCUU5BdPsdr5TunbjT+QCMpCHLTCy7JL8FtllRNYqTvIdE07OytudfLbl14wTfbCsxHyc9BlZGURmcJT6uVbIyGtLSIK96zE96RLHDtbV5u+yXmvheziiIWaYOrirp+RmnWcDhvI9uBLZTIq0avXAeb8LtdD7uFv+dH2b1nCB/LkdXguXMIr5RQSWhFlBJwpOgnXEy25mim9MZx2GPKLHx3YKosNsyCEaDaxdMnBiApe2TFwZVqZBBSbMykbGi8RrqWrZLgk6JFJokt2hqSZpabQ9Bu6YpZVsx3c3Z8EJ6Vs47iY3WglsbZ5z4AXFqo5Wm8jTKLxHdvXmldElVp/MBNKbAtiv6bgZBm8ucpj5pZXL7cI3JKOLz64+oGomj2lmmkZ1w93wCPbCMiqJSgGI8iNkMwnYv1c6cDS8iriwCO6d//QTXKJlnLnFicz8a0zNzJnbMuB8zDz0GbgaA+2LMoeyehjuXw/RX91nd3EWemWgF0TXYuDHjc2t7vL9a487eGjoxELVAG6Ccmrw2WA8iRE8TmDlZbWKqmjU/Iq8N7q3G7Sm99RnL1KGqFP0gZZ70EZsZSgvqWlDXJoGXsx0smdgJb8w2OToaYlrtfi5zkPOZa3tEpY0hGm4FZ1i77YNV0SgCu8A2KzKnYHEWcG1tzrLb73ildElVp/OEhGEQXjNwzIrDoxH+IOXTGwccJn1GTsLWdMnxrM/vyB3WvJi4apcn1pwI4HEfwMDJGTkpYzshqw16FhS1Iq1MJk7McdLDEA2OKtkJCgSw4y94xT8maSzivsU89Dg8HbA2CXHNEl121VE6l4OOYvTrIZ7VbvJuvjREyYa9ZMjt+xttuQKzIbhtEb5WU8cGcWHxuc07pI3FqnSoGkUOrHKHqpEcHww50oLeWoQhG2y7pGraWad6ZYHSjLZiktwkSmxOrB5S6Mf7sMpSEfQyykpxnvkkpclxFOCY47bg5/EQ3QhMt8T3crLCxPTKx0V6O1dHl1R1Ok+o+vFPMf6ze0ycmH9j5x0ClfPXvvkjNLXggTFum632Eqpaschcilqx21sQVjafWD/CUW1fQCk0jRaElc3AzJhf7JVSsuEgGmCqdm9I0RgsMpehkxIYBQf5kLwxMESD5xR4/ZikMDk+HCLMrvhn55LQmqaWDN2M40WP4sWc7J11Di/qQ5mjDMcpiXcNpFmjlWC29PnnzQs0TftwMfRSDud98tBmY2vB5s6ceejh2wVRZpPMXRAgMoUcFvR7CXFmkR36aKthP7Y46/n4bk5vlGBcFNcNgpz7RxMsu+2gsFz5qLsOelqDoSkXNmEjkaqmKhVHb68/zSvZeQq6pKrTeULWozkPf3mXB+sN77+wxmrV1sBRRsN0FHI67zGfBQyGCZiw6YesO1HbXkZWmKJhVdlERVuGYWQnXHdnuKrH/cWYh/MRrlWiZMNJHADQs3Pi0uLOaspnxntsqwX30ikDN6OsFVUj6U1iFkZ3zqhzSUjF9mTJWeRTnrpgtEvb7lZEVSnWBhHz2EVPCiy7YtKPOZ71iRKHqlS4XsHITljYbtuBILdIExupajyzZBF5jDdWxKlNcxLQDGEVudS5QvQqKCRoaGqJa1b4VkmY2ThWycDOsDZqNry2Jc395ZizaxLHL9Aapv12D2R07iFiA23obqP6FdMlVZ3OE6pv32Pzt0ecfNZhaQ/YffGE88ijyNtq545TYvo1z43OmeceYWnz1nyToZ0iRYMhG0ZWwlkWtGUTSpN1J+Is97HNNina6S1xjJJTERDmNq7RLlPktcGjZMSZCth159xwz3kn2mRPDvHMgjPV7dvoXBJNzaOTEU1sgN2A0ohYkt/vUfsNh4VCSNo9TmbN6+NDfmD6iL1kyGHcZx56HCc9PrOxz7JweLAckWLTNBJDNIx7MY0WWL2E0xsKKRukvFgGdGpQGnJJWdgkfva41IljVCSlxTxxsWTNZ8Z7AGwGIXll8OB8xK3BGSdWj9uphXZqmly1zaA7V0aXVHU6H1C2rpHjnKkbcTTr09SC40WPqlCY/ZTbsynhUQ+ExuwXnDseWgumQcyPj25znvtUtURrwTfOtzFkQ5g69NyMkZ2Q1+0S38BpN6LPUo/d3oLzzMdUNXFt8XJwjC0rTFXTtzIKrZ7yVel0vkcMg63pkv1szLVr55iq5m65wfAbJqsXYe16yNSLiUsLKTRxZdN3sraDgdD0vBxL1by/WGMWeeSpSRObCLdibzEgz00EbRmEOjPwxjG3RjPeYZ3i0Ae7QVRtIjQ/GLB2bc5mECLRHCcBVS1ZFTb76ZCpHWOImqOsz6e2U9asiPfm60yHEa5ZMos9jrqk6krpkqpO5wOoLUkVtNXO57lHowW2W5JFNk6QY1+0ljH6BVVqUNftU64QmqQ0kaJhYLbJ0iJymfRjhNAMvJQNL2RgpjSG4Jo351EyYsdd0DeHfHV/l2k/5qY742E44lE4pGfl5JXBQTQg71phdC4JYRj87O7X+U+P/hj7J0P+2IvvM3kt5svuDV7cOeHV4RHX7RlvRtuUWpJUFt9cbFPWCs8siTKb2pSEmU2WWOhagND4/YyBm5GYFWWtyDIT54FFcm7y4KV2iU4HFUJpzFHJ9emc+8cTTFUTGDlZbZCXBsmxTzlWHJ8MkIZmbbxCCc3npo+46ZxzL5hQNAZ3TqdoDUJ1y39XyXd8JxZC/DXgTwMnWuvXL14bA38DuAncB/6c1np+8Wd/GfiLQA38j7XW//gjGXnnQ3lTf5kzDrGwH7/WxfPJzV6xGFybEd4est8IpNCk5y72KOPW9Jy0Mjl+MMbfiKkLRZMaF6UUal4YnnFW9nh/uUZVKZRqOD4fYDsFr64f46iKo6zP1Ip51T3gLA/IG4MfHt7FVSUNgrJRbPor3j1b5+2/+k+IvvIe1tCjlm08u1h+fHX3ZktnGX/9vT+CtGrUHZd/tnqNyY05L+6cEJcWby62eE+uc/t4yheuP+Qnxu/za/MXmKUeRa1YHfVgEwInJy8M+n5GVhpoLZjHLmWpuLE2x1YV7wsw3glIvz5ClgKulzx/85i8MkhLk/XxiqPTAQcHY/rjttaVu54w7cUEVs7hqs/Rgwn2OCUcOnwj2uU46fHwP/kljn/jPrIXYHvtTNVVjOVV9CTnsP/fwJ/6ltd+Hvii1vpF4IsXv0cI8QngzwOvXfw//3chRLcu8QzZ5gaf5ce+9eUunk/IjDQ9J6fu1e0+jCMXlOannnufl3vHSKHx1uN2hsqumG4t21NCscvtxZR/dPAqjx5NqAqFbVaMhxF9L+Pds3W+drTDaRpwkgf8nePP8jsnO5zlAcdln7EVc92d8UpwhCVrlGx49c8+x+v/+3+rbaZcPx5iF8uPqe7ebDXLFe7f6/OJnSPKUYMW7Wbv24drbPordv0Fh6s+Ta340qPr/PrieaLSpm4EcWZhjdrSB2Fm49olZaUQtJXNy8LAtiuOVj0eLYb0/Yz8WoH8RMjnfuYt/sSn3+Azoz2UbDg8HbQb1L0CITUaMFRNWRg8ejThKOwxcDPMYUYeW3zteIdl6RBmNvVnf4xr/8t/B9Oo4fcmqq5cLK+i75hUaa1/FZh9y8s/C/z1i4///+z9a4yt2Xnfif3WWu/93Ze617l1n9PdbDbJpiiKpkRLlmXZsi2NY4AeZBzIMx/0QQYRYCaAESSwDCMYBEgA2x8SGAESh7GNCJiJFMWBRzLGF10mtmVbF5ISKTbJvpzuPn3udd/X977Wyoe1u7rZ7GYfdtfpqtq1fsDB3vWeXXuvev/17nr28zzr//wy8NfedvxXrbW1tfZ14CbwYyezVM9JsCo2Cfke3xSv5yOy+lLJ/u9e5plf0fSzmhs/dJ+17QmlDtlrejw72GO9V7DWn/P5J29zuT9xA5KVa3RtOoWIDNYIRns95lXEeJ6SRi29pEYbyWpUIIVhNk/Yq3q8PNviO5NLvDrf5GE9pDHu/XZ6/dPoLEcKiwiO37m9lucUf2065Poag//qHt/8zpOER85LqtMSMw/42ree5pXRJmIRaDWTmK/84cd5fX+do6MexUFGFHVsDWbEgSaLG1aykr/4xEtcG47RnaSYx+Rxw+XBhEBpBmtzPrX9kMYobk3XeXW2QSQ1QlmKIiaLW6KsoapCALKsZvPymM18jpKGtgzBCFqteGl/i9koY/C5q5C6Xkr91kDlC6flReSDOgZuW2sfACxu3zTjuArcedvj7i6Oec42Xs9HRFhY+45m/4cSRpOMQBj6cYPEMmoySh2ylU252hvTDyu2kyl53JBGLaHSbot2vyLt1YS9BiFgrVdgrZv1F6uOeRdzfzbkic0j1pM5lQ45KDMGYcWnc7fjyFpBVbrhyu/Aa7lcXDg97XTG7m9eI1kvadY10X7A5JVVslsh4aFiXCYc7ffp90p++OO3MbkmjRu2NiasXpqQxw2h0qxncy7nE7azKd8aX+awzMh6NVJaDsc5O9M+l/MJf/bqa8zamNuTVTorOazchARdK7KsBtwuQ90plLREgaaoI+ZtRNUFUCoQ0HWS6ThFRhohII1btJEuk+y4cFpeRE66u/Xdtjm8a5eeEOJLwJcAErITXobnhPB6voO2F1BsSuKRZdIo7k8GaC3ZGfdZ78+ZNjGrcQFAqUMqHTKIK2RiWYvnvDbewBhBOYuRoUHKlqIJiQI3UmNSJxxVm1RtwJXe2JmENjGX8wk/1n+NNTXjqM4o6xDdSayRdFoi7PvuMPJaLhdLq6cpCi7/7pzor+zzmlinDFPkVBGPLMXTHStRy6ySBMqwGhdceuKQvcMBCEsUdWgjmdeRy0ZlE6ZtzGGZkQQd+0XM2sqMPGrQC6PQlyZb3D1cYa0/P7YwOSwzsAJjJAcHKVa7xx6Oc6wRfOzyHp2VHBUpxIYob4iijmY3g0pQDTWUEUJYbPu+lbyl1fIi8kGDqh0hxGVr7QMhxGVgd3H8LvDE2x53Dbj/bk9grf0y8GWAgVjz2yNOF6/nI5L8uxc4eu5zjK5ZbC2ZTxNkYNCzkPvziKRXM44SN/+rCZHSsJaVhFJT6ZAvbN5Cb0q+cXiVSRXTacUgqVmJSzaTGVJYvnXzKmHecljlbGVTYtVxd7rCzcE2sO08dqKOZiejKmKUMhAcO6p7LZeLC6mnmte8eO8SehoSjBSqFkyvW/J194FFaMHBYY+7yQrDuKIZKCbTjPIwZeP6Pld6Y0Z1yoNiwN48p6wjrmxOmPbc8OPNdEY/qGmt5NXDDdpbPR5sRjxglSBpSZMWtHBl+c2aognpJzUP94fYUUR4TfPp/n2+oq8zUpZBXrGezRk/4xzb55OErXjGodS06rjh8UJqedH4oOW/3wB+YXH/F4Bff9vxnxdCxEKIp4BngT/8cEv0fAR4PR8RU1UkB4Zms0NNApiE6HHE9Rt7WAvNGz0m04yHD1eOv+fmzUt85+WrfGvnEgCx7Ki6gLKO0EYyqWLKLuTbR9u8frCGCFwDfNGGbMRzttIpH1vZ53a5ys35JtPa/WFQ6zXXrhwSSk2gjoMqr+VycTH1FAIVaMKVim5F02xoomcnAEzmCfGlgiDS3Dsacmt/jdE4p5uGiFrSGsn92ZC7oxV2pn1CZbBWsF/mhIFmPE25ebjBuE0YNQtvq48fEaYtKtIEgcFYQZC37O8OqNuAtg0om5DNtSnXn3vIqEr5+tE1Gq3orRQMkoqf2rjJp1Z32OjNCZOOWRNicDuEF1xMLS8Yj2Kp8CvATwMbQoi7wH8L/D3g14QQvwjcBv46gLX2W0KIXwO+DXTAf22t1e/6xJ5T4Zv2Dzhij5Ya4DMLDb2ePwDD//73OfrEj/PMT77B6/vrrPQKjoqUINZwWTPoFyhpqdqAokjob8+Y3RtwaTgllh3fnlx2fjoqdh44ccODaR+AflqTxS1HUeZGajQpW8kUheEr+9dpjeSvX/8jFJb/w//yLm/8yW30rEAI8Fqeb/y16RBBwOj5IT/6xIu8Pllj/9Uc9dyUzf6c/VlOvZ+SbJYkcUsWN6ynBffGQ+jD1eGYQVgxalLiYOFH1QXURcj9coUw7lCBQUnLQZWThw3PbeyyV/Zc8FQFdHUMVhBmDdev7ROrjkkTo4RlWsXUbcAwrdib5UyPMrJBRdGG/It7n+ZgnPPxS3vs/V9+ldk3b6Oni8zaBdXyIiKsPf0M4kCs2S+InzntZVw4ftv+s69Zaz9/0s97EfS897d/gqf/ymvcGa1QNSHVfkq6WfDpSw/Ig4Zb0zVuvb6F6rU8sXlEoxXb2ZSn8gO+fnSNNGg5KDOOphkbgzmjws0RlNKw3Z+xM+3x9OohkeqIpMZYwUuHm6Rhx09t36Q2Af/yteep7+fYXsfu//EfUt68f+LWzRdBy7PIRb42Zb/Pq3/303zqx1/j3nTI/l6fMOloi5BkUJNELStZyTCqaIxiEFX80Z1rrA/naCN5fv0h/aDi5nSTRLXslz3u768QRh1SuqxVU4dYA8Oh+wB0NMmQ0tBOF35vsSbNnZnvm6V8YwXDtKIX1dwdD5mNU8RBRPbUhPW84I03NlGZs0l5euWAUZ1S64A/+NKvUL16z1+bS8L7XZvehtnj+QAkh5a9ImerN+OoSqnzkNVewcd7u8z0wrxRWawW3NldY3NtwutH6+wUfWZVzNXhGCks9TzifhWiAkMQakKlyYOGJ1dGjJuEqgsYz1O2BjM6rSiBFyZXeDAd0DYBNtWo1A9T9iwPtmlIHwi20wkGQaA0h5McWokxgixuuJqPkcLw1XtP8omtHT5z9T4v7W9RzGO+I7YBaDrFrIjZWpkxHMwxRjIvYowV6EYiZgET6cbVRFFH0wTQCtSwZTiY03QBs3nCqFGo0A1Nv7+/wsbqlKKIidKWekW64eZGEvZrujpgb2fIVu76I2PVkYR+LudFwgdVHs8HoNwQjL69yWEh+JG/8BIb2ZxeWLNTD/ij3auMpxn9defAPBunjOcp5SRhXCjWbxyxN+8BEMSargzY2hoxrWICZViP5wRS87u3nyFPGspJwu15RG9YspaVSCxKGqyBeKVitV9wFPjAyrMcyDRh8omOnXJAFjTsHV5G3EvY+iYcfSpn+skWBhBLTde5MVDXs0NeH60RDTvSsKXqAm6sHPKGWGV/kmOtQEpLO44h1kRZS9NJdCOZlRlh3pIkLe26850ajXOC0GWI1cMYcX3OdjZjWibsj3roSUT/8oQ46rj/cPV4HI01gihvMFawEpV09oO2LXvOKz6o8ng+ADqB7ed3eaI/4lIy4WoyojTOuPFzW/f4urhKL67Jw4abTUAQaDa2JhyNcw5HOWHUcWllihha5nHEpEyYTxN0XjNuE8zij0AcdMhIY41ACcvOtEceN/TjGr0qOTjsMRLZ2w0GPZ5zjUhT/qsf/z1enG7zsXyP6OmO3509R70aEn9ixFpWYqzgqEnZWpkxaRLuiFU+ub7LqEm5dbjG/Cglu95StyFp3FLWIU0VEEwUestNQ4gGNc1BgjCC1gi6OqC/UtBWAbaTNI0iyhuatQ75IOM7Ytv5VdXOImH0YMDK5QlIi7CQZA3mWwOa9YAX60sEoUa8mlEW8fv8xJ5l4kz0VAkh9oA5sH/aa3kENjgf64T3X+t1a+3mSb+oEGIKvHTSz/uYOC96npaW/tp8PPhr8/05L3r6a/P9OS9awofU80wEVQBCiK8+jsbMk+a8rBNOb63+HJ08p7lOf45OHn9tvj/nZa3+2nx/zss64cOv1Rd8PR6Px+PxeE4AH1R5PB6Px+PxnABnKaj68mkv4BE5L+uE01urP0cnz2mu05+jk8dfm+/PeVmrvzbfn/OyTviQaz0zPVUej8fj8Xg855mzlKnyeDwej8fjObecelAlhPg5IcRLQoibQohfOu31vBMhxC0hxDeFEF8XQnx1cWxNCPFbQohXFrerp7S2fyqE2BVCvPC2Y++5NiHE31mc55eEED/7mNZ0ZvX0Wv7AazqzWsLZ1fMsarl4nTOr51nVcrGOM6fnWdYSzq6eH4mW1tpT+wco4FXgaSACvgF86jTX9C5rvAVsvOPYPwB+aXH/l4C/f0pr+yngc8AL77c24FOL8xsDTy3Ou7pIenotl0fLs6znWdPyPOh5VrU8i3qedS3Psp4fhZannan6MeCmtfY1a20D/CrwxVNe06PwReCXF/d/Gfhrp7EIa+2/Bw7fcfi91vZF4FettbW19nXgJu78nyTnUU+v5btzHrWEM6DnGdQSzqeep64lnEk9z6OWcAb0/Ci0PO2g6ipw521f310cO0tY4DeFEF8TQnxpcWzbWvsAYHG7dWqr+17ea20fxbk+63p6LR+ds64lnC89T1PLj/J1PijnSUvw1+b7cZ70PFEtT3v237sNLDtr2xH/jLX2vhBiC/gtIcSLp72gD8hHca7Pup5ey7P1Gh+WZdDzozrPZ13PZdAS/LX5Jsug5wc6z6edqboLPPG2r68B909pLe+Ktfb+4nYX+Oe49N+OEOIywOJ29/RW+D2819o+inN9pvX0Wv5AnGkt4dzpeZpafpSv84E4Z1qCvza/L+dMzxPV8rSDqq8AzwohnhJCRMDPA79xyms6RgiRCyH6b94H/jLwAm6Nv7B42C8Av346K3xX3mttvwH8vBAiFkI8BTwL/OEJv/aZ1dNr+QNzZrWEc6nnaWoJZ1jPc6gl+GvzPTmHep6slh919/27dOP/FeBlXGf93z3t9bxjbU/juv+/AXzrzfUB68DvAK8sbtdOaX2/AjwAWlxU/Yvfb23A312c55eA/+wi6em1XB4tz7qeZ1HLs6znWdbyrOp5VrU863p+FFp6R3WPx+PxeDyeE+Cxlf/OujmZ59HxWi4PXsvlwuu5PHgtl4PHkqkSQihcavIv4VJsXwH+hrX22yf+Yp7HitdyefBaLhdez+XBa7k8PK5M1Xk1J/N8L17L5cFruVx4PZcHr+WS8Lh8qt7NNOsLb3/AwhDsSwAK9acyBo9pKZ73YsrRvrV2830e9r5agtfztKmY09j63XxV3o7X8pzgr83lwV+by8X7XZuPK6h6X9Msa+2XgS8DDMSa/YL4mce0FM978dv2n73xCA97JAM0r+fp8gf2dx7lYV7Lc4K/NpcHf20uF+93bT6u8t+ZNyfzPDJey+XBa7lceD2XB6/lkvC4gqozbU7m+YHwWi4PXsvlwuu5PHgtl4THUv6z1nZCiP8G+DeAAv6ptfZbj+O1PI8Xr+Xy4LVcLryey4PXcnl4bAOVrbX/EviXj+v5PR8dXsvlwWu5XHg9lwev5XJw2rP/PB6Px+PxeJYCH1R5PB6Px+PxnAA+qPJ4PB6Px+M5AXxQ5fF4PB6Px3MC+KDK4/F4PB6P5wTwQZXH4/F4PB7PCeCDKo/H4/F4PJ4TwAdVHo/H4/F4PCeAD6o8Ho/H4/F4TgAfVHk8Ho/H4/GcAD6o8ng8Ho/H4zkBfFDl8Xg8Ho/HcwL4oMrj8Xg8Ho/nBPBBlcfj8Xg8Hs8J4IMqj8fj8Xg8nhPAB1Uej8fj8Xg8J4APqjwej8fj8XhOAB9UeTwej8fj8ZwAPqjyeDwej8fjOQF8UOXxeDwej8dzAvigyuPxeDwej+cE8EGVx+PxeDwezwnggyqPx+PxeDyeE8AHVR6Px+PxeDwngA+qPB6Px+PxeE4AH1R5PB6Px+PxnAA+qPJ4PB6Px+M5AXxQ5fF4PB6Px3MC+KDK4/F4PB6P5wTwQZXH4/F4PB7PCeCDKo/H4/F4PJ4TwAdVHo/H4/F4PCeAD6o8Ho/H4/F4ToDgw3yzEOIWMAU00FlrPy+EWAP+38AN4Bbwv7DWHn24ZXo+Cryey4PXcrnwei4PXsvl5iQyVX/eWvtZa+3nF1//EvA71tpngd9ZfO05P3g9lwev5XLh9VwevJZLyuMo/30R+OXF/V8G/tpjeA3PR4fXc3nwWi4XXs/lwWu5JHzYoMoCvymE+JoQ4kuLY9vW2gcAi9utD/kano8Or+fy4LVcLryey4PXcon5UD1VwJ+x1t4XQmwBvyWEePFRv3Hxy/QlgITsQy7Dc0J4PZcHr+Vy4fVcHryWS8yHylRZa+8vbneBfw78GLAjhLgMsLjdfY/v/bK19vPW2s+HxB9mGZ4Twuu5PHgtlwuv5/LgtVxuPnBQJYTIhRD9N+8Dfxl4AfgN4BcWD/sF4Nc/7CI9jx+v5/LgtVwuvJ7Lg9dy+fkw5b9t4J8LId58nv+XtfZfCyG+AvyaEOIXgdvAX//wy/R8BHg9lwev5XLh9VwevJZLzgcOqqy1rwE//C7HD4Cf+TCL8nz0eD2XB6/lcuH1XB68lsuPd1T3eDwej8fjOQF8UOXxeDwej8dzAvigyuPxeDwej+cE8EGVx+PxeDwezwnggyqPx+PxeDyeE8AHVR6Px+PxeDwngA+qPB6Px+PxeE4AH1R5PB6Px+PxnAA+qPJ4PB6Px+M5AXxQ5fF4PB6Px3MC+KDK4/F4PB6P5wTwQZXH4/F4PB7PCeCDKo/H4/F4PJ4TwAdVHo/H4/F4PCeAD6o8Ho/H4/F4TgAfVHk8Ho/H4/GcAD6o8ng8Ho/H4zkBfFDl8Xg8Ho/HcwL4oMrj8Xg8Ho/nBPBBlcfj8Xg8Hs8J4IMqj8fj8Xg8nhPAB1Uej8fj8Xg8J4APqjwej8fj8XhOAB9UeTwej8fj8ZwAPqjyeDwej8fjOQF8UOXxeDwej8dzAvigyuPxeDwej+cE8EGVx+PxeDwezwnggyqPx+PxeDyeE8AHVR6Px+PxeDwngA+qPB6Px+PxeE4AH1R5PB6Px+PxnAA+qPJ4PB6Px+M5AXxQ5fF4PB6Px3MCvG9QJYT4p0KIXSHEC287tiaE+C0hxCuL29W3/d/fEULcFEK8JIT42ce1cM8H41v2q/w7+y/4Pfubx8e8nucTr+Vy4fVcHryWF5dHyVT9P4Gfe8exXwJ+x1r7LPA7i68RQnwK+Hng+cX3/F+FEOrEVuv50FzhOj/CT77zsNfzHOK1XC68nsuD1/Li8r5BlbX23wOH7zj8ReCXF/d/Gfhrbzv+q9ba2lr7OnAT+LGTWarnJFgVm4RE7zzs9TyHeC2XC6/n8uC1vLh80J6qbWvtA4DF7dbi+FXgztsed3dx7HsQQnxJCPFVIcRXW+oPuAzPCeH1XB68lsuF13N58FpeAE66UV28yzH7bg+01n7ZWvt5a+3nQ+ITXobnhPB6Lg9ey+XC67k8eC2XiA8aVO0IIS4DLG53F8fvAk+87XHXgPsffHmejwiv5/LgtVwuvJ7Lg9fyAvBBg6rfAH5hcf8XgF9/2/GfF0LEQoingGeBP/xwS/R8BHg9lwev5XLh9VwevJYXgOD9HiCE+BXgp4ENIcRd4L8F/h7wa0KIXwRuA38dwFr7LSHErwHfBjrgv7bW6se0ds8H4Jv2Dzhij0U9/jMLDb2e55B3aInX8nzjr83lwV+bFxdh7buWbj9SBmLNfkH8zGkv48Lx2/affc1a+/mTfl6v50fPH9jfYWIP360340PhtTwd/LW5PPhrc7l4v2vTO6p7PB6Px+PxnAA+qPJ4PB6Px+M5Ac5E+U8IsQfMgf3TXssjsMH5WCe8/1qvW2s3T/pFhRBT4KWTft7HxHnR87S09Nfm48Ffm+/PedHTX5vvz3nREj6knmciqAIQQnz1cfQQnDTnZZ1wemv15+jkOc11+nN08vhr8/05L2v11+b7c17WCR9+rb785/F4PB6Px3MC+KDK4/F4PB6P5wQ4S0HVl097AY/IeVknnN5a/Tk6eU5znf4cnTz+2nx/zsta/bX5/pyXdcKHXOuZ6anyeDwej8fjOc+cpUyVx+PxeDwez7nFB1Uej8fj8Xg8J8CpB1VCiJ8TQrwkhLgphPil017POxFC3BJCfFMI8XUhxFcXx9aEEL8lhHhlcbt6Smv7p0KIXSHEC2879p5rE0L8ncV5fkkI8bOPaU1nVk+v5Q+8pjOrJZxdPc+ilovXObN6nlUtF+s4c3qeZS3h7Or5kWhprT21f4ACXgWeBiLgG8CnTnNN77LGW8DGO479A+CXFvd/Cfj7p7S2nwI+B7zwfmsDPrU4vzHw1OK8q4ukp9dyebQ8y3qeNS3Pg55nVcuzqOdZ1/Is6/lRaHnamaofA25aa1+z1jbArwJfPOU1PQpfBH55cf+Xgb92Gouw1v574PAdh99rbV8EftVaW1trXwdu4s7/SXIe9fRavjvnUUs4A3qeQS3hfOp56lrCmdTzPGoJZ0DPj0LL0w6qrgJ33vb13cWxs4QFflMI8TUhxJcWx7attQ8AFrdbp7a67+W91vZRnOuzrqfX8tE561rC+dLzNLX8KF/ng3KetAR/bb4f50nPE9UyOPHl/WCIdzl21jwe/oy19r4QYgv4LSHEi6e9oA/IR3Guz7qeXsuz9RoflmXQ86M6z2ddz2XQEvy1+SbLoOcHOs+nnam6Czzxtq+vAfdPaS3virX2/uJ2F/jnuPTfjhDiMsDidvf0Vvg9vNfaPopzfab19Fr+QJxpLeHc6XmaWn6Ur/OBOGdagr82vy/nTM8T1fK0g6qvAM8KIZ4SQkTAzwO/ccprOkYIkQsh+m/eB/4y8AJujb+weNgvAL9+Oit8V95rbb8B/LwQIhZCPAU8C/zhCb/2mdXTa/kDc2a1hHOp52lqCWdYz3OoJfhr8z05h3qerJYfdff9u3Tj/xXgZVxn/d897fW8Y21P47r/vwF86831AevA7wCvLG7XTml9vwI8AFpcVP2L329twN9dnOeXgP/sIunptVweLc+6nmdRy7Os51nW8qzqeVa1POt6fhRaPrYxNUKInwP+IW775z+21v69x/JCnseO13J58FouF17P5cFruRw8lqBKCKFwUfRfwkWDXwH+hrX22yf+Yp7HitdyefBaLhdez+XBa7k8PK6eqvPqo+H5XryWy4PXcrnwei4PXssl4XFZKrybv8MX3uvBkYhtQv6YlvK9NFdyeoMSgNYohLC0WtHVAf28pKcqGhtQ6sitT3bUJqCsIxAWIUApgzECYwRSumyftQKrBUGoCZTBWIG1IIUlkhqAUocoYdxzCEMqWzSSWRstHi8wRgKWIDAAaCMIpEEK9zp50NCTFaHQlCZit+mjjcAaQRa1KGGodYAFAmmwCAQWYwXaSmLVoYRh/zuH+9bazfc5XT+QlvDR67nsmNUcs96htYJWgAARGpKwdf9vBcXDKd24eLctwG/n3Ggpkph2EIC7BNAxoCxYgTBghftaBgbTSbfR+c3/UxYRGmy3+My4+D93i/soKRb3BSAsGIHQbz/21t5pYUFosAFYd2ki3nyuxVML3vpe++bzY996XQFi8bPYyIBZfJNZPMHiPUQoizWC5tY9f22+jW4jxw7de6i1wglgBUJYpLRYK5DCEClNX1XuPRbQVjI3Ea1RALRaYaxASUPbuWNCgDUCId98LvcacdARSEOlA4xxl5aU1r3v68Xv1kJTEViUNCAgVh3aSDorEViqnclSXZsXnSlH3/fafFxB1fv6OywMwb4EkJDxBfEzj2kp38vr/+fP8Nlr9xiGFbdnqzRGUXUBdRvwM9de5tl0h1vVBi9OtzFW8mR+yO89fIq6U4RKEyrDtIwJlCEKNCtpyWYy46DKeeXuFlhBb6UgjxuGcUVrFK1WpEHLvfGQT28/YNbGRLLj2f4e+3WPVycbHMwzQqXpjGR6mKNijQo0G8MZ1/tHBFJjrGQjnvHZ/DY3wn1+e/o8/2H3mcU5tTzRO+JBMaRoQ5KgI1Yd+0VOpDRracFhmdGLalqj+Lc/83964xFO1yN5dZymnstO+dM/xr3/ooX9GNPrkIlma33CelqwM+vTdIqX/9Y/eZSnOhdayiTh1i99jup6DY3k6m9Jjj6u6HKLqgRdZnnz72p7qYFGEh4GmNAe/4Rv/r/uaUQtEZ3ApMYFRFogG4HOjfuQVEtkKwhmknAOXQLtwKB7huR+QJe5U6Rzg40MopOEI+n+oL4ZgAkwISDtceAFbg3hRKIq93U7sDSXWlTaYbWAgxirLDa0yLxFhZp2GnP7b/5tf22+jZv/uz9NfG1G10naw4R0qyCJWooqQneLD8ZlSDYseX77IZ2RRErzdLbPXtPn5mSDWR1T1CF1HSKAINQoZeglNU2nXLAGTCYpAGurczbzGXdGK8wnCUHckSQt1gp6SY0U7oPqIKoxCO4errj34NURrz7cRM8C0vWSW//bLz/Kj3hhtDzv/Lb9Z9/32nxcQdX7+jtYa78MfBlgINY+UuOy3r/N+coXbrC9PWZaxggBUdChpGWuYwAy1WCsZNwkTOOEZ1f3uDtbIQ1cdmDn3ioEhsFqwXY6ZS2aI4XlVrJGM4npOsWozXhmeMBGPOP2fJUXd7epy5CNaM5GNOe12TpvFGscVRn7s5y6CimtIEkbVNJhWomuIo5UxmpSshbPuTVZY3tzwo8mb1BZxUzHxKojVJqDMuM7B5dIw5b1tGBSJ9QElE3IuEkZFekiKNQE0jzq6Xokr47T1HPZka0FC4OnRmRxw1ODQ1bCkpWw4D+2T3PQZSj1SHqeCy2tNvTesNQbATY27P2wxEQWoUGVYAJBO3ABkhyFmEHngqvOBTqiUi6RAYhOYkMXtKhCYhb3k3sKPZbo1CJb6FJAWLpEYAPrAiRA1dCsWmxgjwMoOkEwF3S5xSiwocUkFjWXyEKgE/e9wSI5YUKXVZEt6AhoJTZyWWlhIKgkXWqRA0sUaXTaPeqpOhd6ngT5jTGX+1PuHK3Qhu5HqNuA+jB1QfFGjZCW4jDjVrJG3QZUdcgfmSe4tDZhK5sSq45BophUCUeTjKYOMLWiCGNUYOj3SrSRx+HNeJZQ1CHGSGRg6ZqAWR0QJh2VNCRRy6RImNcRg6SmGsdcueYmoGR5RSFi6jLEmvdLUgEXSMtl53EFVcc+GsA9nI/Gf/mYXusHZvMf/R5HP/xjFE1IP62p2wAlLevZnNYoXpi/5UR/OM84nGdkcYO1grINiYKOtUtjprOU2TQhvdwyCCp6qubB+oC7rByni4su5JnhHgCvh+uURynfGl1iM52xN+9xWGaIRVlPL8oV81EKjbufb82Py5O9oGEjnbMVTRmZGI3k2XSHu8UKxgpipSnqiM18Ri+ombcRm+mMfljz+tEaTRuQxQ37sxytH7md7kxruewET9/g5S/CDz35gF5Qc3O0we3pKrdZ5cn+Ef2oJpKa1x/pfft8aGm1pn+vZfTJEFsJdGoRWtD1DVZKV0YTLmixAkwqITSovEVPQwgstO7/ZCmwUmBD6wKhVGCkoUtdmTCYCaQGHS8CqchlwWQLRrjAySqLKiWqFHS5cGtJLe3AIGuBid1jsBDOBCa0x6U+nVh0ZpCVW7fUwFRhagmLDBWVICgE7Tiil1c0gX7UU3Uu9DwJprs9LvenGCMIew1dJ4kiTW97Rl2FpGlDFjd0WlG1AU0T0BQhWMG4dFHuj2+9DsD/7/6zx9XfNwmjjqKKaMqQKG1J45bpPKGcBwhpSdIGKS1SWJo2QAhXcmybAJm0WCBfKxnNUw5NTlMHBKGmKaLjEuH7cGG0XHYeS6O6tbYD/hvg3wDfAX7NWvutx/FaHxSRaq4MJqwkJXpRP99Kp6yEBalqKXVEpQMCpanqkL3DAVv5jF5cM6ti5mWM7iRZr+bre1c5bHM2whl52NDLKpQyNGXITtHnj6ZPcrdYYV7EoAW3bm/ytVtPIoSl6RRFHbk3iaRFCIs6CFEziSwlN9YOuTSYsl9k3JqtcSUb81zygEuqQGEoTMQwrJi2CfcPhkSBZm/e47XxOsOoxLzZaxBoLq1MWEsLkrCjLsNHOk/nQctlxuwd0H/JafWVN64zLRL2Jj3uHwyZtAmNVszb6DiI/36cGy2NJrl1RLfWkuxL+q9Lur7GxsYFJh2EYxfkAIja9VSFoUakGlkKZCVc79Kil0loF2TFh66Xqe0bTAhd3wVR0VhgIkuXugBJdK6m17lKEEIv+qgEdAONTi3JriKcvPUWKhuoF1ktVbmMlzAQzFxApSqBXgRg0VgQ7ylEu8h4RS4o64ykl9WPdJrOjZ4nQLpWoqQhT2uC0AWdl4cTfuTSXTZXpzRtwP5Rnzxq2OzNAcgG1fGH04NZxn/YeZrX5+v045ontw55/okHrG5OEYueLIC0V3N1bczlwYQsq102VFqMkSRhRy+pqaYxZR2hpKGXV1wZTFyrRehKg3UZYmYhRkvCXvPuhb13cJG0XHYe2+w/a+2/BP7l43r+D8tf/fSfsF/3GDUpSdixlU3ZjGbcK1eYtAk7sz5Hk4w4brmxcUjZhdzc22CtV6CNxBiBnUS0cUcxj/mT4Aq3k1U6I9nM5xyInLoOGRcpt4NV7h8NXXYo1qAFm2tTkqAjSVtao7h3OMQYgZCgh51rnO0ExgrSoKXVPbSR/NTgJW4EB4xMxL1ulXGX0S6az69ujAikIVYd9ycDdoo+/ci9QQdKo410vQC5pV40aT4KZ13LZcZMp2z+cc0LT18n3CipxjErmzPW+3PW4zl7VY9AGtck+wicGy2VJOo3zG9Il+XpdaiHsSsDGoEqoVmxZA8FZQBaKao2JRg2dJlB1pJgqlzWSINJDK0UJPuKYCpphxqTgKwlIncBD0YgG1CNazaXjWvMsrmmA0wo3LVpBcm+xAS4LFVsUBOFiaHra0QjXQlRQVAJdLLIXC0y0rIVNOsGKy2ikcdN77JyAUAcPnL57/zo+SEpJwkvzi7zk8+9wlfuXqcdJbzBKuWK6x1VyhAEmqIN0UbQ1gGDtRlFmBIozeXBhKKNeGl/i+c2drmeHVKbgN15DzuKyK7PKeuI1bxkNS64PVml6xSMQ8xqg4gsR+McM4qIDyTNIOB+L0Ymmtk8Ic9q8rghVIaqiFzvnjQEgUEGS3Zter4vpz1Q+dT4D/efRknLtHA9VUUaEcuOrWTKN3cv88nNHVbSkv1ZThx05GHN4Tzj/u4KWAjijt7VCfNpQtarScOW7WRKbQImbcIgqTga50hpmFSJywwtdiGpVDOMXefquE6Ylgn1PELMAuR6DaFBKIuQll5YEwjDdn/GdjYhFJqvVdd50K7wsB7SWslaVFDpkEh27BR9DouUOOxouoBKGrKwQRvJfPHpKg8b4kcvMXhOmfmVkD/92Zd4fbLG7r0MuW2oO3fpPj98wCvTTSK1ZHoaSxBo8itjju4OEaOQ6MiVyboM6jWL7mtmkSQoBKIRCCnoagWhRU5cD5OqXCYIAAXltkVHb/VHCQ3916G4BKpyzeZWgE5dBiuYC8xcIWuJ7EDuh1ig7VtUIZCdgFYQTiXNiuvzCkqBCdxzqAa63qLBvXEZNVG69Sb7Cv1mE3zkypHzaUIatad22s8q/Rcisr+4y3+8+Qxh3BEMGoSA/UlOFLme0tFBjxmwsj5ja2PCMK4o10KaLmBUpQzjirTf0hnJnXKVh/OB66ldaTBG0ktrelHNbtGnagPaxl1jZh5SNgqhLMn2nLrpYdcantg+ol28r2or2B310J0i69WYrKGcxpC2x7vDPReDCxtUfXrzAYPAZXEGwcJewSoeVgMuDaYYK+iHFeMg4dX9dS4Np3SdxJYKkWjaMiSOO7Y2JoDb1p6qlrVozucGt/nO/DJ3D1YQwOEoh2kI/Ra0QDeSSRMziGp2dlYI0xYVGcygJU0b2kChO4XRgofzAVJYJlWMxPKHydNshFNi2bISFrw23+CgzumHNd86uMRokqECg0xrlDRUnav/ryYlcxWhjSQQhrW0OK1T73kE1Poa+hnX2zd9QhJIzbRMCK/NqduQrpO8eLTFQZZzUGY0+tEzj+cCY6irCGMk4VihY0u9YTBj10ise9o1pRto1zuCUUB8KGiKiHZV0611oF2JLRxLgrmgWTV0PYPoBMFYOQsFCdOnXDnQhq5cKEuJ6NxWe9m5jFU4F4hFrNOsGrQShFOwFlQhaXsGExlEK5G1s2foBgYTCcIjSdd3NSAbWLfTsBTY8K0gzoYWVQu6InBDMzzfhY5h5+EKCEtjQ5KsYWsw4/7BkLoOubw6oX+15u7DVco6pJ/UFG1EqDSTWcpsL2c30ayszDlSqSvXBR2DrGKzP2daRyRBR9FGlG3IIKlZy0rXH3sUYyNXTgyVRjw5RQhojeRo6jaJrPcKxsBkP2JepYjA2X0I4X5HPBeHCxtUjZqMZ7J9PpbssKkmvNJc4nePnuVbu5fQWjJOE4ZJRR41XOpN6QU1R0lKE0fYViITzTCtGMQV4zphb5azmeZcSjSFifhs/zZ7l3p8695lrBGuT+NNb5tacTDqsX654LNP32an6DMuUppGMZ8mWC2QgcEaV/qbNDGzeYIQllE/pdQhz2UP2Uym/Mn4KnfHQ3546z5XehM6LRHCEgUuU6WN82SZNxHzKmIlLxnV6Wmffs/7MP4Lz3L/L7jeHlkbXj7aQmtJ1ynSuKWX1AyimsvpmM5I7KM0bpwjRNsh30jQuMxPMBdUm+Y4syMrZ5NwvCsPaHsLr6dOYGPzlk1U/OZ5dH1TqnLN5QgBxvVVISyykq7kJ8EE7nqVrWs817GFxJUFTWSRDcceVKJbeIdpgc076kygJgqE2/kXTaXr3QrcOoICghLaHMjc2lXl1idbxZ5Y+ahP95knnMMTVw8YlQnT/ZyyS+h6BSuDgroN2Jvm5ElDmHTEUUfZhqRhyyfWd6lWAl7e36LrJEUVsTWccSmf8LF8j9YqXppuM60j7u+vECeuIb3uFNeGY57Z3ude4lozQqWdTU5qeHA0YGxS2iagtTALO4wVzktNO79CWwd0PFJLlWeJeFyO6meeb37nSUKhSUTLyGQYKym6iNlRRtsEVG3AtI4ZRhUSy/35kM5IwrRFJhohLZ2RSGG5nE/IopZRnbJb9Xm12MRYyTO9Pa5ujHjy0iHZ5hyrJXKunJeNFewXOUXnskdR0KGUJevVxHlDr1+xsTGl1gFJ0LEyKJjOE16bbhDLjifCA/qyYtrEHB30eGW0yZVszCfWd9nICiKliYPO7VhsQtpOkScN62lBFjZ05sJKfy7Y/bxk8HLgtuuHECnNldUxg15J1YSunNtGHDUZ+0VOIB7ZIuN80GmXzVFuZ16XWVQpCMcC0bngRujFbSPRqaFdcUGXKiSicGXAZl1jlGtnkp3zohJ2YdBpAOl2EQZzSVAKool7fvFmQCYgnLpynoVjbyoTWcptQ71u0LlxfVN68edTC6JDSTCVBDOJTix2rYFehw0sbd9SbtnjsqTsQJXiOCsW7V3Yz7rvyZV/vcO0irFWEGROoKIJCZWmn9Ss5CXzypk1K2loOoWShrWoYBhV9NPKZZfu56wkJZ/sP2SnHtBaxbVsxHZvBsKitaRpAoyR3B0PGdcJShqEsIhFxeDu/gq6U0hpUYEmSjqiQDOfJFArVNYhYw2RwbTObNRzcbiwV2+6UfBKscWV6IhQaO42q8zbiMHanNWs5P7hgNkogy0ompCmCVzTobQoZbBWMJ6nx6W1rXzGawfrPJADPrm5Qyg61sM5W9mU25NVrBXkKyVzm5IMauTiwpfCkkcNQoRMZqnrI0lrZkXCMK1IgpZpE9OPndlcrDqejA8pTMwbzQaNVmSDikYrbs9XyYKGzXTGqEmZ2Zg47Jx7sFZsZHMS1R47tXvOLvGzEyb9HJQlf3KCkoan+wd8u9umqCKOJhlp2lA0IVGgl678Z9sWVUH5ZAedoH8zWDSnu8AjPhLUqwZVCygFJrEuy2ScrYGqJY0Fmxi6FQ1jRThxvlDFk50LgGrXmG5C189kYhdthVOBqQXhDEwA+QM4+qTFRBBOBLaSqNqVpEy08KdqcRmuJly4urufQxjoMsAIbKUgsLRDV4KMRpJmrXNZrn2F1C6gu7jvyu+NvnkLeJa2VQz6BV2mWM8L6i5ACrtoc3A79UaHPWwtia917Dc5Lx848+vNwYz7TcBrB+sYK6h1wLV8xA/17gHwYneJ69v7AHRWcmdvFQHUTUCe1s6Lqgso5glB2NE0rk0jDBtXHUhbWuV6AZsqdJuNKoVpluva9Hx/LuzlK6XlyfSQUGiuBkfMk5g/MDdYzUr2pjlBYDChCz6uDce8trdOXYV0tULMAmyqsRnESnN3PKSf1AyzEiUsLx9s8mPDWzwd7/IwGfD6aJ00blhJK25XIVlSEwUaKSyJaumFNUW7wjPb+xyWGU2nMFpy/2BIP6+Q0jCapxT7GclTHbfrNfqqpDARvbDhiUsjii5iUidkQYOxgpWoZNY4I9NZFZPFDQA3DzeYlzHNLDq1c+95f4o7fZIDiYktelXyxr0N3vjOJVZujNgYzCnbgKYLaLViM58vXTOsCEOaoYVOkN0OWH2pY++HA8onOmQpiUaS+FDS9g2qFST3pdvlF0IzWFgZzCVtYBGtwEpc6XBRrrO9ji50mWPZCXTPQGRoBSCcw7oVrqQorMAk2o3FOQqx2mWZoiOJCUE1izKgdsGU7NwaTGCR0vVXBfcj1/+1arCJQR0Fix2G0u1MHFiSfddc3/nJI9/Dq//gR9H3DFee3ieUhkFccVBmx6O9lDSESlPMYsK0pVOKvXsrlE3IRm9OIA2byYx2kaE/qlJ6YYO2gpvlFr//4Dp5v6LsQloj0UbysUt73NzZQAjoxw3zxm30WVuZMZpk9Hsl01lK8raNBbaTrhm+U+hSIVdrVxL0XBgubFCltURbd4FpBJHoeLJ/yO+/cQNjJBsrM4pAUzYhZRjSVKGb6xdr0tXCzZUyknkT0U/q43EFnZWM7qzwT9of5yeu3SKUmk9vPGDcJBzVroHCGMlqMmO/yHn9aB0hLOt5wXY2YdZGREGHBaaHOclqixSWTituPL3Lx4e7fDa/zbqaMTcxzwz22a16zj1dKwJhmHUxh6UbeZNHDaNZSlWHNJ1yjeqBRidLtltsybB5h71cI1/o84mtHYbXKgJheFAOePHeJfq9kvW8YN5ENEYtX/kvDGjWNcSGLrPsfTag+WSJNGCbiLZnCWcuWGpWNbJxQYpOrRs/YxaWCBZsajCASVxAJbTA1sr5W7GYyRe5kTWylC6Y6huMcmWbLoNwrLCKRUP6ondLQ7RwTa+27LF9g6oWMwily4DJzq3LxNbtAow03RCiUUgLiLTDhpJau7dj6xMb34O9VCN3Y3YPB2RZzcE8oywjttcmbGYzRnWKsYIw7ljtF6ylBW8crtI0AQ+OBqRxSyg1q0nJw2mfqgm5vD1hJSy5Xw6ZzRO2VqfHu/nyuCFRLU9sjJDCsjvtUVYh7TyCVrrSXlaTps4Uum4D2ns5hJZR23fBugEdul3cnovDhQ2q/uozL/Aj2Rvcb1f5o9l1NK6nymhFmtUcTTOyxH2SuX84JM3dTsGqjKiqECEgjlvqTjFIKmLVUXYhVReQXZ4xP0oZ3Ch5Ot1jtx3wkt7mYJ65ea7ScHNng64JiNOWXlozrhLK1vla9ZKaONCUSUcWtgyjklkVkwYtn87vk8ua2+06t6oN9uuc147WqduALG556XCTftzQi2q20ilq4Y1z73DIeJIjhMVo4bsnzzgf/5tfJf53l7iX1nzrwWWe2jzgh1fvURvF2sqMfuysNuK0o9bBsSv/stC9/gbP/eMed3526PygIosulRuUHLsgqTPSBVaFwgTWdYhakG96TnUQTgKqK+3x77sZdtBIgpE6Dnx05DJiGJc1EmYxKzByhp7NwJmO2gBE52b56cRlq7o+x7v9CF1AZJULuGTn5hQGpSC/K2kGoFNJ15cgLPXqQrNpuNhp6Mp/XX/JAuQPSfD0DafrpYquCOhilxmSwjKap26TTx1grCBJWoompG4H5EmDNsKZdoYN+0WOkgYlXe/Uw/mAonPDlj9+eZfdeY+NbE4vaqi7gLvTFeZVxPPbD3m6v88bszVuH65SHrqJF5NpipQWIQ1x3CG2arKsZqM359bdDTc2SQts4/tXLxIXNqh6dbbBMCj5WLyDTA1/MrvGlXTM7HLMrIkZkzCdJ6SL8QSDrGJWxWDBaEUUt1RVSC+riZXb+RFIgzaStlXE/ZqdesDT6R5PRgfQg1kbc4cVqiYkCAxRVFNXISaBPOxIg5YmVuRRw1GR0ssrjBVsJjOuXJ0Qy5bKBoSi42p4yNem1zmocqomxBjBvIqOxyeI1NILGiSWzXRGNQi4f3cNjIDw0Q3pPKfHt/7oBna15VM37lN2Ia/ONpDCUrdunuP11SNWopI/fnD1/Z/sPGJc35JOLTo1BAfhsdmm6BZZpBSikcsMmXgxembqZvx1mUUnFjlfzAJUYA0QGBDquFSnFYhWkjxUlE+2aJxju1m8O7oGd4HOXDZKVeI40DOJJVj0YR37Wyk35ka2YIX7XlVZzIYLyoKppOsZkNYFgLzVpG5i64Y1e465/V9cQTy0yCfnbF4eEynNg/3hsdO51oI8q2m1wlpc6U1YwkAjBTRdQJg4R/aqCamakK5V7I17TOKYqgp5avOQ8Sylbt0UjaJyrRPWwkv7W2gjeXr9gI9t7vOqWKfYyzFF4FpEOjfxIIw6yjLiUFh6KyVNE7i5fz5TdaG4sFfvg3/0DH94dIP/Yf9HuBSM+Vi2y6VowvXeIWnYMkwrN+epCZALt+pQaVRgiOKWrcGMMNSsZuVxXxRApyXNPKJrAzenrV6nMDFHbUYWNPzQ1gM+ubXDjfVD4rBFL5oYP7n6kM+s3iOPGgJh6MVuh97D0YB7xQoAT6d79GXFS9UV9roBsewYRiVp3KA7RbmfUZUR01nKw9GAUofcLwccVK5JI8zdJ3YxDx51yKfnFOm9IQnvRvRCV17+9s4lJk3Cpf6UtlXcnwy4N3dO/cu4m9NkIe3AEB8Kerdco3n6QBLtK2QjXKAUWtqByxrpyPUxtX3j/r8TqIUdA+B8pOYBdJJutcPE1gVOyjWbWwGiUNjE0Gx1C/NOQTh1ruh6EUSpheu6XuuwocEq5+5uF+U/sdjNpyrnyG4iKC67pve2b493Eeq1FhO7gc5B4awcROf8qzxv0Qwt0VNTelnFMKlYSUrixby9ahLTTmKMFazlBVuDGUJYrqxMiJTGWJhXEUdVyqRIGB3mVKOEMHJlQq0l7SRmd9bDWigKN4KsbQKisGNrOHMbfVpFZyQrUcFKXhIOa5LViqTXEPYagsCQxg2mkzRtQKg0zTyiLUJE4IOqi8SFzVSt/quXWPlfaW5P1/jXwQ+xFs0ZqpLrySGNCbg/H5KkDdPDnEZYhICukwjpttZuZVMGccW9yYA0aLmcTliNSkLpxhZEsdt19x93nuaTqzscNSmvj9YYJDXDqOJy6sYmjENDEnZ0RvGgGgJu54lcbOFd67sdex/LdvhEfJ9QaP71+DPcLLfoBxWfW7mDFJZv1xEmd+NvDkY9ulbx8miTSZmQhB3TIkYq1zdipUVM/Tv3WWfyiY7+pSmvjdZpO8VGf8713iFX4jH7xaeRAqwVNGVI2y7fpWwiiQ0t0cjSZYKggmYAqnYDklUpXICyyBC5b3KjcpsVZ+QZHkrnCdUIWu18quTMBaAmBJ0ZgqkLqOoNDcOWOHUz3BoZ0ZYhcmHkaUMDWlCvWuJDQXcQurJkalCFJDqStD2LDaDactk03XMzBhEWG1mIDLYLCCeSJlKY1GBqhbYus4Zwo288byE6wTAvGc0y+rErzW0NZhzMM0RW03WKXlKjrUBacTzmp+6C4yz+wSSnawP3+6EsXRsQKc0gc1YLQliuro85nGcoacgGc6ZVzOE8Yz5OuHRp5LLF4w1arUjThkv9KfcnA6yFah5RlyG2k+hOQgzZsERKy77yVYGLxPK9Ez8q1tCYgJW45M58hXkX0SWSXuB6VfKwZrMn0VpSjFOKaYytlTOrWXGjDLKwYZDUDMIKKQzzLnbBkLTMD9zFWTcBO2mfzXjGIHHZrB9euctQlbwy3kQ3klYrxm3CvdmQg1GPJG2o65CmCBlcdlmK/bbPPHIp6cJE3Jqt8cnBQ7SUfLy3S9FFvHG4SqQ0W2sTQmlIgpZQGp7sH7KTDnj14SYiNBAaVOgv9DNPrGnbgO6rq7QDS/aZHRoTcNDmfH77DtM24bDOQIBawnKubAyidf1/1YYlKAT1pRZZuEyVCV1Tug2t22FlIDwKMEogjMsqFU92xLsBqnJjaLqeQSjhbBCExUpxPMzYxoYka7EW2sXA8W67QUwXb5NWIIx73XoNpAZakK2k6xu6vvOqEq3LbgkjMLFzT8cKbAEIRTAXx75Wai5JDgTVukX3DEILZOmzyG9HNjCIasYipWidN9VGOmN/llOVEb28otWKJOgWxsduBmDdqeOdee3CciQIF+agVci4TIgCTS+pXUm9DbnUn7KdTXjxcJvJUUaYtqyuz6hbF6BpK2iawDm4RxV1vYbuFGmvphin9NfmhEo7m5MuoCojN/PVc2G4uEGVsTycDxjEFYnqOKwzXp+s8em1h6xFc4wV7BZ9tgYzRoFm9GCAGjToWnF5dcK13ohRk7KdTTEIvrF/lVkVHzcMZ2sFs1mC7SS78x69oCaSmv3C7QDcCCbOFK6R7iKUbuBxVwc0yrA5nDFPInZHPaZVzKV0ys36Evttj8Mm40bvkFS1vFpsMAhqsqChvtXnTp5z5cY+RRsybyKuDw/5ieGrvBJtc2t/DdMF2E4i4kcf2uo5HdR+xMqlEeGfnREqZ8GxV/Wow4Cdsk8oNaMq5RNPPGSslk9PE0lULUgPLG0umT+lCfotnRWo2jmWhyOJDaDLDUhohxrZbzG1cs3nVqDThS1C5AYou/mBFtPTyLlCp24As5op2lmOiS3JA4WJ3C5AJJjQBXiqlKjSBWIWV+br+gvbhtgFSm7XoUDWEB8owunCJsFAUAEW6nWXMZY1i0wWyGLRKO//CH8XK68aXr5xGVpB+kTDZJ6zP+7RliHWwkSnmFaRDiqCQDMbZQSxMz6eVgEbWxOeXj1kr8zJwpZpHTOdpOhI04sLtyNaGnpRzayJuTdfWfSnQjuLmAFx3LGeF7RGUkpD2YY80AOMVphpSNEowqwhi1q0kW6DUVyxM+0v3SYSz/fnwgZVVmveeGOTH//UTQ7rjGkTczmfEMuO/brHtIvZyqb0wpqr+Zh7WUk/qrl1tEqtFd3CjqHoIrKgYSUpKZqQsojp5RVVEyKlxUaa0SzlxW6Lug2o65D/sPcMe8M+cdARDmuUsEhheXJwdOwGPK8jt023dM9T6pBb1TqrYcHlZMJhk9NXFU9lB7RGYRKBulagjxJnbLcoBxkruNuscTUe8VM3XuWFw0vs7A0xS2YWuYzIawVVEzIzkmFaoa3AhIJWK167tcWN63tc6Y1pTHD8+7hMiNYQzAWzy4J2YOm9pphfTUhGEqtcIGVC53geHbnfZ2GgKSWkbkwNgaXra4J54JzSlTgelNwqd85UIbES57ZunIO7VYtG9NQgey2UAWqiCApn42ACnAO3EpjEvZYqJKJ1XlM2sOjENZ4nB66RvhlAuek8tGAx3kbiHNcDexyUCe928l3IzpLcCRGfmVC3Ic1uBhbSKzOKSYLVknylpKkDlDLHjeFh1NGN3XiuHdWj04pZFTNMK6KkpW0V8yZCCuvev9uIncOBc20POzY2J+w9GJImLttVa2dJk0Utu6MeAHHS0AiLbhTGSHburSIayXSz4PLqhFYrjO9fvVBc2KDKzOc8948Kun8o2Zn2SaKWQBoMgrmO6Ixk2ibcna7w/PpDfnzjdWoTILF85+E2B+OclX6JNoK1rFxcPJI0c6nkJGoZDqfMm4i6U4wnGUJat+W3DfnGwRU3tDmvmDchv//6U3zmibskQYcSbgROGGjnp9Up5l3E7dkqzw132Y4mPDADdps+P9p7HSkMd5t1dq/0GG+k1F1A2ym6TnJ/NmSn6POnNu7wo4PXuZ4e8D/yvNvJ6DmzHPzNH+djl96g7EJi1RFIwxtHqwBUTchgY87hPMMuRmDoJXzjVlVHl1pM4DI/yYGl2hCoxplrWgVIS9eDZNftyEOyaBB3g41N4hrIdez6lfSwQ4wCgqmAscuE6XgxMkYsnnNxKlUt6FqBCgzpRsHc5ARlgAkX42VagaoFwijXyJ67nsXwIEAshj0HM+Ec1XnLq0oYsIkG49YcFgLbd88ZTKUzE/Ucs/9DCvn8hK5VPL29zzitaDrFSlpxGGgmk5Qo6AiVxlhBlLQY7fz4PvbxBxRtyKRMsFY4K4WqTzuPyFbc+3dnJZHSjKo3bfAtRkuKOuKJJw7QVqCNZFbFhEozryLaUYIaNORJSRRoRtM+upWorIPcojtFs9iNKLycF4oLG1QBiFpz89A1HvZlzUY8Z7928/je3E01K2NeHW+QrrWUOmTaxkRRRzGPiZSmtgEPxgOeXD1is2+5dzCkLUPSjWbhiWKIAwgGLs38xMqIQBimbUzVBUgBg6RiViS8vL9FFHTUbcBmf84groiU+9jaaOfDslv1SGVDKAypaklkyyU1pjIhkdR0RmIWzZrl7gDdq7jSG/OwGrAaFsSi43I+4Va7dpqn3vM+HPxEy8F3rvGjn3mVh/MBDw6GdEVAsGmYzhMErrlWCkseN8Rq+dIbVgraNQ3SImrJ1CiCuZvHZyLX+C1aV25rVlxPlewWruatIB65zF6Xu+HI4UTQrkHX15hALnYQ2uPymzBuzE3QOJ8pE0M0knRtSrHZoAYNTd7CvvtA0sUWVSk3XBlBF4PonBt7t+iPUvVbu/6wEI2ls2WJ3XoB2sGiiV07LyzbvtcZuZjc+BcT3viUoGsUVecsEZpOIbOSYVoxLyOaLsAYgZSWlV5JEnTcPxyQrraUreuPa+qAfs99AG7HMcV+BhsFm/05oyrlcJJhtCBKOrpWUdzvYS9D2yr6eUWw2AVujESkHVjB4agHwiISDQI2VqeUTcjkKOP+g1WEcsG65+JwIYOql//p58GAOgr5sfUXqXRAFrQEQrNb9HlqcADAtI25Y1bYHffYz3MmTUI/rJEDS5FW9KKaXlSza3rUOqAf1VzfPGJau1l9xgrEYrbfnd1VTK0YJTWBNLRG0nQBaehq8GuDOUfTDGtdCnt/lh+nm9tOEQcd2khe3NtmOkz4zOo9MtmQiRopDA/aVSodUC12vEymKSSGsgkZNymBMIQDTSLbY68jz9nlU//7HW7/9Sd48dXnWPvZ+6RZzVwLhmkFwGi/x+rmlPW8OOWVPj5MGqDmkuv/Y8veZ0OyHUMzEHTZYtKxtpjY9SC9aZugykVj+5ah2nDZKSxIXNkvvR1SrxvXu2QlxrjMl7DOeLPtO7POcA5NDNFYuCCpjWk3WzCCaO5KgF3PomrnL1VnBjWTrocrsQQzZ/BZbVqO5+kK1z8VHwnCkVwMgHaN9qIV2MjSBRoTLV8p98Ngv/oC1f6PoYZuVAy4iRiHRUo/bmiLCCEaellF3YYIYRmXCdZIXrh1xc1cVBYZa7Z7M7RxQ5OtfSuFVHUBYahpxzEm0ljcVINyFsMkZLA+JpCGUZmy1p9TRBGjw5ww6YiTljZQNGWIkoarwzFKGjeDsAiwS2h34nlvLqTaa5sT/uzzL2OVG1D842uv8UP9e1yNRzw1OGCn7KOtoB/WbAzmrPYLIqld79KiNrB31OfuaMX1Qg1HzJuIm3sblG1IEnQ8nPSpuoAk6DgqUoQAlbhM0v3DAdNFU/vBLOPB0YDxPMVo6T5ppRXlG3129oaEb8tAVF2A1pI46NgIZ/SV+wP7WrPFG9U692fOkqGoIqwWpIOK+WHKg9GAoyrl1WITjWA9nn/XvCrP2aN74w7twLluv/H6JqHSWC2ZVDFJ1LK6OWWYul1Ps8WommVD/u6f8MRvdjz8Qky1YRl/TGJCQbVhneFnJ1AzhdDC2SPEuKHHM4j3XUO6Tl3g0qWWZsWV+YK521ZvkoWFQbAYlKxcf5Ne+FelO65U16wYjML1aAlLu2qQHaCg2jDo1C5c1QW6p+nWW3RqaXsWnZnjkmSyKzGpcaVGcEGYEce9VQSGZCcg2bmQb8vfl4/99w26cJMDZvOEy6uT493UV64cuh2bWrmARljKOuTp7X2ubI8YbM+gk1gtuXWwxqyNyJKGK2vj4515q0nJ9bUjeltzrAU9D1GRIckbbKYXbRwBTafYH/eOKxntOGY2SqknMUHkNhvtzXvOOmd1jsi644yk52JwIdMVhw+HpNt3+Fs/+6+obMBRm7MRztgIJozjlGkbE0sXzKwkJVJYioVr7sNZn6NxTpbVfHJzh6KL2E4n9MKal+0mDw+GhFHHSq+gFzbM2ohOu0+tppVMigSApgkwRtJP6+OZfADDtGIQV4yfGjOduHlWb5qPAlxamZAFDd+YXOO53g4v2CfIZM1mNOXp4QGzLmZSJDRNTBsGICCJWjayOa1RfGPyBEUXspnPP+Kz7vlBka2gvNrx8Y894LB0jTlVE3J0b0gwbGi6gPlBRngQ0HVL+IfYaKwUSA3RRND2LNW6ID50gZXJDOFIuaxRtiixWAhnrjFcNotxTNJCZ9GJOxZ0ICrl/K4EdKsaUIRTQXz41mDman2R/Sqcm7qYB24+4HpDHQSoqQK7GEVTCHTgdheaRCOvz9FliJgGWGnphhadCtRMYhRvWUEI60bqlBJQC3sH34TzTt74qylRf07ZhKRZzceHuyhh+ePFrusgMHSdQi128a1slWwnU/ZqFwBVqxXNLKJtAoraTZ6YLL4vCVpaoyibkLoOaA8TSDUIN0lja+AMQG89XHcbEkJNWcTkw4oo6OiMxFo3DkdJw+E4Z3+0gho2zoZHez0vEhcyqJJTxfXkkL4quV1c5Uayz2YwAeCPjp4gCxqupwdoK7k9W2W/yL4rVby1NqEXNhRdxCu7m9yNh6znboinNoJZkbjGxjZiUiYoZXhq+8ANAa0joki7XX5twKRIkNI6B946pIhc8FaWEViYFAnrvYJAGNcAH3QEwnB7uuoamIXhT/Vv8cnkPuMuZcPOqLuA20bStQqk+2Q3WN9jI55x2GQLp+Hl24K/bFTPVlApXt9dJwg1UdZQHqRkW3NW8pJpFRMNarqkW9o/xNnNA8ZPX6Jad43f8QjqFUBAtK8IZwIdOy8jEzrvqC5zM/1MZAkXM/5U5Up2snEN4+HMZbe6gYbI0K6CVYpkzz2fCcGErnHdStcDJWuBbCVt5uwcWOwiFFa4+YHWBW12GtAqiwgMai4Xr23RkfseoReP0+64C/yAzjWud5lPbbyTdqPluc0D7hytIIRgpxywHs+RwhIFHUZKqibkwWRAGGiysGUlKpFYDicZbRkiAoNUhjxuWEsLHkwHdJ0LiDbTGa8ebaCUpRWgYs322sTZ3BiJEJYgdC7p1giCuKNtFVHQUVUhcdwRBR3TKgZhCYYNvbyCvGIn8npeJJbw4+378+yvzHm93OB+s8rXj64x0wnrasbV4IiNZM60TYhly0zHdFZStyHWCsrajYBptSsDdsbtMJkVMYdFyqhKKeuIrlXMq4jRPEUIy3Z/xrhKSKOWYV4CbpyNMYKmDmka5bJVlaLVioNpjjGSKG3d2JlFqdAC+9OcUZOSBi07ZR8pDFPjsl9b4ZSeqrmWj4jCDhVoVOxG6xxVGffLIcZKAmF4OO+fogKeR+HnPvltwn5D1yqqWUx7LyddL/nhS/e5nE/QWmKW3NNIv/IaqrEEBfTewAUuHcjaBVlW4IYpL3qnsNDmrvQmW3E84JjF8GQXLC2e3OLeAbUgGC/Kp9L9E3rh3C5Bp84dXXQC0UJ8P0TUEr3S0Q4NXeIa4bFu9qAqJeEbMezFbsafgfjQGYKa2LqByYsATHQCVUhk5awYTOzsFTzfjagU49qZdQ6zkrIL2at7jOYpg6QmixuMEYzHGUUdUbQhr47X2StzkqSlv1pwZXtEntY0WvH64RqTeYLuFPfGQ14brdN0iiyp6V2aoZShal257/7DVco2ZG0wR8WaIO7YWpmx2i9Io5Yw1FgrOJzmTB+6nYXdJGK0695jw2D5NpF43psLmamyX/km/+nu89xbGxKrjj84usF2OOZHkzf43OA2/1PzHLvNgEmXULTOYK6sQ5QyqMDNkkqCjlYo8rghCjr6cUOoNLu7Q2wniPqaOOyOP+kcjnoEYUee1ojFTEFjJNZAd5DShhZZS2YydeniRiJXDbaTTGeuDFjXbi0AN/oHjNuUziheLzcZdxnXokOuRQdIYbnUX2G/yBhPM7Kk5v5kAAMYxiWR9Bf5eeBfffPThDsh/V1B8xNTKi343JW7AFzLRuz2+hyKjDhs2QuXN/PYDAT1hiWonPN49lBQrwi3Uy6AdsUsDDdBNM5GwTWiq2O3dHD+U6p2gZENXOAUjBQ2dM3pJrToRYZKaLdr0ET22GLBKouJBPGRQFWKclugCmcEqpUbnCs6cTzLzwbQrbZU0mLiRdBmwMYWNZY06xqRdZijCFk5e4ZOudf2fDeyFjy8tY4atEhpWE1KsqBBCBiXCZv5nEPptG4ahZQBedygjTNXDpUhkC7bPy+V619VxsXV0pBHDVJYjqYZShmaIuRwGpGtlghlKJoQrSWDfsFmPmc9mbNX9Y6d2qOgo7bB8U4/0QmschuCvE/VxeJCBlUA5b0eG1fu8EP9e9yp1vhOeYVEtEx1whtHq6xEJdvxhNWkpKgjZ+RpBVnSEChDHHTUXcBollIfpCRP7ROrjjBtydOaKwNXTswCVyYc9AuKKsIsLvJZ6ZrXbe2MCqNBTTOK3bFOuhEXRhLnjUs9K83msGZv3OPW4RqDsGIjmhNIzWuzDb46e4Ln1x/yw/07ZLJhO5swbyNGRjCeZuRZzWY6YyUsuVuskATL+0d4Wdj+nwKqNUG5ZflTV+7yrfASodTsVT1mbcwzw33iYIXVuODhYqD3MiIbl5Eaf1wTzCRd+qZtwsKqwLgMkKxc5iecQJ2ATlyTuFxknIRhkU0CxOI5aoh3JV0OzZr7sOEGMbsMoNAQjpULgBbBjlG4bNbCi0rnhuhQoSP3OqoUtH1LO9RuVqgRNFsdtIJgphAz5Ty1QkOYdGgdEc7d7sNg5r7X891k9ySzpyxZXjGdJzy/8ZBYajZ6c+ZNxN3REGtha3PCpXzK7fEKRR3RT9wu7KZTjGYpxgiurE2YNxF55HYTTuYJsme51h/RLDwFaSUicT6B1gq6Th1/EN4Xlr15zqyIiSJNErWkYcdkmhEOa4yR6M4N01bKHAflnovBhQ2qrnx8j1S5HXBSWF6abPPKdJMvrN7i0mBKKDWtfWtHVS+pWU9db9N+mfP6ww1nFqgFItXcv7vGc08/YHtlyt6kx73xkFYrbqwdUuuAVisGeYW1gqIOiXM32Xy+nxEPK7KkoS0Xx4euEdK0kqqJSPs1RRWTRy3DXslomvLN3cs8t7F7nHV6fv0huWo46nJao+iM4mieYscRRlnmwKvjdZ5d2XO7/wK/+++sM/q44Kl/dsjN/3KVP3zjOqsD9/snF5+Gx03CavzWztRlQvb7YFwvSv5QU1yV2NRgakm9ZukGbrhxUIrjuX9YsTDxhPBQoapF9im1zuXcuKxSOJbYwC6CF9f0rjOL6HVu+30r3aDluXNaFxaiQ+drZRUkB5Z6VRBOFsOan+hopCU8Cuj6hioShBPXJC+ExUiLnKlFCRGEdCVLOQtoAJG43YZCudKl7vtM8juZP2mwiWEtK7lfRvz+radI0oaVtGIzn1EnAaHU1Dpgv8yZzRPStGFSxShhicOOqFcynrv5gbMypu4USjijzmkd89nVu8zamFYrgn7JaK9HY9xO6nI/4/rTu4RK89o3r2ISQ7zmWjlmRUITdcdZrFoHTPsR6SJ77DNVF4sLG1TVXUBnFH9w9BSdUTRGEUk47HJ+cuNVlDCMu5TPrtylFzpj0H5Q8UaxRh42SGlc42IdYjWIwHLnaIXVvKRtAq6sjgGY1Akb6YxRmBIpzeEsIw478rx0DZCblrKMmBUxVguqSUyYN8RJQysDpDIoZRgsfLEu5RO+WVzBWsHD+QApXJP7djKl1CEP6wFPp/tsJVPWewV30hQhLUGgGc9TvlFf5YmV0emefM8jER8JHvz0GtEYWmkYzxJ++/6nkFnH+qqbB9gLG+KgW6qgSg0G3PzyDeztHL1dI44ENjQQGPRqi50Fx9knLM7jKXAlPzV3GaY3dwvawPUudZlzVheNoB2YRZZKIFg0mxtogxBVSqxyvlGuR0tQrxrCmSAaQ7ntAirZgShctkscRBBa14c1lei+AQTRoaIREO+rY18r0QjQIKRA99vj0mSzpl32683X9XwX0dU528Mpkyomz2o6I0nCDiks2+mUflDxzaMrPDgaUE9iZKwXfauS9ZWJm5s5y6lGCWncAFDXIVHUEYQdw6TiTrnKtInRWtJLala3ppR1RBh2mEUbR9GG2JWWOGtY6ZWkYcuDowFVGdEGmleOctJezWZ/zqV8cmxz47k4XNig6ke3b6OtYNykhFLzyoMtVodzNpMZ/bTicjjijXKdgzpjGFVci48Y65Q70xU3q08ZNvpz6LtM1+2HaxQT10iZ5RWjMiEJO5ou4NVygyxuKJqQtgnoWrUo6Rm3gyTqaGrXPRvmDV3tZv6xGLhcC4vZEFzOJ1zPDjlayyhaN2VdCMuN1SPyoObWzDVmppstCsPnNu4wb0KmM1dq7DpJXYbcE0M2et5S4axz9Z+8wHf+/ieQlcQcJSAt4bCmnUfsPRwiY00Ud64HZIlmOc7+/CfodiRXf99w/z93jdtqLrGLa8IqZ65pg4UbuoVgLtGxRfcM4VhSrdvjHichcfP5lEVW6q0dfdGid6pvUaUgOlBYZbHKja6xEpeNDg3tUICR6Nj1VgVzF/w4A1CBnC7KhdKiphK56K0yoaLtOcuFYOaGOpvIIjqQ4wDZumyaqlwWLCgX5qae7yKNG46KlLIKCUNNFrccjXPU6pSdss8DO2BSxYShRmfd8YdRrSWzOiYNW4p5AsoymaXkWU1VhwzTimtbI1LVEgjDfYYYI+i0wlpB2wREoRuBo61gNE1ROxHmeuuMlecpShnC0A08DwLDRm/OVjal0YpZHZ32qfN8xFzYoCpXNa/ONqi7gM9u3mVSJ0yqmIM6ozaKoyjjoM44qjOmbcJ/vv41DJLvTC6xO++xNZxRtiFX+2MCqZmsxBSVG4Ichx2HewNUrF3GqVVUdciTG0cMkprDIj1uYj+eCyUsYeZ2khgj0cVCGmkRkSGLW9bjOT1V8/zKA14cb1M2Iet5QSQ7Sh2ymczIgoar8RGJ6BjrlMt992mraQKSpKVsFdoKprWf/XfWMWXF1n9S7P5U52pQEvp5xdrmEa9++wpGgA40YWgQSzQK487PgZpDsSlJX0hdIBJAs2pI9iRWuADEKFwfUu2CFWGAZmEE2teEI0U4diXB6MDZIBi16IPKXPnwzR2E3aJEaMJFwJUZqKTzkooNzIKFiafbFRgUUK/b4+Z3F6C9tdNQGNfzFU6dRUMwF5jYlf3CiXOE17GzdtAJRCO37nZoj2cLet5C/os10v/5DuBaMQDSrEYKy8Npn0FSs5EVPJj22V6buCCqDTloAkaTjCJuEcKikg7TKJowcOPGmpBRnVKoiGvZyNniLOxJDg56yMAeN7PP6whrJN1AE0tLVYd0rUJK63ZaK8MzGwdM6oRXj9aRAuZl7BOPF4wLG1QNg5LNZMZ+2eNb48s82T+iygKO6oxeWHOvWuHm4QZVGdHvlTwZHNGXLTfyA+6OhzSdom4D3tCrhIFmNk+QyixMGANoBcRublSatESLbbVZ2GBSgZKGWR0Thh1dp7i+dci8iZiWMWnaQNocu6mXdcSsjJl3MXftKjtVn0R19OKGNHCDoI8aZw6ZBw0vzi5zUOf8yModPjO8x36RE/U1Wdgwy2IOpjmHVfhep8ZzRrBtw9qfjNj8xRGbyYy78xVu3rzEUbdKtF2wPpgTSsPDUR/dLk+mavUbinpVUK25+Xv1hj4uib3pNWUk6J4hmLkMlYmclQGLCTZqJt80QCcoxLGLue4ZZClRM4nuGbq+hk5AZFzmaNFgLGpJOJaYyGIKeRwwycV8vmaIc2efiWOrBgII586zqkvtcQ+VzaG8qrGZRkwDool0buu5QWeuMT6Yu8DQCrylwruw/o9/nztbP87Wn7vvhs0rjRKWcZFSlRFx2NEuDJQ7I1HCcLU3pukCxrOErlPoTiID4/zDlOHKwG3m2Zn2yeKGvSInC1s6rejFNdcuHR0HWEnQEUrNQZCzP4ncSJtWEUbdsYdhnjRcTsesRAW/f3iDdhqDtFjfU3WhuLBB1YuzS9ydrXBUpNzfXyGKW3ppzfPrDyl1uLgwLUJami7g/7b303wyf8AgqHhyOOKFu1eI4tZd4GjWV2ZkYcveLKdtA+JV15SulOFSf4pBsJnMOKhydkZ9rBH08gqtJXnScDUfMQoztHFjaOKgY3+WEwWaSysTHo4GvDpeZzubMW1it5MvKdmMZ6xFc+Y65rXpOlvxjEuxy561VnEj2efGcIOX9rfIwoYrPdfr9fBwcMoKeB4FcXeHO7/+Cb718Q4STTisSZOW5zcf8kR2xINqwO2Ha0u1w+jS/+cljv7yx2kzQdsX6Ng1jKvKZYhMCPWadhYHget/CmrXGG4XFgomBInFCrebTseWaCQJJhIT22N/qC6wBFOFzgSyW5h0LkbLNOuW5KEr3+nUumHNCISxxz1ZqhLHDuxWcVw21IkLjGTrgiwrLVHe0I2DY3+seE+5OYR9TVe67Fs31Mhiub3HPhBC8qmfe5lIar7x8ApCuOxRqDQmbqlbN8svjxvqNuDeeMhekKOkPf5Qe1D3yLOatbxgGFUcVhkH05ww7CibkCjQi+qB5Wo+5nOD21QmZLft85W9JylsyEpaUl9SVFWIlJamcGagMtKUYcjv3b/Bel6w0i8ZAWnSsrNE16bn/bmwV+9hnfGZtXv80NYDpNJ0nWQ1KekHFdezQ+eqvnJEGGrm45SXRtv82/3n2KkH3Ogd0O+VdK3iuY1dnl9/yBP9EWnQcmP1CKUM1grCUPPxzT3ysEZieVAMuDceojtFVweMJxldpxhPU76xc5WHsz6TecLeuMf+LKfTCydfaVjvz7nac8FSrNyukkYr5jriP+w8zQuHlwmkYSUs6KmKzigeVENu1+tcTUYM04osaAiEIQ1bhv3lHcS7VGytY//cEX/jT/8+f/FTLxLHHcXLK/TDitoEjJrMNWvL5clu2HnB+BlJsyII55bhy9C7LejfspSXDM2KRRXSzfxLLCZ2P7tVCzPQxM3sS3cl9YbBBKAWO/eisZvRZwJcma4VC1sFl+mT7WIO38LIs+29GRy5IEpqV9KTrXuMiSxSQ7rnDEpN5IxAVeV8qnRikY0L4LSWmJ6myxdN7Y3LotG6UmA7cAGV8Abc78r/5uq/wSBYyUuyuMFaQRx2pHHDteEYbQWzKuZTGzs8u75HpxX7+30m+znzKkIqSz9x1jLr8ZzWSKR001zFYsh8ZyTjWcq9+ZBQaAyC/bpH1QbsHfU5mGc8vXpIHHc8sT5ie3tE0q+xRlBXIbO7A27d3qTtFEnS0kvqpSrNe96fi5upunOJv/UTv8X/cPSnaGcRIjQclhlmIDFWMGtj9sucflpRTGM6I9lMZjyV7rMdjmmuBPzu3addk/psFW0kVRe4wCYr2R313AgDHbA3z2m6gNlRhoo1m2sTdnaHsB9jLxVc3RihjeThUR9jJEoZ0qjlcJJxWPXINlu2sik/uXaT/3T0DLMmZhBVbKVTlLBkYcvDcR9jBV8fXSMQhsYonu4dcHO+CcCT/UMO65xpmzCukmPTOs8Zp9MUr2zwG7//k8g/fcRPXH0ddc1S6pA3Zmu8trNBkjsD2mVCaGiGroFcBJZoYjl63gVM4LJTonXN36p6m1EnYPMOERi6cYqsBV3fEB4o4gM3dBlczxXWeVCFc4GqXVnPCkjvBXSpcz7v1jtELY93G1rhSpKyFTRrHZ2yWBU4r6zwTY8rQTSBNnPPqSowkaDaUPQ25hSzAbIRFJcN4UQQLtzctXTP6/8Gvzv/j90/x1Y8BSAQhlkbc1hl5FHDpE5cG8RBj3u9If2oZjrKsJ0gXalIopauVTRasVv0mYUx1wdHHEQ5N1/fRmUdApjO3Vixqgv4/977EQ7mGVpLqlmMrRQzaTBDwSc3d+iMpB9WPNEfcXuyyuEkI9gokdIipaEoEqoqfKtv1nMhuLBB1Sf+12+Q/GFLqUNU5nZQlU3IHx9c5XI+YdomFE2IkpY4a5HCshbNWQtmPBPtMs0SXh1sEAhDrDpKGzKMKyZNTKddH1XVhIyqlDTsGI1zaCTEmqoJUaHBbNREkabqAkJp6OcVRRVTlyH7XR/dSKgVattwKZ1yJTziJ1Zf5TfbT7FX9ohVx948B0BKy6hIOZqn5EnDk4MjAIouotGKjWROotzPQQKT+copnn3PI2Mtetix/SM7XM4mdEaRhhWjJmUQVXziyg4PpoNj76plwFqX/WlimD/hPJwQFtkJ0nuK8pLGDFtoJaYNCAro+gabauQ0QEwDTGxoewZhxGL+HrR9ZxYqG+e8biMXOKlKoROODUJN6DJd8YGi7S0yTqlBKgkGTAvJgUCnii4zbuzi8W5C1zzfDBfP0wmqTWcAGTyMmAuLHXQwDbCxoVkH2UiCuSDaU65cmCyPlifJtfTIzTeN5tycbgCwkc4ouojdaY/VrIT1GZMqZjub8pPPvcJu2efeeEjdBvR7JTeGh4zrlP0ix1hBGrRsXxkxLZ2VQhx1x2ahg6hmPkmwrSQZ1gRDZwZ6UGbHU5EEkIcN1/ojnl97SG0Cvrl7maoJaWtX6rVezgvFhQ2qsJZX6kvsVT3iuGV1MZNvf5KTBM7/JA47elHDeubsBw6bnMvRiJebS4RCs5nO2Ct7zNuIXlSzkcwxCF57sEGSNmgtGc1StoYzkrSh7CRx0hw3tfd7NUpaQmncFtwk4DDMOBQZ5TR2u5MS7Zzbm5Sb1SX6qmIjmXFvvkJrFEpaijpCL2bASemCw1cONnlNrtNqxWpWcruN2EhnbCdTXhlvUo+SUzv1nkdHtB3BUcDhPCOUbsbYg2mfflJzNMsY5uXSlRdEFDF/vkLuRW5WX2KQtcS+mb0qJHIcoRMXBBXX3e5IUSlU7Uw5u0welwNtYOmyt56/6y3GydTyuClcJ5boyO3EA7CLcxrOXJN62xeuXAhv9Ww1IJXr0So33esIA7YWmMCVDsPpIrtmQRWC4H6MTlwGzoYCm2o3u3AeYAOoVzTWD+B9V/797seY1TFffPJP+Nr+NQBW4pLDKiSQhnkTMplmWANm9YDteEqqWu6OViiOUgZXKwAOy4yDgx5HYU4vrxajxjSddO/5G5kz8ARcMHwYUilLNqiIQxd0KWHRxr2/73QDttYmTMOEK/kYJQ2TnR4Ebkf3ss/n9Hw3Fzeoajv+u7tfoB/VDLKKvXEPoyVPb+8TBx0HpXsXNlZQdxFVF5Cojj/snmIjnrEaFjwoBqzGBcO4ZNIkFF1I3QWYRiEy2BzOaLQ69hAKkpYsbkmiltEoZ1TnREnLynpJIA3GakKlWe0VbthyEYFwGaiVpKQwEdfjfTajGa+N3Se11aSkH9fc2VslTd2bg1rMuBILY1BjBfM6YiUpOWrckOew35zaqfc8OjaO0Jdcc+2t/TX6WU0WOY+cpg6pwo5+UmOXqVPdGMRhRDSSlNdb5EwhF43oQi+GDltxPMSYwOD8JVyJrl43rqdJuseaXGNi+dZOwWELtUKWziXdKBf0vGkmGo1dEFVvGGcMKlyQJCxup2DAcZBmIhdICeueQ+cGoZ2jug2c/YIppHNQ7wSidmakJnTeW3Ikada086iaCtpVC37337uSBi2fW7vDj+ev8PXeNSod8kR6xHf2tpnPE0wnsEVAuukmD9wrV1wPVlZSlRFKWI7qjFkZM1wp6Ba7BdfSYmEGLZnME5Q0xErzYDIgiDp0FCFHIaWyRMMCbSRF6/50Gi1RgeZgktPmiid7R1wZTGi18yJczwvuKR8kXyQ+VAgthLglhPimEOLrQoivLo6tCSF+SwjxyuJ29WSW+nh44YXrzH9rG90pntw6ZD2ZM6pSVpOST6895Ebv0BloFm4kiEHw8mSLb46vkAYtw7Ci6CKSRfP4vAmhkW6bb9Cxlc9oOkUUaNpJzLSI6ccNYnHmL61MeTI/4lIyYT0uqLoAveirAlChYX6QcetwjQfVkES0fCq7zydXd4gXfTR1FzDsl/STmqZTtFqirXAzq4yk7ty09b0i5+HcBYJffO5PvudcLIOey4aYl4iDiO10ipSWg1urBNJwbTh22c86ZFQmNN1398iday2txSpL9/zc9bos5ut1Kx06tYRTSdc3xyNo6CRy5sbSvNmo3uUuCAqmAlGo4+Z0oYULqArpdgMWzsognLqgrR0aysuLUTcTF6h2PZei0pmzYHDZMNeMHs4E8YF7rvyeJH89oP+a89TqeoZo7MqAJjXo1I3GMbFbt45daVPNFBb3PSLrXJvAOzjXep4Ql9MJf2XlG9wIxlzLRrRa8SdHV6mbAKk0WEG+PefJtSOksORBw/3ZkK1sysev7NBoxe39VayFLHZ9iEnUclhmzKsIISxdpzgY9RiXCeUkcVYl6zUmNdhaMdrts7czJFCaLG6Ik5bVfkHXKdpOMW4TjBWs5wVJ2HEwz5Dv2ETitVxuTiIv+eettZ+11n5+8fUvAb9jrX0W+J3F12cP6erpw2tjij9V0u+VfGH9FitRyc6oz36RsxbN+dzgDZ5ZPaAuQ8ZNwnO9HZ7uH7Bf9jgoM8ZtghSWQVQihWUlrehtzzCd4LWblxhVKdYKqiZEZh1N5ewa8rwijDs6I7k1W0NhKHXo+rBmKVpLZGiI4hZRKIo7ff549yp/XFynr0quJCPysOHJ3hGf27jDpzce0GhFWYUc3luhaQLmZcz0YZ+jce48VaRz3n5xd5sH1XuOTzifei4pdpAjDHz9X30S8UcDwk1Xpn4wdZYYUeQCayXf9dPw+dRSKWy/Q++kiHsJ0aHExoZ0vURs1TRDQ3To3rpMYiA02ND5PpnNxvU95RqdOMd1VbvgSHZu9194pAgKZ/zZZYvSXA3Nivvj96ZNQjuwtH1DOJXYyA1GFlZQb2iKq8bZKCyaa2wA9ZqzXZg+7YI3WQnqt/1p7FK3xna1w/Q7bOgCQ6ssqlnsJFT2+9ljnE89T4hvH22z1w0YmYjGuA1Ar++uU8+dKWeUNVxbGWGtYKfs8wcPnqTqAjqrKFo3QLlrFEZLplWMkpZhXNEZyVqvIFSaPKuJk5bxOEMow9WtEVsbE4JBg8pb4mGFkC5TKoW7Hc0y0rRxQd79K7y2t87OuI+1gn5SH7dmvIMLreUy8zjKf18Efnpx/5eBfwv87cfwOh+a7XTKF9Zu8Z/2n0YIy+/tP8Wkinl2e49EtdQmoDYhxgqCUPNgPmA9LqiNojWSaZnQZHMGYcWkSRk3CXphTBelLfGwZFLFbjwCcHljzMODIfd3V1CBwRjBpIoRxLwerbOZzHhmbZ9xk7I77VFPYyobYWODGjQM0wolDCOdE4uOG/kBPVWzGs65WWy5ZmUrEFmHENCUgZuXViq2r425lE944eFlyknCt6PtRz1N50bPZUSMpmx8fZ38fs2dvxQRhZr7OytYLUkHFUIILg2m3H60vqrzoaXWiCJAbFV0o4hw6nbXNU2AnoQIZTGhwMQGkWhs7cp4WNCBcvYJnToe/QLO0RzjbAzKqxpZLnquAmd5oCNnm6DG0vU8abeLr7vcUgUWYQViUYKMD+WxJ1U4Fa5Ha2EOagKX4epyezw6BwGikag3dxA2bo1GuUAqmAu6dPGzP4yJZ4/8Wfd86HlCSGH5T9OP8TV5g92qx2Y+x1qBThvyuEEbybhO2D0YMBwUzMYp00ZhL7vG863+jLXVOeNZQv7m/D8dkAQd0zpiNM5RgSaOO6SypFmNtoK9oz7qbWNvRGDojKRqA+dXtbj2dCdpZxHZWkFVREyMIInbRzX/vFBaLjMfNqiywG8K1yn7f7fWfhnYttY+ALDWPhBCbL3bNwohvgR8CSAhe7eHPF6M5dZ0ja14ipKG1igejgY0dcBGVnA5nbBb9clkQxY0bK5O0UZSG8VmNGMnGjCvI9bjORvRjFe7DbSRZGHDvAnRnWJtdcL+LEcIi24UnXGN6uUsJow61noF5aI2P29jEtURSIMSzlKhGdRUswiRaNaGc9aTOQdNj1h0GASljpDCckPtAxBIQ79XUi7mTcnQMFidU1QRVxemn2ncoHN53E/wDs6vnktK9+Aha/+6ReQZ/OVrzHdzRC0Rq86nx773yKHzq6UQkHcM+wVqOOdwJUc9SBCTlGAxYsYqCGYKW7peqfpyi8o7RCvRwpI8CNGRMwdVjUB0wpXdYkC5cpxs1GJu4FvDma1y/5pVi04stlAkDwM3ZzACjHNSFwsHC6mdjUI7MASFIJxBl4NOcCW+xKIWWTEAEwiiuRvOXFxeuKqnbvef1HKR9XrXAPn86vkhUJ/6OLOPrxAfteyPNWZd8j8bfoP5IOJWs8kfTa4z1xGTJuHeeIgU1u3kriPCpGO44d7fN/MZn1u9w2vzDV40Wwyimv0io9OKlbRkNMoxnSTLa8oywhqYj13FQFcBRhlE2iKlJe9VtG2A1pIo6qhmMdARxR1p6oI7qSxhqPncpbvc+f+39+cxlm3ZeSf228OZ7xQ35pzeyzfXXKyBJVZJlCipRVmWxLZsNdSW3ZQtmDZswGigbVndDVgGDMGyDMMD0O22YAlio63J7ZbFHkSJzUEkm0OxyKp6Ve+9emPOkTHHnc589t7+Y9+MVyOr6tVjZWbk/YBERNy4w86zYp+zzlrf+r7oW/irT2QsnxT8oEnV55xze8s/gF8QQnzte33h8g/p7wAMxPihMDMXdcS9csTldEogDdeyM1453WEz8SrlwVKVfKBrrg9OuTEbc2exxmDkBeSEcCSqJVUNvaDm7nxEoAxSgGmUn9hShuF4RmO8rc0grb5Bt0QKvBhnVJLphuvJMS9zmdunawjhkIElir0UQtGFfPHkMl/kMi+NDsl0Td75C2ogLLMqYrD0xcrLCAFUTcAzmydkuuHmfEzTLT2v8m87/fdYx/OionvhCnt/JKMddYikY+vajLwOCXXnfSKtRH9r+++xjaVrWnb/S83s+gbZHzskTWsWGxLmgb8cWYGJrZ/g67xwJtIhhGN7e8LR6YAu1pjUogqJqvyGM5GXUJALhWy8kKeeyfNESja+wuTUstXXCnTtS102ABN642Mb+EqWk34aUbY+aYOlfU3iuVI29mbQTvnn6tIT3k3saDtfWdMzhQt8wubUUmi0/raVjcc2nj8I7v3kBuM/c4+3X91F25L9qs+J6VG5gNfyS0zbmKILPQ9Veg/MIOyWtjSKzkiMFWhpuR4d0VcV94sBke4YJdX5DUkYd1TziHwek2S1N76fhrisIRuVlEXoJRKWSu6mk7RWM+gXNKEG4ajKkEG/YKu/4DRImOcxe/kQ674lnk9kLJ8U/ECcKufc3vLrIfBPgR8FDoQQuwDLr4c/6CL/oCCE4zd/6yV+8Qsf5qunu2S65trgjM55AdBENrTL/sFpnXJ4OmB/MmDSJmS69i7mVrFfD7g5W2dRRrRGEeoO10jmM2+cPIpLsrAhDlt6YcPucMZGLyevQ6aLmLv7a7x+vMUoKHgmOiSUHW2jyeKGOPGvM1YSq5a1uCRUhtZJ5l1MaXx7cqDL8z5/tayUpamfbDRWclJnHM175DOfTFnzrSfuxz2eFxXFbkz640esXZryiWdu88LaIR/b3mOclmz1FoyT4lsqj49zLF3bMPqNO1gFR69vsJgmuFyfK6AjHS701SbwfnuiVnSVJg1arm6dYi7VuMRietYnXQ6CmYTOK6qr2rf8bOBbdm3fUq9bz8Naksh16atYXepohwabWmQHeuHFQHW1FB5NfPKU7gnanqMdeVK66MCFlm7cgfSfYRLP8+rSpRK89Mkc4CcYl9Wybzkmj3E8fxCU244/s/tVtl84ot8ref14i1+efoBM1nyqf4Mr6YSiDcnbkFAb4qBjlJVobbwAZxXSGj+k85XiCoEwPN0/5ajIOM29cOh2MufZzWOyUYkOvWZh1yjEqCGNa5S07G5M0aE59/qLk4bxaEHTeaN6rS0m1/SihucHR7w4PuKFnSOUtOfegA/wpMbyScF7TqqEEJkQov/ge+BPAV8Ffg746eXTfhr4Zz/oIv8gYOZzhn+7R/bMlP7lGWnQ8Av/xafZzwf8sbXXeT454KjpcbcYMesipHB0hfbKvE6SdxGR7rhfDnjtbIfTPCUOWy+h0GkILElWo5b99mFYEUjL3mRAaxRnRUJehoz6JThBXkS0TtE4xf1iiDUCYwV1FeKc4Pm1I17qH/DptVv8ie3X6emGvPNtvqlJiWTHixuHnqy+iDCdRCvDpd6U5wdHXtCuUYRJS7GIzg1qH+Bxj+dFRnq/IvmP1jjbH/CRwR7Ppsf8xNrXuJadMWsiZk30DXfDFyKWYUDXc56HVCtUKem/4wnmTi0V1TtB1zPU6xanHDI0PN075ce33mJ3a+KTr2CZKIU+8Qmngv4N4StIwTJ5WvoJivXaC4guDZQf8Jx0JQhmivBYeX++zJ4nPqp+4EkoKLcd7dj4hKsUpHuSaF8jFwoTOS+1sPCtQBt5kruJfWIolnwvGzu6ofmGQ3Eh4vkeIWvBl2dXOXhng7oNaFvF7WKNsVrwmfgmu6GnNUjhmCwSDk8HGCtpW0XXqqXxsWZWxPyzL36c//roJZ5Nj4h1R91qTvKUG7MxsWrZ7C94bvuYS4MZcdaQpA3bvQUbvZydbEYQGLLEE89HScVaXOIcBMrQS2qyjQLrBKdNSqQ6xlHObjI7txWDJzuWTwp+kPbfNvBPhe9laeAfOOd+XgjxO8A/EUL8VeA28Bd/8GW+/1DDAfZ/e8yo07w4OiSSHR/583us6YK3qy1eme4ihWM7njNtY26cjNFpx7PjYz45vEVhIv75vQ9ypT/h2GQM05L7ByNcK9nYmfHU5RNqo4h0x3Y8514xxDjB1mDB0bxHXQUobZjMUra3J1ztT3g2PuL38qe5dThGh4bZPMWUiqtXJjydnjDrEmZdRNGFnNUpWlj+0MYNjJPMupin0lNuz/y40bWdU671T1m0Ea9NtzFWMh4UHJ30cWehN579RjzW8bzICN7Z5/4ffpZkPKO2mt85fQp4lkmZMHl1HSy03yip8NjH0s3mDN6G6XOgTzXS+IpSs2EQsYG5RlYSkxnPWdps2VibI4Vj2iW0RqFPArphhwsdrXbohSTZ94bIshaErW/lmQjiY0mlwnf5VssJwHrdEk4kyYEnlnfpcmIQ3w4UrU9mw4mgHjvUXBGdetsb2XmpBhN6fhXOtyDDM4kLvO9fcclX0uJjiezAxALzrZyqxz6e7xVXfrnit7KXcOOOqgowleYdvc5/Ofg4f3ntt/hM+ja/Fj5H3oZe2sAo8jqkXYSo1HNUiyoCAb31gnvTIW/EWwzDiiPZY36WUqcBVau5PjolVh33iwFaG6oqoGhDOiu5UY7ZHsz5xPgOb863uD0dMS1juk6x2c+5PjjhjckmkyKhbDVJ0Hml9WzyzW4HT2wsnxS856TKOfcO8LFv8/gJ8Cd+kEX9UCAkHx3do3WK0ybjrEn40OA+Q13w1fklTsuUUBmkcORtiFYWldacVBmt1eyGEz61eYf9qs848YJwab8mn3rNoLpLiIOOutN85WSXrWxBqAx5E6KkRQeGMOhwQGcUd+YjpoOEvIvoWi8ct7UxI1KG3WTKQT3wdz9hQWUCAunXtleNkMKSqJZIdrw0PuAdZbh7tMa0jNnqLbwCsLQoaRmv5dT9isW9wTccjsc+nhcYsx97mj/3b/46//P13+B/9s5f5J29DTiJcMrhBn6S7etxEWIp0pTFFW9cLFuvgl7uLHljC43O5bv2ME+X2FayqCJ+7/AyeRl5Er/AuxI0vk2nSkG544hOlnIKy0RHWC+fEB0rTOjoehYbOaKZ9Bya1guDdj1fXQrmAtnxDdOFTnH+vk55onqzNFPWpcAFvjKG9bwt1QhMBMFU0qwZ2r7DCS/FoCff2P+7CPF8r7ChxIw6dNyhtMEWEWUY8vnjp/gT/VcYqYJYtRzmPS9d02rK0nu57oxnGCeYdBl0knCYM4hrvnJ4iY9s7fHHr73BV84uMSkSTo8GXB1MYVlVck5gOsVJnmKtoG38AFNpQiwCs2y3m04xqyJuyzWqVtN1EmtDtnsLLqdTxmH+DVXkJzmWTwqeXEV1oLQh/+r2s2wNFhgrWY9yfjR7m3fiTU6qjMNFjzTwPXeASHUMwoqhLhgpb13TWG+ibKykqTUysJRlSFdrmrQhS2oWhdeySoKWutVcHk65mp2RdxH3iwH70z5Sal6d73J3McI1Epl2DKOKozzj1mJMuEyu1nTBHkOM86q+NhFE0mKd4F45orGKQVQxzyL6Sz6AdJJAGmo0vahGK00+WCmqPy4QzvGrB8/x/33j4zSzCLlQ2H7HYCPHWOl1cL63se3HB11HOPPJjA0hmApAUKx1iJ7BdL6FLWKDMwKhnDc/rz2hWIcGu1UjJr5F7pQX9hTGJzNfP8H3wBfQLEU5dSHRi6V8wpl/fnHJEp5JBD65sqFDtPikLvDJkHL+fWQDqvXi623feRkF+a7+leyEr3LZZSUr8nILXbyUZrhgofxBoGqDCAXmOIJCIq+VJEnD5zbfAeBr9S7g23+tFSRhy0Yv5zRPGSfFuTMG+OGdUPvW6qRJ2Y1naGmpmoDeWkFjFTdnYwB6cU1da7pOUZeB1w8D3ppvcJRn9OOautOUS94WQFmHjHolH1m/jxSW++WQ++WA0gQ/tOO1wsPHhU2qzn76x6jX/J2pE5Dd9UJ8zZolnEqye45ysoe1ksNZjyjouDlf5wvRM1yOJjCCG8E6eRux6CLmdUS/V7MVzSlsyN1mndMmpewCMt0QKEMUt9S1RilHGFWEukNJRxo3nM1Trlzaw1jJrdM1rmZnVEZ79d0HwnO6oWy/cQNKAZMq4YW1QxLV0jqFFA6Jo7WS2mosglB2bEQLbi7WGUcFl3en3MlHHBcZszzm8njKVjqn6ELKNqDXrx5KXFb4/hFOOm7/3ra3THmhQu00KPyFxApHL6lBfkvL6LGG66XMnzdEh4r4BKoNn6zEd0KqrQ691HyyncBVAclGwTCq2ExzjqIMJRz35mN0LZA1nhCee7uYet0Ld6pSYENHfOyrSc3Q4qT3FgwW0GY+wemypfRBJdALnxj5CpegWTNgQReK4opBNoL4UCJbCBaCLgUnHUj/WpM4/7PPEX1C5qB7MCkoIDxbecU9gGgt67+c0r/TcO+PhVi8dMyV8JSJTbndbNBYTWukd6pYCnLuDvzE9bRIzi2MhAAlHBu9nCvphEAY2qWFWBK2TOvYi4IKR6ANw16FVoaTrnfuudl1Cq0NSdAhhOPS+pRe6Ceuyy6gH9TcXIw5LRJm89SLN38zgXWFC40Lm1RNn4Pxpw74yPCEtyYbnD2d8uLOIVoYDos+p4uU6dEa3TQk2SzY6c+JVcvP732AD4/36ZykWSYs88aP3a5HOVI47tVrBMIwDr3/39un60jhuDycshHn3MuH3D1awwSS9X7OtcEZrx1uU3Te1LhsA+7knvsUSkNpJZezCVfiM17T28jIMOiV1EZTdwprA4sdzQoAAFX3SURBVBqrOW1SDm2fq8kZjVGcVQnWCTLVcNxkHFU9jsuM/bzPM8MTWqswVvDU+hmNVRwWfQJlWFQRTfNtRoxWeCTR9jSqFrQDRxB3jAc5J9OMeR6TJA2DuEJfRH+xrAOnsHopUzBwJIeSeF/T9v2FKroX0g4tVRFyFGV8bvcG2/Gcg6rPvWYDG3rOlKqXMgzGE9zj6bttOBuBVX6iMDyRqNrzt8K5T6xs6M4HO9qBrzwJ4/WkVOH5Vk5Cm/nXmmSZLNll61ALZIkXAbVeVgG8iXPbt+eSDKLz7US1KiKfo9qMqDYE+ZWItU8cIoQ3kD/u+nxxcY3PDd7krJdy43RMnOVM65hFFRHqjqbz7bjBeu69Aa2gF9ZsJXMyVWOdQAiH1t6ovBc09MOaSZVwMunh8PIJSdKgpF22lWGYld7+q9UEynA5nQDw+mSbl29cwZWKYFRjraCYJnRmda59knBhk6pn/vZXOflHO/zuvatU84inrhwzbyJu7a0jj0PCpxasDXOOG8UHt/fZiefcLUbMy5jfPbiCko5eVLMe+574pEiIVEdP1UzalEh3/EjvFh/t3eHnDj7GSZkyikq2oxlFF3BPDhlmJaO4pLH+ML+xt83O+pQPb9wnlB1fPr583m//6tEu74QbOOBD1+5TdgEneUqkDbt97w0I8M5igy+cXGNSJH7a0CombcKd+Yh+WHOpN+XOfMT9YkA/9CXqD4z2UVh+4/A6eZEQ6o4kbB9WaFb4PmFDX1F5/u8f8/b/LqFuNaN+6SuQwylbyfzbaeE81hDGovdCwjk0I6/hJBsvWaBKgU0tLrQE84BgKhFnMfmH/N/0KCg4qnqglppTnZ8YtJEjPPUegDbwwqDBfDnp13M4bTGRxC5FQ8OJRJeQ3pMIK33bMPUTg0IKbGyRlaTtQ3zsienCeOX2Zs2ec6RUBUIJmpFFFYLo1HOymoGgvNRhgWgu0QufjMVHq8rGA0SnLSbUlE83/MxTX+BXjl/ka/MtfvHgRa72zjg1Pf748FXKK74FRx8Oqx7zJubm8ZjdNT/ZPY1rqlbz5t4W76gNXtg9JNU+iVrfyLm3GFJ2AaO4JK9DHLA9ntF0/sb22nBCmQW+WmUU62nOlf7k/LrxlTuXsLXyvo2hv8GJ4hbi1Xn2ScOFTarsfM7p9FnGw5x6P+Xul3f5Kz/5y7Rbii9OrvLVG5eJgo5LO2f0g5r1cEGma1LdMGtjFk3EpEgwVnKpNyWNGg6rHodVj+OyR6AMz1465JPxTW6P1vnl6nkmdcLeYsjxPMNZuTQ3VnTO816EcN5kOfIcrQ+N98lNyN5iyMGiT9NphHBYJ5iX3i29qDRPDTs6qxjokivphJfLS94moQm4MRnTjxquD07ZjafYpVbVUdnDOsEoLjltUnq6IZCWCq/PtZktHm6AVvieEU46uiTg9k9t0jUlsy7l2Z0jZnlM1fkqpv32/mKPL4zBho7FVUd0Kn1iFDhELWmHDpd2UCvqLbPUdnJcHS6IZMeNfJ3OSbLNgvaVwdJGRhBMvKRBM3SY2Cc8NnA46XWr7MgbJsvaJ1oIMKH39Wv7jm7YoeYKJJjUEO9pbOBoBpZmyLKa6OUdhBFeqV1Du2ZxC0kw87Y1ToMsHbIT6JlCWBCdJ7erCurxxUqQfxDc/1zC7k/c5XDeY2Fi/tjG61RGc3/mjeF39JSXgmOCtd/l584+wayLWFv6sD67dczd6ZCpiOmsZKu/QAqY5TG3JyOyqOHgaMizl4/OJ/Ri1fLixiH7+cAnWG3IohxwezqiFzV0nfJTiFawsZGTqIb1KGc8yjmdZIR3QqpLLW3lBUF7aY343iykVrgguLBJFYA9ijnuJOGZJPjIlL/7Gz/OzlMnfGbrFl9przI56sHmgnkbsQgiahtwWqcUbchpnqKkpWwDbk7HDKOKZ3vHzLuYUBpuz9e434zIo9AbIbeasglwTpBEDVHQMZunzBcJaVpjjWR7PGMtKnhzvsm8jcl0g0UQKMP2aM7xPKOpQ7S09OLaTx+mjuOyR6w6ItmihTkXe2yNJNSGnWxGpmten2+jhaGxmkkZMyHm6mBKZ335eSud0xjFwcHQa2mt8FhA/9Lvkv3IZ7n2527wtb1tsuWJeq3vdXEmdYK4aJyqQHtz5GnA4KZl9rSky5bVoEJgvE6mt3TRFjXVHE57vBbtcONkzCCtsNYnNcL4ypTOJVYtf0595Suc+TeyCigVspbnljVd4tuD4ZmXTMidV9TGOGTpeVN2KY3Q9RxWeT5Us2ZRtUC2AqN8i1CVvlrmlrIMJhRUWwZVSrI9QdP3rcUue7jH/VFDdOa4dbCOnYS8vHmZq8kZzgmsExRdyJ12TOUCNvWMgS55a77hz8G6pbWK7f6CtcifL3tBzXoc8HJxia5TDAcV+SBECUvTaXb7M7SwIGCcFJRdwKyKUMoSBR1XehNaK8+tbV4/3eIVs8NWb4GSliDsqC61ICDuNQRBx2yRrBhVTxgu9JX1+Q/f5en+Cb+kX+Sl8QmDnbv84dFbKCy/tPk8L6wf0VlFZxW/ev85Iu21Rco2QAjHs+NjLiUzJm1yrrL+XHLITbHOyweXeG2xwweSeySqpR81zOsQIRyjpOJokaGDjjRu2MxybrdrNMaTzM/qlFsH62RZxdXRhH5Q02nJVjrn9myNUBkcsJPNWLQRR3mP0zpl1sasR97A+UhkdEYhBZxUGZ2V5G3IbjojdIbNTHKUZxyXGc+PCq5EZ4x0wf18gIoMbbvq8z9OGL3V8fbRBmYWonolvaD+Bmuai3Y3bN66wbV/vMHdv9xw/LEY4RzhmZcsqNcdzDTxsaIdWExvKWPQKd463PAXQWVo6gCzZhBLw2WnHPXYJ2aq9pILJgCTOmzkLW10sVRajxztyOBmith4jSocIDhXUS93DeGZAuFbkqLzFS1hwWqHy/xXBFS7BlktZSDckqc16OgCRbWuPWdsab5sE/Ndjs6Tg/HXKubXY7hWsp8POKkyItWxlpa8c7ABvMRn1m9ySZ+xESxoreLO8YjN0YJFFVE3mkU/pDOK59eO2IoWbA0XJLrlxzfe4lZvzFnjqRs3p2PumQHj1FuGLZqQ+SLh+taJ53J1IU2nsFYyrXwnoRfV3J97rmp/efPc1RrTScb9mqbRuO6CVZFX+H1xoaNdG82P9m/w4qUD7syGXE9POOsy5jbmf/jc59mJ58zbiFuTNU7PMpKgJVCGUPtN2y1FaDonOaky7pRrHLQDBrriE7t3SFTLXrtGLFs6K8+NjIvlBN8gq7gynNJYhekkoTJcTc7QwntU7Q5m9IL6XBl9J55zbXBGErRc7k15oXfIOCrY7c9orTonzAfSEEhL3WjOZikH8x5ndcrTvVOezY7IVINxXvV3I/GGz31VEcmOzSQnSXwZe4XHB7Jz1KWfcnNOMG0StLAMgoqDRR970SQVAFVb2I+IzgTRyfL/J5YJS8/QjJdq5LFBblU4J6jnEVnccCmbkqQ1BN5aRho8Yb3ytjCyXmpV9TxZXBW+QmVC79EXnUpkLZfr8O1C4NwYWRixlGdw55Wt9EAgHF6M1PgkS1i/ZtEInHRLRXiwsYWFRjTSc61q34KUtUAtVnvzAWbXYtqtlvC1lOO5L+NZJ3h+eMSwXzKtY16Z7fJqfZlLwRm76QxrJb2g8S4SRyn7d8dUreag7PPmbJNJGZO3IVOTEMmOzr5rMK+ko2wDKqORwnF18wyL4O39Tb52sOXJ71bSdoqyCTjNU/JFTFFFFHVwzm3sGkVRh2htL9xk7gq/Py50perWzU0OdobEquXsrIe5Kvlwcoef3f8cX7pzhZ949g0S3VJUIbZV3DkZ8dFLe4wGJZXRDIOKTNe8OdvkrdtbnKwv2Irm/OjgHa6Ep0xNynHb57TNmFcRTaOpywCbB0TjkixqmDcRp3lKV2vmVcSdcg2LYGPN86oS1fJ075SvnOyyNxtwZehtF6wTzLoY67xcQhh6XpUWlheyfYwTnOYpTRWQz2M2ezm78ZSjpo9FIHEEyqClobaam9U6zyRHbCczDuKe1zZa4bFBsaFR9zV1GFKOWqbTlEtbEwLlxWbFxcup0HmLSRTtRwva05h4X9P1PIG8dRp2K2wrWV9fEOrOe1xOehR1yO35GmURIWca2fqhdht6rlM49xUqPxHo/fd0ITDWyxsA56KgSGhTP93n7WUcLl6aHi8nALsYgplANr6aJg3UI191CubSSzL4+yGfaC2nAEUrzgVBnXLnkgttsroIP0C5KchGJcW2oqcN/aDGIsiNF1E+m6dc7U9YmBj0lE8Nb1Jd1dydjxgkFe2mwjlvqHzrcEwQGEwnqcqQV+JdeoGXQ7g1HfPi+NA7UOxvUyQBw6RiM1lwUPSJkwZjJF2nln6AjqrVNI32XoGtwqEIww4XGJyDuvW2ZoFeVR6fJFzopEpEhn+5/wH2TgekvZof732NP5oUBDu/ynwrwSD4u/M/QjONEKFFSk8S345mlDbkenKEwrGdzpjtRByf9Xl9us3T8QmVDQhkx71qRG00H9m6z1cOd8nzmHCtYmOQ0xjF8SKjyCNG4wX/2tXXKU3ArPFioEUbknchjfF8LK0M61FOqQNC2TFpEw7KPq1RJLpFCIcUljvVmEUb0Ytrv3nrgGFYclAPeH2yRd4ElHWIMZIgMJz0MzaTBU/HJ/xo/wbzNuaVeudhh2eF7xFqY51qXWB2K5Ks5tJoxryOOJ5lDLKKsgxRF1BSoV6L2HzqjM5IJsfeiM9JR71pkY3AnkW4tGMySxn0C0ZJxYeeeYujusekSkD4VtwDCYRgLsAJn/BIz5OStSA89cR01Qh0Ds3AT/cJ45OdctdzroTD86Skw6QWlXsxUItDWEF+2a+7ibyuFdYrubulKnt04qcJZQvllvIVqoUEudTCSpwnzn+rhdQTi2zfcvK1AWEHXIGv3r3E5nhGIBMmi4S1fsFHB/c4a1PeYptUNudizKezlM3RgrXYSyAE2lC1miCAfBHzxv4mz2yd8Im1O3xwsM/NYp0bZ2PSuCHUhkUdUbaBb/PF3sd1XkU0naYX11SV70i0RQBWEA0rro3PWDQRp4uUKOgo6/CbLaRWuOC42EnVWcgnP3ybXrjNq7d3mdiUL9Q1Xyie4cPJHSqbkOiWtZ0ZZ4d9eknNvIn5+cMP8OzGCaHsiGTHV492UdKhA8Pt0zXeGWzSOol1ktYq7hdLC5msIAlbQmVIg4ZFE0EIWdTwwtohQ1WisGzEObupb+kdlH0WTUhnPGdruky49hbrVJ2mM5KiCtkY5GwkOT1Ve+Nlq+lHNXWrqeuAm5MxeRYxikuME5R1yMZwgRKO40VG3oQ8lY55Nj6k6ELSaCWG87ig+MwzzJ/rSLOaNPKt5rwOyZKaySxFSEcoL97dcPrOGYe/sYXTkLTLZMcI5LjGWeA08rYvhcb1BHpp1/Ri/4Dfrp7GthLVequbIPdTf+EU2mW7ziqfzDwgs4vWk8hdAM2wO584dIVEWK8rpUpJOJFUux0m84mVLjzHqusbRCd8e7Hxbb6274VGoxPv7VfsOHTpvQF14a1znPbvawPvJWi4eAnye0Vy2BIfR0QTh/50c66AflKGbI4W/E+e/nVi0fJF8xQ3ig1eOd1BScsoKZnMUo6nPY6nPYLAMEz9Y+0iRISGtgp5225ydakRCF5J/fB0wCQPWNuesd3zkjqzOqYX1gyiirf2Nz1Z3krMIiBeq6jzkLbR1EaTBQ3HNmNy0Pc+lRewNb/Cd8aFTqqGrwt+9bnnUNLiOsn/5e0/yU/svMluOKVyAS8XV7mUTnm+f8iv6WdJgpZEtyhlmTcReRcxdzGf3rnNvWLEvPCeYolqGAjDG4stii4kWyZQnZVkYcMwLJm3MVvpnL3FEIAXskMsgtpqBkHFZujbfzdmY3azGbvZjMOizzCs0MISq467ixFnbeJVfKUl1Q23ijGdVezNBl64TlmG/QIp4KxKGMYVSjis9f5UBk9irlvNm/MtShOyFhXnPK4VHn10iSRYqwi1oRfV3Lq/jg47rPUn9mEv5+hhL/IPAidnbLwyZvKMxkTQvwXFLrSHETayXhy0lWBhkcfeairO+fG1uwRbhl91z3Gv3PAyCHi18nYpryC6pTaVZDnF53DJ0g5HCKyWOA0ustjEEh1qbOurSa0APVM46bChQ5eSYA42kAQLb2vj9FI5XXm1dpM42r5vQUrjeVuq8npVRgm61POt2r7FJauk6gEWl0PiE8fsGUHz1gYf/MhtTsqUqgkQwMSk1DagNAFHdQ8lLf2wZt5EjAYFk5n37lvrF4TK0LWKaFgRhh1Z1HC1P6E0AQsTsRtPubsYEcUtShvq1l8eB2FFbTSx6jguM9pKEycNzghUz18vhLY4I7h37F/fdQqZdCRZs+JUPWG40EnV5v/jN3n7j3ycP/LM2xyd9Nm/PeY39XX+xjP/OZUL+PWDZ/js1g1vqjzNkMrSDBTjtKQxitIEfLB3n0B2zFvPVHXWc52uxmcs2siP7SZzFk1EvZQpOHMpkeqYNl6osbOSL02v8ELvEINk1sbMWs+X6gUNnVNIfGn5xmyd64MTNqIF9/Ihs7MUqb0ZcqQ6TusUKRy9qOE0T9nsLwilYRiVHBZ9buxvEMUNo16JEO785HN1NMEiuF2scS09YxiWDzEyK3yv0Jcvcf+zgs1hzkaas2gixFL/phc1lFGLWno/XjiMBggDg9uG+RWFE350LphJLwiaGPSpwiSWdhphreSkn3E1POFScMaXJle4n7XYRiCc9AKgQiCWiuZd4lC1t51xylvSOL3kPXVe3JNOIFqJk16CocssaNAzz5WyiaWR3vJGGN9O1AV0yZLEroAlN0uYJUm+FdRr3rg5mMnz9qQNvFWNKFbtogcYvlPx1l9RYAVBv2YQVJRdwEERcGh6/EryIlJYii7kqd4psWqJVctLwwM6q/hquEvRBmRhw1mRILXlx67dBOCo6tFZ6bUFq4yneqeM45y8CemURC6na7Xw596yC4h0x3hjzmSSYTuJcI6mUWyte3Hmg8MhUlk21+asJ17y5NYFbM2v8J1xoZMqgCyt0cLymWducr8Y8Ez/hP/s7JMc1z327o7ZuPwVfvnoBX9RMpKTWcbu2oyq1dyYjUlUS+ckR1WPndGc0yLhTr7GKCgZRwV7+RApHKOoZBBVaGHonGIzWvDmdJO8iFDacj8fcD07QWFprOLeYsjRpMcLO0fsJlOUcFRGEyqDcYJXJrsYKwmS1vNAOs3dfMThvEcStmhpcQ6mZUwvakh0i3WCIOzI4ubcC6vX81Mwkyoh0p2fGNMlWa9+2KFZ4XtAd3mdD3ziFq/vbbO1FGzd3ZxypT/BOsHeYsi0jB/yKv9gYMY9Zlc1unRUm95sWBd+aq8dgqsU4URgc0W126G0YS0u2FRzKhewP+8zGJRMCo3tfNKp2qXoZ+hAeAK5E8LLIlSeuK5zLxKKlJjEnutRydahKi/g2aWeNyWyDis04USjauj6nnAunPf+a9YsNvRcLBc4cAKrfIXLLZO7YC5oBl5SwQUO0VzABPk9Qv7aF4n/+GeprjV8+NJ9ii5kXkf0hiXjtCTWLcOg5KTOuBRN6akaKRwbwYK5idnJZlyOJ5y2fnKws56yATCOcm7PxxRNwOki5Zn+Cc/3j9hbDOmMn54GkMKym8yIVMeiC6m7DfKow2pJexZhRxYlHHkdsjZeULcB60nBc/0j8i5CyVVS9SThwidVn7t8g+1wxtvFBpuJV02vreZLP/8BgszxD97+FHkeszbMeXbtmHcm6+RNyLNrJ2hh6Zwk70IS3SJxpGHL/ryPsVfohxVp0CCFb809mLr70v1tjrKMSBmG/ZL8gYu5CdkrB5xWGYG09NKaa9kZkyZh0iRczSbUVvH2dIP94yFh1BGGBmMkSdCyaEJ6cU0gLa2VrPcKAEaxP7lUnUZKSxo8ILU71uOcRLWc1Jn3LsTxtfn2uYLwCo825Fff5v4//Bhrf/6YoyLDOcEwqnjtaJvOSLYGC3YGc+487IX+AaBej5lfdzz3TxYsrvWpNwxO+Xaf3i28S8FN7bsr0qGUZSee8bRuuNnhp3qtJ6cLB72bkrYHzZr38pO19G1EubSXEWAinxSx1JPSuec6gVc8D3JPPA9ygaoUTWTB+ioXwrcY63V/EQ3P5PlkX5d530Htt6wnsj+w3hl4nhWlt9ARF48e9wPBxI6PPXeHL77+NCI06NAQJw1Vp/nK/i5/9plXeC495NPJDT98tP/j/NK959lIvVF9HQbUxl/qmkbzxtkmoTJ8YuMO17be5maxzmsnW7wzX+cv7H6RblvyL259gEh17M0GHKoeO705o7Cgs15r8BOX71J0IbfSNa6OJmxGC14926ZqAnqxd+ZIZcPdZoSxq0nrJwkXPqlKZMNY5/x68Sw39jcQ92LEtZyX/uQ7bMdz3pxuMkwqjBNcTXxL782DTfbUkOdHR3ykd4+DdsCtYsz+ok9e+Umr2mgSq3hhcMi0TTioMjon6Qc1zgkOjwdsbcwYJ8W5qOibs00WbXg+jTJ1MadNykmV0RqFFJbKxPTDmmnaUJUhca9kdzhjO5mzm1oWbcRh0aeoQ+Kw5WTSoxponBNkYcMLa0c8nZ7w64fPMqkiz/dqI2Z1zG4yJRCW3zp6iqYOHnZoVvgeYIuC5NgybzX9uEZKy93JEGMkO6M5rVFEqruYSbIAM+x4/WdiRFghzkKa7dbzqBYhdL6NJgBRSZo64I3ZFr/Sv8TLxTWkdNQnCXqmsKEX/oxPvJeiif1koFhe8IKZwAXQDiz1+N2pwehEUI98exDpCKe+xeckSCtQZxonoRkbP0l4Jr1XY+Ara8ItZRjEUtE98LwqlUtk621tsL4laeJ3yesrvAtdCG5N1kA6XKXQWXMuk7CWlXzp9AoWgd2SfCZ9m9GS2vDAXBlgO54zDEsOgx5HB0M+8uxd9sohSa/lM8MbHFcZWlpap3gmOeLp8TaLJiIJW+aVP3/Wnea0TMnChh8bvUPrFL8unvUDS05yfXB6vg9vz9eYNd5GalWperJw4ZOq3zi8TrTTcbzI0G/HNE/XcJDyZz76FT4Y3+Mr/au8vLiCdZLTJmNSJQyyiqIJ+PLhJfIupDJe1G2cFJxNM8LlBNakTrCZYBzk1LEXi9uOZtybD1kAaeD5LqO4JNUNX753mY9c2kNLy1HZozWKO/MRa3HJi4NDBrrEOkljNOOsoE0qYt2xFhVkuibvIk6rjLLVXtiuU+jAYKwg1Ia8CdmNp+yGE28iWsYcFRnFcqz3DbnFZrLgQ9v7HJU93nnYwVnhe8Zsr085Dvj4lXvMqwi0oTaK64NTGqvOxQsvEqL/6ne4nH6Gg79Q01UaN+i8TEIlCPYC2jV7Ll3ger56MY4KfnHyQX5n/xp1GRBMlDdMHlpq7XBSIVuIj8S5oKcuoe1BPTbet8+Bqpe8qgBUA1aD7ARd4hXZrQCd41uEkQPhvf5Ugxf7NMInU8oT1tVCeeHSwPnKlgJan7jZQYdR/mKs7gf+PVY4R3m5o81jXvq/Lfjav91jdzTDOoFzgkFU8ebhJnXu7WbS7YbryRF61/D6dJuiCYhVS+ukl1owEhUZJF4h/Qsn17iXjgiXcjY/d/9j5ze+1gmUcOz250xr/8dilpN8rxdekqYygZ8MDGqeyY45bTO+errLvIqYljHjrLiQe3OF74wLn1SdTDNeTXf51M4dPvDs53kmOuR/9fm/yMv5VQobkcqaSHbMu5izOiWvvRVB1ymiqOWw6DOIKvLWe/J1lTc9JoNeWPPOYoPteM5ePqQ2iiILGMQVH964T2sVp3XK5XSCdZLt0Zz7+YBAWgLlR3wXVUSsO/arPmUQIIWj7ALa5UacFAmhNGjhuVinRcJiloAVbG9PkKIh1B0Al/tTAmF4s9z2DuxxzWmeUuYho1FOolsy3aCF5aRamYw9LuhiweZTpzgn6KwkDlumeeLNuvteiuMiin+Cb6t1kxDZSGxsEUuz43bgcFmHjgxdqVnbmHNtOKEymi/tXyY/yLzApgWdC4TRyBZYktHLHT9th4M6XiqmS4iOPDcK51XYrYYw95WpB96DD3SnTAiyBhB0saPtOZzw4qLNcKnOvpCIVpAeCKp1h0QQTn3LTxgQGl/O6gRYT2Ivt1eVjW9Gmta8/e+FBK7l3umQLKlJgo55E1GXAZd2zmitonWKF6P7fHF6jbMq4aWNQ9bCgqOqx7yN2ejnNKmiXFaQEt0ihWU7nvPq2TbTIsEYr8j+gbV9pm1CYxS18ef9Z9ZOOKtT/pu961gnGCYVUji+tH+Z32mv0Usrytq3nYWA0zzFXcQhkhW+Iy58Cv2Jq3cZhCVHVY8r4QkvBof8qRde41duPcd/9JU/QixbdkKvGZXqhk/t3EErSzMPqcqQqvNVoWppTzDenJEkDXkdnssoXEtOuZR5JfTjskcgDbXRdE4SSrMkT1qqTrO+NEMu24Cn+mds9T35uOhC5l1EbRWLNiSvw/OR3r3ZgK+dbHF7tkakDUHUwUwzK7z/VKgMoTI0VlFbfW6gHChD10mubp8xTr1fXKJa5l3EWlQ8nICs8H3DakHbKbKw4U9tvIpzAikdo7RkbzHkzmyNi+raGhQWPVe4sS/fhFMvUYB2BHGHNQIZGvIy4qjMeONkk7II0XOFnvsWmzQ+GXpwjEzkOVVd7JZtwGWVaeFPh2L5/Ad+f21vqV+lfJVJdj7ZcsrLMpjYT/mp2idbssE/r/XtxmDhK1xOgelZ3+bLH1jZCJCgppp4T2OV8yKlK3wDPrVzh09dvcNLlw4Y9UoCZSlbzWmeIoTjZJ5RtAFzEzNSBR/u7yGF47Doc1JnSOE4yVOOZj1/0+wkR3mPw7zHvXzEtI0JpKWqApKo4en+CT8x/BqfG72NdRIlLSd5yo3JmFkVk0b+pvV4nnGap1RVQDONGKclL2wekSU1ppNoZS6cL+cKvz8ufKXqD43e4Wa1wVePdvmP3Wd5Ojvldr5Gc7OHWevIbcRT0TEbwZzWKX5v9hQOGG0uaI2XWnhgN6ClJQ469icZaa+ms5J5E7EwEVfTMyqjmbcxoTKe54JjUifcyNcJlaEfef2U00XKIK2ojE/YHvThKxOghSWQlnwRE8UtcdiSRX6arzPeoyoIDE1q6DpFayStiaiagEujGQsTcWsx5nDRoxc1rA9yAHbTKS9khxgnOW1Snu0dP8SorPD9QFh4dnyMFI6DdkioDC9sHHJzMmZy9q4f2kVEOdaY3RqXa0QnENYzyGUpaPMAEViSXk2ZR+wfDbGNQlSK8EzQZX5fOfl1RsfB16mhd56Q3va9QruuBHoB9XipX9X515rEW86oQmBD6FKfRDnlE6cHFjaqXOpNVYJgAV0qaDM/OWhid95SrHdbxNJXECsQuZdr7zKfkLkLf6v7/UEWkt+4c516P0Wu12yPZwyjiqINOZpnREmLlM57P1rNfjfkE+lN9rcG3M7H3M8HTPKEpg4Iwo5BXDMMfXvvAR+xWZ6Lr26e8WMbN0hVw8SkGAQWwayKyRexHx4KOjojmecxZhGQrhfgBMGgJlKd7xJEDa1RXB7MeHvFqXqicOGTql89eZ63Tze4OpoQyo7chLzy9mW2XhYcflbyf/25P8v/6M/8ErXTTLsELQ3pMoGaLEvB00lKHhp6W6f0w5pyWLCWllzOJtwvhrw220EKx/6iD8DTG6ecNQmHRZ9Et6S65bjK2DsbnntBWSeYL7Wq1qKCVDcUnfcs66xEaYOUjtYoXlo/JNMNnZO8Pd3g7utbEDjSuOHyYEbehpxayW46ZTNckMcR8ybCOnFeGRuHBS/E9ylsxFmX0lfVQ47MCt8rnIRYdbxytMPvfuF5dl865M2TTRaHGb2tHGsF3QX1cgwKC/MAlMNFlnoDgqn0rb1SeU8/KxHSwXEEicFpCyi61Hl+kvVaVHZ5tpO1RHZLP0DlkyETgQ0tTgq6vj2vcnWpQ7bL10cOu1RKN5HD9g1yrpCd/z0CX/tfcrIeJGe68MmbKr2qO+DlFQCVC0DgNJieITxSq6TqmyAsfPLyHSabCW/96tOcvGRgAP2wZmuwQArHMCw5rTL+xd2XeGe8wXPZEadN5s3srUQrS2U8D2sj8a9ZiwouJTMi2XIjX6e1ko+O9/hoegcpLHebdXqq4pneMbfO1hAC4rCl6RTVrT42M+i+F//cWJtzOs04LjJIQUlLGrbcOB3TmpXu2JOEC59UfWp0m814wW/tPU0aNXzxzadIboYc/4jl0x9+m514xt16jeM6YxhUXE+OuZOssT/vs9HL2WsUximiuGVvMsAuuU5Pj065Ek9IVOt1q8KSdNQQyo7taEYkvfjnJ8e3CaRh1sZIacnLkOubp2RBTed8y3EnntFZxWmd0Qtrbp2Mz20Vjqc9pHBciies6ZxrySm/pVvePtjg+toJ17IzDqs+Wlh6umEjmDMLY2aJJ1bGqqVwIZHseKW8gnGSvIsubGXjIiKaWX775tMkaY3c8kMUg6SiG3ul/aIJLyynykQCeg1iERAeaOrtjvSeID22HH9M0hlBO9Ug8ZyrToJbingaL8DZ9a03L5YOFMhSEJ0Kqg0v3hmdKmTjW3zN0FvFBAvh23hC0AwtYpksiQ7SU0GbCSrpldP1VCJb0IUX9yx2vYefbL2UQ9vzE4pW++nBBoUqPZHd9A2i8lUz0flKmM4vaDDfI+Jjyb18SN6EmOdKtpbV98NFDyUdnZFkQUMvrGmXA0R/dvdLNAPF/+vgx9lNZhxUffIspB/WHJde9FMKx63pGtZKro4mpEHLb+4/xX7V5zNrNxirnEB0/LnRF1FYfmXvOTqjiIIOezUnDDqSJb/RBh1h1HFwMOTAjOitF6xnBdM8IVArjYwnCRc+qfq1P7TOnf/kOk2jaFrN5s6Uo3aNYFizE8/4o4PXudVsMGuv8fn716i3FbFqqZqAKOh4atN7QilhuTcdUi4CXKm5k6zROYUWhnHklXMbo+jrmr6qOGp6HMx7nPQzgqWO1dW1ibe/aUOOi5Qk6HinWOedyLcHN5KcQVRxGPUItUEJRxh23J6vkema1ip2wymfHN/mKM8oupC8iziqeuzP+hzlGR967h5b4ZzPHz4FQBY2FG3A22qD9Shn3sY0VnGzGT/MsKzwfaDpSS5vTLh3PEK9mTL87Bl5E7IzmnHr/jqu0DhzMS/EXSwQypG9o1hcs8hSMr/uyK8sBTwdmLUOFRm0cH6QZOHNioO5pO07HHhBTiuotwwmddRrwiudW19R0iXngp1OLgnqU18lwUrqDYMqvIp6ve5QpUBWAtPzBHVpoF7zJs3gzZnVUqjUad9i9ImdT7xs5BM6mXjxUCcccqaJTn0lbIV3EU4dN+9ucO0/U0w+q1DrU8xyaGM9WyDxXYJQGaZFwsks45+vf5RPpjf4UO8+b+TbfGCwT24iXj3bYe9kyPWtE8ouoDOKjZ5P0i5nExKd8cr+Lm+ebPLs+JheUPPf3/xtdqIpo6Ti/mTA1tqCYyco64Cm1VgrqJb8VyEA7Qh1dz7194DjusKTgQufVIH3vmvLgLaVPL91xNZLC1595RpvzTdZCwrWdM5nhjeYNAlvTzdYi0s+vHOfaZ2gpNekmlYpxkj6w5Jcx5zNUs6mGZc2Jrw4OqRzkkh1dE7yOxOf0Gz2co6qHnrZU3dOkAYtxwvPg5lVXm23M5LTaUaehRgnaFuNVhWtlQjhOM1T5r2YzdCT2iedd0C/mk3YDOe8ZTfY6i9Yj3NeL3bYCuc0nSLUhrWooO4GFEtpiFkdkwYNwQU04L2oENYxiCr2tUF9eIoUjg+t75OolsYoWqOYxhdzDl+2YBcBJgK0Q03lUqrAt8xsahDSYY1vo9FIr1oeO0zt1dFt458rqyUZ3fnkxsS+cuUCh+0Ewdy38Uzi36pah+TQ+WqZ84RyltvGxF56QdbeHNl4OSS6vldLD8989aod+qQumEvPt8o9J6xNl21AJ2C5dqeg2rTER6v+3wOoF59j9qwjG1bsfW5ANzBMyphy6cN6qgz9qOFSb0ZjFbMqIo07fv3oWaKtjj/ee5UX4/t8fvEMe8WQQBmSpOH+vI8SjrIKOBUpsufQIuKsSmhqjekkbxxv8dz6Mb++eAElLJvJgv1pn0mZkEUNRRUSBH7yuusUzglcJ6B7N35dqzDNKp5PEi5+UiUESdiSbTcYK3n7eJ04bIm2Cr52e4dbp2s8NT7jL+1+nmvZGTdPx0yLhGtrZ9TmXXuL6SKhrTVdYHAWwtjQTytGsRea83dOio1owbyNiFXHbjojUS3gfaZeHB6wXw0o2wAtLbMqwlhJXkbYRjF3CdYIlLbUraZZ3v2EQcdePqToQl4VO6S65Wp/wr1iyFPJCT++9RZHTZ/DqkdpQs7alCRsOVukzKMYhxfC++DaAYOgorGKK+mEf/FQArLC94ug9HfiWlvy04R9/F31oguZFgnAhdTC0c88zewZQbyvCSdQr0nasUEtJLoQ1KlFZX4C0JmlrITFK5srb37MUkjTBo4uccjOt/Bs5ED6Vp9ofUUJ5ytTVrklIR6c9mbIwi1FO0tBOFn69Tn/XITnUKnSJ0ai8xOETr9LPLfa+VZkb/mfM4AEV2gvBNp4eYduYKnXVtNiD2DWUsy4o8xD7HoHytF1itGgoGo18zxmvkiwY+E5pJmfas6bkFcXu3wivckzwTE3ww1+u32a1ii2+gv2JgOy1Is+z/OYutWs9QLmVUQQdnStJgpaUt0waVOuxqfsxDNuJmPqVhNpuDSeUrYBxkpmTewV/kMLgeXsrIcb5WyNZxxE3UM+iiv8MHHxzsTfBFtWyH+4zo9u3eIvX/88z28cEyjLU+un9IclUjpeu3GJ/9/hj3AlOmOUlrSt4u50yEmekgYNO9mMjeGCMG5p8wDbKoRw9CPvn2edoLckmu9XA0JpmDQJizbipE7JdM3TvRMCYXgqPeXF0SGDqKKzkp3+nB+5cpdrl07YHM+4sn3G+miBVgatDWlce9uDpR3OvI2RwnIp8RWLL02vEAjD9eSI9Sgnkh09XfPZrRuMewVCeKPmsgnYDOf8ifFr7MRzfu/46kOOzArfK5yEtlNsD+Zs7MwojjLemW4QCMu1tbNltfPitRiaq2tUOx06h+kHDMmRlyFwEq83FVsG/QIddohcw0IjjCA+Ul7004JJ3bmEgosNZmBA+HZgMPUaUgjPf3oAb0Hjvy83/ZRfdCzRC580PbCacdKdT/bJ1v/OBt4XsOv7rzbwaxXWt/3apQTDA1scWS4TKiA+FgRnkovZyH2P+K2XufxfKdxpRO/1gPBewFqvYLc/49JgRhK3JEnD4bRH2WpC6avzk0XCUdnjy+U19rohO9pL3gTKkOiWP3z1HdKg9XqB/eJc9uBBxSmKG64OplgEiWq4Hh3y6d4NPrF5l41ezrSMaY1iVsTkVUhbaT95KrzUh1SO2SKhbIKVTc0ThotfqbKGtS9NOK573C1GXMtOkcLy8p0r7KxPiXRHPk04KPowgg+sHXB41kcA/aTCOMnt2RpZ2JBELW2skdLRtYrDeY+NXk5P++Sqc5IQaKznZZ1UGVnQkHcRTyUnHLc93px7blPdeduR9ThnI1pwUmUoabmcTahMwNtn6wjhqNvg3QtmBEUbcC8fcS8fYZ0glB3TLmFNOwbaXwl2gwlzFXOpN2UrWnBSZExmKbfLMR/PbpGohoNJ/6GEY4XvH4N/+RrT6x9G/+kFJ6c9sq0csxw0eLp3irGSGxeQDCs6RzBVdAmk9xTN0KFn0ssgZA5awXSaYisNsYFWogr5LifJcW5aLErp22zeR9knZdJXlJKjpX1MAOGpox55bStqaAaeXC4swJL4nvjKVLntq11IqAPr9bMsuPWGbhoQTCXtyLf+432FCB0oR3DiVd1tKJdkeKi2LOXWg+Trh3+sH2Xo3KILL8q6+SVL+XHNjXJMHHRcHk5JdcPL9y6RlxFJ0JEFNVpb7s/7vNXbIhCGjyW3lkKfjnkTIRmQN96TtTM+kSrqkCRqzvmsUli+ePcKk82E2moi2TEOcj46augH61jnye6neUrSq5HSkc9imllEslaitfFVtG6VVD1JuPhJFSDajrcmG1wbnCGFYzNe8Gdf+gr/+asfwdaKta05R2d9Np6a81y8z9GlHpXR36CEezjvESiDUpYg7FDKIoBPrd9mqEtene/6OxcbczDvM0x8JWq7PydRDW/kW9ycrbOTzShNQBb4hGovH1IZjRKW9bjkSjzhF+69xGSasbU+A/ByDUdD9sWQ0TDHOsGsiOknNa3xydFh0ScJWq5lZ+yGEbUN2IoWPJce8Ns8RVdpii7gRr1FbiJ66UpS4XGBmfm/g0AZLm1NiJYK+hZBaxWR7s55excJ4je+zO740xz+iD6XROg2W/RhgA0dIuvQoaFpFKL0mZQqve9eMBV0KUsulNeI0oU/3dnAYaJlqy905Jcd8bFE51DsCuqxgWVi5mKDqkOc9NpUwkE7tPRuScpd9y7PSnk1ddO3uFZC6J+PFahqeR5ZTgt2medWdYlDxL6C5aTDLr9fFTa+EaqxICD4yWMmTUBfG6SAZ9eOmTUx75ytY1qFAepOc1D0kUvXitfOtrFO8GK8x7916Tf4j/c+y1pUcD8fABAoy6KIcTcyyoFBjxpGgwKWgspZUjOtY16b7pDoliupb7tbJ9HS0AtrlLSc5iltp3CdBG3R2t/kCOHbwys8OXhikqqz6YgsbNDSkqiWe8UIHRr+8PNvoqXhF772Af4/e59kLSoIVcdmvOBLR5dZlBFpXFOWIS5uyVJflQq099wrTcjzyQG39DoHrk/RBORFxIsbh1gnuFcMmdYxz4+O+LGtG+RdxBeOrqKk5dnhMR8d3+N2PmYcFVxOJkjhuD464Xh/wMk0Y9QvSaOa4bCgqPydVd1qtLIoacmChmmTsJPNWLQR4zDnfjPkoO7zQnbIpp6z259hrOC47PGvzPO0VrGRrhTVHyfU6468Dbm3N+a5pw746OgeUjhen28j8eKFFw7OIRuLbH1lyGQ+cRRLtXKTa5pSI5IOl4IoFV3PEZ5K2oGjHRpkJYmP5DfoRnmDY85bfsIIrAa19OYTVuAcuNB/nkm8pYxsBN1SPHRx1RPXRe3lF0wM3dAgC0kwDWj7y9bfEuHcGznjvLmzsV4dvllzNCOLKiR6mXyZaMWp+nrc+tMhVz++x+VsyhfvX+Z0lnFlfcJR2WNee9PjcH2OsZK6U+z2Z+xmM25NxxzPMrbSBOMkH4/2GFz5JX7u7Ec4XXYGhmHJOClYjOYMooqbp2PW05xeUDNrYnb6c4o2pGwD1uOcK9EZl/pn/Kf7n+SNg02axk/exmmDtYKdS2dc7k29jtw8RgUXr4K8wu+PC3gm/lY4rVgb5uRNyJHokeiWV25cQgjITchQlmT9irrT3GuH/Mnd1wHoNiRfPrxE3QaEYccoLWmMYpbHCOGIgo5ENYxUzkd7d7FO8Nt7TyGko7OS69kJdaw5rPsMdE1tta9ShY1PuPIRd9waizrioxt7WCf4wuk1JlVCNi5pGoUUjixoqEJN3Wpao9js5cyqmH5Yk2qfVFnnqxanTca0jX07UTiO2x6zOmYtLak7fe62XtTBdzlqKzxKCCeCUBqee+qAFweHGCRvzjfYX/RZlBHmgkoqIATt0NEOQM8kbWxo1wxohwis51GdhrjY4hJDsNFQDQPU8dKqphQsu+IEC0G16U2YZeU9BMOp9PpVy+qQWyqnCwvtSODsUrrBQjATS4FPn6Q9EAcTRhBOQFiv5C6M52E5+S55vdpw3q9waagsjPcIdNq/h+x8QqdKgVhtzW9AsBAcznrsnQ4RX+uBctxsFcPBUguq8pp8WhmysOFaesYo8DeNb3abHBR9/tXsJbJRjcQi8edn6wSpbjko+vQCr4AeBS2tVRRdyLSOWU8Kz1m0kv18QKYanokOuZxOuCHGXFpSSCSOozzjZNJjmifUVYBUzv9BrWxqnig8EYVmFwb0o5rZ727wzps7LJqITz53i+3tCW+fbXBSZ2z0fFvtaNLjVw+fAyBRLUI48rOEOPRTfGUToJRdis4pchPxcnGNm9U6pQkIdcdav6AyAbeKMXeLEYlq2Ym82fHNxRhjJVd7Z6zH+fkaLYJZlyCFo2gCAmUwneJsnjKpEqpWU9cBxkjmdUSkO3pBTapb1mOvPwVQW8288STKvXzIa5MdItWxnfg7sY0kJ9Id5Tz+4QdihfeM+MhxdzIk0S3PpQcEwiBxBMrQS2rCC3pHPL2u6X3wlHbNEJ35cfVgVKPSzk/5aV9FCs4UQlnflpcOs9HQbbaeOB57g+MuAZN4rSudC2zg/f+s9glNuelJ5A/4VS6wsPT7Y0mOb3ueZK5qL9bptH88nIFoPTeqGbrz6UDV+Mpa23PYzOAic37Wrca+pSkb6DJPqHfKX4dXeBfZnqM4TmmPE2TjK4e2Upwd9ylaf25fi0uu9idc659SmoBZF5PqxnOe5hm/tv8sv1c+jRKWnWhK2WpaK7k9X6M13m/1rEoItWFWxRzlPSZ54vlXwjGKS1oruV8OmJiUnvIdi15Yc7zI2J/3/U3vIqS+08NNQ7pK0zUKKVdJ1ZOEJ6JSJZwjb0LqnY7tK2eMopL1KGctLKmtYtKk5z1xpRzHi4y3s03GYc44LTm1QzrrffeEcIwyf+s7yRMuRRO2ghn3mxEznZCGLYOoojaad47XqauA9bUF4yBnPcjZTBbcmY/YDBfo5R3QrIq4m4+IVMdGvOB4SSwX92O6Xe+CPk5Lyjr0nC5laIyXRYhkx61iTGclHxrtI4XlfjHAOEHe+nahAzaTBYOwoq9rLILJIHmIEVnh+0W9LlDKkrchrywuE0hDqDqKOqTp1IVVyLeBIJAOPWgot6VPcgBTK4R0yKzFaAUTjSs1Zam9TcywAScwsedjtX2HjSyEFucExoCqvA2NcMuKUrCcypNejkF0Ehd2IL3GlbDv8rDa/pKutWzZVRsPJBQENgIT+5beA2scm9qlBoPwxszCtzDrgcX0LKrfYmaBFwdtL2Ys3yu2fvWIYmcL0UF5ySDWGgJtyJKGXuA1px5wCo9sj2kZM4h90pNFDXkZcnR/yBdH1/hYfJvecrSzbjWFlURBx6yMyecxWb9CS0sUdMRhy+Gsx/Mbx1xKp9TGTxced31uFWN2hnNgKafTKdpGIwKLHTgwAlEoXMzKUPkJwxORVNk3biB/9hPIP1fzwtohf2Hj9/gPbv8Eb3/1MqPrZ14Tqg4YDQq0Mjw/OmI7mnO/GrI/6/uTrJFMFglp3DCMKl8i1iGHTZ+eqihsSN6FTApvS3C1d8ZpkVAtIo6P+/y2epp/bfdrvNg74KTy4p9jnXMpiWis5qxKqDtNrPyEitIWe7lEK3teqo6CDq0s1gk+tL7P5eiM2gacVSmLOuK4yTgo+udeU6eLlHIakwwr+mFN0YYMoopUN1wZTXjtYQZlhe8Lg5uWvQ+krGcF/82d67y0dcBL/QMWbcRxkWHtxbwQ9/YM998cw0aNXevQxwHiUBMIn8R0A4NIu3OTZJN5UrOpNEJZ0L5K5CtaAnUcoBrO5Q7iI4kNl626ApodXwHTJwHhVFBt+WTLdVCP/WdGJ5Jyt0PPFape6mBpRzDzQqD5VettcyJv4qwKn6jRyGXSBl3iUJUXKVVzhVnOGdjMIM+eiNPy9w6tMKFDBCDWGp7bPeJw0UMIx7SOCZRhlFRM65hZERMFHWdFwuwsJR1UjAcFddJwYzbm7/FH+HB/j//xs7/Jb0+v87XTbSazlH6vpI1bikXE1e0z5nVI02msldyejjguM98CnPXR0nB7tka8HBgJlEGAT85sggodaVoTakOkO44v5tZc4Tvgu+5eIcTfA/4scOic+/DysTHwj4GngZvAv+GcO1v+7t8F/ip+JuZ/6Zx76BqTrm0I54aPXbvLcdXj12YvcPt4DYYtvaghLyO6QjMVCe0s5MPjfZ6ND2md8romw4osbqhbjZKO2XIjGyeYtAkkkHcRo7Dko9t7HJR9KhMwSiqKLKJahDRGcdT4DSlxtE5R2JA3Z5t0TnK5N2VaJ9ydjxDCsd7PmVURm738PEnKy5B+VrGdLvjU4CaZrDnq+ksfQd/zT4OG7XSOxHEapbzVbDLuecPmvdmAr/6tX6D8vdeJ1t6tVD1u8XwSke9IaCT7kwFpXDNtEv7Bv/cq+7/xz4lGCVHk/0YuWixl57CZ9R2zVhJOPLnbCQhnAmEVXScg6zASCKxPYEqFkxJdC7qeb43KRhJOfdtPdL7i5LSXWWg2jCemawvOe/bV69bzraznSMkGhBBUGxaRGkyvw8yWBCgjaAeW6Fi9O+21FGJ3AdAJROsrbU46XN/SbNfI+xHCgJ4rDv/Tf0Tx6quo7F25k4sWz/eC2QdGno8WG8RZSL4RepcMo5ZWNQWzKiYLGybWi4DuDmakUUNRh16qZjhlVnuuKX34UHSPoh9yvxiShQ1lG9DWmiRrmNchRRUhhKOaR4RBx7yK6Mc1O4M5+/mAeRGztXnMpErojGJ2mhGkDXHSsDOc8/L/4b9m+jtvkYxjhPZ/I6tYPhn4XjhVfx/409/02F8HftE59zzwi8ufEUJ8EPhLwIeWr/kPhRCPhiqhg6ILeetgg3/61Y/TSyvSQUXVaeKoJRrUIBwbl6eUJuCr+RVemexSNQFdq5jME/pxTag7eqEvLX9w84D/6favsKOnaGkIZYcUDikclQmYlDHWCqT2k3qfP7zGO4sNPj6+y/PJIZHomDURkzKm6EJqoz2fatkWBEh0S9kGnOYpQWAYxDWNVbyWX2KvWWO/Hnr7mSomUt25ui9AuLRkuNSbclanBMqw9ZMf5pN/+6e+uV30+MXzCYNT0N9e8OLWIZtZzjt3NjGf/iw/8rf+O7iltMISFyqWVgkILGI/Rs8U9br1038dVFsGB4QnClqJaATx7RB9FBIfaMIj5TlUtUQ20idH2leQVANIqDYsbX/Jm3IgZgHqTGOVb8Ppwotz2sR67lbu+VSuULhGIpeVKhcbb4gcOWQjUIUkOvKTh3ouSPY04cTv6fBEER5o7MmyPa99Rav36U9x6ad/ZqmJdY4LFc/3AlU5GDVsXJ6SXFpw7+6YyamvVMVBx/EiY1FGHM0zryXYKe5ORgTSUtUB99/e5ObpmHFcMAxLvrbY4Z/PPkogDNvJnNZ40c6r22f04pp+5Cf5mkYTpA1p1NC0mv2TIbeO1rh3b8y4n/OBwT4fWDvg2fExOu7OuVNnRUL8uU+z9b/+K8v3Pv+vPPGxfBLwXZMq59yvAqff9PBPAT+7/P5ngX/96x7/R8652jl3A3gL+NH3Z6k/GMJJw62TMR+/co9sUFHWIb24pm41W/0FSlm0thgrqIymtppJmaCURSqL6RRaWpRwnBQZxkoy1XCnXedOOz5PUiqjCaQhb335WAiHkNB0itNpRig7toOZr4LJjs9u3eBDG/tYJyjagEgb0qBhK1uwnhWEsqNqNflJipT+7uzW6Rq/du8Zfm96lTcXW7RW0XSKu5MhnfMhLbqQsgu4PPRKwvuTAdZKRh+9QjiIkN945n7s4vmkQXghcLQ0HOUZWEHywaeZB6NvfuqFimU4N2Rfi+jdFuhiqaZuPVnZKYeNnZdBqCSuZ6gutZ7zNLA02x1i1OBCh+g8h6oZLH83sn4wy/pjC3hxUOmTIoSjyyxW+depXHoJBeOrXKqUXhvLeu8+0cnztp6f/nPUG9ZztqxvN3apQy/8/nQa9NJuR1UCJyB9+jlUmp4Lli5xoeL5XhD/F59H3/PDOVL6qU9nBc4JxknBpcGM7eGctawkixqqIiSf+Er89mhO//KMJGyZNjFSON6ervNL915g2qV8bHAHLS1VE3C8yJiXkT8PRy1BYBj2Kk4mPdpW0e+VrA9zBus50yIhVQ3PpYfEquMjV+7x9MYp5SKirEOCZ59FZinWCDpzfpl94mP5JOC9Nu+3nXP3AZxz94UQW8vHLwO/9XXPu7t87KHDaUkc1nzp7mW6RhMlLUnQ0nSKt25vIQSkg4oPb97n04Nb3G+WZeEm8EbIWU2gDJlu2OsG5xWp16tdzrqUw7pPKDtS3fDx4V1uFBscLTKEAKV9z3+cllxJJxgErdWM9YKpSrkST7BOsmgiBlHFi/0DpHCUJuRSNKFzijc7RRK2HE17tJXmhasHxKojVr6vHwUdG72aYVjSWM28jag7zZX+BPBkSa0sW9mCuFp8sx7dYxfPJw2qctRW0llFoCxR36tGt53G4QVil7hQsbSB5ylNP9QRHitc4OjCpUq6FdjEIFqNKiUGcKGXLbCRJ4XbeYBY+nd2PYsLvWUNAggNYqb9XnAgGi+zIFuWhs1LI3SxlEhQ/nnOezITnnkiumwFwglvVSMdzbrFhRaZK7psaYEj8Qlb6XuCuvCJllkO4TrpCCcSsfgWAs6Fiud7RbovuHdjA9EKXL8jSBtvYOwESlpOZildpwiCjtEoP9f0M06glWGWx5RNgBSOSBmeGpxRW81uOOHPX3qZXz99lhtn62RRQ6Q7rvT9effVu7s4B5c3J6RBwyCsuMOIs3nKFydX+eToNolquT1fozGKMGnpJTVCOBaH8puFP1exfALwfjMivx0l79uOPgghfgb4GYCY9H1exreiXg/Y7h9yqxmTDQvmi4QsaFiLCjorWcwSnIPKBNys1nlttsNpkaCkJUw6nBNIvBr7WlQwbWKmbUxptii6gCvphMO6z34+4FpyxqcHNzio+rx2Z4cka3i6d0qkOqatv4PKu4ivdpfOSevPD4440j0WTcSNfJ1UewmHgfb6Umlck4UNwdBwKrNzsdDaao6rjKIOSYOWvI04yn0lTQrHgeqT6JZAG8omYN5EjFT37YPyrXhk4/mkQTXQ1JrKaCaLhOYoRWwVNLWmM94e6bvgsYxlF0uKXUdwqjARuMSAFcj8geS5xGmHygWylTSbnU+cWoEsJaoStGsGE+EnB1uvNSWMgFx5blXgp/FcYKEVmNjb0YhWoEswIf5IWe/zB/gEyELbt4RTiSp9Fate94Kgaq2lEw46iWkEogMXeakGYR3WivPJQJNanHaYyouI8r0NHTyW8XyvqNZBzxRmt2Y0LIiCjqZT7M/7NK2mqTRSOZSypHHNVm/BzeMxg6zCOUHXKLpGcWO+wWgtZyeDSZeyMDE/2XuF56J9/oH6Q8yamEFYMan9eTrNKvKbQ8pRQNkGLJqINGjp0po3DjaZ1THXByecLlKU8pOl8yJCCNBx+/Wtv98PT1QsLzreq07VgRBiF2D59XD5+F3g6516rwB73+4NnHN/xzn3KefcpwKi97iM7x3CgHGSUc9vyKe2T+gFNb2gZj0r2N70bbKiC/lE7xafWLvDOC0JtWGYVMRhS6JbNsM5B2Wfeet5UJ2TFF3IvIvZCL3u1L1qRCxbxlGOUI5+4kd4T5uUszplrxxyczHmtE45LVMaq2idpLGKvAl5/WiLu4sRG9GCm8U6e7MBdesrZtvp3P8fVIfCsl8N/O+rgNZKaqMZJhXWCRZ5jJaWVDdewG7pQVUZ/c27+LGL55OGtifgZsqbL1+lvZdBr6WpNaNBgZQO9W4790LFsulJTGKJzjx5XGjvn/dA3sBph1trMYlDdgI1eyCp0OIUBPNl686BqCXBTC1NmR2u12GG5lypXc8Vwdy35IQFVUm6ZFml0l5moUsd0ZlPtrqer4qZyE8SVhuOdmTQhcCcRb5dmPhK8gOrGhv4a6UNHSaz6FwgK+EnAGPnhU2/ERcqnu8VwoG9VPH85cPzCehe1HB97ZSm8p2HrfGMzf6Cxiiqzgs251XIIo+JkhahHEI65ouEvq7p64qpSdg3PS7rCVvRnINFj5fvX+LNe1u8cWebttWw7itPke4oW82siumMRAi4fzbg9mKNQVrRdcq3G9OarlV0jcZZvt7ubBXLJwDvNan6OeCnl9//NPDPvu7xvySEiIQQ14Hngc//YEt8n+Ag0w2dUSyqiMvZBOsEv3HjGW7d22CySLm+fspPbr7KS+F9YumFP5tOcedwTFH7BGrWJTzdO2U3nbJoIl4/3qI2moOyz1454KxIOKp63G3GAGyPZwzCmtZJXuwd8HTvhMZoyjagF9S8OD70bcTJtiekn2WUue/rg1/zVn+BlJaDaZ+9xZBhVDEMSl6d7XJzOma7v6CrNPcPvcly3oQMk4oobpE4Tio/DqyUt7WpbYD7xrTq8YvnE4at/+A3cQqyp6fYyKICizOCSJnzFvASFyqWG79zQrqnKC5ZBm9DeCtCzrT370u8FpQ8DsAKTOylE+gEpvamxc3I284I4ytUVjuiI0V4qpDTADXRiE4gK4lsQS/E0qrGP9dGFtkBDnQhiI++rqXj8FpUgfM6WLGDyNIOLbISyKnG5RpVeD2s6MST3oUBq3y1rBlabOArkTbAE+a/ERcqnu8V9bpBKMdZlZCFDWnQ0gtr5m3E5a3J+TRgaxRlE3A0z7wOYOfNkntJzUev3OPq9hnb4xlfOrrML+89z7/ce4lfnn+Q1in+e+Pf4TM7t4nDlrRX41qJ6SRCOeZFzL2bG0xnvrMwTCpe3Dokilpao4h1R3Uas3/WZ15EdJXGtQIhHepdX85VLJ8AfC+SCv8Q+GPAhhDiLvA3gL8F/BMhxF8FbgN/EcA594oQ4p8ArwId8L9wzj0aUs8CmuWEVNMovnxwmcUiJk4aWulLxqlu+Gz6Jqno2K+HGCvZ6OX04xotLVpYTpuUZ7JjQtlRJCGdlTgnqI3mKO/RGUmsWq6Entt/vxiyP++zHuc8Gx1woIa8MdvyAp5WY51AC8uLa4fURvNr0wylLaEy7JVDAOZ1hBKO0WDBpPRaLKEynJQprZFkumFja4aSlkFU0dqUutMYI8nbkFnl72jisOULf+MXmLx8h25aAnx0GcPHL55PGpzjmb/2m7z9f/oxBs9PmB1ntP/vv8uXv3SPdlqCEFzEWJpX30D8tzew/Y4uCQlyaIc+mRGAzgU699Ukq4E+RCfayyGopZefAdEs9aaWulU2dLjQIgKBqIX3EoyWzzVeDLRLvbaVt66RdImj7VufhDX+NaoU1BsWVfj3x+F5P8oT2sMzRdt3mHGLvBviFDRDC50gmAu6nvPThBKO/v5/QvXW29hFDqu9eQ714nPojYq2CDhuBuzueH+9vq75vYMrjNKSj+3s0TnJ3mKItYK20fSTGpVVhLoj1h2pbtHpnKPSC4Q2jcZ0ijf6W4zXKiY2ZNGFaGUZxDW9uOborM+wX9CPGuZxjRQwSkqUsByXGf24ZhBV7CYzLn14ytdOPE3q4P/+T8hfvo1Z5DRwIffmCt8e3zWpcs79m9/hV3/iOzz/bwJ/8wdZ1B8EVG25Nx0yzgqeGp7y8t3L3m5GWbSySOFbf7+Uf4DnowNOG9+vXosKmkB7RXUnWXQRtdVM24TbszU20pzL6ZSjqsfBrO/fT1oap6lswKIJKYqItyYb/F78NBvBgtro87bcgypSpmr/mcJRFwF6aNmIcg6rHlnYEMZ+jzWhogTmTeR5VFHDICxpMkVtNKOwpLOSw0WPOGyZVxGLaYKOOmwo2fy3/w2GjSaKWl75qf/9y865v7s8RI9VPJ9UpM9P+MTOXepNzY2/9hd4MWh5pn/CP/7LP8/ijf0LGcviskUlhmrTk779dJyfmmv7Die91pRdJk1+yk7QjnwC5BQgHTqXfnrQgUsNOJAL5duKy0tYO/BcKv/gUt1cLLlU2k8cOu2wia80qcILeprEnRPbwSdbwdxrYrUDg4oN9XbnPQcbT2qXjcApX6kSCrb+rf/BuV/gO/+bf2e1N5d442c2WOufcjwLQXnbmVh3dKGkagJMXPPOdJ2zeYo13vUijDqGUYVFcH86oFwKdU7KmN3+nP645u50SKgNl5IpqXAUWBLVMk4KjvKMzij6WUXVBORlRBR6LmrRBkyLhM3+AikcJ2VKKP3QkLGS62unXPmbP8GtszU6I7n11/6fFG/eX8XyCcETI91rlSCNGk7ylJM8xVrJ9vqUg9MBl9anbKXecmC/HhIIQ6J8eTmUhlAatuI5eRed+0rdzUfM8pgf2bwLwL35kChoCZTl7nzEb6tnmLYxSjjCyJPO7xYj7jKiNd5WZCb96M+HRvvkJuLN0w2UchjlGEUlfV1xSI/WqHNBTyEcWlryJqSsAwJtsM6T0rWwHJVev6UXeR5VaxQOr/qbhS2tlZiwZRhXvPJQIrHCD4I0bNmK5lgnOKkyGqu4V/iq6oXGfkQzNsjKE9O7kcFWEhtbbChxgUPN/fSe08skyS71pRrhEyXnp+xM5gnpyCUny/mkKZhKZOef1/bBJganfPLDqMGV2rfnIguNP94msf73DpwViHzZ4rPez69Ll7Y6C3+qdcpXs/RU0g7erXqpSiAbb6fzTZIKTzxM32Adnncm/STzrIrZTWd8ZHeP14+3mB31SNZKLo09N/Zo3uPm8ZhrG2fIpe7f8SJjdtTj2bUTKhOQhn4CfK8c8kvF0/xU7w7/3fEX+Dv1H+VUpoS64Wye4pwgDDsWixhbK6o0JIy8JuGsiinqgLW4ZCeZo6TloOgRKYOSlqb1HYMVnhw8OUlVJFhPCqTwbKIsajhbpDgrGEQVL/UPvP1Leo/Trkdp/PjtOCxYDxes6ZxUNrxdbaGwTOMEue4IhOXN2SbTRcywVxEqQy+sOakzjkvff8/ihku9GetRzjvzDZ/sdN6aJtYdkWzp6Qeic5771DnJpE0oupAkaAllx2a4YNJ4G5ydbMYiiWit4vZ8DbMkQ87KmLW0pBfWDMKKg6JPpA3jpGAzWTBrY07LlHLJ2Vrh8cP9asAX968Q6o5xWrJoLjZhVRWCdmTov6npEuh6fjoP8KbK0leQuoEX4NS5xKS+siQriVtqT3U9e26MLIzwjRaBt5ppPBG+S5wX+GzASIcLQOYSOwlRrSeY06lzfz67nAbUhedQtX0/yeesb+mpyvO5mo131+K0o82WbT/lEzpPjBfIDsxqa34DXvoPc7r/c0ny4UPu3VonDlvKJiDTNdIElFWACA2BNp5T1Wqcg7bWTKuY7f6CQBpunowRteSsTumspGw1Ujhem20zDF7kc8lNPhKe8ZHBHvfzAaEybAxy7h8PkdIRxS0iaWjqgHwaUyQVTacYZSV3p0PKLmCYVP7GvQoY9UuGWYlYGSo/UXhikqrs51/mqP8jHP5hb5AaHGucgGgueCvcYFIlfGDtAJVa3iy32MuHxLpl0ibczMdcTid8ILtPbTUKS7O0jvn84TUWZYTWlqZTaGW4nE55a7YBwCCqeLp3yqyNyTuvHWWdINYdWdCgheWgHrAV3uNKb0Kg+uzP+rx9tMFiGGGd4FJvev7/eLp3ymnjTwpXswn3ywGnecpWb4GSlkUVkQYNoTTMmphZFdGPGo4L3848FwdtVmfuxwHqueu89u9skt3UNENHu99y8tVNZAvl9dJzPaqLnVRFE0G7Y3Eaqm2DKjxZPDyTuIVPXrrecqouthjrSO9JiksWJ72eFRKyWwqT+CSm7TlPTC8EwgpU6XlZnqDukyt9plE157wqFzhUJdG5J7N3PYeLDEZJL14F2MT5ypjzWlbB1HOvhFVEZ4I2g3rs24Th1K+9XvPJWpf5BE+YlVnc18N+6VUyvc0HhvsUS93Ay8Mpkex4fbKN1pYXdu5TGy/YDJ4/2nWKeRGTVyGDtKJpNGLU8M7eBpe3JmSh91kNdUfnJL9WPsPTwTFPRcccT3u8uHOIxLEvB4z7ObH2noLFSQrSMSti4rDFWMn8JMM5wSCpiIOOUVKR6NZ7FD7k47fCDxfCuYefRQshjoAcOH7Ya/kesMHjsU747mt9yjm3+X5/qBBiDrz+fr/vHxAel3g+rFiu9uYfDFZ787vjcYnnam9+dzwusYQfMJ6PRFIFIIT4gnPuUw97Hd8Nj8s64eGtdXWM3n88zHWujtH7j9Xe/O54XNa62pvfHY/LOuEHX+uKQbfCCiussMIKK6zwPmCVVK2wwgorrLDCCiu8D3iUkqq/87AX8D3icVknPLy1ro7R+4+Huc7VMXr/sdqb3x2Py1pXe/O743FZJ/yAa31kOFUrrLDCCiussMIKjzMepUrVCiussMIKK6ywwmOLh55UCSH+tBDidSHEW0KIv/6w1/PNEELcFEJ8RQjxJSHEF5aPjYUQvyCEeHP5de0hre3vCSEOhRBf/brHvuPahBD/7vI4vy6E+Mk/oDU9svFcxfL7XtMjG0t4dOP5KMZy+TmPbDwf1Vgu1/HIxfNRjiU8uvH8ocTSOffQ/gEKeBt4BgiBLwMffJhr+jZrvAlsfNNjfxv468vv/zrwf3xIa/tx4BPAV7/b2oAPLo9vBFxfHnf1JMVzFcuLE8tHOZ6PWiwfh3g+qrF8FOP5qMfyUY7nDyOWD7tS9aPAW865d5xzDfCPgJ96yGv6XvBTwM8uv/9Z4F9/GItwzv0qcPpND3+ntf0U8I+cc7Vz7gbwFv74v594HOO5iuW3x+MYS3gE4vkIxhIez3g+9FjCIxnPxzGW8AjE84cRy4edVF0G7nzdz3eXjz1KcMC/FEL8rhDiZ5aPbTvn7gMsv249tNV9K77T2n4Yx/pRj+cqlt87HvVYwuMVz4cZyx/m57xXPE6xhNXe/G54nOL5vsbyYXv/fTtbpEdtHPFzzrk9IcQW8AtCiK897AW9R/wwjvWjHs9VLB+tz/hBcRHi+cM6zo96PC9CLGG1Nx/gIsTzPR3nh12pugtc/bqfrwB7D2kt3xbOub3l10Pgn+LLfwdCiF2A5dfDh7fCb8F3WtsP41g/0vFcxfL7wiMdS3js4vkwY/nD/Jz3hMcslrDam78vHrN4vq+xfNhJ1e8AzwshrgshQuAvAT/3kNd0DiFEJoToP/ge+FPAV/Fr/Onl034a+GcPZ4XfFt9pbT8H/CUhRCSEuA48D3z+ff7sRzaeq1h+33hkYwmPZTwfZizhEY7nYxhLWO3N74jHMJ7vbyx/2Oz7b8PG/zPAG3hm/b//sNfzTWt7Bs/+/zLwyoP1AevALwJvLr+OH9L6/iFwH2jxWfVf/f3WBvz7y+P8OvDfepLiuYrlxYnlox7PRzGWj3I8H+VYPqrxfFRj+ajH84cRy5Wi+gorrLDCCiussML7gIfd/lthhRVWWGGFFVa4EFglVSussMIKK6ywwgrvA1ZJ1QorrLDCCiussML7gFVStcIKK6ywwgorrPA+YJVUrbDCCiussMIKK7wPWCVVK6ywwgorrLDCCu8DVknVCiussMIKK6ywwvuAVVK1wgorrLDCCius8D7g/w+/913CgtrCeAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(5, 5, figsize=(10,10))\n",
    "for i in range(5):\n",
    "    for j in range(5):\n",
    "        axarr[i,j].imshow(X_train[subset_Corrupted_train[i*5+j]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25cd4423-2893-4bb6-901b-be76d7fb75bb",
   "metadata": {},
   "source": [
    "## Let's delete the corrupted images : "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "72da3982-82b4-4590-97db-bc0e89f7e4c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- X_train shape: (7000, 12100)\n",
      "- y_train shape: (7000, 4)\n",
      "- X_test shape : (2734, 12100)\n",
      "- y_test shape : (2734, 4)\n"
     ]
    }
   ],
   "source": [
    "X_train = pd.read_csv(os.path.join(DATA_DIR, TRAIN_DIR, \"train_images.csv\"), header=None) # Images / Train\n",
    "y_train = pd.read_csv(os.path.join(DATA_DIR, TRAIN_DIR, \"train_labels.csv\")) # Labels / Train\n",
    "X_test = pd.read_csv(os.path.join(DATA_DIR, TEST_DIR,\"test_images.csv\"), header=None) # Images / Test\n",
    "y_test = pd.read_csv(os.path.join(DATA_DIR, TEST_DIR,\"test_labels.csv\")) # Labels / Test\n",
    "\n",
    "print(f\"- X_train shape: {X_train.shape}\")\n",
    "print(f\"- y_train shape: {y_train.shape}\")\n",
    "print(f\"- X_test shape : {X_test.shape}\")\n",
    "print(f\"- y_test shape : {y_test.shape}\")\n",
    "trainCorruptedList = corruptedImages(X_train)\n",
    "testCorruptedList = corruptedImages(X_test)\n",
    "\n",
    "deleteCorrupted(X_train, y_train, trainCorruptedList)\n",
    "deleteCorrupted(X_test, y_test, testCorruptedList)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a564cc51-6d4a-48c1-942b-15da75160f0e",
   "metadata": {},
   "source": [
    "## Prepare your new dataset for training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "85ccc6dc-4e1b-4d10-81af-2d99d25b0e13",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get our label\n",
    "y_train = y_train[\"Volcano?\"]\n",
    "y_test = y_test[\"Volcano?\"]\n",
    "\n",
    "# Normalize\n",
    "X_train = X_train / 255.0\n",
    "X_test = X_test / 255.0\n",
    "\n",
    "# One Hot Label encoding\n",
    "y_train = to_categorical(y_train, num_classes = 2)\n",
    "y_test = to_categorical(y_test, num_classes = 2)\n",
    "\n",
    "# Spliting\n",
    "X_test, X_val, y_test, y_val = train_test_split(X_test, y_test, test_size=0.5, random_state=22)\n",
    "\n",
    "# Lastly resizing\n",
    "X_test = np.resize(X_test, (X_test.shape[0], 110, 110, 1))\n",
    "X_train = np.resize(X_train, (X_train.shape[0], 110, 110, 1))\n",
    "X_val = np.resize(X_val, (X_val.shape[0], 110, 110, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed45b822-740d-42e6-8093-f25952fa5777",
   "metadata": {},
   "source": [
    "## ********* TODO **********\n",
    "Train the models again with the new data set to see if we improved the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "8e5603df-9fd0-419e-906b-58d58ee6fe05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "107/107 [==============================] - 36s 339ms/step - loss: 0.1205 - accuracy: 0.9569 - val_loss: 0.1696 - val_accuracy: 0.9450\n",
      "Epoch 2/10\n",
      "107/107 [==============================] - 39s 361ms/step - loss: 0.1107 - accuracy: 0.9601 - val_loss: 0.2503 - val_accuracy: 0.9270\n",
      "Epoch 3/10\n",
      "107/107 [==============================] - 41s 382ms/step - loss: 0.1087 - accuracy: 0.9617 - val_loss: 0.2035 - val_accuracy: 0.9330\n",
      "Epoch 4/10\n",
      "107/107 [==============================] - 37s 346ms/step - loss: 0.1040 - accuracy: 0.9645 - val_loss: 0.1700 - val_accuracy: 0.9465\n",
      "Epoch 5/10\n",
      "107/107 [==============================] - 39s 362ms/step - loss: 0.1001 - accuracy: 0.9651 - val_loss: 0.1984 - val_accuracy: 0.9435\n",
      "Epoch 6/10\n",
      "107/107 [==============================] - 37s 349ms/step - loss: 0.0983 - accuracy: 0.9663 - val_loss: 0.1838 - val_accuracy: 0.9473\n",
      "Epoch 7/10\n",
      "107/107 [==============================] - 39s 369ms/step - loss: 0.0874 - accuracy: 0.9694 - val_loss: 0.1750 - val_accuracy: 0.9526\n",
      "Epoch 8/10\n",
      "107/107 [==============================] - 33s 310ms/step - loss: 0.0899 - accuracy: 0.9678 - val_loss: 0.1926 - val_accuracy: 0.9428\n",
      "Epoch 9/10\n",
      "107/107 [==============================] - 36s 341ms/step - loss: 0.0801 - accuracy: 0.9723 - val_loss: 0.1774 - val_accuracy: 0.9526\n",
      "Epoch 10/10\n",
      "107/107 [==============================] - 40s 372ms/step - loss: 0.0806 - accuracy: 0.9725 - val_loss: 0.1798 - val_accuracy: 0.9511\n"
     ]
    }
   ],
   "source": [
    "# WRITE YOUR CODE HERE\n",
    "# WRITE YOUR CODE HERE\n",
    "model3_trained = mymodel1.fit(X_train, y_train, batch_size=64, epochs=10, \n",
    "                             validation_data=(X_val, y_val))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8f193a4f-accf-46d5-9245-2d9c2b7bbfd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "42/42 [==============================] - 2s 47ms/step - loss: 0.1520 - accuracy: 0.9495\n",
      "Test Loss -> 0.15203940868377686\n",
      "Test Accuracy -> 0.9495101571083069\n"
     ]
    }
   ],
   "source": [
    "# WRITE YOUR CODE HERE\n",
    "score3 = mymodel1.evaluate(X_test, y_test)\n",
    "print('Test Loss ->', score3[0])\n",
    "print('Test Accuracy ->', score3[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "17cb96b1-3010-49d8-9d9c-f146c2e4d4b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# WRITE YOUR CODE HERE\n",
    "plt.plot(model3_trained.history['accuracy'], label=\"train acc 3\")\n",
    "plt.plot(model3_trained.history['val_accuracy'], label=\"val acc 3\")\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5157f2fd-1713-4a94-a6aa-de6d9120741b",
   "metadata": {},
   "source": [
    "Notebook inspired by https://www.kaggle.com/behcetsenturk/finding-volcanoes-with-cnn/notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47327235-d745-4e9e-b271-adec6a0a58ad",
   "metadata": {},
   "source": [
    "---\n",
    "<img src=\"./Images/IPGP_UP_couleur2.png\" width=\"150\" align=\"left\" style=\"vertical-align:middle\"> <h4>Earth Data Science Team - January 2022</h4>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}