{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Regions\n",
    "\n",
    "Authors: [Serge Rey](https://github.com/sjsrey), [James Gaboardi](https://github.com/jGaboardi)\n",
    "\n",
    "## Introduction\n",
    "\n",
    "In this notebook we demonstrate how to use `spopt` with empirical and synthetic examples by:\n",
    "\n",
    "1. Evaluating the properties of a predefined regionalization scheme.\n",
    "2. Exploring the `max_swaps` parameter on a simple lattice. \n",
    "\n",
    "`spopt` offers functionality to generate random regions based on user-defined constraints. There are three optional parameters to constrain the regionalization: number of regions, cardinality, and contiguity. The default case simply takes a list of area IDs and randomly selects the number of regions and then allocates areas to each region. The user can also pass a vector of integers to the cardinality parameter to designate the number of areas to randomly assign to each region. The contiguity parameter takes a spatial weights object and uses that to ensure that each region is made up of spatially contiguous areas. When the contiguity constraint is enforced, it is possible to arrive at infeasible solutions; the `maxiter` parameter can be set to make multiple attempts to find a feasible solution. \n",
    "\n",
    "We begin with importing the relevant packages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:21:58.791143Z",
     "start_time": "2022-10-29T17:21:58.750921Z"
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    "execution": {
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     "shell.execute_reply": "2023-12-10T19:07:40.190021Z",
     "shell.execute_reply.started": "2023-12-10T19:07:40.152139Z"
    }
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: 2023-12-10T14:07:40.178142-05:00\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.12.0\n",
      "IPython version      : 8.18.0\n",
      "\n",
      "Compiler    : Clang 15.0.7 \n",
      "OS          : Darwin\n",
      "Release     : 23.1.0\n",
      "Machine     : x86_64\n",
      "Processor   : i386\n",
      "CPU cores   : 8\n",
      "Architecture: 64bit\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%config InlineBackend.figure_format = \"retina\"\n",
    "%load_ext watermark\n",
    "%watermark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.155357Z",
     "start_time": "2022-10-29T17:21:58.794687Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:40.193659Z",
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     "iopub.status.idle": "2023-12-10T19:07:42.128589Z",
     "shell.execute_reply": "2023-12-10T19:07:42.127774Z",
     "shell.execute_reply.started": "2023-12-10T19:07:40.193632Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Watermark: 2.4.3\n",
      "\n",
      "numpy     : 1.26.2\n",
      "pandas    : 2.1.3\n",
      "spopt     : 0.5.1.dev53+g5cadae7\n",
      "geopandas : 0.14.1\n",
      "matplotlib: 3.8.2\n",
      "inequality: 1.0.1\n",
      "libpysal  : 4.9.2\n",
      "seaborn   : 0.13.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import geopandas\n",
    "import inequality\n",
    "import libpysal\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy\n",
    "import pandas\n",
    "import seaborn\n",
    "import spopt\n",
    "from spopt.region import RandomRegion, RandomRegions\n",
    "import warnings\n",
    "\n",
    "RANDOM_SEED = 12345\n",
    "\n",
    "%watermark -w\n",
    "%watermark -iv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Evaluating Regional Partitions: The case of Mexican state incomes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be using the built-in example data set `mexico` from the [libpysal](https://pysal.org/libpysal/) package. First, we get a high-level overview of the example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.163654Z",
     "start_time": "2022-10-29T17:22:01.159648Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.130030Z",
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     "iopub.status.idle": "2023-12-10T19:07:42.135142Z",
     "shell.execute_reply": "2023-12-10T19:07:42.134559Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.130004Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mexico\n",
      "======\n",
      "\n",
      "Decennial per capita incomes of Mexican states 1940-2000\n",
      "--------------------------------------------------------\n",
      "\n",
      "* mexico.csv: attribute data. (n=32, k=13)\n",
      "* mexico.gal: spatial weights in GAL format.\n",
      "* mexicojoin.shp: Polygon shapefile. (n=32)\n",
      "\n",
      "Data used in Rey, S.J. and M.L. Sastre Gutierrez. (2010) \"Interregional inequality dynamics in Mexico.\" Spatial Economic Analysis, 5: 277-298.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "libpysal.examples.explain(\"mexico\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.299861Z",
     "start_time": "2022-10-29T17:22:01.165121Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.136192Z",
     "iopub.status.busy": "2023-12-10T19:07:42.135992Z",
     "iopub.status.idle": "2023-12-10T19:07:42.279830Z",
     "shell.execute_reply": "2023-12-10T19:07:42.278694Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.136173Z"
    }
   },
   "outputs": [],
   "source": [
    "mdf = geopandas.read_file(libpysal.examples.get_path(\"mexicojoin.shp\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.347643Z",
     "start_time": "2022-10-29T17:22:01.303158Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.281341Z",
     "iopub.status.busy": "2023-12-10T19:07:42.280801Z",
     "iopub.status.idle": "2023-12-10T19:07:42.312856Z",
     "shell.execute_reply": "2023-12-10T19:07:42.312172Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.281321Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>POLY_ID</th>\n",
       "      <th>AREA</th>\n",
       "      <th>CODE</th>\n",
       "      <th>NAME</th>\n",
       "      <th>PERIMETER</th>\n",
       "      <th>ACRES</th>\n",
       "      <th>HECTARES</th>\n",
       "      <th>PCGDP1940</th>\n",
       "      <th>PCGDP1950</th>\n",
       "      <th>PCGDP1960</th>\n",
       "      <th>...</th>\n",
       "      <th>GR9000</th>\n",
       "      <th>LPCGDP40</th>\n",
       "      <th>LPCGDP50</th>\n",
       "      <th>LPCGDP60</th>\n",
       "      <th>LPCGDP70</th>\n",
       "      <th>LPCGDP80</th>\n",
       "      <th>LPCGDP90</th>\n",
       "      <th>LPCGDP00</th>\n",
       "      <th>TEST</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>7.252751e+10</td>\n",
       "      <td>MX02</td>\n",
       "      <td>Baja California Norte</td>\n",
       "      <td>2040312.385</td>\n",
       "      <td>1.792187e+07</td>\n",
       "      <td>7252751.376</td>\n",
       "      <td>22361.0</td>\n",
       "      <td>20977.0</td>\n",
       "      <td>17865.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.05</td>\n",
       "      <td>4.35</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.40</td>\n",
       "      <td>4.47</td>\n",
       "      <td>4.43</td>\n",
       "      <td>4.48</td>\n",
       "      <td>1.0</td>\n",
       "      <td>MULTIPOLYGON (((-113.13972 29.01778, -113.2405...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>7.225988e+10</td>\n",
       "      <td>MX03</td>\n",
       "      <td>Baja California Sur</td>\n",
       "      <td>2912880.772</td>\n",
       "      <td>1.785573e+07</td>\n",
       "      <td>7225987.769</td>\n",
       "      <td>9573.0</td>\n",
       "      <td>16013.0</td>\n",
       "      <td>16707.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.98</td>\n",
       "      <td>4.20</td>\n",
       "      <td>4.22</td>\n",
       "      <td>4.39</td>\n",
       "      <td>4.46</td>\n",
       "      <td>4.41</td>\n",
       "      <td>4.42</td>\n",
       "      <td>2.0</td>\n",
       "      <td>MULTIPOLYGON (((-111.20612 25.80278, -111.2302...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2.731957e+10</td>\n",
       "      <td>MX18</td>\n",
       "      <td>Nayarit</td>\n",
       "      <td>1034770.341</td>\n",
       "      <td>6.750785e+06</td>\n",
       "      <td>2731956.859</td>\n",
       "      <td>4836.0</td>\n",
       "      <td>7515.0</td>\n",
       "      <td>7621.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>3.68</td>\n",
       "      <td>3.88</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.04</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.11</td>\n",
       "      <td>4.06</td>\n",
       "      <td>3.0</td>\n",
       "      <td>MULTIPOLYGON (((-106.62108 21.56531, -106.6475...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>7.961008e+10</td>\n",
       "      <td>MX14</td>\n",
       "      <td>Jalisco</td>\n",
       "      <td>2324727.436</td>\n",
       "      <td>1.967200e+07</td>\n",
       "      <td>7961008.285</td>\n",
       "      <td>5309.0</td>\n",
       "      <td>8232.0</td>\n",
       "      <td>9953.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>3.73</td>\n",
       "      <td>3.92</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.21</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.30</td>\n",
       "      <td>4.33</td>\n",
       "      <td>4.0</td>\n",
       "      <td>POLYGON ((-101.52490 21.85664, -101.58830 21.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5.467030e+09</td>\n",
       "      <td>MX01</td>\n",
       "      <td>Aguascalientes</td>\n",
       "      <td>313895.530</td>\n",
       "      <td>1.350927e+06</td>\n",
       "      <td>546702.985</td>\n",
       "      <td>10384.0</td>\n",
       "      <td>6234.0</td>\n",
       "      <td>8714.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.13</td>\n",
       "      <td>4.02</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.94</td>\n",
       "      <td>4.21</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.44</td>\n",
       "      <td>5.0</td>\n",
       "      <td>POLYGON ((-101.84620 22.01176, -101.96530 21.8...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   POLY_ID          AREA  CODE                   NAME    PERIMETER  \\\n",
       "0        1  7.252751e+10  MX02  Baja California Norte  2040312.385   \n",
       "1        2  7.225988e+10  MX03    Baja California Sur  2912880.772   \n",
       "2        3  2.731957e+10  MX18                Nayarit  1034770.341   \n",
       "3        4  7.961008e+10  MX14                Jalisco  2324727.436   \n",
       "4        5  5.467030e+09  MX01         Aguascalientes   313895.530   \n",
       "\n",
       "          ACRES     HECTARES  PCGDP1940  PCGDP1950  PCGDP1960  ...  GR9000  \\\n",
       "0  1.792187e+07  7252751.376    22361.0    20977.0    17865.0  ...    0.05   \n",
       "1  1.785573e+07  7225987.769     9573.0    16013.0    16707.0  ...    0.00   \n",
       "2  6.750785e+06  2731956.859     4836.0     7515.0     7621.0  ...   -0.05   \n",
       "3  1.967200e+07  7961008.285     5309.0     8232.0     9953.0  ...    0.03   \n",
       "4  1.350927e+06   546702.985    10384.0     6234.0     8714.0  ...    0.13   \n",
       "\n",
       "   LPCGDP40  LPCGDP50  LPCGDP60  LPCGDP70  LPCGDP80  LPCGDP90  LPCGDP00  TEST  \\\n",
       "0      4.35      4.32      4.25      4.40      4.47      4.43      4.48   1.0   \n",
       "1      3.98      4.20      4.22      4.39      4.46      4.41      4.42   2.0   \n",
       "2      3.68      3.88      3.88      4.04      4.13      4.11      4.06   3.0   \n",
       "3      3.73      3.92      4.00      4.21      4.32      4.30      4.33   4.0   \n",
       "4      4.02      3.79      3.94      4.21      4.32      4.32      4.44   5.0   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((-113.13972 29.01778, -113.2405...  \n",
       "1  MULTIPOLYGON (((-111.20612 25.80278, -111.2302...  \n",
       "2  MULTIPOLYGON (((-106.62108 21.56531, -106.6475...  \n",
       "3  POLYGON ((-101.52490 21.85664, -101.58830 21.7...  \n",
       "4  POLYGON ((-101.84620 22.01176, -101.96530 21.8...  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This data set records per capital Gross Domestic Product (PCGDP) for the decades 1940-2000 for 32 Mexican states."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.354595Z",
     "start_time": "2022-10-29T17:22:01.349737Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.314491Z",
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     "shell.execute_reply.started": "2023-12-10T19:07:42.314459Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['POLY_ID', 'AREA', 'CODE', 'NAME', 'PERIMETER', 'ACRES', 'HECTARES',\n",
       "       'PCGDP1940', 'PCGDP1950', 'PCGDP1960', 'PCGDP1970', 'PCGDP1980',\n",
       "       'PCGDP1990', 'PCGDP2000', 'HANSON03', 'HANSON98', 'ESQUIVEL99', 'INEGI',\n",
       "       'INEGI2', 'MAXP', 'GR4000', 'GR5000', 'GR6000', 'GR7000', 'GR8000',\n",
       "       'GR9000', 'LPCGDP40', 'LPCGDP50', 'LPCGDP60', 'LPCGDP70', 'LPCGDP80',\n",
       "       'LPCGDP90', 'LPCGDP00', 'TEST', 'geometry'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdf.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the spatial distribution of regional incomes in the last decade of the sample:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.642046Z",
     "start_time": "2022-10-29T17:22:01.357784Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.322077Z",
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     "shell.execute_reply": "2023-12-10T19:07:42.571507Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.322058Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-118.64174423217773, -85.21563186645508, 13.6420334815979, 33.6293231010437)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mdf.plot(\n",
    "    figsize=(8, 6),\n",
    "    column=\"PCGDP2000\",\n",
    "    scheme=\"quantiles\",\n",
    "    cmap=\"Blues\",\n",
    "    edgecolor=\"grey\",\n",
    "    legend=True,\n",
    "    legend_kwds={\"fmt\": \"{:.0f}\"},\n",
    ").axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we see the north-south divide in the Mexican space economy. This pattern has been the subject of much recent research, and a common methodological strategy in these studies is to *partition* the states into mutually exclusive and exhaustive regions. The motivation is similar to that in traditional clustering where one attempts to group like objects together. Here the regional sets should be composed of states that are more similar to other members of the same set, and distinct from those states in other sets.\n",
    "\n",
    "Our dataset has a number of regionalization schemes from the published literature. Here we will focus on one `HANSON03`. We can plot this partition using a categorical scheme:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.826045Z",
     "start_time": "2022-10-29T17:22:01.645221Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.573912Z",
     "iopub.status.busy": "2023-12-10T19:07:42.573514Z",
     "iopub.status.idle": "2023-12-10T19:07:42.723070Z",
     "shell.execute_reply": "2023-12-10T19:07:42.722357Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.573882Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gnNvp8eHRLyrw6BcVcPuOvOV6UkYMXrpqHmIGWcG2qaoDT3x5AJ/taga/Y46OQ0ToG7PuWo42u0t0DMUan2rFuzcs5FZgIiIiIiIKCRYABdleZ8OPntyAnggvAl61uAB/OHViUK9R2daL1fta0dLtQmuPC612Fzw+P344OwcnTUqFTjv0XnYHWu34y0e78Vl5cxATq8fYFAuWFaVi2aQ0TM2MhUbDaSuRYvodn8LGXpoD4lZgIiIiIiIKFRYABdpaa8MvXipFTUfk9pn7/SkTcM2xY0THGJaNVR04/7F1omOEHQ4RiSxT/vwJelyR/QbHYLQaCdcvGYsLZ2ePeAgSERERERHRULAAKJjPL+OTsv4+c9tqbaLjhNxfz5uKC2Zni44xLD1OD6bc9qnoGGGNQ0TUb+KfPkafxyc6RliQJODYwmT8cHYOlk5MgX4Yq5KJiIiIiIiGggVAhZBlGZ/vacFVz22G1x85/yRPXjoLJxSlio4xbMf8dSVqOzjhNBAMWg0Wjk3EKZPTcUJRKhKiDaIjUQAU/vGjo/bepKNLshjxg+Is/HB2NvKSokXHISIiIiIilWABUGEeX1WBv3y0W3SMkHnz2gWYmRMvOsawXf38JnxSxj6AgabVSJibn4CTJ6fhpElpSI3hROFwlX/LBxyYM0rzChJw51mTMS7VKjoKERERERGFOe4zUpifHVOAJeOTRccImQRzeK72mpgeIzqCKvn8MtZWtOPWd8ow954VOPeRr/CfLw+gNoL7ZIYjv19m8S8A1h/owA+fWI/dTd2ioxARERERUZjjCkAF6uh149R/rkZTt1N0lKDbftsyxIRZ/zePz48Vu5qxfFcLVu1tRWuPS3SkiDApIwYnTUpDeqwJMgDIgIz+QtM3P8Tk79/29Y83+Zv7ZPngn7+9XT7iY7/7Mb4+7kj3fXMd/1EeD/nb6wx47u/c7pe/yfj1Y4Zy7oO3f/vxwb+YI9BrJbh98lEPGuw3w0D3+2UZn3JSdsDEm/V4/oq5mJwZKzoKERERERGFKRYAFWpjVf/KD5+K+wHqtRL23nUKJEkSHWXE/H4Zu5q6sWpvK77Y04rN1Z2q/jcj9ZidF4+NVZ2iY9AQxZh0eP6KuZiWHSc6ChERERERhSEWABXs35/vx98+2SM6RtCkWI0o+eMJomMEVLfTg7X72w4WBBu7vl3FmWQx4oxp6Xh2bRVYIyTRchLMqOHW6rBiNerwzOWzUZybIDoKERERERGFGRYAFczvl3HZMxvx5d5W0VGCYkKaFR//arHoGEEjyzL2tdjxxZ7+rcISJPxscQFcHh9+8XIpnB5OSCUxitJjUN7IvnLhKNqgxVOXzcbcgkTRUYiIiIiIKIywAKhwbXYXTv3narSosM/cwrGJeOHKeaJjhEyvywunx4d4swE76rtwxbMbMbcgEXmJZjy+6gC8XBZIITItOw7bam2iY9AIRem1+O9PZmHB2CTRUYiIiIiIKExwCrDCJVmM+MXScaJjBEV8mE4AHqloow6JFiM0GgnTsuPw1rULkWwx4upjx+CBC6cjjFshUhhJsRqxo84GADDpNYgzh9cQHgL6PD789JmNWKXS1eFERERERBR4LACGgSUTUkRHCIrE6MgqAH5fdoIZt505CTEmPc6YloHfLBsvOhJFgNYeF2blJsCk16AoPQZZcVGiI9EIuLx+/OzZTfhwRyO4kJ+IiIiIiAbDAmAYyIyLwrgUi+gYAdfW6xYdQVFiorgSi4JPBlBS1QGDToMtNTaY9FrRkWiE3D4/rn1hCy58fD3WVbSLjkNERERERArGAmCYOLYwWXSEgPtgeyM+39MiOoZiVLb2io5AEaS7zwsA0Gq49zzclVR14KL/rMcPn1iHksoO0XGIiIiIiEiBWAAME4vGqbPZ+y1v7EC30yM6hiJUttlFR6AI5OPwGdVYf6ADFzy+Dpc8uQGlNZ2i4xARERERkYKwABgmbA51Fsmaup2454NdomMI4/L64Pb6AQCVbVwBSKHn/Prrj9Rjzf42XPLkBrSqcHo8ERERERGNDAuAYWJrrU10hKCp6+wTHUEYg1aDlzfWwO31ozaC/x5InO4+9uJUo163Dw8u3ys6BhERERERKQQLgGGiVMUFwInpVtERhJEkCc3dTjy+qoJbMUmIDjsLgGr18sZa7GvuER2DiIiIiIgUgAXAMODy+rCroVt0jKDZWNWJ3U3q/fwGc+qUdNz/GVfqkBh2tw9mAycBq5HPL+Pq/21mP0AiIiIiIoIkyzKXHSmc3y+jvLEbm6s78e62BmyuVt+LOY0EXDQnBzedWIhEi1F0nJCSZRnH37+KPQBJmJyEKNR0cAu6Wmkk4MpjCnDTiYUw6VnsJSIiIiKKRCwAhhm7y4szH16DA63qLBZZTTr8cuk4XL4wHxqNJDpOyCz5+xcsAJIwkzJiUKbiVcbULz8pGn/9wVTMzksQHYWIiIiIiEKMW4DDjMWow2OXFCNKpas4epxe3PXBLtjdXtFRQqa2w8HiHwml1p8ndKjKtl5c8Pg63PFeOfjeHxERERFRZGEBMAwVplrx2jXzMTUrVnSUoHG6faIjhMya/W2iI1CE00bQattIJ8vAU19VcsUnEREREVGEYQEwTE3OjMVb1y7EHWdNgtWoEx0n4ByRVADcxwIgieXnarCI8+DyfWi3u0THICIiIiKiEGEBMIxpNRIunZ+H5b8+FqdPTRcdJ6AipQDo88tcAUjCOT2R8f1G31q+qxkL71uJ298rw1f72/DUmkrRkYiIiIiIKIjUt3QsAqXGmPDwxTNx/qxW/OSpEtFxAqIvQgoSGqm//1pXn0d0FIpgPc7I6blJ33J6/Hj6qyo8/VUVAGBfSw8qWnuRFReFe86dwonBREREREQqwhWAKnJsYTKMOnX8k/ZFyApASZJwQlGK6BgU4bgVlADgpZJalFR24M3SevzgsbWot/WJjkRERERERAGijmoRHWRRST/ASFkBCADLitJER6AI1+PycRIwHWJnfTfOfGgNSio7REchIiIiIqIAYAFQZcxGdbyId7gjZ0vivIJEVQ5yofCSaDGIjkAK097rxsX/WY/n11dD5qAYIiIiIqKwxgKgykQb1FFIipQtwABg0Glw6YJc0TEowsVG6UVHIAXy+mX86e2d+N0b2/FpWRPWVrRF1Bs0RERERERqwQKgynALcHi68YRCLBiTKDoGRTAOfKCBvLqpDlc9vxkX/2cDPt/dKjoOERERERENEwuAKhOtkgLg5upO0RFCSqfV4KGLZiAj1iQ6CkUorUYSHYHCxAsbqtHt5ORyIiIiIqJwwgKgykSrpAfgxzub0NztFB0jpBItRjx6STEMWn5bUuhtrurA9OxY0TEoDKytaMfp/1qDbbU20VGIiIiIiGiIWGlQGbX0APT6Zbywvlp0jJCblh2H28+aJDoGRSCfDGyv68I0FgFpCGo6HDjv0bX4z5cH4PdzQAgRERERkdKxAKgyatkCDAAvltTA5Y2sXoAAcNGcHFw4K1t0DIpAfhlwuv2iY1CY8Ppl3P3hLpTWRlbLBiIiIiKicMQCoMqoZQgIALTZ3fhoR5PoGELcftYkTM3iSiwKvap2O9gOkIZjW22X6AhERERERDQIFgBVxvx1D0C1NPR/Zm2V6AhCmPRaPPKjmYg360VHoQjj8srISTCLjkFhZFudTXQEIiIiIiIaBAuAKvPNCkCtRsIPZ4f/NtLyhm7IcmT2l8qKN+NfF83gaiwKuSSLUXQECiNbOQyEiIiIiEjxWABUmdgoPawmHSamx+CEiak4d0am6EijkhkfBUmK3ArYMeOS8etl40XHoAgTwd9yNALV7Q509rpFxyAiIiIiogGwAKgyJ09Ow0VzcvDOdQsxJsWC5buaRUcalcy4KNERhLv2uDEoSI4WHYMiSAeLOTRM3AZMRERERKRsLACqjFGnxelT09Ht9GBvcw/OnJ6BxYXJYdvTiwVAQJIknDI5TXQMiiDV7b3Qa7kMkIbuvW2NsDlYOCYiIiIiUipJjtQGayrn8fmh135b35VlGTe+shVvb20QmGr4bjqxEL9YOk50DOF21nfh9IfWiI5BEWRMcjQqWntFx6AwotNI+PLmJcjgGzdERERERIrDFYAq9d3iH9C/iuwv507FhDSroEQjwxWA/SZlxMBs0IqOQREkIZqDQGh4vH4Z2+u6RMcgIiIiIqIjYAEwgkQZtDh/VnhNBs6KZwEQAPY098Dh9omOQRGEi8NpJK5/cQs+LWsSHYOIiIiIiL6HBcAIMykjRnSEYclkARAAUFbfzdWQFFKtPS7RESgMef0yrntxCz4rD+8BVEREREREasMCYIQpCqMCoFYjIS3GJDqGIpxXnIWvfn88bjujSHQUihA1HQ6Y9PwVQcPn8cm49oXNWM4iIBERERGRYvDVXYSJMemRmxgeE4HTYkzQafkl+l2XLczH9UvGio5BEUAGkJsQLToGhSmPT8bPX9iMyjYOkiEiIiIiUgJWVyJQuGwDTovl6r8j+fWyQswvSBQdgyJArFkvOgKFMY9PxifsB0hEREREpAgsAEagSRmxoiMMyfY6Gw602kXHUBxJktgbkULC6/OLjkBhjgNBiIiIiIiUgQXACBQuKwA9Phl3f7BLdAxFijZoRUegCNDSzUEgNDqltTZ0Oz2iYxARERERRTwWACNQuKwABIAVu1vwxZ4W0TEUJ8qgEx2BIkCdrQ8WI7/WaOTiovSw8muIiIiIiEg4FgAjUEyUDpIkOsXQ3fl+OTzcingIrgCkUMlJCI+hQaRMxbkJkMLpFw4RERERkUqxABiBqtockGXRKYauorUXz62rFh1DUaJYAKQQsZq4eotGbk5+vOgIREREREQEFgAj0t7mHtERhu3B5XvRbmc/sm9Ec0sdhYjLy9W3NHJWEydJExEREREpAQuAEWhfS/hN1u1xevH3T/eKjqEYZq4ApBBptPWJjkBhrKqtV3QEIiIiIiICC4ARaX9L+K0ABICXN9bgLx/ugsPtFR1FODOHgFCINPe4YNTxVwWNzAEWAImIiIiIFIGv6iJQTYdDdIQRkWXg8S8P4MR/fIkVu5pFxxGKKwApVPRaiduAacQOtIbfinMiIiIiIjViATACvX7NAjz909n40dwc6LXhN52x3taHK57dhGue34zGrsjcnsgCIIVKgtkgOgKFsZoOB7yc4k5EREREJJwky+E0D5YC7a73y/HkmkrRMUYs3qxHyR9PgF4bWbVsu8uL97Y1YFutDZuqO7E/DPs6UngYl2IJy76hpBxv/Hw+inMTRMcgIiIiIopokVU1ocNcf/xYxJjCt59cp8ODjZUdomOEnMWow0VzcnDveVPx/g2LkBjNVVoUHFxtSqN19fOb+SZFEPj8Mtbub4PL6xMdhYiIiIjCAAuAES7ObMCicUmiY4zK8l0toiMIZdJrcdmCPNExSKUMHABCo9Rmd+OSJzegNkz7zypRt9ODK57diIuf3IC596zAn97eidKaTnBTBxEREREdDV/ZESQp/PoAfteK3c0R/6Lnknm5iNJzpRYFnibMfz6QMjR1O3Hxk+sjtm9roL1dWo8v9rQCAGwOD55fX41zHlmLpfevwsMr96Gu8+jFVq4YJCIiIopMLAASwv3lfXW7A+sPRN424O+KjzbgwtnZomOQCvkjvLhOgVPb0YfrXtgiOoYqbKnuPOLtB9p68fdP92LRfZ/jh0+sw6ubatHj9KDL4cHz66pw1sNrMOfuFXi5pAYdvW58WtaEO98vxxkPrcGGA+2DXre1x4VttbYAfzZEREREFAocAkL4/Rvb8fLGWtExRu3MaRn4zbLxqGrvxVNfVeKcGZk4dUp6xAwIqe1w4Li/fwGfn9/SFDjTsmKxra5LdAxSkS9/uwQ5iWbRMRTtq/1tyIqPgtmgwx/e2oHuPg8KkqORnxSN/CQLbnu3DPW2oa2mNOk18MuA2zvwNOb8pGiY9FrYXR7Mzk3AvDGJmF+QiOyE/n8rm8ONy5/ZiMWFyYiL0uP1LXW4dF4ejp+YAo/Pj/TYqFF/3kREREQUPCwAEjw+P55dW4UHl++D3eUVHWdUtBrpkALYxPQYvPyzeYg16wWmCp1fvFSKd7c1iI5BKjIu1YJ9zRzgQIHz+1Mm4Jpjx4iOoTjb62woTLXi0S8q8K+V+5CTYEavy4c2u0torvRYE5weHzodnqMe88mvFmN8mjWEqYiIiIhouFgApINaup34y0e78VZpvegoAVWcG4/nr5gDsyF8px0P1c76Lpzx8Brwu5oCJS3GhKZup+gYpCLTsmLxzvWLRMdQlPUH2vHDJ9ZDr5Xg8YXfD/AbTyjEL08YJzoGEREREQ0gMvZG0pCkxJjwwIXT8fJV82DSq+dLY3N1J37+vy2Dbn9Sg8mZsbj77CmiY5CKdDjcoiOQymyr6xpwSEWk8fj8+PM7ZV//OfyKfwDwxJcVwlcqEhEREdHA1FPloYCZV5CI3588QXSMgFq1txW/eW0b/BHQH+/iuTn4w6nq+vcjMSxGbUQUzin0bnxlKwtGX3t2bRX2NPeIjjEqvW4f/vHZXnQ7PeDGEiIiIiJl4hZgOiK/X8ZPni7Bmv1tqtpOeun8XNx+5iRIUrjPPh7c/Z/uwUMr94uOQWEsKz4KdZ1DGzRANFyZcVF44tJiTMqIFR1FmJZuJ46/f1XY99/9Lp1GwoY/LEVCtAEAIuL3LREREVE44ApAOiKNRsLzV8zFgXtOxY7bluEXS8fBqAv/L5fn1lXjweX7RMcIiZtOLMRlC/JEx6AwZjWqv28miVNv68MPHl2HD7Y3io4izD0f7lJV8Q8AvH4Zep0Gf363THQUIiIiIvqO8K/oUFBJkgSrSY+bTizEil8fi9OmpouONGr/XLEPd7xXDpfXN6rzNNj6FL2lWJIk3Hp6EX5QnCU6CoUpk0ErOgKpXJ/Hh+te3IJ/fLpH0T9Pg2H9gXa8vVWdU9uvf7EUH+1s4uo/IiIiIgVhAZCGLCvejH9fPBMvXzUPE9NjRMcZlae+qsR5j67FgVb7iM+xZl8bzvr3V1hb0RbAZIGl0Ui499wpOGVymugoFIb0Wr54p9D418r9uOZ/m9Hl8IiOEhLfHfyhRl/ubUVslF50DCIiIiL6DhYAadjmFSTi/RsW4Z5zphzs8ROOdtZ34/SH1uD1zXUjalpelBGDHfVduPg/G3D5MxuxT6FN3HVaDR784XQcW5gsOgqFGQksAFLofFrejDn3LMevXi7F2oo2Va8IfGVjbdgP/hiMRgJsnCJOREREpBgcAkKj0tXnwT+X78Nz66rgDeMXa2dPz8CdZ0+G1TT0FQudvW7MuPOzgx9rJODC2Tm48cRxSLGaghFzVPrcPpz76FrsauwWHYXCRHFuPDZXd4qOQREqJ8GM84uzcF5xFjLiokTHCagbX9mKt0rrRccIOkkCpmbF4ZixSThmXBJm5MTDoIJ+wkREREThiAVACojV+1px6VMlYT0xOCfBjIcumoFp2XFDOv7FDTX4w1s7DrvdbNDi0UuKFbnibtkDq7C3eeTbnimyTM6Mwc56FoxJLEkCfjI/D7edOUl0lIA5+99fYWutTXSMkIs2aDF/TCKOGZeMH83NgU7LYiARERFRqPCZFwXEMeOS8fNjx4iOMSo1HQ6c9+haPL6qYkhbz17eWHPE2x1uH+75YJfitq81dTlZ/KNh6XWNblAOUSDIMvDsuipUjKJnq5LIsjyq/rPhrNftw/JdLfjzu2V4seTIv0OJiIiIKDhYAKSAufHEQtx88nicWJSKZKtRdJwR8fpl/OWj3fjJ0yVo6XEOeGxBUvRR79vT3IMPdzYGOt6ofLmvVXQECjNdfZExkIGUT5aBRz6vEB0jIDodHnQ7vaJjCHf/p3vR2csegUREREShwi3AFBSyLKOxy4lttTZsrbNhW60N2+u64HCHz4qiJIsB919w9OEZHb1unPCPVeg4yguYkyel4bEfFwcz4rDc8FIp3tvWIDoGKdikDCvMBt3BrfybazrDels/qYtWI+GfP5yO06akQ5LCc0CNx+fHr17eig92KOsNIlF+PC8Xd549WXQMIiIioojAAiCFjM8vY19LD+56fxfW7G8THWfIrlpcgN8sG3/ExuXvbmvAL14qPeLjfrF0HG46sTDY8Ybs8mc2YuXuFtExSMFm5MShtMYmOgbRgBYXJuOOMychb4BV2Erk9Phw/YtbsHwXfw5/QyMBD1w4HWdOywjboi4RERFRuOAWYAoZrUbChLQYPP3T2bhgVpboOEP2xJcHcNOrW3GkWvkZU9NxwsSUIz5uamZssKMNy9kzMg/5ODHaICgJKVWPk1t+Sfm+3NuKZQ9+iQeX74XTEz6ryh9bVcHi3/f4ZeCXL2/FpU+VoKqtV3QcIiIiIlXjCkASQpZl/Pvz/fj7p3tFRxmym08ej2uPG3vY7Y1dfVj2jy/R4zq0p9P5xVmYlBGDnEQzsuPNyIo3I8qgDVXcw3h9fjz8+X68XFKL166Zj+wEM8obuvHs2iq8vbUeLq9fWDZShpgoHbr72JuMwkeSxYC5BYmYnRuPWXkJmJgeA61GmSvJTv3napQ3cqr20Rh0Glx33Fhcc1wBjDpxvyuJiIiI1IoFQBLqna31+O1r2+H2Kb/4JEnAf38yC8dPSD3svja7C1/tb8N72xqxfFfzUc+RbDUiOz4KPz9uLE4sOvw8oVDb4UB2gvmQ2x5euS+sirEUPBajDnYXi4AUnixGHWbmxh8sCE7PjkOUQQuvzw+dVtymhwZbHxbcu1LY9cNJQVI07jx7MhaOTRIdhYiIiEhVWAAk4UoqO3DV85tgcyh/+6HVqMPq3y1BnPnI22dlWcYf3tqBl0pqBzzPHWdNwqXz84KQcHjcXj8MOg3+9PZOPL++WnQcUoCCpGgc4FY8Ugm9VsLkzFgcPz4FNywdJyxHVVsvznnkK3SGwe85pTh7egb+eFoRkq1G0VGIiIiIVIE9AEm4OfkJePPnC5CbaB78YMF6XF74ByiZS5KEu86egnO+12/v+0wCtze19Djx3zWVOPPhNXhuXRUAoKnbKSwPKUtslF50BKKA8fhklNbY4PT6sOFAu7AceUnReOanc444TIqO7O2tDVh6/xdos7tERyEiIiJSBZ3oAEQAUJBswZs/X4Arn9uk+CmkdqcXCQMM0NBqJPztB1Ph9Pjw0c6mIx5j1If2RWCP04NPyprxztZ6fLW/7WAR84SJ/duQm1kApK+xQEFq9O/PK/Dvzyvw/g2LMDmEA5ra7S6s2N2CT8uasXpfK9zstTos3U4v3tnagCsW5YuOQkRERBT2+EqPFCPRYsRDF82AQWCfpqG44PF12NfcM+AxOq0G//zhDBw/4cgTgk360K0AfHjlPsy6azl+89o2rN7XdsgKRoe7f4JmeqwpZHlI2fzsCkEqdvXzm/F/b+/AW6V1qGl3HHG6e6D87ZPdmH33ctz8+nYs39XMQUsj9PrmOtERiIiIiFRB2ZUWijhZ8Wb8eH6u6BgDaup24vzH12FrrW3A4ww6DR750UwsOkIjc2OIVll5fH48uabyqC88He7+YQ8PXTQT5w6ybZkiQ9/XRWEiNaq39eF/62tw4yvbsPhvn2P23Stw9fOb8MSXFdhR1xWw63ywvRH//rxiwJYRNDS7Grtx/6d7glqsJSIiIooELACS4vxi6Tj89qTxKEqPER3lqGwODy7+z3qs2dc24HEmvRZPXFqM2Xnxh9z+7taGkLyYWVvRPuBwlTX72iDLMgw6De6/YBompFmDnomUrcPhFh2BKGTa7C58UtaMez7cjbMf+QqbqztHfc79LT24+fVtAUhH33ho5X7c9Oo2uLx8g4KIiIhopFgAJMWJjdLjuiVj8eEvj8Epk9NExzkqh9uHn7+wedDjzAYdnrpsNqZlfdt36s3S+pBM3f1we+OA9x9o6z34gleSJEQb2RY00jV3OaGRRKcgCj2fX8ZNr25Fr8s74nPYXV5c878t6OVK2oB7q7Qel/63BF2cpExEREQ0IiwAkqKdNzNLdIQBDbWhu9Wkx7OXz8H07LiDt93xXjk2VXUEKVn/i9lPyo88hOS7Xt1Ue/DPWomVn0jnk4EUK3tCUmSqbnfg5je2o6Vn+IORZFnG717fjv0t9iAkIwDYUNmB61/aIjoGERERUVhiAZAU7djxyUgcYOKuaMMZmBBnNuDNny/AY5cUoyg9Bl6/jC/2tAYtmwQMaSXL+9sbDx7H+h8BGHDKNZHafbC9EQv+shLXvbAFa/e3oavPg6e/qkRX38Arz/67phIf7Bh41TWN3u6mgYdwEREREdGRcb8fKZpeq8G1S8bizvfLRUc5It8wO7xrNBJOnpyGkyal4rPyZkxIC16fQ41GQorVhHpb34DHOdw+fLCjERfMyoaGFUACYDaEbko1kRJ5/TI+2NGID3Y0QiMBfhn4rLwZz/x0DvRaCdL3flZuONCOv3y0W1DayNLa44LD7YXZwKewRERERMPBZ0+keFcsykeSxYDfvr59yFtuQ8Uv92/7+v6LwcFIkoRlk4Lf3zDZahy0AAgAr26sxQWzsqFl8zcC+HVA9B3fvM+ztqIdf/tkNz4rb0Z2ghnzxyRifkEiUmNMuP6l0mG/IUQjV9PhCOobaERERERqxAIghYWzpmfC4fbhljd3iI5yGK9fhl77bcFkZ30XkixGpMWK76NmNQ3tW9yk71/xde2SMZiTn4BPyppQ1tAdzGikYG6fsgrtREqQnxSNJ9dUQpaBqnYHVn89BV6SgBAMdafvqG5nAZCIiIhouNgDkMLGaVPTMSkjBmdPz0BBcrToOAe9vPHbIRq/fW0bTn9oDc595CvsbRbbp+j59dUHX6AO5gfF/cNWFoxJwi+WjsNr18zHsYXJwYxHCtbj5JRNou8zaDVHLPSx+Bd6Ne0O0RGIiIiIwg4LgBQ2Ykx6fPCLY/DgD2fgo18eg98sK4RRJ/5L+L6PdqOxq3+bbaejv3DS0OXEeY+uRVlDl5BMb5fW49Z3dg7pWItRh5O+tx3ZbNDhP5fOwpnTMoIRjxSupcclOgKRoszMicMewW/q0LeeWVuFVzfVwsPVykRERERDJsky37um8FXT7sCFT6xDY5dTaI6CpGhkxkehosWOhu9kufucyfjR3NyQZtlc3YELHl8/5H5UF87Kxn0/mHrE+/x+GX9+twzPr68OZEQKAxajDvYhTJEmUjuzXoMogw7tvW7RUeh75uQl4NVr5ouOQURERBQWxC+fIhqFnEQzFo1NEh0DB9p6sXpf2yHFPwBwuHwhzzIzJx7PXz4Hx40f2hbeH8zKOup9Go2EO86ahF8sHReoeBQmUqxG0RGIFGFyVhyLfwpVUtWBcvarJSIiIhoSFgAp7J1YlCo6wlE53N8WANvtLry7rQENQ5jKOxqSJGHB2CQ889M5+ORXi3HezKxDhpR8V26iGbNy4wc9300nFuKBC6dhfkEidJwQGxFiovSiIxAJlxUXhS3VnaJj0ABe3lgjOgIRERFRWOAWYFKFd7bW4zevbYPHp6wv57OnZ6AoIwaflTdjc3Un/DKg1Uj4+JfHYFyqNWQ5mrqceHptJV5cX4Oe72zrnF+QiJeumjesc3U7PVi9tw1vbqnDit0tgY5KCjEnPwEllR2iYxAJNTkjBju5wkzRrCYdSv5wAqIMWtFRiIiIiBSNKwBJFc6anolnfjoHFqNOdJRDvL21Afd8uBsbq/qLfwDg88tYd6A9pDnSYk245ZSJWHvL8fjjqRORHmsCAOi0Ehzuofd563F68PSaKiRbjTh5ctrgD6CwxfeGKNJNzYpl8S8M9Di9+HBHo+gYRERERIrHFYCkKmUNXfjp0xsVP8X0tCnp+PePZgq7vsfnx/4WOyamxwzrcWv2teGKZzdCBjAlMxabuTVOlVKtRnj9MvueUcTSayUkWYzCB0zR0HAYCBEREdHguAKQVGVSRizevHYBCpKjRUcZ0IbKDqErrPRazbCLfwCwaFwSnrt8DgxaDYt/KmUxamHUa1n8o4g2Myeexb8wUlLVgf0tdtExiIiIiBSNBUBSnax4MxaPG9oEXFHa7C4caOsVHWNE5hYk4sWfzUW8mUMi1Kgw1YqaDofoGETCpFiN2FZnEx2DhukVDgMhIiIiGhALgKRKt5w6Aat+exxe+tk83H/+NOQkmEVHOsyGA+E7YGFqVhxevXo+UqxG0VEowPRa/lqgyJYZFwWnxy86Bg3TG1vq0ef2iY5BREREpFh8pUeqZNRpkZsYjfljEnFecRaWTkwRHekwGypDOwgk0MalWvH6NQuQnRAlOgoFUHuvsvtnEgVTUXoMSmttomPQCHT0unHuo2tRGaar64mIiIiCjQVAighz8xNFRzjMhgNi+wAGQk6iGa9dvQBjUyyio1CA7G/pRZLFIDoGUchpJMDuGvpUdFKeXY3dOOOhNXh/e4PoKERERESKwwIgRYSFYxMxJTNWdIxDNHU7VdFrLS3WhFevno/8JGUPXqGh478lRaLi3HhV/EyOdHaXF9e/WMqegERERETfwwIgRQSrSY9Xr56PkyeliY5yiHDuA/hdCdEG3HLKBNExKECcHvbRosgSb9ZjV2OP6BgUQFyZTkRERHQoFgApYkQZtHjkRzNx5aJ80VEOWh/mfQC/68SiVMzOixcdgwJgd1MPTHr+eqDIMSbZwu2/KrNiVwscbv6bEhEREX2Dr/Aoomg0EqZkKWcrsFpWAAKAJEn4w6kTRcegAPD4ZIxPtYqOQRQSY5Ojsam6U3QMCrBHvqjA0vtX4cu9raKjEBERESkCC4AUcb7a3yY6wkH1tj4sL28O+2Eg35iRE4/TpqSLjkEBoNfy1wNFCEkSnYCCJMVqxLSsONExiIiIiBSBr/AoosiyjK/2K2vb7ZXPbcIp/1yN1zfXwe31i44zavecOwV/OXcKjhmXBK2GL6zDVUWrnXURUr1ZufHY32IXHYOCpNftQ6xZLzoGERERkSJIslqWHhENQVVbL477+xeiYxxVbJQeiRYDDFoNjDoN9FoNDDoNrl8yFgvGJomON2ydvW58Vt6MD3Y04qv9bfD6+eMmnIxPtWBPM4sjpE4WgxZ6nQadDo/oKBREq357HHITOdmciIiISCc6AFEordjdIjrCgLr6POjqO/zF6E8XKmdwyXDERxtwwexsXDA7G10ODz7b1YwPdzRi9b5WeHwsBipdnNkgOgJR0BRlxKKkSj19WOnIPilrwlWLx4iOQURERCQctwDTqPn8MuptfaJjDKrd7sJDK/eJjjEiMabwr9XHmvX4QXEWnrpsNjb/6UTkJJhFR6JBNHY5RUcgCoqchChsruHgj0jwz+X7sK+5R3QMIiIiIuFYAKRRe/SL/Tjn31+holXZWwXv+XA3bGG61SsmSl09jBptTtR0OETHoEHUdDiQEWcSHYMo4CxGHXxsSRARet0+XP38ZnQ7w/P3PxEREVGgsABIo7K/pQcPLN+Hlh4XLnpivWKLgOsq2vHGljrRMUZMbQVAu8vLASFhIjueKzVJXWZkx6K8kSvCIsmBtl78/ZM9omMQERERCcUCII1KaowJuq8LOS09Ljyx6oDgRIdzeX3449s7RMcYFasKtgB/V3FuPP7vtImiY6janLwEZMVFYUpmDNJiTUiyGJCXaEZRuhVz8hOQkxA1pPO4feE/mZroG0adhHobt7ZHIp2GT3mJiIgosvHZEI2K1aTHCRNTD368vrJdYJoje31zHQ609oqOMSrvb2sUHSHgLluQh/NmZomOoUpTM/uHGzT3OLGjvhtNXU602d2oanegvLEHJZUdqOnow5jkaMzJS4DVqD3ieSakWbGfU4BJRaZnx6OlxyU6Bgnw8sYa3P/pniMO2iIiIiKKBCwA0qidMS3j4J+r2x1oUNhAkDOnZWB8qlV0jFH5w1s78Ny6KtExAkqSJNx9zmRMzYoVHUVVki1GVH/dX3GwScsVrb0oqeqA0+vHjJw4TMmMwTcbs2fkxKGi1Y4elzfIiYlCIz3WiC0c/BGxHG4fHlq5H4v/+jm21tpExyEiIiIKORYAaVRkWcYnZU2H3Lb+gLJWAVpNevz3sllIshhFRxmVW98pw5OrlbfFejRMei0eu6QYSRaD6CiqIAFItBiGvcLF45NRWmPDjvpuJFoMmJkTh9Ia26AFRKJwkmw18Wua0NXnwUc71beqnoiIiGgwLADSqLxUUou3SusPuW1jVYegNEeXFW/Gfy4tFh1j1O76YBf2NaureX1GXBQe+VHxwV6SNHJz8hOwu2l0Xx9tdje21NgCE4hIISZnxmB7XZfoGKQQj686gPMfW4u3S+vh9PhExyEiIiIKCRYAacR21nfhtvfKDrs9WaEr7QrDfBvwN2wq7F80Jz8Bfz6jSHSMsOfl6iaiw+g0QKdDfT83aXQ2VnXiV69sxfy/rMA9H+5iIZCIiIhUjwVAGpEuhwc/f2Ez3N7DJ4ROz4kLfaAhaOpWx+THHqc6X8heMi8XF87KFh0jrG2u6cT4NHUUuokCpTg3AfWdyupNS8rR6fDgiS8P4IHP9oqOQkRERBRULADSsMmyjHs+3IVUqwkG3eFfQtOy4kIfagiautRSAFTnUAZJknDH2ZMwQ6EF5HDh8vjA3dRE/RKiDdhez62/NLgnVh9ASaXyWpgQERERBQoLgDQi9/1gKl7/+QJ8duNinDAx5eDtOQlmJCp0C7BaCoB2FU9lNer6h4IkW5X5NRQOqtodmJUbLzoGkSLkJZrR5+bWThqcLAO/fm2rqn/HEhERUWRjAZCGTZK+XV6UmxiNJ38yG09dNgs5CWZFrt7y+Dxo6m1S0RZgdb84SY0x4amfzEZiNCcDj9Suxm7ERulFxyASanyqlQNtaFhqO/pw9wflomMQERERBQULgBQQx09Ixac3Lsb1S8aKjnKItr42XPnpldjZtlM103Pf2dqAtfvbIMvqHfgwJSsWb167APlJ0aKjhKUelw/jUiyiYxAJ5fEd3qOWaDAvldRi5e5m0TGIiIiIAk6S1VxFoIhW1l6GX33+KzT1NuEPc/6AD/athX+AL3cJR2+cJg94f/+9AzvK/TIAaeDHHu3ek/KX4MdTzxrkuuGto9eNnz23CZurO4f8GEnq38pFwLgUC/a12EXHIAq52Xnx2Fg19J8bRN8VZ9bjwlnZOGNaBiZnxoqOQ0RERBQQLACSKr1X8R5uX3c7XD4XACDTkol6e73gVIF1x4I7cM64c0THCDqnx4cbX9mKj3Y2HbwtMdqAadlxWLm75ZBj5+YnYHJmLP67pjLUMRVpbEo0Klp7WRCliGI16aCRJHT1qXNiOoVOQrQBG/6wFHotN8wQERFR+NOJDkAUaO/sfwf/99X/HXKb2op/AFAYXyg6QkiY9Fr8++KZeGD5Xnj9Mk6YmIrp2XHQaiT87ZPd+PfnFQePvfrYAswvSMJn5c2o6XAITK0M+1t6uRKKIs6ENCu/5ikgOnrdWLOvDUsmpAx+MBEREZHCsQBIqvNOxTuiIwSdRtJgTNwY0TFCRqOR8Otl4w+7/TfLxqPB5sRbpfUYl2LBcYUpqOvswzkzMqHVSNjT1IPlu5rh8kZuL7C9zT2wmnSqHx5DBAD5SdHYNIyWAUSDeXtrPQuAREREpAosAJJqeP1e9Lh7sLl5s+goQZcXkweTziQ6hnCSJOG+86aiqcuJA212PLO2CpcvyseNJ367OtLu8uKz8ia8u7UBq/e1weuXcWJRKipa7TjQ2iswfWh09XkxJy8BJVUdoqMQBZ1Bp+GWdwqoT8ua0evyItrIp8xEREQU3vhshoKupLEEU5KnIEoXFZTzO71OPLjlQRTEFmBR5iLMTZuLdY3rgnItpRgff/hquEhl0Gnw2I+Lcf5ja5GXZD7sfotRh3NmZOGcGVno6HXj451NuGBWFnRaDWwONx5auV/1PQM3VnUgPykalW3qL3hS5LIatdjTpI5p76QcfR4flu9qxlnTM0VHISIiIhoVDgGhoHL73Fj8ymKkR6fjwvEXwuP3wOVzwe1zw+lzQifpMDttNopTi2HQGoZ9/j0de/D71b/Hftt+XDLxEvxuzu8AAHs79+L2tbdje9v2QH9KirA0ZynuW3wfjFqj6CiK0WDrQ5LFCINu4Gbtsixjf4sdOxu6UFbfjc92NaO6Xf39AgtTLdjbzInApG5jkvsH3xAF0pLxyXj6p3NExyAiIiIaFRYAKeiuX3E9VtWtGvCYKF0U5qbNxaLMRViUtQiZloHfaffLfryw6wU8sPkBePz9kx4XZizEYyc+dvCY58qew982/W30n4BCZVmy8MgJjyA/Nl90lLAiyzIm/OnjiOwLWJwbj83sj0YqNic/ASWV3O5OgaXVSFjzuyVIjw3OTgYiIiKiUGABkIJue+t2/OjDHw3rMfmx+f3FwMxFKE4thgYaePweeGUvbE4b7t5wN9Y2rD3kMQmmBLxx5htIikoCAGxo3IArP73yiOfXaXTw+sN/KMLFEy7GLXNvER0j7Bz3t89RFQGr/r4vzqxHitXIlYCkWpMyYlDW0C06BilcXqIZOq0GidEGbBhiwVinkTA7LwGXH5OHEyemBTkhERERUeCxAEghcdWnV4WkL1+2NRuPn/g4sq3ZkGUZ/935X/xry78go//LPD06HRdNuAjnjjsXK2pW4O71d8Ptdwc9V7DEGmOx8vyVI9o+Hcn+8NYOfLC9EV19HtFRQk5C/yqpTdWd8Pn545/URa+VIEkS3BG4wpcGp9MAxbkJ2FzdCe/XP/+mZcWiotUOu8s36OPHJEejz+PDAxdMx9yCxGDHJSIiIgooFgApJLa3bseTO56E2+fGusZ18MvBe3GWYErAxRMuxqn5pyI7Jhuralfhpd0v4fzC83Fs9rHQaXTw+X3QarQoay/DlZ9cCbsnfFdE3Vh8I04vOB3JUcmQJEl0nLDQYOvDE18ewMsba+D0RGahYGxKNPrcftTb+kRHIQoorgKkIxmbYoHb60dNx+Grv9NiTYg2aAfsHzkzJw47G7rh9voRZ9bjrWsXIj8pOpiRiYiIiAKKBUAKuRd2vYB7S+5FUlQS2vragnqtyYmTcWrBqUg2J2Nvx17s6dyDPR174Pa5cWPxjeh2d+Pvm/4e1AyhcsOMG3DV1KtExwgL93y4C098eUB0DOHSYoxo6naJjkEUUOwDSN+XGReFhq4+DPSMV6+VMCM7HiVVh3/tzM1POGyrcF6iGW9duxDx0VyBT0REROGBBUAS4r2K93B8zvF4dOujeLb8WdFxVEGv0eP1M19HQWyB6CiK1tnrxl8/2YM3t9RF5CCQ78tLNEdkP0RSL04Cpu87UgHvaGbkxGFPYzccHj/Meg3Gplixvb7riMcuHJuEJy8tRpRBF8i4REREREHBAiAJ9XHlx7h17a3o83IbYiDMSJmBZ05+BhpJIzqKIsmyjNMfWsPtgd8xnBfGROEiNkofkT0+6XASgESLAW32off7zYyPQmK0ATaH54hbhoH+N098sowOuxvHjEvG8RNTsGR8CpKtxgAlJyIiIgosFgBJOIfHgefKn8O/t/5bdBRViDPGIVofjThjHC6eeDFOLzidBcHveGdrPX758lbRMRSDq6VIjWZkx6G01iY6BinA5MwY7KwP7Js+s/PisbXWBo/v8KfQ07JicfyEVFw8N4fFQCIiIlIUVgVIOLPejKunXo0Tck4QHUUVbC4b6u31KGsvwx/X/BEXvHcB1jasFR1LMU6bko7cRLPoGIpR0dqLOfkJ0HB+DKmITssvaOqn1wbuqW6cWY8pmTHYWNV5xOIfAGyr68IDy/fi/e0NAbsuERERUSCwAEiKIEkS/jz/z0gxp4iOojp7Ovfg6s+uxtWfXY3dHbtFxxFOp9Xg58eOER1DUUoqO1CQbEF2QpToKEQBUcO+lgTAatRi51H69w3XpIwYaCQJO4a4mnB7XWCuS0RERBQoLACSYsSZ4nDvMfciLTpNdBRVWtuwFhe8dwEe3fao6CjCnTszC0kWbs36rv0tdjTZnJjL1YCkAs09LmTEmUTHIMEmpMccdaXeUGml/snSZQ3d6Ogdeh/BbXW2UV2XiIiIKNBYACRFmZ02G5+c9wmeOukpnDvuXFj0FtGRVEWGjDf2voFIb/1p0GkwKSNGdAzF8fhlbKjswMzceNFRiEYtM44rWiPdcAp2R5OfHI2SEQxKOtDai+p29lclIiIi5WABkBRHI2kwO202bl9wOz6/4HPcs+geWA1W0bFUo9nRjOruatExhMtjH8Cj8vr8oiMQjdpoV35ReMtNiArIgKP9Lb2IjdKP6LHH/f0LfL67ZdQZiIiIiAKBBUBSNJPOhDPGnIFXTn8FExImiI6jGhsaN4iOIFxuYrToCIrV6/KJjkA0ahUtPZC4nT1ipcYGbgv4+FQrJqRZMTMnDnPyE5AyxOm+EoBp2XEBy0FEREQ0GiwAUljItmbj+VOex5ljzhQdRRU2NLEAmJfEFYBHY+vziI5ANGo9Lh/GJrONRCTSSP19TQOlpKoDu5t6sKXGhpLKDnh9foxLGfxra1ZuAhKiDQHLQURERDQaOtEBiIbKpDPhroV3ocJWgbL2MtFxwtrGpo3wy35opMh9D4ArAI/O5eEKQFIHFl/ULdqgRXpcFPRaCTqNBK1GA60kQauVRtS3b6g6HB64h9Aq4cSi1KBlICIiIhouFgAprEiShMlJk1kAHCWby4Y9HXswMXGi6CjCZMVH4fgJKVgwJhEdvW488kWF6EiKUZhmxaaqTtExiEati6tZVWtKZgyaulwBXek3HHaXD5lxUai39R31GBYAiYiISEkid/kPha3JSZNFR1CFtQ1rRUcQyqjT4qnLZuPKYwpw04mFmJDGQTPfsDu9oiMQBcT+lh6Y9HyqoyYWgxazcuOxo74brXaX0CwD9QIcl2JBXhJXmhMREZFy8FkxhZ1JiZNER1CFx7c/jvL2ctExFEGn1eDWM4pEx1CM3U09iDOPbOolkZJ4/cDYIfRqo/AwOSMGZqMOm6qVsULZoDv60+iJ6TGQZU6iJiIiIuVgAZDCTn5sPqJ0UaJjhL0+bx+uX3E9Gu2NoqMI5fT48MgX+3HVc5tFR1EMjQT0urgKkNTBrGe3k3Bn1mswOy8eOxu60dIjdtXfdw30c/LdbQ249KkSVLf3hjARERER0dFJMt+epDB06UeXorSlVHQMVRgbNxbPnfIcrIbI3gJrc7jx/vZGPPpFxYA9nSJBdnwUajsj+++A1CMv0YyqdofoGDRCRelWtPe60dytnMLfN+LMetgcA/eZNOo0+OcPp+PkyekhSkVERER0ZFwBSGHpkomXYGHGQugkruwYraruKryz/x3RMYSLMxtwybxcvPizuUiyHL2vUyRIsnByKqlHVbsDCdHc0h6OZufFo7yxR5HFPwCwOTwD9gEEAJfXj4c/3x+iRERERERHxwIghaVlecvw2ImP4bzC80RHUQX+PX4rNzEaz10+B1ZT5BaXDTqt6AhEAZWXyGEM4aimQ/krN9NiTYMes7O+GzvqukKQhoiIiOjoWACksHbF5CswNXmq6Bhhzev34prPrsGb+95Et7tbdBxFKMqIwX9/MhvGARq8q5nL6xMdgSigNJIkOgKNQGK08lcjR+mH9obJrkb+fiUiIiKx2AOQVKHF0YLPaz7HipoV2Ni0EYsyF2FB5gKUNpdiU/MmtPa1io4YFgwaA47NPhanF5yOYzKPgV4b2dvmVuxqxt0f7sKB1shq4s4egKQ2yRYjWu3K3EZKRzcrN14xE3+PZkZ2HEprbYMe9+zlc3BsYXLwAxEREREdBQuApDp93r5DpgTLsox3K97F/ZvuR6dL2S8klCTGEIOT8k7C6QWnY3rKdGikyFwNBwDtdhc2VnViU1UHNlZ1YGdDN3x+9f7onJMfj5JKfq+QurCwHX7m5idgQ2WH6BgDmp0Xj41Vg/+8/ORXizE+LbKHbREREZFYLABSxLA5bXhgywN4c9+boqOEnUxLJk7NPxVXT7saRm1kD8gAAIfbi9IaGzZ+XRCsanMgyWpEssWAJIsRb5XWw+X1i445YlaTDrIM2F1e0VGIAmZOXjxKhlCoIeWYmROHLTU20TEGNCc/ASVDKFJuu3UZYs2RvaqeiIiIxIrcLvcUceJMcbh9we3QSlq8tvc10XHCSr29Hq/ufRWn5J+CcfHjRMcRzmzQYeHYJCwcm3TE+016LZ5ZWxXaUAHU4/QO+UUtUbhwhnFRPlL1OI/8JoTZoIXDrYxepc4h5DDpNYiJ4lNuIiIiEity9/RRxPrdnN9hQsIE0THCyh/n/hHLf7Ccxb8huubYMTBow/vH67baTiRZBmvA78eE3A4snluCWfNexcKZ5YizsM8aKVNFix1aDYeBhJO2r/s2psZ8u/J8Zk4cPD4/ZmTHYUpmDET/k3b2uQc9Ji3GBImDaIiIiEgwbgGmiFTbXYsL3r8Ado9ddBTFW5S5CI+e8KjoGGHn/97egf+trxEdY1Qy46KQEK3HjvrDp1cumL4XdXgbna5DVwmOjZmM0g2XhCoi0bAUplqwt5k/98PJuBQL9rXYMTsvHk1dTtj6PIesDEyINsCg06Cpyykkn14rweMb+Kl0itWIx39cjBk58SFKRURERHS48F6iQjRC2THZuHPhndBIGuTH5uOUvFNw9dSrMT15uuhoirMoc5HoCGFHlmVcc+wY6EQvTRmlelsfdtR3Y3JGDLLivx2sM3/afuxwPXVY8Q8A9nfvREGmLYQpiYYu3jzYqlZSmn0t/QXbjVWdqO3sO2xbcEevG4nRYv5dU6zGQYt/ANDS48I5j6zF1c9vgtOjjK3LREREFHm4ApAimsvnOmyoRW13Lf626W/4vPbzoF03y5KF1OhU7GzbCZdP2Vsmo3RR+N+p/0NhfKHoKGGjwdaHDZXtWF/RgVc21YqOExBaCSjOTYAuZht2eh6BjKP/6iiMmQajqxj23li0dVrQ1G6CX9aGMC3RkY1PtWAPVwCqzqzceGyqDv2Al4npVuxq7BnWY776/fHIjIsa/EAiIiKiAOMKQIpoR5pomx2TjXuPuRcFsQVBu+7c9Ll45uRncM20a4J2jUDp8/bhFyt/gQ4nB0IMVUZcFEoqO7G9vkt0lIDxyUBJVQdcUWsGLP4BwN7ubdjhegqVugfQk3wnYib+GeOKH8bsea9jVpE6CqIUnva12GE2sBitNqJ6O0Ybhj/Yo7SGk6iJiIhIDBYAiY7ArDfjH8f9A1G64LxLH2OMCcp5g6XeXo+bvrgJHp9HdJSwcdOJhahp7xUdI+BcfsewH+OTvWhy1GF31yZIMRuCkIpoaPwyMDbFIjoGBZhf0GYWvywjL9EMk37oT6d/8VIpnltXFbxQREREREfBAiDRUYyJG4M/z/9zUM4da4gNynmDaXPzZtxbcu/Bjzc2bcRd6+9Ct/vwAREEJFuNuHbJWNExAs7pG932yereMmg1/gClIRo+k44rANXG7RXzM2VLjQ1V7Q44PX4kW4yYm58AvXbg1Yh+Gbj1nTLc9m4ZfH524SEiIqLQYQGQaACnFZyGC8dfGNBzpkSlYFnuMuzp2IPny58P6LmD7dW9r+Ll3S8DAD448AFe2fMKznr7LHxU+RHYTvRwVyzKV1WvJ0nyo9tjG9U5+rx9GJs9unMQjUZTt5hpsRQ8olYAfler3YUNlR3IiI1CXqJ50OOfWVuFK5/dyKEgREREFDIsABIN4ubZN2Ne+rwhHTs/fT6um37dUbcOJ0Ul4cmTnkS3uxuXf3J5WPbVu7fkXrT3teO0gtMAAG19bbj5y5tx9WdXo6a7RnA6ZTHptbj55PGiYwTMlDGt6PP2jfo8Kcl1AUijbumJDozLZq+wYKjpcCDJwmnAamLSK2dVZ3WHAynWw/sLH8nne1rx3raGICciIiIi6scCINEgDFoDHjvhMfx82s8h4ehbe2amzMQ/jvsHcqw5GBt35K2fBbEF2N66HVd+emXYbp01aA2IN8WjOLUYmZbMg7eva1yHc945B49uexRun1tgQmU5Y2oGpmXHiY4xSjLmT6tAg+nRgJytSV6FWIuyp1+LJSNn3Mdotf4di+dsgk7DFUKBlpsYLToCBYhWAvYqbLLzgbah9399Zm0VV9ATERFRSLAASDQEWo0W106/Fk8sewIJpoTD7i9KLMLDSx+GxWDBqQWn4sXTXsRrZ7yGCwovgFn37Vags8eejbs33A27R1kvVoZjfPx4aCQNNJIGZ40965D73H43Htn6CM579zxsaOSwBwDQaCT86bSJomOMmMngxcJ5y7HT/R+4fIHZOtnkqEf+pFdh0LOwdSSzJ9WhvKsEPtmH0p7XMb74KYzJUs9EaSVgwUU9ijJi0NWnnAFVE9KsaLMP/U2wsoZubKzial8iIiIKPhYAiYZhXvo8vH7G65iTNufgbZMSJ+HxEx6H1WA95NgJCRPwp/l/wsoLVuLW+bdiYsJE6DS6gGyhFGl8wrdbWs8ac9YRj6nqrsKVn16JW1bfgva+9lBFU6xZeQk4bUr6kI6dmhWLyxbkBTfQEOWldyN/6pPY3rUi4Oeu6C5D8ayPIEkcCAIAC2fuwtx5byPB6kKL4ZVD7quxV6A95m84Zk5pxA5QMRm8WDRrBxZM34fiiXUoym9DTlrP1ytJh/93UtU2/GnWpCzpsUYU58Zjd1OP6CiHsJp0w37MM2srg5CEiIiI6FCSzLfBiYbN5/ehqrsKGZaMo/b7O5LNzZtx2ceXBS9YCMxMmYn/LPsPDNr+HlpXfnIlNjQdfbWf1WDFrfNuxcn5J4cqoiK19Dhx+7vl+GBH41GPSbIY8MmvFkMG8NvXtuHLfW3CpkTOm1qB/f7nA7bq72imx5yB1RsWBvUa4WDS7P+gxl4Bqz4GPZ6jtwfItYyDo/58HGiICWE6sbQaP2bNeRvlXSVHvF8jaWDVx8Cqj0OUNgZGyQqdZAV80XD0ZGDH/jS4PYf3iMtNNKO6nYXAcCQBKEiORkXr0LfahoIEIM6sR6djeCsStRoJX968RFVDo4iIiEh5WAAkCiGHx4F3K97Fh5UforSlVHScETsl7xTcu/heaCQNtjRvwbUrrkWv5+gvxI7NOhYPL304hAmVa2NVB+58vxzb6/q3dI5NseC4wmTUdjqwt9kOvVbCU5fNRla8GTvru3D185tRbwvdqlGTwYtZxV9gm215yK45NepSfLWlKGTXU6L0qXcNuTWATqPDZPMP8NWmKfDLyhl+EBwyFs1biW1dn434DFG6KIy1zIK3ZxLK92fC7tQDAObkJ6CkMvwGMUWSCWlWmA1abKmxHXL7nPx4lFQqb9tsUboV5Y0jW5F4zbFj8PtTJgQ4EREREdG3WAAkEqTB3oCPqz6GWWfGw1sfRpcrvHp8XTbpMvx61q8BAHs69uDaFdeixdFyxGMXZCzA4yc+Hsp4iub3y/hoZxPSYk2YmRMHSfp2uEyf2wdbnxvpsVF4c0sdbnlzB1ze0Gz7zEvvQVTmC6jrrQrJ9b4hQcI4XIvNu7JDel2lsJg8kPL/NOzH5VvHo7v2PFQ1fn81oB9q6fCxeM5mlPa8FrDz6TQ6jLPOgM45FZ6eImysUE7vODrUnLx4bK6xweeXMScvAZuqO+CXgfRYEzp63SH7uTgcs/PiUd3ugNWkQ5RBC6NWiw6HC5VD2HIeZ9Zj3e+XIsqg9qI+ERERicICIJFgn1R9gt+s+o3oGCPyu9m/wyVFlwAAmnqbcN2K67C3c+9hx81Om42nTnoq1PFUobyhG9e+sBlVQd6qGKotv0dj1BqR2P0r7KmJF3J9kfIzutAW+5cRPVav0SPHUgiXrxcObw/snh5kRY/Bjo2XhP3qwAXT92KHK3g/N7SSFhP1l2HdtnFBuwYNn0ErYXJm7GGr/iakWdHc7UR6bBTKG4++TV6JZuTEobXHhbrOgVdz/+XcKbhoTk6IUhEREVGkUccSAaIwdlLeSfj30n8jIzpDdJRh++vGv+LTqk8BAGnRaXj25GexMOPwfm4eH1fZjFRRRgzevWERTpqUGpTzmwxeLJq/HGWewE35HQmXz4XUjF3Cri9SnHXkfcw8fg8qustQ11uFDlc73H43DvTswsJZ2wOYMPRmTqxHmfuZoF7DJ/uw0/1fHDN7KwC+F6oEqVYjMuPNhxX/AGB3Uw88Pjnsin8AUFpjQ31nHyZnDNy785mvqjihmoiIiIKGBUAiBVictRhvnfUWLpt0GbRS+KzakSHjltW3YHPzZgCAxWDBFVOuOOw4t98d6miqEmPS47FLivHHUydCq5EGf8AQ5aZ1I3/qf0Pa728gLhx5C7namaMDv/1/R+8bKMpvC/h5Q2FiXhtqtE/AL4dmi+dW+8s4Zt6XnEgt2KSMGDi9flS2Hb0gbnd5Q5gosGRg0O29e5p7sO5Ae2gCERERUcRhAZBIIcx6M34969d4+fSXMTlxsug4Q+b2u3HDyhuwpn4Ndnfsxi9X/vKwYzqcHWi0H336LQ1OkiT8bHEBXrxyLpKtxlGfb97UA3Ak/QN1vZUBSBcYXd7I/Brp028J+Dl9she1pr9j/vz3MSYzfPqL5qT1oCvmCbh8rpBed2vXR5g39wMYdL6QXpf6zclPwK7GbnT1qXu1+GBbgAFgZ334fL8SERFReGEPQCIF8vl9eGXPK/hX6b8GnK4bTrSSFsvyluEnRT/BpKRJouOEtZYeJ658dtPBScLDIWLK71DpNXp0lt8OWY6c96ayU+ywJd4V9OtMiluA1tpjUVEXO6TjNZIPxUX12FedCpt99AXnoUiKdSJmzGNo7WsKyfWOZFzMVOzb8QP0OAzCMkSSKL0GE9JiUFprEx0lZDJiTWjoOnq7hTOmZeCBC6ZBp42cn4NEREQUGiwAEilYU28T7i25FytqVoiOElBz0+bi8RMfh1YTPtudlWbNvjZc8t8Nw3pMblo3zFkvKWrV3/dZWm5FY7tZdIyQOWZOCbb2vBmy602KW4C22sXYXxd3xPutZjemFe1Bg385WvuakW0pgKbjbOysSAlqLovJg9wpz6DGXhHU6wxFtiUfrfsuRastSnQUVcuIM0Gn0aCmI7gDjpRmenYsttYO/ObN4sJk/PviGbCa9CFKRURERJGABUCiMLCyZiXu2XAPmh3NoqMExHHZx+Gh4x8SHSOs+f0yjr//iyFPB547tRIH/M/CKXDQx1Dke2/E9n3BGXiiNJLkR+70B9DubA35tYti56Gj7jjs+7oQmJ1iR17BFuy2rzzi10hR7Dw0Vi1FTZP14G3RRg/ysmyIj2uGrG/A/r3HoLlj+EUzvc6HabNex56u0hF/PoGWHJUKX8MVqG4aeGgDjcyUzBhUtTnQE8Y9/UZibn4CNlR2DOnYOfkJePXq+UFORERERJGEBUCiMNHr6cXDpQ/jxd0vhqw5frD8a8m/sCRniegYYe8/Xx7A3R8OPDnXqPdi9qxV2Gb7LESpRmeK6XKsLS0UHSMkphc2oUL7oNAMRbFzAQDlXYOvJtVKWkyKOQ6QfGhzV6DBUXvI/fnWCdi95cdwe7XQavww6Pzoc+sGOasfC+Z/gh22VSP8DILHqo9BbPdV2FWVJDqKqgynCKYms3Ljsam6c8jHT86Mwfs3HBPERERERBRpBntmTkQKEa2Pxu/m/A75sfm4c/2douOMWFJUEo7J4ouaQMhLih7w/py0HliyX8Q2m3K3/H6fzhA5EzCjEjcDNrEZhlL4+4ZP9mF719HbEVT27MbUWa8DkFBtL0esIR5y82WoqD9638Fj5q7HVgUW/wCgx9MNt+UhzJx4FbbsyhQdJ+xFG7QYm2KJyOIfgGFPcI83sw8lERERBRYLgERhJtOSiWh9dNgOB3F6ndjWug3FqcWio4S97gEmZs6dUokD8rPotCt7y+/3uTUtoiMEXXaqHXn5W7Cja53oKAH33W28zr5GGOMfwOy4y7GxLOewYxcV78TW7ndDGW/YXD4XKqR/Y/60n2LdtnGi44St7PgoyAC2jWBwkVpsqupAdkIUajsGnwQMAKv3tWHePSuQl2RGflI08hKjkZcUjTHJ0RibYh38BERERETfwy3ARGGoursav/7i19jTuUd0lBExao34x3H/wOKsxaKjhLWnv6rE7e+VA+jfLrazvjvstvx+X5YlH7s2Xi06RkBMKmiFyeiC02VEn9MIq8UBU+JalNtKREcLuRkx52B1yeyDE57nTK7CLt9jglMNzwTNtUcsZNLAJmXEoLKtFw63T3QU4YrSY1De2D3q89x2RhEuW5iPbqcH+5rtiDZqMSGN/SqJiIhoYCwAEoUpp9eJ+zbeh9f3vi46yojoJB3+duzfcELuCaKjhK1/Lt+HLbUduGHJOBTnxuPHz72PDsuTqLUfEB1txAwaA9rLbgOgER1l1BZM34cdrv+KjqEYY2MmwyoVQPYbsLP3bXj94TUAItcyDjs3Xg5geFs5I11WXBS6+jwRN/DjaKZmxUKWZfS5fTDotCMqCGokIMVqQlN3/wpvk16Dxy4pxnHjgzutm4iIiMIbC4BEYW5D4wY09TbB7XfD4/PA4/fgs+rPsK11m+hogzqj4Azcc8w9omOErV6XF8/vfhIra1bi0kmXoqW3BQ9seUB0rFEzN/95RNNklcZqdkOXf0fYFbro6HJcv0bZgWTRMcLO5Iz+lW9+PuM8hFEnIT/Jgt1NPaM+l14r4cELZ+C0qekBSEZERERqxB6ARGFubvrcw27rdncfUgBMNaei2dEcylhDYvfYRUcIW219bTBpTXh7/9uot9fjubLn8PTJT6PH04MXdr2APu/Q+kwpUUp8jyoKgD0OA+bFzEGZba3oKBQg1pR1wIEzRccIOzsbujEnPx4llUOfghsJXF4ZNe29mJ4dB4fbC1kGKtt64R1BpdTjk3HDS1tgd03BhbO5VZ2IiIgOF/57rIjoMDfMuAGvn/E6fjnzl/jw3A/x0Xkf4efTfg6NpKxveYfHITpC2Hqu/DmUt5ej3l4PABgTNwZmnRm/nPlLXDH5CsHpRsdqVc+gAG/XDNERKICcsk10hLBVUtmJWbnxomMojsPjx9ZaG/Y227GvxY6J6SPv5eeXgd+9sQNPrj60DYTTw/6LRERExBWARKo1PmE8xieMP/jxtdOvhc1lw0u7XxKY6lBdbvUUekJpa8tW7OnYgzZH28Hbvqr/Cmsb1mJh5kJsbN4oMN3oaY3tANQxcXX73gwkFllh94x+ix+JZ/VPFh0hrJXWdGJCmjUgW17VKkqvHfU57vpgF/a32OHy+rGxqgMt3S5cPDcH1x8/FkkWYwBSEhERUThS1nIgIgqqqclTRUc4xO6O3djSvEV0jLDi8/twz4Z7kGnJxGfV30767XR14prl1+Afm/+BrS1bxQUMAI+mVXSEgHF7tRhjXiA6BgVIW2uu6AhhzScDTd1OpMWYREdRrKr23oCc5+WNtXirtB51nX1w+/x4Zm0VFv/1c9z/6R509rrxwoZq7GEhloiIKKJwCAhRBKnursbpb50uOsYhJiZMxMunv6y47clK9eqeV3Hn+jsxJ20OSppKRMcJCqPWiHzLZETJeejtTkNdUxKaO00I1+mrkwraUGP8u+gYNErRegtadtwCvzz6FVqRLjfBjBa7C31ubk09krxEM6rag9ciQyP1bxeOM+vx7E/nYFp2XNCuRURERMrBAiBRBJFlGQtfXoget7Le9b9jwR04Z9w5omMons1pw+lvn44uVxdiDDHodneLjhQyccYEZESNhdGXC3t3OqobEtDeHS6riPwYM/MhtPQ1ig5CozA5biHWrTtDdAzVmJoVi+11bANxJHPzE7ChsiMk17IYdbj7nMmIjdLjuPEpIbkmERERicEegEQRRJIkTEmagrUNyppK+s8t/8SJuSfCYrCIjqJo/yz9J7pc/S+YI6n4BwA2VwdsrhIAJf0LATOBvDHJSDONhcGbg+6udFQ1xMNmV15/K51GhiSF5+pF+pbkHD/4QTRk2+u6kJdoRpLFiG11Nnh8fD/6Gx0Od8iuZXd58cuXtwIA3r1+IaKNOsRG6dkrkIiISIW4544owkxOUl4T+3ZnO17f+7roGIpW1laGN/a+ITqGorQ7W1FmW4dS+yuo0D4IX/afMWbmg5g5sV50tEPMmbYfzY4G0TFolKpqM0VHUJ2qdgc2VXfCatRhenas6DiKsa/ZjjizPuTX/dUrW3HKg6uxtcYW8msTERFR8HEFIFGEOTX/VCzMWIhX9ryCDys/FB3noOyY7AHv9/g98Pq9iNJFhSiRcvhlP+7ZcA9kcIXMYFr6mhAX8yWAi0RHAQDkpPWgHu+JjkGjlBqVjv1t0aJjqFaHwwO3z44kiwFt9tCtflOywhQLJEmC0+NDS48LBq0GHp8fDV3OoF3zQGv/AJIHlu+F0+vDKZPTodVw9TIREZFasABIFGHGxI0BAExLngadRod3K94VnAjQSlrMSZtz2O1evxcbmzbik6pPsLxmOV489UXkxOQISCjWO/vfwfa27aJjhI293duQlXIG6lrEbSnPSetBdv5X2GFbBdnJwm24M2nZniDY7C4fJqbHsAD4tZKqzsNuS4g2ICfBjJqObweE6LUSZubEAwBkGfD6/fD4ZDg9PvS6vehx9v83HGUN3bj+xVLkJu7ByZPS0NXnQZvdjTa7C7mJZly/ZCweW3UAbp8fsixDlgEZ/f/XSBKyEqJQmGJFYaoVY1MsiDJwcA4REZESsABIFKG0Gi3uXHgn9Bo93tgndmvp1OSpsBqsh91+85c347PqzwAAZp0ZWdasUEcTrsvVhQe3PCg6RtgpyC9HXcvhReVgS4nvw7gJq7DDtgqdNhb+1MIrsyhF4nX0uuH1+zEmORoVrb1IshgQbzYMOjBEAjApIwY7G4bXO7a63YHHvzxwyG3lDd34aGcT3F7/kM4hSUB2vBnjUiwYl2rFlMxYnDY1fVg5iIiIKDBYACSKYBpJgz/N+xO2tGxBZVelsBzzM+Yf8fYdbTsAAGcUnIFtrdvQ4+5BrDGy+kTt7dyLDmdopkGqSbX7S2ikYvjl0K48GZtbh+22L0J6TQo+r58FwFDgsJzBdfd54fPJmJOXgH0tPdjXYh/0MTKAXrcvINd3+4ZW+Dt4bRmo6XCgpsOBFbtbAACxUXOxaFxSQPIQERHR0HEICFGE02q0uGLyFUIzLMhYcNhtNqcNTb1NyLJk4e5Fd+OV019BbU+tgHRiJUYlio4QljqcbZg+vjnk19VoXSG/JgWfhwXAkKhosWNsCrdbD6bX7UNJVQc6HZ4hP6ayrRfxAgaLHMmd75fDO4xCos3hRpfDA7+fq6qJiIhGgwVAIsKpBaci0yJuwqVRazzstt2duwEAS3OWQpIkWAwWRU4wDrZEEwuAI6WNWweEeHAKC4Dq5GYBMCTae92obu/FzJw40VFUyeNTRgFtT3MPpt/xGbbV2gY9VpZlPPJFBabd8SnG/d9HmHXXZzjxH6vwzlZlTXsnIiIKBywAEhH0Gj1+Oumnwq6/vHr5Ybftbu8vAJ6Qe0Ko4yhKjCEGOondGkZid9dGLJ69NaTXlKXgTegkcbgCMHQ8PhlbamyYkx8vOorqDHf7bjDZXV78Z/UB1HU6jnh/bYcDf3xrB4756+d44us+hD6/jDa7G/ta7Giw8WctERHRcLEASEQAgLPHnY3kqGQh1z5iAbBzN5KikjA1eaqARMohSRISTAmiY4StUvsrmDe1ImTXkzV8UapGLp8LoV5NGul6XYHpWUffGurgjlB5f3sjjr9/Ff768W70OA/dzry5uhMvbKhBXWffER/r8yvrcyEiIgoHLAASEYD+bbg/mfQTIdeu6KrAAduhkwZ3t+/G8dnHQyPxx1SsKbIGnwTabu/TmFbYFJJr+XDkF6sU/gw6FgBDqS9AQyuon1ah81XcXj8e+aICS/7+BV4qqYHv6z5/XX0D9zf0sh8gERHRsPGVNREddH7h+cKm7N6+7nasa1gHAPD5fajtqcXSnKVCsihJW1/bYcVRGh6f7EWT8QmMyeoK+rW8MguAamXUsSAVSr0ur+gIqmLQKfspf5vdjVve3IFlD6zC5c9sxLPrqgY8ngNBiIiIhk/ZzwaIKKTMejMumXiJkGtvadmC0pZSAP2TiX8/9/eYnTZbSBYleb/iffhkFh5Gy+F1wJv0BNISjtxvKlA8LACqlsHALYeh1O0c+oRbGpxe4QXAb1S09mLl7hYcaO0d8DiuACQiIhq+8Hg2QEQhc/HEixGtjxZybavBevDP5xeeD71WLySHkvR6B34RNFLZ1uygnFfJOlztiC94DlZzcAY6ZKfY0erkZEq1MuhZAAylPo8feqXuWw1Deo26nvL7WAAkIiIaNnU9GyCiUYsxxCA/Jl/ItR8qfQhf1n0p5NpKde20a3F+4fkYFz8OM1NmBuScscbYgJ0r3NT1VmH6pPKAn3d6YSO8aQ+i2x38bcYkhp5bgEPOauKbQIGitmIqVwASERENHwuARHQYWdC0yz5vH36x8hd4e//bQq6vRJIkYXrKdJxRcAaePvlp3Dr/Vlj11sEfOID/m/d/WNuwNkAJw0+DbxUkKVCruWQcM2s7Dmj/BbvHHqBzktLkWsahqSNKdIyIMy7FIjqCaui06nrKzxWAREREw6euZwNEFBAyZJyYe6KQa/tkH/701Z+ws22nkOsrUYo5BUuyl0AjaXB+4fl46fSXRnyuc8aeA6PGiNa+1gAmDC8tfY2YOq5l1OcxGbyYP/9DbO19UVjRnIIvxhCL9gMXwe3Rio4ScTZUdmBGdpzoGKqg06hrBWBMFFeHEhERDRcLgER0GFmWsThrsdAMz5Y9K/T6SjIlaQryYvMOflzbUwsAmJo89ZC+iQMx68y4Zc4t+PP8P+PVva8GI2ZYiUrcOKrHpyc6MGba09hpWx2gRKREEiQkOS5HY7tZdJSIVdbQhTHJYvrSqomaCoBajYQLZ0deH1siIqLR0okOQETKJMtiVzR9Wv0pfmX/FTItmUJzKIFBa8CO1h3Y2roV+zr3YXPzZgBAc28z3jjjDWxv246HSx9GVXfVER+/KHMRbp13K5LMSbh93e1YU78mhOmVaXfXeiTFnoi2LtOwHztlTAs6LP9FjZ39/tRumuUirN6YKjpGRHP7ZHT1eZBkMaDNHpwBPpFAp6IegKdMTkNmHLfkExERDRcLgER0GBkyPH6P0Ax+2Y//lf8Pv5vzO6E5lECv0WNK8hQUJRahx92Dbnc3ulxd2NWxC7etuw0PH/8wrAYrrv7s6kMeF2+Mx+/n/B6n5J8Cu8eO65Zfh3WN6wR9Fsrik32YUrgbqzdOP3ibJPlhMfpgMnkRZfTBaPDCYPDAqPdAp/NAp/VAa2rHjp534XNzIITaTY5diNXrp4iOQQDa7G6MTYlGr9uHPn7vjYhWRSsArzymQHQEIiKisMQCIBEdRpZl+GTxL7Le2PcGrpl2DWKNsaKjKIJWo0WcKQ5xpjgAwJTkKZicNBnPlj+LKyZfgRkpM1DaUopofTSW5izFb2b9BvGmeLT1teGqz67Cvs59Yj8BhfEYyzC2+Eu4fH3o8/bB5XMCAJxf/3cI39f/cQFSRMiMzsH20pMBqKdoEu72t/QCAPQaCYVpFpQ19AhOFF40kjq+lotz4zGdfSGJiIhGhAVAIjoik3b4WyMDrc/bhxtW3oDzC8/H8TnHI1rPPlDfV5RYhFRzKqq6q/DAcQ9AkiRY9VbcU3IP7i25F2PjxiIpKulg8c9qsKLP2wev3ys4uXhGrR7NjgbRMUhhzDozHHU/Rq+LQwaUyOOXUdfZJzpG2NGoZAXglYvyRUcgIiIKWywAEtFhzhhzBsbFjxMdAwBQ2lKK0pZSmLQmHJd9HE4rOA0LMxZCr+WL828kRiUiwZQASZLg9rlx0xc34Yu6Lw7eXxhfePDPs1Nn4/7j7kdjbyOqu6tR3V2N58ufR729XkBysSSVrIihwBqjvQhrm4Y2XIdCL86sh83hwbTsWHh9MsoaukVHCgtqWAGYFR+FZZPSRMcgIiIKW5wCTESH+dHEH0FS2NY3p8+Jj6s+xg0rb8AVn14hOo7ifFPM6nJ1oaH30FVtezv3HvzzqrpV6HZ3I9uajUWZi/CjiT9CYlRiSLMqhcvrEh2BFKjXweKfkqXFmJARZ4JJp0WjzYnxafz3Gormbifm5CegMNUCfZgOBPnpwnxV9TIkIiIKNa4AJKLD6DQ6Ra+O8vjEDihRsmRzMp4/5XncsvoWrKpbhX8c9w+kmFPg8rlw1adXYUnOEsQb4w95TLcrMlfQ9HjYQ4wOp9yffKSV+odZNNicaLA5odVI6HLy98FQfPN3BgB6rYQJaVZUtvXC5fULTjY0FqMOF8zKEh2DiIgorLEASERHpJGUu0BYo1FuNiUw6814YMkDWFO/BouzFh+8/c6Fd2JJzpLDirtdrq5QR1SEVker6AikQBZrGwBuM1QinwyUNXQjKy4KGXFRKG/sht3FfqbD5fHJ2N3Ug/RYExq7Dht5pEg/nJ0Nq4mtP4iIiEaDr6KJ6IiUtgX4uzT80TUojaQ5pPgHAKcWnIooXdRhx1419apD+gRGAqvBCofXIToGKdDOvpcwYzyHwyhZna0PJVUd8Pr8KM6NH/wBdERWU3isA9BrJfxkQZ7oGERERGGPr6KJ6IiUvAW4oquCq7cC6JKiS3DxhItFxwippKgk0RFIoXyyD7X6JzA+p0N0FBqE0+vH5upOzM1PgIJ/ZSnSnPwEHGjtFR1jSK45dgyyE8yiYxAREYU9FgCJ6IiUvMqux92DO9bfAVmWRUdRhbqeOkiShEeWPoJ3znoHn5z3CWamzBQdK6gseovoCKRgLp8T2tTXRcegIdpQ2YEpGbEwG7SioyiexajFtKxYlFR2wOtX/u/QnAQzrlsyVnQMIiIiVVDuK3wiEkrJPQAB4IvaL/Bh5YeiY6hCljULZ489GynmFJS1l2FXxy5cO/1azEufJzpa0Bi0BtERSOESteNFR6Bh2F7fhWSLEakxRtFRFGtMcjSsJj221YVP39c7zpoEk56FXSIiokAIj+YfRBRySt4C/I2/lPwFc9PncjtnAGgkDcYnjEemJROr61fjtcrXsL11u+hYQcPVozSQNHMmqivVvQpWjao7HIg36zE3PwEAIMvoH+ssy3B6/NjR0IVI/dafnRePrbU2eHzh8xdw2pR0HDc+RXQMIiIi1ZBkvgoioiOo7q7G6W+dLjrGoH5c9GPcPPtm0TFUyeVzYUPjBqyoWYHPaz5Hp6tTdKSAKUooQnlHuegYpECTYxdi57aT0dPHiaNqk2o1IjfJjPKGnoiZHhyl12BCegxKa2yiowxLtEGLFb8+DmmxJtFRiIiIVIMrAInoEH3ePkTpotDrCY/m4BsaN4iOoFpGrRGLsxZjcdZi3DrvVpS2lGJFzQp8Wv0pWhwtAPpXDvplv+Ckw6fT8tcfHS7fOgHr1p8OKHgKOo1cc48L7b0uTMqMRW1HHzp63aIjBVVughk+WQ674h8A/HrZeBb/iIiIAkzZTb6IKKR8fh+ae5sBAE9sf0JwmqHZ27kXHU5O6ww2rUaLWWmz8Ls5v8Orp7+K5KhkAMCrp7+KG4tvFJxu+PQaru6iw1X27Mai4jLRMSiIpmTFYVttl+qLf7Ny49HU7URdZ5/oKMNWlB6DS+fnio5BRESkOiwAEtFB5e3liDfFo6SxBCtqVoiOM2QbmzaKjhBREqMS8dfFf0VhfCHGJ4zH5ZMvh1lnFh1reNj8go5iu+MFzJxYLzoGDSDFasTUrFjMzU/AzJw4FKZaMDMnDnPzEzAjOw4J0Ucf8lPT7sCkjJgQpg0to05CcW48NlV3wuUNv9XZkgTcfc5k6LR8iUJERBRo3ANFRAft6tiFosQi3LfxPtFRhqWksQQn5Z0kOkZEmZU2CxeOvxAra1ZiZ9tOaKXwmtLo8rlERyCFkiGjVvsfjMm6ERV1saLj0NfGplhg0GpQ2+FAS48LLT1H/x6OM+sxLsWCfS12AP0buidnxkCr0WBnfRfcXj+MOk1YFsgGkhUfBa1Gwubq8O3XevGcHMzIiRcdg4iISJU4BISIDnpg8wOYnjwdv/j8F6KjDEuiKRHvnvMuYgzqXdWhRLs7dsOkNWF1/WroNXroNDroNDrY3Xbcv+l+eGXlNtnPi8lDVXeV6BikYEmmFPQcuBZtXcruQyZJfsREe9Bl10ONGzt0GmBmbgI2VXXAP4xnrAadBlMzY6HVSKhotaPNru4tvzNz4rCrqQd9bp/oKCOWZDFgxU3HIdbMFg1ERETBwBWARAQAsDlt6PX0wu0PvxdJ7c52/G3j33DnwjtFR4kYsixjbNxY6DQ65MXmHXa/SWfC7etuD32wIarvqUeiKRHtznbRUUih2pwtSB3zONK6LsLOipQQX92POIsHcVYXYqKdMJkcMBh7Iel6IGt64JK70OezodvTgS63DX7Zj1xTEnJMs2DvKERZRSrc3vBalXs0M3LiUVI5/D6vbq8fm8J4JdxQ6TUSpufEYWNV+H+ufzxtIot/REREQcQVgEQEAPi48mO09rUix5qD61deLzrOiDx6wqNYlLlIdIyI45f96HH3AABijd9umXxx14vIsmZBI2nw4OYHsadzj6iIRzQzZSa2tGwRHYPCwLTYk1FauhC9ruAVJ6aObYac8AF6PJ2wuTrhG8UKWpPWhLHWYsi9Rdh1IAtddmMAk4ZWZnwU6sNwkEWgTEizIjZKjw1HKIKmx5oQpdfiQFuvgGSBlRkXhTW/WwJJ4gRuIiKiYGEBkIgAAP+35v9wcv7J0Gl0+NmnPxMdZ0RSolJw/3H3Y3rK9ENuL2svQ3tfO47JPIYvLoKgz9uH+0ruw9qGtXjptJeQGJV42DF+2Y+Xdr+Ee0vuFZDwyLSSFolRiWhxtIiOQmEgyZSCmN6LsW1vWlDOP3/afux0Pxnw82okDcZYJyHaOw1VtXmobbEE/BrBMjUzFtvru0THECYzLgo9Tg+6nV7MzU9AZVsvDFoNJAlIshixt7kHvWG85fe7fjI/F7efNVl0DCIiIlVTX7MYIho2WZbxVcNXKIgtCLthDt/V0teCSz+6FHetv+vgijQAeL/ifVy34jqc9955eP/A+/D6ldubLhxF6aJw24Lb8OtZv8Zta2+Dx+c5eN+ejv5VfxpJgx9N/BHOHHOmqJiH8ck+ZFoyRcegMNHmbMEB7YM4ZnZpwM8dZfCiz7QGiabDi+ej5Zf92Ne9A1sd/4Mt8S5MmPUoFs/dgIl5bZAkZQ/B8PiVnS9Y8hLNyIyLggwZ3c7+31cbKjvQ0uNCna0PtZ19KK21qab4BwAnFKWKjkBERKR6LAASEfZ27kWvpxdp0WlY17AOek349uCRIeOVPa/g7LfPxorqFQBwcEXavs59uGX1LTj9rdNRb68XGVOVTso7Cb+f+3u8uvdVyLIMm9OGm764CS/uevHgMbfMuUVRRbetLVuRHp0uOgaFEbtmZ4DPKGNm8XJUdO9GWnRwVhd+V31vNUq730Jd1N+RNe1vWDR/BcZl2YJ+3ZEwaCPzaapOq0G9rQ8NNqfoKCFhNeowNz/wxW8iIiI6VGQ+syKiQ6ypX4O8mDxIkPBx1ce4YsoViNJFiY41Ki19LfjVF7/Cno49+HHRj5FlyTp4X729HsurlwtMp16ZlkzMSJmB1/a+hjhTHJ4/9Xn8peQvOOedc3Dt8mvx4JYHkWXNGvxEISJDRkpUqAc8UDhrdzUG9HwLpu/HdtsXAPrbFUxLnhbQ8w/E5urENttn6Et8DMmxyuuzt62uC3PyE0THCDlthLWqOHZ8Mgw6viQhIiIKNv62JSJ81fAV8mLzUNZehqbeJvxw/A8xPXm66FgB8di2x2DUGvHb2b895PaVNSsFJVK/osQiVHVX4a71d+Hjyo8hQcJ+235sat6EK6dciVhD7OAnCaFtbduQY80RHYPCRKerAyZDYNoIjM2yYbfnuUNuq+yqPGSYTih0uW3InvAWNJLytpSWVHZgVm48dJrIKIplxkVhT3PP4AeqyInc/ktERBQSLAASRbheTy9Km0uRH5uPjyo/wsl5JyMxKhEGrUF0tIBYXrMcuzt2Y0n2EizIWHDw9tKWUrT3tQtMpm4/n/ZzrKhZgb+U/AUy+mdN9Xn7kBiViPuPux8JJmWt6okxxIiOQGEkLXH0q+UsJg+k1Ofh8XsOub3b3Y3cmNxRn3+49nVvx6LZypyKvam6E4WpVliNOtFRgi4zPrxX3w+XViPhuEKuwiYiIgoFFgCJItz6hvXwyl7kxeTh46qPcdGEi7C2fi1W1a0SHS1gHt36KCRJwl0L78JPin6CGEMMZMiq+hyVxmqw4rezfnvY7Q6PA53OTnQ4OwSkOrqd7TuRH5svOgaFiYTY0a7QkjFlxidochy5F+n21u2YkjRllNcYvtKeNzCtsCnk1x0KnVZCcoxRdIyg0kjA/ha76BghNTc/AbHm8O07TEREFE5YACSKYB6fBw9vfRgAkGBKwHXTr8P4hPG4p+QewckCa2XtStjddiSbk/Gb2b/BivNX4I4Fd6CpV5kvdNXilPxTMDd97iG39bh7UGGrEJRoYFHayFp5QyMnxa4aVc+8hTN3YadtzYDH1PXUwaK3jPgaI9VkfAIL53+GOZNqYDV5Bn9AkM3IiUNGnAnb67pwoLVXdJygmpwZi45et+gYIXXCRG7/JSIiChUWAIki2JM7n8R+235oJA2mp0zHuePORVtfG+p66g45blz8OEEJA2dXx66DfzbpTDhn3Dm4dvq1AhOpnyRJ+OPcP0Kn+Xbbnt1jV2wBsLyjHOPiwv9rnYJvb/c26HMfwOxJNcN+7NgsG8pdLw56XKerE2Pjxo4k3qg4vA5st63ALv8j0BbcjlnzXsGi4jJkJIspvjk9voiZhmvSa0VHCDn2/yMiIgodFgCJIlSFrQJPbH8CAGDSmiDL/X3aMiwZOL3gdABAnDEOAJBtyRbSkyqQytvLRUeISPmx+fjppJ8e/LjP24fqnmqBiQbml/3QServM0aj1+Ppxm7/Iyie+zKOmbUVRfnt0OsGH6IRH9sNr39oQ0S2tm5FUULRaKOOmE/2Yk9XKbY5nsfYAjE/Q7sc4lchhkpnr0t0hJCakGZFdoJZdAwiIqKIwQIgUYR6c9+b0Er9qw0cXgde3P3tipSrp14NraTFpKRJAICy9jJcM+0aITkDpay9THSEiHXV1Kvwn2X/weoLV2NGygwsy10mOtJRVXRVYHLSZNExKIzs7d6Krb0vo9b0N8ROuKO/IDh7CyaPaYFBf3hBsKd3eNt6jVpl9L2rrS0c8P6ZExowvbDx4MdajR/ZqaPvZ9dqV39R7Jv5xvtaepFkUccArqHg9l8iIqLQ4jIHogj129m/xa+Kf4V9nfuwo3UHtrdtR5erC7HGWGTHZOOMMWcg1hCLzU2b0exoRnFKMfJj81HZVSk6+ojoNWwyLopJZ8K89Hnw+fuLIdNTpuP47OOxsnal4GRHtrV1K2alzsKm5k2io1CYcflc2Nu9FcBWwABEF+ow13Ia1m2cA6+//w2Xzu4oYBjtJiVJGvygIIvWW9DQGn3E+0wGL2bPXIOtXR/DaDBi9qQrYIpuRo37C3S5bZiXejnWbx8zouvGmfWwqXAFoEErYUJaDAw6DQ602eH1yRiXYj04Mb3NHhl9AI+fyOm/REREoSTJ3+z7I6KIZnfb8fyu5/HzaT8HAHx44EOMiRuDlTUr0exoxkUTLsKBrgO4+cubBScdmTfPfFMVvQzDWVVXFe7beB/OLzwfGxo3HLLqVInyY/JhMVhg0BiwuWWz6DgUxvKt49FRdT7qWizQavyIHv/Hg8WewRSnFmNzs/ivv6LYeehrmw+93gO93g2t1g1J60arvBoNjtoBHzvd8kOs3jgN3651G5qCpGgcaFPP4I/inHh4/X7sae6B0+MXHUeoKL0W229bBr2Wm5GIiIhChSsAiQgAYDFY0GhvRHNvM1LMKTg2+1hE66MxPmH8wWPGxY/D+sb1eHPfmwKTDt+S7CUs/ilAXmwe4o3x+OXnvxQdZUgqu79d7aqUIgyFp8qePYhKvR9z0y7Fhu35iDcmoMPVPqTHSsMsmgVLedd6QL++/wPP1/8N0Vb7yzhmXjfWbFgEWR56wcdqUsfT1ASzHulxUdhc0yk6imJMzYpl8Y+IiCjE+JuXiA4anzAeq+pWQZIkROsP3+6lkTT48/w/49xx5wpIN3JXTrlSdAT62jXTrjnYezKcbG7ejOLUYtExKIz1eftQ7nkcC+d/gijd0PsADnWloNJt7foQ8+Z9CMMQBqV8w6AL/6epkzKsgASUNXSLjqIoxbnxoiMQERFFnPB/ZkVEAeHxefC/8v8hw5Ix4HHhVgQsTi3G1OSpomPQ13JicnDmmDNFxxiRzc2bUZzCIiCNznbb56jvHfokbKWsAAyEnbY1mFz8CqzmofW40yig/+FISQDm5iegvLEHHb3q62M4WjNzWAAkIiIKNRYAiQgAYPfY4ZN9iDcN/qQ8nIqAExMmio5A33P1tKth0ppExxiRzS2bMSNlhugYFEHUsgLwG/u6tyN70tNIie8b9FivP/w+96lZsZiQZkVhqhUbKjvATttHNpMrAImIiEKOBUAiAgDEm+Lx6AmP4g+r/4ANjRsGPV4jaQ4ODFGyOGOc6Aj0PZmWTLx2xmuYkTIDBbEFOCHnBOg04dPrq7SlFNOSp4mOQRS2au2ViM57FHnpPQMe1+f2hihRYMzNT8D2ui7sburBnuaBP7dIVpAUjYRog+gYREREEYcFQCI6aEzcGPzfvP/DdSuuw1M7nxr0+BRzCoxa42G3J5oSgxFvRIayopFCLy82D0+f9DTOLzwfFoMFH5/7MW6efTPGxo0VHW1IdrTuwJSkKaJjUASQVbqErM3ZAlfyvzC9sBHjczpRPLEeC6bvw+LZpZhW2AQA6OoLnwLg7Lx4bKjsEB0jLMzg9l8iIiIhWAAkokPMTpuNOxbcgSe3Pwmff+Bm7RpJg2xrNgyab9/JX5i5EJ/84BPMTZ8b7KgU5rQaLS4pugQ/m/IzvLHvDZw99my8ceYbWJi5UHS0QfnhR3l7edgULImUyO7pQYX2n2iIvg978RB2uP6LUvsrqNT+E/Onl6HN7hIdcVA6DTAjJw4bqzjhd6g4AISIiEiM8NlzRUQhc2rBqWjsbcSezj2YmDARTp8TDo8DDq/jkP9nWjKRG5OLk/NOxsn5J2Nv517kxuTCqDXi8kmXD2krcbDtaNuBC8ZfIDoGDSAnJgfXTLsGpS2lKIwvxD2L7sH5752PFkeL6GgD8sk+GLTcxkbBpdYVgAORIcMYV44ZY8dg/W7l9gs16zXIS7KgtMYmOkpYmZkbJzoCERFRRGIBkIiO6PLJl6Pd2Q6v7MVzZc/hse2Pwes/dDvW2WPPxtKcpWhxtCDbmo3cmNyD983PmI+C2AIc6DoQ6uiH2NqyVej1aWg0kgbFqcXw+r3wuX343ezf4eYvb4ZPPnQVqlbS4rezfwsAWFW7Cusa14mIe1B5ezkyLZmot9cLzUHq5YdfdISQm5U6C5uaNwEoxfS8e7G1Spl/B8lWE+ptgw8zoW9ZjTqMS7GKjkFERBSRuAWYiI5IkiQkRSVBr9Hj6mlX45XTX0FRYtEhx6xrWIe56XNxxZQroJE0hz3+RxN/FMrIR1TVXYVOJ7dmhQudRod1jetw94a7cfbYs/Hgkgdx3zH3IT82/+D9Hc4OnDvuXPyy+JeC0/ZLNaeKjkAqFmkrAItTir8u/gGQ/Kg134FxacpcaVvd4UBslA6J0QYUpcdgZk6c6EiKNz0nDlqNJDoGERFRRJLkSHtmSUQj5vV78UzZM3hk6yPw+D0AgARTAv62+G+Ykz7nsOP7vH048+0z0dTbFOqoh/jXkn9hSc4SoRloeCpsFbhr/V1w+924dd6t0Gv1+P2Xv8c1067BkuwlkCQJsizjgvcvwO6O3UKzGjVGGHQG9Lg59VPNNNBgesp0NPQ2wKg1wqwzw6A1QCfpIEkSfLIPHp8Hfb4+9Lp70e3uhsPrGPCcOkmHMXFj4JN9/atf/T54/J6D/7l9boyJG4Oy9rIQfZZiFacWY3Pz5sNuj9VmwVd3ExptbgGpBmfSaeD0+mExaKHVatDV5xEdSbF+uXQcbjyxUHQMIiKiiMQCIBENW4WtArd+dSu2t20H0L9984YZN+DyyZcfthKw292Nv2/8O97a/5aIqACAn07+KW4qvknY9WlkZFnGewfew4ObH8TpBafjmmnXwKw3H3LMi7texF9K/iIo4beOVrggdZgQPwG93l7U9tQO63EGjQExxhhYDVZEaaNg0Bqg1WgBGfDBh25Xt/A2CUox2PdQmn46mvdegm6nsicDz8mLRwkHghzVs5fPwbGFyaJjEBERRSQWAIloRHx+H54vfx4PlT4Et79/VcbirMW4Z9E9iDXGHnb8mvo1uG3tbWh2NIc6KmamzMSzpzwb8utSYHS5uvDPLf/E2oa1uGXOLTg2+9hD7jv+1eMPfg2KkmBKQLerG15Z2cUJGp5UcyqSo5Kxs32n6CiqNjNlJra0bBn0uALDMpTvXAqPT7lPXXUaIMlqQlOXU3QUxZEkYOutyxAbpRcdhYiIKCKxByARjYhWo8Vlky/D62e+junJ0wEAX9Z9ib9v+vsRj1+UuQhvnfUWzht3XghT9tvZthPd7u6QX5cCI9YYi1vn34r7Ft+Hh0ofwo2f34gKWwW8fi/0Gj0sBovoiOhwdmBS0qQhHavX6FGcWnzI0BxSFpPWhOLUYnQ4O1j8C7LC+MIhFf8A4ID7U8ycXB7kRKPj9QMZscqdXCxSYYqVxT8iIiKBWAAkolHJj83HMyc/g5v/n737jnPsrA7//7nqXZqiaTtld8r2XmyvjRvGHZtu0wktoQdIAiFAKOEXAoFQElqAL70GCAYCGAwYG/ftfXdmd9pOr+pd9/fHetc7u1OkGUlX0px3XgRW0r3P2VmNpHt0nnN2vQeL3kKHp2POxzpNTj589Yf58nO+TJ29rmAxxtNx/unhfyKtLn6S5HR0muMTxzN+/ERkgnBi/v5fIjtbvFv44XN/yPba7bzxd2/kNb95De/+87uZjE5qHRpwrhpxIY2ORurt9ewd2ctAYIAdNTsKEJnIxhbvFuxGO3tH9l7odSryw6K34I9l9+XMsfi3uHrjeJ4iyo2JYHH2KtTa9haP1iEIIYQQy5psARZC5EyvvxdgwcqmgeAApyZP8bve3/GrM78qRGgAvHnLm3nL1rdkdcxvun/D5/Z9joHgAAoKX7/16+yq27Xgcal0iv859T+8dO1LFxuumMdIaIRPPPUJft/7e61DmaHD00HndOes922v2c6R8SOXbVdeV7WOoeAQ07HpAkQo5rLStRKDzkDXdJfWoSwbmW79vZSqwvr0x3jylCEPUS3dFasqebK7OL6YKCaffNFm7tnVpHUYQgghxLIlFYBCiJxpcbVktK1xhWMF7Z72C5M0C+VLB7/En/v/nNUxZr2ZgeAAACoq//jwPzIdnV7wOL1Oz4GxA0xFpRl8PtTaa/mPG/6DLz3nSzQ6GrUOZ4Yt3i2scq+68Nx2mVxsqNrAvtF9s/YqPF9Zuq5yXUHjFOd4zB621Wyj198ryb8CWlOxZlHJPzjXS+6k/iNsatbnOKrcODMW1DqEorSiwqp1CEIIIcSyJglAIYQmmlxNfPjqD/P9O7/PzS03F2zd9zz0Hn5w4gck05kNa9hUvWnGn0fDo3zo0Q+RSfH02oq1fPXwVxcVp8jM+d6Sf735rzHotK8G6pzu5ODYQbp93YSTYdwmN2k1zdGJo/MeNx2b5vjkcXbU7iiKv8dysbZyLfFUnP2j+1GRDRGFYtFbllzxmiaBrvJ3uQkohzY0OBmXLcCz8tik/58QQgihJUkACiE01eZp4z9u+A9+9NwfcV3jdXlfL5wM869P/Cv3/upenhp+asHHe21eam21M277Y/8f+eLBLy6YRNxRu4Mfnvghg8HBJcUs5mcxWHj7trfzs7t/VnTVgL64j2Ai82qgvSN7aXQ00uBoyGNU4jyTzkQ4Kb06C2191fqcTIQfSuzNQTS5ZTFKAn8uFTaT1iEIIYQQy5okAIUQRWF91Xq+cNMX+M7t3+GKuivyvt6pqVO87v7X8XcP/h2/PP1Ljk4cnXNox6VVgABfPvhlXv5/L5+3smtd1ToMOgNfOPCFnMUt5rbKvYo3bXmT1mEsWY+/h8nIJNtqtmkdStkLJUJah7DsrK1Yu+itv5eKpCepcxdPVZlegWNDMnF+LlIBKIQQQmhLhoAIIYrSE0NP8Pn9n+fQ2KGCrrvCsYJV7lW0udto9bRy28rb+Nrhr825lVen6Hj52pfztm1vw260X3b/2/7wNh46+xA/ufsnrK5Yne/wl71EOsEnnvwEPzr5I61DyQmv1ctYZEzrMMqWx+yR4SsFZNVbcZqdjIZHc3bOtsi/c6AnlbPzLYVRp5BIy8fq2ZgMOk7+y20oiqJ1KEIIIcSyJRWAQoiidGX9lXz39u/yhZu+wNrKtQVbdyQ8wnWN1zEeHUdVVR4aeIhvHf3WnI9Pq2m+e/y7PO/nz2PP8J7L7v/kdZ/k5etezn/u+898hi2eZtQZ+cBVH+DT138ap9GpdThLlslQHZE9vaJnq3crHrNH61CWlXVV63Ka/AOw2Ytn0FIiraKT/NasKmxGSf4JIYQQGpMKQCFE0UuraR7ofYAvHPgCZ3xn8r7epupNfPv2b/Oto9/is/s+m/Fx22q28e3bvz3rfXuG99DobKTOXpejKMVCBoIDvOeh9xS8ijSX6mx1DIeHtQ6jbHjMHto97ZyePs1UrHgSR8vB2sq1nJg8kfPzrje9licOrsn5eRfLZtITjhdHRWIxWVPr5P535b/PrxBCCCHmJglAIUTJSKVT/Lr713z8iY8TSATyutaaijWcnDqZ9XG/fsGvaXI15SEisRiJdIIv7P8CXz/yda1DWbTVFas5NXVK6zBKWouzhUprJUfGj5BIJ7QOZ9mpMFdg0Bnysp19k+4fefSoJ+fnXaxKu4nJkEwBvtSVqyr50d/s1joMIYQQYlmTLcBCiJKh1+m5q+0uvnHbN6i0VOZ1rcUk/wB+ceYXOY5ELIVRZ+SdO97JV57zlbw/Z/IlnAhTY6vROoyStLFqI2sq1tAb6GX/6H5J/mnAa/ViMVjy1ssyEKjOy3kXy2KQj9azkQnAQgghhPbkU4oQouSsqVzDt2//NvX2eq1DucwvT/+StJqecVssFcMX82kUkQC4esXV/PTun7K7vvQqUM4GzxJPxWlySmVpNrZ4t3Bk4siik/li6RrsDaioDIWG8nJ+VVXoGS2ujSwmg46mSqvWYRQdmQAshBBCaE8SgEKIktTiauHbt3+bVe5VWocyw0BwgL//899zdOIoP+/6Oe/80zu59ofX8obfvYFoMqp1eMtatbWaL9/8Zf52+9+iV/Rah5OV6dg0NVapAsyGUScJBy2tdK0klAwxHhnP2xoN5q0EosXVb69nIsyIL8rOlRVah1JUPFIBKIQQQmjOoHUAQgixWHX2Or552zd50+/fxPHJ41qHc8Hve3/P73t/P+O2U1OniKViWAwWjaISADpFxxs2vYGdtTt570PvZTA0qHVImZMBmlm5tBJXFE6Hp4PB0CChRCiv61SqO/J6/sWKp1T29EyxpclN91gIfzSpdUiaq5AKQCGEEEJzUgEohChplZZKvn7r19les13rUOa1sXojbrNb6zDE07bWbOV/7v4fbm65WetQMiYzu7ITTUnFrRbWVa6jL9CX9+QfgBpdmfc1luJgv4+OGofWYRQF2QIshBBCaE8SgEKIkuc0OfnyzV/m2hXXah3KnK5puEbrEMQlXCYXn77+03zwqg9i0hX/9rSkKlVE2QjE8zspXFxuc/VmOqc7iaViBVlPb8x/knGpDg34cFpkw41sARZCCCG0JwlAIURZsBqsfO7Gz3H7ytu1DmVWV9ZfqXUIYhaKonDPmnv4wXN/QKu7Vetw5hVPxrUOoaRMRCa0DmFZ2erdypGJIyTThUtUH0r9G9tbi3tvfCKlsq7epXUYmpMpwEIIIYT2JAEohCgbRr2Rj1/7cV6y+iVah3KZz+/7PMF4UOswxBxWV6zmB3f+gBd2vFDrUOYUSUa0DqFkOAwOwsmw1mEsGztqd3Bg7EDB+y4qikqP+SOsqS/e7aVbmqT1A8gWYCGEEKIYSAJQCFFW9Do9H7zqg7x+4+u1DmWGfaP7eMPv3sBUdErrUMQcbEYbH7n6I/zrs/5V61BmVYieauWiwioTWAvBY/awrnIde0f2ahZDgjCBqk+xoqL4KsyuWFXJwX4fT3ZPah2K5iQBKIQQQmhPEoBCiLKjKArv3PFO3rn9nVqHMsPRiaO89revZTQ8qnUoYh53td1VlMNB/HG/1iGUjEQ6oXUIZW9d1TqAopjAHkgNYW38Bm5r8fTaW1/v5KkeSfyd57EWX4JWCCGEWG4kASiEKFuv3/R6PnjVB1Eonh5Rp32nefVvXk1/oF/rUMQ83r7t7egVvdZhzBBPxzHrzVqHURLGQmPoFPmIkw8GxcCO2h0cnzjOdGxa63AuGEkepmX1bzHqtX+9r7SZGPZHkcHd59hNekwG+X0UQgghtCbvxkKIsnbPmnv4xHWfwKAUT2XIQHCAf3zoH7UOQ8xjlXsVz2t/ntZhXMZlkmECmUiRwmv1ah1G2WmwN7DCuULTLb/z6Y4/wPaNRzSNQQHq3GYmQ8u7CtVq1HPdai/P39rAX12zUutwhBBCCIEkAIUQy8Dtq27nc8/+XFFVTw2HhrUOQSzgzVvejElXXNvWJAGYuQqL9AHMpW0125iITtDr79U6lHkdi3+HqzeN5X0du0lPrdNMa7WdDQ1OtjW52bWygm3NHo4NBfK+frGLJFIcOjuN12nmH25dq3U4QgghhEASgEKIZeK6xuv4ys1focpSpXUoAEzGJlFlf1hRq7PXce/ae7UOY4ZiSmIXO7vRrnUIZcFhdLCpehP7R/cTS8W0DicjfeqPUPKwE3jnygo8NiN6nUIonmIkEOPMeIijgwH29/t4qmeKfX3TuV+4RE2HEzzcOc6oPyrvd0IIIUQRkASgEGLZ2FG7g9+86De8a8e7cJvdmsaSTCcJJKRKpNi9YdMbsBlsWodxwbHJY2ys2qh1GCXhwOgB2j3tWodR0lZXrMZisHB4/LDWoWSlWXlRzvvvtdfY2dMzxXQ4QSotyaxMxVNpjgz6UPKRkRVCCCFEViQBKIRYVqwGK6/b+Dp++8Lf8patb8FhdGgWy1R0SrO1RWYqLZX81Ya/0jqMGUbDo1IJmIGUmmIiMqHp73gpa3W10jnVyXhkXOtQsqKqMDTckvPzGnTykXkxkimVIwMywVwIIYQoBvJpRgixLDlMDt685c389kW/5fUbX4/VYC14DN859h0GggMFX1dk59UbXk2lpVLrMC4YjYxKFeACdOjY6t2K0+QkmAhqHU5pUkCl9Crdmk276R6L5/Scm1e4OTEsFduL4Y8mODMmv4NCCCFEMVBUacohhBCMR8b5+uGv8+OTPyaezu3F43wUFJ614lncs+Yerl1xLXqdvmBri8ydmT7Dmx94M4OhQa1DAcCgGPDavAyFhrQOpehsr9lOf6CfsUj+B0GUq63erRwYO6B1GIuyQf0Qj5/I3Rc6CtBYaaV/MpKzcy43r9ndwkeeJ19aCCGEEFqTBKAQQlxkODTMVw99lZ91/oykmizo2nX2Ol7U8SJe2PFCamw1BV1bLGwsPMZb//BWjk8e1zoUANZVriuaWIpFjbWG0cio1mGULLvBztrKtZycOlmylZNNgU9z7GwiZ+fbtbKCp3qkXcNS/MOta3jrjdKPUwghhNCabAEWQoiL1Nnr+ODuD/KLF/yCO1bdUdC1h0PDfOHAF7jlJ7fwrj+9i1AiVND1xfy8Ni/fvO2bXLPiGq1DAeD45HE2VW/SOoyi0uRq0jqEklRlqWJHzQ5UVPaO7i3Z5B+A25m7fnMWg47TY/I6vFReh/QsFUIIIYqBJACFEGIWTc4mPn7tx2lx5b6Z/EJSaooH+h7gywe/XPC1xfxsRhv/+ez/5IUdL9Q6FOBc0tioM2odRlHYWbuTvSN7tQ6jpNgMNrZ6t+KL+dg7updwMqx1SEummrpzdq4tTR4mQ4VrCVGuvC5JAAohhBDFQBKAQggxB52i41XrXqXZ+t859h1OTZ3SbH0xO6POyId3f5i3bH2L1qEwFhljs3ez1mFo6vzAjz0je7QOpaS4TW5qbDUcGDtQ8HYH+TSe3p+zc8WS6ZydazmTCkAhhBCiOEgCUAgh5nF3+924zW5N1k6pKT72+MdIq3IRWmwUReHNW97Mv1zzLxgUg6axnJw8id1o1zQGrVj0FtZUrinZgRVa8Vq92E12evw9WoeSc8OJIzjMuRmmFEukcnKe5a5GKgCFEEKIoiAJQCGEmIfVYOWe1fdotv7+0f3c13WfZuuL+T2//fl84aYvYDPYNIshmAiytnKtZutrxWP2UGevk0EoWWqwN6CiMhgsjonWuaYoKi3e3Hy8PT4cYGWVdr/b5UCnQJVdEoBCCCFEMZAEoBBCLODl616uaZ+1/aO529Imcu/qFVfzrdu/hdfq1SyGeGr59Smrt9eXZQVbPq10rSSUDDEeGdc6lLxyuaZzdi6vU5JXS1HlMKPXKVqHIYQQQggkASiEEAuqtlbzsrUv02z9ZlezZmuLzKytXMv37vgebe42TdYv94TObEp5Uq0WOjwdjIZH8cV8WoeSd6px8dWNLZVW6t3PJP0O9k/jsmi7zb+USf8/IYQQonjIJxohhMjAu3a8i15/L38+++eCr93kbCr4miJ79Y56PnHdJ3jxL19c8LWHQkOY9WZiqVjB19ZKOFH6E2vzYXvNdhQUYqkYoWSI6eg0DY4Guqa7ls3zQ5eoXdRxTZVWJkIJgrEkDR4LKzxWYok0ZqOOp3qmchzl8iD9/4QQQojiIQlAIYTIgEFn4JPXfZLX3/96jkwcKejakgAsHWsq13Bl3ZU8MfxEwdducDTQ7esu+LpaCcQDWodQlCaiE/T6e2fcNhVbXsmrQLASyG6ysU6BZEolGDt33OB0lMHpaB6iW15qZAu1EEIIUTRkC7AQQmTIZrTxXzf9V8F7vUkCsLS8av2rNFnXY/Josq4WzDoz8fTy63u4EKNiJBhf3lujVRX6xrI/Lq1Cc6UM/Mg16aEohBBCFA9JAAohRBaqrFXc1HxTwdartFTiNDkLtp5Yumsbr2Wla2XB19Upy+ctXX4nZrfRu5GJ6ITWYWiqxrgOXyS76r/zusdDOY5GyARgIYQQongsn6sFIYTIkd0Nuwu2VqOzsWBridzQKTpeue6VBV/3jP8MayrWFHxdLdiNdq1DKDpbqrfIxHDAo1+96GPr3JYcRiIAEqm01iEIIYQQ4mnSA1AIIbK0q24XekVPSk3lfa1mp0wALkV3td3F5/d/Hn/cX7A1p6JTTEWn2FGzg72jewu2rhYsBknUXKzB3kDndKfWYRSFvviDmAzXEE8+k3hSFNjSokNRIJVWSKUUUmmFZEohmYJkChIpFbtJ0TDy8uSPJrQOQQghhBBPkwSgEEJkyWlysrF6IwfHDuZ9rRuabsj7GiL3bEYb96y5h68d/lrB1947upftNdvZN7qv4GsXiklv0jqEomLSmwgnZSoyQEz1sXllij1d55J5bquBttUP0Rn/xYLHBoKfynd4y45/kduxhRBCCJF7sgVYCCEW4ar6q/K+xu0rb+fWlbfmfR2RHy9d81IMijbfs+0b3ceO2h2arF0IkgCcqcpSpXUIReWE4X1s2PJLrt7go7L9vzNK/hmxcWpItqvmmlQACiGEEMVDEoBCCLEI+e4DWGOt4f1XvT+va4j8qrXXcv+L7+eJlz/Bm7a8qeDr7x3ZW3ZJQIvewlbvVvaOlPcW52ztHd3LVu9WrcMoGooCffFHOJz+OOPJUxkd02J+9oxtwyI3fBFJAAohhBDFQrYACyHEImyu3ozVYCWSjOT83Dc23cg/7PwH3GZ3zs8tCqvGVgPAW7e+lWZnM//86D+TTBduS9zekb1srdmKHj0ooKoqKmpJDouotFRi1ps5MHZA61CK0pHxI7S52zjtO611KCXJGt+qdQhlyS8JQCGEEKJoSAJQCCEWwag3sqtuFw+dfShn52z3tPPeK95bkO3FovDuaruLens973zwnfhivoKte2D0wIw/r3StLNjaudTqbmXPyB6twyhaSTXJZGwSk85EPB3XOpySEzQ+zpYtOkClr/NWpsLSuy4X/FH5OQohhBDFQrYACyHEIuUqUecxe/jgVR/kf+76H0n+lbmddTv53h3fo8XVolkMZwNn0St6zdZfDAWFHn+P1mEUPa/VK8m/ReqOP8CZ+O84E/89dR0/wWkprd+RYiUVgEIIIUTxkASgEEIs0u76pfUBVFB45bpX8qsX/Ip71tyDQSdF2ctBi6uF797+XU368xl0BjZWb2R7zXZWOFYUfP3FWl2xmvHIuNZhFD2jzqh1CGXhbPxxVq75DVajfExeKukBKIQQQhQPudoUQohFavO0UW2tXnRi4iWrX8J7r3hvjqMSpcBj8fDfN/83b/zdG9k3uq8gazbYG4gkIzN66K1yr6LSUomCgqqqAKhP/18kGeHE5ImCxLYQm9GmdQhFb4VjBUcnjmodRtnoif+RtettHDlyLYmUqnU4JSuWTBNNpLAYpaJSCCGE0Jp8tSmEEIukKMqit+xWWip5x/Z35DgiUUpMehOfu/FzBdsO3OBoYCo2NeO2bl83e0f2smdkD3tH97J3dC/7Rvexf3Q/JyZP0OxsZqt3KwZF2+8LS23LshZqbbVah1B2uuK/YtumQ1qHUfIC0gdQCCGEKAqSABRCiCW4s/XOrI9psDfwmRs+I1N+BR6Lhy/e9EU8Zk/e1+r192Z9TF+gjwNjB3CZXeyo3YHD6MhDZAs7X50o5lbI6dLLijz1lswflW3AQgghRDGQBKAQQizBs1Y8i9tX3Z7x4+9dcy8/e97P2F67PY9RiVLS7Grmczd+Lu/92+rt9Ys+djI6yd6RvSTTSbbXbF/SuRYjoUoCYSGHxg+V7ITnYhae3KZ1CCVP+gAKIYQQxUESgEIIsUTvu+J9VFoq531Mk7OJr9/ydT5w1QewG+0FikyUiu212/nYNR/L6xq9gV6cJueSzhFNRdk3uo+h0BAbqzZSba3OUXTziyVjBVmn1FkNVq1DKCvt5udypF8qK5fCqFdkErAQQghRJCQBKIQQS1RhqeDj1378sh5cBsXATc038YWbvsAvnv8Lrqi/QqMIRSm4o/UO3r7t7Xk7fygRotnZnLPzHZk4QouzMP0LQ4lQQdYpdccnj7OmYo3WYZQ8VYVNxrdz6NC1WodS8q5fXYOiKFqHIYQQQghkCrAQQuTE1Q1X838v/D9+eOKH3N9zPze33MxdbXcVrEJKlIc3bnojff4+7jt9X07Pez7xl+spsfFUPKfnm4sv7ivIOuVAegEujR4zq9Mf5NFDBqQB4NK9YNsKtjV7tA5DCCGEEICiSmdtIYQQomgkUgne/MCb6ZruwmP2cNp3eknn21G7gwOjB0ipqRxF+AynyUkgHsj5eS+mR0+K3MdezjZVb+Lw+GGtwyg5Vl0lFZPv5+SQbFnNhU0r3PzPm3ZjMcoUbyGEEKIYyBZgIYQQoogY9UY+e+Nn+fULf00wEVzSudZVrmPvyN68JP8AAvEATc6mvJz7PI/Fk9fzl6OJyAR6RZIu2QqnpnDapd9krty8vlaSf0IIIUQRkQSgEEIIUWQcJgc2o43PP/vz1FhrFn0egy7/nT68Vm9ez7/UwSXL0WBokDUVa7DoLVqHUlIURaXT+CGu3HKMjU3SJWepbtlQu/CDhBBCCFEwsgVYCCGEKGIjoRHe/se3c3zyeFbHVZgr8Mf8ed0+2+HpYCg0tORKxfmsq1rH8Ym5/+5GnZGtjp2cjp1iMjaRtzhK0SrXKqZiU0zHprUOpSR5DeuoSz+fzr5qxgKyLThTJr2Ov7m+lXffvFoGgAghhBBFRBKAQgghRJELJ8K87+H38cf+P2Z8jElnYmP1RvaN7stLTJurN3N88jiJdH4TI1u9WzkwdmDO+xUU/vrJT0NKh1oVIdI8ylTFAEPGHrqiJ5f9AJF6ez0pNcVoeFTrUEqXqmO15fmkfVdyuBeSafnoPJf19S6++IrtrKy2ax2KEEIIIS4hCUAhhBCiBKTVNJ/d+1m+cfQbWR232buZrqkuwslwzmLZUbODvaN7c3a+edeq3cHekfnXemP3x9APX75VWEXFt/s4P+Qr+QqvJFRaKrEb7fQH+rUOpeS59Y008xL6B5von5x7CnZbjYkqd5gnO5fXVmKTQcf/vuVqNjS4tQ5FCCGEEJeQHoBCCCFECdApOt698918ePeHMSiZJxUOjR3CbXZTa8tNP64dtfMn/3SKDqPOmJO1AMjga8pE5exbkBUU3Ps6sBqsuYunBE1GJ5mKTtHuadc6lJLnS53lcOozTNW8m81bHuCKjhRW4+Ufp5MpOKb/AFdvGuLiXbA2U3kPxVCABvfy/n0TQgghipUkAIUQQogS8qLVL+Jzz/5cVscMhYZodDbmZP2B4MCc922q3kSdrQ63yc027zYUlt7/K6kmF3xMyjz35FYlZmSX9Zolx1Hqgokg/f5+1leu1zqUsqAo0B1/gOOG9+Po+Fd2b+6ho8504f5oQkVR4HDyc2zf8iQ2k572WhPVq79Ivcc0z5lL211bGrCa9ETi+es9KoQQQojFWV77EoQQQogycF3jdeys3cmekT0ZH5NOp/MWz5qKNcRTcQ6PH75w23h0nEZHIw6TgxOTJxZ97lhq7uQeQLW5GttTcyc30444CWXurZrLSSwd4+TkSTZXb+bQ+CGtwykbUXWaI4kvQwWsrbkCT/wO+keeSfKdiv2MxrXd+FJ9hFMTdLQ8yND01RpGnD+v3t3CLw4O8uLtufnCQQghhBC5IwlAIYQQogS9cdMbs0oATsWmch7DStdKrAbrnBOKzwbP4rV6l7RGKBGa9/5r1dtRkpd/nFFJ49t9kt+afsi0f3pJMZSTFCmOTRyjylLFRDS7qclrK9fiMDrwx/0MBAaosddQaakkkUrQF+iTacPAQOJJBpQn0deZZ9w+lNh/4X93xn/Bzvbd7Okqrwm5TrOBpgobn/rdKe7Z2aR1OEIIIYS4hCQAhRBCiBK0u2E36yrXzZl8u9TZ4Fn06Emx9K159fZ6vFZvRlVkY5ExVrpW0uPvWdRa/rh/3vsNSTMq6oztxioqf7nlGxwNHIKni//qrQ2s128lqYsTJcIT/kcWFU85SKpJVrpWZpUAnG0YS7evm25fNwB2g50OTwed0505jbVUpZi/cnXI/F+4LO/CH114i3upCMSS3Pa5h2ivcWgdihBCCCFmIT0AhRBCiBKkKApv2PSGjB+/wrECp/nySbnZ8lq9jIRGstpCWmWpWtRaCgr+2PwJwP9Jf419t/6QVNUzU44VFCqVmZWHu1PPoeP3t7Lu/rvYdv89vMjwV4uKqVwcHDuY8b9LJpOYQ8kQvf5eNlRtyEV4Zc+fHmD9mpNah5FzI/4YjR6b1mEIIYQQYhaSABRCCCFK1E3NN/H5Gz/P2sq1s96/0rWSHTU7qLfX0+vvzckWzcPjh0mTXT/BkfDIotbymD2oGYwBfsr/OD/Y8P/h2338wuM7zuye8ZiqE2tm/Nn78DaucJVnH7ZMnK8CXEgmyb/z4uk4p6dPLzGy5eNI7KusW5HDidlFotZt0ToEIYQQQsxCEoBCCCFEidLr9NzYfCM7a3deuG2VaxU7andQZ6ujx9/D3tG9DIWGNIzy3Pbjent91sc5TZlXLAYTQX5u+Baqci4BaOysptneAkC7YzX6kcu3JfrUhfsiPs/8CmqtdRnHUUoOjR1iQ9UG3Cb3rPdnk/w7L5qKUm2tzkV4ZU9RIFn1HYz68uoF2DkS0DoEIYQQQsxCegAKIYQQJa7d087m6s30Bfro9nfT7e/WOqTLeK1ewskwvpgv42PsRntWa7Ra29GpOpJNUzy5/j76/L0AbEjsuuyxaXOS08H5+9Vtcm6l7ne7eL59C0ee9Wse8T+YVTz5ZtFbiKaiiz4+oSY4OnEUOPfvU2urxWwwE0lEsBqtWSf/zvNavYxHxhcd13IynDjArrW38ehRj9ahANBkNfE8jwc9YFAVoorKl4ZGs6r5/UvXOMlUGoNe6gyEEEKIYiLvzEIIIUSJu77peo5NHCvqKayHxg8RS8bYWbsTh3FmNZ5JZ2J95Xq212xni3fLhdvNevOlp5lXo9oKwGjHSQ75n5m6WtO15rLHJlrHSarzD2DYefY2FBSUkJmN9z+fl6ffit2QXVIyXzZ7NxNPxenwdOTkfGORMY5MHGHvyF6OTR5bdPKv0dHIcGg4JzEtF8fSn+Hq9QFaqk15Xcdh0HFNpZOX1VWxzW1ntt31t3vcWI8HMB0PoDvhx3Y8wPura9BnsU4gmuTg2elchS2EEEKIHJEKQCGEEKLEVVuruanlJu7vuV/rUOYVTUXZM7IHu8HOjtodoEIkFaFrqotjk8cAZgyR0CvZpB2gyr8CAFPymR5kK+2r0J+9fIvrdG0/CwxqJWmJcj4FqaDgemI1L6/9Jx7Z8gOOBY5kFVsubfVu5eDYQVTUrCb55ttK10qmolP44plXeYpzE4MPq/8feGFV/VrqlZvxT7VwcjBFIrVwD8yLKQpsatLj8PQAaVB1XO/fhKkfwhMxGE8CSRqBO2xOjLUWxiwKh2MRHpsK0hCB0CXnjHYFeH9bDR+fHCOhZhbPQ6fG2dFSmVXsQgghhMgvSQAKIYQQZeDeNfcWfQLwvFAyNGeFWa+vFwUFj9nDkYnskmz2wVoADIlnKgc3pa+Y9bED5tMLJgC7vHvZwqoZt+lHHFz7+9fRccNT/Cr2Y1JqKqsYl2pbzTb2jz5T3TgZncSsNxNLLfCXKYBoKirJvyUaT55gnBPgAM8aD6uMd6CGN9I5YGI6PHfFaoXNwLqV0wzrf0p38jgknrmv02bljc3vh8mZPTXj4STx7iA24ErgGpONsC846/kjpwP80yov34j56Asv/Fx7qHOMd928OpO/shBCCCEKRBKAQgghRBnYWbuTVe5VdPuKr/9fNoLJIKvcq6g0V7J3dO5tqF5LDbWmOqrUWjyJauzhSpSzLgAMCRM8PVy19szlE5JVVE5Gjy0Yy97gE2y23o0Smbk1U1H11P/pKp7znAj3h36e+V9uibbXbGff6L7Lbt9YtZGEmkCHjpNTJ4kkIwWL6WIWvUx/zaWoOs3x+PfPfVpv1rHJfAPOxG4GRqvoHY8DsKHRiKP6ACdjP+awGoNZcoRRIvyn9QM855q72Xj4VqL+2ROJyfj8nf7C3QHuRYejrorpCgOPR8M8NhmAWWaYHOyfxhdO4LaV35RjIYQQolRJAlAIIYQoA4qicM/qe/jEU5/QOpQlq7XWXpb863CsYUfwRpz9DSgjdnSJuT/CGOJmMMIKWyP6norL7k+vCGRUqRZPxwlu7MP5VPtl96moHFMvT8blwyrXKiotcydEL769wd5AtbWa/kB/QWK7WLZDW0QWlDQ98T8Cf7ywVdigWOhLHFiwkvW8B9K/YP/Gx/mrifcROrn4NuDB4TCGYXgW8ByXi3StlcPE+cXoM1O10yo8cnqcOzZlP/1bCCGEEPkhQ0CEEEKIMnF3+91lUYWVSCdIpBMYdUaudd3E68Y/wLN//2Y8j61Df9Y9b/IPQBc9V7G3hStRZilPCjYNZhSH11KD/UTj7Hc646wyrGatcz1Oo3P2xyySgsLqitXsqN2B1+ql2989bzXkxQZDg3it3pzGk6lsh7aIxRtPnmA4cSDr4ybUUT5d8S4mdx/FaF76ZUDUnyB+ys8O3+W/Zw+dGlvy+YUQQgiRO1IBKIQQQpQJl8nF9trtPDr4qNahLEk0HuMF5lfi3b8JnS/7hOb5BGB977pZ7x9x9UBg/nMoKDx35LXoArOvrwTMrL//LtZzrhoQV5x44yQ/qPws0VQ065jh3DCXZmczZ3xnODV1alHnABgODbO9Zjsj4REGggOLPk+2dIp8r1wSFPgx/037znW8oP+tBPqW3scy7jbC6MzbHu4cR1VVFGWWPcJCCCGEKDhJAAohhBBlJJFOLPygInaF7nq2/fZ5KGp2E4AvpoSN1FpqMXRVz3r/mfTJBc9xu+2FmB9ryGw9FPCbCVaMLTr5B9DiaplzOEo2BkODDIbOVTlWWCpodjYzHZum19+75HPPp9ADUcTSdKWP8+mGd/D62vdi2FuPms5u4vDF1L4QV9U5eXw6ACrcVVvBzrCedFpFr5cEoBBCCFEM5KtaIYQQooyEE2GtQ1iSq313LCn5B6ALG9mqv2rW7b+qPUZP6My8x692rKHpwWuyWjNtTvJH48+zOuZiCgo9vp5FHz+XqegUB8cOoivAR754Kp73NURupZU0XzV8nMGrnlzSeRLRFDeNwt/Ue/mwpZK1p6KEBkLo9XKpIYQQQhQLeVcWQgghyohWE2Bzwam4SXbaln6isIEV/RtmvSvaNjrr7edZDVauP/pKlFR2Scjxqw4yEZvI6piLralcw0R08cfPx2P20O3P/3ToUCKU9zVEfnSM71zyOeLhJK7jQUIj516DdAa5zBBCCCGKibwzCyGEEGUknCzdCsA71ZeRjKWXfB4FHcaTNbPeN1HdN++xz0u+Bv2gK6v10rY4D6g/z+qYS+VzeMtK18q8nftivtjCk5VF8XmO7nkET+V+m65Otv4KIYQQRUUSgEIIIUQZKeUtwE1nN+bsXLNt/wWYMs5dAXi16zrcj63Neq3Q+n78CX/Wx51nNVg5MXli0ccvpFDDOaZiUzIIpMQYVCNbOm/Jy7kTsRT+8dKtSBZCCCHKjXxKE0IIIcpIqVYAbtBtJ9Cf/yESa08/C4Nu5gw0o87ITtdVbHzkrjkTh/Ox719Fu6Nj0TGtqVizpOEhC9k3ug+nycnayrXsqN3BhqrZt0fnQoW5Im/nFrn3KvUdhEaT+Tm5Cof+dDY/5xZCCCFE1mQKsBBCCFEmEqkEyXSeLubz7MbQ8ylE5MYuL69Jvp/HVv+UaupomdiI9Vgjuohx0efUpXRcPXo3XbZPL+r4QiRtA/HAjCrD7TXb2Te6L+fruM3uvPUyFLlVpzTiOLiKBHlKvCtw/JFBrnjuKkxWueQQQgghtCbvxkIIIUSZKNXqP4Ax6wCVihtVzf9axp5Krut5Y87Op5LmQN0fYRG7gHfU7mDvyN6cxZKp/aP72VC1gaMTR3N2zlZXKwPBgZydT+TXy/zvIBLNY9WtCu4aG8ceGWTrc5rzt44QQgghMiJbgIUQQogyUcr9/37EVxjavbckBwdMXHeIQ/79WR+3xbtFk+QfgIpK11QXre7WnJyvzlbHRGyCWCqWk/OJ/LpCfz2Ro+a8r2P3mOk5PEE6XYDMvhBCCCHmJQlAIYQQokyUcgUgwM/Vb3P6qj+jN5bOx5Nk0xS/SH0v6+PWVa7jyNiRPESUuVg6RjKZ5HnmV/AS3etZ7VizqPO4TC4URZEpwCVCp+q4ruceKEBOru/IBOufVU/3wbH8LyaEEEKIeckWYCGEEKJM2I12LHpLXgdK5Nv96Z8SuTLIlqeeSyKW1jqcC9LWBMFN3ShpPYa4GX3UhC5i5MG13yMejGd1rlWuVXT7uknlq/dahuwGOzefeQ3GM9UA3MhGduw+yf3m/2EyllkfP5POhNfq5bTvdD5DFUugU3W06deSVJIk1STPjbyS4NnC9ApNp1UmB0NUrXCgqiqKUnoVvkIIIUS5UFS1EN12hBBCCFEIPzn1Ez7y2Ee0DmPJdumv5er99xILaZskSzvijOzax59S/4c/sYgmf5eos9cRTUaZjk0vPbglMOlMvGLq3ZiP1V92n2qN03/14/w++gsS6cS859lYvZEj49pWMooFqPD3PV8g5lNJJ9OkEoX96G9xGHnFR65i4myQFWtkSrQQQgihFUkACiGEEGVEVVXe89B7+G3Pb7UOZck26LZz8+HXE/VrM9nYf0Un95m/SSgZzNk56+x1DIeGc3a+xdArel4eeQf2/SvnfVyqPsChzb/hCf8js96fr0nCIvecuHl19N2k9ns0Wf/WN27EXWPFaNbjqbFpEoMQQgix3JVOkx0hhBBCLEhRFP559z/T6GjUOpQlO5rex682/Re2qsJ3LElXhrnP/I2cJv8seovmyT+Ae1J/s2DyD0A/5GTb/ffwV/73sMo+c1jIjtodkvwrIQF8pHTaJNIBxs8G8DY5Gen2k0oVz9Z+IYQQYjmRBKAQQghRZpwmJ/9+/b9j0JV+q9+u9HF+tOaT2GsL+3c5uut+QslQTs/pMDlyer5sKChsc+3k1ZF3434iu2EflqMruOUPb+MlujfgMrnZ7N2s2fRisThW1Yatp06z9ScHz/0uVTc6eOqX3ZrFIYQQQixnsgVYCCGEKFPfOvotPrXnU1qHkRPVSi1/1fvPBAfyX8Xkv/Ik39d9MefnbXY20xfoy/l5F7LDdSXb99+FftS55HM5W2Gg9gQjzh661VP0hLpptDbRodtA/VQ7Jr+DB5q+R1+4NweRi1zq0G3g7q63gDtO6FRhawDcNVZe+dHdqKrK9/75cZ796rU0dEg/QCGEEKKQJAEohBBClClVVXnbH9/GQ2cf0jqUnHDi5k1DHyPQk58thGlviAPbf8WT/kfzcv46ex3T0emCT2l+w+CHMfQuPdlisuoxmPSEfc9MPU7r0+hSM5NJqjXOget+PmfvQKEhFfSKgXee/hyh0cJtCVYU+OvPX4/BqOfhH5/izIExXvqBKzDbjAWLQQghhFjuZAuwEEIIUaYUReFj13yMGmuN1qHkRAAf/1X3XhxtuT2vSpqx6/bxnbX/krfkH8BwaJgGRwMukytva1xqm2tnTpJ/AG6vbUbyD7gs+QegRExsvf/FPN/8ChSUnKwtckSBFEmOdPyxoMuqKkwNhwFo2+YlOBnjzz84VdAYhBBCiOVOEoBCCCFEGauwVPDeK96rdRg5E1HCBD3jOT2ngo5RSz+RZCSn553NGd8Z7EY7tbbaGbfrFT0rLxm0sVQ2g41tPbfk5FyVK+yM9QUyfryCjroHr+DVgb/nOudz2O7aRaujjQqTbPvUmk7V0RHaWvB1z/cBbOio4OoXtdP51Aj77u9FNiMJIYQQhVH63cGFEEIIMa8bm27EbXbji/m0DiUn7GfrCJHb7Yvr/nI7nVcdZzgylNPzzmYoNESFuYIWZwuhRJjd3ETdoS3oJ2zE1g+xp/E3HA4cXNIaa53ruPbwK9APLb3vH8DUYAiz3UAslN3P3XqkkfVHZk6kTuvT4ImS8oRJOMOEXOP8Wv1xQRKwy51HqeQNox8meLrwSbfzCUCAbTc3A/DoT7sITce45iUd6HRSLSqEEELkkyQAhRBCiEVKq2n2juxlIDjAbStvw2KwaB3SrIx6I7etvI0fnfyR1qEs2WrdRkIjue9dpgubWGXsKEgCEGAqNkWjuZlbH3rnjG205mP1XH3stexcP8STjb/haOBQVudVULjT9mIa/nD1rNtzF0tVobLezlDX0pPIupQOJmzoJmwYARvNvKJlFf/X9t8MRQaXHqy4TIduPXeffCtqCoJThev9d7HJoZlTtbfd3AwqPPqzLoLTMW5+7XoMJr0msQkhhBDLgSQAhRBCiEVIpVPc+b93MhAcAOA/9vwHH73mo9zQdIO2gc3hrra7yiIB+KzE7Xk7d4L4wg/KoZXxdbP30EPBfKyBZx17Hbs2DtLXcIhJZYzx5AjD0WGS6dkTOF5LDXeOvA7LY/V5iTc0nb+fj6G3grsm/5Ynr/4xB/x787bOclOnNPLK8b8nbUgSGtcm8Xfe5GDwstu23fJ0JeDPurjPd4A737IZi0MGgwghhBD5IAlAIYQQYhH0Oj0Oo+PCn6diU3zs8Y9xRd0V2Iw2DSOb3ebqzbS4Wuj192odypJUDbUQIJWXcydJ5OW8c/EOzj/NREHBcmQFq4+suHCbShq1KkqyOkjU7SNsm8JvmgAU2h+7AV0gf1Wo/vEIzioLgYn8TDHWBSxc+btXUHtTI/eH7lv0eawGKyadibSaJq2mSakpEukEKTU/z5tidkv6RQRPKYD2STX/eJTxs0GqGx0zbt92SzMqKo/97DQ//fe93PX2LbiqrRpFKYQQQpQvSQAKIYQQi7SxeiMnp05e+PNIeIRvHv0mb9n6Fg2jmp2iKNzZeidfPPBFrUNZtAalicDZ/CVx4mosb+e+lM1gw9BVnfVxCjqUCRumCRsmanABdbkPb1beFidjvZkPAlkMRdWz6oFn87KrGviJ/msk0tklZWssNTzv0LvQT8xMwqvWOD3X/IUHwr8qukTgFtd21gZ2ctp5kD3+J3J67trBjrwlzBfj0Z92ctc7tqIoM/v9bb+lBYDHfnaan3xiD8992xZqWgo3LVsIIYR2EmkVo/SBLQiZAiyEEEIs0obqDZfd9ovTv9Agksy8oP0FtHvatQ5j0Z6dfh7kcXZBQi1cBWAynWTouidIWwpbdbhYFocR/1jhhnS4H1/Lq0beQ7U58ySp3WDn7jNvviz5B6BETKx64Nm8duADbHBuzmWoS7LNtYur7n81FY9uYPXUrpyeW48BNV5cF1T9x6foOzo5633bb2lh9wvaiAQS/O9/7KfncG6nfQshxHKlqip/mPDzpb5RvnZ2jG8PjPPDoQl+NjLFL0enORIIkyrwRHZVVXl0Kshbj/Wy+uFD3HvgNL8ZmyaZlsnw+aSoaoH/pYUQQogycWziGPf+6t4Zt72w44V85OqPaBTRwpLpJPd13ccXDnyBsciY1uFk7AbdHWzcczvJWDov5w9t7+YH1v+as79evlSaq3hO4gV4Ht+Q06EduVbd5GC8//IebvmWrgzz8M7vcjxwdN7H6RU9r/S/G+slE4dno6IS2nGG/VUPZj1kJZfsBjuvOPF+dGP2c3HZY3x9yz+RVHP3HLRg5fXRfyR1wJPX5Hk2KurtvPQDu9DpZ3++77u/l8f+9zSKTuH6l61mw7UrZn2cEEIsdylVJa0yZ/VcIq3y8FSAn41McSgQIZhK4U+mCKYu/yzl0OvY4bKzy23nCred7S4bDsPSBjOpqsp9o9NUmwxsclhxGw2MxRP8eHiK7w9OcDpy+c6LBrORNzfV8MYm75LWFrOTBKAQQgixSGk1zW+6f8NXDn2Fbl83AJ+98bPc1HyTxpEtLJwI8+1j3+YbR75BOBnWOpx5XaW7kR1PvIBUMj8fWQK7Ovmh8Uuabg1tsjVz0/BLsRwtvmRHfYeboc6lT/9drLSSJrqln4O1D3LQv2/Wx7yUv8Hz2Pqsz51smaRnzVM8EvkTkWT2FY5rnOvwJ30ZTy92Gp3cHXkNpqATw6jrsmrFJ279Dvv9e7KOYyHX6W9l57G7CU9qOwjkvBtesWbexN75JCDAm/7rBvSG4k2OCyFEoYRSKfb7wzzpC/HkdIg9/hDBVBqPQU+V0UC16dx/qowGPAY9A7EEJ0NROsNRYllU1umAKz12NjlstFhNrLSaWWu3sMJiyvgcqqry4dODfH9wgusqnfxlKojboGcolqDKaOCNTV5eXFvBk74Qbzzac9nxP9rSxvWVzozXE5mRBKAQQgixRKl0it/3/p5vHP0G37j1G0U5BGQu45Fxvn746/T6e4kkI+wZyX3yYclUhVfzDlz72knGF18BmFbS6NSZiQTfVSf4ofJl1CIoj3qJ/vVU/aV4tqeeZ3UaiQSKY6tysmWK02se45HQn4in4ygo3Gl9CY1/vGZJ51WtcSZ3nOApyx/pCXVndMyL9a+j8pFNpFcE+GHrJwkmFq6QfK71nnljnbzmCD9OfzXjuLPhVNz8Tfe/EhzSPglodRp55b/sxmSZvR15KpHmq+96CJPNwOs++awCRyeEEMWlLxLjnSf6ecIXJFWgjyt6BW6rdvPaFdVc43EQSasYFOiOxPn5yBRr7BZ2ue1zJgV/PjLFR08P8r3NraxzWEmkVZ7yhRiJJ7jT68akO/d57Hgwwo1Pnbzs+GaLiQevWIttjmpxsTiSABRCCCFyRFVVUmqKtzzwFobDwzhNTpxGJ06TkzdsegNrKtdoHeKC3vLAW3h44GGtw5hVq24tLxp6C4Ezi/vocvKWX9N2cjeG3goApq4+yo/U/85liEvyxu6PoR8uvm+7a1e5GOn2ax3GDGlXlHRFBN2gE10idzPtVFTi64c52fQoTwYenXM77k7XVey8/2UX/hzdOMB3XJ+et4rUorfw6kMfQeefe1JzqirMV1e/b/F/gQW8e/rThI8XxwzA7be2cOXdq2bdCjxwcoqff2Y/NS1OXvK+3PZGFEKIUvKXqQB/fbSHyYR2uxTarGbW2C04DDocej1TiSSPTYcYjidoMBu5sdLJWruVF9ZWUGU69x6TSKtMJpLUmuefQv/T4Uneerxv1vve3OTlQ+3FtzOilBXHJwAhhBCiDCiKwnePfpfHhh677D6z3szHnvUxDaLKzj/s+gceG3wsp33IcuVM+gT/XvMOXlb7JqoPbCQRye7DsEE18s3Gj3Fn60swJM38NPnN/AS6CM22lqJM/gEoRTiZT+e3zJtIWywFBfOxejYfexEbK29nZMshHuEBxqMz+2Vu7rtxxp8tR1bwomtex4/Vuav3rrfcumDM+gkba53rORE4tvi/xDySpijgyMu5s7Xv/l723d+L3qCjvt3N8965DYBIIM6RhwcAcHmtWoYohBCaUVWVrw+M86GugYJV/c3ldCQ2a78+gMFYgiemQ3xvaJKjwQjvb6unymjAqFPmTf75Ekm+3D/GV8/O3Y/6K/1jPL+2gi3O0tlZU+wkASiEEELkiKqq6BQdu+p2sX90/4WBEq9c90resf0dGkeXmZWulXRUdHB88rjWocxOgR/wZZq2t3LvyN8S7Mr80NqpVpLGJPdFf5C/+BZpvbJd6xDm5B8v3PTfYqKbtFH/p6t4of4KIlt6OeR9iIP+faxzbsD4WO1lj698ZCO3Pud53B+6D4NioNXeRgurqZluwdZXj27EntG662LbOUF+EoAxQxilSBKA56WSacL+OCM9fg7/6Syde0dIP93vc+1V9RpHJ4QQhTURT/LodJD7Rqf41Zh2/Xez8vT3hD8cnuSHw5OYFIU6s5EGs5EGi4l6s5H6p/9cZzby4GSAL/eP4k/O39YlDfzdiX5+s2P1nINORHZkC7AQQgiRB+FEmD0je7Ab7eyo3aF1OBl7sP9B3v7Ht2sdRmZUeLHyehoObiMeXrgaMFUZ4atr/rEAgWXvr/zvxXK0Qesw5uSstBCYjGodhuaSjT6s1ToSB2av1kwraZIdYxh6q9DFFvc9e3KFj681//NSwpzTq9N/i+2J1ryceyncXiu1q1ycenLkwm0V9XZe9s9XoChy0SeEKE/JtMpALM7JUJRHpoL8ZTrA0WDpvde228x0hWevEMyFKqMBvQIpFX68tY0NDqkOXyypABRCCCHywGa0cV3jdVqHkZVEKsGn93xa6zAyp8BP+Dr125p4+fi7CZ2cv1G0ftKK11LDWHS0QAFmxml0Yj5Zo3UY83JUmiUBCBjOuqm2uBli9qoMnarDdOry6sCs1hhw07yuhb5Q75LOcymH0YEj6kYx6kglFj9MJx9SyTRrr6qfkQDcelOTJP+EECUvkkrTF43TE4k9/Z9n/nd/NE6yDMqx8v1KPZF4pi3NVKL4WtSUEkkACiGEEAKAH5/6MT3+Hq3DyNpQup9PV76Ld3m+QGR67g+GqZpAUSX/VtgauSr+HKr2bUBJFvdHstQC23SWlQIkpTapV9BH7hKAm5xb2b3/HtJjdmpXOYpuqEskkKByhR2720TIF8fqNLL6yqUlUoUQolB8iSQ955N84Tg90WeSfUOxhNbhlRV/UrthKOWguD9tCiGEEKJgHhl4ROsQFq1CqZ43+QcwuuEYaFDEZjPY0Ck6gokgCgo7XFeycehazI81oDB/1WKxmBoKnfuKvwwqFZYqXYBkaF3vGvDm5lx32F5E4++fhU4991wb6Smu5B+cSzAffKCf1VfWsf93fWy8vhGDUa91WEIIAZzr8TwaT15WwdcTidMbjWk6obcYFLJW2ycJwCWRBKAQQgghANhQvYGHBx7WOoxF2azsmvd+FZU9uofyHodRZ6TR2kR36AwAa53ruG7vq9BN2ElbE2BKofPlfnptvnmbXQx2TmsdRlGIR/K//cjQVYW3KTfb1Vec2nwh+QdgcRiJBoqvIuXwg2e5821bOPSns2y6foXW4Qghlpnz/fguTfD1RGL0RuOEU1IJXwykAnBpJAEohBBCCAA2VW/SOoTFUWGb74Z5i/via0YZCJ/NeyjX2G9g7e+eS6o2SHDlAM4/taFLnPu4pYsYIWLMewy51tDhkeTfRaaGw9S1uRk+nb/pjAo6bgney59d/8tEfIJ1to20RNfgmqrj+87PkUhnnsBTxmZOH7bYDEWZAEwm0vQcHufaezqwOk1ahyOEKGMpVeUPE37+NBkou3585U4SgEsjCUAhhBBCAKWZANSpOt4R/DjRI/NX1fW07IVA/uNp69oNgH7EgXtkTf4XzLOGdrck/2Yx0u2jssHO5GAob2s4n2rnTv4Ok8NAIvhM5cl1t9zMHwK/zugcbpMbXXRm0tloKt6ttUf+PMCrPrZb6zCEEGVqLJ7gB0OTfHtwnLPR4vsipFQVcguwJACXpjQazwghhBAi7yosFdRYi3sa7cUMqpF3TX9qweRf2pjkychfAFhlb+Ve5a+5V/nrnMezwbkZ45mqnJ9XC55aKzUtTga78lflVspMFgMGU/4/RivosJhmVsO1HrwGvZJZEs9ruvz32T8RxVFhnv3xzQ5c1dptUU8l0uy7P7fTj4UQy5uqqjzlC/HWY73sePQY/3pmSJJ/OVbYBKBsxV4KqQAUQgghBACJVILJ6KTWYcypQqlmk24nKxNrqAw3oB9xEBpduB+bLmHg3qF3oppSmB6rQ3n6o+odN72IP8b+jyZrC2nSnA52Lim+bZM3LOn4YuD2WjHbjYwW4aCIQqqos2GyGAhORwlNx2fcV7vKxfRomNGeApSUAkbLzGSffsTBa/UfZmL1SY4Yn6IzeBKAGksNDaYmatINuMM1OKarMZ7wXHa+WDiJyWrAZDXM6GeoKBD2x9Hpta0POPrQINtubpkzSSmEEJkIpVL878g03xwY50gwonU4Za2QO6elAnBpFFVVZae7EEIIITg1dYoX/eJFWocxw3r9Vu4YeS2pMcOCU36zpZJGVbgwICFdFcK3podu5xEOhfYRTWU3MvgNgx/C0FuZ0xgLxVVtxeo0MtK9vBN/AN5mJ2N9zyT3TFYDrioLJquBZCJdkOSookBtqxudopBIpBjrnTvZmK4MQ8R4rsdkFqoa7EyNhkk/3fSqrtXF8Bk/9R0ehjTe9r3phkaue+lqTWMQQpQWVVXpDMf482SABycDPDodJJKWarFCWGuzcCKc3Wemxao06nn3yjruravEaSjelhbFShKAQgghhADg12d+zXsffq/WYcywU/8sdv7lJQVfN21MEl83zEDtcY6k9jIUGVrwmHuVv6bi0Q0FiC636tvdDJ32FfYr/CJltOhJRAtTXeCqtpJMpAj7nqkwNFr0eJscTA2HiTw9qEOnV0in8vOPU1Fnw2Q1oCgQmIgS8sWpbnKg6BR0eoV4OMnUcDgva89HZ1B45Ud346wsvYnZQojC+9OEn3/uGqAzHNM6lGVpnd3C8VBhEoDn2fU6vr5xJTdUugq6bqmTLcBCCCGEAKBzemlbYPNhVF048ZYPuoQBy6FG2mikleeQappmsvUMp8wHOB48Skq9PEk04uimgtJLAPpGI5L8e5q7xsp4X7AgaxnNeoKTUera3CSiSUxWI2N9fgY7Z/ZdzFfyD5g1uecbi1xIghotejx1NqYLnARMJ1X2/baX619e+oN0hBD50xuJ8aGuAX47LtXry00klWaNXb4kypYkAIUQQggBQNdUl9YhXGY4dVbrEFBQMPRXUNO/gxp2cI0zRnBtH32VxzkY3YM/fi5hczp1krU8V+Nos1PVYGcij5NsS43RnN/tRHqTDm+jk1QyfWGb8fDp4hq0cnEFZCKaIuyL4am1MT1S2CTgsUcG2XZrM64qa0HXFUIUv3AqzX/2jvDF/lFiafkGazm6vtJJvdm08APFDJIAFEIIIQTT0WmOTRzTOozLxJUYJpueeLh4mj4rATPOpzrYQAfrlOeSXD3OcONJTugOkHZG0QVK4xtpi8NIyB9f+IHLREOHh8E8975LxdOgMKPHYLGLR1I4Kws54/GcdEpl7297ufEVawu+thCiOKmqyi/Gpvlo1yADMZnkWywK/w4B99SVZs9lrUkCUAghhFjG0mqa+7ru4zN7P8NUbErrcGZltOuKKgF4MZ2qw3SyhuaTNTRzLWqJ7KVVFLC5TExK9R8A9QVI/p2XiOV2mE0hmCzaXDKceGSIHbe24KqWKkAhlrvjwQjv7xzg0enCtGkQxavSqOe2arfWYZQkSQAKIYQQy1QsFeOtD7yVJ4afyMn5Nui2ccv0y0gZkpxwPMXv0v+bk/PqbKUzxU/R5Hvw7NW1uRnqKq6tp1pKxQuXYDZZspvWqyVnlQVFgVGNKhbTaZU9v+nh2a9ap8n6Qoji0BmK8pw9J8ljS1SxBK4CTuP9myYv726pxarXFWzNciIJQCGEEGKZ+uSTn8xJ8q9F18YLfX9D9KiZiApgplW5gVdeuYLvKv+15POnLQlAPujlSu0qlyT/LhGYLNz0wunRwk/VXSyjSc/kkLZVoiceG2bHbS24vTZN4xBCaOc/eoYl+Vekqo16DgUiBVnLolN4z6o67PrCJRzLjXyaFkIIIZahX5/5NT8+9eMlnaNaqeVtkX/huU/8LZEjZtSLP5yr4Hi8g79O/NOSJsxWKNUk+kunYqrYuWssjJ+V7VMXsziMRAKF6SVVtcJOpET6Lta1ujRP/gGoaZU9v+7ROgwhhEZOhaL8fHRa6zDEHFZazYTThdmpcW2FU5J/SyQVgEIIIcQy0+Pr4SOPfSSjxxpUI1sMu0BVUJRz21sVFLZFr8V8pOHpiaFzZ/h0e2p5+5aP8WP7FxlLD5NWsvuQ+IrIO4q2/1+pMVr0pBIqqUTpbKnOVlWDHaPVQHAyirPKQnAqRjSUmDHZ9lLOKgvRYGESgCZr6Xz01hXR9qqTjw+z47aVeGqlClCI5eYzPcNUGPVMJuSzQLFZZ7ewx1+4qvZbpe/fkpXOpxAhhBBCLFk0GeXv/vx3hJOZfWB7a/ijxA7NftGdILMP44mDTl7Ae1EUMNn1pNon+S/rPy94XKtuLenDHpZUQigu8NTYSmr6bLacVRamhsOk0+eeL8Gp2IX79AYFi92IyWbAaNKjN+hQdAqqqpIu0L6yinob4/2lU32pqsXze6eqsOfXPTznteu1DkUIUUCTiSS/HfdxbYWT3034tQ5HXEQBYgWq/Dvv5ipXQdcrR8Xz1Z4QQggh8u7fnvw3Tk2dyuixr1DfOmfybzFUFWLBFMkDbu7hjQs+/gWTbySdLJ4kRCmr73CXdfIPzm3lPZ/8u1QqqRLyxZkaCjPaG2DotI/BzmmGunyMdOf/orK60U5gIkoiVjoVLIVKjGbq1JPDTA1rvyVZCFE4/zc2zasbqjkWKkyPOZG5K9x2zkQK19Jim9NGrVlawiyVJACFEEKIZeJXZ37FTzt/mtFjr9XdgvupNXmLxbtnEzt018x5v0epJHRcNirkgrfZyVBneQ/98DY5GOstzgSnt9nB1HCYZLw4t17bXCbq2lw0tLupbLCjN5zb6p8ssq3iqgpP/V+P1mEIIQro8ekQ11U4OBstTJsGkRm3XsfxUOGGZwHcUi3Vf7kgCUAhhBBiGTgyfoSPPvbRjB7bomtj+8Hn5bUCKJVQue7oy7lCf/2s93uVurytvZw4Kkz4xsq8ckKBWCSpdRSzqlnpZGIgRKpIK1l1egWTzcDwaT+DXT4mB0OkUyruGiv+8eJ73nTuGWFyUKoAhVgOBqNx7vC6eaqAPeZEZtY6rPiThatoX2U18ZoV1QVbr5zJV+tCCCFEmVJVlceGHuPbR7/NI4OPZHSMDQcv6X43wWD+EyqR6SQ7Hn0hO7fewNfM/0acZ3q2eZSqvK+/HNg9FoIF2OKqpfo2N0NdxVnhGPbHi24r7XmKAjUtLobPzPzZqSr4RheX/Ktvd6OmQacHUEinVSKB+KLPdxn1XBLwyrtbc3M+IUTR8qdSmBWFx6ZLp3fqctBmNfOkr3BfxLgNer6zuZVKo6SuckEqAIUQQogypaLitXq5vul6bmm5hSrLM0m1GlsNV9RdgcvkuvgA3jT9EYKDhaumUtOQ3lfJ28/8B7v011643a1KAjAXyr36z2TTMzFQnBVhNreJ4GRs4QcWmLvGSn27B5PVcFnyb6lSiTTDZ3wMdp7rsTh82ofNZcrpGqM95Z3QFkKco6ZV3nSsV8aAFRmjTinYv4lBga9vXEm7zVKgFcufpFGFEEKIMqVTdHRUdNBR0cHL1r4MVVUZDg3jNruxGc8N97i/537+/s9/D8Dr0/9AWKO+e6GRJDvHXsyObTfw/4yfxKV6NImj3FTU2hgKFmd1XC5UNTiKtvrPVW0l7Ctcg/RMWOwGfKOR3FXkXWK2ISeKouR0jZEeP6qq5vy8QojiMRZP8Koj3QRTaeQ3vXjsdNnYU8At2Z9Y3cSzKpwFW285kASgEEIIsUwoikK9o37GbbeuvJU/9P2BVK8V0+ONmn7TrqaBvdW8o+4/SHj9FF/tVOkZOu2jssFeln3TXNVWhk8XZ/IPQFeE+2yioST17W7O/6IP5fjnN1svRlXN7atKLJzENxrBU5u7CeVCiOLyhb5RGfxRZKw6hZ4CTv19U5OXVzTIbpBcK8KPJkIIIYQopH+64p/YdvpWcnydvmjB4SSxw3JxnyvJRBqdrvxqKOwVpqJ5zs5mejSCTl98P/ehLh9Dp32k07n74TkqzXibHLNXPObh32hEtgELUdZOXTRhtvheRZenLU4b44nCtIi5tdrFB9saCrLWciMJQCGEEGKZ81g8XPeSNVqHIfLEPxahrs218ANLzFCnj4Z2T9EmN6PBBBV1xZnIrlnpYiTL4TA6vYK32YnBNPPyobrxXOJvrH/2Rv25TDSet+/+XiLB4tpeLYTInc6w7AEoJuvtFvYWaOvvRoeVL65rQS9tHvJCEoBCCCGEoHlDFVWNDq3DEHky3O3H7jFrHUbODXZN46mz5nzQxFKYbQYaOtwYLcU5oMRk1eMfz64HoN6oo6rBzlhfgFQyTUOH58J9Rot+3knHvrEIDR0enFW5a+I+ORjil58/OOuWYyFEaQun0pyNPpPglzSQdioMena5bBwLRUkUoOS+1mTg25tWYTfo877WciUJQCGEEEIAEAtLv51ylU6q2JxGrcPIi8nBMKlkOqcJpsVwVJqpb3eTjKcY7PQRCxVncqqywUE0mPnvutGsx11jvVDhp6aZkfBTFrg8jwYTDHZOE5iIUlFvo77NjdG89Iu7sb4Av/rPg7MOHhFClK7uSEwm/xaBK912kqrKUwWq/Gu1mvnBljYaLMXzhV45kgSgEEIIIUgl00QCkgAsZ7FIEr2hPGspYuEkjgptKhwrV9ipaXESnIwx1OUjlSzeS1dvsyOrwSlmmwG7x8zkJZWMuovyd6lUOuPzTQ2FGTrtI5VK421e+mTH4TM+fv2lQyQTkgQUolx0XtT/TxReu81Mh83ME74QgSxe35fi1Q1V/H7XatY7rBkfczQY4WCgcBOJy4VMARZCCCGWMVVV6T44zqM/7SKVKMwHPVF4FoeRVFIt6uTUkhX4r1a7ykU8krwsOVasDCYdodmGdMzB4jBishiYHrn8Aku96KUiEc8++ZZOqjmpAgQ4e2KK+//7CLe9aRN6vdQ2CFHqui7p/xdOp7nKbQdmbgdOA0/4SuP1txQ49TrWO6w86QsV7O3UazLwH2uauLnaPedjjgcj/Hv3MJudVm73etAr8O/dw5wOx/jNjtUFirR8SAJQCCGEWKbGzwb4y/90MnByWutQRB7pjQoWh5Hp4fL+pjwSyn8Fq96ko6bZiX88mvUQDa15m50MdWVW/Wd3m0CnzNkr8OKkX7wIWgf0HJ7ggf93jJtfv6Foh8IIITJzOjyzAvBgYPbXod1PJwXF0u1y2egKxwqaUL292s2/r2mi2jR3SqozFOWWPadIqCq/Hvfxb93DwLltrP+3YzVGeb3PmiQAhRBCiDIVCycITsWe/k/03H9Pxwg9/b+nRsIFr5oShVdZ72CsL6B1GHnnGwuj6GZWp+Wax2vLOIlWTKwuU8ZxO6ssJBNpIlOzT+E02wz4x6M4KsyY7QYmzi7ugjGd461lXXtHMZh0PPtV61DkolCIkjVfQuhi08m5q4+NgPZfTRS/lVYTVp2uYH3+zvtIewN/3ehFWWDS77+eGZp1+MgbGr1sc9nyFV5ZkwSgEEIIUWZCvhhP/rKb448MUoChbaKI1be7SzJhtRhqCtxeK76x7CbcZiNVor3mIv443hYnY73zJ4I9NVaioQTReQaYuLxWDCY9o90+gnMkCS9lNOvQ6XXEwk+fVyEvwztOPDaM0aTn2peuXvDCUghRnLa77MD4go8biSfY5bKRVuFUOELg6eFENSYDNr2OqXgSX4F62JUam05hs9PGU74QhX5Xu8vrySj59/h0kN+MX/75pdFi5L2r6vIVXtmTBKAQQghRJpLxFAf/2M/e3/TKZEyRVdVXubA6jflNAKZKN6MeDSYuq5A0mvVYnUaioSQOj5nAVJREdO7Xjsa1HkLT8QUTieeZbQYqG+yM9wfRG3R4am1Mj4Spb8tfYvrwnwcwmPXsfkGbJAGFKEGZVnZNJlJMJs5VrumBdXYLHoMeXzLFsVCUrU4bB2RIxGV2uGz0RuI8rkH/xDqTkU+uaVzwtVlVVT56enDW+z6xugm7ITc9ZJcjSQAKIYQQZSCVSPP9Dz9BYFKm54lz3NVWIv7Mhz6UA50+vwmfUh6UE5iIXlYRWtX4zFTgycjcVX9wbmvwQOc0ahbfLbi81gvrJWIpYuEEdXlM/p23/3d9mCx6dt6xKq/rCCFyr8ViotKoZzKLiusUcPyS6cEHAmGudNtlUMjTGs1GPEYDewu83fdin1/XTIVx4RTUL8d87JslzhfUeLipypWP0JYNGZUlhBBClAFFr0jyT1yg6MBk1dPQ7qG+3UPNShf17XNP2SsX8Xmq13IhWcIJQICJgSAm67mLr4uTf5kwWw1ZJf/g8j5/qaSa1ZpL8cQvujnwQF9B1hJC5I6iKLRazTk5135/mJVWU07OVarMyrmBKSPxJEeC+auQX8jfNHq5rtKZ0WP/o2f4stsqDHo+2rEi12EtO5IAFEIIIcqATqdQtcKhdRhCYyabnoYON2abkb6jkwx2TTPUNc1oz7mJtfXtbiz28t0AMjUcwtuc2QXGYiRLtAfgefFICpvLSF2rm0R0/oq/i9WucjF+Npj1empa2y3Tj/yki6MPD2gagxAie6PxzF+f5hNXVVT1XBJsOdrqtFJpNPKYLzTrMI1CWWe38L7W+owf75pli++H2hvwmoy5DGtZKt9PgEIIIcQyc8vrN/A/H3+q5KuUxOVcXit299NVDIrCuWsZFVBQUUFVUNMqY/0BBjtnr7AK++P4RiPUtboYPuNfdCx6g4LVZSIZS807LEILqYTKWF+A+jY3Iz1+0jnu2ZdOlm4PwPOmRyJA5lUgeqNCYGJx1cW5/vkvxoPfP4nBpGfNldI0XohSkFZVhmK5m+HbG40vu63AdSYDdWYjBwLaVfydZ1IUvri+BYs+89qzTQ4rT1707/WullruravMR3jLjiQAhRBCiDJR2WDnupet5o/fPqF1KCJH9CYdNS0uhk9P41/icAvf6LnjFV12pRDOKgsWu4F4JEUkECceTRGcjFG7ykW0e/GJxHzyjUVI57j6zGDSkYwvj+S6yaqnaoWDRCxFaDpGeJG9JIshAYgKf/jWcQwmHW3barSORgixgPF4MufVak/4Qmxz2thf5kNBDMAut519gTDDOaqiXKr3t9WzzmHN6phNznOPV4B/6VjBGxq9eYhseZItwEIIIUQZWbu7ntVX1GodhsiB2lUuTBYDQ53TMya3LlV8gWEPl7I6TYz1BfGNRWb02BvrD2CyFeckPpPVgNma2++5Dcbl87HZU2NjqMvHeH+QSGDxlTjFMjRFTav87mtH6T06oXUoQogFDOSw+u9ipyMxakzlW/+00WGhznJuu29M4/YL511b4eCNi0jebXbaMCoKX1rfIsm/HFs+n2SEEEKIZUBRFK5/+RrcNdl92yqKh73CjLfZwUi3Py9TfP3jmW/n9NTaLvQPvFQ6qVLdkL9+e0sxPRJG0SlL7gdY7TGxfbWHWzZVcmuDjSvXVeQowuKmy2Kr1nwS8RRKFqdy11ip73BT1+amaoU9JzGcl06p/ObLhxk4OZXT8wohcmswlp/p9f5kiuoMJtCWGq/RwHaXjSPBKGej+UmeLobHoOdza5vRKdk3YOywWfje5laeX7s83nMLSRKAQgghRJkxWQzc+oaN6AzLtOt1KVLAU2ulocNNNBBnrC/7gQuZSsRSOCozm7BoMM3/UTE4XbyTp6PBxLl+gO3uBf8es7l9UyXXoNI0GsLaH4CxCHVDQW7bVIlBX96/W2qOtt/FIynq2jwZPba21YVvNMJQp4/h0z4mBkJUrbBT1Zi74UapRJpfffEQw2cKM4lYCJG9wTwmsY6Foux25/bLBa3ogKvcdkKpNPv8xbe1+d/XNNFgWdwEZqNOyXhisMiOoubqHV4IIYQQReU3XznMmf1jWochZmF1GnFVWdEZFGLhJL6xSEG3S9a1upkcCuKqtmI060mnVPQGHelUmlgkScgXw1lhYWJg4abplQ12JgeLu7m6vcKETqcQmIhlfMzz1rhhZI6LqhobD42EmfIVT7VFLukMCm6vFbPNiKJTiIcTGT0X5lLT4mS0NzDn/Vancd6txlUrHCgKi5pEPBuzzcDz3rUNb5NcYApRbD7UNcBX+vP32UUHdNjMnAxn/n5QbNbZLUTTaboj+amWXKrdHjv/u61D6zDELMqvBlYIIYQQwLkkjyQAi4OiQNUKO0aLgbAvjm8ssqTeakt1vgJqvH/uhMpkJLOEj9lW/B8nbU4z0VACg1lHMpZZolWJJpnzW/LRMNc7jBx1m+nMY7WmVtJJlamhZ5Kfig4sdiPR0OKes1MjYepa3SQTKeKRJP6JKBf/cCvq7EQC03MePzFw7mdc1WBH0SvzPm8zEQsn+eXnD/D8d2+nsr48qoGEKBf5rAAESAO+ZAqHTiFYJL3yMlVh0NNuM/NUEVb8XeyFsnW3aMkWYCGEEKJM1bW6tQ5h2bO6TDR0eDBaDIyfDTHU5cO3xGm+hZLpHhFlEf19Ci2dShOYiFJZl3myR10g2aWGEqwPxrlmQyUGg4LbaaTea6V1hZ0sBy0XPTV9rtJzsRLRFMNnzg0V8Y9HaWj3zLg/OJnZVvKJwRDj/UEqG2xL7nMaCST4xecOEPKVbhWQEOUoXz0ALzYcT7I6y8m0WrvSbSepqkWf/DMocKfXo3UYYg6SABRCCCHKlLfZga7Me5UVK0+tjdpWF9FgnMHO6awn75aSYu8mU1Fvu7B9dbQ3QEPHwonx1S0OSGbw90qrVA8EuNNh4AY9XJFIsikU5861Hqzm4pyQvFi+0TDk6OVksHOa2lUu9AaFulb3uYrALEwOhrE6Ftdb6mKh6Ri/+9pR0qnimFYshIDBPE0BvtQ+f5hdruKvAG63memwmXnCFyJQAq9V11e4qCzDYSvlQhKAQgghRJkyGPVLnoIqslO1wk7VCgfTI2FGzvhRi/+z+pKlUxkkyjTMQxsvScQNdvrwtsz9e+GtMLM+nlrSmrqhELc22qj0LD1JVSzisdRlP8ulGO07N116MQM5FB3EIrlJEgx2TvP4fWdyci4hxNIk0yojBUoAAhwJhmkyGwu2Xjaceh1Xuu2cDsfoLKF+hXd4ZfdJMZMEoBBCCFHGZBtw4dgrzPjGIhf6lS0X820BVvRQ3+7GYjdiNOupqLdR1+qmocNDzUonrmpLXmNzVllmHT7hH4+gzJLLspr1XFNhQs1BxaY6EWVbU+4m2GqteoWDRHRpidGLqSlIZVJlOYu6VveMHoVLtf93fdIvVYgioFegzZbZlPpciKRVTDpd0Q1G2OWyYVAUnvCF5u5FW6R8ydy9T4jckwSgEEIIUcYkAVg4ZouBZHwZlPxdYviMj9pVLqyumdVudW1urA4TQ10+osEEiViKqaEww2d8DHZOM9oTwD8exeIwUt/uxlOb235MOoOC0aRntqunWChJbYtr5o0KPKfNiZphP7pMDAaXVsnisBnY1O7SvKdgZYOdodPZV+rlQ12ri6Gu3Mfyh28dY3quqc9CiIJQFIW/WlFd0DVPR2LsdBfHVuCVVhPr7Bae8oeZKtFE2uGAvI4WM0kACiGEEGWsaX0ljsrCfZu+XFXU2Zgcymxqbjka6fYT8cfRGRSclRbsHjPDp32EfQs3c48GEwx1+TCac1uDUd3omPffJH5JNdvNGyvRDebw31Cv0HU2+/PpFNjY5uLOjRXcZNXROh7h7pUONrW5Fj44DxSFoklsu2ssjC1xAvBc4tEUv/3vwySWuP1bCLE099RVYtMXNk3xuC/EZg2Hgth0Cle57fRH4hwP5e5LKC0cDpbGoLPlShKAQgghRBkzWw3c/NoNlMCg1pI2NRKmvs2Np9amdSiaSidVApNRQtPZ9ysKTs1/0aM36aioy+znW9/uZrTn8q2/F5scDF2YJHvVugps/fM/PmteK4lE5omzBq+V52yu5O4VNtomIhjOBuHp/orqVIzWiQi3bKrMbYwZqG/34B/X/oLOaNaRSqqksviZZmtiIMSfv3ey6AfbCFHOnAY9L66tKPi6Z2NxKo2FH960w2XDptfzuC9EOXz9cDocI1ii1YvLgSQAhRBCiDLX0OFhx+0rtQ6jvKkwdNpHcPqSJJYkXjMWCSQwWWdefCkKeFuc1K5ygQpTw2EclWYaOjxYHLM3bq/v8GS8RdTmMrGmxUntSO6rN/1ZXEg2eK3sSiSx9wVQ59k2HCtwXspeYWakuzi2/lbU2wlO5r8R/sknhjn68GDe1xFCzE5VVcbjS+/Dmq3JRIoV5sINbmo0G9nosLLXH2Y8Ufi/b76owFGpAixakgAUQgghloFdd66krlWbLYTLSTKWxll1brBFzUoXDo+Z+jY3eoNkAjNRUWenrtVFVaOD+nY3JquBsd4AI93+C5VfwckYg53TxMIJala6Zkz0rWt1MdQ5nfF6Y30B1lp1kM59Zs09FWV1S2ZDQLbWZbb1rHeqsJMgrQ7jogd15FJ9x8IVnbn08I9PMdLjL9h6QohnfGtwgl+Pa/PFw+FghKvy3A/QrMBut52ReJIjZZYoMyoKO1w2DgXK6+9VThRVatyFEEKIZcE/HuGHH3syp5M8xeXqO9wkIknGL+r/pjcoVK1woDfqCE3HCPnied3KuNxYXSY8NVZGzvhJZ5nMc9gN3NRgg7E8XLAoMN3o5M+HJ+d8SJXHxLN0LJiEVKwGfj4cmXWoST7UtboYPqN9Eqy60c7EQIhCX7E4Ks3c+09XzFlpKoTIvWPBCLfvPUUsD1/KZMqgwEqLma5I7r9w2eq0MhJLMhRf2oCoYvaNjSsJptK8pK7wLSvEwqQCUAghhFgmXNVWbnj5Gq3DKHtDnb4ZyT+AVFJltDfAUJcP/3gURXeuT53IjYg/zlCXL+vkH0AwlOS3fSEUdx62fqng6Q9w58a5+1ntaHJkVIGYqLIULPlnsuqZKpKJuEaLoeDJPzhXafr7/3d0Uc8pIUT2hmMJ/uZoj6bJP4CkCtF0GmsOx6/XmQxsdVo5EIiUdfIP4LfjfuLyulm0JAEohBBCLCOrr6hj9ZW1Woex7CVjaYa6fJhtuZ18K7K3aoWd21ocqBlMLF4sw9kgLQ2XDzBxOYxYhxfXf3DVCjttTQ7qvVbcLiNGY+4+1lc1OIiFiqQnlYbXkX3HJjn5+JB2AQixTDw0GeCmp07SGS5sm4O5nI0l2JiDqcAGzm33nUqmOLAMtsXa9TpeXl+JvcBTnEXm5F9GCCGEWGauf+kaXNUWrcMQnKvKFNq5ZVMlm0NxGM1/tduGyst/565c5YQMt4IbxyLonq5I2b7Gw+ZQnI2BGFckktyggzvsep5XZeL5DVZ2r1/iBM0ialkZi2ibiDy9b0zT9YUoZylV5d+7h7j34GkmimwQxlP+MDtcmU2en81Gh4U6i5HHfCHNqxoLQQG+uL6Fd5/o50pPfvsoisWTHoBCCCHEMjR8xsfPPrUPdRl8KC1GZpuByno7Q2d8mlY4LWdmo47bnHooVCtGvcKDcZVoPM2ONhc1kSTqVHTh4y6i1tlJGHWYBoOQmv+JE2p28sChuXsPLqS60cH42eCij88Vo0Wvad9SnUHh9Z+6FpNFqnWFyKWxeIK3HOvl4SntX2fmYtfrcOn1WW3b9RoNNFlN7PMXRxuFfLvL66HObGCHy87zayv4tzND/GNrvdZhiTlIAlAIIYRYpvb8uocnfnFG6zCWnfp2NxMDIeIaVzYtd2tanKz1ZZeAWzKvFcUfR40VJqGVbHRy//EpkgskC2djc5uIR5Ik49oPq7E6jUQC2vXNuvWNG2nfUaPZ+kKUm0engrzpWA+j8eJ/H1xjs9AZji74XZEOuMJt51AgQjit/etmIdxY6eQHW9pm3BZIpnAa9BpFJBYiW4CFEEKIZWr7bS00dHi0DmNZqWt1MdTlk+RfEah3ajDddSxSsOQfgOFsgDs7XIvqDxj2xfE2O/MQVfa0rr7rPijbgIXIpfec6i+J5B/AyXCUK93zb2ldZ7fQYjXxuC+0bJJ/AG9rvvyLEUn+FTdJAAohhBDLlE6n8JzXrpdBFAWUyrDfm8g/Z2p5/FsoiTSJLJ931qeTo0NdPqobHfkIK2OOChO+MW2b5/ccniC1TJ4vQuRbNJXmTJEM+8jU474QG+yX93GtMOjZ5bJxPBSlO5K/QVLFaLvLxtUebd8fRPYkASiEEEIsY85KCze8Yq3WYSwbk8MhLA4NKs/EZfSTBd7+q5EzSnYf9+vb3EQCCSob7NS3u0kl0hhM2l0yuKoX34Q/V+KRJIOnprUOQ4iycDoSK1jr1VxRgdF4EvdF022vdNtJqipPLZNef5d6e3MNilJEE6NERuQrfyGEEGKZO9fbaiN//v5JoiHt+mwtB6mESk2LjaEun9ahLGuNdVbUaGlsP1sSr5VDnZk/1yrqbIz0+AGYHAwB5yqFPfU2FCCdUkklVdKpNM4qS96fx3a3ibG+QF7XyFT3gTGa1lVqHYYQJe9kqDS/fBlLJNnqtBFMJlEUhSd8Ia1DKqg3NXl5RX0VNr2O7w5OcGu1W+uQxCJIAlAIIYQQtO+oob7dzYPfPUHP4Qmtwylrw6d92D1mQtOltQWqnHhdJlgGCcBTyWeGf+j0Ct5mBzq9jlQizWhfYMYEaoNJRyySJH3JwJB0WmVy4PILXVf15dvhcs1sNxLyFce2ujMHx7n2paul4kWIJToR1HZL/1IcCISpNOqZTGg3mVwrBkWh4+lt0C+srUA3z2thLJ3GrJPNpsVI/lWEEEIIAYDdbeaOt2zmxletxWiWJs75oqrgrDRrHcayNlokSaW8qrVxvDtAdZODujY3eoOOke4AQ10+RnsDWOxG6tvduGvOXdDVtLgIZ/FzCfsT2N0malY6Mdly+3rhbXLgbXZeqEIsBqHpWNFUIwpRyk6GS7MC8Dw1+6HqZWE49swOkY5Z+iFe7FsD40Skb2pRUlR1uT6FhRBCCDEX/3iEP3zrOIOd01qHUrZMVoNMA9aKAs/3mlHj5XeBEnaZCNhNjKoweDZINLjwtn5PjZXAZJRUcnGXBVanEZvbzMTZ4KKOv3AelwmjSY9/vDgrhHbc3sJVz2vTOgwhStpVjx+jp4QHZrgNenzJ5VcBWG008A+r6nhJXSU2/eV1ZLF0mslEkvF4kkeng3TYLDy7yqVBpGI+UgEohBBCiMu4qq08/13baF4vPa/yxeY2aR3C8qVCutKqdRR5oSoKe077OHNiKqPkH8D0aGTRyT+ASCDBxNkg9R1ulrJDNuKPE48kqG93k+XskoLoPjiudQhClLRwKk1vCSf/lrPxRJL3njrLjkePXujjmEirfH9wgq/0j/LnyQDhVJq1divNFhOOWZKEQnvSA1AIIYQQs1J0Cq3bvPQdm9Q6lLJktsrHMC2FTTrsWgcxGz2YGl3Ee/2LOtzui3HVSid/6fTN6PFXCL7RCHaPmeDU4vtbRkNJhrp8eFucjPUW15bbycEQ0yNhPLXaTyYWohR1hqOFflnKufQy30A5lUzh0Ov4+cgUn+geovuShK5egY0OK7/dsVqjCMV8JC0rhBBCiDk1FWEFYEWdDXeNlYYON2Zb6SbR9Ab5GKalsUhxbuEyrXCSGAyCafHPj6rRMFvXVuQwqsxYncYlJf8uFpgszj5hUgUoxOKV6gTgi5Vf44jsvfZwN2861ntZ8g8gpcJL66tkYFKRkk+eQgghhJiTq8pKRV1xVLsoCjR0uJkeCeMbjTDY6SOVTNPQ4cFkzXwIgavKQu0q7fvSJKJJ6js81Le78TY7cVVZsLlN6I3y8awQ+kbCWodwGdMqF/G+AGoijanBAUt4LjQPBmhfX1nQJLnBmLthINFAoih/F7oPjmkdghAl60Sw9BOAy7wAEIBD80xytul1vLi28F9AicwU37uqEEIIIYpK61av1iEA4PJaGOz0zfjwnYynGeycRk2fSw4azHN/tHHXnEv8+SeijHT7qW93FyDquY31BxnqnGaoy8dYXwD/RJSwL05Ns1PTuJaLKX8CxWnUOowLjI0O4t3PbPuN9/hRAOMinw9xu4GermlikSTVzecmAZvyvO18tMePs8pC1Qo7DR0ealYuLdHu8BTftOyhMz7CfulhJsRilEMFoFrym5jz63UrqnEacjsZXuSOJACFEEIIMa+dd6ykaoX23dJ8o1EMc2yLTMRSDHb60Ol0NHR40Buf2XriqbVSs9KFb/Rc4u+8oS4fdRonAWcTDuRmC6VYWMpRHINY9JUWkqOXVySqiTSKfnHbqE47LCTjaVBhvC/I8GkfiWgSb4sTd01+BqCoKgQno0wMhBjsnGa0d2mJdrO9CLf4q9BzSLYBC7EYJ0LFOeE7G7IF+BlWnY5X1Feyw2XDptfx2bVNvL+1XuuwxDwkASiEEEKIeRlMem5940YMZu2/0XXXzL8dOR5JMtg5jdFkoKHDTU2Lk+mRCKM9sw9UGO7yUddWXEnAVCJdlBNQy0lbk52713rQDYU0jUOxGTCtcqPGkqjx3F5W9p8NXnabqsJYbwC7O3+VdTO2x6nnEu0NHYv7HUsl09SudBXdVuAzsg1YiKwFkykGYplNJi9msgX4nFc3VHHwmg38Y2s9d3g9/GHnGun9VwKK691UCCGEEEWpos7ODS9fo9n6ZpuBhg4PvlmqpGYTDSUY7PQxmsEU0eEzPupate8JeJ7dY0GVEoO8aGmwcdd6DxsDcZRh7ZJ/hlobpmYnaixFvNtHOpSc87FqbHHDSmzOuasbk/HCDkAZ7PThbXZS1+bGUZF51eXE2RAjPX5QVWpXFU8i8OzxKeLRuf/NhBCXO1UG23+h4MPVi1KLxcRH2lfgMujxmoy8tbmGVbbia9kgLlcc76JCCCGEKHprrqzjirtWodMV7ttdk1VPfYeHVPJcr79kjqukAFBhuNtfFINBKuptM7Ypi9yorbZw14YKtoYT6Aa1rfoDUOMp4n2Bc+MSF5AYDGFaRC89xzzDP0Z7A4uuylussb4Aw6d9mCzZ911MJVVGuv1UNtiLojo2lUzTd3RS6zCEKCknyiQBmJYSQP51dSNWfRG8GIusyb+aEEIIITK2685V3PvBK1ixxpPXdVxeK/UdbtQ0DOUr8XcxFSaLIDGkIFtn8qGxyoJu4PItsVrRZ7kFN97jx5Rlgto2R7/M8wY7fdQXOAmoKJBKLf53eaw3QO1KF84qC64qC65qC26vFWeVJYdRZub4o4NL+rsIsZykVJU/TpbHl1vL/bd+t8fOTVXPvB+lVZVPdQ/zkgNd9EfjTCekOrqYKaoqKWwhhBBCZEdVVbr2jHLggT7MNgM2lxn/RIShLl/W5/LUWpkeiWCxG6isdxAOxJkeyWyrby65qi34x7WrUKhd5ZLqvzxprLOyo4i2bBqbnCT6F96efjHFpMuqT2B/vYN9x6cWfFx9u4ehrumsYpmPTq/gqbWh0ykoOlAUBUWnoCig6JRFvUZkoq7VzfjZQP6/LLhIfZubW/96Y157KgpR6gLJFG8+1ssDE/L+Vg7e1OTlw+0rLvz5X08P8vm+Uaw6Ha9ZUcVbm2vwmrKv9BaFUYSjtYQQQghR7BRFoWNXLR27ai/c9uD3T2Z0cW8w6S5cpNe3uxnq8mG2GYhFkgzmMBGRLbPNCBQmAWixG0gk0qSe/jkoOghNy/TffIkniqtmIzmefYJbjafROU2kA/GMHm9NZ/Yd/1DXNPVtboZO5yYx56q2alJNO3zGR0OHh8HO6YKtOXTax4//v6e49Y0baejwFGxdIUrFmXCM1xw+Q2dY3t/KxWrbMxXXPxme5PN9o8C5Ks+7azyS/CtysgVYCCGEEDkxORjEWWmhvt2NTj/7VtaKOhvplEpNi5P6DjfDZ84lHWLhpOaDLwwLbJnMBW+zk5qVLmKRJKRValY6qWt1Ud/mJjglF0j54LAZuNqV+eCJQlAjKQzV2W9b1Wfx9zAnMh/0MXTaR11rbrYDm63a1BfUrnJq8gVC2B/nvs/sZ9/vepkYCJ773RZC8OfJALfvPSXJvzLz3aEJBqNx9vpC/N3J/gu3/9uaRra77BpGJjIhW4CFEEIIkRNqWkV5ekDIwMkpfvOVw8TCMy+Gvc1Oxvqy2/pYKA3tnrwkEKwuExW1NqZHw4R9mVVvidwwGnTc0eYEDbaUL8S0ykU8yy3f2RyTsOj59XB2Fa3ZbEM3mvUoOoX4JQmvhg43g5352eY7l+omB5ODIdIZDFXJt7pWFy96z06twxBCM6qq8rWz43yoa6Ds+uXpkB6AAFVGAwow/nS/v2s8Dn66rV3boERGpAJQCCGEEDmhXDQdeMWaCl70nh24Lqpy8tTaijb5B5BMZl4xlYnKBhveFifRQJzBzmlJ/hWaAreucRdl8g/Iqp/fBVkcYogkMRiz+6g/0uOnZqVzwceZbQbsHjPpVJqGDjemp6v+zm3BzV/yr7LBRn27G5vbhKvagrfZSV2bm+mRcFEk/wBGegLEi6jfpBCFFEunedeJfj5Yhsk/kOTJeROJ5IXkH8D1lQu/b4jiID0AhRBCCJEXFXV2XvbPV9J9aJxTT44QybB3mVZiodxetJvMBoZlqIdmbt1YiT7LQRuFlBgLoyqgZJG3SocTWa1xcVI+IyqM9QXmrdS1uU3oDboLg3oGO30YzDoqV9jz2n/vXG/BS5O52g3tmYuaVhnsnGblpmqtQxGioEZjCV53pJs9/uL80iUXdApQHN81FJWrPQ6tQxAZkgSgEEIIIfLGYNLTsbOWjp21RIJxuvaMcvKJ4aKcdhvy57ZPUbLIBk8sJ9dvrMRSxMk/gNFKK0+e9lNRZcHtNOIy6nAk0zgCcUxz9JFTTPqMz5+wG0n4IlnHpaZhYjBIdaOD8bPBC7frdAoV9TYiwQSBiZmJt2QszeRAfgd/pNOl8/t09uSUJADFsnIwEOa1h7sZjGX3JUWpyfIrlWXBqtOxxWnTOgyRIUkACiGEEKIgrA4Tm25oZNMNjUyPhjn15AhnDoyRTqkYTTr0Rh0Gk57+Y5MFj81sM1zWr3ApTFY9kWB5XwgVqyvWevCcLe7kX8Rp4qkzflKJNOPDYcaHL7pTgdY2Nx2RBJbQM88hVVVJxTN/joZtRiD7BCBAOqkyNRKivt2NoihEQ3GmRyJM5DnJNx+z1UCQ0hgm0H1gjJ23r8Ril2mYorzF0mk+2zPCf/aNkFwGlXEKUgJ4qSvddozZVpsLzcgQECGEEEIUlW+975GCT8R1VJoJTs6/psGsIxmbvwrJaNHjbTq3fTIRy21PQbGwja0u2qYjRd+lfbLGxsOn5u+Vp9MrrG530xRNMGYzcWY4jMVmYKNZh3Ny4a2vQw0Onjw2lauQNVfb6mLkTPFVDs+lssHOXW/fiqPCrHUoQuTFPn+Id53o52So+Lbi54tNpxBOS/rkYv/UWs87Wmq1DkNkSCoAhRBCCFFU3DW2gicAg5MxPLW2C33NLqUo4HCbsTiMjJ0NkrpkgIPepKO2xcV4fyCvfdDE3FatsNMeiKEWefIPwB5auB9mOqVy4uQ0JwA4V3nnn4rxR6Ctw01HMI55jq3CAMES+DlkQ6crrfb7k4MhvvW+R9AZFPQGHS/8++1UN0qjfFH6Iqk0n+we4iv9Y8X+XUvOSZ3b5aT/X2kprXdSIYQQQpS9ilptesnMt12vvt3N9GiE4TN+bA4TnlrrjPtrml0Mdk4Tj0rVnxZqq8xsUdOoJdJ30RRMYLJk3s/vUqc7fTwwEaOn3kFqjtMEyu25mM20lCKSTqokoilOPj688IOFKHKPTQd59lMn+NIyTP7B00NAxAXS/6/0SAJQCCGEEEXlWfd0cMebN9G2vQa9oXAfVUb7/Jhtl2+OqKizMdT1zHbNwGQU/3iU+g43cG7b73iRD5woZw6bgd0OI2oOezjmm6IoeKosSzpHMp7m4PEpHkwpjNXZOd/VJ+I00V/vIDhPdWApUtTSvvI+9eQI6dRyTJmIUpdWVR6c9PNXh8/wgv1ddEcWrmAuV4rUAM4g/f9Kj2wBFkIIIURR0Rt0rNriZdUWL7FIktP7Rjn15DADp6bz2ntbTanUrHSRjKVIp1XSKZVUMk1oOsalHZPTKZWhTh/eFicGo56hrun8BSbmVeUxofpKYzjEeWG3iYg/Nwm64HScR6fjeOttJJMqU/0hIETVivLalqWWeOP9sD9O/4kpWjZUaR2KEBmZSiT50dAk3x2aoCtcWq+x+SKprpmuriiv95nlQBKAQgghhChaZquB9dc0sP6aBgKTUTqfGuHkE8NMDuZ2GqneqKOqwZ71BOKxXqn805peKZ1LMlVVGWpwsq/LRyrH25XHhmb2r9QbS+fnslycfHxYEoCi6O33h/nmwDh/mQqw3mFlICoT7c8robebgpD+f6VHEoBCCCGEKAnOSgvbb21h2y3NTAwEOfnECJ1PDhPyLW07ksVuxOo0MirJvJJj0CtstuhQc5sPzouEWc8Rm4m+44WZzKuU2ZWqWgaTN88cGCMeSWKyyiWYKC7hVJr7Rqf45sA4p0Ix3tTk5RUNVXyqe3hZ9vqbi05qAC+Q/n+lSXoACiGEEKKkKIpCdaOTa17Uzqs/fg1X3r1qUeepaXFS3+FBb1SYGp59+q8objeur0CdiGodxoJCHjMPRtL0dfsLsl7lCnvZVacq+tK/8E4l0nTtG9U6DCFmGIsnuOmpE7zrRD+NFhMPXbmWkXiCT0ry73Kl/zKUM9L/rzRJAlAIIYQQJUunU9h5xyrueMtmjFlOVVX0CkOd04Sml29D81JRt+7ypMnqa0+jND1M2luYpNpS9JsNhP2FeZ7ZPSZCUzHSZVAxd151k4Ph076FH1jkKhvsPPzjTv7yk05CJda3UpQnfzLFyw6eoTsSZ73dwkfbV/C2Y718fyi7dhjLRTklTyw6hRsrnYs+Xvr/laZyeg4LIYQQYplatbmal/zjTjy1mW9HCU3JBXgpqGj2Ubnlo9SvHwFAb0yy9Z5fo6v/N/ocn6Vz2zsYvuu/iG/qKcpBEaqqMlCgClODSYfBqCdWQhORF+KoMOMfj6KWQSmSfyLKjlub8Y2E+c4HHuPhH50iKK9DQiPRVJrXHD7DkWAEl0HHO1pquXtfJ0/4SqCngkZ0ZdRa4S3NNdxa7V708dL/rzQpqnrpXDshhBBCiNIUiyT5/f87Su/hiXkfZ7IaiEfKJ0lSvlS2veIbRBKPYTGtpedPb2TVjd8gEj8y66OrTLdQ/auXFzjG+QUrzPyhO1iQtepaXQyfKf6KyEwZLXosdiOBEtjmnTEFdr+gjfo2D0/cd5qhMz5Wbfby7FevxWDUodNLfYYojIFonLF4kiaLiUqjnm8OTvDZnmFG4vLeOJdak6Esfj71ZiN/uXItJ4JR7tzXmfXxVp2OU9duki3AJUjeYYQQQghRNsxWA3e+eTM771g56/1Wl4m6Vhco8v1nqUiqpwCIxk9Q/6x/nDP5BzCd/AuqLlWo0C6Yr/Jw1GIsWBzpVHk9rz01tvJK/gGo8NjPTnPsLwPc9fatPPetWwj7YkQCcb73occ59sggqVQZlDuKOxSAhQAAQeJJREFUouNPpvje4ATP29fJR7oGWGExsdVlo8pkQFEUXruimid3r+fTa5pos5q1DlfkwZ3ecxV/72+tx67Xs85hXVRCSPr/lS5JAAohhBCirCg6hSvvbuW2v9mIwXxRX0AFbE4jw2f8xMOFTxKJxVAw6tov/ElVE/M+OpUOk2wt7JCF5KpR+p/7YcLXPoU6S8v8gcnCJbBGewPUd3gKtl6+GUzleanirLTgqbVxev8o9W1urnvZGkwWAyargT995wTf++fHOfrwAKmkJALF0h0PRnjbsV52PnaU/+wbwagoBOZ4bpl1Ol7RUMVDV67l6xtXssFhKXC0xa1UpwAbFYVPrG7kqxtWcpXbzgtrKwCw6XV02LP7NzbrFN7bWp+PMEUByAx6IYQQQpSltm01eGps/PrLh/GPRWhodzPYWfqDBJabVKQF9E9k/PhYUzfGrsJcnMQ39NLX/ElS8RD91i/gvGsLNQdejaG/CoCo3cjkQOEmTDurLAx3TVNZb2dyqPT7eE2NhNEbdaQS5ZUIC0xGScbTjPYEeOiHp4iFk7hrrKzeVcvaq+o59dQID37vJHt/08u2W5px11jR6RR0eh06vYJOr6Dozv23Xq+78L8v/EenYLQY0EmFTllIplX6onG6wlG6wjG6wlFeWFvBsyrmH+Cw3x/mc73D/Hbcz2qbhaeuWo/bmNnlv15RuNPr4YnpEEeDZVaFuwSl+BtlUhReWFvBa1ZUA/D5dc0zehluclg5Gcr83/gTqxvZ5sq837IoLtIDUAghhBBlLRpK8Jcfn+LUkyPIp57Ss/qGY+hqPpPx4yvMz6Lml2/IY0TnRHcdo6/yM5dVJSqKkbrUy3A8eB2DXg97j0/lPZbzXFUWVMDmMjHSXR69ABs6PAx2TmsdRkHVrHRhc5mYHgkzPbK4BHJVo4PrX7aG+rbFN/kXhTWdSHI6HKMzHOV0OHYh2dcTiZO45M3LolP4+sZV3FTlmnG7qqo8Nh3ic70jdIWjhFJpTDqF/9uxmiaLKat4VFVl9xPH6YkUZoJ5KVhhNjIQm78SvZgogF6BVzZU87H2FeiUyweZfKV/lA91DWZ0vteuqObjqxvzEKkoFEkACiGEEKLsJRMpfvHZAwydlgrAUuNtn6Rq+3szfrxB76T1t59DUXOzfVTVJ1FSM6tmQtc9wVnLl2Ge3n82cyu+Y2/j9N75q3RyqRyTZSarHlWFRDQP2/YVWHPjSQYObCA4WXyN/RWdgt6gkIwvvgJy3dX17H5hG1ZHdskfkR/JtEr/RdV8p59O8nWFY4wnsnsOGhWFL29o4U6vB4CHJgN8qmcYVYU3NnnpsJl5+aEzfHPTKrY4s6/YOhWKct2TJ7I+rpw1mo2cLaEE4Hlr7BZurHTyobYGlEsSgB/qGuAr/WMZneP3O1dj0pVna4blQhKAQgghhFgWosEEP/33vYuuqBHaUPQp1r747Qv2/7tYW+cnMXTXLGq9tDVOYvVZorWdhMxHCMaPYzY24EpvxTq+lpinn2F+kNG5jIYqzj78Pqb6C1OF5W12MNZXmInDhdTQ7iEciGM069EbFBS9jnQynZMqx/V3/J607T7UybfTv2cDYX/xJQKXymw3sPv5bay/pgFFtgUXhO/par6uSIyuUJTTkRiJtMqDkwHiObz81ivw+bXNvKiukh8NTdJhN7PdZc/Jub/UN8o3B8ZRFJhKpPAlpXdus8VIX7T0EoAtFhMP7FqD06Cfcft4PMmux44RSS/8JcM9dRV8fl1LvkIUBSI9AIUQQgixLFgcRq68u5X7vzr3FFkBKGksjiRmRwyTPUHMb8I/6tAsHDWlx2xsIxrPvBIl1tydVQIwtuUM0bpTBE2HCMZOwPlhHrFz/xWN9xGlDzy/yCJySCQnaLrus8R/+/eEJnJzUT6ficFQWfbMG+yavuw2RQeuagv+8aX1J4tNbcXo+DFK9adovsVBevSd9O5pJVZGg4JioSQPfu8kxx4Z4va/2YijQgY75EMoleLVh7o5FY4yFr88kawAdSYjQ/GlJZBev6KaF9ZW8I2BcX4yMsXbjvfhNOi5t75ySee9WCSV5klfiEAqxWSifH4XliODAl/a0HJZ8g/gv/tHM0r+AawwSxVxOZAEoBBCCCGWjZFu2QJ8MVtlhDV3fI00AdJqiHQqSCo9s0LSbFrFoe+/FzV9+cVDoSjJViDzBGDYeRw7V2b02FT9ND21Hz23mze2uPjmE0+cpeP2L3Hsf99BPJTfC6h0UsXbbC/LKsBLqWkwmJb+nPQP1VLV9PQfdEF0dR9j1R2VJAffTe++ehLR8kmmjvb4+cv/dHHbX2/UOpSyE0+niadVDIoya/IPzr3ErLSaFp0AdOh1fG5dM40WE5VGA7vcdow6hfF4MudDGb7cP8pvxuX98lJKCY4BeV9rw6xVodOJJP9vYDzj86zIsoekKE6ygVsIIYQQy8a2W1po37m4raHlaM3NvycSP0Qs3k0iMXpZ8g8gFu9m7XO0rZqM+ZsWftBF/OkDqPP057tYZO3RxYSUlWj8JBte8A30pvxvLzWals/3+5ODIerbM9tebTDNftkzcVaF9CUXx7pJDI0foO2OD9J65RR6Y+ld9M/l9L5RDv2pn4mBYNlVimrleDDC7XtP8cvRaV7eMH8V3olQdNEVOLdUu7nT62GL00a10cBvxnz8YGiS162oxmsyLvKsz1BVlWPBCJ/pGebzvaNLPl85UkrspeDGSidvbvLOet/Xz44TTGX+GtBgXvpzTGhv+XxCEEIIIcSyZ3OZuPUNG1l9xTgP/eAkwak8lHyVCIsrRkT9v4wea6j+AWbHWmJB87yPczf4adjYTSzoZHqgkql+Z04qB/0DDTjWZP74ZHKaVMs4ht7ZL3xmnNvxeF4q/y4Vie9hy4ud7PvBS+GSASV160axV/sw2wMMHOzAN7T4wSHB6aVtiS014/0BrE4jkcDlVVVGs56qFXbSaZXx/iDeZidjfYEZj0knVXTRm0jbZtnebRjE1PIeVjes5eR9f086XR6t0x/+USdwLpnh8lqprLdTUW+n8un/VNTbMBi1q/gtFZFUmi/2jfK53hHiqspT/hCvqq+a95ipZIodLht7/dn3ov3DhJ+rHj+GQVHQKwp3VLtJo/LeU2d55Mp1GBfR3zGWTvPoVJDfTfj53bivpCbcakEpoZcAr8nA59c1Xzb1FyCQTPHVswsP/riYVACWBxkCIoQQQohlKR5J8sjPujj28KDWoWjCaI3TdtdbM368yVhHqOc1nH6kDS7aBmWvCtOy6wTm6keIxA/NOEZRjJiNTejUJlKRBqK+WpJxE46aPvTWLgL919P557UZrK6y+fkPEzd9J+N4K0034v3Va+Z9TOTqA/Q5PpvxOXPByt3s//FzOf8zdNcHqL/27znfd9BmvJZ933v1ktawu02EfPElRlo6ala6GO05NxDEaNFT1eAgnUozdjaAelH7ssoVdiYHQjOObdoUx77mvaCbf9v01L6vMdK1PC6bGtdWcPffbr1sWqg4R1VVfjfh54OdA/RFn/k9a7Wa+XB7A68+3D3v8bUmA/VmI+deA9SnXwme/v8X/ciNisITvtDlJ7hIo8WI26DnLq+Hu2o8tNky7+94PBjhBfu7mJbhHhlrtZo4EymN19YfbmnlhkrXrPf5kyk+0zPMNwfGiWT4xUbXtZtwzNJHUJQWSQAKIYQQYtlSVZVf/ddB+o5Oah2KBlTW3vNmILuLP6tpO2q8hVTMidF5knD8KS4MzciSohjxH/8AA4caqGjyUd06RDJuIhUzkogaGe+uJBF5pupg092PkrB8I+Pzrxr4CKajl08tVFEJ3PwHhpTvLirupTLFXs2h+64FYMuL/kBM/8MZ98f630f3Y60Lnqeu1UVoOo7NZWKk55mJuPXtboa6llf/roZ2D4l4ivGzAdR5no6V9XYmh0IoOui47gyK9+MZbetTx/+Ok3/MJFldHq5/+Ro2XrdC6zCKzulwlA90DvCnycCs93+4rYEPn87Nl0q7XDaeyqJS8G9banlTk5ev9I/RbDHRYjWx0mqm3my8rApsIp7ka2fHSAOf6x3JSbzLQbvVTFekOHYONFlM3FjpxKRTMOt0mBQFi06HSafQbDVxp9ez4DlGYwn+q2+Ubw2OE5snEeg26Dl57aYcRi+0IglAIYQQQixroekYP/iXJ4iF8t+frdhsfNnfk0xpmygyGDyM7/8HqtvOkLR9fcZ9ZtMqzv7lLUz0eC7ctuGOJ0k5vprRuW3mNhp//T6U1DNdb9KGJJO3/ZiJ+O9yEv9imU2t6HAST3Ze1nvRZFzBsZ++n2R09p5Lih7qVs1M8nlbnISmY4R9cWpWOhntmT1BsdzVtDjxT4RZdcN9qLb7Mj8w2cKJ//0AGbaWLHkGs56XffAKXNVWrUPRjKqqhFJpppMp/MkU/zsyxZf7x0jMc/l8bYWDh6dyM4TnCredJxeoADzPqtPx1O7/v737Do/rLtA9/p4zfUajZnVZcm9yr0kcUkhCuSHAEggEWEood+HCXpYOCwTYpewmwEKAXQiQEBJIgBvSlhYgdUMgju0kjh33Iku2iiWNysxo2jn3DzshriqemTOa+X6ex0+soznn99qxnMyrX2mT25C+tr9LP+z42+EOPtNQq/9oGTgz4NWMgE/NPo/mh/zaE0uMOWMRfzM36NPuWGEUgDcunqnX1FVm5VldiZRuONCt2w71KXmKP9+LQn49uK50vgFSzCgAAQBAydv1ZLfu/2HuD4MoNMve+gUlU51Oxzgjlyuk0fYPas9jc1+41vbKTbLK/2tc908ffb9Cjxw9EdgKx9V98Y0aSmzOSdZs8qbeqmfuuvik66EKr7wBtwa6Tp4Z5PKYqp9RroxlqXvv0Emfx1HL3ni7knpgwvf1PXGTeveXznLJ5gWVeu2HVsqYxN5y+WTbtp4YjGp3LKG4ZSmesRS3LI1m7OM/fv7nGfvoz1/0uc/NaVKTz6uv7+9STzKloXRGg+mMMhN8p+wxjDMWhBMxkQJwYcivX6+epw9ua+f03hyaF/RpVwEUgHODPj28bqFcWV6m/5POI/rEzo6Trl82rVy3LRt7VjoKH4eAAACAkjdvTb32PX1EuzaU1lIo0wiN/SKHZTJReZr/XcuvfLOevutiyTa17XertOotL1Us/eCY93eFfqqWtkZlwoPqrb1T8cT+nGfOhpT3F6puXaH+9kq5vaZqpoeVSVs60jF82v39MilLh3ZH8ht0ChrpOEfe6RMvAKtm7lLv/tJ5E9y5I6JnH+nU0ounOx3llKLpjH7VM6CtI6OaF/Tpc7s6J7kZgfSSqrCafR7ZqtfVT++ddKZslX/Si3daHdv26KiufmqvloZLd8ZmPhRKFf6PrfVZL/8k6cLqUx9A9aaGM59ujamDAhAAAEDShVfP16FdEUUjzn93P18MlTkdYdwS7tu14q0bNbD9TYoPBhVLPzKu+9KZIe2bfu3RD6bG3u2SJNtOaeYF98nz2Ad0pGNYXXuZ1ZMtVmZyb5zNmm+oue1b6txWOhvh//muPWpdPE0VtYVTLO2OjWrDYFQpy9Yl08r1tqYa7YyOTrr8C5imrt3VqbRtK1lAJz1P9E/phqGonhqe+OnCGL9CKABb/F5dWV+Vk2fP8HvV7PMcdxr0lfVVenWWlhrDeabTAQAAAAqBP+TRpW9f5HSMvDLsoNMRJmQ0uVOB2f+q2jVf1kQPL5mKUvZWde8fUiZdOKXE2ahqGZTTm+i5vWmVz71lcjebCZW1fVAty0vnmwTpREYP/OQ52Q4XYxnb1nMjcf3PwLAOxJOaGfAp6DJ1Z9eAPrHjoD68vX3Sz45bln57ZFDbRuJ6eGBq752ZzRmIKEwfaK2TJ0fL8g3D0Euq/jYLsN7r1pfncRhQMWEGIAAAwDEtbdVa86qZeuqPB5VOFH/BZFuFvwT4VDKZ7GyyX+hS6T55Qkmlot6xX1zAZq7br+r59yuW3KD6+R/S9j8tcSxL26seO6t9Lw0zreD8f9RM9ze0f+PUmUF7Ng7timjLw51a9tL8LwW2bVtxy9ZwOqOFIb8+suOgbj+cm1PbXzzrCTiVE09Tzrc6r1tX53g57kuqyvSb3oiGM5auX9CiKg+VUTFhBiAAAMCLnPPq2XrP1y7Qa/7vCi27ZLrKC2jpW3ZZMszxbTAP51RPn9pLfxvbuuWf+WXFkhskSa66H8ownSnX6xf0KuX9+Vk/xzBs+WZ/uKRmAj5+124N9uZneelgKq2fHe7TR4/N6gu6TNX7PLqjqz9n5V8hKoTlpjie0/9O3tdSJ78rtxXOhVVhvbK2Qn7T0KXTynM6FvKPOhcAAOAELo+plrZqtbRV6yVX2Yp0x3Tg2T7t39Knw7sisgpon6jJCFbFtfDynyuWeszpKBhDuL5f3TtqnY4xSbYaVv1S8RftvehxNcq28rmHnq2WlYdU2/ZHxVKPyc7SEknDkMqaH5OeviQrzyt06aSlP93ynF73kVU5ORU4lrF0/5FB3d0zoAf6hpW0bb2ruUZbRuLqS6bVmUjps7tOPp0UyCcn/8tf5XbpHU3Tcj5Ojdetv0aimhP05eSgETiLAhAAAOAMDMNQVUNIVQ0hrbisVYl4Wge39evAs0d04Nk+xYen1rKx2ev3KDjzRsVSpTOTZiorn75RVa0NGmivcDrKhM29cKfiyaePu2ak8rfPZmXTkGZe8gONJrcrlosv0+CfJOMSp7c1zJvDuwf1zIMdWn5pS1ael7QsPdw/rLt6IvrdkUHFMscf43FT5xHd1HkkK2NNRSXyx2pKcWr5pMuQPjm7USF37r95MpTO6KqGKh1JpnM+FvKPAhAAAGACfAG35q6u09zVdbItWz3tw9q/5YgObOlTb3uhbiBvq6JpWLMvul/xzO+V5v/rp4xY+kHVn/ugZly4SOnIeu3983LF+gt/WbrLm1aw5WdKnlC8xXrn5mV8X1lCMy/5rkaTe3M2hm32qGm+rUM7SmeWzF/u3qMZS6apsn5yBwhZlq3DuyK6LTWiHw9ENJAu/r1WUTyc+EpfGQ7q+gXTtSScn0O7qjxufXxWo56IlMZeu6XGsLM1Dx4AAKDERQcT2v1kj555qENDvXFnQhiWmpd2q7yxS/6KTsl7QMnMHmUyhVpOYiJ8mTfq6Ttf5nSMMS254nGlgzeddL37L1+b5GxGW9NmDsobTOjwtlqdaS6OYWa08i0/Viz5l0mMM0FWuRIHPi/TndDev9SqFN5ZVdYHtfaKmZqzqk6u0+xHZlu2hvri6j8UVf/hYz8ORTXQFVMmZSk0K6zPrXUrxRLD0zqvMqTHI+zTWkiWlPn17Mho3sZ77/QafWFusyNLcTO2zRLgIkQBCAAAkGWWZevAliN6+oEOde4YyOvY02ZGVLvu43kdE/nj887U07d9xukYY1p+5QNKuG8/6XrAuEKbf/5qjXcxXVltTPMuuV9p1xNKpXslSR5PvVzJ83Vk1zJ1PN0o2aYkW4GKhMpqo5q++jHF7fuy+KsZn/4NP5K/IqZgw5OyYi2K9zdpqCegwd50Ua7nDFV4teSiZs1aXquhvlENHCv5+g9HNXA4qnTKOuP9qfU1+reWM7+mlK0tD2rDUH4OXsH4LC0LaMtI/r6594c187U0TzP/UBooAAEAAHLoSMeInnngoHY+0a1MOvdvdmedu0++1q/kfBw4xxx6v1zeuNyBfm379cuVGPE5HekkDYt6VLn01EVlQK/R5l9coTMvqLO18LJn5aq9+YyzV93uaplGQKl0r2w7edrX5YNtmTLMU3yNZypkJtcrPbJUiYEWDfWUaeAQ6/D9S6v0mTZmGJ3JynBAO6Ojik7xg6eKxbKygJ7JUwFY5jK144KlzMJDVlEAAgAA5EF8OKmtj3Zqy0Odig3lrqhou/xJWWXfz9nzUVh8mav19J2XOh3jFGwte+u1Sqa6TvlZv/5OT/3icp2qBHR501r+xlvys4TXIZmuz2nXI61Ox3BUYHGl/nmJU8cqTB3TfR65TUP742f3342AaWhO0CdThgxDcj3/tWdIB+NJ9aYopceSzwLwpdVh3b58Tl7GQungb1wAAIA8CIS9WnP5LL39K+t12TVtqptZrlx8Y98b6s3+Q1Gwku5fqaJpyOkYp2DITJ5/2s+O6m6tuOr3OtXa2MWveqyoyz9JMuv/VTNWlvbyTiPNPJTx6Eik1J1IaXX52S0FnRP06dmRUT0zEtfTw3FtGo4d/TEUU28qrRl+r86tCGlZWUB+Zp2dUj5/V86pCOVxNJQKTgEGAADII5fb1IJzGrTgnAalkxlFemJ/2yD/8NGfD/bGZU9yyZfp7ZJSY78OxcG2k5p90e+0+fY3Oh3lJH27lyo0787Tfn7UuFMr3mDqqf/3Mj3/1rpmdr9S3p8X5Z55L2YYUmDux1R24EaN9JfmzKvE3mHNWVytPR72ARxL3LK1cSimcytCemIwqsn8jgVPc2DL8w6MJnVg9Ogsw3K3S0uDPvYgPEG+etG2kF9/31STn8FQUigAAQAAHOL2ulQzPaya6eHjrmdS1gvFYPe+Ie3Z1KORgcS4npkxDuUiKgpYPPMHNS29QIe2NGb92c3LDquu7XHJTMowkrKNhKSEbCWP/TOtAw98SJFD5Sfde/CpRi1ZVK10uv+0zx81f6nlrzePLmM2bLWsv03xZIk02EZKgbCtkdP/9hS1TMrSO/ZZuna+00mmjr8MRrUo5FckldHhCX6duCYwf20ondGGoZiWhwM6NJpiefAx+ej/lpYF9PMVc1TtoapB9vGnCgAAoMC4PKamNZdpWnOZ5q2p1/mvn6vu/UPa/WSPdm/qUTRymjLQsJRMdR53KeBvlWG6NDp6SJY1vhIRU0/5omtVt3y+7NFlGjw4X53PNisV9b7wecOVUUVDVOX1QwpWRdS9q0UD7RVnfGZZbUzVS76leLpPZ5pyNOuS27XlF+9WOnn8WwvDsOUxZyutMzdcCdfPtfxKl1KxCsWTW8b+xRYRlzfjdARHpZ/q19zZNdrtzuMsQNvWq0Lt+mOsWYkp+Hb4ueioPIahcytC2h6NKzLOw6XSk9j6/+nhuMpcptYdm3mIiZvmceu902u0MBTQZ3d3qGP09MXtinBQdyyfrUrKP+QIh4AAAABMIbZl6/DeQe3e2KM9G3uOO1CkonFYjRd85NhHhma0vlezZ39YpumVbdtKpfrV1/eIdu3+qlKpPmd+AcgLw3DL72mTDJcy1mElUz16cYvn8dSp49FPnLYENMyMVrzlRsWTm8Y1XsC7SlvvereSx0rHunlH1HzOrYont00os22X1kyj4We/p85tLqdjOMeQbnhDtQbztDN9oyum6wPflzH8P3J7pqkr9ErdOnqBnkzU5idAlgVNU8vCAT0zHFNsjG0jFpf5tXVkdNJjzfB7VeY25TEMuY79MHR0VpxhSE9Eoir2OntVOKhNw+NbFj3D79X7W+v0poZqBY4tv46mM/rS3sO6ufPISa9fUx7Uz5bPUbm7hP8+QM5RAAIAAExRlmXr8O7I0TJwU49q5+1VcO6/yOetV1vb9aquPvUhDKlURLv3XKdDh36e58QoJB5PvToe+bgGDp5cAi6/8kEl3D+b0PMC3sXaff97NPslG5T0/KLkyrzJiGz+gbp2OZ3COaGGgD51USBv4322/FEtGvzmSdeNstU66F6p3VazNicbtWm0WpYxdYqYMpepihOKo+eLOVuSIUPdiZSSOXzrHzANxSe5d+1Usao8qE3j3Bfxx0tm6ZW1p/4Gy+OREX14e/sLJzsvLvPrnpXzVEb5hxyjAAQAACgCVsbSQO8h2e6dKi9fIa+3esx7IpEntX3HZxWNlnADUeK8nga1P/RxhaZFVbfsv2WPzlA6EVY6cNMkn+iSin4eUJYMvlvbf3+u0ykc5VlZndc9AG8uv1Hewd+P+TrD8Mrln6l73O/Uz0YW5CHZ+F0W6NCeVIX2pcNjvziPgqYx5izEqW5VOKBNw/FxvfamJTN1eW3laT8fy1j6932HdePBXr2taZquW9CSpZTA6bG4HAAAoAiYLlPTGqZLmj7ueyor12jd2nvV3v4j7dt/gywrOfZNKCrJVJdaLrpOLpdH8USHZD4hndWELMq/8TDSC7TnkfNV6r9fkbCpM24wmWXB+DMaz7xU204qHd+pQLiwDqT5QPkmnT90nSTpO/5varnnsOaYHXIrI9PO6Dvxy7Qzdea9PXMlTwfkOsqYwDHAY3WhQZepL85t1qtrK7UzNvml2cBEUAACAACUMNP0aubM98vvb9LWbR8Z+wYUnVS6W/7AUo0mOpyOUhJsy1Tfpk8oGS/t8k+SQo8c0VcXVOjh+V79LpA+umY1RxZ7I0onDk/ong7r5NOtnXJt+UNaMPhtPd8r/R/3z2QMPXbca/7V+6A+5/myIyVgSRSAE3jteGvtNRUhrakITSYOMGF52m4VAAAAhayh4bVqbLzK6RhwiMvldzpCybC6Pq/e/Xk89bbAxXYMau19vfq3x5M6fzR3e6Bd6tsz4Xva04VRAH68/HEtGPz2cdeM4cdOel06eVhXBHbkK9ZxXIYhU3rhh3HCj1JjsdMaChAzAAEAACBJWjD/Wg0OblYsttvpKMizWGyf0xFKgjn6cu34c5PTMQpS9GBUr5b02HnenMwEbDMnXoztTRbGzKz0BN62zzA6JK3LXZjT+Ot5bar0TL5eOPFoghPrs5M+ts/8+aPXxnjmGM84+eNTjHKans9rMtcKhYcCEAAAAJIklyuopUtu0IYnXyfLSjgdB3kSCs5TNMZBMPnQs/lq2RZLf08nejCqq5aG9Mtw9k+QrkqMb/+/57nclUpkPFnPMZYV3j69KbBBs5J/lmGNSHJJo4lxZ6+ypuZS/hP31xuzAh5XR1yKcw+B06MABAAAwAvKyhZo/rxrtX3HZ5yOgjzxeCqdjlAyqmbt05GDrU7HKGirN48otapM5Wnp/nBGXa6zX0rZ4IopHZ/YzGbDU5u3M1oWeiN6S2Cj5icfVia2VUpMfujt5qqsZhsvqjag8FEAAgAA4DhNTW/SwMDj6u75b6ejIA9i8QNORygZrtob5Av9hxLR3DVL0xenNdLnV6Qr+7Po8iF6OKalv45Jkq45r0bfnW5r6CxXU748cEAanliRaJu53Rezxozr/eENaks9LCv61FmVfi9WpYjeF35au9M12pio0YDly8JTxzaRE3IBOIMCEAAAAMcxDEMLF35JQ8PPKB5vdzoOcigYnMuej/nkGlTrqnbterQ564+uqHOree29skJ3KfP0jYp0Tf1Cxv34EX3Ua8ozr1xbW7y6L5yeVBm4yrVzwvcYyUMTH2gCPhf+rWoiPx33abHj1RS5WU2SLpD0ntBSXR39fE5PVwYwdbAzJQAAAE7idoe1ZPENcrsL4xRM5IbbHXY6Qslx1d8gXzB7p916fKbmX3hAjRe+T1boLkmS2zs1Z/+dSjppKb41otm/69Gn/hSVaU18SXB9+tmJj5vq0zRzdML3jUere0T1I7/OybNfLBPdoreWTbz8nAwqRqDwUQACAADglMrLl+rcc+5XXd3lTkcBiofZr5aVByd/u2koPM2tulmmZq4e0dxXfVVmw5ck8+jBPbZlanQ4P8s+8y3en9AbRya2iC2gtOzoxAtASVrlOzKp+87kIv8hXW9+Wpl0JOvPPpX/ZeRnKwcKQKDwsQQYAAAAp+Xz1Wrpkm/ryJHXKRrdJbe7Qgfaf6B4fL/T0YApy93wbXkD1ykZn9iub6FKt2ZcdJMs36MvXDtxPlzywHXq3Z/thaWFY+WOUd2xdvyn874idFD2SHJSYy1w9+gPmj6pe0/lfeGnddHI9Upb8aw9cywuK5a3sQAUNgpAAAAAjKmm5hLV1FwiSaqoWKkNT14py8rN8jig6LmOqHXlIe3+c/24b6lpdalmzedluU+/L6eRWqj9GyuykbBgjewd1jnLavVX39jl6RtDu/T6xNc12QXRrWbXJO88nmFbur7y12qM/Djre/6NY/QiGgXA2WAJMAAAACakrGyBFi78stMxgCnN03SDPP7xvR1rXZ7QtHUfkM5Q/kmS7dmuued3ZiNeQXvNnrRkn34vQLed0Tcq7tVrRz6tdKp30uPU2Gd/EEiVmdAt5d9VY+THZ/2sSTHy9JafBhAoeBSAAAAAmLDGhr9Tc/NbnY6Bs2TbE1uCiuyxzR61ruw+7edNt6HqZpfmX7xHgfkflGGOb9mo2fBF1c8p7jZmdMuAPtp16sVsC70R3Rr6quojt+jkBdITE4w+ppvDN+orFX/QlaE9E75/ubdf3/N+Xq6hh84qx9mwaeYAHGPY9hm+dQIAAACchmUl1N5+sw60/0DpPG1oj2wzFAzOVCy2z+kgJcm2DZnxKxQ/dJliA2UK1QzIV7lPRvAp2d4nJCM1uQenZ2j//V/Q6EjxnAZ8okCVT//88tBx1y4PHNDbk19UJj2YgxFNfT9wgx4ZbRzXq68K7dbrR7+at8M+TscdmKev2x/VE6M1kpG7MnDvhcsUdDG/CChkFIAAAAA4K+n0sA4e/LHaD/5I6fSw03EwQcHgbMVi+yUHdidD7pgjV2nbb17udIycCS6q0KeXuY67dnvwy7Kim3I2plG2Rm8Z+dSZizTb1rWVj2hB5LuSCmeGrctdqXRgqQ66Fmpjeq7+EGvRoJ2906L3XbhMAQpAoKDxFQoAAICz4naHNWvWP2r9eQ9r5swPyuUqczoSJiAW26vKyjVOx0CWWWW/1Jxz+52OkTOjoeOXAL8muC+n5Z8k2SNP6n3lz5z28wGl9YOKn2hB5AYVUvknSZl0RMbwo2qN/ECvG/mkvl32Q6cjAcgzCkAAAABkhcdToTmzP6zz1z+kGTPeJ9MMOB0J4zQ0tEVeb53TMZBlnpbPqqbFNfYLpyB7Y5/eMfC3EvAq8568jPvSxA9VZiRPuj7TPaKbgl9VcPDevOQ4W77kxPc0PBN2GgQKHwUgAAAAssrjqdLcOR/X+esfUmvLu2Wa2VtmhtywrLiCwZlOx0C2GSnVrvmavIHiKwFtW5rxhx5dM+DWBf4umcOP5mXcdOKQvhn+qSqNxAvXLgt06N+NT8qKPpWXDNmQHm3Xv1Q8oMsCHTKzcBhQDrcXBJAl7AEIAACAnEokerT/wPfU2Xm7bPvkmTMoDBUVazU4uMHpGMiFwXdp++/PczpFbhjSgjf8UYbx87wO6/bW60H//5ZbltaPfE22lRj7pgLl9s/WNYmvKCbPpJ9x4KJl8pnMLwIKGQUgAAAA8mJw6Gk9+eTrJfG/n4WoPLxCQ8NPOR0DOZLp/oyGOmZp+IhLscHiOR24utml2vXvlmHw98rZOFz5Tn1s8NWTvr/9omXyUgACBY2vUAAAAORFRflyNTe/xekYOA1rCs9gwthc9V9W1er3qPUV16i81j32DVNE/Yp7Kf+yoGX0gaPrqifJYBdAoOBRAAIAACBv5sz+qDyeaqdj4BQyVszpCMiTmll9Tkc4a4Fytxa98s+yQ3c7HaUoPOR9Oxv5AUWOAhAAAAB54/FUqG3RdQoG5zodBSdIp0ecjoA88dX+j9MRzsqMVTHNeNnHZZff7HSUomCUrdZ/Da2Y1L0ew1CZy2T+HzAFsAcgAAAA8s62bQ2PbFVX193q7r5PyeQRpyNBhior1yoS2SD2aSxytkd77vu+UqNnf/prPpXXutV8zq9kB+9zOkpRSTd+TPvLXi+/acpnGvKb5tEfLkO+Y9cCpimfacpvHr3mdxnyGabcJtUfMFVQAAIAAMBRlpXWwMBj6uq6Rz2998uy4k5HKmnB4GxJtmKxfU5HQQ4ZybUykjNlp6uVSVXKSpQrnQgqPepXKu5RMu5SIiaNRjOy0s6+ZTRNQ7PO6ZG7+UsyTJaq58LMmR/Q7FkfkmG4nI4CIEcoAAEAAFAw0umoenvvV1f3Pervf0yS5XSkEmWosmKthoafkWWNOh0GDrJtybCrZWQaZWTqZadrZaemyUpVKJMIK5MIKTXqO1oaxsxjpWFadpa+dGtaXapb9QNZ3sez80CcVlXVeZo///MyDbcsK6lAYIZcLr/TsQBkCQUgAAAAClIi0a3u7v/W4a67NTKyzek4JcnrrZPPV6fh4WedjoIpxLYlw6qQoSrJqpQylTKssGwrLDsdkp0pk50JyEr5ZaX9slJeZVIeZVJuZZIupZOmMilD9W3bpWnXyzD5RoATpje/TQsWfMHpGACyhAIQAAAABW9kZIe6uu9VV9c9SiQOOx2n5JSXr1A83q5Uqt/pKCgRfn+zRkc7nY5R8latukNVlWudjgEgCygAAQAAMGXYtqVI5Akd7rpbPT2/VSbDybX54nKVyeerVyy2x+koKAFeb62SyV6nY5S8YHCW1q39b5YCA0WAAhAAAABTUiYzqiNH/qSu7nvU1/ewbDvtdKSi53ZXyTS9Sia7nY6CIudylSuTGXI6BiTNmPE+zZ3zcadjADhLFIAAAACY8pLJPnX3/EZdXfdoaGiz03GKmt/folSqX5lM1OkoKGKG4ZVtJ52OAUmG4dKaNb9SeXiJ01EAnAUKQAAAABSVWGyfurruUVfXPYqPtjsdpyi53ZVKpyNOx0DRMmUYHtl2wukgOMbjqVZT4xvU2PgGhUJznI4DYBIoAAEAAFCUbNvW0NBmHe66W93dv6awypJgYLZi8b1Ox0ARqyhfrcGhjU7HwGmsXPETVVef73QMABNEAQgAAICiZ1lJ9fU9rK6ue3Sk70+yLJYWTlZlxTpFBp9wOgaKWEXFGg0OPul0DJxGeflKrVn9SxmG4XQUABPgdjoAAAAAkGum6VVt7ctUW/sypdNRxeP7FR/t0Gi8Q7HYPnX3/JYZguOU5mAG5JghiqVCNjS0WX19D6mm5qVORwEwAcwABAAAQMnLZOLq7r5PBzt+opGR55yOU7BMMyDbTnHiMnKKWaaFr6ysTevW3iPDMJ2OAmCc+GoFAABAyXO5AmpqeqPWrb1Pq1bdodqalzkdqSCFQnMo/5B7TAAseCMj2/TkxqvU3fMbWVZSf/3r5bLtjNOxAJwBMwABAACAE9i2raefeY+GhrYoFJqrSOSvTkcqCMzMQi6ZZkjhcNux/f94mzpV+HyNsu20Vq+6XcHgLKfjADgNCkAAAADgFBKJHvX1PaRp0y7SX594lVKpAacjOS4cXqLh4WedjoEiVF6+UvH4AaVS/U5HwSR5vTVa3PYNVVSslsvldzoOgBNQAAIAAABj2LHjC+rovNXpGI5zuyuUTg86HQNFxOutlddbq5GRbU5HQZYYhltloQUqL1+mysq1qq9/NXsFAgWAr0IAAABgDP7AdLlcZU7HcJTXW0f5h6wLBFop/4qMbac1PLJVnYdu19ZtH9G2bR+TZSWdjgWUPApAAAAAYAwzWt+j89c/opkzP1iiRaBbgUCr0yFQhGzbcjoCcqyr+x499fS7lE4POx0FKGksAQYAAAAmIJWKqL39RzrYcYsymajTcXIuEJghyVA8vt/pKChC4fAyDQ8/43QM5EEoNF+rV90uj6fS6ShASaIABAAAACYhlRpQf/9jGonuVDS6SyMjOxWPt0ua6jOa3KqsXHXsEFZbg0ObZdtpp0OhSIXLFmt4ZKvTMZAn9fWv1pLF33Q6BlCSKAABAACALMlkRhWL7dFIdJeiI8eKwehOjY52OB1tQior1iky+ITTMVACQqH5ikZ3Oh0DebRkybdVX3e50zGAkkMBCAAAAORYOh1VNLZb0ZFdikZ3vjBrMJHocjraKXm99Uome3RsGiCQM+XlKzU0tNnpGMgjj6dK569/VC5XwOkoQElxOx0AAAAAKHZud0gV5ctVUb78uOup1NBxhWB0ZKdGoruUSvU5lPToqayWlRLlH3LNNANTbnYszl46PSTD8DgdAyg5FIAAAACAQzyeclVWrlFl5ZrjrieTfYpGdykS2aDOQ3fkbaZgOLxM0eguWVY8L+OhtJWHl7LUvAR5PNOUyYzIMCpkGIbTcYCSwRJgAAAAoIBZVlpHjvxJHZ23amDg8ZyNw75/yKdAoFWj8U7ZyjgdBQ5wuYK66MKnZBgup6MAJYMZgAAAAEABM0236upeobq6V2gkuksdHbepq+tuhUJzVV9/hWqmXaxtz31Kg4NPTnqMioq1lH/IK9MMUP6VsHB4CeUfkGfMAAQAAACmGMtKyzT/9r38dHpYm596p4aGnprU8yor1ykSoQBEfoTDSzQ8/KzTMeAgv69Js2d/WI2NVzodBSgZzAAEAAAAppgXl3+S5HaHtWL5zdr81NsmV6wwJQB5lBjtkmSIP3ilazRxSEPDW5RKDci2M/L5GlRb+wq5XD6nowFFixmAAAAAQJFIpSLatPnvNTLy3ITuq6xYq8jghhylAk7GLECcyOOp0uzZH9H05rc4HQUoSqbTAQAAAABkh8dTqZUrblEoNG9iN3IQZ0kzTa88nml5HdNgMRpOkEoNqLvrXg2PbFc6Pex0HKDoMAMQAAAAKDKJRK82bX6zYrF9p32NYXjk9zfJ46mSbEtDw8/kMSEKRTA4S0sWf1um6dHGTVcrlRrI08huud0hpdODeRoPU43P16D15z0g02RZMJANzAAEAAAAiozPV6uVK29TINB63HWvt07l5cvl8zXIttOKxw9oaOgpyr8S1VD/Wq1dc7fC4UUKheZqxfKb5HKF8jR6WmWh+XkaC1NRItGl/v7HnI4BFA0KQAAAAKAI+X0NWrXyp/L7p0uSysPLZFlxDQ09rUSiSxzAULpM069FC7+qtravy+0ue+F6efkyLVv2fZmm94Vr4bLFWrniVtXXXaFsrxVPJHuz+jwUl9aWd2vatIudjgEUDQpAAAAAoEj5/U1atfI21de/VkPDz7CvFhQMztXaNb9SU9MbZRgnF3qVFWsUOjYzr6bmMq1efYeqq9dryZJv6dxz7ld19QVZyxKP71cwODtrz0NxMUyPDIPKAsgWvpoAAACAIhYItGjJ4m9o3bpfq7Xl3fJ6a5yOBIc0Nr5B69bepbKyBad9zZ4912t4+Fm1tr5Hy5b+p1yu4AufCwRalUr1n/Zev79ZFRWrJpTJm+fDRzA1VFWdp9mzPux0DKCocAgIAAAAUEIsK63+/kd1+PCdGoj89YyFDoqHxzNNDQ2vld/fJL+vUX5/k3z+Jnk91TIMUwc7blVF+XINDDwut7tczc1vPukZ7Qdv1q5dXzrl8+fM/qhmzHi/JEtbt31M3d33jitXRcVqDQ5uPJtfGoqMz9egdWvv4ZsVQJZx9joAAABQQkzTrZqal6qm5qWSpGSyX7HYXsViexWN7lY0tlex2B7F4x2SLGfDImtSqT4dPHjTcdcMw6OqynWqb3iNykILVFa2UOXly066N5Ho0d69/6FDh3952uenM7FjS4pdalt0vWw7rZ6e34yZK5OJTvjXguLmcoVkWSmnYwBFhxmAAAAAAE6SySQUj+8/WghG9+hw152Kx9udjoUcMgyXvN5atba+R60t1yiTGVV7+w91oP37ymRiZ7y3oeF1Wtz2tRc+tqyUOjpuVf/AY4pENiiTiSocXqrWlnepp/f36u39nbzeWiU5CAQn8Hprtf68h+Ry+Z2OAhQVCkAAAAAAp5TJjKqv/2ENDz0r0/TqQPuNYxZBKBw+b73Wr39QlpWWbadk2WnZVlKWlZJtp2XZKdlW6ujnnr9mJSVJ06ZdrHh8v2Kx/cpkospkYkpnosqkj/08PaTRxGHF4x0aHe2QYZhqbnqzWlqukc/XcNwBI5aV0ujoIQUCrTIMQ6nUgP7y18sVDM5UJPKEU789KFDTpl2sZUu/J9P0OB0FKCoUgAAAAADOKB4/qPaDN+vQoV/IsuJOx8EYgsHZCocXq7bmMtXXX5Hz8WzbVjLVp+jITnV336d0ZkS2nVYy0Sufv1EB/3TNmPEP8ngqX7inr+9R7dz5RcXi+3KeD1PP3Dmf0IwZ/+B0DKCoUAACAAAAGJdUKqLOzp/pYMctSiaPOB0HJwgEZqqt7TpVVqx2NEcqFVFX193q7vnNCwd8lJev1KqVPznuVOHOQz9XV9c9GhzcJNtmzzcc5XaHtf68B+XxVDkdBSgqFIAAAAAAJsSyEurqulcH2n+oWGy303EgQy0t79Sc2R+VyxVwOswLbNtWZPBJHeq8XT29v5XXW6vq6gtUXXWeqqrOfeGU13Q6qkjkCfX1P6r+/kcVi+11ODmcVFW1Xm2L/l1+f5PTUYCiQgEIAAAAYFJs21Jf38M60P4DRSJ/dTpOSfL7W9S26DpVVa1zOsoZpVIDOnz4LnUeuv2Fgq+iYpWWLP7WSUVPPN6pZ7a8TyMj25yIWhTKQgvkftGS66nE72vUwoVfkcvlczoKUFQoAAEAAACctT17/0P793/H6Rglpbx8uVauuFVud8jpKONm27YikSfUeeh29fT8Xl5vtZYv/5HCZQuPe91AZIM2bbraoZRTm9/XpHPPvb+gZoMCcJ7pdAAAAAAAU5/PW+t0hJJTVXnulCr/JMkwDFVVnaMli7+pl5z/mFpartH25z6t/v7HJB2dVSpJVZVrVV19gZNRp6x58z5D+QfgJMwABAAAAHDWbNtWT+9vtWvnl5RIdjsdp+jV112h+fOvldc7zekoZ822bQ0OblQoNE/x0YPasePzKg8vVUfnbZJ4uzoR1VXna8WKW2QYhtNRABQYCkAAAAAAWZNOD2vf/u9qcHCzksleJZO9ymRiTscqCh5PlWqmvVT1Da/VtOqXOB0nZ4aHt2r7jms1NPSU01GmFMNw65x1v1YoNNfpKAAKEAUgAAAAgJxKp6PHysAjShwrBZOJEz5OHlEyeUS2nXY6bkEJBueotuZS1dRcqoqKlTIMl9OR8sK2LXUeukN79lyvdHrI6ThTQmvLuzVv3j87HQNAgaIABAAAAFAQbNtSKhU5bVkYi+/X0NDTTsfMMVOVlWtUU3OpamsuVTA4y+lAjkokj2j37q+qq+tup6MUNK+3Vued+we53WGnowAoUBSAAAAAAKaMgYEntGfv1zU4+KTTUbLG5QppWvWFqqm5VDU1F8vjqXI6UsEZGPiLtu+4VrHYHqejFKS2tq+rseHvnI4BoIBRAAIAAACYUmzbVn//I9qz9+saHt7qdJxJ8fkaVFNzmWprLlVV1TkyTZ/TkQqeZSXV3v4j7dv/bVlWwuk4BaOiYo1Wr7qDgz8AnBEFIAAAAIApybZt9fb+Xnv2/odisd1OxxlTOLzkWOl3icrK2ihsJikeP6gdO7+gvr6HnI5SAEytW3uPwuE2p4MAKHAUgAAAAACmNNvOqKvrXu3bd4Pio+1OxzmOafrV0nKNpje/VX5/o9NxisbR8vd+7dz1L0okupyO45jpzW/TggVfcDoGgCmAAhAAAABAUbCslA4d/qX27/uOEsluR7MYhktNTW/SrJn/KJ+vztEsxSydjmrfvm/pYMePZdsZp+PklcdTrfPO/YM8nkqnowCYAigAAQAAABSVTGZUnZ0/1f4D31Mq1Z/38evqXqU5sz9c8if45tPwyHZt3fpPikZ3OR0lbxYu/Iqam97kdAwAUwQFIAAAAICilE6P6GDHLert/b1GRrbnfIZYddVLNGfOx1RevjSn4+DU0umontv+KfX0/MbpKDlXHl6mNWvulGGYTkcBMEVQAAIAAAAoeul0VENDTykyuEmDgxs1OLhZmczIWT3TMFySXAqXLdScOR9TdfX52QmLSbNtW+0Hf6jdu6+TZDkdJ2fWrL5TFRUrnI4BYAqhAAQAAABQcmw7o5GRnRoc3KjI4EYNDm7U6Gjnca9ZuOBLqqv7X8eKPlOG4ZZhmDIMFzOvClx//5/17NYPObIEPNcaG69S26J/czoGgCmGAhAAAAAAJI2OHtbg4CZFBjcq4J+u1tZ3OR0JZ2F09JCe2fJ/NDy8xekoWeN2h3XeuX+U11vjdBQAUwwFIAAAAACgKGUyCe3Yea0OH/5/TkfJivnzrlVLyzucjgFgCqIABAAAAAAULdu21Xnodu3c+S+y7ZTTcSatLLRAa9feK9N0Ox0FwBTExhUAAAAAgKJlGIamN79Fq1fdLp+33uk4kzZ//hco/wBMGgUgAAAAAKDoVVSs1Nq196iyYq3TUSasvv41qqpa53QMAFMYBSAAAAAAoCT4fLVaufJWtUx/p9NRxs3lCmne3E85HQPAFEcBCAAAAAAoGabp0fz5n9Pitm/INL1OxxnTrJkfkM83dZcuAygMFIAAAAAAgJLT0PBaLV3ynzKMwi0Bg8FZamm5xukYAIoABSAAAAAAoCTV1LxUS5d+R4bhcTrKKc2f9/kpMUsRQOGjAAQAAAAAlKzamku1ZMm3ZBgup6Mcp7b25Zo27QKnYwAoEhSAAAAAAICSVlf7Ci1e/M2CKQFN06d5cz/jdAwARYQCEAAAAABQ8urrLlfboq+pEN4mz5jxfgUC052OAaCIOP83GwAAAAAABaCh4TVqW3SdJMOxDH5/i2a0vtex8QEUJwpAAAAAAACOaWx8nRYt/Kpj48+f91m5XH7HxgdQnCgAAQAAAAB4kaamq7RwwZfyPm519QWqqbk07+MCKH4UgAAAAAAAnKC5+c1aufI2BYOz8jZmNLpbqVR/3sYDUDoM27Ztp0MAAAAAAFCILCuh/Qdu1IED/ynLSuro/oC5extdVbVeK5bfLNN052wMAKWHAhAAAAAAgDHEYvt0sONWTW9+q/bv/666uu+TZOVkrBmt/1tz534yJ88GUJooAAEAAAAAGAfbtnXo0B3y+urkMv3a/NTbczbWkiXfVn3d5Tl7PoDSQgEIAAAAAMA4DQ8/pw1PXqmy0DylM1HF4/tzMo7LFdSaNb9SWWheTp4PoLRwCAgAAAAAAOMUDi/SvLmf1PDIVhlG7vbpy2Ri2rLl/Uqnh3M2BoDSQQEIAAAAAMAETJ/+Ds2c+UHFYntzOk4stk87dn4xp2MAKA0UgAAAAAAATIBhGJo96580c8b7cjqO212p1pZ35XQMAKWBc8UBAAAAAJggwzA0e/ZHJNnaf+C/sv58j6dKK1fcqnB4UdafDaD0MAMQAAAAAIBJOFoCflQzsjwT0O0u18qVt1H+AcgaCkAAAAAAACbJMAzNmf0xzWj9h6w90+9rVLhsYdaeBwAUgAAAAAAAnAXDMDRnzsfV2vrerDwvmerLynMA4HkUgAAAAAAAnCXDMDR3zifV2vLus35WKjUg27aykAoAjqIABAAAAAAgCwzD0Ny5nz7rEtDjqZZtp7OUCgAoAAEAAAAAyJrnS8CWlmsmeb9Xy5b+l0zTm+VkAEoZBSAAAAAAAFlkGIbmzf2MWqa/c8L3tra8UxUVK7MfCkBJowAEAAAAACDLDMPQvHmf1fTpb5/QfYlkb44SAShlFIAAAAAAAOSAYRiaP+9aTZ/+tnHfMzLyXA4TAShVFIAAAAAAAOTI0RLw82pu/vtxvT4a3S3LSuQ4FYBSQwEIAAAAAEAOGYahBfO/oObmt475WttOKxrdnYdUAEoJBSAAAAAAADn2txLwLWO+dniYZcAAsosCEAAAAACAPDAMUwvmf1FNTVef8XWx2N48JQJQKigAAQAAAADIE8MwtXDBv6qp8Y2nfU1V1Xl5TASgFFAAAgAAAACQR4ZhauHCL5+yBPT5GlRdvd6BVACKGQUgAAAAAAB59nwJ2Nh41XHXGxuulGG4HEoFoFi5nQ4AAAAAAEApMgxTixZ+RbItdff8RrNn/5Napr/T6VgAipBh27btdAgAAAAAAEqVbWeUSPbK72twOgqAIkUBCAAAAAAAABQx9gAEAAAAAAAAihgFIAAAAAAAAFDEKAABAAAAAACAIkYBCAAAAAAAABQxCkAAAAAAAACgiFEAAgAAAAAAAEWMAhAAAAAAAAAoYhSAAAAAAAAAQBGjAAQAAAAAAACKGAUgAAAAAAAAUMQoAAEAAAAAAIAiRgEIAAAAAAAAFDEKQAAAAAAAAKCIUQACAAAAAAAARYwCEAAAAAAAAChiFIAAAAAAAABAEaMABAAAAAAAAIoYBSAAAAAAAABQxCgAAQAAAAAAgCJGAQgAAAAAAAAUMQpAAAAAAAAAoIhRAAIAAAAAAABFjAIQAAAAAAAAKGIUgAAAAAAAAEARowAEAAAAAAAAihgFIAAAAAAAAFDEKAABAAAAAACAIkYBCAAAAAAAABQxCkAAAAAAAACgiFEAAgAAAAAAAEWMAhAAAAAAAAAoYhSAAAAAAAAAQBGjAAQAAAAAAACKGAUgAAAAAAAAUMQoAAEAAAAAAIAiRgEIAAAAAAAAFDEKQAAAAAAAAKCIUQACAAAAAAAARYwCEAAAAAAAAChiFIAAAAAAAABAEaMABAAAAAAAAIoYBSAAAAAAAABQxCgAAQAAAAAAgCJGAQgAAAAAAAAUMQpAAAAAAAAAoIhRAAIAAAAAAABFjAIQAAAAAAAAKGIUgAAAAAAAAEARowAEAAAAAAAAihgFIAAAAAAAAFDEKAABAAAAAACAIkYBCAAAAAAAABSx/w84QILmNH7ssAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mdf.plot(figsize=(8, 6), column=\"HANSON03\", categorical=True).axis(\"off\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the different colors symbolize membership in a different region. We can examine the cardinality structure of this partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.838254Z",
     "start_time": "2022-10-29T17:22:01.828306Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.725097Z",
     "iopub.status.busy": "2023-12-10T19:07:42.724382Z",
     "iopub.status.idle": "2023-12-10T19:07:42.735150Z",
     "shell.execute_reply": "2023-12-10T19:07:42.734234Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.725050Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[6, 7, 10, 2, 3, 4]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cards = mdf.groupby(by=\"HANSON03\").count().NAME.values.tolist()\n",
    "cards"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thus, we see there six regions (sets) of different sizes, the smallest region has only two states, while the largest (in a set-theory sense) has 10 states. We can explore the regional definitions in tabular form:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.861759Z",
     "start_time": "2022-10-29T17:22:01.844862Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.736877Z",
     "iopub.status.busy": "2023-12-10T19:07:42.736544Z",
     "iopub.status.idle": "2023-12-10T19:07:42.753922Z",
     "shell.execute_reply": "2023-12-10T19:07:42.753028Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.736850Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NAME</th>\n",
       "      <th>HANSON03</th>\n",
       "      <th>PCGDP2000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Baja California Norte</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29855.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Nuevo Leon</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38672.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Chihuahua</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30735.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Tamaulipas</td>\n",
       "      <td>1.0</td>\n",
       "      <td>23546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Coahuila De Zaragoza</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Sonora</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24068.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nayarit</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11478.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Baja California Sur</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Zacatecas</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11130.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Durango</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17379.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sinaloa</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15242.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Aguascalientes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>27782.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>San Luis Potosi</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15866.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jalisco</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21610.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Queretaro de Arteaga</td>\n",
       "      <td>3.0</td>\n",
       "      <td>26149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15585.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hidalgo</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Tlaxcala</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11701.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Veracruz-Llave</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Michoacan de Ocampo</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11838.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Morelos</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Puebla</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15685.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Colima</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21358.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Distrito Federal</td>\n",
       "      <td>4.0</td>\n",
       "      <td>54349.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Mexico</td>\n",
       "      <td>4.0</td>\n",
       "      <td>16322.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Chiapas</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8684.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Oaxaca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Guerrero</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11820.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Campeche</td>\n",
       "      <td>6.0</td>\n",
       "      <td>36163.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Yucatan</td>\n",
       "      <td>6.0</td>\n",
       "      <td>17509.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Tabasco</td>\n",
       "      <td>6.0</td>\n",
       "      <td>13360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Quintana Roo</td>\n",
       "      <td>6.0</td>\n",
       "      <td>33442.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     NAME  HANSON03  PCGDP2000\n",
       "0   Baja California Norte       1.0    29855.0\n",
       "29             Nuevo Leon       1.0    38672.0\n",
       "23              Chihuahua       1.0    30735.0\n",
       "30             Tamaulipas       1.0    23546.0\n",
       "24   Coahuila De Zaragoza       1.0    28460.0\n",
       "22                 Sonora       1.0    24068.0\n",
       "2                 Nayarit       2.0    11478.0\n",
       "1     Baja California Sur       2.0    26103.0\n",
       "27              Zacatecas       2.0    11130.0\n",
       "26                Durango       2.0    17379.0\n",
       "25                Sinaloa       2.0    15242.0\n",
       "4          Aguascalientes       2.0    27782.0\n",
       "28        San Luis Potosi       2.0    15866.0\n",
       "3                 Jalisco       3.0    21610.0\n",
       "6    Queretaro de Arteaga       3.0    26149.0\n",
       "5              Guanajuato       3.0    15585.0\n",
       "7                 Hidalgo       3.0    12348.0\n",
       "17               Tlaxcala       3.0    11701.0\n",
       "31         Veracruz-Llave       3.0    12191.0\n",
       "8     Michoacan de Ocampo       3.0    11838.0\n",
       "12                Morelos       3.0    18170.0\n",
       "15                 Puebla       3.0    15685.0\n",
       "11                 Colima       3.0    21358.0\n",
       "10       Distrito Federal       4.0    54349.0\n",
       "9                  Mexico       4.0    16322.0\n",
       "21                Chiapas       5.0     8684.0\n",
       "19                 Oaxaca       5.0     9010.0\n",
       "18               Guerrero       5.0    11820.0\n",
       "14               Campeche       6.0    36163.0\n",
       "13                Yucatan       6.0    17509.0\n",
       "20                Tabasco       6.0    13360.0\n",
       "16           Quintana Roo       6.0    33442.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdf[[\"NAME\", \"HANSON03\", \"PCGDP2000\"]].sort_values(by=\"HANSON03\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How good is `HANSON03` as a partition?\n",
    "\n",
    "One question we might ask about the partition, is how good of a job does it do at capturing the spatial distribution of incomes in Mexico? To answer this question, we are going to leverage the random regions functionality in `spopt`.\n",
    "\n",
    "### A random partition respecting cardinality constraints\n",
    "\n",
    "We will first create a new random partition that has the same cardinality structure/distribution as the `HANSON03` partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.868211Z",
     "start_time": "2022-10-29T17:22:01.864194Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.755683Z",
     "iopub.status.busy": "2023-12-10T19:07:42.755227Z",
     "iopub.status.idle": "2023-12-10T19:07:42.759731Z",
     "shell.execute_reply": "2023-12-10T19:07:42.758631Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.755649Z"
    }
   },
   "outputs": [],
   "source": [
    "ids = mdf.index.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.873446Z",
     "start_time": "2022-10-29T17:22:01.870343Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.761112Z",
     "iopub.status.busy": "2023-12-10T19:07:42.760788Z",
     "iopub.status.idle": "2023-12-10T19:07:42.764663Z",
     "shell.execute_reply": "2023-12-10T19:07:42.763943Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.761086Z"
    }
   },
   "outputs": [],
   "source": [
    "numpy.random.seed(RANDOM_SEED)\n",
    "rrmx = RandomRegion(ids, num_regions=6, cardinality=cards)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This creates a new `RandomRegion` instance. One of its attributes is the definition of the regions in the partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.880277Z",
     "start_time": "2022-10-29T17:22:01.876138Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.766192Z",
     "iopub.status.busy": "2023-12-10T19:07:42.765738Z",
     "iopub.status.idle": "2023-12-10T19:07:42.771881Z",
     "shell.execute_reply": "2023-12-10T19:07:42.771017Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.766162Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[27, 12, 18, 3, 15, 8],\n",
       " [0, 25, 21, 20, 7, 6, 24],\n",
       " [23, 10, 13, 11, 19, 16, 26, 14, 17, 22],\n",
       " [28, 31],\n",
       " [30, 9, 4],\n",
       " [1, 29, 5, 2]]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rrmx.regions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This will have the same cardinality as the `HANSON03` partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.886815Z",
     "start_time": "2022-10-29T17:22:01.882598Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.773577Z",
     "iopub.status.busy": "2023-12-10T19:07:42.773179Z",
     "iopub.status.idle": "2023-12-10T19:07:42.778832Z",
     "shell.execute_reply": "2023-12-10T19:07:42.778102Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.773546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set([len(region) for region in rrmx.regions]) == set(cards)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A simple helper function let's us attach the region labels for this new partition into the dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:01.892614Z",
     "start_time": "2022-10-29T17:22:01.889279Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.780594Z",
     "iopub.status.busy": "2023-12-10T19:07:42.780226Z",
     "iopub.status.idle": "2023-12-10T19:07:42.784764Z",
     "shell.execute_reply": "2023-12-10T19:07:42.783881Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.780565Z"
    }
   },
   "outputs": [],
   "source": [
    "def region_labels(df, solution, name=\"labels_\"):\n",
    "    n, k = df.shape\n",
    "    labels_ = numpy.zeros((n,), int)\n",
    "    for i, region in enumerate(solution.regions):\n",
    "        labels_[region] = i\n",
    "    df[name] = labels_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And, then we can visualize the new partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.046539Z",
     "start_time": "2022-10-29T17:22:01.894799Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.786034Z",
     "iopub.status.busy": "2023-12-10T19:07:42.785758Z",
     "iopub.status.idle": "2023-12-10T19:07:42.929474Z",
     "shell.execute_reply": "2023-12-10T19:07:42.928763Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.786008Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_labels(mdf, rrmx, name=\"rrmx\")\n",
    "mdf.plot(figsize=(8, 6), column=\"rrmx\", categorical=True).axis(\"off\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While the `rrmx` partition and the `HANSON03` partitions have identical cardinality structures, their spatial distributions are radically different. The `rrmx` map looks nothing like the `HANSON03` map.\n",
    "\n",
    "One of the key differences is that the sets in the `HANSON03` partition are each spatially connected components while this is not the case for the \"regions\" in the `rrmx` partition.\n",
    "\n",
    "### A random partition respecting cardinality and contiguity constraints\n",
    "\n",
    "A second way to form a random partition is to add an additional constraint in the form of the spatial connectivity between the states. To do so, we will construct a spatial weights object using the `Queen` contiguity criterion:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.072364Z",
     "start_time": "2022-10-29T17:22:02.048839Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.930995Z",
     "iopub.status.busy": "2023-12-10T19:07:42.930539Z",
     "iopub.status.idle": "2023-12-10T19:07:42.945577Z",
     "shell.execute_reply": "2023-12-10T19:07:42.944935Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.930971Z"
    }
   },
   "outputs": [],
   "source": [
    "with warnings.catch_warnings(record=True) as w:\n",
    "    w = libpysal.weights.Queen.from_dataframe(mdf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and then add this as an additional parameter to instantiate a new `RandomRegion`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.078864Z",
     "start_time": "2022-10-29T17:22:02.075044Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.947045Z",
     "iopub.status.busy": "2023-12-10T19:07:42.946729Z",
     "iopub.status.idle": "2023-12-10T19:07:42.951682Z",
     "shell.execute_reply": "2023-12-10T19:07:42.950937Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.947023Z"
    }
   },
   "outputs": [],
   "source": [
    "numpy.random.seed(RANDOM_SEED)\n",
    "rrmxc = RandomRegion(ids, num_regions=6, cardinality=cards, contiguity=w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.085451Z",
     "start_time": "2022-10-29T17:22:02.081152Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.953350Z",
     "iopub.status.busy": "2023-12-10T19:07:42.952991Z",
     "iopub.status.idle": "2023-12-10T19:07:42.958337Z",
     "shell.execute_reply": "2023-12-10T19:07:42.957474Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.953323Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[27, 5, 28, 8, 11, 24, 3, 4, 2, 29],\n",
       " [18, 19, 9, 21, 10, 12, 20],\n",
       " [0, 22, 1, 25, 23, 26],\n",
       " [13, 16, 14],\n",
       " [15, 17, 7, 6],\n",
       " [31, 30]]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rrmxc.regions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This will also have the same cardinality as the `HANSON03` partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.092276Z",
     "start_time": "2022-10-29T17:22:02.087757Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.960005Z",
     "iopub.status.busy": "2023-12-10T19:07:42.959596Z",
     "iopub.status.idle": "2023-12-10T19:07:42.965000Z",
     "shell.execute_reply": "2023-12-10T19:07:42.964190Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.959977Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set([len(region) for region in rrmxc.regions]) == set(cards)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But, more importantly, we see the partition yields spatially connected components for the regions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.241676Z",
     "start_time": "2022-10-29T17:22:02.094352Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:42.966532Z",
     "iopub.status.busy": "2023-12-10T19:07:42.966063Z",
     "iopub.status.idle": "2023-12-10T19:07:43.097475Z",
     "shell.execute_reply": "2023-12-10T19:07:43.096774Z",
     "shell.execute_reply.started": "2023-12-10T19:07:42.966506Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_labels(mdf, rrmxc, name=\"rrmxc\")\n",
    "mdf.plot(figsize=(8, 6), column=\"rrmxc\", categorical=True).axis(\"off\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing Partitions\n",
    "\n",
    "We now can get back to the question of how good the `HANSON03` partition does in capturing the spatial structure of state incomes in Mexico. Two alternative random partitions have been constructed using `RandomRegion` and we can compare these with the `HANSON03` partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.708649Z",
     "start_time": "2022-10-29T17:22:02.244012Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.105696Z",
     "iopub.status.busy": "2023-12-10T19:07:43.105334Z",
     "iopub.status.idle": "2023-12-10T19:07:43.465222Z",
     "shell.execute_reply": "2023-12-10T19:07:43.464423Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.105667Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 255,
       "width": 950
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axs = plt.subplots(1, 3, figsize=(12, 8))\n",
    "ax1, ax2, ax3 = axs\n",
    "\n",
    "mdf.plot(column=\"HANSON03\", categorical=True, ax=ax1)\n",
    "ax1.set_axis_off()\n",
    "ax1.set_aspect(\"equal\")\n",
    "ax1.set_title(\"HANSON03\")\n",
    "\n",
    "mdf.plot(column=\"rrmx\", categorical=True, ax=ax2)\n",
    "ax2.set_axis_off()\n",
    "ax2.set_aspect(\"equal\")\n",
    "ax2.set_title(\"Cardinality Constrained\")\n",
    "\n",
    "mdf.plot(column=\"rrmxc\", categorical=True, ax=ax3)\n",
    "ax3.set_axis_off()\n",
    "ax3.set_aspect(\"equal\")\n",
    "ax3.set_title(\"Cardinality and Contiguity Constrained\")\n",
    "\n",
    "plt.subplots_adjust(wspace=-0.2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to judge the `HANSON03` regions against those from the two random solutions, we need some objective function to serve as our benchmark. Given the interest in the spatial distribution of incomes, we might ask if a partition has minimized the internal heterogeneity of the incomes for states belonging to each set?\n",
    "\n",
    "We can use the PySAL [inequality](https://inequality.readthedocs.io/en/latest/) package to implement this measure:\n",
    "\n",
    "Let's focus on the last year in the sample and pull out the state incomes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.714246Z",
     "start_time": "2022-10-29T17:22:02.711319Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.466809Z",
     "iopub.status.busy": "2023-12-10T19:07:43.466421Z",
     "iopub.status.idle": "2023-12-10T19:07:43.470726Z",
     "shell.execute_reply": "2023-12-10T19:07:43.469532Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.466781Z"
    }
   },
   "outputs": [],
   "source": [
    "y = mdf.PCGDP2000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The [TheilD](https://inequality.readthedocs.io/en/latest/generated/inequality.theil.TheilD.html#inequality.theil.TheilD) statistic decomposes the inequality of the 32 state incomes into two parts:\n",
    "\n",
    "- inequality between states belonging to different regions (inequality between regions)\n",
    "- inequality between states belonging to the same region (inequality within regions)\n",
    "\n",
    "We can calculate this for the original partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.723802Z",
     "start_time": "2022-10-29T17:22:02.717192Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.471924Z",
     "iopub.status.busy": "2023-12-10T19:07:43.471596Z",
     "iopub.status.idle": "2023-12-10T19:07:43.478492Z",
     "shell.execute_reply": "2023-12-10T19:07:43.477599Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.471897Z"
    }
   },
   "outputs": [],
   "source": [
    "t_hanson = inequality.theil.TheilD(y, mdf.HANSON03)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The overall level of inequality is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.730829Z",
     "start_time": "2022-10-29T17:22:02.726688Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.480327Z",
     "iopub.status.busy": "2023-12-10T19:07:43.479718Z",
     "iopub.status.idle": "2023-12-10T19:07:43.485003Z",
     "shell.execute_reply": "2023-12-10T19:07:43.484239Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.480284Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.10660832349588024"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_hanson.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "which is decomposed into the \"between-regions\" component:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.738357Z",
     "start_time": "2022-10-29T17:22:02.733674Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.486632Z",
     "iopub.status.busy": "2023-12-10T19:07:43.486303Z",
     "iopub.status.idle": "2023-12-10T19:07:43.491821Z",
     "shell.execute_reply": "2023-12-10T19:07:43.490913Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.486602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.05373534])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_hanson.bg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and the \"within-regions\" component:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.746252Z",
     "start_time": "2022-10-29T17:22:02.741481Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.493273Z",
     "iopub.status.busy": "2023-12-10T19:07:43.492956Z",
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     "shell.execute_reply": "2023-12-10T19:07:43.497593Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.493245Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.05287298])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_hanson.wg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this partition, the two components are roughly equal. How does this compare to a random partition? Well, for a random partition with the same cardinality structure as `HANSON03` we can carry out the same decomposition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.755400Z",
     "start_time": "2022-10-29T17:22:02.749212Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.500202Z",
     "iopub.status.busy": "2023-12-10T19:07:43.499593Z",
     "iopub.status.idle": "2023-12-10T19:07:43.507043Z",
     "shell.execute_reply": "2023-12-10T19:07:43.506169Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.500173Z"
    }
   },
   "outputs": [],
   "source": [
    "t_rrmx = inequality.theil.TheilD(y, mdf.rrmx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The level of overall inequality will be the same:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.762948Z",
     "start_time": "2022-10-29T17:22:02.758773Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.508472Z",
     "iopub.status.busy": "2023-12-10T19:07:43.508144Z",
     "iopub.status.idle": "2023-12-10T19:07:43.512978Z",
     "shell.execute_reply": "2023-12-10T19:07:43.512162Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.508448Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.10660832349588024"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_rrmx.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, the decomposition is very different now, with the within component being much larger than the between component."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.770420Z",
     "start_time": "2022-10-29T17:22:02.765815Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.514618Z",
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     "shell.execute_reply": "2023-12-10T19:07:43.518876Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.514590Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.02096667])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_rrmx.bg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.787056Z",
     "start_time": "2022-10-29T17:22:02.781751Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.521196Z",
     "iopub.status.busy": "2023-12-10T19:07:43.520866Z",
     "iopub.status.idle": "2023-12-10T19:07:43.526339Z",
     "shell.execute_reply": "2023-12-10T19:07:43.525527Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.521169Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.08564165])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_rrmx.wg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How about when both cardinality and contiguity are taken into account when developing the random partition? We can pass in the partition definition for this solution into the decomposition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.795907Z",
     "start_time": "2022-10-29T17:22:02.789628Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.527705Z",
     "iopub.status.busy": "2023-12-10T19:07:43.527283Z",
     "iopub.status.idle": "2023-12-10T19:07:43.534658Z",
     "shell.execute_reply": "2023-12-10T19:07:43.533705Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.527678Z"
    }
   },
   "outputs": [],
   "source": [
    "t_rrmxc = inequality.theil.TheilD(y, mdf.rrmxc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, the total inequality remains the same:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.802333Z",
     "start_time": "2022-10-29T17:22:02.798461Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.535999Z",
     "iopub.status.busy": "2023-12-10T19:07:43.535677Z",
     "iopub.status.idle": "2023-12-10T19:07:43.541428Z",
     "shell.execute_reply": "2023-12-10T19:07:43.540318Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.535950Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.10660832349588024"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_rrmxc.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and the within-region component is even larger than either the `HANSON03` and `rrmx` partitions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.810766Z",
     "start_time": "2022-10-29T17:22:02.805001Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.542886Z",
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     "shell.execute_reply.started": "2023-12-10T19:07:43.542861Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.01313884])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_rrmxc.bg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:02.819332Z",
     "start_time": "2022-10-29T17:22:02.813745Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.549238Z",
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     "shell.execute_reply": "2023-12-10T19:07:43.552502Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.549214Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.09346949])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_rrmxc.wg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generating a Reference Distribution\n",
    "\n",
    "Both of the comparison partitions are examples of random partitions, subject to matching the cardinality (`rrmx`) or cardinality and contiguity constraints (`rmxc`). As such, the generated partitions should be viewed as samples from the population of all possible random partitions that also respect those constraints. Rather than relying on a single draw from each of these distributions, as we have done up to now, if we sample from these distributions, we can develop an empirical reference distribution to compare the original `HANSON03` partition against. In other words, we can ask if the latter partition is performing any better than a random partition that respects the cardinality and contiguity constraints.\n",
    "\n",
    "We can do this by adding in a `permutations` argument to the class `RandomRegions`. Note the plural here in that this class is intended to generate `permutations` solutions for the random regions that respect the relevant cardinality and contiguity constraints. We will generate `permutations=99` solutions and calculate the inequality decomposition for each of the 99 partitions, extracting the `wg` component to develop the reference distribution\n",
    "against which we can evaluate the observed `wg` value from the `HANSON03` partition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.412970Z",
     "start_time": "2022-10-29T17:22:02.822418Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.554679Z",
     "iopub.status.busy": "2023-12-10T19:07:43.554379Z",
     "iopub.status.idle": "2023-12-10T19:07:43.919485Z",
     "shell.execute_reply": "2023-12-10T19:07:43.918539Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.554658Z"
    }
   },
   "outputs": [],
   "source": [
    "numpy.random.seed(RANDOM_SEED)\n",
    "rrmxcs = RandomRegions(\n",
    "    ids, num_regions=6, cardinality=cards, contiguity=w, permutations=99\n",
    ")\n",
    "with warnings.catch_warnings():\n",
    "    warnings.simplefilter(\"ignore\")\n",
    "    wg = []\n",
    "    for i, solution in enumerate(rrmxcs.solutions_feas):\n",
    "        name = f\"rrmxc_{i}\"\n",
    "        region_labels(mdf, solution, name=name)\n",
    "        wg.append(inequality.theil.TheilD(y, mdf[name]).wg)\n",
    "wg = numpy.array(wg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mean of the within-region inequality component is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.420254Z",
     "start_time": "2022-10-29T17:22:03.415199Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.920850Z",
     "iopub.status.busy": "2023-12-10T19:07:43.920414Z",
     "iopub.status.idle": "2023-12-10T19:07:43.926034Z",
     "shell.execute_reply": "2023-12-10T19:07:43.925279Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.920832Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.08499903576350978"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wg.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "which is larger than the observed value for `HANSON03`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.428028Z",
     "start_time": "2022-10-29T17:22:03.423206Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.927277Z",
     "iopub.status.busy": "2023-12-10T19:07:43.926921Z",
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     "shell.execute_reply": "2023-12-10T19:07:43.930729Z",
     "shell.execute_reply.started": "2023-12-10T19:07:43.927253Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.05287298])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_hanson.wg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Examining the empirical distribution of the within-region inequality component for the random partitions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.433650Z",
     "start_time": "2022-10-29T17:22:03.430656Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:43.932418Z",
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     "shell.execute_reply.started": "2023-12-10T19:07:43.932393Z"
    }
   },
   "outputs": [],
   "source": [
    "rdf = pandas.DataFrame(data=wg, columns=[\"Within-region inequality\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.731265Z",
     "start_time": "2022-10-29T17:22:03.435995Z"
    },
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     "shell.execute_reply.started": "2023-12-10T19:07:43.937320Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 489,
       "width": 489
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = seaborn.displot(\n",
    "    rdf, kind=\"kde\", legend=False, x=\"Within-region inequality\", rug=True\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "provides a more comprehensive benchmark for evaluating the `HANSON03` partition. We see that the observed within-region component is extreme relative to what we would expect if the partitions were formed randomly subject to the\n",
    "cardinality and contiguity constraints:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.739137Z",
     "start_time": "2022-10-29T17:22:03.733792Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.180755Z",
     "iopub.status.busy": "2023-12-10T19:07:44.180410Z",
     "iopub.status.idle": "2023-12-10T19:07:44.186078Z",
     "shell.execute_reply": "2023-12-10T19:07:44.185240Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.180723Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.05287298])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_hanson.wg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.745907Z",
     "start_time": "2022-10-29T17:22:03.741572Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.187797Z",
     "iopub.status.busy": "2023-12-10T19:07:44.187352Z",
     "iopub.status.idle": "2023-12-10T19:07:44.193160Z",
     "shell.execute_reply": "2023-12-10T19:07:44.192225Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.187767Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.052392123130697854"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wg.min()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could even formalize this statement by developing a pseudo p-value for the observed component:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.753417Z",
     "start_time": "2022-10-29T17:22:03.748405Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.195048Z",
     "iopub.status.busy": "2023-12-10T19:07:44.194634Z",
     "iopub.status.idle": "2023-12-10T19:07:44.200897Z",
     "shell.execute_reply": "2023-12-10T19:07:44.200016Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.195021Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.02"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pvalue = (1 + (wg <= t_hanson.wg[0]).sum()) / 100\n",
    "pvalue"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "which would lead us to conclude that the observed value is significantly different from what would be expected under a random region null. \n",
    "\n",
    "So, yes,the `HANSON03` partition does appear to be capturing the spatial pattern of incomes in Mexico in the sense that its larger within-region inequality component is not due to random chance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-14T23:37:31.636239Z",
     "start_time": "2021-07-14T23:37:31.632726Z"
    }
   },
   "source": [
    "---------------------------------\n",
    "\n",
    "## 2. Demonstrating the `max_swaps` parameter\n",
    "\n",
    "Generate a 20 x 20 lattice in `spenc` with synthetic labels & plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:03.779669Z",
     "start_time": "2022-10-29T17:22:03.756297Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.202488Z",
     "iopub.status.busy": "2023-12-10T19:07:44.202076Z",
     "iopub.status.idle": "2023-12-10T19:07:44.232013Z",
     "shell.execute_reply": "2023-12-10T19:07:44.231325Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.202430Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>synth_data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>POLYGON ((0.00000 0.00000, 1.00000 0.00000, 1....</td>\n",
       "      <td>119.606435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>POLYGON ((0.00000 1.00000, 1.00000 1.00000, 1....</td>\n",
       "      <td>95.423219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>POLYGON ((0.00000 2.00000, 1.00000 2.00000, 1....</td>\n",
       "      <td>89.998863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>POLYGON ((0.00000 3.00000, 1.00000 3.00000, 1....</td>\n",
       "      <td>91.062546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>POLYGON ((0.00000 4.00000, 1.00000 4.00000, 1....</td>\n",
       "      <td>101.455462</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            geometry  synth_data\n",
       "0  POLYGON ((0.00000 0.00000, 1.00000 0.00000, 1....  119.606435\n",
       "1  POLYGON ((0.00000 1.00000, 1.00000 1.00000, 1....   95.423219\n",
       "2  POLYGON ((0.00000 2.00000, 1.00000 2.00000, 1....   89.998863\n",
       "3  POLYGON ((0.00000 3.00000, 1.00000 3.00000, 1....   91.062546\n",
       "4  POLYGON ((0.00000 4.00000, 1.00000 4.00000, 1....  101.455462"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hori, vert = 20, 20\n",
    "n_polys = hori * vert\n",
    "gdf = spopt.region.spenclib.utils.lattice(hori, vert)\n",
    "numpy.random.seed(RANDOM_SEED)\n",
    "gdf[\"synth_data\"] = numpy.random.laplace(100, 10, n_polys)\n",
    "gdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:04.180739Z",
     "start_time": "2022-10-29T17:22:03.782817Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.233633Z",
     "iopub.status.busy": "2023-12-10T19:07:44.233300Z",
     "iopub.status.idle": "2023-12-10T19:07:44.669604Z",
     "shell.execute_reply": "2023-12-10T19:07:44.668764Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.233608Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 813,
       "width": 830
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = [10, 10]\n",
    "gdf.plot(\n",
    "    column=\"synth_data\",\n",
    "    scheme=\"quantiles\",\n",
    "    cmap=\"Blues\",\n",
    "    edgecolor=\"grey\",\n",
    "    legend=True,\n",
    "    legend_kwds={\"fmt\": \"{:.2f}\"},\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the number of desired regions to 4."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:04.186325Z",
     "start_time": "2022-10-29T17:22:04.183250Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.671407Z",
     "iopub.status.busy": "2023-12-10T19:07:44.671069Z",
     "iopub.status.idle": "2023-12-10T19:07:44.674673Z",
     "shell.execute_reply": "2023-12-10T19:07:44.673767Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.671384Z"
    }
   },
   "outputs": [],
   "source": [
    "n_regions = 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define IDs & set cardinality to 100 areas per region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:04.193591Z",
     "start_time": "2022-10-29T17:22:04.189337Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.675699Z",
     "iopub.status.busy": "2023-12-10T19:07:44.675486Z",
     "iopub.status.idle": "2023-12-10T19:07:44.680274Z",
     "shell.execute_reply": "2023-12-10T19:07:44.679592Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.675680Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[100, 100, 100, 100]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ids = gdf.index.values.tolist()\n",
    "cards = [int(n_polys / n_regions)] * n_regions\n",
    "cards"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-14T23:27:21.537843Z",
     "start_time": "2021-07-14T23:27:21.533962Z"
    }
   },
   "source": [
    "Generate a `RandomRegion` instance (constraining only region count and cardinality) and plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:04.199058Z",
     "start_time": "2022-10-29T17:22:04.195917Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.681329Z",
     "iopub.status.busy": "2023-12-10T19:07:44.681042Z",
     "iopub.status.idle": "2023-12-10T19:07:44.684986Z",
     "shell.execute_reply": "2023-12-10T19:07:44.684277Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.681309Z"
    }
   },
   "outputs": [],
   "source": [
    "numpy.random.seed(RANDOM_SEED)\n",
    "rrlat = RandomRegion(ids, num_regions=n_regions, cardinality=cards)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:04.510151Z",
     "start_time": "2022-10-29T17:22:04.201535Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.686224Z",
     "iopub.status.busy": "2023-12-10T19:07:44.685944Z",
     "iopub.status.idle": "2023-12-10T19:07:44.947498Z",
     "shell.execute_reply": "2023-12-10T19:07:44.946851Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.686202Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 813,
       "width": 830
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_labels(gdf, rrlat, name=\"rrlat\")\n",
    "gdf.plot(column=\"rrlat\", cmap=\"tab20\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a `Queen` weights object to define spatial contiguity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:04.548597Z",
     "start_time": "2022-10-29T17:22:04.513415Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.948968Z",
     "iopub.status.busy": "2023-12-10T19:07:44.948584Z",
     "iopub.status.idle": "2023-12-10T19:07:44.982235Z",
     "shell.execute_reply": "2023-12-10T19:07:44.981415Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.948927Z"
    }
   },
   "outputs": [],
   "source": [
    "with warnings.catch_warnings(record=True) as w:\n",
    "    w = libpysal.weights.Queen.from_dataframe(gdf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Iterate over `max_swaps=[100, 350, 650, 999]` for 4 `RandomRegion` instances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:54.263980Z",
     "start_time": "2022-10-29T17:22:04.551100Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:07:44.983910Z",
     "iopub.status.busy": "2023-12-10T19:07:44.983229Z",
     "iopub.status.idle": "2023-12-10T19:08:29.166597Z",
     "shell.execute_reply": "2023-12-10T19:08:29.165302Z",
     "shell.execute_reply.started": "2023-12-10T19:07:44.983883Z"
    }
   },
   "outputs": [],
   "source": [
    "for swaps in [100, 350, 650, 999]:\n",
    "    swap_str = f\"rrlatms{swaps}\"\n",
    "    numpy.random.seed(RANDOM_SEED)\n",
    "    result = RandomRegion(\n",
    "        ids,\n",
    "        num_regions=n_regions,\n",
    "        cardinality=cards,\n",
    "        contiguity=w,\n",
    "        compact=True,\n",
    "        max_swaps=swaps,\n",
    "    )\n",
    "    region_labels(gdf, result, name=swap_str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assign labels and titles, then plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:54.271359Z",
     "start_time": "2022-10-29T17:22:54.267088Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:08:29.168658Z",
     "iopub.status.busy": "2023-12-10T19:08:29.167847Z",
     "iopub.status.idle": "2023-12-10T19:08:29.172650Z",
     "shell.execute_reply": "2023-12-10T19:08:29.171772Z",
     "shell.execute_reply.started": "2023-12-10T19:08:29.168640Z"
    }
   },
   "outputs": [],
   "source": [
    "labels = [\n",
    "    [\"synth_data\", \"rrlatms100\", \"rrlatms650\"],\n",
    "    [\"rrlat\", \"rrlatms350\", \"rrlatms999\"],\n",
    "]\n",
    "titles = [\n",
    "    [\"Data\", \"Max 100 Swaps\", \"Max 650 Swaps\"],\n",
    "    [\"Unconstrained\", \"Max 350 Swaps\", \"Max 999 Swaps\"],\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-29T17:22:55.400297Z",
     "start_time": "2022-10-29T17:22:54.273779Z"
    },
    "execution": {
     "iopub.execute_input": "2023-12-10T19:08:29.173577Z",
     "iopub.status.busy": "2023-12-10T19:08:29.173385Z",
     "iopub.status.idle": "2023-12-10T19:08:30.210632Z",
     "shell.execute_reply": "2023-12-10T19:08:30.209784Z",
     "shell.execute_reply.started": "2023-12-10T19:08:29.173557Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 900x750 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 653,
       "width": 889
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rows, cols = 2, 3\n",
    "f, axs = plt.subplots(rows, cols, figsize=(9, 7.5))\n",
    "for i in range(rows):\n",
    "    for j in range(cols):\n",
    "        label, title = labels[i][j], titles[i][j]\n",
    "        _ax = axs[i, j]\n",
    "        if i == j and i == 0:\n",
    "            kws = {\"scheme\": \"quantiles\", \"cmap\": \"Blues\", \"ec\": \"grey\"}\n",
    "            gdf.plot(column=label, ax=_ax, **kws)\n",
    "        else:\n",
    "            gdf.plot(column=label, ax=_ax, cmap=\"tab20\")\n",
    "        _ax.set_title(title)\n",
    "        _ax.set_axis_off()\n",
    "        _ax.set_aspect(\"equal\")\n",
    "plt.subplots_adjust(wspace=1, hspace=0.5)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As shown here, the results obtained from setting the maximum number of swaps clearly vary."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------------------------------"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "formats": "ipynb,md:myst"
  },
  "kernelspec": {
   "display_name": "Python [conda env:py312_spopt]",
   "language": "python",
   "name": "conda-env-py312_spopt-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}