Analisis_Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RXF8YrtqLghz"
   },
   "source": [
    "# **Analisis Industri Pariwisata Perkemahan Selama Masa Pandemi Covid-19 di Jawa Barat**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "DSlB95Tk8ryC"
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "from urllib.request import urlopen\n",
    "from plotly.subplots import make_subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Untuk melihat plot interactive, jangan running code ini!\n",
    "import plotly.io as pio\n",
    "pio.renderers.default = \"png\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Xe8hQIAm9Tqe"
   },
   "source": [
    "## **Persiapan Data**\n",
    "\n",
    "Dataset yang digunakan:\n",
    "\n",
    "| Nama Data | Sumber |\n",
    "|-|-|\n",
    "| Luas Lahan Perkemahan | [Open Data Jabar](https://opendata.jabarprov.go.id/id/dataset/luas-lahan-perkemahan-berdasarkan-kabupatenkota-di-jawa-barat-) |\n",
    "| Jumlah Pengunjung Perkemahan | [Open Data Jabar](https://opendata.jabarprov.go.id/id/dataset/jumlah-pengunjung-perkemahan-berdasarkan-jenis-wisatawan-di-jawa-barat) |\n",
    "| Jumlah Tenaga Kerja Perkemahan | [Open Data Jabar](https://opendata.jabarprov.go.id/id/dataset/jumlah-tenaga-kerja-perkemahan-berdasarkan-jenis-kelamin-di-jawa-barat) |\n",
    "| Jumlah Perkemahan | [Open Data Jabar](https://opendata.jabarprov.go.id/id/dataset/jumlah-perkemahan-berdasarkan-kabupatenkota-di-jawa-barat) |\n",
    "| Covid-19 | [Open Data Jabar](https://opendata.jabarprov.go.id/id/dataset/perkembangan-harian-kasus-terkonfirmasi-positif-covid-19-berdasarkan-kabupatenkota-di-jawa-barat) |\n",
    "| Vaksinasi | [Kementrian Kesehatan](https://vaksin.kemkes.go.id/#/provinces) |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yrBD6KmdAPCv"
   },
   "source": [
    "**1. Data Luas Lahan Perkemahan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
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    "id": "1jreRGI79Ld-",
    "outputId": "d696c3d5-b23d-40d2-d957-4660f463f180"
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   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>kode_provinsi</th>\n",
       "      <th>nama_provinsi</th>\n",
       "      <th>kode_kabupaten_kota</th>\n",
       "      <th>nama_kabupaten_kota</th>\n",
       "      <th>luas_area</th>\n",
       "      <th>satuan</th>\n",
       "      <th>tahun</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>102</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3275</td>\n",
       "      <td>KOTA BEKASI</td>\n",
       "      <td>3.8</td>\n",
       "      <td>HEKTAR</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>103</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3276</td>\n",
       "      <td>KOTA DEPOK</td>\n",
       "      <td>0.0</td>\n",
       "      <td>HEKTAR</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>104</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3277</td>\n",
       "      <td>KOTA CIMAHI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>HEKTAR</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>105</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3278</td>\n",
       "      <td>KOTA TASIKMALAYA</td>\n",
       "      <td>368.0</td>\n",
       "      <td>HEKTAR</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>106</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3279</td>\n",
       "      <td>KOTA BANJAR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>HEKTAR</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "      id  kode_provinsi nama_provinsi  kode_kabupaten_kota  \\\n",
       "102  102             32    JAWA BARAT                 3275   \n",
       "103  103             32    JAWA BARAT                 3276   \n",
       "104  104             32    JAWA BARAT                 3277   \n",
       "105  105             32    JAWA BARAT                 3278   \n",
       "106  106             32    JAWA BARAT                 3279   \n",
       "\n",
       "    nama_kabupaten_kota  luas_area  satuan  tahun  \n",
       "102         KOTA BEKASI        3.8  HEKTAR   2017  \n",
       "103          KOTA DEPOK        0.0  HEKTAR   2017  \n",
       "104         KOTA CIMAHI        0.0  HEKTAR   2017  \n",
       "105    KOTA TASIKMALAYA      368.0  HEKTAR   2017  \n",
       "106         KOTA BANJAR        0.0  HEKTAR   2017  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat1 = pd.read_csv('datasets/perkemahan_berdasarkan_luas_data.csv')\n",
    "dat1.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kLM7CnJsBBbg"
   },
   "source": [
    "**2. Data Jumlah Pengunjung Perkemahan**"
   ]
  },
  {
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   "execution_count": 4,
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       "      <th>kode_provinsi</th>\n",
       "      <th>nama_provinsi</th>\n",
       "      <th>kode_kabupaten_kota</th>\n",
       "      <th>nama_kabupaten_kota</th>\n",
       "      <th>jenis_wisatawan</th>\n",
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       "      <th>371</th>\n",
       "      <td>372</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3277</td>\n",
       "      <td>KOTA CIMAHI</td>\n",
       "      <td>NUSANTARA</td>\n",
       "      <td>275</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2020</td>\n",
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       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>373</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3278</td>\n",
       "      <td>KOTA TASIKMALAYA</td>\n",
       "      <td>MANCANEGARA</td>\n",
       "      <td>0</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2020</td>\n",
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       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>374</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3278</td>\n",
       "      <td>KOTA TASIKMALAYA</td>\n",
       "      <td>NUSANTARA</td>\n",
       "      <td>0</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2020</td>\n",
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       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>375</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3279</td>\n",
       "      <td>KOTA BANJAR</td>\n",
       "      <td>MANCANEGARA</td>\n",
       "      <td>0</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>376</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3279</td>\n",
       "      <td>KOTA BANJAR</td>\n",
       "      <td>NUSANTARA</td>\n",
       "      <td>0</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "      id  kode_provinsi nama_provinsi  kode_kabupaten_kota  \\\n",
       "371  372             32    JAWA BARAT                 3277   \n",
       "372  373             32    JAWA BARAT                 3278   \n",
       "373  374             32    JAWA BARAT                 3278   \n",
       "374  375             32    JAWA BARAT                 3279   \n",
       "375  376             32    JAWA BARAT                 3279   \n",
       "\n",
       "    nama_kabupaten_kota jenis_wisatawan  jumlah_pengunjung satuan  tahun  \n",
       "371         KOTA CIMAHI       NUSANTARA                275  ORANG   2020  \n",
       "372    KOTA TASIKMALAYA     MANCANEGARA                  0  ORANG   2020  \n",
       "373    KOTA TASIKMALAYA       NUSANTARA                  0  ORANG   2020  \n",
       "374         KOTA BANJAR     MANCANEGARA                  0  ORANG   2020  \n",
       "375         KOTA BANJAR       NUSANTARA                  0  ORANG   2020  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat2 = pd.read_csv('datasets/jml_pengunjung_perkemahan__jenis_wisatawan_data.csv')\n",
    "dat2.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LGUG502UCK6V"
   },
   "source": [
    "**3. Data Jumlah Tenaga Kerja Perkemahan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
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       "      <th>kode_provinsi</th>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3201</td>\n",
       "      <td>KABUPATEN BOGOR</td>\n",
       "      <td>PRIA</td>\n",
       "      <td>15</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2014</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3201</td>\n",
       "      <td>KABUPATEN BOGOR</td>\n",
       "      <td>WANITA</td>\n",
       "      <td>0</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3202</td>\n",
       "      <td>KABUPATEN SUKABUMI</td>\n",
       "      <td>PRIA</td>\n",
       "      <td>30</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3202</td>\n",
       "      <td>KABUPATEN SUKABUMI</td>\n",
       "      <td>WANITA</td>\n",
       "      <td>7</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3203</td>\n",
       "      <td>KABUPATEN CIANJUR</td>\n",
       "      <td>PRIA</td>\n",
       "      <td>16</td>\n",
       "      <td>ORANG</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   id  kode_provinsi nama_provinsi  kode_kabupaten_kota nama_kabupaten_kota  \\\n",
       "0   1             32    JAWA BARAT                 3201     KABUPATEN BOGOR   \n",
       "1   2             32    JAWA BARAT                 3201     KABUPATEN BOGOR   \n",
       "2   3             32    JAWA BARAT                 3202  KABUPATEN SUKABUMI   \n",
       "3   4             32    JAWA BARAT                 3202  KABUPATEN SUKABUMI   \n",
       "4   5             32    JAWA BARAT                 3203   KABUPATEN CIANJUR   \n",
       "\n",
       "  jenis_kelamin  jumlah_tenaga_kerja satuan  tahun  \n",
       "0          PRIA                   15  ORANG   2014  \n",
       "1        WANITA                    0  ORANG   2014  \n",
       "2          PRIA                   30  ORANG   2014  \n",
       "3        WANITA                    7  ORANG   2014  \n",
       "4          PRIA                   16  ORANG   2014  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat3 = pd.read_csv('datasets/jml_tk_perkemahan__jk_data.csv')\n",
    "dat3.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rwQU7_S3DWs4"
   },
   "source": [
    "**4. Data Jumlah Perkemahan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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       "      <td>KOTA DEPOK</td>\n",
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       "      <td>JAWA BARAT</td>\n",
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       "      <th>187</th>\n",
       "      <td>188</td>\n",
       "      <td>32</td>\n",
       "      <td>JAWA BARAT</td>\n",
       "      <td>3279</td>\n",
       "      <td>KOTA BANJAR</td>\n",
       "      <td>0</td>\n",
       "      <td>UNIT</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  kode_provinsi nama_provinsi  kode_kabupaten_kota  \\\n",
       "183  184             32    JAWA BARAT                 3275   \n",
       "184  185             32    JAWA BARAT                 3276   \n",
       "185  186             32    JAWA BARAT                 3277   \n",
       "186  187             32    JAWA BARAT                 3278   \n",
       "187  188             32    JAWA BARAT                 3279   \n",
       "\n",
       "    nama_kabupaten_kota  jumlah_perkemahan satuan  tahun  \n",
       "183         KOTA BEKASI                  0   UNIT   2020  \n",
       "184          KOTA DEPOK                  0   UNIT   2020  \n",
       "185         KOTA CIMAHI                  1   UNIT   2020  \n",
       "186    KOTA TASIKMALAYA                  1   UNIT   2020  \n",
       "187         KOTA BANJAR                  0   UNIT   2020  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat4 = pd.read_csv('datasets/jumlah_perkemahan_berdasarkan_kabupatenkota_data.csv')\n",
    "dat4.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xlGJ-1SnEAui"
   },
   "source": [
    "## **Missing Values**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "wgtZGG8rDiwM",
    "outputId": "42835770-d03a-412d-fee5-35ba8e662266"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id                     0\n",
      "kode_provinsi          0\n",
      "nama_provinsi          0\n",
      "kode_kabupaten_kota    0\n",
      "nama_kabupaten_kota    0\n",
      "luas_area              0\n",
      "satuan                 0\n",
      "tahun                  0\n",
      "dtype: int64 \n",
      "\n",
      "id                     0\n",
      "kode_provinsi          0\n",
      "nama_provinsi          0\n",
      "kode_kabupaten_kota    0\n",
      "nama_kabupaten_kota    0\n",
      "jenis_wisatawan        0\n",
      "jumlah_pengunjung      0\n",
      "satuan                 0\n",
      "tahun                  0\n",
      "dtype: int64 \n",
      "\n",
      "id                     0\n",
      "kode_provinsi          0\n",
      "nama_provinsi          0\n",
      "kode_kabupaten_kota    0\n",
      "nama_kabupaten_kota    0\n",
      "jenis_kelamin          0\n",
      "jumlah_tenaga_kerja    0\n",
      "satuan                 0\n",
      "tahun                  0\n",
      "dtype: int64 \n",
      "\n",
      "id                     0\n",
      "kode_provinsi          0\n",
      "nama_provinsi          0\n",
      "kode_kabupaten_kota    0\n",
      "nama_kabupaten_kota    0\n",
      "jenis_kelamin          0\n",
      "jumlah_tenaga_kerja    0\n",
      "satuan                 0\n",
      "tahun                  0\n",
      "dtype: int64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "data = [dat1, dat2, dat3, dat3]\n",
    "for i in data:\n",
    "    print(i.isnull().sum(), '\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KEWBuI1GfPIf"
   },
   "source": [
    "## **Mengambil Informasi Penting Dari Dataset**\n",
    "\n",
    "* tahun\n",
    "* kode_kabupaten_kota, \n",
    "* nama_kabupaten_kota,\n",
    "* jumlah_perkemahan, \n",
    "* jumlah_tenaga_kerja (pria & wanita), dan;\n",
    "* jumlah_pengunjung (nusantara & mancanegara). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "pekerja_pria = dat3[dat3.jenis_kelamin == 'PRIA']\n",
    "pekerja_wanita = dat3[dat3.jenis_kelamin == 'WANITA']\n",
    "wisatawan_nusantara = dat2[dat2.jenis_wisatawan == 'NUSANTARA']\n",
    "wisatawan_mancanegara = dat2[dat2.jenis_wisatawan == 'MANCANEGARA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = dat4[['tahun', 'kode_kabupaten_kota', 'nama_kabupaten_kota', 'jumlah_perkemahan']].copy()\n",
    "df['tenaga_kerja_pria'], df['tenaga_kerja_wanita'], df['jumlah_tenaga_kerja'] = np.zeros(len(df)), np.zeros(len(df)), np.zeros(len(df))\n",
    "df['wisatawan_nusantara'], df['wisatawan_mancanegara'], df['jumlah_wisatawan'] = np.zeros(len(df)), np.zeros(len(df)), np.zeros(len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [df, pekerja_pria, pekerja_wanita, wisatawan_nusantara, wisatawan_mancanegara]\n",
    "for i in data:\n",
    "    i.set_index(['tahun', 'kode_kabupaten_kota'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "indeks = df.index\n",
    "for i in indeks:\n",
    "    df.loc[i, 'tenaga_kerja_pria'] = pekerja_pria.loc[i, 'jumlah_tenaga_kerja']\n",
    "    df.loc[i, 'tenaga_kerja_wanita'] = pekerja_wanita.loc[i, 'jumlah_tenaga_kerja']\n",
    "    df.loc[i, 'wisatawan_nusantara'] = wisatawan_nusantara.loc[i, 'jumlah_pengunjung']\n",
    "    df.loc[i, 'wisatawan_mancanegara'] = wisatawan_mancanegara.loc[i, 'jumlah_pengunjung']\n",
    "    \n",
    "df.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "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>jumlah_perkemahan</th>\n",
       "      <th>tenaga_kerja_pria</th>\n",
       "      <th>tenaga_kerja_wanita</th>\n",
       "      <th>jumlah_tenaga_kerja</th>\n",
       "      <th>wisatawan_nusantara</th>\n",
       "      <th>wisatawan_mancanegara</th>\n",
       "      <th>jumlah_wisatawan</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tahun</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>55</td>\n",
       "      <td>294.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>322721.0</td>\n",
       "      <td>3911.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>54</td>\n",
       "      <td>292.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>322386.0</td>\n",
       "      <td>3911.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>65</td>\n",
       "      <td>273.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>319588.0</td>\n",
       "      <td>5080.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>68</td>\n",
       "      <td>284.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>392840.0</td>\n",
       "      <td>5072.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>143</td>\n",
       "      <td>172.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87010.0</td>\n",
       "      <td>1546.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>145</td>\n",
       "      <td>321.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255602.0</td>\n",
       "      <td>495.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>165</td>\n",
       "      <td>44.0</td>\n",
       "      <td>150747.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150747.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       jumlah_perkemahan  tenaga_kerja_pria  tenaga_kerja_wanita  \\\n",
       "tahun                                                              \n",
       "2014                  55              294.0                 61.0   \n",
       "2015                  54              292.0                 61.0   \n",
       "2016                  65              273.0                 70.0   \n",
       "2017                  68              284.0                 78.0   \n",
       "2018                 143              172.0                 48.0   \n",
       "2019                 145              321.0                 96.0   \n",
       "2020                 165               44.0             150747.0   \n",
       "\n",
       "       jumlah_tenaga_kerja  wisatawan_nusantara  wisatawan_mancanegara  \\\n",
       "tahun                                                                    \n",
       "2014                   0.0             322721.0                 3911.0   \n",
       "2015                   0.0             322386.0                 3911.0   \n",
       "2016                   0.0             319588.0                 5080.0   \n",
       "2017                   0.0             392840.0                 5072.0   \n",
       "2018                   0.0              87010.0                 1546.0   \n",
       "2019                   0.0             255602.0                  495.0   \n",
       "2020                   0.0             150747.0                   44.0   \n",
       "\n",
       "       jumlah_wisatawan  \n",
       "tahun                    \n",
       "2014                0.0  \n",
       "2015                0.0  \n",
       "2016                0.0  \n",
       "2017                0.0  \n",
       "2018                0.0  \n",
       "2019                0.0  \n",
       "2020                0.0  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('tahun').sum().drop('kode_kabupaten_kota', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Manipulasi Data**\n",
    "\n",
    "Jumlah tenaga kerja wanita pada tahun 2020 memiliki nilai yang sangat jauh berbeda dengan tahun-tahun sebelumnya, tetapi nilainya serupa dengan jumlah wisatawan nusantara pada tahun 2020. Kemungkinan ada kesalahan dalam menginput dataset tersebut. Sehingga, kita harus memperbaiki nilai tersebut agar skala datanya sesuai dengan tahun sebelumnya."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "pekerja_wanita_20 = df[df.tahun == 2020].tenaga_kerja_wanita.apply(lambda x: round(x/5e3))\n",
    "for i in pekerja_wanita_20.index:\n",
    "    df.loc[i, 'tenaga_kerja_wanita'] = pekerja_wanita_20[i]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Menghitung jumlah total kerja dan jumlah wisatawan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.jumlah_tenaga_kerja = df.tenaga_kerja_pria + df.tenaga_kerja_wanita\n",
    "df.jumlah_wisatawan = df.wisatawan_nusantara + df.wisatawan_mancanegara"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "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>jumlah_perkemahan</th>\n",
       "      <th>tenaga_kerja_pria</th>\n",
       "      <th>tenaga_kerja_wanita</th>\n",
       "      <th>jumlah_tenaga_kerja</th>\n",
       "      <th>wisatawan_nusantara</th>\n",
       "      <th>wisatawan_mancanegara</th>\n",
       "      <th>jumlah_wisatawan</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tahun</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>55</td>\n",
       "      <td>294.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>355.0</td>\n",
       "      <td>322721.0</td>\n",
       "      <td>3911.0</td>\n",
       "      <td>326632.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>54</td>\n",
       "      <td>292.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>322386.0</td>\n",
       "      <td>3911.0</td>\n",
       "      <td>326297.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>65</td>\n",
       "      <td>273.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>319588.0</td>\n",
       "      <td>5080.0</td>\n",
       "      <td>324668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>68</td>\n",
       "      <td>284.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>362.0</td>\n",
       "      <td>392840.0</td>\n",
       "      <td>5072.0</td>\n",
       "      <td>397912.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>143</td>\n",
       "      <td>172.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>87010.0</td>\n",
       "      <td>1546.0</td>\n",
       "      <td>88556.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>145</td>\n",
       "      <td>321.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>255602.0</td>\n",
       "      <td>495.0</td>\n",
       "      <td>256097.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>165</td>\n",
       "      <td>44.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>150747.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>150791.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       jumlah_perkemahan  tenaga_kerja_pria  tenaga_kerja_wanita  \\\n",
       "tahun                                                              \n",
       "2014                  55              294.0                 61.0   \n",
       "2015                  54              292.0                 61.0   \n",
       "2016                  65              273.0                 70.0   \n",
       "2017                  68              284.0                 78.0   \n",
       "2018                 143              172.0                 48.0   \n",
       "2019                 145              321.0                 96.0   \n",
       "2020                 165               44.0                 31.0   \n",
       "\n",
       "       jumlah_tenaga_kerja  wisatawan_nusantara  wisatawan_mancanegara  \\\n",
       "tahun                                                                    \n",
       "2014                 355.0             322721.0                 3911.0   \n",
       "2015                 353.0             322386.0                 3911.0   \n",
       "2016                 343.0             319588.0                 5080.0   \n",
       "2017                 362.0             392840.0                 5072.0   \n",
       "2018                 220.0              87010.0                 1546.0   \n",
       "2019                 417.0             255602.0                  495.0   \n",
       "2020                  75.0             150747.0                   44.0   \n",
       "\n",
       "       jumlah_wisatawan  \n",
       "tahun                    \n",
       "2014           326632.0  \n",
       "2015           326297.0  \n",
       "2016           324668.0  \n",
       "2017           397912.0  \n",
       "2018            88556.0  \n",
       "2019           256097.0  \n",
       "2020           150791.0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('tahun').sum().drop('kode_kabupaten_kota', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Uj1Qav6aM74E"
   },
   "source": [
    "# **Analisis Data Wisata Perkemahan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "R3ZNcl2jEFr8"
   },
   "outputs": [],
   "source": [
    "luas_lahan = dat1.groupby('tahun').sum().reset_index()\n",
    "luas_lahan = luas_lahan[['tahun', 'luas_area']]\n",
    "\n",
    "df_by_year = df.groupby('tahun').sum().drop('kode_kabupaten_kota', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 517
    },
    "id": "Lm10EChVEu9i",
    "outputId": "53117966-744b-4246-e64a-42d83a6cd5a5",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = make_subplots(rows=2, cols=2, shared_xaxes=False,\n",
    "                    subplot_titles=('Luas Lahan Perkemahan',\n",
    "                                    'Jumlah Perkemahan',\n",
    "                                    'Jumlah Tenaga Kerja', \n",
    "                                    'Jumlah Wisatawan'))\n",
    "\n",
    "fig.add_trace(go.Bar(x=luas_lahan.tahun, y=luas_lahan.luas_area, name='Luas Lahan'), 1, 1)\n",
    "fig.add_trace(go.Bar(x=df_by_year.index, y=df_by_year.jumlah_perkemahan, name='Jumlah Perkemahan'), 1, 2)\n",
    "fig.add_trace(go.Bar(x=df_by_year.index, y=df_by_year.jumlah_tenaga_kerja, name='Tenaga Kerja'), 2, 1)\n",
    "fig.add_trace(go.Bar(x=df_by_year.index, y=df_by_year.jumlah_wisatawan, name='Jumlah Wisatawan'), 2, 2)\n",
    "\n",
    "fig.update_xaxes(title_text=\"Tahun\", row=1, col=1)\n",
    "fig.update_xaxes(title_text=\"Tahun\", row=1, col=2)\n",
    "fig.update_xaxes(title_text=\"Tahun\", row=2, col=1)\n",
    "fig.update_xaxes(title_text=\"Tahun\", row=2, col=2)\n",
    "fig.update_yaxes(title_text=\"Hektar\", row=1, col=1)\n",
    "fig.update_yaxes(title_text=\"Unit\", row=1, col=2)\n",
    "fig.update_yaxes(title_text=\"Orang\", row=2, col=1)\n",
    "fig.update_yaxes(title_text=\"Orang\", row=2, col=2)\n",
    "\n",
    "fig.update_layout(margin={\"r\":5,\"t\":25,\"l\":5,\"b\":5},\n",
    "                  width=100*10, height=100*5)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hXsrUS_VL9bV"
   },
   "source": [
    "### **Tiga Wilayah yang memiliki lahan perkemahan paling luas**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 143
    },
    "id": "KxPtq8TXEzUV",
    "outputId": "fd418d2a-820c-4969-f883-474c4773bfa4"
   },
   "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>nama_kabupaten_kota</th>\n",
       "      <th>luas_area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KABUPATEN TASIKMALAYA</td>\n",
       "      <td>125377.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KOTA TASIKMALAYA</td>\n",
       "      <td>368.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KABUPATEN KUNINGAN</td>\n",
       "      <td>148.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     nama_kabupaten_kota  luas_area\n",
       "0  KABUPATEN TASIKMALAYA   125377.0\n",
       "1       KOTA TASIKMALAYA      368.0\n",
       "2     KABUPATEN KUNINGAN      148.9"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat1[dat1.tahun == 2017].sort_values('luas_area', ascending=False)[:3][['nama_kabupaten_kota', 'luas_area']].reset_index().drop('index', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8WEWvfh5bQo_"
   },
   "source": [
    "## **Analisis Wisata Perkemahan Pada Masa Pandemi (2020)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "id": "e1tkidcWa0Ji"
   },
   "outputs": [],
   "source": [
    "df_20 = df[df.tahun == 2020].reset_index().drop('index', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yjX6fPrONwZy"
   },
   "source": [
    "### **Peta Sebaran Jumlah Perkemahan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open('datasets/west_java.json')\n",
    "west_java_map = json.load(f)\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.choropleth_mapbox(df_20, geojson=west_java_map, locations='kode_kabupaten_kota',\n",
    "                           color='jumlah_perkemahan',\n",
    "                           color_continuous_scale=\"blugrn\",\n",
    "                           range_color=(0, int(df_20.jumlah_perkemahan.max())),\n",
    "                           mapbox_style=\"carto-positron\",\n",
    "                           zoom=7.25, center = {\"lat\": -6.871893, \"lon\": 107.6455},\n",
    "                           opacity=0.8,\n",
    "                           hover_name='nama_kabupaten_kota',\n",
    "                           hover_data=['jumlah_perkemahan'],\n",
    "                           labels={'kode_kabupaten_kota': 'Kode',\n",
    "                                   'jumlah_perkemahan': 'Jumlah Perkemahan'}\n",
    "                           )\n",
    "fig.update_layout(title={'text':'Peta Sebaran Jumlah Perkemahan',\n",
    "                         'y':0.98, 'x':0.5, 'xanchor':'center', 'yanchor':'top'},\n",
    "                  margin={\"r\":10,\"t\":35,\"l\":10,\"b\":10},\n",
    "                  width=100*10, height=100*5.5)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yjX6fPrONwZy"
   },
   "source": [
    "### **Peta Sebaran Jumlah Wisatawan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KdCYjYz/mpYW5Xl7kUHzWhUCnB8KBx4+TSxCLxSLJ5ujFYbaRF9+C3XbpKgL9/qfekvJqplW8vAW99MGglZ8iedoTb4Il3RhP/saHX8V0VssL9Fg5mKXjWDaOruz0rODlGCsVPPnyR3j1sRtw0AnjxZ2fYRixfnZUoNfjP5LatRJQAkqggRJQgd5AN0anpQSUgBKoDYHqCPSFfy0Hs0vT4srEXGZjUivGbNOiyUaBzvhtM9GZKdbMeGQ+Q5E5dNS1kgW+tJAtvRbWmj5sxGU4aEA/PHzrhDJltvjcTwuW4NzL7xI3fGbBvmDyNElOx7rtpUty0X29fZsWYtk1XdzL18+mQLr69uly+dC/Xy/sfeT5OH34Ebh63OnRKdFyTDftqizovHhghnDOw2wmZ8YbU/SbLu7VtaDTRfvld2di9ptGvD8bv/fi219E472Z9f6yKY/iw+dvj8bQUxgedvJl6LJTuzoV6OalRelEbxJ6cN4NculhXsrUVkDyTNFabrNZ0bPrTnKRYjbmJ/hq7gLx0GAIAksGlufOiwJml//2h99x8H79ovH1fM684GAM+LuffCsXC1WdVVOg//Tpk+JdESsHjnfRVfeh+84d8dXc3zDhvJMkQSAt5YefcrlY0O+b/pZ4e9DLJNbPTm351ubfEH1XCSgBJaAEEkNABXpiuOuoSkAJKIF6JVAdgc6JUHzSWkhhyczqWVtyJFP6qnWb8PFLd0qtcpa1Yvb1p+65Ai1bpEsiOApplr2ikF7+3zpJhNZt5w5SXuyD527DTh3alKllbS7ajHsfuO/uOHHIwejQthV8fr8kBqMoTU9NEcsxE5ExoR3HGXHsIJw+fLBkkGcGd1r9r7pkpCS2MzNpU9zy74z55Rquv8tIykZRyzhnlotjebVH77hM+mY8OWPm357xNU474XBMPH+E4R49bIKwKO3izuzetIY+dMsEyao97+dF4lbNhHWMpWfMN8eo6N2qXNz/W71BXKAp8M4/4zgwwRkF6pDD948mPqMrPuPpuT6WuWMsOF325//ypyRbq0sLOkXz4FMnYa/demLqFedIGTfOp2O71mL9paWYMeH3T39LStrN/+ixMuc5Vhds9sX4bZvVgntuGIvDD+4f7Yex7+defjfSUpIlG72Z7Z0PlLagt8xMx1Ejr5BkcGNHD5MyZvRI4NzyC4okR4F56VPVWZ0xc564+jNzPfvjeYqFA2P4GTLw8ruzpCQcE8FxHmzMVk+LOvszww5inc/dj75WK771+o+Mdq4ElIASUAL1QkAFer1g1U6VgBJQAoklUF2BzlrPjzz3HmZ+8zM2b81FZnoqDui/q8TLmhZ0undfftNjyC8swtmnHAO6nDM7OWtaUwhR2F89/gxJOHbRldPg9Qfw0kPXokfXbTXIS1NhTPdbH30jybJoIWesLt2ZDx24l5Qxo2XUbCyD9tgLRh10Nrq1jzzxcCklxmaW7WIW74V/Lhd3aY6/NwXm5HPEwsxG13vGBfMigAKd9aQnjDlJ4qpZyotWT7rJVySy6VEgid7mL0SkuBgH7ddPysv9+NvfmHrf82jXugVeeuS6Ggl0zo0XEcyaz3JhvKA4ctC+mDhmRJmM8UwYNv3lGdi0JUeyyV806nh5j5nozez6deHizvlwf8hlzYbNEsJw4VlDccyhA0Q0c468wGBpvtoI9LUbNuPo06+Uiw2KfO6J2Zj/4MDjL5ELEHotlK4hX97FnZdLDz7zLhb+uUws8gzVOKD/bpg45qTo+Y3lrLZulSlnd+m/a8Xjgtn/Y+HA5IJmOAXP5icv3xVdh+mhcfPkc3Hy0EHR78cyn9c/+KpWfBP7r5COrgSUgBJQAjUhoAK9JtT0HSWgBJSAElACSkAJKAEloASUgBJQAnVMQAV6HQPV7pSAElACSkAJKAEloASUgBJQAkpACdSEgAr0mlDTd5SAElACSkAJKAEloASUgBJQAkpACdQxARXodQxUu1MCSkAJKAEloASUgBJQAkpACSgBJVATAirQa0JN31ECSkAJKAEloASUgBJQAkpACSgBJVDHBFSg1zFQ7U4JKAEloASUgBJQAkpACSgBJaAElEBNCKhArwk1fUcJKAEloASUgBJQAkpACSgBJaAElEAdE1CBXsdAtTsloASUgBJQAkpACSgBJaAElIASUAI1IaACvSbU9B0loASUgBJQAkpACSgBJaAElIASUAJ1TEAFeh0D1e6UgBJQAkpACSgBJaAElIASUAJKQAnUhIAK9JpQ03eUgBJQAkpACSgBJaAElIASUAJKQAnUMQEV6HUMVLtTAkpACSgBJaAElIASUAJKQAkoASVQEwIxC/Rg0L/D/gOBIJKSkmCzWREIhrBmQxYixcU1mZO+owSUgBJQAkpACSgBJaAElIASiAuB3Xr1iMs4OogSiIVAnQn0UDiMSCQCS5IF/O/VG7JiGV+fUQJKQAkoASWgBJSAElACSkAJJIyACvSEodeBKyBQZwKd1vJwKCRDhCIRrNmwWYErASWgBJSAElACSkAJKAEloAQaNAEV6A16e5rd5OpMoBcXFyMUCgMoRjhSjLUbN6uLe7M7TrpgJaAElIASUAJKQAkoASXQuAioQG9c+9XUZ1svAr0YSdi4ZSv8geA2fsXF0Ij0pn6cGvf6kgDJo4CkJAnX0KYElIASUAJKQAkoASXQ9AmoQG/6e9yYVlhnAp2LDgaDoCXdarWhwONFdk6eCB5+UfCEVfQ0prPR7OZqsVjgsNnAPz0+X7Nbvy5YCSgBJaAElIASUALNkYAK9Oa46w13zXUq0EOhECKRYtjtNvlzXdYWMLs7RbtazxvuIdCZbSMgFnQGahQXw2m3I1iS/FAZKQEloASUgBJQAkpACTRNAirQm+a+NtZV1alApygPh8MibijS12dthdfvV3fhxno6mvm8aUmXyyUtF9jMT4IuXwkoASWgBJSAEmjKBFSgN+XdbXxrq1OBzuXTis5kcU6nA+s2ZcNHga4Cp/GdDJ2xElACSkAJKAEloASUgBJoBgRUoDeDTW5ES6wXgR4MhmBz2LB+YzYCoZBaIBvRgWhuU6WVXBPCNbdd1/UqASWgBJSAElACSmAbARXoehoaEoF6Eeh+fwCwJmHj5hyEw5oNuyFtuM5lGwHGm9usVoRKwjKUjRJQAkpACSgBJaAElEDzI6ACvfnteUNecT0I9DD8fr9YzrPzCtU62ZB3v5nPTQV6Mz8AunwloASUgBJQAkpACQBQga7HoCERUIHekHZD56IElIASUAJKQAkoASWgBJRAXAmoQI8rbh2sCgJ1KtCZDI5Z3Oninlfogcfn1/hzPYJKQAkoASWgBJSAElACSkAJNFgCTVGg5xd6cODQS/DB87ehV7dOO2T/3Y+LcPlNj+CXz5+qtz368rvfcOO9z2L+R4/V2xhNpeM6FeiBYBDhSAQser4pOxdBTRDXVM6JrkMJKAEloASUgBJQAkpACTRJAokQ6BOufwhfzVsgPC+74GRccObQOmVbXwL9m/kLMeGGhzD3w0eRkZYSnfPVt03Hr38sxey37i+zjmHnXo9DD9wL55x2DP5bvRH9+/Wq9Tpf/+BLnHzcICnr3RRbnQp0fyAgMedJSRZs2pKjGdyb4onRNSkBJaAElIASUAJKQAkogSZEIBECfcvWPHi8PlwweRpOHjqo0Qh0ry+AA4+/BHdffxGOPnQ/OQXFxcUYdNKl8Pr8ePupm9G1c3v5PtfI77/40LXYd8/edXJiOP4Bx12M7z9+DO5kV5302dA6qVOBzhrotKCHI8XIKyhCkcerNdAb2o434vkkce5JSRo20Yj3UKeuBJSAElACSkAJKIGGRiARAt1kcNyoa3DiMQeLQL/5vhfg8fpx9w0XRRENPGEcbr1yDAb/rz9OvWgqjj38AMz/5U8sXbEGmRmpuG/KJXjpnS/w429/iw679crzcOC+u6G8BX3Rkv9w96OvYcnyVXA5ndLf9RPPgsNhB13cr7z1Cdx+9fm467HXkJObjwP674Z7bryoQhF8/uR7sVP71rh58rkyzyXLV+P8K+7FgL37YN89++CM4YPl+zNmzsetD76E+TMew7fzf4+6uAdDYdzx8CuYPecXFHl86L5zR1x5yUjsv3dfee+jmfPw1CsfY93GLWjVIh3nnHoMzhpxJAKBIA4Yegn8gSCSXQ5cNe4MsaQ/8NTbmDFrvujPbp3b46pxp+OA/ruCVn0yunbCmdLv069+jAeffgdz3n9Y+uXFwkEnjMcDt4zHfnv2qbQfvkv2xx85ED8tXIJl/64Fde/ki0fimMMG1PlxrlOBzkPByYaCIQTCEWzNzTdc3rUpgTogwKzrVotFzhT/m7EUxcXGrZ02JaAElIASUAJKQAkoASVQEwKNRaCPvPgWFBZ58fwDV6NlZjrOuewurFi1Dg/cPF7E7aPPvY+v5y/Au8/cUkag9+y6E4449QoMGbw/xp0zHNk5ebhg8r049fjDcO7IISLQL5vyiIjNyRefhoJCL0ZNuB3nn3EcRp181HZIX3z7C7zy7izMemOa/Oz5Nz7D74tXiJX8xwV/45HbJsr3r7njKfh8ATx4y3iUjkGni/qbH36NZ+67UgT0h5/Pw8PPvosv374fa9dvBi8tHr51Iv63fz/pl+L/lcduQL8+3eQyYMT5U/DzZ0/K5cE7H3+Lh555By88dK1cGrz2/mw88+on+Pa9h0S0v/HhV3hr+lSZz9ir78P6jdmYMOYkHHnIvlj+3zoR3j98/Dg+mjm/0n7oSk/29Ah4+t7J6NalA157/0s88uy7cvlg6JK6a3Uq0IPBIAIU56GQLEBlU91tlPZkELAkJcHpcMDptCMSKZbzxnOnF0F6QpSAElACSkAJKAEloARqQqAxCfR99tgFV148UpZ5//S3MOeHPyQRHNv3v/yFiTc+jJ8/m76dBX1rbgFS3S6xmLPd/tDL4Pfuu+kSEegUrxS1rVtmyM9pfXa7Xbhp0tnbIV2xaj1OOPs6fPLyXeLOfuGV03DYQXuLQD9r/O2SCM5qtYh7+8QxIzDiuEPKCHRasmd++wtefuQ6uJwO6T8cjsg7/JNG3jatMqPjMo79jBMH47Rhh28n0GlNZ6hAi4w0eT43rxAHDRuPGS/dCZfDjmPOvAo/fPwEnA47DjlpIi4ePQxrN2zGNePPwJsffoVZ3/2KZ6ZdKVb5yvrp3qWDCHReEFx/6SgZZ836LBxzxlVlmNXk7FX0Tp0J9HAkjGAwJIsr8vpR6PHW1Ry1HyVQhgBFepIlSZIR0nouX8pICSgBJaAElIASUAJKQAnUgEBjEuhDDt8fZ59ytKzyseffx8K/VuDpaZPl778t+gdnX3onFn31/HYCnQnpnn/jU2zI2irP5hcUidX9kdsvFYF+6Y0P47eZT0fp3XjPc1Kd645rL6iQ6JEjJ+Pc04bg5OMOEbfz9569VcT6IcMn4uHbJiLVnQwK66/efgDt2rQoI9Czc/JF1K/fuAUH7rs7Dj9obxx92ADYbVb5vf7Z1z/Fp1/+IHNkeOuW7FxMuuhUjD7l6O0Eel5+ER585h38vHAJfD6/zJVrpBdBn55dcNTIybj16jEyn9seelnc8m+4+xmxql9165PYpUdn8RSoqh8K9KMG7YvzRh4rY2zcvBWDT5mEmW9ME8t9XbaYBXog4Nuh+d4f5K2DX24eKNJD4XBdzlP7qgUBClq73Q630w6r3YokMI7bFLf8MwKPLyCWaJbK06YElIASUAJKQAkoASWgBJoLgUQL9OFD/iciscIY9OPH4darjBh0isRjD99fhKop0OkC/tS9OxboNqsVJ557A2656jyJo7ZYknD3Y69j7fqsqEAvX2atKoF+8/0visc0Y8Ovu+NpcU9nYyx7z66d4E524t1P5kSt++XLrFGIL/hzGZgV/uPZ36Nju9Z44aFr8NEX83D/9LfxxN2TxGLNRpf2YUcfVKFApxv9qrWb8PCtE8TqzhCA/ZBbOl8AACAASURBVI+7OCrQuQ4KaJfLgc3ZubjiotNw8InjMfvN+3D86OvkMmG33l3FHX9H/ZD90YP2k5CABi3QCZY3K5FiuiWEJXMfA/29gUBz+Tw3inUyLsJutcLpsMFmt8NmtYirOLPt81YKkTDyCr3gJQuz8GtTAkpACSgBJaAElIASUALNhUC8BDotxjfc/SzuuXFs1JX84GETcMXYU0GRftejryFrSw7unzpO0NPwud+QsRKPXRuB/veyVZIA7et3Hoxu6eiJd0iZNNOCXl2BTov8lHuewxknHSGW8NuuHiN9U5R/8c1PIoh33qm9rI2ttEDnuoAkEfFstF7TLf3tp6bi1fdmi1e2mSiPgvuwky/DhPNOqlCgH336lZJgj5nw2X74bTHGTLonKtAp/j+eNR92mw3Djz1ErPXMnD/k8AGY9sSbUi6OFxZV9dMgBbrP54HFYhU9x0anYsYAMyEcba4U6HQroHu7LxhsLp/nRrdOJlmzWq0i0hnnISI9EoG3xOuhKSZc4wWFw26XBIa8gFAfgUZ3bHXCSkAJKAEloASUgBKoNwLxEuiMrz769Mno17c7LjnnRHw9bwEef/FDieWmlZcx0cxe/uELtyM1JVlE9cvvzMS9N15cK4Gek1soSeHee/YWdO7YVsac+9Mi0QNvPHmTuLhXV6BTZA88fhw6tGuNceeeiKFHHCj7w8zrJ425UWK+p025RDK7lxfok6Y+Jt+74bLRckkw58ffcfmUR/HVOw/i9fdn4/Ovf8LrT0xBKBTGlGnPYcXK9RLjPnnsafhv9QYMHX0t3px+E7p17oBLrn0AHdq1wh3XXID/Vq/HvU+8KbH4j9w+EYccsKdY+Tkf5qv65KW7JCnd4y98gC++/VneZwI7NoYG7KifBinQ8/Pz4HQ6YLFYZBGSsT0ckr/bLFaJc2Bqe59az+vtHw/tuGYEeEbTU1Lg9fkkgWFTvISoGRl9SwkoASWgBJSAElACSiBeAp2kmYWc7uH/rFgjgnDShafg8IP7yyYwXPjq257EH3//K0Jy1Iij8OJbn2P8eSdJzfGaurj36tYJtzzwEj6Z/b1Yrc886UgcPKAfzpt0tyR2O2XoYdUW6JwvLdW0WJdOLsfv0xrNBHTMcM648vICnT+79YEXpTSczx+QrOjjzxuOwwbuLUnerrj5cfzx9wq0b9NSSqYx3psl4shh9MlH48KrpmHBomVyMbDfXn1x/Z1PY0NWNvr22hm3XX0+pr/8EWZ/9yueuGsS+vfrJQnt+Ps/E8exsUwdreg3Xj4aI4cdLt9jGbod9XPP4683PBf3vLxcuFxOEeSR4giCrHkeDMPtTpZFbcnJR35hkcae679xSkAJKAEloASUgBJQAkpACTQaAvEU6I0Gik40YQRiThJX6CmAw2aXRHFS6zwchs1mA5MOsOXkFSCv0IOAurcnbDN1YCWgBJSAElACSkAJKAEloASqR0AFevV46dP1SyBmge73e6Pu7YzjpYs7XQUY28u2Na9ALOisS61NCSgBJaAElIASUAJKQAkoASXQGAioQG8Mu9R85hizQA8GjbpybCLQw2FJtsWMeEwMJ/Hnfr8Id21KQAkoASWgBJSAElACSkAJKIHGQEAFemPYpeYzxxoJdLq4Mwuh1WZBKBhGdl6BBPgzKzgFu2R0D2gm9+ZzjHSlSkAJKAEloASUgBJQAkqgcRJQgd44962pzjpmgR4I+CT+nI216cKRsJRd25qTi0KfH5Yki6TJT3E54fX7sTknv6ky03U1IwLmmeeSNft7M9p4XaoSUAJKQAkoASXQbAioQG82W90oFhqzQPd4imCzsQ56kgh0JoMLhCLYvDVHvtcyIw3pqW5YkpJQ6PFiU3ZuowCgk1QC5QnwPFOM808zCaKZd0FpKQEloASUgBJQAkpACTQtAirQm9Z+NvbVxCzQWWaNJdbsdsOFnSI8v8gnQt3tcqFVZpqUYQsEgsgtKJSYdG1KoLERoCB32GwIhsNIS3EBkWJ4fAH4tDpBY9tKna8SUAJKQAkoASWgBGIiEE+Bnrz3+JjmVNcPeRc8Wtddan/1RCBmgZ69NRuRcAT0ci9GksSYF3i80UzuLTNSkZLsgj8QRHZugbi5a1MCjYkAL6DEpb24GJHiYtisFpk+8y3w79qUgBJQAkpACSgBJaAEmh6B+Ar0CQkB6F3wSELG1UGrTyBmgV7kKZQSaqFgAP5ACL5gSMS41WKRbO5Ou81IEBeJSMI4zeZe/c3QNxJLwIw311jzxO6Djq4ElIASUAJKQAkogXgSiKtA7z8xnkuLjuX97eGEjKuDVp9AzALd5/dJGTWv1wePz49AKCzl1ijQm4sYVwFX/QOmbygBJaAElIASUAJKQAkogYZMQAV6Q96d5je3mAV6dk4evH6vWMdDobCQYlk1lj2PRMLiAtxUBay5LqfDjiQkSdy9eSnBCwo2rl8tr83vA6QrVgJKQAkoASWgBJSAEmjcBOIq0Pe5NCGwvL8+lJBxddDqE4hZoC9buQrBUFhEKBNpJbuc8uX3BeEN+CVxHAU7G13hm0qjOKcwZ8tMT5UY/PwCD3yBgHzP7XQaaw6FEAyFEIlorHJT2XtdhxJQAkpACSgBJaAElEDTJxBXgb7vZQkB6v3lwYSMq4NWn0DMAn3x8n+jFuL0FDdaUKxakrBpSy78gQBSk11SBz0UKcbmrbkIhQ0re2NuIs7tdnRo2xJIMqzkTJQXKfEgMNaWJBx4cVHk8yM3v7AxL1nnrgSUgBJQAkpACSgBJaAEmhWB+Ar0yxPC1vvLAwkZVwetPoGYBfpfy1ZI73TppiU52enA1rxCiUuncOX3WYKNGeP8wWCjd/fmetzJRvk4i9WCYCAoZeasVqvUei/faD2nhwH/3Lw1r/o7oW8oASWgBJSAElACSkAJKAElEHcCcRXo+02K+/o4oPfn+xMyrg5afQLVFuip7mRxbadLO63FpctPNZUYdIpwl92OlGTDjT8cCcOSZBGhTpEuXyUinZZz/k+IlvVwWDwH8go88PqMiwttSkAJKAEloASUgBJQAkpACTRcAvEV6FckBIT35/sSMq4OWn0C1RbotJwz1jwQDEuytKbWaDl3OOxIcTnhdjlFjFOg26w2cXPnFy8i+D9GM5PDGW7uoRDLz4WQk18oYl0TxzW1E6LrUQJKQAkoASWgBJSAEmhKBOIq0AdMTgg670/TEjKuDlp9AtUW6NUfovG8QeHNCwgKc5fLCYfdJmK8uDiCqDG8RJeXFt58xppkkWcpyukOX+DxwusLIKgivfEcAJ2pElACSkAJKAEloASUQLMjoAK92W15g16wCvRS2+NyOJDmdiLFnQybzYawCPOq3dRpdacLPFO8F0ciCAaZzT2CQo8PRV6fZHjXpgSUgBJQAkpACSgBJaAElEDDIxBXgb7/lQkB4P3x3oSMq4NWn4AK9BJmtH53bN1S3PdtNqtkZjdrnVeFVVzeSyeOi0Bi9OnuTpFe6PXF3FdVY+nPlUBTIeApKsKa1asQCATRoWNHtG7TpqksTdehBJSAElACSkAJNCICcRXoB1yVEDLeH+5JyLg6aPUJNHuBzmRvTApHK3ia2yXWc2ajjxRHaiWqbRarCPSCIh8KPV7JbF9Ro7BnXXmXw4lIJCwu8XSTpwVemxJoSgQCgQDWrV6DLZuzsHrVKuTkbEWPnr3gcDixetVKpKSk4IQRI5rSknUtSkAJKAEloASUQCMgEF+BfnVCiHh/uDsh4+qg1SfQ7AW63WaF22nEm9Ny7nTaJTEcHdtjcW+vDLndapP3fb4ACoo8lVrRnQ47Wmamw8HnUSyZ35kBvqDI2yST8FX/iNbfG0wnYLFaJft+1YEM9TeP5tIzhflXM2eh/777olevXujarbt8RiKRYoSCQVx79WQkJ7uRlp6GXr17Y6/++8hnUZsSUAJKoL4JSKlYm00u7P2BoCSHrc3vAPU9X+1fCSiBuiUQV4F+4DV1O/kYe/N+f1eMT+pjiSbQrAU6LdcU5k75ssPlcohgMzKzy/+t8f6wb8al033X5w/AHwyhyOOVOumle2VSuvatW8But0fHorU9v9CDvIIitaTXeAeqftH0XqDHBPeJngva6ocAPwsrli3Fot//wGVXTI5WQZAihfKBMP7Mz8/H5s1Z+GH+fPy9+E/ssdee2GPPveFyu+tnYtqrElACSgCA1WKVsqoZqW75/wW5BUVySa4iXY+HEmgeBOIr0K9NCFTv93cmZFwdtPoEmrVApzh22O1itXbZrEhOdsFmtwlFs7559ZFChDlv4ykAg8GgWAiLkYSc3AIU+rxl/h8+LehtWmTI2GbhNianK/L4kJ2TL4JeW/0RoLUkJdkllygMSait50T9zbTx9czz77Dx81SMPxYuwG+//oZTTh2J3n36VrgYKVNYcknCz8/mLZsx97s5mPfdHPTfZ1906twZLVq2QKvWreV95ogIhfRSpfGdDJ2xEmh4BPjvFRPFZqanwma1YEtOPnyBgAr0hrdVOiMlUC8E4irQByZIoM9XgV4vh6ceOm0QAt1iSRJBy69AKH7x1xTodGkLhsJwlbi4Jyc7YbHW3K1WrLIWazRpnNzAR4olw/tWCnRvWYHO8TPSUpGekiwJ6ijmA6EgPN7Y3dy3VWSvhxPSDLqkSI8yLC6uNPeAUXKv5l4VzQBlmSXy85ye6sZdd9yJPfbcCwceOBA9evYEorTLEzF8Voy9MHcE8Hg8mPvdtxK3npWVhaysTWjbrh3atGmDzBYtkex2o+9uuzU3vLpeJaAE6piA6VXFi0VvIKAebHXMV7tTAg2ZQHwF+nUJQeGdf0dCxtVBq08gYQLdSHqeJDGmLoddBGpqihvrs7IlBptW7Xg1zoFx6MkOG9zuZBHoNXFv5/9zl6RzFrrJG43u6iy7FgxFkJtfsJ1FnO9QpKempCA12SGxb/mFRfD6AzEvn0KILdas8zF3rA9GCfCMcG/VDT72Q8GLty2bsjB3zhx07d4dWzZvlq8LLhxbq4ztTKC4OSsLmzZtxHPPP4dNmzZh0pWT0bJlq9gnp08qASWgBJSAElACSqCEQFwF+kHXJ4S7d97tCRlXB60+gYQJ9FR3sghZl9OBVLdLyppRAG3cnIMirzeuYtMUyWkuB9y0ZNu2CezqIi0v0inQC4u8ksmd1vGKXNbNMm1cvyTNKmY8bvwuKKq7xub4vAr0mu36D/Pmwefzwu12i4D2+TxYtXIVJl46qWYdlnqLn5Hx4y5GSuv2QCSCMWefCVupXA61HkA7UAJKQAkoASWgBJoFgbgK9INvSAhT79zbEjKuDlp9AgkT6G1bZSLZ6ZQSY3TtNltWdq6I2XhaKmmBTk12SvyZUxLFxebinkQ33CTGnBvuuJTUFqa/KqmLzphminJaw5nwjWJdhXf1D2lDeMNw+FAX99ruBasmfDpjBgYedDD22GOvWnVHS/o5o8/AkadfhKz1a1CYvQmjTz9FSiRqUwJKQAkoASWgBJRArATiK9BvjHVadfqcd+6tddqfdlZ/BBIm0JmYy+1ylZQ3s0gWcwrdnPxCEbOM3Y5X4yVBi1Q3bDYb7E5bhaWdRHRLXKxh4aYQt9CV3dDo0cbnzMa6z0lJRlx5flGRrE1b/RAwQyV4GaKXIGXPIz9nPr8/rl4ple0yPx+//fyz5JsYfhJrnpf+9FTvbHi8Xow+4zRcdNtjUn1h7mfvo4M7CYOPPqZ6HdXz00waSXd/NpaTszsccgGp57SewWv3SkAJKAEloARiJBBXgf6/KTHOqm4f8353S912qL3VG4GECXSuyGGzw263wulgDLZbLNheXwBbcvMkDj1ejVa91hlpYvm2OcoKdFOYm67rpgs6f91mcrEdNb8/EBX7hUUeZOcXxj3pDIUQS8mxlBgvQMiXbva1ifHnHYTNapPYedaKZSbtRMe/q0Cv+CTy3DYkgc5ZbtqwAd/PnYtJV14VLbdWk8/6woULcf+0uzH6+mnyOs/ArLdfxB49dsKAAw+qSZc1foefM5vNKh5BjI1nQrs/lq7Ehg3rURwKIhQMIBSOwGqzS5333r37Yu/deqFjp06SpDKsJf5qzF5fVAJKQAkoASVQWwLxFeg31Xa6NXrf+93NNXpPX4o/gYQKdHO5FJAt0lMlmzndVjdl50jcdryisDl+u5aZ8kuyxWa43JuWcIk9FjO5YT83M3nTKl7aNb+irTMFOvulV0Chzx/XX8QpFtwuJ9LcLrhcLplvbn6hXH6EIsyWX1LvXeLdDdr8T4p37kNljf1kpKZK3xT77I/u+w1BqMf/I6QjVpcAL4oef/gh3Hzr7XC7U6r7unFOUYzpTzyOxUuW4oSxV8v3+NkMeD344s3nMfjgAdh193416juWl8SfRqpPJEniu/Xr1mLRslVYt3ol7K4UtO3UFZ26dkObnbrAbnfAZnfAKiXngK2bNmD1sr/x3z+LEfZ70b1nL+zZpwe69egpVnVedql1PZZd0GeUgBJQAkpACdQNgbgK9EMSJNDnqECvm9NS/700CIFOC3ZmqhuZGenyi+nmnDwUFDGpWnxiSVmLfKe2reHxeOWXbtZCN0U6f+k358GkdmbG9Kq2huKXMegU+F6/X2qqxrumeWYaLz1SwPWVb1JDOhxCMGhY78IsBQeKg2LJJO+rJJM+xRUT+3Vs2yrqHcC+WEc8v9ADj88nZeVqY6Gvim1j+bmZi0DEFr80hj0qpD+bMQOHDDoU/frtUaPtZJz5uaPPwn5HDUeffQdG++D5zMvOwuevP4uRJ5+ILl271aj/yl7iJd3mEkG+5N+1WLdmFWxOF9p16oadunZD+87d4E5Lj3nMvK1bsEbE+t8oyN6Ebj13wR69u2OXPn31MxQzRX1QCSgBJaAElEDtCMRXoE+t3WRr+LZ3TmLGreF0m/VrDUagZ6S4kZ6WiuzcfBR5fXFLEsdf6JNdLnRs21JEqd/vh91hh9PlhDXJgnBxRAS6Wdu8dIz5jk4O+2JMO4U+BS/jzwuKPHE9bKxBTa8E1nuvqInNvFy2eH4vUFLqLbegaLvXeJmSnpqCliUhAeYDFKH8ohU9v9CLAo8n7hcScYUbw2BMgkhWrEoQCIbEwsvLkHgmQIxhmnF/hBzeffMNDB8+Aj177VKj8d9/7x188sknGDl5+4yk7H/jqhWY+8nbGHPOKLSoZfm1LVs2Y+3q1Vi6cj3Wr1kFq8OFdp27otPO3Q1Bnh67IN/RYovycrFmxVIs//tP9O3UGoMGHykhJNqUgBJQAkpACSiB+iUQV4E+KDGWbO+3ibHc1+/ONc3eG4RAp1WaVlm6jfoCgbi6eHLcFulpSEtJRjgcgc/nk/El5rwkrlT+tFqjbu+xHAWv1weHwy5x6sGgUds8Oy++SeIy6JWQlgpnJQK9snVQaFNQ8qKErvkUlNwjurSzPJ7L5RAeFYp+uuiGI/D4/LJm/tlcm3FuLMKDHgUpTgeC4YiEAzTnlpOdjc8/+QTXT7mpxjHo4y8Zi46998SAo06o9HP5318LsWDubOzWbw/037032rRtFzP2rVuy8f2vv+OfJYujgnynnbujXaeuSCkR5LFe1sU8aMmDkVAYsz54DV0yXTjymONUpFcXoD6vBJSAElACSqCaBOIq0A9NTLI27zeJSU5Xza3Qxxm2WRxjsONfy1bUGzBTDEsCtji5tXMxDptNhHlmelo0npxiOhhkebRISdy5kbmdQpuJ1qpKDGdakWn5YmZ6CltaTVk6blN2br0xrKjj1pnp4uJe1ZwrE9pMakX3fAp0ehAwVp9fFJ5VNYpSekPkFsT3UqKqeSXy5/Q+YOhDohPqJZIBx2YWd3qtDD1+WI2nMvLUETjjipuRmtFS+jDzVRhJHY14dGZOL8zdin//XoTlf/0uZ3fAnrtil959kJKWJp9NnmV6uUi5R4sF//yzFF/O+1kS2fXZez/03L0/3GkZjE6o1gVdjRdmvlgMfPXRm7BFghg54kSJudemBJSAElACSkAJ1A+B+Ar0xJQ7836TmPJu9bNjTbvXBiHQE4GYv5CnuZNBN/DSFmYKKIpzCmyxfIbDSLJImjj5ZZ4x6vwf/lJfkfClQJfkcDb+0m8Tce7zByU2m9boeDWKDdaaT0tx12pIWn65JoYCVNdiSIG+Na9AE17Vagea1ss8Ry+/8DzOO+8CdOrcuUaLy8/Px/nnjcb4u6ZLzgQzvIJn3oj7Z7fGn+aZ5TOb1qzC8sW/Y9WSP9G2Q3t03qkTOrRIQXJysvTxxbfzAZsTu1KY9+tfo7nV6UvFwPwvPoAnbyvOOHm45MZQmV6nhLUzJaAElIASUAJCIK4C/bDtw/PisQ3er2+IxzA6Rh0QaLYCPSU5WTLHu5OdFWJkEirJSh4KI8lqZHKnaKeAZ6PQcDgc22VyNwW6JJqzGPHntJ7zi27j8Wi8SGCdea6PLvyJaryQyMkviNu6E7VOHTd2AhvWrcMP8+Zh8lXXxP5SuScX/fE7pt17N86f+mBJJQLjM1m6+kJVna9a+heYoM3j8SDg88Hn92H3/vuhY9eeVb0a358XAz9//Rm2rFuNM04djuRkt1rT47sDOpoSUAJKQAk0AwIq0JvBJjeiJTY7gW64tSaJWzvjqel2vKNGazprmNMll3WOaZGjcGesOi3ojDMXy7phthPBEAgEot/n95jhnEniijzees3MzClYLFZJCtcyPQ1Opz0mq7eRJ67ENlfiIlwXZ5jl1+jizoz8TamZpfaa0prisRZy+2Hud2jdui2OOvqYGg/56cczMOOTj3HmlYm5ga7xxGvx4oLvvsSaZYtxxinDkZaRUYue9FUloASUgBJQAkqgPIG4CvTDb0/IBni/ur7CcX9asATnXn4XZrx0J7p36SC65aZ7n8fX8xcg2eXE+POG45Shh8q7+x93MT584Xa0b2OEGGqrHwLNSqBTULdIT0d6ilETPBaXbcrWYCiIgC8grvCMKzeEeETKsrG5XE7J2F76+253cplYbWZG37w1Dx6/v95cvnmBkJGaIknveAkRS4u69BdHxDLHWHPTVTiW93f0DBnlFXqweWt8Y+9rO+8dvc8z47TbEQiV5Cmoz8GaUN9//bkIm9ZvwD9L/8ZVV1+PNm3b1nh1zz4zHUv+WYFhY6+scR+N8cVFP87B37/9jDGjTkdqelpjXILOWQkoASWgBJRAgyQQX4F+R0IYeL+6brtxqU9Ov+RWbM7OxQsPXSsC/eFn38Xfy1bjvpsuxqbNOTj70jvx7P1XoVe3TirQ47RzzUagU1i5HA50aNNyO3Fu5skrLdj5PSbzkhh0qwUBf0Biz2kxLy3GGW/OOHN+jz9jY4m15GRXmQsAMzM6xSpvpuq6Tjhd7t3JLrRr1WI7t/vyZ4nu+0HTfZ+uwfZtGeoj4YjUMScL002/NmfR4/VhS24BfP7Gnc2dfFlPnpnxXS4XAqEgcvML4fE27nXVZm9jffeXH3/A2tVrcPAhg7Db7rsjNSU11lcrfK6wsBA3TbkB4VAIJ1/WvEqGLJz3NbJWr8DZZ55WK4b6shJQAkpACSgBJbCNQFwF+uA7E4Le++W124372PPvS8XlmXN+wYO3jBeBfvzoa3HbNedjz117yPP3PPY6UlOScck5J5YR6A8+/Q7++XcNHr39spgNgwlZeCMctMkLdDuFs90mGdgddjsy01JgxpcbQpS7ZlqbmXCqZBdLvsW/8j9DJZnd6c5OK7opxinOaSmm2ztFN630FPXlBTp7pUj3+gOgaGVsOr/qqiY2rboZaW5x3d9RC4nlt1gWZWS8ToLFavxpztFMusUkeVxnLJ4GlY1JLoy/z84rkIuMeDTuM0MXyJaM66Ixlp815VOTncYeF0dQUOiRxH++cmMwAaF5wVMXYzfmPn758UesWvkfLho7Dhl16JrNz9zIU0/C6KtuR2brmlvjGxtbnqtvZryDjmlWHDr4yMY2fZ2vElACSkAJKIEGSSCuAv2IuxLCwDu7bP6flWs24rIpj+Kt6Tfh5AunRgX6noPHYM77DyMjPUXm+dZHX+OX35finhvHRgX6gkXL8Mxrn+DlR64TA6G2uiXQ5AX6ttrdTiMTeakUS4YkNbM+U0CLRI0qdBGmRpU1EeFSBq44Yr4lt0UU60ZcekjKs9HqTiGalppSaTkyJosLljwvf4YMIUlBuaOqdxzHznJvLNclFv5i2K28MLDB6XAg2eWQS4gdNb/fj6Qki8TT76hcGtdL7wC679dGoHM9XF9efiHyioqiSfbq9hhv641rapmRJpxYb5yXIeUFdHXGphin50WK24VUt6tM/XfuHS3ozFFQ5PMLz5RkpzzPNXNsusI357Zi2TIsW7IEF4+bEFN5vuqwuuvO2/DrLz+ja989cOiw05HRqk11Xm+0z/ICcMYrT+OAPXpjr332bbTr0IkrASWgBJSAEmgoBOIr0O9OyLK9s68uM+55l9+Ni0afgP337osTzrleBHrnjm2x1xFj8MvnT4muYPvg87mYPedXPHrHpSLQ77zuQtz7+Ot44cFr0a5Ni4SspakP2uQEOsUkY6iZII2Km4I12emE08EY8SQR2uK+bWM979jitEsfAsM9PIRQgNbgYhHHFLyMaWejqGVyNGaHp3hn0raS/HEVniUKesZ/eHwBcQOneDdrwZslzvgixR89AdxOpySBY8R4KBSB024kqjPd7ssPYlrDzT95icDnq6qNbgp0Y30lVxlSW7rqGugVzYHjbsnNF/d+rnlHFxE1/dBxmhTHbVpmwmpJkgsTinNa8IN03WfJOI5dxQDmGbJZLXA5nUhxJ0s2fPZZvpET9zu/yCvnLj3NLWcuGAyisMiLAo836l1R03U15vfIZ/qjj+CGKVPhD/jx9Zdfov8++2KXXXrXybJunHIDCv0hjLjoijrpr7F0krslC5+88jRGDDsO3Xv0qPJMN5Z16TyVgBJQ54zp3AAAIABJREFUAkpACSSCQFwF+pEJEuiztgl0im5axW+7eozgNgU6XdxpQf/y7fvRuqWRlPaVd2fhj8UrohZ0/k5Mw9V7z96a0GpRiTgn8RqzyQl0uhczO3tmRorEUvNL3M8jRpw4E72VzrpeU9BiGQ4GEQjQQmoIdQpyfp/Z2ikEWYatolJslY3J2PUirx/BEku6aY3n83TVd7tcIvwp1JnQjf9bmXVbxGhJMjux/keKxbJvWv2rEugSMx8IbhPSSYCVCeRKLiI4J6Pm9DbRWlEsf+m1sh58fmERvH5/VLTWpVDnXFhajiX0KKbNSwl6NxR6/eKhwC+pb19OqPNdeliQD9nwUsfttEu8eek1V7Z3HKv8Xsi4Hh+KaMUvuZio6XlrzO/N/vxztGzVCj9+Px8DBx6Ades3YfzES6NhFbVZ29VXXoHCYARHnXo2WrXfqTZdNbp3Vy/7G3M+eQ8XX3AuUtM0aVyj20CdsBJQAkpACTQYAvEV6PckZN3eWVdFx51ww8P4bdE/YlxiY16ltFQ3br/6fDzw9Nu4fuIoDNi7j/zs5vteQLs2LTGW1vbjLsYjt12Kdz/5Fhnpqbhu4pkJWUtTH7RJCXSz/nfrzHQRz0x+RmEbDIREFCYVG7WSnU4jjrgmFvSKDgSFNcWsWLmdDgSCQYnH8Hq80UuB2hyk0uLPEN50tafffeW1n4NhutyHxXpPl3iK69q4qkvcPuPtQ4a4paO/nXyt9ESwiBiWuvHhsDCg2K2s0cugoMiDAo+vVAx+qfj/GsDiaEkWiyTJk0zrDpvsvcSCh5kjIIQw/zsYkkz69FhgXXsz/4DDZpNSEuKiLuej+p4ClYt3YOOWreLyzkuX5tZYt7wgNw/7DBgAp8uFGe+/j/0POBAHHHhgnYj0a6+9BsuW/IWuvfpg6PmXwWYzXLKafCsGfvtuJgKFeRhx/LHR8Jsmv25doBJQAkpACSiBOiYQV4F+1L11PPvYuvPOrLz6TWkL+vSXZ2DBn//g/qnjsXbDZinB9soj16Nblw7RGHQasoadez3uuWFsVMjHNgt9KhYCTUqgM948PTUFNpsRl01RSqG4zc3biCWnoBaLqYUC18i+Xl68UtSxnjlFpzPZIUJ0h9bqEos6+7bS2p2cLGPxooAXAbwUqE4zk4yFQ2G5TKDw5Zcx723i0Vwb++Z/y7ORiKybHgMiNCWUvvru/OXnW9raTet8KBwC50frvHHhYZE58vKAGeDpzVCRUJdYflr0mVwvHJK5MWabVmZfIBCN5Y+FF8egy3+y0/BesDtYCo/inGMbnMzcAjLnYEguUzh2koUJ8iywMia/ZP7yvR3FJMQyqQqeoZt9bj4TygWiIQzmY2RHjws2XjLEK5leDZdS7dc8Hg9S3G7x6OCebNq4HjM/+ww3TLm5RiETFU1g7Zo1eOjhh+CPAKeOKxtjVe0JN6IXIqEw3n7qfpx24nHo0KlzI5q5TlUJKAEloASUQMMhEF+BPi0hC/fOnFzpuKUFOkNEp973AmbN+UUMjpdfeAqGHX2QvFu6DvpX8xbgzkdexQfP3SYu79rqjkCTEegUaSwBQCuoYdUt635tIjMsqmGjhFqJ6zelEeUrhZlkOC+J6BQXbgsTwIXFqsrEapWJdPZJ4UdLLYUqRReFIgU6xT5d6yuLE69ICIciYRG/vGTg5MSKzozr5dZVNrGd0ZNkni9x2a6N1byqYyYx8qawLHF3NxLpUYBHZCJkQW6VNT5L9qZg53vcG8b5M4Z7RyXpaPVOTXHD5bRLH7yMMHILWCoV2RynmDXfSxIChpj0L2xk8zcuP6w7nG9F6xCPBp6bkpT/skflLkR4Brim3IIiiYk38wyIKOfgnFDJxUBduv1XtYfx/nk4GMDMzz6XOuinjTyjTofPzc3FxPEXY69BR2PA4OPqtO+G3NnyRb9h2e8/46LzRssZ06YElIASUAJKQAlUj0BcBfrR91VvcnX0tPeL5pWvp46wJaSbJiHQ6cqc5nZJMi9JgBZDIjO6bNPyS2FlZmbnn4a0MqzNIvSsSQgFjVJq/DaFd1Rw0su8RIyKJVlixSlGjdTv1FxmGTaKL9bRrkqkcw4UcxS+Mr7FKi7t4sJdLuY7IScmxkG5Bq7dsOobFxaxXhaYsfMU58ySbma4N0UtY/CZtZ48ma1dQhUsSWIFj2Xvy1zWUKCLaDe8K9iM5H6xexyY3g7GmeHFkKVSfwXG4OfkF9ZZ+bcYtyOuj0m1hBLvBXNgnuusjRsx64vPMWDA/jj6mGPrZU5ffPYpXnzhOZxz/d1wp6bXyxgNsdNPX38eA/fcBX1336MhTk/npASUgBJQAkqgQROIq0A/5v6EsPB+Pikh4+qg1SfQJAR6eopbXCtoRa9KAO8IEWOS6YJbkZBk3LS4HtPKatYNF6PpNmsxxzbro5sx2RKvzS8qwGKUZFyvXKzSAsbnKTRrs5bqH4W6fyMq0lEcFc6SoK8CC3NlozOrPWP66QJvCmgKc2Zrp/A3vSHEem5lpv6aNyOMwMjybyaL21Fvkg1AHC4Md33jQqVycc6+8gs9yC0oFM+Aptq4N4xNYhOngKQkLFq0CB998D5OOXUk9j9gYL0u/Z67bsdPP/0Id7IbF976SL2O1VA6z1q3Bl+++xImjBsLu72ZxOA3FPg6DyWgBJSAEmj0BOIr0B9ICC/v55cnZFwdtPoEGq1ANzJuG67MmWluuN3JhntzPcQPm1hpbTdc1kOlSo8Zgp5W9Yoyo5uij4KdIp8xxszEXlkWdca9S73zKuqZV3+rE/OGaV1m7DebxHxbuW8VX4RUd5YU7QxBkPhzu+HeXptm9BcS4V06pKGijPXi4l8SDsHxbTEk4svJKxALOhPuNdXGPBCZaSmyPJszFRPHjUVmZguMGn02dultZASNRzt71BkYdNIo7LJn86gVPveLGeiYAhx0yKHxwKtjKAEloASUgBJoMgTiKtCHJEigf6YCvbEc2EYn0E3rJmtNp7iccNjocs4SZ0yIVnmscyI3hAKSwp6WxIA/IJcJnG9FrakJ9NJrNErTlXgIlIQKxOr2XhEr0y2dgprJ5mhBN+u2165fI/O77FlJo1gv7dFg1nI3k/Yxrj2WS4e8AsPFnV4BTbWxPia9WXiBMW/uPMz77jscefQxOPLIo6JZ8+Ox9pumToEvYsEBRw/DjzM/wtCzL4nHsAkbw+/14J3pD+DMkSejQ8eOCZuHDqwElIASUAJKoLERiK9AfzAheLyfXZaQcXXQ6hNoVAKdScGcdpvUAacIcCW7ohbz2giy6mOr/hsUdIFQEAGvYSFPTnZWaCVnlm96AfACoik2icuPhA0rdaS4WnXiy4t9xqbT4i3u6CWJ6EKBkAjpHSX0i5WrkSEfCIaY/I8WbyZys0iNdbHUS214/j32i6Eij09c3Fkbvak28TYoWRwjAPJyczBvznfo0bMHhgwZGrdlz549E2+8+gry8/OlTvh5UxIT8xW3BQNY/Mv3WP/vEowaeXI8h9WxlIASUAJKQAk0agJxFejHPpQQVt5PL03IuDpo9Qk0GoFuxLXaJbaVcd4UYLV1Z64+rtq9QZFeWFAk7tjJyS7J7F6+NXWBzvWapeEkY3tJzLdp+a6KsMT2U+AHaTE3zkBp93P+nHHrdKNn8sC6aEbm923Z/ekFwNAFlpITt/pyCdF2NCb3Ny+/CHmFRXUxtUbTx++//YpkVzKGHBs/gU44zz7zFIadOBwXX3Q+Lr33GeH146yPsd/hx0q4RVNrPKYzXnoSg/bfG3133bUkAKOprVLXowSUgBJQAkqgbgnEV6A/XLeTj7E376cTY3xSH0s0gQYv0GlNprus2+2SxGC0npuiLNHwajI+XdhZjo2ikhcN5WPNzZ9V5gJfkzEb6jtGyTsj5tvM9F7ZpYtZB16qkTFJX7GRUb+i52ntNizrOy7xVlMu7N/v9xv11st5OlTlycH15hd5kJ2bv1099JrOpzG8l5ebizdffQVjLx6Pbt2713rKZim6qnibA50z6gwUS64IOxP+y/7tM3go9hlEt3vDOcKolsB6e7WeXkI7WPffMnz/+YeYMO7CuIYUJHTROrgSUAJKQAkogVoQiKtAPy4xCWy9n0yoBSF9NZ4EGrxAt1ktaJGagpRUt1hEY/2FPJ4QqzMWhYXP75dYbK7H5XJG12RkfjcS0DX2DO7VYcI1Sxb0kvJcZp4BSXwvNcuNcnhSC55u5UzIV4VbuRnjXddnhnMKlbi8m4kBpaR6ia1SivRJArzKCXh8fuTk5qPI59/uIV46JLsc4lLPyxrJ/t8EGs/zsr8X45MZM9CpSxfstVd/DD7iyBquzAg9iApqs5Z8Jb2ZYn7e3O+wadNGnDTiFLz/3jt475230bJjFww560J4CwvgLSyEz1OI3nsNaNQinWy+/fgddG3lxsCDD4kmMqwhbH1NCSgBJaAElECTJxBXgT700YTw9H48PiHj6qDVJ9AIBLoVrTJSkZaa0uhc2ivbDro5BwNBEaS0wJru3WYSNcZUNyeBTk6MSw+HDDHOMmyM7Y7WqC82s79bY87SL/1FDIuoUZu+bhrrefu8frHem3Hv4rJfSqCLZX8HCp3eAIVFXmTl5Bl14rlWuXxIkgz/LTPTUFDolZJsUtovjo1zkLj6cu7fvEAx4vBja0Z1NZadS5K+3C4Xvpw1C16fD56iIgw69HD03XW32Dqr4CkzTMK0dkej3stfjJSzjJvPcb8KCgpw55134N9/lsBqtcFmtyM9swVOu3xqo78ILMzNwdtPPYBJE8fD5U6uMWd9UQkoASWgBJRAcyCgAr057HLjWWODF+j85T4zLRWZ6anRWtqNB2/FM2WJLWYIN0qPJYkVXWp6F0cQCbMGOjOG152obEy8KFQpriOhiEzbsJbXrCQba6dT4JphEbXlYMa/c268WKEGp2CneC3dJDa+irh0ltzbuHkrguEw3MkuKbtGUZ+RliJ/z8rOlURyZu332s491vfJOtXthjvZERWpvCjhpVJufuF23ZQWvOYPJbSAOQCsDEdJwro1qzFv/vdIS0vH7rv3w5YtW7D/AQciMzMz1mlt95x5KUJmhqdFKU+D0hnqSqzrxn1JWfVuinwzh8GGDetx2cRxGH/XdBmvMbu7527JwoyXn8LIESegS9duNeasLyoBJaAElIASaA4E4irQj38sIUi9M8YlZFwdtPoEGrxAp9hpnZGK1CZkQec2FXk8ItDN0nCMTWZj4jjGpje2BHjVP3r1/4YR4264ijMpX23DIyiWJTShJA+CuN6XE+gWGNbnHY1VzDn5/PAUFEpIQ0brVvCXWMpT3ckSl79y/aa4i3O5ECkR6Glul5QFNLwYmHgvgK15BWU2TYS4xSriOBg26tzz7z5PAdavXYOl/yzH0qVLpfb5brvtjkMG1UV97m3u7Ryv/EWIeDKU1uoVCPMdnbwLxpwDu9OFA449GV377CGXMLU9N/V/0iseYfU/izHvs/cx5txRyMhskahp6LhKQAkoASWgBBo8gfgK9McTwsM7o2mXm00I1HoatMELdLont2mRIbXDd+Q2XE986q1bCkczvtgQGcXw+fwlic3sJQnQdjy8EZPdyDNa1Rtho2MyljrpIcb8G9n/a8rMFOi8QDEbBTrHsCYZLvm0GNO1G8URhJhrQLK1c4+KURyJoNhiNdzWA0E40lPh589KXMqddrt4DHi8fmzcsrWMVZhi2G61irWeIpqXBMFQCCw1V5eNM2V2c47BRsM0Sxo6HTZsyckvM5TDZkdKsgsul10um8hiy3+r8NqMGWIp7927D3r36SOJ2WrXSkR5+Xh8oqvQU6F03H71Px/Tn3gUX335JTrvshuOHX1JNASldmtIzNt//jQXq5b8gbFjzhEvDW1KQAkoASWgBJTA9gTiKtBPeCIhW+D96OKEjKuDVp9AoxDo7Vpm1okFtPp4GBsdwcbNOdi0JQc+X0AEXlpKMlq3zJCv3LxCbMjKrrCudacObcRlOa+gCGs3bI4OTwtrssuFVpnpEm9Md2A2f5A10C3YsjVfxnS5HOjbo3OZaW/NLcDqDVlITU7Gzp3aybsUnAWMac7OFSHac+edxIpLPZNf4MGm7K3IzS8Si2yyy4k2rTLQMiMNzhKhWVPBWhOeiXiHAjoSDiMUjsj+0SujJo38aI03LeimOGdfpiXZdJcO+/0IFBWBf1psdoRpjaaXREm8Od9JzUhHscUigt1MDkgh7vX7sTWvUC6k+HeOyzUY7tzFcDocSHUbbvFFXr+8X97NPtb1UXwzBMAQ5LxcMGLGeUnASwWOXzom3YznNy4jLHKGyJSXD/Qu2LRqFZ5/423ceNPNci+xrSJ6rDPa/jmJ8OdlVPn06nXUf0Uz27hhAx586AGsWbUS/QYejoFDTjIS/5XS/j6PB56CPLRs36FBu8N//8VHSAr7cfIJx9b4nNR89/RNJaAElIASUAINn0B8BfqTCQHi/WhsQsbVQatPoBEIdBvat8osk+28+sus2RsUQDl5hfjtr+UizmlZ5O/oFDCtW6Rj3367YNX6LPy5dCX8gQBSU9zbMrJHIujVbSe0yszAmg2b8fvfK5Ce6hZBQxFEQUXrY+cObdG1U1uZIAWk1+fHkhVr8M9/a0F350EH7CEXAqZF87+1G/HDgr9FaO+/Z2+0bpEhgpEXCEv/XSsZ4g87YC8RTes3bcWqdVnIyS8wMqRb6LJsiPRundqhc4c2jbpkXXV3lQKSWeElwVsNRLrpLs/4cyMEwUwOlxT17jAvO0JeL/x5+QgGArCmpgI2m+EVQZHNvS4pA8d4c16kMCeBiHBLEhg7T5FOQcp951nx+gNiLef+MeEazwQbn+P3q2tJ5zx5FiW3Q8lFgFn2jmP6/AERpGaohZHAzhXNjSCx8XyvxIND2Pj9yNq4Cc+99Koh0Eu3Gopp02WdcyObeKdX//qr2Xjj9VeRl5cPl8sFlzsFye4UOJPd+O+fxXLp0m23vXD8OeNq7JlR3XNc3ed5vj57/TkM2LU7+vXfp7qv6/NKQAkoASWgBJo8gbgK9GFGrpt4N++HF8V7SB2vhgQatECnKHA57CJCaemLt6WX5bCWr1qPH35bjO5dOqJ9mxYiroqKvCLSKdCXr9qABX8tF4tm9y4dopm9+Yt7qxbpYu1cvnKdCPRe3Tqhdct0EWRZW3KweWueWNgH7d9PhL/FYsXKdZuw9N812LQ5Bw6HDbv22hl9uneW9bMtW7kOX85fKOKwT4/O2H2XbmiZkYoNm3PkooAC/9jDBsDj9WHBXyuwJSdP5tG+TUsR8vkFRWLR36lda/To0l5EY7y51vCs1vo1I0u+4RLOLPnVjfM36587HI6SEATDfbqimtxBrw++/HwEmfE9PRUOd7KcBbGIl8zD6/WJJ4WNMe3lSrMxYaCIUrG8F4tA557y0ohnweVkeb5iBAIh8JwWerxV8okm20sCHMxYnpIMl8MRzRRPq3ggQGFuWOoNQWzEYPOcMJlhNHu68ZOSMY169mG/D1mbNuOF196ICnRTYJueBcalRllLdIUTLylHbiaA2/Z+lcuslwdYnm39+nXI2rgRWZs3I2drNo486hh4PB48/NADOH/qg2XGbWifKU9+Pj586QmMOP4YdO3WvbQjQL3w0k6VgBJQAkpACTQmAnEV6Cc+lRA03g8uTMi4Omj1CTRYgc5fcOl6SyszS08liyCpfjxp9ZFse4OiZ/HyNVi4eDn23q0nuu7UTqzadCsX11+rBctWrheBTvG+Z98e0ZJeRnkpq5SmokV88fKVOGDvvtIHv0/hvGjpf2KhH3xQfzisFinz9Msf/yA7Nx9ulxO+YABerx+DB+4t1neunxcG3/zwuySSo0V4n3690XPnDuLK/uc/2wT64mWrsHzVOrRt3QL9d+sp8zab3x8CQ3dNd+V4c63NntT2Xbqlc0+KI8XCsDprNwW602lk3a/oXVPAMglcwOsTCeuwWeFIS0VSSVw310ALNDO580KFwpfWbAsvS3awQIrVSCQcvVig1KXlvKDQg9yCopL4921ZzctkNocRS8668HTxT3E7wRhyCkzDtd2YE4U2vS/43xyP3zf6SRJeRk16I6GhuX6jbr0FST4fsjZsxHNvv4spU2+JroTPy7MlLuLlE7lVKtBlcEPSG5b6+H7+YzlrDE0YeepJ6NW3HzatW42U9Aw401pg2HkTqnW2Yhmrts+sWb4EC+bMwriLxsilTOlI/dr2re8rASWgBJSAEmjMBFSgN+bda3pzb7ACnW7Yae5kJJdkNa+OkKqrbWISLsZ102JNl1/GjO/UvpW4htMCzWYKdAqXtq0yo/Wj6Q7co0tHuVj4e8Wq7QR6VnYO/lj6HwoKvDjy4H2lrBXjxOf/9pd4DdA6nlNQiDk/LsKQQ/dD21YtRGD9t2YDfli4RKzxa9dnidjcq28PpLhdWLx8ddSCPuenRRKX3rt7J+zas4vMVZPKGSeDlmJJ0heJSNb8WBut1xTEvDypTJz76XLuDyDEWHWbFanpaSK8K2rcD4/HK306nHYJPWCJveo0zqmwyIfNW3MkkWIyL25CtKoH5M/SjZdd6WluOUeyFo8f7hReOFlFYNN6XuTxIiXFXeY9w309IOI9IyOt0vCAQH4+Nm3ahGdeexNTbtom0Fk2r3T8uJEZ3ci7YLaoK3uJGOcelWdcN/8GmLK07sT+mHNGYfd+e+Dggw/Bin+X45233sTEe6fDYrFVZyvj8uzs91/HPj07o1///lHPibgMrIMoASWgBJSAEmjABOIq0Ic/nRAS3vcvSMi4Omj1CTRIgU5X4LQUF1LcyXDYbAmzRFEkhMIhbM0rwrqNm7ExKwd5BYXixk5L+IA9e0dd3CmGWqSnismRv/ozHn3XnjuLBwAF+q9//oMObVuiRUYqQqGIWMkpzDq3b4MD++8q1s+Ff6/AyrWb0KVjW+zRuxtyCwrx4ewf0K1Te+zRp5tcENAq/uPCJeL63jIzAwv++kfclTPTUlDo8ZUR6Ez0RYHOLzbD+lmMXxbxHRt26d5J5tccG0UnPRBon6VFvCrxJzXQS+qqU9RHY81D7McQr2TLMAK6z/s9HkRCIaRmZuxQoOfn5yNaRr2SkmD8ts1uuJjbrIboK20d59hFPr9cZlktSQgX07IegN/HeYVBdwm6xDOzvGn9NjPBs09zLZUJdI4ncfBFXmRmplcaGhAoLBIX8Kdffb2MQC9jQY/awSuoSV7KUm7WOTfNvNUNR6j8TBsZ4Suqi15Xn4MLLzgP+x41HH323t+w/NfdXUCtp5i3dQtmPP8orpx0mSQvpEeJNiWgBJSAElACzZ1AfAX6MwnB7X3//ISMq4NWn0CDFOjpqSnIYEI1pyOhpdVoZaQLstPhFAu61+fDuo3ZWLl2owiWYwbth/WbsvH73/9KNvY+PbrAZjVccWk1pQcA25IVq/HzoqUisBmrzphhiucObVthz77dJYY8EAzhy/kLJHs7n2HyrkAohLUbtoiL///26yfC/d/V60Wg775LV7Gi06K+YvUGFBZ5xRJKV2nGoC9cvAKr12ehU/s22HPXHkh2GqWumIDs6+8XSjz03rv2EItqc2ymqzb3kfkCmPiNbuuVNYpgujNTbFLUUtgEA6GoFZIi18zuLpnYCwoR9AckU7u1VFm20v1zDjm5+YblfIdJ6wy3cs7VlexCKBhGOMSEd4Y1mP+XlwPce66D3wkEgwj4g2IplzJwdEEvib3nPE1X/NLx85KlPhjczoLOtZFRUZFHqinI57KUu765pkCRB1nr1+PpV9+o0MW9sksQU4zzamvbM8ZlElvdx5/XvRW99L7ecustCFoc8Pu8aNWuIwYOGV7lBVA8P4O/zZkF+Isw4vgh8AUC8Rxax1ICSkAJKAEl0CAJxFWgn/RsQhh43xuTkHF10OoTaHACnSKT1uC0VLfEyyaq8Vd4xnVTXLN+dsvMVBHK27KlB3DiUQdhHQX64hWSiI1WbbttW/1oSQqWlCSJ3Zgkjhbrti0zpTQWhXVqSjL679YL6WnJWLsxGz8u/FtEFjN0S6IuqZ1dLFngd+3VVZLF0TXeEOjd0LdnFynN9tc/KyU2nQnDeAlAgZ61JRe/L/lXBFfXTh3QsW1LOOxW5OQXScw8y6z1370XMpqpQDfPFcWrz+eDw+6IZiiv6Mxts7hDBCr3xoxlN2qfJ4nlnI3PeguLEAmGkZKWAmslbvSmQE9LTRFxv6PGPv3+IJDERHdhKRtnZlE3BazpOs65GTHkxSL8mRjPuICwits9/zQzthsWdcOqzAsIeoKUd3GXS4CSxHbhUFh+bq619Jwp0DeuWo1n33qnlEA3hHZlIrtMnHypTO/bSqv9n73rgI+qyt5fem/0HnrvICCWXXXVtTdUVFCwi21dO9jL313XjmJHbIjYFUXWvnZQeq+hkwRC+vTk//vOfXfmTTJJJslkJsC7+2PBzHu3nPve5H7nfOc71enw9f9OqA7I2X8oSsAFmssX8z7DO7PfEied3W7DeddPQ9uO2c0mks5KBu/OeAyXXXQuWrRua9VHr/8DZd1hWcCygGUBywIHmQUsgH6QbegBvpxmB9BTWEIqNUmVdGpAKaxQ7QcBC3PCl6/djL0FRZLjnZAQJ6JtjIATCB912EAps8ZoNYFG6xYZflHYdm1aIis9Ddt35QnNffSwvshu3xZOtwdLV20UobguHdqiR3Z7/LFiAwqLStCzawfJZSekUCLaUfhl8WpxVvTv1UVo2YuWr5cIep/unREXF4M9+QVYu3Ebtu3Ol/EY2ed8NubsQs7OPQK6GJEnOCsrd0gpti4d26J3t04SWVfRVIFhAqRE8CvMgnyh2reG9EOArgFsTfcTjBPo0jZUca9qHgV4mdeu/naVlZMXjpTM9JAAdN1/WbldwDn/m+rvBPYEmgLKPQqUq4i6oi4nJSd8XdnVAAAgAElEQVRJJJ8CbwTVNe0rnxFFiXcjJTXFe39Ve9htylbsr2rU322zY/fWbXhlzlwvQDfXMA+ct895Khq4GTB7gXsDy7P55u1jGfg059WnTQXQC/fvR2ZWFl59+UWsWLUa51w/TY3XjN6pjSsWY8uqJbjm8ovBZ8pqlgUsC1gWsCxgWeBQtkA4AXryOTMjYuryDy6NyLjWoPW3QLMB6Kq+eAwyU5OFRisAIACNtv5LbNgdElH0VEhpq/WbdyB/f5HQ3Qly27bMkhrnpLXvzi/Ahi07sb+4tNpA3bu0Q4fWLVFQVIptu3IxoFe2gG+CvJ25e6VGOUECqfGLV66X/PRunduBEVVGzmNjFVBesS5HwDzz3gnI1mzcJgJ0XTqwjrlS7SbVfn3ODslHHzW0n+QiE1SSMk9KfkFRseRJU829cwclckenA1XBWcZLRRQhtd6p4q1znRtmvQPrLrvdIWC3NocQo8tMQ+AzWRWg6/x0p8sp+8b9dZeUMJ8AKa1b1QjQGb0vLCyW/a4rgi7uk0pVbs3tcqFSBO4SvKXPXB43UMkovqq17nS6xKFA4TiyKDSNn58Haryeeet83qifQGq8Vm9X4uuq7JrHXSGMA7IIOL65VXo8yNu9GzNeneXNQa8LoDNVQFHbFWTW69QR7saBWp9OuTmG7vt30yaHFxUW4v4H7kNJcRGOGTcZnXv1VU6Bph026Jfv89mv4oSxw9CtZx9Jn7CaZQHLApYFLAtYFjhULWAB9EN155vnupsNQCeoIbWdCtmkhteWDxwuU5rzcxsyZkNU06WetMcjgEXlEzes8cCty1OxxrYfkBLBM7eAOIJ4NgI35lZzfM67viXIGjbL5nGXANPoKKVmXsVWeoZegM6SaXFxvgrghi3JSohPSBCmA0GYq7wcHqcT8cnJfgDdmzfO8mGVlSgqLgkI0I3KZgGxXElpmewT1dgV3R5wul0CnpkiIeX9XG7ZYzq73BUe2MoUqFal0vztzmeNTgpez2v0c0cWvSqwRnDuA9AszcZoPPuSnxp10/nvffsKMP2553HPvfcrsK2rB/jll/vGr55/XjslPlRPjFGNvcmi6OZ5vvTCDHz11QIM+8uJOOqUcc0mkp63Yyu+/XgOLr/4AqRntfATHgyVna1+LAtYFrAsYFnAssCBYIGwAvRxEYqgv29F0A+EZ1HO1pV+SaA1T3vVhk1NuiZGJltlpCI1NaUOwawmnUbEO6cQHSERwVdjoocCvis8AjoJKKs2H1BUaI3UeUZcCfwI2AjACO4aM4eIG9OYgAjCVVYI+CYF3ex4oSOIdnLYHKAmGR0VKkrubzNtH0bPzVFoUsnJtPB4KgUke2nUlazdHS2AOT7ep7xOe1Koj/nkdKEkxrM2eYwfZZ6RdSrycx68P9YkXkfQXGa3gZNlygXV+EXEjWrclQTqHtnDmKhoQ7ROAejS0jIj8h8t1QO0erdSiI9FXAxz05UjR+bo8kjkXUdWzUFfcTzRRnFxSDDWxvtsdify9+7Fq6/OlAi6jp5zXjULvXFvpNi5t1Y6WQh0mDQVBd3kHjD+2bQhbYfdjkmXXISTL7kW2b0HKCdQ0w4Z9Ku3Yfmf+O3rz3HSsUdh8PCRVm30oC1nXWhZwLKAZQHLAgeTBcIJ0FPOfS0ipit7b3JExrUGrb8Fmg9Aj4lGm6xMoV2HrqRS/Q0S6TtYF5vgh8rejWkEooyKkpbMyHhdjUCT94g6ucsFl9MljhLWq05KqktlvK7eI/c518O16friwiwwhZAJlmgjyTE36obTqVGVRSCq6KyBnpQk1+tGtgMV9Hfl7cfazdv8+s5ITUGP7I7o2qkNPATQFUpFn+kOK9dvlRSG0YP7KyX9SoJ8t8r/j47GVz8tRkZaiggPUtuAbpRymxPL125C/r5CdOvcHtkd2/gEBRnJ91Ri0fK1yNtXiFZZGSJK2Ipl3qKBkpJSAei78/dj9YZtsDsd3jXQBnRItMpKR3anNiJkuGX7HqkOUMJc+gCNNuqR3UHSNmgrCh9SvHD3nlxsWL4Id91zn9gpGCV2cw10H5gXV0GTPji+KHrTjvXGrJn4beFCXHDzA2Kr0KvSN85M5SXF+OWrz+EqL8bZp5yAlm3aWjXSG2dS627LApYFLAtYFjjALGAB9ANsww7y6TYLgC4lqmJj0TorXYDpoQ7Quf5gQHVdzyZzhRlNJTALJseZ/RG0UKlbSooR9DHvOiZWorWBlLvrmkMkPue8NbQjQCce13oGHubcmwA6o7QEm1LzXgP02BilbK2julAK57wmxVDY1+vizymytbewVGrUK7Vzt2gSMLo9pE939OnRSaLRzOvfW1gsqvtrN22XcYcP7Ine3TojOTFe9ADoEGF5vdmffCeAedTQvujUrhVKymzYkLMLK9dvFh2Dfj26oF3rFhJhZ+OacvML8fOfK5FfUCR6BhQRHNqvh0TnNUDftG0PFi1fJ9d3at9KPmP0v7zcLs6DVi3SMWJQLxSKbkK+rM3mcKCwuFRKDXZo2wrxsbGIi49Fdoc26JndUWzFSgV/LF8vEfTiXRtw+9R7JLoeDEBXtlRChcJ0kJJwTQvO9bPuG6VpxnvrjVlY8OUXGHbMKTjs2JOaJUDXz/KG5X/gt2/mo1efvhjSuxvad+qEpOSUSLzC1piWBSwLWBawLGBZIKwWCCdATz1vVljXpgcrnTspIuNag9bfAs0CoPNAnhAXhxbpKUKrPlQBuuQ5u9010tLru70SCXcxKssoemK9btdK4C6nU/pgNJ0AnTTo2mt212sYv4sbkvNvvkeXpRMAbmhx6VxuUr4V1V2xBNg0CBRqd6Uqj0aau2IOQJwT/FuVIKNCO4XZ4r1gkn3wHkblPRUQEE1nE6POG3N2osxm9wJ07m10dAzWbt4u4Jxgly0pMR5HjBhoiAcqkFhabvMD6FTgp9AfxQHZ/8hBveR6Henn/Bl1X7h0Hbbs2GOUV4uWCPwxo4eIg8ZmK5fc8o1bd+OPFeuRmBiPow8baKi/QxwKW3fkYm9hEQ4f3h9tW2bAZld11PftL8b6LTuwv6gER44cJOUBOWZKUiLSU5OlqsH3vy0TJkFJaTG2r1uGm2+bCo/TgbSMdK+jo650CdmfigoRKgwXQDeS7A13QGhB+oxnn8GyZUvRultvZLZsi9F/O0WeJYr4hcH/0KAXsby0GDs3b8T2LRuRu30zEuMT0KVrVxw95jBkZLK6RBUBgwaNYt1kWcCygGUBywKWBZqXBSyA3rz241CfTcQBuuTAxsaKOFx6SpIAoEMVoJPeTnDC3N5Q2IDRc4J0toZG5AmaSO3mHzaWdYuNjZN5CtAIUdN54gKcSTuvo28VmTXlk5N2TpAtEXMFIlQWcxQQDcnJ1vnnXmpzlHEFlyGR5AoB4hJVN6mdE9ATrJMCz0g8r1H0bebrRwnwVSXMYsQu+4uKpfQelfeH9O0u9eoFeJfZsWjFeqllTxV9gntGng8fMQDdO7UTsF4VoA/u110i2+s2K1A/fEAvpd4veeIuWVNMbIw4Hr74bpHks7dplSlguaCwBGOHD0CHdq1ARwtZFIzC/7lyg4DsM/42RiL7MTFxknO+IWc7/ly5Hv16ZGPYgB7e/PZdefukDGDe3kKcdcIRSE9LkVJvIhwXFY28vUVY8OMiod27HDb88v1XGDl6LN5+fSZcLpZ4ixcBvaTEJCQlJyM5OQXDhg/DWWef6/f06GfAW9e9SVGsLi1omoIXN4fmub75n//Ajm1bBdgOP+5UDBh1lHouQ/jehOj1q7Gbgrw9yFm7EisX/Yz+Awfh6DEjkdnCEpRrartb/VsWsCxgWcCyQHgtEE6Annb+6+FdnDFaybuXRGRca9D6WyDiAJ2AJykhXim4JyfVfwUHyR2Sx1tWrsBMFYGyhi6RkW8VuY02Ir8N7QlwsLyXQQFnxDghMV4o27UB6WCBiNT4NnLDtfI8c8Zru1+XAZNyXATaBD0MjBM0GgrpulQXc6wZ8dXjSGkv1nvnz6OjlXI964gTiFNkTVgHSjCN8yIIVkrmzFdXAJ17xL8J5Mn6MLd9hcVYsqo6QF+/ZSdWrs9BYkIchg/sJYD721+WolP71hjcpxvatc7yA+gs48dcctLLi0pK0bNrB4wdPhAOh0OVU4uJkfA+S6+Rjv7r4tUY2DsbXTu1x849e7F0zSZ0ad8aR40aBA+ZGbEmgJ6ciFOPGy37GhsTJ8yNjTk7sHTNZvTvmY2h/buLUCEbSwJqgH7G8WORnpokgJ+MAHdFBZav3YzVG7fhmDFDUeF24vFH/419+/Zi3PkX4LTTTkNebp789/6CAhQWFWLRwoUYMWIkzht/oT9A5y4YIn5Ccw8DkA2kkWku+dbwNwZYt3Yt+vTti0kXX4Tjxl+Grn0GHnAAXa/f5XRg5cKfsXLhT+jdrz+OHj0CrVq3VvH0Siuu3pjnxLrXsoBlAcsClgUibwELoEd+D6wZ+CwQcYDOPN20lGRQUKumGs0H+4bpKDUjqlVVwhuzdq3WzahqY+uaS/m3Co9EmmOjY2CzMb+dtbIDz5DR2mDXQqDrV/aKkUwGvqMCgzSpO86xDbotnQRaoZ3RZKnbbdDZOTudf14VjGkAaKa+e0W8KqO8ImfM5We0mpFyOpG4dv6bPyOQrA2gD+7THb27dRQHwQ8LV0i9+u6d22PUkD4SvZ7//SJRbD9scB/07tYJUVEUXLMLxZ33aJV4roE55ycefZgY3G63obJSlVqzO9347tdlKCotF5DMnPXtu/OEyk7wfuqxY5AQq4Tg1m/ZJT9n7vrYEf2VYrvbjT35BcjZkSdOmKNHD0bHNi2972MggM58edq8oKhUnAzs+7ixQxETVYnHHn8SY4/8C8aMPQIZaalepoN2pNx5+63oP2AgJkz09+SKk8RgRtS09415HwLfWz2SHiqArse74PxxOP/6aWjRrqM81+FwPITeTqpHt9OJVX/8jBULf0av3n0wethAtGzRCokpyfKsWs2ygGUBywKWBSwLHIgWCCtAHx+hCPocK4J+oDybEQfopLZnpaci+SAp6dWQjdfRc9LQVf5zaCi2VHFXauSNrysvedget0SUWRqMgF0LewVas9Pp9B7YhbYv9blZI7x60+rxKu9YMslFdb0mO1QH6NHefGzzPdp3UJs1Vd6zGpP/NscC2ZfTztJzzEUn7Z1iefHCdEhISAgI0NkHqeVLTBT3vj06Y3d+AX5bskYAc8e2LdG+dUuxz8atu0R1nYrrA3t1FXE3nYNOJwTzyPmH/6ZwW58eXTCkbzdUEiAbiu/s++ufFiM1JRm9sjsgLTUZJaXl2L5nr9DsRw7ug17Z7SVnfM3G7Vi4bC0cLpc4xmgb0uOdLrdE9nt0aY8h/XoIhZ3zoyMif3+RXwQ9MT5WqPQOlxubtzOnfYPkxHft2BZlJcX47pv/4upr/yG2TEtJUuKCJvXyaVPvQI/u3TH5siu9D4NXyV3rBxjpBw15n+p3TxWALjT30Lx/eh7jzj4d1zz4LOITjLKFoe2+fssNxdWiyeDC6j9+wbbNG1C0Nw+x0VGi/t66TRt0bdcSnbt2Q0qKJTCnzc3vD4orsunvKH6X6soRodgWqw/LApYFLAtYFmi4BcIJ0NPHv9HwiTbizuI5FzfibuvWcFog4gA9LTkJLTLSGk3BDqfRQjmWihpWwGF3Sp54KHLP9fxIX2bfBEjBqrjXtjaCRB4qWTO7rnlqUTUNfCVfG1EBNQY0xVzBc9VYB1ukwgI4K3TEWwC1CdDpw69EX4PcJKG9Sx1z1g+nSJwvCqio7ZyDIRwXzbxvt9DFCVx5PW0bHROLkvJyZKalITYmCnkFhZKDXlhcJirqjKD/tnQNSHFn1JxOKeoMcOpUSLfZHKKePqhPN1Fe1wCdjJIBvbpKRJwCbUtWb5RVjR0xAG1bZkrFg6LSMqzakIPla7ZINJ2OLtZN55roDCCNvm2rLBw9ajBaZqaJ0BxV3Nl6ZLcX++4vKhUgT8G30UP7Sn58WVmZqnUeH4/cvfv9AHpSvFL1z91XJOvcvjsfyUkJMn5hQT7K9u3GxMlXyPoYqWfpRImeG+DkvnvuQrv27XHV1dd6d8nrHPHWTJfdDHIXG3NZ0wP0CReeh2PGXYLegw+T5/pgbCzVtn9vLgrzc7Fn107s3LQW7Tp2wsiBvdGrd2+0aNFSpYc4XcjPz0VGViYy0jPk/SVrw+ZQgoSBUg6ai71WLV+OJX/+KXPs0asXOnTsiOxu3RTLxa2+F+jETE/P8JuyBucts9Ll+4TfoXwvKa7I7wOrWRawLGBZwLJA5C0QVoB+QYQA+jsWQI/8kxbcDCIK0BktTk9JRlY66e0qunCoNR7uXKx/HaWiwKGKntOOUtvb5ZI+GyoSZ94PlcNNIFvpLe9V135pB4Tb5ZEDOKnaeo2SB27kenuBi1FqiwdeEWuLi/W7h+PpQ7yOvJuj3uyPgnDB2pGAnAJ4FR6Vay7q7yLdDrEdQbKmZnMcshK4BkbQVWQ9BiU2B9Zs3Iqs9DSJGDMHnarrfKZJXc9MT8F/f/xTwH1mRhpSk/1z1vMLCkXUrVvndhg5qLfYiRR31kcfM7Q/unRoIznoqzZslRJtXTq2xuC+PdE6KwM7c/Pxx4p1cDg9kstOcK4bxysoKhFwT4DOuumbqOK+coMI0pGSzkZHwrrNO0R9fmCvbPTtkS2q72Q9cA1mkTjmoKcZ89+wdSeWr90i4Lx1iyxxZGzbugXF+/Iw/qKL5fnjXnEdet9pyx+++w6vvvoS+vTpi6l33Stz8DpbDBAfapp5zc9pIIDOq0MHpJ947FHszM3DGVfdJmkTh0Ljfm7bsBY5G9Zg56Z1yMrKku+Ogr17kdmmPeylxaBifHJSMlLTM9CzUxscc8Lfmy1Nfm9+Hv733fc486xzkJKaijWrV2HtmtXYsH69EomMixWHw7kX+usqaHDO7wUKBv7++++44MKLUFxaDpvTadWbPxReBmuNlgUsCxwQFggnQM+48M2I2KRo9sSIjGsNWn8LRAyg8+BCcTjSd1OSk+pU7a7/0pr/HYwWMwpLejGjoU1xdNfibkkhsjEjsw6XE4kJCfXeMzoiXE43Kk25qgqkxyAmRkXLaRMCO86bOdg8+MYSdBvOCw3kCMQbA9BV5Fw5DfhHC8YJgDIU4Z1GKTQ6UXR+rTgAYmLE4aFo/MC+olL8tmQ1ymwOAd+6hFqXjm0lKk7V9l//XI3sTm1FIZ31zWkDj8OJuOQkobmvXL9F6oYPG9BT3ol3Pvterhs5qI/UHuf1FItjnfO9+4sxsHc3qWNOejtBe48uHUThXZde4zz5XOXs2I1fl6wWgbmBvbsif18R/ly5URwJpx47Wl4SUtwJ0FdvyEFCfLyA+bjYKHkmudaduftE+T1/byFOP34sMtNSBfSv3JCD3PwCmTProVe6PVj4++/I2bUb5543XkXw7Q6pHZ8QF6so+QYjoqCgAA8/eB+Y39+hQ0d0794D/QYMwKBBQwyHSGhBck3fBppa7/d5iNXct23bin/eeD0unfYo0rNahhL7N/8vOWOGu7duQlx8Ilq17+g3Z3t5GRh9nz/7ZUy78zZ5ZptbFD0/Nxf5ubuxr6AQEy+eHNDmrHVfXFyEw8aM8X5OpxSZMrt37sCvv/4qjkAySs6/4AIpyWhm6xwwG2lN1LKAZQHLAgepBSyAfpBu7AG6rIgB9LjYWCmrxjzYUKmWH2h7wAOa0LsrmCce1yTTZxTV5XZJKa6EOKXK3ZgmEX8qwxM8G3ni5gN1sJFr3sO5KZBLJXbS2qNVnXKjfBnp2qSAetwe8HlhNFtHZaWsGUudkUetleqIram0bpRpqzWHXZwADqGmpqQme0X0ZE8MBwKj6hxb6KtCZ49DWlqKF2Ty/srKKFEyZyR77cYdKLPZEBcbJ+CZFPKUpCShge/K3YuhA3qiQ5sWEuWucDpRvjsXWd2yUe70YNmaTVKerXvndqLC/vn3v6NFRjr69+yiaqTHKPX4PXsLsHjlBklZaJWZDqfLI8CdtdFZL5325DNFIJCQmIBymxPf/LJYgPvQft0FAK3esE2i3keNGiyUfNqJoH9jzi4RiyOYz+7QWjnOoqMlR57Re+bWH3v4UMl137YzVxwLdKKMGdYXyYmJKN9XgBdmvY7jjj8BA4cMFZuxtBznyvx2zkF7oXSe9/zP52H9hvXYvm0rEhOTcP+D/2dEmZvCXVX9ya8RDIY4F/3WW29BQmYrnDj+0qDZHY15Tw+0e+fPmYVjRw1Cr779I5qXLQ7DqCiUlpZKacD5n82Dw2FHj5690KtXLwwYODigad+d87Z8hw8beZhRISIKe/Ny8eeiP1BYWIhj/3YC2rRti6ef+A8mXnIJ0rNaHGhbZM3XsoBlAcsCB7UFwgnQMy96KyK2LHx7QkTGtQatvwUiBtDTkxORnpoS8rzr+psgcnco4FfR5Pn3pGqzxnpGRnpIFktQw8iocipEqfxtlkkDJL+6IY30VwHsDkX71JFqgnWlFl8pZcVIJ1Wl0QicfTmrWh072kiVIKCnkFmgXHlxWhjUf7MCu4wl6/BJ07ud6lr+hLR2RpV1I0Dn/ukcfz+wJ5HiKDClPSqa0XqVz14pteAq4bE7ULZrDzKyOyEqNh7Crmeue7Si2KuIPfNVScGuENDKaLb0E+XLjed9Ugs9GpK77nK6xFZS/i0xQeas+9Lp/OLTAHN/maoQI8uRqvKGs0PE8ZxUrVdRb06FY0RHq5J24hQx6szzTu0I+Wn+f7F44yZce931shhJW+ClIi4QJeswbjRy0hUI57hbNm/C1Dtuw9tz3g8DQNeT8qVL6D31Uet91zTkea56z4//+x4vv/QiLr/vqTr1G0Ix3oHWx/78XCyY+zpOPu5o9Ok/ICLTp+5CzqaN2LJ5M3bu2IGOnTqja7duOPW0M+ucz7atOXhj1kxMmDxZHHRZaal499130W/AQIw5/Ai5f+YrLyItPR1bNm3CWeeei7j4xjtM65yYdYFlAcsClgUsCwRlAQugB2Um66IwWSBiAD0zNVlKMFEV+1BtBIosV0UQ1ZSNAI2RaEaEQyVEp4XVlAq6L+osddGjRVpNAHKwqvTsh2Xh2Hgf4REp8XFGlJ7ODAJDipZxDEV119DSKKtGMBtViUqPmpMu2cU5aCAu/QjYVDXNzTnBAQG6y2PkpCtQagb02lFBZ0EKFdFNgnY6dYFsg0qP2mNGwQ2herjLbSqC3qMrEB0Du8Mh66pass1Xyz5KnBPMVU9NSRJbUWldOwU4fklJmQL/HgJ6pZzPz0WIqhKIT4gX0Bxl2LG4pFTmTfvoevZyvVOVj2N0nH9zDg6nU95VHfkWbQHJ26d9mJMfj0cffRwnnXKqlFBj8wJ0+Q/jCTd8H0oUTu9fFP73w3d447WZePX1t2pQUTfX82todN0Y03CGyOgBygQ2Rf57bu4e/OP6a3HsuZPQb4SPBt2U7/2B1jdB+pfvzsLpJxyDnn37hWX6ZJysX7cW23O2YWvOZgwaMgxDhg5Fv379sXrVSgwarHQagmkvvfAcuvfoDlR4kJe3F5u3bMa11/0DWS1aCDgna2XFilXokt0VXbpmS0qH1SwLWBawLGBZoHlYIKwAfUKEIuhvWRH05vG01T2LiAH0lumpSE9LEdBxKDalGq4io00tkEdYwrHKy8qRlMSyV6ERoxO6u8st26fyi/VOKj12KV9mRE2ZZ06AyvUGKmOl1YwJFnXdckazCRx1RFlU1gVcK5v5lVQzwLpSjYekDWjnAefJfxPcsw/ex+hwVQq8COCZ8uPZh9tToRwG/Dfp8CnJfo8r+1OOFgWK6UQQ8GmMT2cFc+i5di2EV+FwwlVShkqPG8ltWhPJCjVdz9GsuC/OFafLAM20BeuuJ6Cs3CYMAl2YjtFyqsHHJ8Qp4Mz1UrwqNgYlpWVITExEfFys0IeZ3y/A2+kS0J4Qn+DN/dfAm/NNIFshhmkFbimrxXfVQQ0BA1jrNXJdq1euxB+Ll+Dqa671Bs3NAF07U6raXDtamH/ctWs3XHWNVnZXEWxfFQAVqdfPgwLXytZaxK+u75GA+eaBbgoxvZ1D3H77bXBHx+HMy2+0KO61bFRB3m58MvM5HDZsII4/6ZS6trRRnzOt4uP338egIUMxcOBgDBw8RFJpzFoJ9RlgxfKl+PF/P6Bjp07o2JF/OqN9hw7SxTNPPoYjjzoC0XHx+Pa/X+Ps88+rT9fWtZYFLAtYFrAs0MQWCCdAz5rwdhOvJnD3+9+6KCLjWoPW3wIRA+itM9OlXnNTg9P6myQ8dwhtuhIBgWJTzEAi1FJ2rVJKZBF4haIxsipKxQEcLQpQExwbEVSjjpoIshGwGoheA1yCydrm5aW7K3SmIr/sp4q8HsG+UOIlH510cSUIp/8mcNSK+UqkTqTbvXXQdX+Sf+5R+e8qZ16BVF6vovOq0fmhKPNAbHyc5MBT1E3AI1XqKxkkV5RvjucuLYOzsBhxqSmIS05W3PYowC25+NWj6Eo0zyFjEGhzzbrGPevFiwPGzRJxitquVOi5fsUcKC4uQarxrhHs22x2KQfFe9notNmdvx/bduV518QuuKcsgcjyUMmJ8Sh3OLB20w5xDJgbc+q/XfAZzjzrbHTv0UvmQaeGfre9LICYaKkF7QXpUYDD4RI68R233oSnp89A+w4+ETFdJ9qXyqD2SukRKJFAMgm4l3Q+1KV/ECxAD1UE/brrpmDUyJFo2bIV5syZjSsfeKbOOYbinTwQ+7CXl+PHeXOxfvmf8ownxcXiwokT0b5T5yZZTmlxMd6b8w7GnXcB+g8cJGPId4b+PgixZOfvv/6MlStX4ISTT5J391B1TNPOuqIDv1utZlnAsoBlgeZigbAC9IkRAuhvWgC9uTxvdc0jYgC9TVaGiE0RUByKjUCJranE4QLZlAfQUommJpG8AAwAACAASURBVITkgKjp04zqEiDV1AhlKb4mtHN3hcKjFHIzSk6pfGc6DYIrj+aprJB6ygS/Kqrq60tqyhuUbumP9dQJmCsrYSu3yxTN1HYviDai/+b4vhbEE5o+KfdGLrrsmaFNR9CniQNcY1x8HOIpxlepFPrZh5RmE2eCAujMP3eXlCHOoJxLnjwdCTRMnBJ3q+q44thlZeVCldf1ooWGHs21AU6X0xu19zotoiC1ye12pzxnKp9csR4YFadwIKPtSUnJWLZ2M5av3SS10CkOx0Y6PWm5vbp2Qvcu7ZG7twBf/bRYfsY/GuBv37IRFc5yXHXNFIns02GRmBgvEXhhbtgdAtqp5M55aAcCnwuOsb+gAK/PfBkrVyzDKaedjksmXSbjUw2ff3ivWqeKmJNOTxE8Anfm3SfGxwmrgPtcWwsGoIcKnN93z1QsW7oMHbp0gcfpRJ9Rf8HIY/5uAfQAG/ThS09g6/rV6NA5G2efeSaO/ssx8izMmf0WzrvgAmRkZQVMRWBXdNasXrkCHTp2Qmp6elAK8HwPPn7vPQweMgx/PfY404xCqztgXiqZRPdMuwPnXXAh0jIy5Pcen2kydPg9cbA2Ojz073h+T9GZR8cff87vBfmutpplAcsClgWagQXCCdBbTJwdkRUXvOlfCjQik7AGDcoCEQHoPKAzgn6oAnQVjWUNbeKx8FL8madM8BSKcQkUCfh40KxPRJ7ASgu/6ainjkwH9dQaF9GGpKUz/KwBnKitx7M0W4wAO0aKJSed5ducLgFyeu0arIpyPNdiAECtEafp+VL+rRICjNkSkxOQGBcvkWveo0B9lOS/2212KUHHMbjPXCsj1mwi1iaUfU7GA5SXC0COiYuBx2YHBe7iMtLhiYkRKr1Z4I5rpdAfD7sE6xTMYyPNnNeRFq/HkbGM5GoeiKvmWava9Ar00l7JySlYvm4LNm/bhf69ukjJNs6dZdRyduShU9uWGD2snyi8E6AP6tsNXTu29QoCPvXU0zh73Lno07evAG4B6AnxMtdym0PsxpKKPJjrNAjalIdz0vI5V67hxx++xftz3sHrb70ja2MpKrIheB/FBzlvqtAzYq7s4A4pQA8VONfP8MsvPo/ffvsVk+56TH5UV4S/Ps/+wXLtnOmPwGkrw63/vAXde/b0W9bPP/6AX37+CePGny+CapJSIQ+9YprQAccqIF/99yv8/ttvOObY49B/8CA/dovukK8cn7FdO3dg4/qNSExKxDnjzg+bGd9+cxbWrFmNAQMHYuxRRyM1OUneidJyO8rt6vvhYGuKWRUre0T7U/CSzjQyuFavWoPOXbOxv7hUvgMDSEEcbOaw1mNZwLJAM7dAWAH6xREC6G9YAL2ZP4be6UUEoDPq0SozDSyjVR9gd6AYta55UvyMAEiArUEzruueUH0eSoDOyDAjvQ1lQUgd8wqqoDeORUEQbM7hrinHPtB8tcga7UtKtbc2cSXgsDuEIs5nlGCQNbsZeWZLSUkRqrlE0I08+Zio6GoMBfZPwMr/6cYDKfO/BWgzN5/Ud1LkWQMaUahISpRIMyPFGqTzWoLZ5OQkAeq6Njvtz5+xf5dD9cmfEZRzLelpqSguLhXasFJlj5I8dJvdIVUU9u3b7wXoOTv3YGi/HlJmzeXyYMW6LdiZuxcd2rTE0P49vAB95ODe6NGlvYDmX375BStXrcMVV10tNH0N0DkW106AzprrEjk3DMA18bOSsnKZJ+1LsTna6YG778SYsUfgvPMvkL7sZFfExsh3BWntqg/1/6S3hySC3gQ555zfG6/PxFcLFuDKB6db4DzAF9jbTz5ADxOefebZGr/evpj3KXbu2IaLL5kobAqXUbmBz1cmNUxiY/Hk08/i7yedii8+/wzp6ekYfcRYJCf5tCIo0Ldh7Tps3rQJGRkZGDp8OI7+y7Gh+koNqp8v538Ot9OBE078GwqKSoRNkpSYKAC9tLw8qD4OtIu4N6lJSaI1Q7KUmSnwzPTnJG3n7yf9HS3atJV332qWBSwLWBaIpAXCCdBbXqwCEeFu+964INxDWuM10AJhB+iktmWmphgCcXXnjTZwXc36NuaCM/oTifz75gTQuUkEaCbx8wbtm6oOpmrKk9Kucxyrdia5zFDRWi1Ep68xK7iLuJy7QgC4iMkhSvL3CdDNzANSxEWZ3WhuKr4baQva8RQIoKt1GwJnRpk6Rvc9huBeJSnvzNUkLZ4UfRM1XefKa8YAPyOQlxQCocuqVALOi5F8AmMC9JQUigOqNASd056QlICi/cVegL5k1Qa5nlEvPe8uHdqgX88uyMpIR94+FUE353yvXPQ/nHnOuRg2ZLCAUIJuRrm9peIqIe+6roGuQTqj6sWl5RJpJxXe6aYDxIk7b70R48dfJNRjOhL4M/ZHw/K7g/NjFI62qS9AV8XljKb/0UTg/L257+D9997DiRdegV6DR1gAvcrL+OZj94g44ZNPPFnnO//O228iNroS48ef791BvpN8Nz7++BNs2JSDKdfdKCKQn8/7BIt+/w2DBg8WALx69RphcAwdOhxDhw9Du3ZKtC3cbceO7Xjr9dcwYcJ4pGe0QKnNpko60kkZqJRAuCfYBONpx6USBmU6QhySEuPx5GOPYcOGjbjtzml4f+67mHzZJFRURiEuPsFPpLMJpmR1aVnAsoBlgRotEFaAfkmEAPrrFkA/UF6B8AP06Gi0yUqXPNdDMXrOB4ORA649nABdl89iFIMH2cZGrbmOxkbQQ/mSEKAKQCf11chNr9q/ypl3e4XGvFhNSsUZ6uuSXE4Q6/bmrytQy3robm9UWztZCNK1WrlEuCXS61PJrwmgm+cmDgGWqrPZUWF3IiYxETZSz5P4jiiwrkXqvGr3ohivepHIuCFyR1BLoE4gr3L6o+Fxu9V+G54QcQ5UVCIpORGlJWVegL5m01Z0aNsKrVukS/32/IIiyRPt2LaVgPT9RcUC0Nu0zERmegrWr10FZ3kZJk66VOi6GqDbHWQGqH1gxJP54oy2cz663jqBt83hQFJCAmLjqBRPITwXbpxyOe6Ydg/69x+gnAS0i9S8r5CyeyJyyDz9BJXfXp8IuhegNzE4555ceP45OOqMCzBw9NFKxLChleFC+ZI0g774Hr312D1o16ol7n/okaBn9MKM6ejZPRsnn3yS3EPGzKzX30ZUTAwumnCJ33fp+nVrsHv3buzN34uhw4ahh1DnI78BpOt/+81X6NypE4YOG4qWbdp602aCNsQBfCGdifye4O/+D9//AJlZLcThuW/fXixdsgS33noL4hOTYHM4YbPb8e1X/0XPXr2R3a1bSFdNzYK83Dzszc/DuPHWYTWkxrU6syxwAFsgrAB9UoQA+izrO+9AeUQjA9Az0yWidygCdAIOHlIZUQzn+glsbDbmMMcaVOfaBbWCeYCbC0D3AtzKCgFDWjQuUM6v3elUkdgquf8qoq1WzWi8Lh/H/1bq8UrcjvZjdJoUdTaJohMse1Q5NFVX3GfbYAC6trWnrBzu0nJEJyTAFRsjh1c6U/icMNeeTgEpjRYfJ0BVaO6Sj6sU1+koUMrzaq68jzFjt9MtIFhRy2Fc4xHQ7na5fTno23djYO+u6N65ndy3K3cfVm/cJgB7xMBeQjEmQB/Ypys6t2+NBV/MR68+fTB69OGKpq8j6E63PGO8j1FuPu8UJiStl3NgRJP55ZLeQAG+6ChxGNDGV19+MWa88CpatMgScK4dLryW6yIg5z2MxHEtwQD0msThROzeML6ZOh/Ms1/XNTfeeD3a9eiHI08Zd8hHz3Uaia20FO888xCyO3bA3fc9WJcJ/T4vKSnBjGefRnZ2F3E45eXlo0fPXjj9zLPr1U9zuPh/P3wH/klLS0evXr3QqXNnZLRoEZTAXXOYf2PmwHeX1HeHw47pTz+FO6fehVWrVmHfvn1IS45H79598MFHn2DP7t3imOvYqTMK9xegb7/+6JKdjc7ZXQMOz99ttvJylJWVokOnTjVOMT8/D3Nnvy3PzYIvPsfl10xpzHKsey0LWBY4iCwQToDeatKciFhu76zxfuN++t+f8dxrH2N/UQn69uyCB269FF07t8MTL87FrLlf+mkhvfvCvejTozNGn3INPpn1MNq1bhGRNRwqg4YfoEdFoYXUQE8NSRT3QNooggFGfgjwmHtOoBiuRkBXXl4uoE/lIjc/gC41r42wcH3mJ+XTKhR9XVTdCdNNyu7axoyyM6JLu/OQWFMTJXiHKh+nhN6oGUBwrkCuJFQyuss65EZNdskrdymArnOsvcC7Sg56TeNS3Z0gnX1XJicLeNSK+wSvdofDUF1PlDl5S8dVGKyIuBhBnEqAUNHBCXIdNgcSEuPFmcDP6UjQZdoI7BMSErF0zSZsyNmBHtkd0LFtS5ni3oIi5OzIFWfasP49ZXwCdOaot2/TEh/NnYOzzjlXDs66dB4BM6PhpK7zD8E482w5H1LTmU/udHlE7d2r6G4wFB558F6UlZbiX48/LQ4HsgFofx7qdWm7Mptd9oGRd6lKEISKezDq7SrIHbr38eUXZ2Ddxi044+pbD12ALmQU5QIp2peP92Y8it49u+P2O++Wn9VXlI808dw9e8TxxD+DBg8J19dnk4yzcuVyLFuyGD//9KPkxo87/zy0adf+kMjH5vfFpx99gGOPO16E83bv2oVXXnoBxSXFOGfceeg/YCCWLlmMo/7yV+zZvQurVq7EyhXLkZ/nKwWpN8VutyE1LR2pqani0ExOScHoww9HZmaW1wEnAp0AfvjmG/Tu0xejxozBnbfejGtuuPHQfT+b5Km2OrUscOBaIKwAfXKEAPprPoC+edtuTLjuIcx66k45+z358ntYvS4HM5+8Hfc/Pgu9unfGhWeZK52ovbUAenie8YgA9IyUJGRmptcKksKz/PCOQkBBYKSioo0HyPWZvQB0m00OtgQ/jR2fB2+H3SlgvzFMAIl+ixK6Uh6Xg5SAYSVoxqaVmwVCBcBQBN5aYV1Fz1X986rN6XYJCBPniNF3IBsS1FJELdZQOScQJsDknHRUXgnHuQSAxCfESzf2coco5GuRNq6N41QViatp3+iccLNGeXExYtIz4GE98QQVRedndO5wfJZac7mcElGWCD2dDjHRAsL5udPhK+HHz3gf56gdB1yP06kAfkZGGqKjYrB87Was3rgVKSJQp5wXZeUEw7Ho1qkdenXriMLiEvxv4QqhmNvLS7Hwp29wx7R7pSwc65szYi4l1SoqkBCvVNsRVQkb88hZr5ysAKqvuz3iREhLTRYaPOmtzz7zJDp1ycY/b50q92twz2tFtduIsovTwiizxvmX0fkQFyuOjJodXoodYcpA99sCDczrCxhre/+WLvkTTz35BC6798mDjuKumCYKeNdG39eslL27t+PDl57E4AH98c9b76hmtlDavT7fic3l2kULf8PMV15E167dkJaejg4dO0ikuE2btqosI3PVD7I8da5r8cKFsj5WgOD6Xnz+OZx1zji0bduuxq1hpLxqS0pSZSHlqaysxHfffoPPP/sURx51FMYeeZQ4+rSzb/mSJXA5nRh33vl45OEHcfgRR6Jr9+4HnX2by7NtzcOywIFkgXAC9NaT342IafJf81Uv2blnLzZv3Y2jRg+SuSxfvQn/vO85fD33CdzywPP4y5ghOO2EsdXmaQboT738PtZv3o5nH/5HrefqiCz2AB/UAuhh3MCIAnRR1LYjJjYa8bFx1UTS6msGN1W3XaRJE6DX39kgh3dRTldgUcogGSXIlHCcigCz6fJnAq4DjCUg1aizHg2WfAtcT52gm5Hz2vLvdWk2glxGblWkWh2QCXD1nAjQCXw5cYq0EfSrmt8ssxYv93Id9QHoXKu7rBxlO/YgqU0ruLkOOlREMyBW5kJHBPPcCXi1kjtBrIzJWvRR8AL0uPhYVHgq4TRECRUt3qMOozz4eyrQqmWW2Jh0dn5Z+5qqN96mZQu0yEzDzh3bsWbdemzZshXbt2+T/PjuPXrijLPGyZhCXY2LFeBNG8ZJlFPlnLOp+So6Pn8WE61YDOvXrcM9d0/F8SeciEsvu1LACPuQWsmGg4QCcpwz959jCJNB5u8RTQGOw74ClzEzwLkuoVflQZd7dPS8xii6uQhUcFH2xYv/xPSnn8Sl9zxx8EToDCeHD6Brh5mJe6DNY1QRoH1f+/c0DOrTGzfcdEsV6+u0Ej4X9f8Oqe93VnO9fsP6dXj4wXvxxttzJErMd2L9+nUoLytHz1490aZtW/QxNBma6xoaMq99e/PwzYKvcMe0u7zgmv8IRTnC/QUF+OzTT0AF/8MPPxydunaT78v9FLpcMB93TL1LbP3pJx/j4smXweNhyU5LSb4h+2jdY1ngYLFAWAH6pREC6DMDlxctKS3Hv56dLWfJu2+6GFfd9ricuzbl7JIAyXmn/RVXTjhNtloD9CUrNuCV2Z/jzelT5VxqtdBaICIAPTM1CZkZ6WEVSQut2RrWW0QBuqa4k2YsomINPxD71qFAVH0PVAI0jXJJEu026qjroLcIolEQzK0OTOb+zSDZvAvmXG/pL6r6vILJmefcmDcdExMrIFKDYKWOrhwSuu64psEzeqvnyBJonAttrGuhE5xKSTbS9wkCA0TvpcYzqfouN2wlJYiKjkZiaoqqEU7F/7hYeFyM7NuRkZ4mQoMaKDE6xIi1GaCzL3EmRKvIfnJyooByHXFnzXSug0wWNikxZyp15HG68MNPP2Hb9u3YvHkzUlPTBJB3794d3Xv0QIsWigbPZq5N7bcnRkTLC2npgDGU+3U0+8brrkGv3r1x/Q3/9IJ3c1FkX+RQA2kfNdpMXa/+DCrwJ2XzaHYjR77qm6tTKpTitDxtfpeoKLAPoGtArxcuVQHkRv/7vv5qAd577z1MuP3/6v1+NOzbpWnv8reDj8lijqbrd5W7rLURaJfnpl2Lu+6+B/36DahhkppFo3QMDrX2/HPPCHX7vgcf8lt6wb69WL9+vYD1TRs2YPDQYRg2cuRBYx461Wa+/BKOPfY4obLLd4nxroXqOVi2dAk+n/cZOnXqhOGHHQZG2197+WU89Mi/Zbw5s9+G3VaOdh06oHe//geNba2FWBawLFB/C4QToLe5dG79JxiCO/Jmnletl/88Pwez3v0Swwb2wrMP34jMjFS89NZnSEpMwLhT/4pduXtx5S2P4fbrLsQJfxkpAP2RqVfiPzPeEXp829Yq0GO10FogIgBdKO4Z6QJiDqUWWYBegbKycm9d74YegHSEmeCZALA+ueJ6r6lEzmgqy3l5D/VVDuZSesgQbtMfKTVvj9CZA81fhMQqWOqMkXb/HH9G2JU4H4F3YOeErI10SAOgM1IrFHxD2I9j6/x9fkYgz88lem3ktPNaDX5pG9EcMBwQarFkCijnAdkD3mZgQApg2UvLJAKdkJYqdHD6UuIoDOepgK3cjtS0FMmRN5CxIcKWqEq+RUHmT+Cpy8ARoDOPnAhU1O7dHthtDgFRLVtk+r2Csl6nC4U7d+OhZ5/FhRdNFBXszEz/6/RNGiQrQOaLpHrTEiRk7qsVL4dwdRLHH4sW4rnpz+CV197wm4M8U4bwuTl2rcG02SGgnz/FyFAK/P7Cb4aDp4boOO2h+1UY2wCIGpTrNYlnQU2Tf5lhpI86b6w/CnjmySeEaXDmdXc3uoxgJL4jNT09MJXdDNDNO6TKJupNoFPE5bDh2WnX470PPqljGeZoenWHRyRsEK4xp1x5Kc44+2ycdPKpNQ65fdtWfPftt9i0aSMGDh6MEYeNCtf0mmwcMl88TjvmzpmLiZMmo2NHJe6mGD6h1YT4fN6nWLF8OUaNGY0Na9fjqinXyljUZVm+bCl++flnDB85El26BhahazIjWB1bFrAs0GwsEFaAflmEAPqr1QE6N4CpiO9+8i0+WfATPnz1wWpn7Off+AS7c/eJiBwBOs+9KcmJci3/bbXQWyAiAL1FOuugUyTOAuih39LAPRI4sgZ6KvN+Y2IaPKwIqLlcQimuqZxZbZ0TmBME8wBWVUm9rkkpNXWPAEudo05IpMEZ/83P2bmuH64PfIwyEynFxjA/PTBAJxh2exTdXufBc0wVnednKhddOyYYVZdybIA4PjRYdDid4kgQmBEVZYjMKZCq8+g1c0BH05WKuQesh17hcIDk/riUZLh4Vo1VEXQ6RRiNZ3k0UvB14FZ+lpiI6Fi1Lg3QCeo5CQJ0zk/yuKFy1qkfQDtmZab7fxEToHs82L5hE9744CNMvYsAs+aophegG4rrIqynjC5z4X9LXfYATItnnnoChYWFuOue+0wK+gbgM9POTZF3vZ81RtqMqXpV2b0VzqqvQSC9Sk5XLcAyvS4HE0CvDaKzryce+zdWrVqN0y67Ca06dPTaoaFOsbrei0Z/rvPz62Dy11kuztSPFmzcvGYZvpozC6+/8VYQ01QTqJpufTDnqG/evAl3T70N78z9oE778FndtjUH33/3HbZs3oQhQ4dh6MiRB2z+tIg/Vrjx6quv4d4HzKr+ylkT6vflqwVfYsGXX2DU6MNxnl95tUp8MW8eiouLMWps9XzLOjfGusCygGWBg8IC4QTobS97LyI2y331XO+4azduQ2FxKcYMV+whns+H/O1SfPf+U9i2MxcD+nQTbSG2Z2d+JNfe9Y+JAtCnP3QjPvj8B2Skp2LqDRdFZC0H+6DhB+isg36IllnjAYt50KQjNyRvu6EPowDMCg/Ky+zVyoDVt08lMOYSwNeQpsqXMZ9b5SjXtxFUcnxGhyniJoDQiJ5qsK6BoT7gaeaCAFYT7Zqfm50VzGeW0l+MnDNf2qC4a3qvN4KfREEy5lcrsMs/dBgwV1xyzkUFnmJpKrpOwK7o4z4EqDGvKKvzi9HIc5eTKW1kdyA6NgYelk+LixXKe6UBgrkO5pXzZyrn3OkH0L0icQlxYhslXpeAqBg1vijOS/kzjzwPXnV6YzN4z8qly/HyrFkSQT9s1OgaD8t+AF1T972A1xD5qwGgT7nqCpzw95NwhlEqywyYA9LXvcFtBaqrHuD98snreLDMtHX1vMj/1/dxrHY9QcD7H8zFGVfdhpS0TKNLU642HQbNgMZddf3qxTAtpxHz1NF3rvPXBR9j+7qVeOrJp+phW1/JQ/NNodqjekykhksDza+6lyeY+S78/Ve8+tILaNu+Pe657wH5Dgmm5eRswffffoucLZsxaOhQDBtx4FDf+T22cf16bM3Zgo0bNmD4iBEYf+EEv2U3RRS9NrvSUUK6+/gJE4Mxv3WNZQHLAgehBcIK0C+PEEB/xQfQf1q4Anc/+ireeGYqOndog4+//EnKq33/wdOYeP3DGDOiP66ddBZ27M7H5H/8C/fdMlkE5XQOOqvpnDF5Gh6962qMGtb3IHwiIruksAN0Rl3btshAcnJSg+jRkTVX40ZnxJXRZ3qkaqJZN26EwHcTdJJWTtBJ4a+G0NJ1z40F6ASuBMUNZU/oXHPOxywGFyiiqgEf103aOdeulOJV3rAC6CoHXgTrGH2vhNDYZRwjf1k7AAhsGXlOSPLZUK5zKVVybVupL06lcrcSMJPItcefCix74nSaHARUiVd2Ic29orQUHtLjk5NRQYE4j0fmmZiggDbnoaLSKmKemJioALhRRo32iTcAuq3MjoSkBJ9DhLXQPR7Yym2SJ897zekm/MxVbsPy5cvxx/JVuPKaa+osQcb1+AFPIwJu3peqwPSMU09Cp06dkZefJ+se0H8gTjz5ZIwcOUqcH5KXH0C9mj9TDIRgqNABCOlGpFdHhENZXo1U2vlfLsD5N91bhTqvIsMyY8ORUWdEOtDrXEu0P6jvjipRbuWWMPL7Q+E4MAnJcb8XzHkV7vISPFwlvzqouRoXqWfAx8gIhSMl+PEDU/gDi6r7P2s+XQM9WmAHEN+dB+69Czt37pA89M6duwQ9PUbSf/j+exFDO2z0GNGHkPSgZtwWL1qIgoICDGVO/fDhiIsL7JTgvofLmcU9eOiB+/D3U09Fq1atm7H1rKlZFrAs0FQWCCtAvyJCAP1lH0CnHWfO+QKzP/xayuF26dgGd15/keSib9uZh/seew2rN2yVijuXnHsiJpxzvJjerOL+7c9L8Mj0t/HxzIeE8m610Fkg7ACdB+vWmWlITWkc1Tp0JghPTwqQuYSGHBdTk+J008yFNGwKpDFa2tgDj0SHGUFPUCW96tsaD9AVuGTusFLzrh6F16BO8q0p7mYIvFEpOjaOkXuK5CnqNe1CgOqpVOrm/Dmj+wQE3rJvxiJ5vYslzETN3beH4nixUbStAtSBY743WRIE7Xa7PWBUTHK9JbfdI2wAAmUCThU5rkSlwwlXWRnikpPhjoqGXUqsRct7IyXuHBqgKwo9S52xMTrFPkXIjiruFRUoK7UhOSXRjy2gf05HEdkQHJ/bSecFHQcVLieWLVuB5avX4rIrrgy810Z+uYxb9TBtfKbBdKBnhbrsH74/F8ce9zfk5+Vi3qefYunSJfjrMcdg8mVXeh8t5WhRa1NNASEt/Oals/s9jKYopzmfXcyr2BGB76vvE+1//QsznsWa9etx7g2q1jedDFowzcv2MACUPLsmKn+V6QecSNVScXU6F/QraiozZ0qvb9A7XKuFvABdKbNvWrUYX7/3Bl5/PRiKe+22rzGtoXFbFuBuH9Xe5yDyeUZE+L8OkU3tYDKnQ9T2zPGdm3jBuXj73feCjqLriXOspYsXY/4Xn6NDh44YMWo0UlJTQm6VUHTId+CdN9/AhRdNQNdu3Wt/lOQ7hZfU//dMfefKfX5v7rvy3UpHh9UsC1gWOPQsEE6A3u6K9yNi4D0vj4vIuNag9bdA+AF6VBQy0piDnqxKI0lt66b/BVx/04T2DgJbu8OJ5BoEzkI7mn9vBIqMIKenpzZ6GB5kKMRWIYJpitJdn9ZYgK7HIvAlqAyUDw0L/QAAIABJREFUT09HiOSLRxtRaQHc1anFUhvebkdyYqJiGKCyVtq9gGrmgRMQJ/gE8iSvnrR0A6QSsDNPnXPT8/QepnU+O3PUjXx2YRNI8Ns/8uUqKoGTSuS6HryJ1l2doq3hJtXb48U2WjBOhPVIyzelFAiroNwuzg7Og3PQVHcyASrdbvz+0y9YsXEzLr38CgPQGpR1sxKb5C2pPH0VMRT04hUK03YP9h1/+MH7kZmZhSnX3VArcNLibjJmdFQ1JXXtAPF24s1NpwOm/qkVdT3jmzZuxJNPPi7P3THjJqFj917eW4QJYOytjK1BrPxcPZfe96haKbMAqnR1Tca0aF9lBP7QcGzU5BQIut9aLjTNX9Tto4Cnbr0Sjz/xNDp17tyoEXwAXZ6qRvVV/WbF1tAid0YlQt8z3ajxdKk/7WBSKQ9ak4Jz2bZtK6bdfosA9Ma0L+Z9JnXARx8+VlTLm1sryM/Dd998i1vvuDOoqYWL6s5xKCJH25121llBzc26yLKAZYGDywJhBehXRgigv2QB9APlqQ07QKdhSPtNSUpCYlysyPgTEBzMTdOySZmmcnmdUa8QG4NUa+a+p4coqkJwRIq1BnXBgi/aweVySYS6tlrkwSyfDgcNgs3XU+TN464QMMra5L6DcIAjOfOzRQ2dJdRUOTOdE17THAi2WEqNziUNpwmuGDl3i2J7jABWKbNG5XVG3Z1u+W+CYYJ3XTZNl4KrKRff5XDCUW4jAkY8leKTk32gz6CAc2+5ZtqC63ZTIb+SjoZYGUfo76zTHkdb6CRuxULgHvI+OjQI6JOSVBRegchK/PLt91idsxWXTLpU8t3NwNaIMQrm4xpVjTRGpqONUmo+enp9SvE9/h9V/uift9xeKwr0iYUrKrxANgOsG8Xc/MTGVJoCFfRD7xB8Y9ZMzPvsU/QeNhp/v/Byv3kr0BfAFlWo5hoQauBZu8/ST7GuZjuZouZ67xtEqw/mhdTXmMc0qPNvPnYP/nLEWJx/gX+ecX269XYfkjJcZjDum4USXaz67RxKR4BZBM/H8KCD6c9Fi/DijOl49fU3G2IWv3t27tgh0fSiokKMHD0anbtkN7rPxnTAZ2/junVYMP8L+d459fTTcdzfTgi6y3BR3fk9eNedt+GSy6+QcmxWsyxgWeDQskA4AXr7K+sWBm0K6+9+6Zym6NbqswksEBGAznVQwTU5IR7pqcmSj34wN0YwNYhqTP3xhthI559zDqRHh6IJ0KYqeiWqCYzV1r8WiJMSaEFGMWs6nNmpYu6FyCp6y7O72DmOZc9MgLSWSfHASPo490WAch3ncc6nvLQcsXFKgE2d6dVMSFOlMr0XDLG8Wmw0HDantzSXBu6S9y6UepVHXtXJIeOU25lgjiiXGzFxsUjIzPBbCantPFQSkEt+vUEBl+fN7Vb0fjoLmAogyv2cr4pwE9TSsUB1eJZco2OCzjLNSHAUlWDRokX44rvvMXHCRPTq0xdRzKc3DGQGnRocmyenIthqDG9kPYiH77lnn0Hh/v2Yete9QVzNSxSFXGUGBALq6ud0KnHuwT53dQ3+4H338OHH/oJ9KCoswlFnXoCeA4f7btM12I2fiIChzqPWrCHxaSg7KeFEX2Q/FEC6JpZFXWtr1OcBAPonM6ejrKQI0+slFFfTLEzANijmlS8qLk+LiaRSlT4dLjq1WplvHXwuCF7nf/4Zps94ISS0bu79okUL8eXnn0te+ojRo5GQoBxw4Wx0iC387VesW7vWW7KxvuOHK7XhjVmvwel04NgTTqzvFK3rLQtYFjgILBBWgH5VhAD6ixZAP1Ae1YgBdBqIAJ0S/anJSWGhuetIto6mEVwRQDSm7FhdG03woBSz3ZIDHu4mdG+3iuAK7TkEraEAnfneBIQinFYLEmauMSn0MfFxsO0vRGxCAmKZGmACMG6qnhvUai5Jp0O7XE4Vba5Hnj9p7lIyLgi6PtduK7MhTufgG9Ru/px54VJ+LibGGy0n8KXKO6PZnC/nxvx0glY+G0IDrtJ0X/w7hteV2+TepFYt/K6kw4OMBDbS2nnQp+OLNGv+nJ/L3jPaLwCWVHSfraROelSUOFu4H7rGO+dm270HielpWLpyFeZ89BEmTLxEKUUHEKDi9Xvz8/CfR/8Nqkt36tQJjz3xtB/tPViWxcxXX0bOli24/8H/q9eTWlVUTlHtVcRcA3j1342jt69fvxaks78z+2107j0QLpcDp0++PuAe+jkMdLUBg0YtjgsDtPuAtEHVD2XQtl5WbPzFmiauzB+FeW/MQN6OHDz66GPIyvJ/fhs+moqAmyni/n35g/Lq4xjpIGHKb65rnVzL7LfewMoVy/HIo/9RTkI/R4LvgQj2PVJjqooXX3w+D4t+/w2HH3EEBgweEraybHz3vv/ma0nzuXDixUhPS6/LFDV+Lu9IiGujmwfbsH49/rtgPk4/62zlfLaaZQHLAoecBcIJ0Dtc9WFE7LvrxbMjMq41aP0tEFGATqGxzLRUpKY0LUBXUSqjnrX87TOUEgVTUUxVo1r/qb8xA91BsETgRoCVGiKKebAzIzhTUesoL3052Htru04DSFLczUrqdfUtAD2WIm01R7crOOdymyiYJ7VsgZIduxCTkICE9DQB6XU1RrGFpmqAMQLjWp0BBNwOh0kVvPYRuHaWLaNCupkOz5+7nSpqraLjqma7rudLITaCZjoZxAaMrlexg6rzrp5TrkPXVneWlMJNFfqMtGpOCtZuZ5MyaszFjo4W9XkK4ykau0MYKrpfFVX3KLq3QUdnBFcAjwEaRcV93z6ktGqJ2MRErFm9Gu/MfR8PPaLo5zrX3hwZv3vanRKhu/b6G3DX1DvRs1dP3PiPm+Vy3W9de8fPdW30u+99IJjLq12jI/tecEzhPa2eHgJ6+/XXTUFpaQk8bheufGB6wDnqPGbjG8WPlSHzY8Tc65jx5YXXVC++QYaI0E3a/loA788f/osVv36PF194KaQzUvtbFaSbotJeNoX+Xld/N9c2Y/pTKCwsxLR77q0VQNcPoPtWS8fZ/M8/l3d/6LBh6NK1q9iDz1yoVd9LSoqxfs1aLFn8B4YPH4lx550XAts3TW10baHcPXvw6isvWWXWmusLYs3LskAYLBBWgH51hAD6CxZAD8OjFJIhIgLQCQwIUJIT4iR6roFISFZk6kRHyiX3l0AmSpXQYp6wPqopOrCKQlKZV5Vv0iWcGlezmFE95h/rKKeqHe6L3jT0sBWsncrKyuXSUNuXhzo6HXRZMQ2G/KiI1XI5SQF3GXXGlSBZoEYwai8olEPjvF9+wepVK5EQn4ChQwZj5GEj0bFjhzqXT6cInRNskicv9O7qTUB1hUfKpLFEWTD7oQE6nyMC9KpRd9LS6YxhDjiDtSyZFh2lcu61k4jYgc+Ytp+mgbNeOrUC+G4kJvpYAK6ycjiLS1Fut8HpcqLcZkeZrRwl5TaU2mzIyszAiGHDEZsYL8CPgoRSs93FnHc30tJSvWsT8O1yCz7UlFeq8vPgTjtxXqWlZQJqRVW+EiguKsILL72M+x98uEa6+pSrr8Rpp5+Ok04+FRs2bsA9U+/ARRMvwUknn2I4wIIDR1ddfinOHncuTjjxpDr3ubYLdERd0/51HnxjaMwvv/g8Fv6xCJfc+W8s/ekbDD3yuBqfKz4ntdHptdOQHWgway7/14yxZK374gXoBttl97bNmPvco5jzbugFcXTagmbPaNBudrQ26iEK482PPHQ/0jPScf2NN1UbVdtUf+BjXJgvVU7JWt+Jykr8/usvWLJkCTZv3oiePXujfft26NSlC1q3aau0EtiBKU0hGBNoR92e3TuxZtVqrF29GmMOH4uxRx6Jtm3bBdNF0Nf4mBNB3xL0hVNvvxUXTrwEyWF2pAc9QetCywKWBZrUAhZAb1LzWp3X0wJhB+j8ZZ6enIKMtGSJMmqgUs95B3U5o5AuiWhGCc23JqBmPvgQvEg97CgIAIuPbTgtXATLOL5RuotAXQMG0s2DzZMOarEBLiJAp71DmePPAxLX5K70iG24Nqn57XIJMKzweJCYnKicHHR4VDk11qXi7rbbUeFyY95XX2FvQRHGjTsXZeVlWLpkMZYsXozDRg7HSSf9PSiTcE6cm3KMVG8ERKRfMvrMw34wkSQN0CUKHhc4l95us8v6SWdni0a0PFMci6CcZd3oQKDYHFtycrI8C2QYcM4E1OZGwP/EU9ORm5uLlJQU+ZPMP8nq36SvXjXpEnTr00si7NwHobg7XbL/ZG5o54MozlNYzu2Scdk0JZ5MA9rCb+zKSuzJ2YoZr70uAL2mNuGC83H3vfejT9++cslj//6XvEM33XJb0MJsO7Zvx8033YA5730U1P7WfpGKuGmnCK/1Kb43jOZ+zdVXYOhfT8GAUUfUOnRVkBrwYiNHXQMOvivaqaDLx4XACGHtwo85YLz3P372HnZsXI1nng7MNmjMBM1ODh/zKThHUGPGbYp7p95+MwYOGowJF1/S4O4DOkrlwTdq3Rs98zp+P6xbuwbr162TPw6nHd2790C79u2RmdUSDocdHYNU3d+0fr30VVRYiDFjj8DYI45AUlLTpHM1JUB/6YXn0a1HD/To5avA0ODNsG60LGBZ4ICzQDgBesdrQnHOqb+Jdz5vVamov9Uic0fYAToBW3paClITWXtZ5evWt1RXbaaSw4eHAKQCPIZrGnaw+Wv6kEMgo1S33ZJvLDnKQYa1NEWZB1YzpVsd3Dl7giRV3oo2aIpGsEfgxf6Z8xyqJtFzp1OcFwSeUvu7QlFNuVZ1+FPRa/6MFHgpI2Y0glTuuTcfnoCfZeAK9iM+LRVxyUmYP/9LbNyUgynXXe+NQhKkUjzsX//6P0y55ip060aKJoQKT/o3x41JSUa0MF8rEc286yjIs8AIOZ8x5mkTOBOI63xslkdTAmtKSKxqqbOqdpP1OZTquS5LJjtqROP5b5Zio50ItMROhrPC6XB4167BBfdJ3oGYaAHOpKYHSoW4+ebbcP/9DyIp1Qfe9XN2793TcPPNN6Jly5aUQZM1iHPK5UZScqKI5mnYIuDd7ZIcfw3Q+TNJDahUbAtzo91XLVmK9+d9gXvuC0w7Ly0txaSJF+H9jz7x3nrfPXehQ8eOuPyKq4KmuL8+a6aUOvrP40816nHVAJl2MOecy/4adHdzWkuwg115+WSMOeVc9B5Se/mqYAC6ctSZipRrsUG+S4awXrDzai7X6e83s+jhnKcfxuD+vXHZFdeEdJpqrAphPfl8gAcmOKdhbrj2apx8yqk4+dRTQ2AnlTYRTNO/7/bt3Yu1a9dg44b12L9/v3wnZWZmok//AWjdpk2NXb0/5x3Exyfg8LFjMXrM4cEM2ehr6gvSg73+qwVfoqCgAIcdHp51NNoQVgeWBSwLhNQCYQXoUyIE0GdYAD2kD00TdhYRgM466Mw/T6T4Vw1U5/qsmQdvlpgiTZcHE8k7Foq1qi8cDHW5OhBTolo8SEtNbaNfryq1Sc2aEWWtyqsPPDo3u6YSUxJx9vCAqWtLqxkIoK0lR7suu3B80s/pXCAw1sJfdd1X1+dCmTbyo6VUVXSUN22AhzlxYBhr0SwBnVPNvrVquS5BpkE7AWBZ7l6pu53YIhM/L1qI3xctxjVTrkOqCYwyMs9rf/zxf8jLz8X481QtR7fdgTVLl+G3ZcuwY3cuTj3+WPTpnI2E9FTEp6dJRN9JJgFp7nzWvHnIyu4KZCv6eSCArp0yKkLHiKyqec7yZOa9FYDOORo1whm9Zn8JiQlyHUu+OR0swxbt55RRkXWH4eTg/seofHIT8yB39x68+MpMTJ12t6HGrnaLc/7lpx+xbs1qXHr5ZL/cVaYTkF6fkprix2JQqv4q7SLNoHJyzlonoWp5ITpAnpo+A2PHHoHRYwNHjpcuXownn3wMr7852/sY3XrzTRg1egzGnXtereJOH77/Hv788w8RhqNNj/3bCSJI15gmzg+yc7zgTaluKbH3AIrvQeSmT73zNhSVO3HBjdPqnJpyvrDUHYUBjRroBmbSkV7uu6bAKwE/OrmUNlhTlIKrc9KNvMAbPacDxBBbtJeX44X7/oHbb5+K4RQYDEnTNcWVU7Ah3+0hmUaIO7ni0otx1TVT5J2JVNOOJfledbvx3tx3sS0nByUlRejSpSvatm8rApDZXbtJms2OHTvw648/4pbb7wjrPsjv2CAF48xrUoGAmh0XGzdswCcff4iz+J1lNcsClgUOOQuEE6B3mvJxROy7Y8aZERnXGrT+Fgg/QI+ORuvMdCn9xMhlYxTUBRS5FSgy6dyGPCrPw4oC3koZWiKwhhgYD6NyuBaBOZ/IdV30dQGEJsE6rVvHvnhAD3S/jlDVxDjQ9mA0lPczyltXWSneI5R+bwkiX81mlhITFWw6KdweX71rA0QInDDVntb5vRpg+AC6LoOm/iYg1msg6LYXFgvwXLxyORZ8/R2unnId2lSJ2hBoE2Ft37Edc96ZjTvvuFWBVLcHn330MfKKSjB8xAgs+HI+2rdugyPHHIZufXqj0ulE6Z48EZoDnQjxcaIKH2Mo2ms1di2iJgDOUP9m/wqg671Vz5toGcTGVjuUShSe+wrWPlfpDGaA7pI66f6MAo5BME2ATHtyzzT416/zH7/9jiUr12DypZf5A3RPBZ55+kkce9ThGDJihFn4WZwBjNgn8Hl1VyAmOQmx8aoEHCPrdocD6SYqPVMPaIOq6RBL/vgTv/6xGFdcfqXXZlW/Zj768H18/913eHr6c+o5QiWuvfoqAefHHHtcgNrSvh7+7+EHkZSYJLnqffr2q/83WJU7/A/kgajsPoCnnnlfaTZVgU459qo2Htznz5+PCbfXrS4vAJ3ONwKCGoKZ8p4bTi1vxN+Q2D8wAbpPeVOD5i/feRX7c3fimaeeafS+qg583006zzxEHUe8m4kXnouHH/k3unbrHtG5mN8f+f6LikJxcRG25uTgww/ex/HHH4vY2Hj5HZiXly9OsNPOCP+BTzu0amcK+EQDzUatyanD7+u7p96Bs887H1ktQlVxIKLbaQ1uWcCyQD0sEFaAfm2EAPpz4f++rscWWJeaLBB2gE7g2K5llpf6zMhrfZumBytwqaLQZrpxffsL9nqhvVcwkuxBpRGhVtF6FT0OVDIr2L71dSzx4icWZerABybk6CRMAfOYtIWiTEdLObOq0X7epRwDSgGZfWhbqsOYcQwW+mglYghCRenXI3nNEpE0FMolrz4mRkWdTbL4Uk/cFE3X0/cDQr4fSlScbdmKFZj9zlxcM+VaidCYm9yrx4iKwp2334p77p7qjbBXuFx47c13sGL5MvQfMAC2chtKSkuwd+9edOzQAe1at0b7li3QoU0b+e/41BQB6VSM5/hxKcmIio5RAFeVCfeCNPNhTqLPThfidPQ8wOZqxwtBMG3DPHRtEy3OptXbxdFDKnxUlFdATzus6LzS7dOPP0N0bBz+TsE1Q/CONtm8eRPmzH4Ld029w0/dnfcR8NtKSxFjs4HbHZOUhPikRMSSzg/AZnNI2T/tKOFzw+cnJSXJb1UE6H8uW4lJky/1cw6YL7rln/9Ax06dcNM/b5Efc27jzz0bTz87A23btas1NeS6KVfhxL+fjFNPO6O+r0rA6zV7Izjl+BpqqKvi9n7zppPugvPOweRp/0Z6Vsta52r+XtJ0b+5xIPDjZdAYlSbkvW4g6yckBmxAJ7IuIzZpfl+m33kNrrv2eow98ugG9Or3DeBNDdJVEQ6WyDlXyWfrovHn4M3Zc5CY6P/+NdJwDbyd74V/tQZqgGzZvAl2cfzZQYce/5x8ymno0bNnA8dp+G06FcmQXA3YkX7ffEyV6k6kqjd++vFHsNntOGxM5JgMDbeKdadlAcsCjbFAOAF652t9KYGNmXN9793+XGjOWvUd17q+/hYIK0AnqGM+dMsWaSIwFgjIyQFfnfK9h7KqyzJHZplXHM7DmiiEU/E6OqZO0bn6b4e6Q+jkZAbw0C4iY6qZD/M8oDC/mdRpIfAabAICMymrRbo/he4MZXpz7rtE7o3+VLRe5YibgYGKmitngdoORvyiVB3zaKWKLqJwlRVGID1KIqfM1PdGBvW8AxhCap2zTrfdgZw9uzDj+Zdw5VVXo1//AVWuVtFIvX46CF54fgaOPHwUBvTtiyg6KWJjJZJekp+PP375Dat27sLfjj8BXbt3w84dO7Fz5w7s3LkTu3buAIXIOnToIFTNdlmZ6N8lGy2zOyMuOVn6qq1p9fqqFHTzPQTdnC8p5LQZwbx2QnFPJF/fcK5Iaobkx6sa7JIGUEG6uV3E3/R+v/TSqzhs1GgMHjpMfqYPnnPfnYP0lEScelr1vFUensuLShBtsyM+PRUVRo45nRHRSYmw21nGLcHLYFE0++oR9D9+X4Rlq9cKQA/0nn05/3PMfustvPH2O14zfPH5Z5j32ad47oWX6tRtuPD8cXjk34+jS3Z2Q18Xv/vMqu316dAvim0SlDMDgBtuuBbtew7AUaeeG7hrE4VeatwbZeuCSgc27uX8Vfk7xdY5EJoqGydvqNfJ9+2Hb2HnpnWY8dzzjViCme1gprQfIIYJcuU7d2zH7bfchNlzQ690H+QUAl7mdXY101SCgE5f00qqAnR+ZF6T+Xeqvi03dw+eevwxXH7NlLCeKxqzT9a9lgUsC4TGAmEF6NdFCKA/awH00DwtTd9LWAE6o4MpSYlIS0oQJWtGegM1XSZKAzP9S1X/QpXSWSxxVVddmRDbj7/wlRJ7ZTW16xAPVWt3BMK0kcPh8oJ3gmmdd67ofwrImQ8hKv9bUaiDTS2o7RAkNbVFiT/KC9rN0XSCFF2PvOqCKOy2d/sOrFyxEt/8+SfOPmccRoysLr4l0UiCS+bnM6IfE43/LvhSosPHjRyBuNQUJGZlqvUaKvIffToPrdu0w1FH/6WaHWkjAew7dmD79m3Ys2sXrph0MZLT/WuMB9oA2o9R8Nry+ilKR0q5RNArPGJn/tGHRTIkaDfqDLAfzpt7R0cT90XRz+1INQH0+x94CNdedwNatGwl0+I87DYb7r5rKqZNvR2tWqmfm5uDpdgKi4CycsS1aYWkhATYC/ZLLn5sehpYWi0tzecE0LoFFIkzv1e/fvc91uRsxyWTJleL0nM8lkU7+q9/xUUTLvYOz4h+585dJKe2trZt61bcftvNmD0ndMBExP906bJ6vZQ+OqxKPVFibb48duDN12dh4R9/4Pyb7lM9+wJyxj8NCrbyfgXPqDFpxYnDSzsIwvz9Vi9zmS6mvarmgz931/W4dNJk0RRoWFO2VN9l/D1RteZ5w3ptjnctXvwHZjzzFGa+8Vazm17zBuk+5kZVb5b591DVc4KZNVZdI6YSs2bORGaLLHGIWs2ygGWBQ8cCFkA/dPb6QFhpBAB6AhLj4xBv5PCqgx3rjhOwRAvVl5FGoQUbdN5AQD7c4FyX7NIiX3Xldjf15gsD0aBca9V0raKuo7b8udDxhUqtcs21cr52cjR2nnQUaBDOOXHv5FBdqai6gezEz3dvycF/np0hZbn69e+Po46qDqYVBlL5/l72QEWF1Nn+cv4XuOycs2WsxMwMxCYmoDx/L1zlNizZshn7S8qlnnZd7bNPPkZOzhawhBZBcm1NCay5DBZBYFV/1jFn6kEMc/eFbVGJxAQfy8N3cKxet5j+FCqsUyU/zQDo5aWluO/Bh/HIv/7jBcjcxx9/+B5bc7Zg0qSJfoBaOzQc5Xa4HE58Nm8eVm/eDIfdLtexPNuZp52KPr16IT4mWpTz2VTpNRXNp6NAtx//+zU27c7FxEsmVXOIzXrtVfz+2694/sVX/MxGKvj//es/6Na9u1cVP1Be97x5n+LLL77A9OdeqGubgv5c2VeDuqBv84rH6WdOtOR0XWijm++//RrvvjMbF0/7j/zEF3WvqsfuDSjXOQEdKfcC3Er1DknKTAPSf+ocMMQXBAJCP857D5tWLMaLL77coNF8wJx+DuXEVYrttYt8NWiwZnATqeN3Tb0N78z9oBnMpvoUGspKCdditEPaPJ56dxVbia36ecFfi8LsYFqzepUwgMaNv8AvfStc67HGsSxgWSAyFggnQO9y/acRWeS26adHZFxr0PpbIKwAnVHD9NRkodYmCEBXkRFGpF1uDxhQ1zndZqGkcINxbUZGOkkVZtSWTgJd17s5HZw5P8IBzSggPtFUdZ8InU9cSUfWdWm0xpZ50zEMHQSUeuIeLQZXs8qyvbAIjz83AxdOuBjZXVkyrWbaqhcECH3cA7fLhdvvuBWjDhtlqK+rXG63i5H2KGzcvBm33HaHlB0Lpn360YfYm5+HSRMuRGwNNdPZTyCALnMzxL1o2/LSMlQ6HYiiejfrxZO1kJqK2OgoVLiccmCMYV56XLw3/977vDFCTzG8qCipcsDnbN2KVZj/3Q+47vrrER2jUhEI0GfNfAWHjRiKocOGqbXb7Cjatw+Lly5Fqd2JkrIylNlscHkqMOXa65Q4nN0hiuk8gJ574vHSf1r7tpSOF9EnXeZNl1pjjv5P336PLbl5mHjxpGqmvPiiC3DJ5Mk4zhQl/ebrr/DunHfwwkuv+ETS5ITsy+tnznrBvn0oKSnGiJGjcPuddSujB7OPCsg1HqDrsbTi+43XT8G+ffvEzt0HjcAJ4y/1TkcO9o2ho5to8QpJ+CLz0rehiB7s+sN6nVHL3WwDPjMvPnALxp9/vuQn17fp8ocKMGmDHNwAnaucctVlOOvscTjxpJPqa7Imv147TDhQc/rd531PDcaY+b99zC/1DGkQHyiaXtWAvOaxR/+FAQMHoVffvs1yzU2+6dYAlgUOQQtYAP0Q3PRmvOSwAXT+Yk+Ij1MAPTEecTE+FWwtvsbzmFd0rRkYTZfAioun2jyj/IEVniM5Vc6xvtE2HlYEjDFH2lBqD+UaFPgSiP1cAAAgAElEQVQPFLXwjeJxOPHhJ58io0UryRcPpikmgKIA//zzTypSTUV41hGXiCOF65gjH41Bg4cE06VcQ1AxffozGDGwH8YeeQQcRSXwOF1IapmJ2MREuMttcJaVSTwmOiUZiclJKN9fBJfNhrzcXGxlfnvBfuRs24Y4o8Z7fFwc4uLiERcfK3WC6QiJI0uE7JH4BMSgAps2bkK7du3QqmULRDGNl+uIjUW0xyPR/OQWWdizezfyC4tx9tnjvCJtGqAP698P2Z06ITEpEfm5eZjz6Wfo1acv0tPSkJaWhvSMDHTpko0Uo1ydPmjff+/dEiXv1rkLunXqiB49e6B1h/aid+B0upGamixrpl1++elnbC8oxEUTfRR22qy0tASTJk7A3A8+8jvAsm86RqZcd4NKO9CuFwOgv/n66/jtt18wafJl6D9goLcWe9CbVcuFGlDLkbye9HDzvd4hDJ/R+HFn45I7H0Ha/7N3FWBWFW34ZbvZXVi6S5BGERQQA0G6u6RDukO6u5dukBAVfkQlpZEQkRDp7lxYtuN/vpkz955798a5vbBnfJBl7+Q3c86d94v3Cw5lbu1agioeJ27pWPIlyNOTSWwPOtwbAvyyMVJJ6LWYszz8Rchg3YzRyBwajJFjxlu8pcbAOXX0LlvQaX3z587CyxfPMXLMOIvl5owGhrwanDGuNWNo56q1nptyeefnS5dAjghHT508yZSZTZq3QKiBMCJr5qa2USWgSiD1SsCZAD13r+0uEcStuZYrzl0yUXVQOA2gE2jy9fFGcKA/vLwlgrjUcuM0cBAYiE1MZLm+iVHblkt4ajxnnGiPW2spZZizC7ncnzt/DocO/4lu3/Zw9vA649Fe37l9C/PmzkGO7NkZzwDlEE+UUtAx92+Wt54Y/LkrOM9X74Hg0FDkzZMXefPmQ978+ZGUmMAY1CmlGvUTFx8HSntHKc/IPV77+3hQejJy7ffz85PY9XlMP2OCT0xirs40ZpkyH6B8+Y91XNxXrViOBw8fsFj06Oho9iTVrVcfFT+tzM6qiKOWcw0wp08i9EpOxsNHD3H18mVcv36dsd9XrfwpKlaqiGRPTwQGBiDy/gOmLFj1w4/4sGy5FKzG5NpOZH0rV6/VkWWfXt+iQsVKaNi4CbMs6wP0b1q3RLMWrVDta/tbCjWXbIU5knUPnQS7xT1d6uPE8T8xa8ZUfDt5sVPOqMZaKSkCtKzlkgeCjQoBWxYh5CsHMxLbJFPI/bRkJqJeRSB8QbiFw5jPbf4uA/Qnjx9h6KD+qFCpEjp06mKh7JxXXQ58U+P3oc65NKCksxSkk2T37d2NS//9h2o1UxJxOk/y6kiqBFQJOEMCKkB3hpTVMZRKwGkAnSycPt7eyBgSBPJs9/TgObZTY2FxvCx+OInFEpOV+V0spICgfN1CAeHMSxdZ0KPevMF3Y8dh6vRZqULG165e5cz4jNiNExF6ULYBFuJA/6bUdW7MCi4nCNOXGyf64u79Gtd/iUhL7urdukUzjB43DvnzF2THS4QkGCNPpDoEI1mObdmBZO7rCQk68xKXaX0yQMHgL7xBqN69O3ewY8d2RL95gypffYkiRQrj1a07eB0fh8Vr12Pc+IkpUqytW7sa/5w5g2kzZuk8GqtXLsexY8fQpUs3lCpTRiOmdWtWYe/u3QgOCcHsuTxfur2L3KJred/yhOX85xfPn6NP7x4oULo8Pq/X3PIubWihjW+X5sWQupSnXXpv2uRab+ncmDu7PN0hnwspfOi/3ZtX4dal85g3bz4CA4Ok3s2933XjgHnKP8NtCKC/a7nPxRb07/0tMmYKw/AREvmgpXvjxPp0LjWZBlLZ97cSBYIuSCfB6Z43dprJZV56f1ONeXNmIXfePChWopQTJa0OpUpAlYCzJeBMgJ6n9y/OXh4b7+YcVdnoEsFbMajTADrNzcfLC5kyhCIuPpZZ0ykm3ZmgUIl86A4qGNEJKL2r4JxkQQCdSPnIu8HNQ8pfLruYKJGXtXViXkQg+vkLrPnlF3zx1VcoWrS4tV05pZ1wgWaXN5YGy3hhF0Upr7yA6JrfySw7LZs3YWRquaUUY+YAus4cDKQ+YpdnOYgyEDMq5iHneKCVEAA6evgwduz4BaVLlUSNalWxd/9+JCSlQ/0GDXViyKn+xPFjWSq43n376wiClBPLlyzB7l2/4/MvvkSmzJnx26872HNUp259fF29psP2i8aWX6ztMVDXLh0RnCUXarXtZo/uLO9DIqsTSh+hGWLrtCSNm+Uja1toUsBJ3BJ67vYU0rJkdF+0bdsWn33+hQb0aOPIjQAhnmxbYoA3neLQlvAFW5bu6LYTxo1iiqCZc+Y5eii79Z86QTrnspGTvRlbsMZLRUotaogBnuoIhdG1a1exfMlitGjTlpFsqkWVgCqBd1MCTgXofVwE0GerAP1tOb1OBegUgx4WGgJvLw8GDMm1mqyUqakw9+bEJGZFtZVALTWty9xlhRjfiZGdLMieHhTTbfrCbMvaKI48+vlLxL2OxPFLF/EmJg716je0pUuHt+XAVteyYkqm7DM9V2vGhiyRXxHAohzg02fNZXnZqZgF6FLaKda1kdzEwo1dH6hr5iqz6utb12mNryIiGEg/deI4rt+4jjnzwlnOeFqMm7uWg6FXj274qurXqF1Hm1NTDqLOnzuLhQvm4/79e/j0s8/Rt98Ak0SAtm6gJftjyVgU+jB0yCAULV/ZeP5zSzq0tq5EyMYtgJxAjSmLpCwYjjJmcn0PTztnLD/7xVPHsO/ndVi3fhP38WBhAvp/s6MvpX/kn4u5KxWJ1kNCeriUNkyl9ZYtWYjjfx7FjNnzEBwcnEpnaXhaAqRz/hPXs+sL0G3JXORAXf99qp868H9bf8aLFy9Q6fPP36p9UierSkCVgHIJqABduazUmo6XgNMAunBxDw0Ogq+3J4vTJZIv5jZswe1SpIMSoqEvZOF6bKu4BDgnpQGBl9Rm3bd1fabak/WBLs1kVacbtocn7YuDQDpZehMSGSP7nfv3semHnzBw8JBULW+N+6QCokBjllxhveYAG2jepBHmL1iIjGGZFAN04V6qD/7le0uKFtpDcX4lvCQ5yEs15czHMtAuHL1/2LQBBw8e0EmBxvvh/bZpSe75E1GgQAHN0AIkC752iqFftmQx/ti7F8VLlECffgOZ1d2+RT9+2f7g7dDB/ZgzeyZqtO6KQiXL2nf6FvQmACoHzfx5FbJm1nQL3qNKhpW72RsD508f3sOGOePRsH5DNGzSTNatLEm8/Leaw2jdfG0LY1CyaufU+e3XX7B21QoMGjYMZcp86JxB7TyKKYBr56FMdqfEtd14B1ruCfnZ4gow3oqeKwp5mzJpAsqWK4/8BXlIklpUCagSeLck4EyAnrfvDpcI78Ysx3kxumRB7/CgTgPo9CVHLu2B/n7IEBzIrIUUN8vyLstivBlJFruBgqc1k9IM0ZenYB7n7rk8RZuw8NBFlccOWw4qqW8CNQROPdx4/nV7X3bfljMkyOPobiLfF0fMPyk+ATERERg7bQb6DRyMjGFhjhjGLn1aBtD5zY7ZlfRAkxakJ6NNi+YYPHSYhnFeiQXdXPynsGzR+CIlkmAdl8fN0zOmtTbx542KuKT279MLH5b9CC1atdZ4AgiATi65lDd+o8jbLFJiaRjOuWO/gGiPHj5A+Px5IFfRr6vXQOs27eyyJ2y+EvGd1p3aXNyzdUMPHjQQfmFZ8WXD1tZ1YMdWbI80JHJaVjt9fC4Y4K3h4uTnnZ8HTTiEnmijI19j3ayxKF2iOHr27qdwhTIWPoUtdKsJy7xt7PlWDW2nRv9eOI+J40ejSdMWqNeggZ16dU03cpDO3nlGPHscOTut9dzy737tvLTnSvxOXxlEZJo7ftmO5q3bsPuLWlQJqBJ4tySgAvR3az/f9tU4HKAzF3aJYIhinQP8fJEhJIhd+mJiYljcGFnAtdY+ToakyZosgINE3kJ9yAE0S9GWmMiBhXSB5JdK7Zc1S79FccMGLEzkzk7M3NSG3Ls93NIuOBeHmVjKSRni4+Pt0POdFB8PikVf/9PPKFK8BD6uUDHVKkYEsDYEuvWFZK6uuFCOHjkCmTJlQo9evTVAk447nXFDReNCboKlXLC387RcKcEqB86czV2H4V1yn6e53bp1C0MG9sea9RvgRRkMZLwEW3/6EVu2bEaBAgUxcvRYDQgXchHPoWBw508y/9++PXuwaeP37HmtWPFT1KlXH6GhynLVGzuIYi2WuLZac6hXLF+C8xcvoUH3IdY0d0gbrYWbezYYS/km3nuWKB3lwMtQ7uukpESsnz0BGQJ9MW7CFIesz3inEpGXozx8HLyaPbt+x7atP2LBoqUOHslZ3euS/QmgrmR0S86k0XeAZOq2R180hgDm+j9T/9+vX4fYmGh8UbUqu7uoRZWAKoF3RwLOBOj5+v3qEsFdn1nDJeOqg1ouAYcDdB9vL3Z3ZPHNbm4I9PdFcFAA+xJMiE9gmmi51p3FtJEVnFzMkjhjNYcUPB2YMQu5AOpkBac+yVrPC7nkujFCJX1XemGVp/hrIrF6F9OpWX4kiCTPOQCdeS7ExuHAnr24/ew52rT5hu0TL46xhFojD9HGEiu6KbdLAbR3/PI/7Ni+HQuXLGPPg7gYGgJESuat6UNyWTfiZCxZX1MqApj1PTkZ8+fMxtOnTzBuwiSdYQ8dOoi5s2eiVes2qFuvAc8HriEx45ZWuX1U58IsUyr8uuMX7Pz9N5ZDPnPmzChd5gNUrVYdWbJmVbJMWR2ZldfBcbAnjx/HggVz0XH0bAvn6PjqjEndAMu7rpWPx62L+HVTs9I5iwSCDTyKv21Yiac3L2L8pGk2K1ksl9DbDdAPHzqA9WtWYfHylZYvPZW3sNSyLH9HiPOpbIm6aRHtBc71xzbkIbB4YTgCAgNQ4dPKOmBe2bzVWqoEVAmkVgmoAD217kzanJfDATqzdktaabq8+3p7IXOGYMQnanNJm4tBpy9Ja7+AGQiUrOSM5VUTucnJjwTzq4eXBzzdeRqttF6cBdCZ+iQxETcvXMSyTT9gzLjxmlzf1u63I/fOUoDO1meE9Z0phxITGVHcrLnzkS0rJ4qz1kWUni2u7NL4nrD+9EE6A3LSnAwprOjzPr16oEKFCmjavCXrg8iR/jx2FBs3rMdnn32Odh06SX1rXeNJASdwHM/drXWx5wvTnRf96smTx9i9ayf+OnWK5aGnWPwSJUvhyy+/QgEFcZ7cU0EQ90mDOPAANG5QF93Gz4WXj58DR7Gua1MKHqZ4kax9bM/lHkp6w4k0U6bO4sM7N7B5/hQMHDQEZT5wRfz02w3QT586iYXhc7F81VrrNvstaCW3Quu+y3XJA7X1yMuNP8O6jj/62iFJKScpB215Z1omRq0yMC42lhFgZs+VEx9+VM6ybtTaqgRUCaRaCTgToOfv7xoL+rUZqgU91R5AvYk5HKDLx6Mvai9PD4QG+sPX1xfuHpSuyrWWUg7gE/EmKppZ6L29va2KY39bNlzJPAVAd4pHAQHV2DhMnTUHjRo1Rt48eZHO3T1F3m0l83Z0HUsAOgPHklVcuJvLT7r4bEC/PihZqhRatW7LwLm1CiJNfnQ9EjuDAN2UG31yMjZv2oA9u3ex9E+MI8LLi12cKQTh2x49NWIWFncC/OKirWMRM5SOzoh7fnR0NHb9/huOH/8TN65fQ0BgIAYN+U6HhE6+v7rg3PHvELL4b/lhM9oOn+roY2Z1/8J6aewMaYE6V2pogLpMfFxhaVpRtGPNQoT6eaHfgMFWz9W2huK8WUc0Z9vYtrW+9N9FLA6fx0KI5i9aYltn71BrEZqjf1/Qeeb5S1WiRuQKQFcocmmuz58/x+KFC1C0eHGUKFX6HdoJdSmqBNKuBJwL0H9ziaCvzajuknHVQS2XgFMBOk2PXNTDQtLD38/XaKyt5cuwrQW/uCaBXN29vDytBkm2zSL1tBZKizgi8ZMpUDjrvv1TsNF4v/36G07//Q/SubmjVq3aKF6yZOoRiDQTbl3UxlQrUS4ZA/WCcG3tmlU4c/o0ps+aY7X1nN1bwcNBNBZ4jTlb14ougLTROHfpWTj+5zEsW7oE9es3QKXKn7EQEDkDOwfIQjDCoskBk1gbn5eUXgu6v9dcrI0A9vlz5+DMmdOYPWcB/AMC9M6C1orGvQAcC9D37N6JPXv2ws0/CDVadUl151K7DVrgKsg1dSarIfETyiP+qbBYivRoBHx+W78E965fQWxMDDJkzoKiZSuixCefsfpbwqeCLjLtO7lOFoYUQql2Y2QT696lA4oWK4aevfu+DdN18hyNE7Xpe+DI998VIJ3Gv3f3LhaFz0fFyp+hUOHCTpaVOpwqAVUC9paAMwF6gQGuAehXp6sA3d7nxlH9OR2g0+UvU0gQ/P38XG6pJsu5PGaOXOEJiJhjgheWKCJKkhPcyTdJuNbTxYLWrO9OzMaWcgsTWKKx+VyMEM9I1lW6eFM9HptvqFDaOS3RHfVLrvwErvXTpnHG9iQW9y1CEeSXfX23ZeqHbvPkaeCIEv3sOU6cPo3/bt5Gp85dHTGETX0K4ClCLsxdDOUx2iwNlh6QpM/v37uP3j26YfzEyShc5H2r5qc/L0OdiPRpAlgbAui7dv6G1StXsDPdf+BgzJk1A526dEP5jz/RdCmUFIzbQbYedpY17tPGj7HmfMl6FNZcffmMHzsaT588way5C3Rxpsh/ZIAl3yoBmmg0b84snDx5AnmKlkKpilWQKXsuew9hUX+3r/yLg7/8iELFy+CjKnrpUiQyTtpjek+YOp9yl3hNXnVmPU+HTQsm403EC7Rq1RqZMmXG0SMHceToUcTHxiJXwSJ49vA+vq76Feo3bGzR3O1bWVKW2Tm1nH3nmLK3tq2aoleffiirukYrELUszlw4fEjvHPn3trVeRwomYLIKPUNXLl9mlvS6DRsiR07XvhtsXY/aXpVAWpeAMwF6wYGuAehXpqkA/W05504F6GTnIvCYMZgAuq9LLdVx8fF48jwCLyMidfaKgCylFwsK8ENIUACbr355ExWDew+fsjRxYRmCGekdue7Ly5voGDx68hwJSUkITR+IjCHpdT5/8Pg5It9EISjQHxlD0+Pp8wi8iIhk7vaGCs2DxiIW/JevI/Hk6UuD9Ui5kD1LRvj7+iAuPgHPXr7C68go+Pv7IkfmjDqX9lev3+D+42fw9fVG9kwZDa5VPgitlxQD5Ppur0Ix6PFRMYiPeoOEqBh4BPhhwuy56N6jJ7Jly26vYezWj25aL9OWW7mVWT82nCYk+poxbQqePHmCqdNnWjVPETdszqIvt2wbutTOmDaVud5myBDKSNwImHf/tid8/bQx12JNgpmdsbXLXPnNKS3EuuV6KA2xnAFr+sD+fVnYybgJkzWy0VrP6FeOs56vXL4Uhw4fQu2OfRGWNYdVe2PPRj8vnY1bly/gk08q4szZf+Du4YVyX9VEsY8q6chGP/5X686uOxt5PdJ5RDx7jJ+XzkJAQCCmTJ2eYupnTv+Fbdv/h//O/Y2mzVqgSTPOUeCa8nbGoU+ZOI55LAwZPsI1YntHRpUrmFwJ0EmcZ//5Bxu/X4eGTZoiQ1iYShz3jpwxdRlpTwIqQE97e56aV+xUgE4WNm8vL4QGUQy6j0sBOsWcX755F/cePmNu7ZxtnhPKkTUwONAfubJlQqYMwTr7R/HZD588x9lLN1h6thxZwpA/VzakD/TXXpKJAOv5S1y8ehtR0bHImikUBXJlQ4C/r6bOuUs38ejpC2TPHIqCeXLg1v3H7N8EgglYx8bFMXfqAD8fBqq9vTyRO3tmNs7dB0/w3/U78PX2hqenu44cib2+cL4cSB8UAFIkXL/zAPcePUP6AH8UK5SHKR6EhwCB838uXmeKiFLv52cyMFWI1IzWT8oIe1yKmCdCXBxiX75C9IuXiI+KRlRSIpZs2YIPP/oIDVxqodMDMzJSIsUWdBMx6HKATgC1XeuWaN6yJarXqGXx+8IQQBbkaaIzoQxgkNZIruIe3bswNvVatevg6bOnyBSWSWcuxpQTligtDC3OXDx59y6dkDdvPgwYPJSpNej5lKd+s1hgChv0798XoTnyoXLdZgpbOLbajtXhCPHzQs++A9lAG9evwc6dvyM4QxiKlf8UWXLmRZZcebnChEjhNLoLLfGWvgJFuLVfPXcauzatRIniJdB7wGCTao9uHduiYeMmqFGzjmMXbLJ3Tnzn6PR69l7gX6dOYN7smVjz/UZ7d52m+ksNAJ29w6V3/MkTx7Hzt99Qv3FjAyE5aWpr1MWqEnhrJeBMgF5o0O8ukdPlqV+7ZFx1UMsl4FSATm7UAb4+DHT6+njbBeRZvmTeQgD0J89fMRCeJWMoSwUXGxeP+4+eIjIqBlkyhjDgKi8Rr9/g1r3HuHX/Eby9eP72ogXyIEtYqHRZ5E7qAqC/fBXJrNnZs4ShYO5sGiu1HKC/ly8XXr15g+iYOOa+/vzla6YEICBSOH9O5n5OLslB/n7s0k0A/dKNu8iZJQwh6QMZSBeFgHNIoD+zcr+KjGIA/fb9x2zczBlC8V6+HPD382HuyJYCdJobAXRaIScOs60QiEiMj0NidAwjiouNeIXnz55h3a5dGDFqjEsIgIytSH4h5KRvKVnJ9dvKgSeZzQzwEXMgBWD9ujX498IFTJoyzWKhGotz1+/IFInYX6dOYuqUSZg1ey6yZMvGQbxsxvqu7XKgZytAl190Dcn20aNHGDygHypUrIgOnbpyZnwjSgaLhWeiQavmTVC/60BkzpnHnt1a3dfO75fBOzkO/QcP1+ljSfg8nD1/Hm8iXyMuNgbevv74dtxc7qHBAASvLsjf2M9Ih43zJyIgKBihmbLg+N5fUe3rGmjZtj2vayR8IDY2Fr26dWQEccVLuJYngs7z2wbQac6tmjXErDnzkTV76vMQsvpwOrlhagHozA9Ker4O/LGPhcPUadCQhcqpRZWAKoG3SwIqQH+79utdn61TATpZXslaSy7kZBG2hxXW2g0SAD3idRTy5syCnFkzaeDIf9fuMlAbGhyIsiUK6Qxx58ETXL11n30p58iaATfuPETOLJmQO3smBnwZ2JABdHIjp479fH1QtEBu5qZOYFsO0IsUyK0zBrnPX7l5D4nJSfiifCkdoEqu8wTQL9+8h+KFuGKAvBLErVoOAkmZQAD9zoPHrA+yOBUtlAfZM2VgChJLADpdiIhEj7wGCPy7u6V0/bd2L7jQkpEQE4vTZ87g1117MHL0WJu6s3djpSBYPq4mBl1GlKY/L+ZFkJyMdWtWgxieJ062jCVcO4YEWo3YPuUWdP3nbt/ePViyKJxZz9u2a88UQsbmyWKb9WPpLXRxN7Q3QgGgAd8CJUoP1D9nzmDypPFo1KgJGjRq4hTlTeeO7VHi06ooVfFL08dJBPjb+9Dp9bd78ypEv3qOMaPHGR0pPi4Ow4YPRUBIBkZoJxQZ4vzS308e3MEvqxYgfXAosmXKiNv3HqBa1a/wZdXqGq4MeSiDXBkTFxeLHp3bo0fvfviw7EcOXrHp7t9GgL53zy5s2bThncyB7szDkHoAOn9BcW8ON/z6y3Zcv34NVavXgIcK0p15JNSxVAnYLAFnAvT3BrvGgn5pimpBt/mgOKkDpwP0jOkDGQmVq9nSNRb0Z2RBT4/MkgU9JjYOFB9OgCFvDgLuYZqtiImJxfXbD/Dg2Qv2++yZM+DEP5dAbuXk5p4tc4YUAJ3cyb08PPAi4g28vDxQpmhBBPr74MKV2xoXd6sA+o27yJU9CzIEB7L+GZ5JB3h6eTB3drpUC4D+9AVf48PHLxkhXOF8OZnbPVn5lbq4x8fHM2sc7Z1dFSsUVhAfjzePn+Lmg/tYtm49i3su9F7qYsXVxJNLSb4NxZQbBJ4CvBoAthL2ZHH9a9eswNUrVxlZnCVFrjiIiYpGv769UKbMB6hRqw6ySxa669ev4uK//zL3eUOW526dO+LTyp+hWYuWzINDH6AbizHXIcFT6FVgam1yhYbGLCUapAP27NyJZcuWoFSp0syCS7Hpjizz581m4LVO5wHGh5Exo/NK+nmc7TfD/Vs34PmDO5gwYZLJTu/cuYUhA/qgfqd+8PUP0OaVTgae3L+DP37+HmU/+ghde/TR9MM9Jnj4gyha8kHJpC4pIob064VKn1ZGw8ZN7bc4K3p6GwH6tCkTmHW134BBVqxYbaI5m7LUjnb9PrJSxHI+h/9t/Rlnz/6DL778Ellz5LSyR7WZKgFVAs6WgHMB+k5nL4+Nd2lKNZeMqw5quQScBtDJauzr7cViu8kC6+ZGTOOWT9heLQRAv0sx6J4ezKIvj0EnYre8ObIiQ0igZsj7j57hxt2HTGNevHA+5qp/9uINEADOkSUD8uXKxvqSW9AprpsI4ige/Pb9R8iWOSMK5cnO+nn09CWLQbcGoLMYdB9vxqguGOIpr3xwYACK5M/F4swFQCfyOYpfJ3fqa3ceINDfF/lyZmVg7J//lMWgx8XFMzmQYsVeJZlS20VFs/jzB48eYeWWLWjeohVKlCxlryHs2o+4hFniYi0s5IYsz2JyFFpB7Ok3b1zH2PETDc6ZyNsu/nsB165eRbHixVGgIPfsEOCZLqk3b97Ad8OGMHK9GzeuI0uWrIiJicbr16/xwQdl0X/goBQAffu2bdj6849YtnI170uWI12ulJC7nqdQVtBEFLj8K90MubWfdS17Udy7fwfh8+bj9u1bqFmzNpq1aKW0W4vrXbhwDhPHjUW3ieFG28ov5qKSEqI8iycD4PCOH/HgxiVMnmw+DILc3o8dO5piGNrfOnXqon5jKa5eUjCImHUG0vXy1+vklUhOxpaN63Hk8CFER0cxK3rTZi2RMUyryLRmbda0eRsBeqf2bdC5SzeU+/hja5astpEkkLos6IRYP0cAACAASURBVHxSdB6FAvTc2X/w4w+bUbhIYZSrUEkljlNPriqBt0ACzgTohYe4BqD/N1kF6G/BUWRTdBpA9/b0ZCRp/j7eDKA76hKrVPACoBNIJhb2kPQ81zLFWFPsNhGihYUGo0CebPBwc0d8QiIu37jL3MLJAl4gd3ZmSb7/8BkePHmOoEA/ZkXPGBKkA9AJROfKmokB5iu37iHyTTQD/s+JXf1NtNUAnWLQyXpOYFu4m9MYfr6+TFlAcxMAneLg8+fOhgzp0+PKrbts7ND0QSzUgGLplZDE2QTQyY07IREJMTHs8u9OZHTp0iEhKhoxLyMYg/mabf9D9Zq18FG58kq30On19C3GSs6w3PpsMA5dcnFftXwp7ty5g9Fjx+PAH38wgH3v7h08evwYL1+8QFTUG0Y+FBoaihfPX+C7kaOQv0BBnXhsIipavCgcy1asRkxMDMiSkz4kGGRZ3717J+bOX8iANKXbI2VAQGAgvhs6hFl6Gjdtzi+RlM6PcpmLPOdSgKWOqzTPbq5xdFciB0s3S3MBl+aj354ImX7YvJHJ5Jt2HVGqdGlLh1BUv903rVGuWn0UK6dlStc0TGE9l6TiIMXj8d3bcf3C35g+fZaiuVPoBHvJG+A/kHdAtUhZJmlZeBveUCeYQZ4FgPr88+hhbN6wHtW+/hq16zZQNCd7VnobAXqrZo0wZ0E4wvQIGO0pl7TRF3crp/eEoZAcV8hAKOu4PjEdIt9E4sfNm/Hy5Qt8UulTZMiY0RXTUsdUJaBKQKEEnAnQiwx1DUC/OEkF6AqPg8urOQ2g+/l4c+u5lxc89VKSuUIKAqC/ePUGebJnRq7snLGaAPqd+09Y3Da5c39QrAD8fHzwPCISl2/cwfOI16C1UHo0KjExcQzQkyWbWN8L5snGLraCJI4Aer6cWRj7+uNnL/HftTts/bGx8ezymz1LBqss6MRAXyhvTmTNGMys/7ykYwBYpHyTA/QCebKzNGs0f4qhJ3Z5KtExsSwNnDkWd4o/5y7uuqzxSvYu4uVL3L5+E7euX8fjiFd4FRmJ9EFB7E+AhztOXfgXn1SsxNysU3NJkW9cgdVYJw5dQj76+cPJnXv50iV48OA+y6vr5++HjBnDkDVbNuTOnQcFChZEEVmOdMrNferkSQwfNQoF8hdkYQv032+/7mB/5s7Xtfjeu3cH/fr0xoZNW5h4Z82YimNHj8LdwwOBgYEM0BPYofUJbwwpA7FmO8ScBYg3RiJmz/0zFgctH2PB3DnYv38fyys9cPAwew7P+po+dTKeRbxGzQ5ad3DNIE4G6Hu2rMHDm9cYkZ/SQiCGK2XMpwTUuDQJ5YweuNcCEG1f82ZPR0x0NIaPGK10Snar9zYC9KaN6mLTlp/tGyZkN4m+XR2xd1Yyj/12hJLQcmlwpYF+GNHBA/ux9actqPz5FyheyjGKRMvnqrZQJaBKQF8CKkBXz0RqkoBTADpdDonJnCzV5PKdGr5MNQA94g0D1tkySfHjycl4+PQF7j58wvapVJH8CAzww+Xr3HpOecq1gJhvJVnbY+MSGKlc8ffyMtdzfYBObu6Uwu3itdusH4p1J1nkzJLRSoB+D+/lzcliy8kSLkNSLCadrOmCxZ0s6AKgk+xv3n3ELOcE4Cn0IENwkFmAThePxEQC6Za7ucdERWHYiNH45JMKyJY1G0IyhCIiIgKvIiIQ8SqCgcSvqn2dgnwsNT0oYi4a92u5ddEMUNdvI84//Z5d6AAsXbwQd+/eRa06dVCunHn31wXz5uDE8eOoW78+nj19hmfPnuLFixfMmmSIaK5Nq+boP2AQi0U/ePAA+vUbgAKFdN3kaY00Nw0Il9YldycVdZzxDGuZ400DTCJlWrwwnCk46tStj4aNmtjt6Jw4/idIIdJl/HyDfaZ0cZdUGXI8bAcSue2rw/HyyWO0btkCH5Qtp3h9fO90GdwNNZYrXuhzuQeDWIpYhnzvD/yxF1s2rcfiZasVz8leFZOTuUuxLJ+cvbo20I9w9LfePeLRgwfo37cHvt/8owPnmXa6TpVu7iwFpG5YDu3I3bu38eMPWxAQGICPK1aCjw8nlFWLKgFVAqlHAs4E6O8P2+WShf87sapLxlUHtVwCTgHoBEQpvZq/L7m3O5bYSakIOEC/x4jaggL8mQKBCoHoiMhIlvKMgOsHxQqCbIsnzvzH8pMza3s23fzQZJWmmPKo6BjkyZGF/Xn6PAL/Xr3FwDpZ0Amg00U5Li4OZy/dZADe08MdOawE6OTinjEkmMX181RDvBAwzxoWopMHXR+gkzWc5nv9zkOmcFAC0KlvioNmCgoL95Bc20ePm4jeffohNCwsVSholJ4TY/WY+7Asf5US0jh5jCL1ywB6IqWKcmNukCEhoYqnRZfThQvm4+rVKwgib4TgYOb+HpYxDDVq1U7Rz+CB/ZE7Tx6c/usU6tVvyHKdiyLSr4l/83hzw2nhUv5W8ZStqiiPsTfXwfbt2/Dzli0IDglBx05dUOT9ouaaKPq8eZOGaNRjCDLnMJJuzYwlnYN428jjjv7+M66f/xuzZs9TNGd5JX5WKbbc+O4Zso6zMyqFYPCzztcgtxDSO6FD66ZYunIdAgJ4mJCzir5LsSPHNSYfS8fs3rk9qn5dHQ0aNba0qVrfiAToO5txfLiS1Eaam1xhpz8f+mz7/7bir1OnUOaDD1RrunqiVQmkMgmoAD2VbUgan45TAHqAny+zQlPecC8P+5GM2bJ3BNApJpzSpskJvDzcOWFchpAg5MgSxmK8Hzx5xuLPKec4ka2RS7i8xCcmMnb32/ceIzjIH2VLvIdnL17j36s34ePjxdjgCaCLCy99dpXi0aOikD2zYQs6fU4X68/KlUyZZu3hU+Zuz1z79IRALugUH0/9klX/xp0HePHqNYtBJxd3cWl4FRnNUsndfvAIoUHmXdxpGHL/pws59UFkcUovREmJiZgzdwGqVauO94oUYW74b3vh9jQOfHQu7yas6TwmmCws/DIpB+hKZSnkprEuk8XGCEO8XMZbftiEM3//jcePHmHx8hU63grcVZRbWamkBlZkzTolJQitl2LnlZTZM6fj0KGDqFCxEvr2G6ikiaYO8QBMnzoJgcEh6NCuAy5f+g+bNm9E+xEzTPajb0lnUFhueqbW1htfcfmfU9i7ZQ2WrVxr0XqkU8rPqOQObKgDcwCUx6nz8yss6eKcDOjdHTVr12V51J1dnGVFNycfpevetGE9Dh/ajwWLliptotYzIwGmRJII2thjRspFB4J1oTRM6T2jnSiNb+w9+t/Fi4xk8datmyhStChKlS4Db9Wirp5zVQIul4AzAXrR4a6xoF+YoFrQXX7QFE7A4QCdXKiD/P0QGODLXLFTy+WfmLMp/ppiweWFf7Gm47navT1Z7GZsXDyiY+OYxZu8ASitmrzQhZVSsJHbOrkYBwX4MVI5sqhTX9SGYtRFIaAbFROrcZenHOnywsaL4THiFBYgLzRv9rkUQ66/z3QvIas9xfrTBSI6NpYBa/47rXKErA7UT0xsLIu1JyWK3BJv7BJPLtlJSQTUE/lFyN2NyYP22WhJTsba9RuRN19+fPxJBYdenhSee7tVEzHm1CHJm1uf5RRq2qHkJHOiDo+jtS6GUkmMthhd30ounkND1nNHXm6tEby4EJMiggNNrQupsbn+999FLFuyCM+ePkX9Bo1Ru249s0Nv37YVGzasQ85CxRAXG4NHt64iKH0I0mfJgdptu5tu7+B49FcvnmH5hMFYt9E692iNq7sRK7rgVzC19/LzJieMWzhvNq5fu4Kvq9dETeaZoevfz3UDOlzweu9c2k9lyhf9TeDPHP3WBu2H2ZOhp4RTUN9UlQ5tW6JdR0pt+LmNPanNxXtX393d/u8wHo7Ex1MYMmJC2UnzJWXg0cOHcOrUCRQtXgIlS5dGcHCIuqmqBFQJuEgCzgXou12yygsTvnLJuOqglkvA4QCdXMfpDxGr2TNFl+VLNYUfk5n7OpGr2f+L3Z4zTR19EagjgE8XY1IYkGWTFBOmAP7OnbsQE5uAWnXqskW8TXLm8bmGQbfYEQ2BnMxCbmi35EBFxKCTcsMaeSgB6CL+XRDAiTakeKIxKWRBjO1oy5O1p1d++ZYOj6Yrc2R1P/24Bdu2/oTMmbOgc9fuyJ+/gMFphM+fgyNHjuDjGg1RqsIX1k2V6w64Z4UDzvjcwV0xbuIU5MptxNXexKyZ7VtSIBmCsooAuhydiJ+lMX/8YSMO7N2NgMAgTJ81RzMTbfi9KQAt4uQts3y+jS7uJJili8Nx7eoVTJ2hjI3fusOYtlrpW9GVrF7J+07/3SN/Txt/Z2vBvDmDBPX//NkzHDl8GEePHELh94uicJH3kSlLZiVLUOuoElAlYEcJOBOgF/vONQD9/HgVoNvxyDi0K4cCdPpyIuZ2Sq1G4Dy1pEORS5S+IAlkUhoxsjJbA5QcukOpvHMCeMKyQADd2B7Pm78QlSpVZjm8WZ5lEy6Icqu0fPmu2Bv5XJSMr3G1NAvoOZqTx6Ur6V//7JqyTIq65FovADnHVVprJv+Z2P9FOi7HWiKtOc766e2YsVSAYZnXgikVCrGx//nnMVSu/Dl69NJlZN//xz4sDJ+HJj2GIXNOy8GvoTVpvCmsWbCRNpsXTMHzRw/Qpm1bVKpsmRJBAHTq2hCju3KArg2F0J8mHaWeXdvjiy+roGnzlrKPTQNvvr+WgnSeYos/M44/s0qUdEq3OiEhDt+0ao6PK1RExUqVUbpMGaVN1XpGJUAkppw00JJnz9w7V/6uVALoxfQ0Xj8K3e2pPnnhHTl8EEcPH0amzJlRvERx5MqTDwmMnNW4B4p6KFQJqBKwjwScCdCLj3ANQD83TgXo9jktju/FoQDd18uL5QcnCzq5UafGQuCcxVUjHUt/Zu4LOzWuwdVzoosRyZAuEaSI0bcaxMbGYuCgoZg0cRK8fXyRzt3dNEBnaZ405ki2PFOu445cv6UAXYlVWx9kE4AWlz+lUENcAJVc3KgOKU7Y5ZX+I/lKOYS5azEf35y1x5FyNte3xqVapvjQDRnQsqcbo0I7e/YfrFi2FK9fv0Kjxk2ZS3ZkZCS6d+2E4hWr4OOqWuI8c/Mx+7kdmNsNjbF/2wZc+vsElixbZXYKOudMKGaSiWMg5SnjANQ0BaCSOvt278T361Zj/sIlCArivBtKC8WT82mYt6SLvXfO+1rLhG8vZcDePTtx/NgxXL16mSnp8ubNj69r1GAhQNrioEOkdEPesnoiVST7vmDu5aaVNzrhPVKYhIY2QgLE/CyKHi0RCD8z9MxY817989hRHDl0CDly5kD5CpWQmJRoyeBqXVUCqgSskIBzAfoeK2Zoe5Nz46rY3onag1Mk4BCAzr8c3RAa6A+/AF94evBY7tRYOPFZvJr2xMbNIUt6bGwc23dvvVR6Z8+ew8HDR9G1Szcea2qCcVcOuqgvkY9b8jJ3ugJFBwAryHtOYtRnazcnWlIS6bhqKxjHnKVeDuDlAF3MhXmOJCZqQBnFdyslYTO3Hld8Li7bSsDdpo0b8Mv/tiFnrlx4v2hxHD12FM37j3XFtNmYh375AVly5UPBEh+YnUNCXBzmDu2GcROmIF+Bgmbry/db4+Ku9y4W1nVz72iNt4WZV3m/Xt1Qs1YdVK9RS/H8tPNUAtKTGYGms86rVhlgDVAzL4IL589h8oSxmD57LrJmzcoaWGqBNT/Ku19DX2lpndLR9nR68mfOFo6RwwcPsNSblJZNBejv/vlVV+h6CTgToJcY6RqAfnasLkD/364jWLByK15EvEbhArkwdmB75MmZhXFqjZq2En8c/Zt5F/doXx+Na33GNqlczW7YtmoCsoQpzzzk+t19+2bgEIBOpGEhgf6MHI3AmjUaZGeJMj4+nrm3+/v7OWvId3YcuoyQmx7leJVb6X7Y8hPSB4eiylfCtcbwDV9Yn8n0oA+0xOXL2WdJbhE3F4cuNtZSgK6JE5dbbcwwsysdg+avf0mUW9HJPMSAmQKlQGo/uJaAdPL4ILf3UydPwM3dAz2nLHb68s4fP4SjO7fB09MTUa9fwScgEMXLf4qPvjDNhr5700pcPvsXBg4agiJFiyuaNzsHkjVP/+kz596u4Vcw8FwaGrxT2xYYPnIMCr1XWPMxf365C7I5QjjxrPNYfk7aaYh4zjnWcxG7bx045zkbTLsnn/n7NKZMHIdNP/7M5EX7xEOHuLzc3Ti/h7PWq+hApeJK4n1KUzRnRXf0MsT7lysLLAvHOHHiOP49fx6ffmFZOIuj16T2r0rgXZVAWgPolH2qVY/xWDV7KMv0NGvpD/j30k2smDUYc5f/iItXbmPGqG549OQF2vaehOUzB6Fg3hwqQHfSA2B3gE7s58Ri7uvlCS8vL5aXOzUW+uKkSzr94Vbf1JGfPTXKSumcKBY9JiYmBUCfMHEymjdvxfJwMzdaA94UmrRh4iquBxg1l3bJDddZl9UULuQKgKxS8CyXq3wcoRSQx43r74HSMQylchOXRrEXSnK4Kz0Drqyn4/KuIN3S8qVLsGvX76heozbyfPI13J0UhvPg1nXs+2ktIp49RZ06dVG7fiPG47Dtp83Ys3cP4mJiUKhUWXxWtxk8PL0MinT3D6vx4sEdTJlqOv2bRmnEALIuFwF9Zsx6Lo9Z54BeN2eccL7Wfw4jIl6iZ9cO2PjDVmloPq7IoS79qJPmz/CZEYzZ3FVYFLm7sfPeARwo28u9Xb7e438ew/w5M1ClajW069CJfSSUKeTdxcNPKFOGW6pWdLvyuTc0tlbJ4/q0kfK5KPHwEes5+88ZHDt6BF9Vd376wtS2n+p8VAk4QwLOBOglR7nGgv7PGK0F/d7Dp7h+6wEqleOK/rP/XkO/0QuwZ/NM1G4zFOOHdETJ9/Ozz6Yu2IAAf190/6aeDkCfvXQLLl+/g/kT+pjNBOWMPXyXxrArQKcc3BRvTmnVCKinVnBOGxgfz2OmSatNAN3Zltl36RCJS2VCYiIS4hPgIyPbe/z4MebOC8eokaN57LmMIM4QoGJQwAiAN0QMZjpq1nYpa+Yov56bAelKwbPBi6W0SHOukUrHMAXQ2WVRsuqkzgAUy/dPX9FhLEf82tUrcfzECRT/tBre/1Ae92v5mJa0OLF3Bw7/+hM+qVAJnbv30uSeFyCU9uv4kUPYtn07Ht27jdzvFUOVRq0RGKzrSnbu2AGc2LcD4QvN59PW9QLRPjHauH4Dv+MPohYYyxYpoxgUhPWaT//+6ySWLlqQIl+7FlhbSu6mC9ANcVNYFyOsfNccnWt96qTxuH79GqZMm4GQ0FAO0IkbJTGJTZJZ0d3d4G6hBVb5Ct/NmnLrNfcUYtJ0yWKtAemXLv2Hnb/9ilr16rtkzuqgqgTSmgScC9D3ukS8/4z50uC4ryOjMHn+98zzeUTfNij5ZQcc/Hku0gf5s/qb//cHTv1zCVNHdNUA9L/PXcGy73dg7bxh0E8X7ZLFvWOD2g2gk1s7xSkEUEo1X+9Uydgu9o4uPwTQCZQTMZxabJcAuWWSN0JSYpJODPrhw4dx7cYdNG/aHG4SCZ9g2hXAXu5ebcoqZojN2+EAXUJOKSITTRBqkSyY5Yv+s4J7wZBbuv4OKQHoQl5ysC+P07Q2/7rtp8XxPWhieI2ECowYORLwCUDVpu0cPxnZCDcunsXvG1agfPmPUK1GHWTJks0Aqz4HZbduXMOGTRtx9eIFlP38a3xSXXtRJyv8j4tnYOWa783OX+6RISrLQbs4o/yoSyfdDGGcth9ZG6TD1p824+SfRzFt5lwJXKYERfpeKZYAbF2gI1+6RO1vVhqWPZNirpbM0ewUDFRo2bQBwhcv0wJ0CaQzJZrk5u/oOVgz79Tchp8V+flURkDoqDVZatW/fesmiC+jYdNmjpqS2q8qAVUCMgk4E6CXGu0agH5mdEqAPm3hRqza9DtKFyuI+RN6w9/fF6WqdMCp35fA14d78W39/TD2HPwL8yf2ZgB90rDOmBa+gbnHZw4LUc+RAyRgF4DuKYFzsp7TZqZWxnYhv7j4eHYPJWbr1Gzld8B+O6xLunwQmzvF9FO4gIhBP3/+PA4d+ROdOnXRtZ5LLrcMnKdzU2zX0LdoWwOALRGCuKCn4FM2YUUX4EdAE0vnaDeALmQsc/dmTMdSLPG76jWic0aM7NOyJYtw8q/TaDVogiXHwS51yfp9/sQhPLh9A19WqYrW7Toxi6mhSGWCnX8ePYh1a9cgKCQU1Zp1QIYs2XFs5zZcO38as2ZxIGyqcIWRNr0aUx8lEV26ZE8k5McyJ4hUe+Z6NP55+NxZiI+LxcAhw012wp8RUmJJT4mYi9E3AX8C+fOoTa8m/m1JFiotM7d4Qo1N1VJrv/Vya9m0IcIXL2UAndanWY+CkBrrR00bLTXvcBnHB9t5K5SntkpMgHQl797Hjx9hycJwtPymnZpmzVbBq+1VCSiQgDMBeukxrgHof48ybEGPjonDpm37sG3nYfy0fBxKVemIvT/MRMZQno1l3Y+7mQu8sKCTpd3fz4fVpZ/VYn8JKAboF6/d4OmHZRc54TIW6OfDXNuJEC415jrXFxul/eLg3HS6L/uL+93uUcSgC+4BugDdv38fK1etxZBh32nS1egztVsiFUsJqyzp21BdgznZFVyaNTH1BIbNEL7pjysH6JQDt9e33VHlq6po2Kgxc4X998IF1KhVm0MZI3MxaD2niz+lV5PIkxztfWCr7K1tb8g6bKivLp07ImuB9/Flw9bWDmVTu39PHcXeLWuxYs0GUHiIANL6nfJ9TofwOdPw9+nTKFWxCh7fuYH38uVBu05dTc5BHktOnAbi3wycSO9yAVPtAVhGDRuE4iVKokWrNgpko01fprF0aiz3ejHvPAucxiJqjmjO2OAilZsAaKas0lrruWPdom/dvIFB/XtjyfJVEkBXIDq1igUS0Po/6Vqx7cMrQJ5ji8Lno0evPmbnpPHs0eNiGTl8KPz8/REQEICgoCCWovD+/Xs4c/o0ho8ZyzNuqEWVgCoBh0rAuQB9n0PXYqzzv0dpSSf/u3obL19FonyZ91l1usOXrNIef2yZjQ79p2J4r9b4qDQnex0zYxUyh4Wia5s6zII+b3xv/LjjANIHBWBYr5YuWcu7PqhigH7vwWO4uQExcXFsE709PeHjxUEu/UnNhHCGABAxt6su7vY93nT5oFRrZA0UyhoijRv+3ShMmjgZ7l5ePBe3UPLYYMVQ4uJtr9VZe1HXXAalXLpKAbGG1R3AiqVLcPXqFbyKiMDz589BPA9xcXFYsmIV0qcP1k3PJlswgb3kpCR2xgXwYr8jhYGUBtFe8klt/Wiss5J7sLH5nTxxHFOnTEKTHsOQJVdehy+D3NvP/XkQddr10Iy1fuYYFClUEK3bd1Y0/sk/j2DdmtWIT4hHr159UKrMhybbCdCvdWPnRHGOKpPGjkRwcDB69xto1RDCIi4aS+nZpdhhrWVZiQXS1AS0QE1kjNAnM3VeKrdxY0bAy9MLQ78bYZXM1EbKJCAPrRD7b6tBYXH4Ahw6dAChoRkwd8FCsxMR7ybSlIkzvG71KtZHiRKl8DryNd5EvkF0dBRCQ0Px6tUr1GvQEJmk9HtmB1ArqBJQJWC1BJwJ0MuMdQ1APz1SC9APnziHEVOXY83cYciZLRNzY5+5eDP2/zgHS9f/gr/PX8bM0T1w98ETtOs7GevmDUfeXFk1Mei+3t6o2244pn7XVQPkrRa+2jCFBBQD9BcvXjC3ZXZhciPSGp76xV0CAPawvjhzf0gjTSy5tAZKc6QW2yUgLOgeXh7wcPfQAIFhw0egd88+CM2UiYNFyepry5kRKbW4izyP00yNRWMxsdKKPqBfH1T+7DPUq98QT588QcawMHTp2B6NmzbDl1W+Ym7ChvJBJyXzfNIMoEuCEW7UptjhU6MMLZ2TPleBqXM2feok3L33AA17OR4czRncBdlz5UPk61fIV7QkEuPj8eDWNeTKlhVdevZVtExm8yNr+tyZ6Nl3AHv/mir0TLJHTmY9dyRAP37sKFYuW4QVq9crWo/xSobzUWstkLyl7t5a+g7ggF9XKSDrwwnvlkv/XcToEUMxc+4CZM+e3UaZqc3NSUD+bqB95yFulp4bYMWyJTjwxz6EZcqMRo2bYNbM6WjfsTOqfV3d3BQ0Oe7p3Xz1ymUMHzIIg4d+hw/Llk3RdufO3/Hs6VN89MknZvtVK6gSUCVgmwTSGkAnaa3Y+Cu+/2kPIqNikCt7Jgzt2ZLFohNP1+gZq7D74ClGANe3c2PUrcYJdeV50Pcd+RuT5q3H1hXjmcu7WuwnAcUAPSYmSvNFJi58KS9I9puYo3uiL2c6gBTvR9Z/tdguAbrsJiUlIjYujpHvEUinC/T0GbNRq1Yd5C9YUMuWr8BN3NSM5LHhgpAtNebythag09oTk5IwqH9ffPzJJ2jUuKlGHOPGjMSVy1fQuGlT1KxdJwVA13Xj5ACOAXYG1njWgne9KAXpf506iblzZqPj6NkOFUnE86dYNXkYVq3fjOmTxuHF6zdsH0jROWTod3Bzd1c8voATtJeeHqbDdOSeJiKu2YEGdCwJn4cnTx5hzLhJitdjeUWRgo1Fa8u8SCwHWnxsOVO8SAvHvt2MTk37HWjtmLzrUSOGIjAgAIOGmo7Zt1xGagtz3x/mMmUYar921Qrs27sXwSEhLOTo08qfsWpbf/oJa9esQsvWbZjF29zYFGpBz3+v7t3wftGi6N6jl8EmlAVlzqwZaNe5i7qhqgRUCThYAs4E6B+Mc40F/a8RWgu6g8Wpdm+jBBQD9Pj4WBuHSn3Nyc2dLOleXpQSTvkFOfWtxHUzIgsdj2rWEkyxFHZIBjH70yXkj/37ceDAYXTs3BXZsmXTxKLbY9bCXV6wTzNLuo3g3x7zEn0Id3W5pU/ubqw/lrweObvoTQAAIABJREFUXSAHD+zPLCtNmjXX8RLYvm0rNm/eiLx58+Hbnr2QOXMWTVfCu4CTYXEAQWBf5FR2pAXVnrKztS8d2Rs5E0+fPkH3rp3Rc8oSW4cz2f7CySM49vvPWLBoGSNTFM+M1oJr2fDCkk6KMFMQkZ0FKa6bcQ84Ep0D6NGlA1q2ao3KnxsmorFsleZraxUQ7A1kvoGZGgSceNHvS5fCT5vP3VCHnFGeP3um59SxXSv06NkHZT40Hapg88LUDnQkoA0/Es+E4X06dfIkYmKiQYzqe3btQlD6IDRs2ASVP/88hUR37fwdSxcvxKYft5qUthh7wbw5uHb1KubODzdan0JUqN5777+PfPkLqLuoSkCVgAMl4FyA/ocDV2K8679GpHx3uWQi6qBmJZCmATqRu5CbOxVyc1cZ3c2eF50KBM65KzUH6dx12o39LWL8SabxCQk4euQo/th/kLG5ZyNXTj2SHMtG1q1tMJ+6wjRRtoyrtK1GiSCxp4t2kh1Qm0taNme63BP4GDp4IEqWLIVmLVumsJQT2eGkCePw74XzCM2QAUWLFkNwaIimv9ZtvtFMkRRRArDbElqgdM2ppZ4mHt1EyrumjRqg9aDxSJ8hzGHTXjt9FEIDAzB8zHjJxZW8Gph/tS5wUDgDwSNAFnRTRQB0Vic52eHeE/16dkXdeg3wVTXzrr4Kl2oG7BCgpveOud7MVtBY0pWkMxNu8frs8WIeurHzIqW87hz27N6JzRu/R/sOnfBJxYrmFqB+bgcJ6Mehy5WY+t3PmDoFp06eQGiGUHh4eKJ+g4b44ssqJmfRuEFdrN2w2aRXngDovb7thlp16qBGjVpG+6R3xJbNm+Du6YmSpUvbQQJqF6oEVAkYk4AzAfqH410D0E99pwL0t+UJSNMAnTaJgAt3dYcmf7dgChebmJYAjSUHlyyBDKDrJYjycHNnMuXu1OmYxZCs6UcOHcLVm3fQunUbuHlw93d7Fp4+SmsxtHf/ts5VThDE+pLI4zh4knC1dLMnyRw+dAjh8+egRs3aaNGqtY6Xh5xdntb5645fcOL4nyDQTsXD0xPjxk+Uuk5m+enTIkAnAZgjFPymTSt81rAN8hez/wU4JjoKG2aPQ+aMGTBs1DjmyUAKLPIsYc8P82yQYqkFS7mE+uTQXZfTnAM+4h7woBhaI8oo/eeBzp+jwxvmz5mBhPh4DDKTZs3WZ0m0lwMuraZL3juXnPZVY/ydQ9ZzJVZv83PX5t+WA3ieejIdot68wYxpk3HlymXUqVuPeceoxfESoLNCgFd4n9CzZ8hz7vChg1i7aiXSE9lhn37ImSuX4sk1a9IQc+cvZFwhxsr4MaOYUpXO2orV6+Dr62u0Ls2XSCFDM2ZE4fc507JaVAmoEnCMBJwJ0MtOcA1APzlcBeiOOT327zXNA3RxgY+OjoGvrw/70hRs1wJQeUqx1PYX/9vdozGATiAgKSGRu/JKoMDHxxtPnz7F3HnhGDlqjE5OdHtLQePWm4pc3ZWuUQDv/fv3YVH4AtSqXQctW7XhcnQnwjcOMPQBuuifAOD+P/bih02bsGjJMl6XLqZJKkA3prDp8W135C31ET76oqbSbVJULy4mBiunDEehAvnQb9BwvVzGpLjiqdVoXu5uHLSLveLWdQ45hbVcP1e6ABoslp1ICPUUXvru7TRpR7u4b/x+Dc6d+RvTZprPz65IiAoqiWfBuOWbzr+UC94E/4L9ALr+pHlcO82BQProEcMZR8eAwUPh5+enYIVqFVsloHVpT8eeAfGc6ZPETZ86GX+dPMG4Pdq0bWfxsK1aNMXoceORL59xd/RVK5fjyqVLGD9xsk6WDUOD0TyXLlmMPPnzqS7uFu+G2kCVgGUScC5A32/Z5OxU++RwzpuhltQvARWgSxa2qJhYbvGlCzFZOui2R/HVMhMIfe7h4cFSXalFAn7JZEXXlRMBBnYJSuLkZCRPsqpTIXD+bc/eCAvL5DARithjGsDSHOT2npROPnSFbv179+zG4kXhaNCwEZo2a8HAOBG8EVSTh2FoQwskIjjmPQA8vHcf/fv3wYZNW1hbsp6LkAJOom9fzwV7y8ze/ZmzoE+eOB73Hj5Gk972Z3L/eclMZEzvj297D9Qw7uvkNE4HuLtRqkot2z63fCczazs9P4TSGQu7LG+5kJHYSZbukmXU0EqPrZsAqXg+6f1mZ68V/b0a2LcHPq38ORo2amLvbbSpP42SilmxuceKnOjNEnDOFQL8ebTMSycZq1Ysw9Ejh1D16+po0lS1nNu0qRY0pv2XK3C0AJ1/Lz1/9gwLw+fj7p07oKwjufPksaB3bdV2bVuhV59+KFnKuDfOwQN/MKv44qUrFHk1zZ0zCyVKl0GOnDmtmpPaSJWAKgFlEnAmQP9oomsA+olhKkBXdhpcX0sF6BJAj4mJZXFj3A1YuzFyF0W6WNPljC7D5LKtFq11loF0iRiJAAe3UoibMAeFdClavmwlihUvgbLly7N4dUcVfXdydpHWkGUJf3JunnQEYJWPL8CVBlTJgDpnodYeuJ07f8OyxYvQvGVr1KvfgGMJmcuzqKkDDGhtUh2+TqB544aYM38hMmXOpAXoMldqR6zZUXtpa7/mADr137H9N8j1fml8Xr+FrcPptL977RJ+XDwTy1Z/z/dRAtrs+QCBc22qSv2B6ZliPA9J3BOFh4xw5RftMf0ugZQvyclMaaifck240zPAL7n2OtLF/cGD+xjSvxc2bP7ZrjK0T2daK7p4RriHAnd5FvJVNhb/jtC83thDaVrp9c+Z05gxdTJzfa5StRpq1ORxx6ZioJXNRa2lRAL6+ysAOj0PBJZ37fwN2bJlR+eu3VCwYCElXRqsQykwW7Zpi4qVPtX5/OSJ4yye/fLlS3h4/wH3jGrTlntGmVHcTp08CZW//BIZMma0el5qQ1UCqgTMS0AF6OZlpNZwngTSPECnL0hyxY6Li9O4uBsTP12UEwikS1+q7h4ERB0HMp13DGwbScT2CXd2U1a6nT9vw/O4eDRp0oxb9xxY5MDW0DCca1myhMkqyDkILL1Aa8aUA2a9wTWxxbK8VzSX33bswPLlS9CufQfUql2XuUCLS7y8CzE//UzRDHxJCge6KDZv1RKVK3+hiXuWY4jUxnbvwGNgNgadxj5+7BimTZ2Mxj2GIFse+7Ilr546AuU/KouGTTj4ZyBbsuQy0G3Cqs3eTxJIpzYagM6NwGxt9E4ihaEhgC5FYHPxclxvNGbdHnvQq1tHfPb5l2jWopU9urNzH9r0bByVa5VfQuFlaCu0XlRy5a0UakIeDkzxZxqgjx4xDKGhIejdb4BeqIN2iZa+a+wsHIu7I5LV58+fsfdU1qzZLG7v6AbCrV27t9o9kgP0Ni2aonPX7qj8me2xmT27d0WNWrVRrXoNzfJWLl+KQwcOIFfuPCheojg+qVCJ5bwX3k30TBvzxKA640aPQu16DRCYPsjRIlP7VyWQpiXgTIBebpJrLOjHh6oW9LflkKdpgC6+IAmgU2Epi8y4gNKFWMRWkz88AXTuWpq23Ib1D7hw5TbnQnv1v0tYsnIVBg8djpCQUKc8JxqWd9lowuilz8LMq8gt7Nqrt6k9loN6ETdsGFyL2GLZGACePX+Kbp07oVPnLviq6td8FpLFVd/CIleIaFjA9YDesCGDmKcCkctpLMgSqBPz0pxYB3kROGVzFQyixIJO3cyfNwfnL1xAy4ETFPSqvMqv65bAA0no128Aa0QXcuaBIwCzma7EfjMYSLHmsvpkZacsCSKlofwzllpPco/nGb+0nhasCwdkOti/bw/Wr16B5avXs3Cg1Fl4SI5WP2bKVV2qZ+QZ0YB3aS/11X2PHz1khGCLwucjfOlyZAjl77wUGRwkQenH0bv6e+XCuXN4+PABHj9+hOP/3sKL58/hnhCFuOg3SEqMZ+zmiQlxCA3NgHkLjKcLM3UOtv70I37ftQdtWrfEJxXswWbP90x4cBlSfAiA/r+tP2Pvnl0IX7TULke1f9/eKP/xJ2jYmId4XLz4L2ZPn4Y69eqjdp26KcZg2TWEV4yBGdA8hw8djOZt2pokk7PL5NVOVAmkcQk4F6AfcIm0jw+t7JJx1UEtl0CaBuh0gSXrU7pksFzolhT64mT5viUSNLJupVWWbEvkRnV37PgVj58+ZyQ8rr6AirkbIl3jSgcOpJXMkwNq7jKvpL5mbClGuHWLZhg1bgLy58sn4SfBQJ0yt7uwDgmAwN3otVf/QQP64eOPP0GDRo01RGOaj5m3vwTWJJBmyXwt3W9X11cK0Gme33bviuyFS6JSzUZ2m/aWRdNQOF8+NG3VVtMnpUdjljMLRpErfsRO0wWfFIaMKM5dcn+X+pSncZODFLnLuyNA+rhRwxEYEIBBQ7+zYHXOraobNiDfBd0dEXnR+fNhaLe0jO3Hjh7GlcuXcPv2bTx++BAvX75gbYJDQpA1WzZ8N3K0ZpFy66549sTv5JKQP5dK0r/ZS4qnTpzAspUrERP5Cm5ePvDyDYCPfyA8/IJw940H3P2D4eYbhHSePkjn6YvEY8vRvn17s2nI9Od3/txZZiFGrg/g/uAsQsOyon27NihT5gOrl6L1eDD13uYhDwP69MIHZctCnpLS6oEBBqbz5suH+Lh4nDnzN15FvESBQu9pMmro961Jf8kUbynPFz3DA/r2RteevRyegcGWdattVQm8CxJwJkAvP9k1AP3PISpAf1vOapoG6HHx8QyAeXt5Wb1fdDkmV7/EJMoz7QZPDw9O+JTGLeqmBJqUkIDpM2czMqmPyn9steyd1VCeZ13frTzFZVpmaTN04ZaQtybVjyZFXTLQu0d35Mqdm1XpN2CQ5gwJYCZi2VO4uOuBbPqc+qryVVUW6yhvr4HwUkyz/DKrWYvEw2DObddZ8rd1HLkSw1xfG9avw+GjR9Gs3xhzVRV/vmbaSFT54gt8VV2b75i8Iihu3JzHialBaF8TEogJPold7um9o+/mLpjfDcW5WiIXxYsF8OjBAwzu3wtDho1ACRNkWZb0ad+6clJLydddDKDnVUAyUsqVcfbsGcyZOR0ffPgh8ucvgPeLFUWuXHmMuy9LijljvAAiBR/fJ+5e72g3+Du3b2Hm3Pl4cOs6krIWh39JZZkNov7di7Dom5gfvkjxVtH62rdrh6j0eTXjvPl7O9I9uoAsOfKga+cOKFLEstRifL9oCuZVXzduXMOwQQOxZv1GeHt7K563qYonjh8HubRTvHilSp/quLobaidPs2jozhAbF4vhQwYzgK4WVQKqBBwrAWcC9I+nuAagHxusAnTHniL79Z5mAToBa669Jtd2y6zn+uKn+1NiYgK7LLOrQbp0zF3ekYRM9jsCzu+JLlFnT57C5v/9giHDvoO/v7/zJ2HFiPr53nXSvxtwgY2Nj0fkm2iNKy0NSUCJzoaPtydT5lAhK0lcXDxmzZjGQNb9e/cwYuwkeHt5snpy0EUeHzGxcYgj742kZObyTP34eHuBrLJ09qi/Ht26oFr1mqjwKcVV8vzX1B/9of6oDp1Xmp+mUG5tN1IyucPX25vFSac1RdOrV6/Qrk1LdJswH94+2hRY965fxvEdm9Cgp+VM70vG9MM37Tqi9IcfaURtjQXd2JEVqdoMQRItANBleKe+HAXQqe+VSxfhv//+RYeOXVioRWopXB4cdKc821prOJ+viDk3D/ao9uZN3+OHjd+jeo1aaNayFQICAkwuWyjwlHxPyD1mGG+BA/g7jhw+hNkzpyM5YwH4l6kLN0/j+bn1F5bw6hGSTqzF+g2bFG91z159cD8yEUEV2ui2SUpA5F9bgceXkKtAYfTs3gV58uRV1K9SgB4ZGYlFC+aB/h4zboLL3nNyJa6hPY2NjWVWeRWgK9p+tZIqAZsk4FyAftCmuVrb+NhgXQJLa/tR2zleAmkWoMfGxXMgLYEaW0Ut/6JlVvXEROY2r2/RsnWcd6V9Qkwstm7diji4oVnzlm/lsjRxpEYoouiMEQAm0E2gnIpQDFEmgEB/AoDJoBR/BNDpPE6ZMIb9PGrcRAagycpKIN3D3YPFGr+JjmG2IWZ9JaCtIRBzg78vWYHS4dXrSHTp0AaDvhuF9wq9x/qVj0tgntqTB8mr11HwJmWBu7tEOpbMfu/l6QlfH680ma2A8qLnKloGH1fjMaP/WzkfN/89w37uNHoWfP0DLTqv84Z2x8gx45EtRy5NO3sCdFOToTAeQ7Hr1Ia9syRboyMUMcsWzcfB/fvwRZWq6Nz1W4tkZv/KwmquBHSb8pMxPLPYmBh807o5XrlnRdaAeERGPEH2XPnRqmUzfPBh2RSN5OEzysG2iK3W0Eza1aK+ZFE4Tl+8jtgSTS0Wf1JUBOIOLcaGzT8oavvrL9uxYdMmeHzW22j9pJjXeHPmF+DJVSZD4tMwl/5MSTjL/DmzQcqI9woXxjftOzDw72jPBFNCEUo0Q+eAntF+fXqhW6/eDlHKKNostZIqgTQiAWcC9E+mugagHx2kAvS35TinSYBOLukEfoiFXVgx7blhBJpoDPpyZemP1JRsKS+oyck4cOAAnjyLQMNGje0p/lTTFwPoUdEc7HrzFH4EsskCTlfs4EB/xCckMtBNlnWybndo25K5R1Je3hKlyqBT129Ze09Pd8TExjPeAz9fb3aueBw5t8BTIdC3Yf16vI6MxH8XL2DS1BmaenQJpPZ0LunMUx9xCQkMoPv7+bCxCcgRoIuOjWWp2fz9fOElKRZSjVCdMJG1q1fh5F+nkb1QMfxzZA9y5sqDPn36om/vnmjRbyRCwrJaNIuZ/Ttg6ar1cHP3kFjUObmkh4NDYQTLO7O4Ggm50c9YYNHCFFQ+dfI45s2chjnzFyFT5swKWjiiipwQjvpXZhG3dCa9evbCtUdRiA0qCreE1/CKvI5MfnGIio5CQFAIirxXEEWLFWdhPRkzZtRhc2fhK3opF4UShc1Ytn/ykBvxmT0ULD169sYTryzwe7+KpUtHUkIMYnbPwqYtPylq26F9e7zJ8D58C5t3tyTrvP/N/Yh4cJN5vfn6BcA/fTC6d+mMYsWLs/GUxJ3v2bUT9GzTOWzWvAXKflSOtaPva/JEsiXcRNGijVQy5eZOez100EC0atcePj4+tgyjtlUloErAjARUgK4ekdQkgTQJ0GNj49geEMswWTcdUehLn1K3uZH11MM8O7wj5pCa+0yMi8f/fvkV/oFBqFK1qsMuza6UgbCgE5hmQJcs2QmJDATTufPz9UF0TCxiY+OZi/qFc2cYk3iG0Azw9fPDzZs3ULtuA1SvWZtZsmPi4tjfAX6+/MIuYwFnltB06dDxm9aIiYlF46bNUbdePZ2LPc2HKQeSk1kf5OXxKjIKgf6+8Pb2YhdUmltUdAzi4xMR4J82AfqzZ0/RtVMHBIdmQKuWrVH5c55+qVWLpqjdoY9FadiiIl9j8ei+WLX+B03aPJEqjd4NjoGKnCU8mdy5pRzL5sZxpLv7nBlT8Pr1K4wdP9lFjyO3nhsnerPPtHbv+g1r167FfW9di7lbYhTcY58ie/pkJMdG4M3rl/Dy8kbevHkwdsIkg8Ccz1UCjzJwLo+vlnttCYBuC1Bv1aI5ULwuPDPlt0ogkTvG44eftpltu/WnLfh523a4fdrDbF39CkkxkUh4eQ8JT27A+8kFrFr7PQPXLNzHRD7xi/9ewIRxY1C7bj001/PY4l4mjo/vN7ZYc27uo0d+h/qNGsM/0DLPHYuFqzZQJZDGJeBMgF5h2iGXSPvIwEouGVcd1HIJpFmAzlId2cm93ZjYyVpK1k0CPoKkSbk7o+Wb+Ta1iHsdiXWbfkDREiXxYblyZvMIv01rE3MlQPz6TRS7OIpQB2Gt8ZHiwcl6Tt4cvj7eWLpoAWP+jXj5Eh07d2FnZ+2qlWj9TUdU/LQycz2nemSNlzvhinjy58+eok+vb9G9Z1+UK1eO1ZVb5QiQk0KAxiOrOc2FADpZ07mlPB1LyUYu9zRf+r0jPEzehr1cuXwZ2nXoqDPVpo0aoOY33ZG3SEmLljB/aHd8N3ocs8TTfni4kVeNYxSDNDHB0k4A3VSO5RTgRwKx5sC8RYsHEBMTg87tWuL7TT+5yE1XAHTHyVzIpHXLpniSLg8SfLKYFJN73Avk9HkMt+R4TJ8+HemDg1l9fUJIeSe66RvpE251F5km2G9MgFRTE3r69AmzSPvXGGbp9mrqE0BfuWa92dj7dm3bIib7h/DJX97qsTz/Xo+i+XLwvPJMBpzfw1ihdGr7/9iH2XPnp6hCJItc8K61otMUGO+Hntpu+dIlyJk7F/IVLGS1vNSGqgRUCZiXgArQzctIreE8CaRJgB4dHcNigh2dp5e++MkSycjopMuTl5cX+xJ+l4p++icla4t99RoLl6/E1zVro9B7dPF4t2RCMtC3oNPlmUAyubVTCfTzZVZxInwj0L1u9Urmskmul3Q2qe7cWTNx9p8zzEo0fPREZMkcxoC3kBZdzql9ZFQMQoMD0bRhfSZXf18/Xk92aSWFEQH0xCSyoPuwuHQC6Dw9lxt390xOYpddsqoTaFcVStrT3KBebWTMlAUtBoyFu7vCHN/JwKqpw1Hz6xr4Qspvbyt7u6nnS245p42kHMtKnyyNu7sD8qP37dkVderUY8SFzi/OAeiPHz1Cj26d8DL4YyS5KXNH9nl5Fhl8YjBoyBAUL1FSx1Wbnkf58yd3bdd60PDd5c8uT/7NlTIcwCstlL1g7/5DSCyvq5RS2p7qRf8+GTnzv4ewYH8MGjLcYNNNG9bj9937gApdLelap27Ci3uIOboK4YuXICwsk2b9bMVGQDoB9F93/IKY6GhUrfY1WrXRpjykdqbiwK2eqAUNhZLAkILljz/24f69uyhnlxzxFkxKrapKII1JwJkAveJ011jQDw9QLehvy7FOkwA9iuKCvTwdDtDlh4AuAET+RYXGfheAj7gUMistWYnTKbdQkXVv3ITJ6NytOzJJl6y35aFROk8Rg07x3X4Elt3IQp3M3MzpD/tdunSIio5l3hwE0gWZHI3xJiqGAXiKQf9uSH8UL1Ea9Ro1RVCAnyZFF7ln0rkSAL1juzb4pn0XlCpThrnQU1y6uMCTZZzc6Wkscl/XkMSxZ8GdzY1i3D083Fj8uUpwqN3prT//hJ2//4Zs2bLh9p07qNtlINKHZjR5FA78bxP+O30cSYkJKF/uY7Ru30nDkq/0DFlaT1jPGTi3wprKrLF2BugU6tOhdTMsX70OAQGucNPlFlZb3L+V7MOiBXNx8p9/cSvpPSXVNXW8Iq8gKPE+2nfshK+r12BzFSEHxr4nNG7R+ikWpdRtwqVf6Rno2rUbXgTkgV+RLyyau7wyI3QDEBT3BElxUejRowcyZMjA8sKXLFkKQenT49tuXfEirAy8c5e2epzIUz8iZ0AyZk6bgqioKCxdFA43d3f06NXH6B6TV9LE8WMREfESS5atTDG2uXRnVk9WYUPmBZDEFUn6nDV37tzGmlUr0bRVa4W9qdVUCagSsEYCzgTolWa4BqAf6q8CdGvOhivapEmATpZDsiYydm0p1ZUzhE+XAIp/Z/G+DkiT44w1iDFIhvQf3SalLL3MauPuJpGXKZhM/wGDMWHSZBaP+S4WfRZ3TsIms6D7cxBMAJ2s4ORZwfgK3NIxN3QOlonF3QubNqzDX6dOsfRr7lI9zuKexMje6O+Q9IEYMrA/ihUvidr1GrJ+vGT9MWJEdzfOzu7hoQHoZE339vJil0NKDUdWdopRVy3o2lNJTMrFS5RAu/YdMXP6VJz55wxqtO2B7HkLGj265/48iGO7tmHBwqWcMV2KSzCUr9we55/3zwE2kfxZG+Nub5D++47t2LPrN8xdsNgey7SoD21sPTVTblG2aBCp8vDvRuKfS3cRk54Tl1lSPKPvIn3cddSoWQtt27U3C9B537qs7lowrj1rcvI07rmVUgaPHj1kaRkDqg0CPLwsmbbRulFnf0PSnb/g7uEJD09P9h5q3bYt1q37HtG5K8E7RzGrx4l7eAk4vx2DBg/BurVrEREdj/iYKPj5+WPK5IkpXOyvXbuKaZMnISwsDP0GDGJKA/1iLg7c6sla0JA8IEhxrQ/Q6bEeOXwo6jZqjGApFMKCbtWqqgRUCSiUgHMB+mGFs7JvtUP9K9q3Q7U3h0kgTQJ0kiZZMAngOJOlmr5oBXEcAVlXscba4zSR+zVzy9Mr7umUxde+fvESE6ZMw/iJk5GOkWU59vJsjzVb2geBbooxp8L2mvM+8fR+nh6cOZ2lQEtkAJ0AtDz1FQE5Op9EDPfixXN06dgeM+csYORl+qzFBOwpXdrcWTMQFR2NPv0HSZkEtLPW9Eegnc4izS8qhsWa01yo0L6+IYu+uxtTDNDYab1MmjAeDx/ex5x54RpRLFm0EH/s24sqTdujUKmUabSo4tHff8ap/bsQvmg5vH18kCi5INOe29vNXXNuJBdfAujWxrnLmd2Z1k1DsGbdSZg4diQyZ8qMbj16WdeBDa0cSX6nP61VK5biyPG/cSPRuNLG1FLc4l4gS9IVlCpZAv0HDWFVlVj95e8C3bR5KYE6B/GsZ81Uli1ZjON/n0fCh3r5yG2QO2ualAi48fdH1IXdSHf7FPvO8CzdEF5ZC9vUu9e5LXj98CZTdr8JLgS/4l8j8s/18I1+jK7duqJCRZ5KaN+eXVixfBnKl/8Evfr0NTmm8AhjagwLQkNsWoisMWeUN8wbsWrlCmQMy4giRYtp+EfsNa7ajyoBVQJcAs4E6J/OdA1AP9hPBehvy3lPswCdrJNk+yWgbO1F1ppNJpdkAmT8iqQLSpkF2l25Bdqa8e3VxhhAd4ObtAbTI925cZORxA3oPxBunhyovmuF9prOmU5Jp02xJfei4OciiV3QmHuqWzoGjsnCLmTTr3dPFC9ZEi1bf6OtJxHQUcqPvIwrAAAgAElEQVRAurn9b9vP2Ld3N2bNXcDOGbmtS/xHmv6EooC5tCdwK70Yh8am3xGWFLm637V9sWQ9q1YsZ0B89rwFCAkJ0Wn6/fq12PHLdpSrVh+lK6VMTbVx7gRkC8uAXv0Hs/0iCxk982TJFEzulszFVF3eNwd0Ir2aLSEKAvCzMYmAywbejM7tWqFP34Es7MK5Rbi287eto8v2bT9h2/ZfcRNFrR8qKQG5cRF+/n6YMnkSAixg7hZAXcSqy93bNZ8xZYv07ZMuHWbPnI4TJ04iXbFaNoNmc4uOvnwEvvnK2s1KT+PF3jmHhCfX4F+mHhs++uIfSLx+FNVr1ED7jp3x5PEj9OzeFeu+3wQvb9OeWsKKron9ZzpVx58bITe5FZ/e//KxDx06iKtXr+DTz7/QUc6ak7n6uSoBVQLKJaACdOWyUms6XgJpFqCLXOUkYooJd2YhS6kAYvJxGcMzpX6TgTJnzsuSsYSLu76FigN087HoF86fx4HDx9C5Y2ekU9PQKRI9AcJjR49g3oJFBuvTmbp06SImjB3LLnGUvu6bdh3eSeWHIoHZWGnP7l1YuWIZ+vQbgLJlPzLY2y/b/4dNGzfg/fKVUbFGQ506zx49wJppIzBw6AgUfr+oBugKZnV7etDw55BbRwVRnC1WQGFF12YLEJZXy4R67uwZzJs1DavWbrSsoR1qc1d954Gso0cOY8mSxbjrabsiwvfFKfilewMPdw8ULFSQpWNTWnSAnqT4FEo+8Rm9K8aPHYXrt+4CpZvCPTBMafepvl784+twv7gDnl5eCM2UBY9uX0Oz5i1Rs1Zts3PXl50zFcdcKcZj0fWzLzx4cB+LF4ajdfsOKkA3u4tqBVUC1knAmQC98qwj1k3SxlYH+lawsQe1ubMkkGYBOgmYYoSTk5Pg7a1lxXaW4MU4coAbn5gA8hpnadl0LFb6/3b2LA2Pl0iM35RrmQEDbmkQ6eTMzfDYsT9x49ZdNGvewlxV9XNJAq9evUKHb1pj5pz5yJkzp0G5kAvpmdN/IyY2hrm7Uz70Bg0bqSDdwlN0+q9TmDXz/+xdBZhUVRt+t2aTLbo7BUnFQEFURGlEQEJCQEIakRBRukFCQulu/W0FFJDuRlC6l+2Y3Z3Y//nOvefOndmZnTuzUwtz/scf2D33xHfOPfe8X7zfLLRs1Rrvte+Y49P79v6Fb79ZhhKVq+PtTr2lutcvnsXOb+dh4NARqFOvvuFi7UPeCf4ODXGRW9BpAIzRm4dW2Dh30+qceI5b6G1pbu3Kb3H9+jVMmjLdlsccUNe11nMa8NrVK7B3/yHcQDUHjF9owlebipL+N6Hy98WChQtAWUCUFskLQiIMpCd98PDhQ0yfMhFXHqYif6Ne8A1Q3qbSvj2hXsb149DE30Fw6j0UiAgzm2LN3Di5qzn3QHA1SCdvKlMlPY1pwhef451WrRAVFe0J4vWOwSuBJ04CXoD+xC1pnp7QUw3Q0ykntE6H4OAgj2Gsphh1srDLC2nTAwICFFmm88puPH78BC5cuoKuH1Dco+vcCPOKfCyNc8SwIahSpSrLk27pcslJvv7asxuLFy3Alu3fudSSmNdl/M/ly5jw5ed4/fU3GbO2knLq5AksXrKYpV8rVbUmGjRrh0O/fY/Dv/8PTd9pjg6du4n8AhRW4+swF3cOxJlbroy1nVsCc2NFN523qRJAiVz2792D7Vs24euly5VUd2gdUr7KlYcObdxMY70/7IE7afmgCS3r8K6C40+gcLgP6tWrhxat21pU0FnqmLOUX750CdOmTEScXwHkf0VgBc/rhKXWhE1p2XTH1mPpN8sRERFhrTr7vQTS6V11YfgV9WsOoNOY1q9bg3zh4XjGJB2fogl5K3kl4JWAVQm4EqA3muceC/pfQ7wWdKsbwUMqPNUAXYoHz3K9m7ul9ZcT/vA6LD2bL5i7Y27iSj1kz7FhXLt6FTt++BmDBw6Bb4C/18KrYHHS09Mx6ON+qFbtGeZ2ndMe4i7KnTq+hznz5qNo0WJeGSuQMaU0+mzMKLz44svo23+AgieMq8ybOxt7dv2BgMAglK1SA1l6Ha5dPo86deri46EjxYwHAigijgF77/6mVm0pvZoYh04qLzrfmKuszbMw/wBX/Nja3rhRwxnXx5QZsx00EmXNuJIg7uaN6xg9cjgehTsvhU2A+i6KhaQgLeEBatWpi09Hj7UJXG/ZtAHbt21FojoLPnoN8jfuBb/IYkyYPj48d7oy2ea1Wrr9S9D8rdfRsVNnRUPn5ydXSrlKiZGTi/3hwwdx8cJ5vN6kKeMJ8RavBLwScKwEXAnQX/vKPQD9z8FegO7YXeO81p5qgK7RaBiJFjFqu+oDbM9SkvWDKRPowi0xQFuP87anL0c9QxcbxvJOBFPMZd94vElxcZgycw4mTpj0xJLEOUqWvJ1Phg1BcEgIJkyakmPTnCSKKvXs3hUffzwEtevWsSsvtqPn4Ant7d37J9JSU1GwYCEUKlQYRYoWZa7D69euxp49u1GzZm2rjM85zWP1qhX44fvvUbpMGURF50fb9h1RrEQpdtYQuCWOBltJ4kyZuhmoMsPyzd2a6Z1zNECnPnn7zP3XhsX8YuynyNRkYtac+TY8lbuqrgToNNIPOnfEI9+y0AYWyt3ArTztq1OjlP9NZKYl4L0OHdCqdVur/U2dNAFnz55DrG9JaINLwPfxMeQv/wyCqzeRQi+U5ky32pkHVki7uBvRqTewdKnyVH8sHlzQfLEZmRK3OWua3HpvGoce8/gR5s+di979+rMUmd7ilYBXAo6VgGsB+kHHDl5ha38OfklhTW81d0vgqQboZJkmEEmXc1e6sdmz6DROSp1El3y6GasCXEtsZ+uYCRxwt0pfn+zEcXqtFmM+G4+x48YjNCzU6+ZuRcCTJ36JmJgYxXGUDEwhC18vWIBz585g0eJlEvGQOS8Nob4h2ED6uwtJtmzdY/bU3751KzZuWIuixYohNSUV6nQ1S31I71OBgoXwVtO30bxFS3uaNnrm+507sWbNSrzXoTOat2rLwLLgjp6FAD9SCCqHt3JrubRCYtY+04EKmdwEy7lTADrbKJw6TlkaMD7GiePHIDkpGTNmz7MpltqexTCAcwat7GnC5mf69+2Lm/FARr7KNj9rzwMBaTdRAPcRmb8gxowZheLFS1hspv27bRAX+jx0foHsRQ9M/Rf6jDgUbzVcULoIJmPRy8Y+QkB75uCqZ7K0mUj7fRamTZ+JChWVp8GTx/FLKexMGNadMQfKwMHCU2TnLym4Ph0+DINGjGAZP7zFKwGvBBwrAVcC9Mbz3QPQ9wzyAnTH7hrntfZUA3SyoNMllsV3m1h4nSfy3LWs1Qr5soOCck4Zk7tecv+0kFZKACXE7O7rJ6SNkRPuzJ4zD+3e64iSpUrlvsMnvIXffv0FZJld+PVSREcLJEFE9vTTD9+zdELmCmcE7vdRb7zTrBlatGojZFiTASxjH2sD8GLtiTnbXcmE7cxlXLZ0Mf7cvQu9P+qHxq+/IcmB9ur9e3dRvIRIvOcgpcRnY0cjKCgYQz8Zw94DAs70p58PvQ/KXc/lDO3W5MPBPCkcmYJMjEt3NEQ15Eq3DcxNm/gF4uPjWBpA5xWStQFsOq8fQ8v379/H4I/7Ii6iAeDr74oupT6CEk4jn28Smr79Dnp8mJ0zgb4ZHdu1RVx0QyDLlynuyArvF3sCWQEhKNFiMAPowj4zZANwJTmaKwTmf2oDqpcvgaE5hAdZOkdJLNwjjPM6OFM+XLkt92pIiI/HjOlT0atff0n57Qq5efvwSuBpkYAXoD8tK5035vnUAnSeZo0uJQEqYlT2bJdxvp0InNOFy9MBOnPTyxLc8nmhOFROZEXs76vXbkD1Gs+iTt16eeNtcfMoJ034Amlpaaha9RkcO3aEgcqIiEh0+aAbGr3WONvoaA1u3LyJT4cPwfpNW1l+eqmYuCibu2zKL4nOBOm3b93E7l1/4PTp00hKTJSGWKZsWQweOozN0RGF0kqRlbxvPyG2XG4dkxQVErATe7TRlZuP89dffsa6tasx/+tvERQcLKQ+o3eC8tJn6dlaKPHakQNuJTLgwJnnQ6eUTVQE91zHFsmyb4OMliz6ioUXjBozThyMIZGbY0YngHOmmHD4jM2P8PTJE5g9awbiNGHIiKjumGnY2Ip/+kMU8bvLPBP69+9ndKYeO3IEs2dON46PF63mwQnHodOmo9DrPeEfXli0pot7RkY6aONwPLK6+upBRMRfxDfLltk1Pu7yTt8uU/dzuxq08hCzosvCw+7euYM1q1eifecu3lRrzhC4t82nXgKuBOivLzjkFnnvHviiW/r1dmq7BJ5agJ6Rkcm00JR3nGLQ80JhDK86Auieb0EneXKALrfY0oWDgLouTY01Gzah+rO1UK9+fS+BmcIN2L1rZ+QvUAD1X3gRrdu0xbw5s9ieGD2WAx5DQyR3srqfO3sWM+fMlXzYbVFGSWzgDrisnz51knmr0H9JycnYv3cvLl28gKSkRJQuUxZ16z2HChUrSBMgN/GrV/5BufIVmJdFlcpV8WytmlKaIXJNj42NRdzjx8wqG5+QgMTEBJQsUQoNX3vNSKIb16/DTz/9gDfeaILuPT80+p0UV80hI8tHbIjxtsdSNv7zz1CoUBH06N3XuC/uwUAYUgFolgNuJVvEHKB3ZMo10zEwEi0bAPr4sSNRvXoNdO7aXQjC4PG9koI0N4Cdu2rb5nqvRK6W6tD+HP/ZaCT4FkZmWKXcNOWQZwOTLiJU9wgvvfQy2rXvwAD7iOHDEKsJR0a+KsZ9iOEQQckX4KOOQWTtpggs97xkTSdFkuBm7SpVh0NEYLGRtIu7UEj7EIvmf5Wrjrj7uRIFW246MrWi37hxHVs3b0bbDh28AD03gvU+65WABQm4EqC/4SaAvssL0PPM/n8qATpdCjUaLYsDJYCeF4pWr4NWQ3nSs+Af4M/yKHt6MQfQacx04dOr0zFh6gwMGToc0QUKuAygE/TKC9dNwQrIkkQZLXNqagpCQ8Okn/29bx+WLf0alatUZfH8vAjWniyMGDqEAd9OnbvIwpdts6UKAFbm+mqjZfLcuXNY8c1SJCYmMqUY/UfgtGLFSnjxpZfx+htvWtzKe//8E1euXMatW7fw6NFDkJtnQIAKGk0mU0wwwK9SISgwCEFBQYxEj/Juv/xyAxYCEBcXC8ofHxISivfad2Ax5uaKND8xdp/q8EgAey7iY0d/ivIVKqFjl25m+2OWdHI1zkHxIbmR2wCQzD0jZ3i3Zy7Wzhml6deo3qB+vfBBt+54qcGr4i4SXOS5rE2VeYIngJJ3loN94zAaa2PP7e8p9/lf+w7hpo/jcp/ndky+mkSU9L8DdUo889ZI1kcgPbKm+WZFkK5Kuw6k3IGvjx75ytRAcOWG8AmJFN5VtkfzPst76ukfUTafHjOnTsqViCVXdwcoLXMaiJzRnSz2Gq0Gn44YjoHDhnlj0HO1gt6HvRIwLwGXAvSF7rGg7/rYa0HPK/v/qQTolP+cXEz9/SnNkW1gxZULyxUJLJ7SV0jNRNbPvMC2y+LP9SKTu4nQCHQ+evgIy1euxtjPPnfZGsjZzT113eVjVOpWTm7h5P5OALhP336MLEqtTkN8QjymTpqIJd8sR3R0frtzofMxCfvQNtfhY8eOYvqUyWj02mv4eNAQh7w+169dQ3T+/BZzGl+58g8opVTRosVRqnRplC9fnlnhbS2SCzzlirbhnKB45FGfDMfbLVqhZet3LSgEDD+2dALZ6t5uUM4I7vTc8iknmXPGvlcSj86B95iRQ/H8c8+jQ6cu4nD57E34D0QFCVcOmfJXCMshPGsK6m1d59zU/3hAf1yLBTLDlBOP5aY/pzwrEsSRksQ/4wH0KXcQrEtAZkAU8tdsCFVJAdzndZCuvvQngh9fwPLlK3KlmKfzkGdkcGb2F84hQrKnfujf0yZPxptNmyJS5CFxyn7wNuqVwFMqAVcC9DfdBND/8AL0PLO7nyqAThc5cg/nru2U7sgTC3Nlp7RqOj27gpKln4ARB+eeOGb5mFiKNZEkztxY6bJ95PAR3Lx9D+8rzEtrz5wFq6hQqM88AdBFU6LEoi7iECVW/yWLF2H3H3+wNF5hYfmQkBCPJk3fRu8+fY1ctu2SJYtZFYm3bCRRo/jXu3fvsnzseanIFRO2XMT79emFMuUrYOAQy7nqlciBuaZTmkIbGN95u/L4cDJPs/1kgyVeyfjkdSSQzBUZciJC6SX0wfrVy/Hv1SuYMm2Wgi4M7OL8LRZfZiFcgxWDZ4er2Np5zxSa0a/Ph4gJqgm9v8GrRcHEPLMK227CnvPJykRg2nVkpT5gVvgibT8TRJ/HLekR59bj3u0bKF6mIlo1a8rIIu0p3P2c3D9sUd7Z2pfcWk+XgTWrVqFg4UKoVKWqrU1563sl4JWAFQm4EqA3WXTYLevx+4AX3NKvt1PbJfDUAXSKPfdk67kROPcB/IlMKo8wzPPtR+740gXGzJ4ksHnuzFmcPHMO3bv3hA9jtM7Zk8EUbAtXc5HMyORZIyu0BA7Eu7zJeJxhUbT9NTQ8IbfaShKxERBTG198Ppaxtter9xyTE4VG5MbzwsiKbsaabE2OH/b4AG+91RTtO3bKjXhc+qw0Z+aKrkyZN3L4UKgCgzBm/ESbxmou8loA6OS1oJzxXd4ps/L5+kgWZmcCCdM4fuPJG5jed2zZhNOnT2LajNk2yceAyFkeAnmmN5Hfz/WeUP379cWtGDXSI2vZOBcPri4D6dyDJ+DRPkQ/2xiqcs8/ESBdnxIH9dX9CEy4AT+fLAwbPgK1atexaVFM3c9tetiGyqb97PrjdzyOfYx69b2XbBvE6K3qlYAiCXgBuiIxeSu5SAJPHUCn2HMq5N7uicBXq9Ox2FqyVKjyCHmdfK8yLwWdTgLP5vYxgbn7t+5g/ZZtGD50OPxUqhzd3A1AyYKNTH43N/GUNQd8TH9mDVy66F2UrFdG47MRnNNY5coRAmjMKMZdnm1w1TY3b3k8uoSSuGU2h7FSmri1a1Zhxaq1Ts+B7Yj14hZhOVmc0T4XLY0CYhGUPzxX/ZRZXymO0ufu4aKXsQA2ZVZoaS8otH7fv3sXRYsXZ8MSYsNlAN0OS7w1WfLxSWRv4gOW3qk1K7/F3Tu3MP7Lydaa9ujff71gHo6dOInb/rU9epx2D070mKG9GJT8D3SaFBRj6di4x4Jt6fXsHocDH+S53uVNpp35CaHJN7Bq1eps3yB56IS5YRiRL1r4Bjni28JBOinqLl+6yDJetGjTVvCuE88K7jFD3g7kfUfKOV4ohSwZJbgHjeThJoagsdA5mRKQPPfIci8Qugohdfy7Is/K4sCl8TbllYBHSMCVAP2tr91jQf+tv1e55xGbTcEgniqAzuWhVqczgE4EcY74gCqQs6IqBKwyGXld3gTnNEm6TPDYc7nVWy4ARhKn02P0qLGYPn0mfAMCcrSCyQG6UTuyf3AglT2SVagkYqhs6yCEslqz3ytavlxXMp2ngNVsswzKLS7yi5Uj0wIZXVxFwbJ89zTWHEB6h3ZtsXjZt1Ie91wLzIkNmMtDLO/OVM707+FDB6NKtRro/EEPJgdrFmsJnPMYYKZcIU8HYd0FeRoULNzV/atZ03H+3BnUee559PtYiOv/9af/4e99e3H71g2ULFUaA4d8gsJFi4r51wWgbo+rvCURy4nneB0lLvRLFs6DWq3Gp6MFl+m8Wk4cO4oZ0ycjKbAiNMGCQuSJKyz3dxb89GoExhxEePXGCKr8irhHBYBu6/nkChmZi67gGQPM/S747EYUiQzGhElTDRpgUalpDaQLnw8LZ7T4XZEr+eSKP/5d4h8o+VeIg3/2O9lHTa/XYdTIERg6bDhCQkPhx0LfWB5Fphgn5X5GZibSMzXsW0znfmhQIFOKUvYUKgS+NRqhXqZWg8AAFSOdzYKeAfL0DA0yNJkI8PODShXAfkZDoPBAdUaGNwe7Kzaxtw+3SMCVAL3p10fcMsdf+9d3S7/eTm2XwFMJ0HkucdIqe0qKNfqYpqeT4sDf4xQHtm8rAagzTX6WIQ+6dJGHoJmfMHEy+vYfiEKFCuXYhemlRl7ZMsWUslF7FEAXY4UlOdlhPSeZ8zlxC7etxG7KJGeoJXd/5xdWfmnlDNyfjR6FTE0mZsyaY2vzLq9viZiMD0TuRcDws2it+t/3O7F961aUr1gRzz3/Ihq+/maOIJ3va7qM05lkVHx8cHDfnzh66ADatOuICpUqSR4/Y0cOQ3h4OB49fICo6GjcvHmDcQ688MILeK99Ryz+eiFOnjiBVm3fRfGSpdmlXce4N3TsnXyloZCCzjbVjzA6OTC39u6Y816ZM3MqQkOCMXDwcJevq6M73LZlE3bu2PbkxKCbERDb2z5AgPoeVEkXEP78u1CVqCmCNHnYjGdY1Fl2BIbCs6tqhfj57OPM0umg378IjRq+gh4f9mZhJRLfBgfgZp7jLwS9UwSO6R2m7xp9wzm/DVmjMzI1CCKg6+fL3j/y4uOWaLqDsGwyvn7SM3RmpqkzDOSHsheJgPSmDetQpEhhFCtdDskpatZn/uh8bG7REeEIDgxEOoH09AxERUaw+cQmJuJxbCLrN39UOApGRcLXzw+paWkMnCelpOHR43iUKFoA4WFhiEtMYh58VD85NY31UTA6Co/jE6DRCl6I3uKVwJMmAVcC9LcXuweg/9LPC9Dzyr59KgE6fXwzMzXswusJAJ3GQ7HxZNXnrmh5ZQOZGyezojOmW73ZfK3cdW7L5q0IDA5Fg1dexf07d/FMjerwEbX88nblcdn2gHNz1nN747uduS7yeXKSalts+4xdWEcKEcMlNDdx57bMVR6vzZPD8RjqObNn4vq1//D1km9sadJtdSWXUjNplKS4cJm3gGRl8wHOnDqFvX/9ifPnzyM5OQmVKlfBW++0FGJcTTw1uAs6s2jJADpdhvf9uQtrV33LUuQdP3YUFStWRvM27+Lmtf+w7689aNW6DZq+/Q6mTZmMZs2bo8azxmm0/vj9N1Dud7b+LPuD8Gd8XBzavNeBsctb8jbh4N3UMmhwEbYOxgwcbgTwhLeN/n/KhM9RokQJ9OrTz23r68iOe/XsjrvpUdCElHJks+5vS04YJ+71gJRr8Eu5jvyNesAvmuZrTOJn3nJtmIo8nZ7xBAUbMyNDtdFjiCmNREDNMlPmYNW31DY9TynYyoRpMWOKkILN9NyUQjhkZwKBVwLf9O1mM6CUgGIoEYHbQFUAA+2p6nSEhQSzuwbdO9LU6WIfvuyl4JZuAvFBgSoW6pSQmCKEqLAzQ/xakaLE3w//XLqAgwcOoHSVmlCrM1g/dHdQZ2QiMCAAFcoUR/lSxaDTaZGYkoYzl64hKSWV3S3I4k7KBH8/f9SsVh4Fo8KZBf3fm/dw4vw/iIzIh1fq1WDcFSp/Pzx4HI//bt5jYP2FWlVx/3EcMjUa9+9P7wi8EnCCBLwA3QlC9TZptwRsBuhaLdf+Ch9UXz9f+CkkULJ7lE54kD6qngTQye0+KCjQI+PibRV/TtZzfvkhEJKWmoZJk6chMDCQpQgb0H8AylWoyIAEL5bc2/mFXz42U8CRQ2i6aGXOnmfc1rk6qn42YjsbredC6h+9SGotup8yoG6PndT+WUnWZdFFdNPGDfjjt18xY/YcFCpU2P6GXfhkTqR6TMaiNS0n5Qm1QUqJHdu24dSpk4iIiMTLrzRE63fbCxd5AVmwtsjqR+cq3790CSdX8HR1GsaMHYekxCSsWL4Ux44dY5bz119/Ax3e76xIImQ9lzNNHzzwN+bPm4MWrd9Fm/c6Wm6DM7+b1rASDmL0DsoRm/jcJ0M+xosvvYSOnboqGr+nV+r4XhvE5Xseet8gTx+qbePjAF3MgMExYmDSRWSpYxBZrQECSz4Ln5Ao8+ybtvWWLVWeknNLAObsRcqmlDT8TowSETemaZIB/u+UI5tQNn8QZk6bInmWyL2AJMoJETQzpTqB80wNe58JJHOATqCc7kWqgABoNBqkpKUjX2gwcxdPz8hkoDogwA+BKhWTEgFmsqozd/SQIHaviktIZgSxBIzlXDk8TGX0yOF4vmFTREVFonLZEqyd2IQkXLt9HwWjI/FslXLse3Do1EWkpKajdPHCKJQ/gpFdJiSn4sq12wgODkRtAunRUbhy/Q4OnDjP+qtUriSeqVgG4WEhuHn3IS79e5PNr9ELtXA/5jGbs7d4JfAkSsCVAP2dJe6xoP/c12tBzyt7VzFAT89QC6mzRHdO+b2fPiByMpG8MHl3AXQeW8bkJ4IYkit9oAMDVU8EQKf56LLMW88lgO4jENMQMI+IiMCR/fvxv1//wIBBg1C4SFFhC4mXKmuWPgOYF/5mDpKaBe82gmBn72tLrPRK+qVneVo+bv1RcslV0rYtdUwJ/caNHY3SZcrgw159LMb6u2Oc1uYkj0GX1+UWMtMxc8u63K2b/i643Oqxc/tW7Nu7Fwnx8ahZuy4GDB4myYO5yGqJWFEodEkePWIQXmvUGK3fbScAeQAZ6ekICgm2mvFAPl4O0Hl8OP155PAhzJ09k1n2DfnIjSUiKRD4j2VWcEuyswjOhZceF86extyZ07B24xY7HeytrZprf3/q5HHMnjUTD0KeQNIdMxZ0Lt3A5MvQquOg0qdB5xMAXUhBFKxSB4GlagG+/nYtgjHYFk5xnutefteQwp0kYG6oKwFqzulgcN7IcUxp539H0OOLmL9gIaKj81usyz2c6PtCHi/q9Axm5Q6hGO8AiuEWFAV0DlMhME0W82wAPT0DQSoVQoIDBQWdTo+09HRodXqEhQQxazgBdHI9Z9ZxPyF2nLdJzxAhJbmwN2rSDM/XrsZ+d+d+DAPaBNCrViiF+MQU7D54EjUql0OF0sVZfzQHUgjcuvcIJ8r45+UAACAASURBVM9fZfXod/cexuLI6UuIDA9llvja1SqgbMmieBQbj4tXBYD+2ou1ce9RjBeg27XDvQ/lBQm4EqA3W3LULSL5qa+QjcNbPF8CigF6ijqFxVpSHBXFSxEKYmRgFL8lpiESSJF8pFgqT56+KwE6c/mmizpzCRSusewywUh4BCBL1jhygfNEsKJ0Hdk8yapB+wLZY895O4ywyoeYZWWWcr2eAZi/Dx3FgIGDkC9fOKueEzgXrmYWGOBMzOeWrOueIO9r1/7D8m+WMdfffgMGKhW3VI+DYsFlOrt7ps0N8hR2wn1TKkrc7U2JAbt37YwhQ4ejZi2R7VpUihi9B2IPnrAWfLIccBsmz3xRDUoGScNmIEbk7zeJjc5C7nLL3wua34WzZ7B69UpUrVYdXXsI8a5CDKvhfbl47jTmzZyGufMXomTJksJ7YGceegYWRK45tn6i/MltnvLTN36zqUBqZ6GYbIEct1I2UG9Se9a0ScyqOGLUGNm2cq2Hhz3vgqVn1q5egb1/H8GNrCqObNZz2uIWaq7INLNU/ukP4J8RA216Anz1mYiu1wKBZWxLWSafsJBZkHaSQdVlDNBlXwXRKyN7KIbhtFdyppB7e6kQDebMmKpY9gRiCSCT2zhZx/k7KoWxMM8YvUWAToA3KDCQKSHoHSXLOtUnfgZ/f18G0GnsBM7J+MGKD5jV/f692xg+ZDDeaNIUcUlpeKNJE/br+w9jGcksWdRLFiuIKzfuMBDepkkDBAcFIiVNMLKEhQazOPXtv+xDVGQ+PFOxLBKSUnDm0r+oWLYEA+vkxVOtQmlQytSr1+96AbrineGtmJcl4FKAvtRNAP0jL0DPK3vUJoCu8jMPILU6LSMhog8NuXbRR0TJh9GdQnIlQCcrFlnI6Qrux9OiiECdhQhQ7HkeDBPg68fdDJl2Xm9CdmVhkRlAl6VwoWppMY/xx+49uPbgEQYMGmzVm4DfFwWXYWbyycYiniMDvJst6JkZ6Zj/1TwcPnQQdeo9j5hHDxEb+xgzZ89F4cJFFL8eggJISIvD7nFmYqeVNmY2h7z8YQsyk67EMrfmu3fvYMSwIdi4ZZtk9ZXitcU2DfHbBrd8pWN1dj0OrAlEMzdT2dzlShEpLZGYK8DYs1sIMxAs72AX+mNHj2D+3DmYv3QFVKpAwTNJplwZNexj1K1bF70/Mo7TllvwlJ6vnDSQj0Hu7n7q5EnMnD4VrzR6Dd169smVOM2tv7xBrUaD3j26YPyESahUSQZoBZ1BnrSofzLyU1y8EYuM8GdyJTuPflgCzDK2cgs6lYDU6/BP/g8hpaoj7Ll2uZ6WPLZcONeEfWIuztzwztkGzqnFzHsXofp3D1avWaN4zASo6T86FwigZ1MSiOkuzVrQ1RnMSk4gmDY/MarTe0r/Dg0OJkJ2BtAlbx0+Kh8f1tfYUSMRnT8/3n3vfSxZ9BVeaPw2/P3JfV6DkOAgVCpbAvkjw3Hpv5vMov7uWw3YOJPT1Mybh/qIyBeK734/gKiIfKhcjqztybhw9TrqPVuJWe6Pnb3CyOQoJj42LpH96bWgK94e3op5VAKuBOjN3QTQf/QC9DyzOxUDdI0mw+qkdHpiCqZ0S8bWUasPuqGCqwA6WcjJpYzQOcWgPWmFwAkDWYLzhOIULHSh4SCdy4QAui5Tg1/37UN8Shp69s4ZNMgBek5yNQXp6rQ0zJg2hcUHvvjiS2jRqrXLl2XFt8uwe9culChVCt26f4hKVQTQMmfmNNy5fRvzF36taEyC1VaQO4tPZEZe+2LPc4r3l+6IIpYytabLgTe/Im/fugUH/96POV8tyDH9mrWUZooE4aRKHKRLVixZPxxAkHs6eRFZdfeQye6LcWMRFh6OfoMENnPay3SJ/mbxfNy+eQNfLVhkdkZCVgQxBZuCOQsx8waPHXbpJzIuERafPXOGvQv1X3oZH/bpr6DF7FUM3sbGfipxcY9x4dw5/Hf1Ci6cPwcKk1r6zarsDbhZUWbXpAEsWTQfx89ewQ1deXubyBvP5eDubjoBX20q8PgUIouXQr4XOjl1fgZ3d2HfCR4rwtlnM/XG31+jZo1nMGz4J4rGTJZqcnGnnplbuswNnY0lB4CeyoCynFROsIyTqzwBdzqHCaALVnYVa5u/Y9/t2Ir/ff89Fi1bzqzzP36/A4ULRuOtt5ogKUWNv4+fZ89XLFOMkdEdPHERbzaohyIFo1k2BzoPggKDGHHdT38eQuVyJVChTAncexDLAHr9WlVQslgRHDtzmcWfk+KArO/hocFegK5oZ3gr5WUJuBKgt1h2zC2i+qHPc27p19up7RJwKECnyyMDbPosjwaj9GGDL5irvpyAxXbxWX+CXd6zBM8CFhrwhBVuvaWYc6XFHDinZylcAhQK4ANs2LSVkcV17NQFDx88wJV/LuOVho0kMMP/Ys3t2hR0/vD9dyDgWKp0GZQqU5qxbkdGRmLy1OnS8OXuxEotlUrnTv1///1OBAYGoV37jtKc5M+PGDwQxYoXw8hRY3JsVrIwiS7VwsVQCJewZ9zcRVlpWAGXvSVgP2H85yhQsAD6fzxIcr03NyHJNVy8tFrLH65U1rmtZypfczLldbgV3RqTNd+3FNYwbvSnaNehC5o2a8HOoUMH9mHF0kWYMn0WKlSoYHb4tu5NXl/oV3DTN027d+HCOUyfMgW16z6HjwYMslls5lzbf/huB7Zt3oDo/NEoUqQYChcpjL1/7kGXD3rg7WYtjPvIowB988b1+GPPvifXxV2+SrK4bsmTxIIlnVze/RLOo0jbcTbvJSUPCDw4huAL+XtpMzAXO9SnxUN3eCUavvoqPuprXVFFY6C4cSJMIwBN8d2UZ1xIoyYQx1HIGnnOmYtBp1CP4CAVM2gQWKYzj9qgFG00N04SR3XIok2FAHaPbl3wfqfOaPR6EwbQH8c8wspvl+CL8Z8zxvYjpy+zMVUpXwoFoiLw+/7jDORXr1QapYoVYufMo9hEnLr4LxKTUvByveooXqQgrl6/IwH0YoULMWZ6co+/dvse8/opXji/F6Ar2ZzeOnlaAl6AnqeX74kbvEMBOl20WY5xjRaqIBV8FQAFlqOXW2H5x1KvZx8qZ6VAI803tc1Smjl5STMzM5m2XBUYYBO5k5OH5dDmBSuj4KZr6sJs2hGLPyf2fzEnrenvs3R6aDMzoMnIwJot2/DoYQxLF5OQkIARI0ehaLFihjUzWTxzYJ27BVM/aamp+LB7V3Ts3BUtWrVhXdP69OzaCZ98OoqltOIglxP42WqNvnv3LooXL55NvkeOHMKGdeuQlJiIt5u3RNt271lcg8cxMRgxdCDebfce2rS17CrKrKkyq1FO7OOWOuOAnv9eskpZ2SGm7405UN+rxwfo+WEfvNSggVXWfGGdBCu0s/O2K938kuKB80bILM/G2EVIb0eXcyF23XoPi+bPQ1xcLB49fCikIwRYiMMz1atj2ozZFhswAtycy0KsbRovzt3a+ZjIddaS8uby5UuYNmUSc7mvVr0GXmnYGFWrWXfdNgfO9+7ZhVUrlqFHz1546+13pLn89MP32LBuLT6fMAUVKlQ0zDGPAvRdf/yGDRs24pafcYo766ufR2twkC4ckoIS0MIHNOjBbuRv3Bv+UcUcNllh70tZ+6SwCHtBuenAtI9vQHtiM1q0bIkuXbvlOG4WzqXTMbdyAuHszOKhLIzoMQAqlWWALpHE0XcpPYO1QXcesqLLXdwJ9HPm9rmzpkOTmYEJk6YiQ6NhLvY0ju2bN+DajVt4qdGbSEvPRPHCBVCtYmlm+b7z4BEu/3eb3bECVf7s/c/QaFmqNHJtL12sIHOL/+eaANCfr1UZBSMjoFKp8PBxPC7+exP3H8WhZJGCeLV+TTx4THHuXhZ3h21qb0MeJQFXAvSWbrKg/89rQfeoPZfTYBwK0KkjumxSyiCBLEWgKufuXEQKJsQLC9pgsrTLUnxKH1x6nsCzs1zC1enpCPAXcoc6q3DLOY9fFTTjT25hIJ0xieccg06x9qTFt2ThzSJinZRUqGPjoSoQhZi4OBQtXgwH/j6A8xcuSyRqOSpWpLSxQuwvx0sLv5qLu/fuYfK0mUYLsXjhfNy8cR2z5syTfi4Hu/LY45xWcMf2rdi8aSNLG1eqVGlMmjINKSnJmDZ1CnPzbfhaY/T6yLp1hvr4c88ufLPka0ydNhPlLVhTuWs4yVMCuOJbp9SCbkmhogBjMlHwdTCtT7H0/T/qjc3bdhrqWQFiknXYAhB2x9tjBNItkFKxc4+RIwpAm8+DZ7wwHXe/3j0QFR0NPz9/TJw6HZ8OH4qEhHimQKJ0bBOnTEXRogKwMeUEMMjZQKLF2xcTQ0is73xx2DkrutBb2xc///gD/j7wN67/9x9Cw0Ixf/Fyi2I3B86p8pQvx6FAgfwYPGxEtmcXzp+HixfOY8HX30i/47HF7ljf3PR59vQpzJo1A/eCnjLSHSOXd/EUkB3IvtoUBMQcQXi1lxFS7Q3FIpY8eDgIl6X0k/MvSERsiltWXjHlxE6Ui/LDTDEfek5PCiBdDw2lnhWNDAKxmy+7W1BYDP2eLNqCq7ovY38XwDjdbwTAzH5GdyaQq3sAA+RpacQQL3ilrV+zCocPHkBISAhGfzaeeVdRf9TO3/v3Ye2q5QgNC0OXXv2QLzQUBaMjEB4Wyu5h1AcBbUrBlqbOYBZ7Ug5ERoShaMFoFpNOyoS4xBTcf/QYpUsUgT+FSvnQHHwRF5+Eh7EJrL2yJYrgUVy8NFblUrW9JnkN0H2R/0ky5AoJ21vzPuGVgDIJuBKgt/rGPS7u3/c2dnHf8/dJzF66BTGxCahcviS+/KQnypUqijlLt2DVll+NvIw3LxnP6tRv1g/fr5rMQme8xXkScDhAZ5dVvQGoSRYfdub7MKs6Z/pml0YiSSPgLrO2k+sWdxFzxtQzMjOZSxkpARzt4i7EAwteATRP+hCbxqc5Y06e0CZTzlghiVMSVqBJTUPqoxgER0fBJziIKLHZ9FauXIPSZcrijTffynG60l1RQixC9U4d2mHkmHGo8Wx2i1e3zh3Qq3cfvNbYcKHkoFeJy/iVK1cwecIXeLd9B5QtWx4zpk7C+527MAvpmbNn8OWkKQgJCbVpmQignzl9EkuWmQdJzPIqEpjxy62tFn+lFnObBg7gxx++x2+//IwFXy9lj8rXxFJYghEY9SCrqhykc6uhuRh8uSxZqkEZM7tIoM5k8UGnDpgwZRrGfjoSi79dzqzvoz4Zhpdeetk8MRz3m5exaZuGF0hClpF6MbkTm7RAjZ2jYszc+o4aOYKRT40ZPzHbry2RwpFHSt+eXTF+4iRUqVI123PpajW6de2EDZt3CL/LwyRxDx/cx5BBHyMmvIGtr0fery/fZ0Ys73oEPNiPiHLVEVq7leJ5GuLJ6REiVDSvgrWmYFLcoUlFfUYqUk//ADy6yryWunbL2YIuf1wI8xK8x9gdR4yD5/wgpLgTSCZFhbGYS52H8ggeaMLz9DOqS944//tuJ7Zs3ohixYqhWYuWeLXha8I9iXGNZGH9urX4fud2tGvfgfUfFhqExq+/KVr2M5ligOLjSTlASgD6N9VT+fuxlK6ZmkykqjMYQCflAcXVUyx8ekY6q0+W9QA/PxGQC9l5ElNSrSrh7V0D/hwpNvKFhrBxM09HX1/EJSYjJTVNOMu8xSsBJ0nAlQC99TfHnTSLnJv9rnc9qcLDmHi07D4GS2cMx7NVy2PBih04feEqVs4dhS9nr0LFciXRqc3r2Rr0AnTXLJ1TALq5oXOyNL1W0Ar7iwevuQ+uQOBGMVzOIVWjeGlyw2cg3d+f/emowlOrkMWcPrTcPc1R7XtqO0wpo6dczjl/QJnLnhUSM71WC22amiivkSWCcwLp8YmJmDljDvoPGMhyaxtyrGWXinxFHz58iAlffo6I8AhMnDrDrAhXfLsUZ0+fRsdOndCgwausjrV430sXLmD37l04e/YMkhITULZcean9TRvW4fsd2xAUFIwOnTqj6TvN7Vq6caNHMsvJuPFfZnueA3QBNNrOgi4HxI689mzZtBHbtmxC67bt0KlLV2ncPCVeTrwB1mRulxAd9JDcimd6bnGlI4+n5xd20YlIIsmjNevaqT3WbdyK0SOH49matZiMrlz5B1MnfonWbd9F+w7vSyPml3c6R6zxLZhOk4cvyPeJLeEDKSkp+Lj/R2j42hvo0MmwjpYs59T/ti0bcfTQASz4eolZqdM7M2P6FHy7cp3w+zwM0Gn477Vtgfjoxg7aYXmvGQasxdgKeif8Hh5ARDEiiDPsYWuz4q7rbDuIhIaGzCDiNuFEh9Yas/P3aRd2oWDGHYwbNw5Fixa1sxX7H5OHrpAc58+bi6NHD6N3n48EYC6msBV9ajB/7mycPHmCfQvrv/AiHj56iNkzpmPg4MHQgyz3gkWeCvNGlDwGBeNJpkbH6gjGEcGjTSAZzWIu7LSkdH+RXOxZOkjxG+9AkHz1n39w6vgxtvCsL/I+8KPwxgB2R2zTshkiwyPwKDEFmVqt1RA6+1fA+6RXAoBLAfq3bgLovYwB+tlL/+HNV4WfXbp6EwPGzMOerXMxYsJiNHyhJlo0eSnb1pAD9HnfbMOVa7excPKQpwbvuOpdcRlAt2VCzgboNBbmIqbVsgsBaY0dVajdjIwMBAcH2UXU5ahxuLIdAicMnCv4cLNLnAjSlYwx7XEsdOkZ8A8ORkC+UBw6chhHj5/GoIGD4UN51K2kpyPXwMWLFqJWnbpmXW7lY5g7awYunD/LLpwhoaEgtvf0dDXCwvLhzSZvoX3H90Gs1+R+fv7cORCAKVe+Auq/+CLead5SyXTsqtO7xwcoUqQIA3I1ajwrtcGBF13AbC1KGNttbZPqU25tcv3t2fsjNGz0mlETigA6qXj0ggXNWdYye+ZFz/BUdubGxcMNWD1yfdUKoR7c2kWvRlJSAg7s38+sYs88Ux3EV0BpxyIjoxhQPXzgAMgFvM9HfdGk6dvs+dwAdD5Pbp1jiRZsBPp//bkHixbOx9ARo1CxUhWEhIUJzVp410ePGMy4HLp2625WzL/98gvzrpi3YHGeB+c0wU4d3sXj4DrQ+4fYu63y9nM8VzqAgMyH8Em6imJtRiuekycp5NJ+mYrJU6ehUqXKisfviIoG7wEhXea4saORmJDASEJLli4tZXjgfX27bCn279+LKdNmMr4TwYKvx3c7d0Cv0+DlVxuyuHYl5dL5s6j73POM8d0dhbhlfty5Ax/0+FBIN6nXCTrNrCzs3L4VQ/v1RcK9B0gKfkrfL3csylPcpysBehs3AfSdMoBuutTLN/6Mf/69hRnj+uKjkbPZe/jfjXvs3tC+RSP06SIQvHKAfurcVXy74SesXTCGedx4i2Ml4JEAXcgv6sNcr5xZ5HFjpEl2ROEWdHIh8zSA4Yj5mWuDgwgC6daKrQA9IzEJ2oxM+AcFIiA0hB0Yq1atRXBIGNp37MiY3jnPAWlbkpKS8OeuXTh56gRuXLvGhvPW283QsXMXa0OTfn/k0CGkqVMRHR2NQoUK4cjhw/jjt1+h0WQiXZ2O8hUq4oWXXmLtuqLQnlo0fy6LQyxarDizNlDYBDF9U65sJQA9m2eDMi4zq9OLi4tjcqJC6bpuXL/GyPxIcWFa8jpAtwQm+AWZezLQv+XEl1wZ8uXnYxkpYQa5kGo0eKnBq/jtl5/w5cQpKFW6NE4cO4atWzYhLjYWAwYNwnPP12fKIsF1lixd9hUeHy9YyWw/5wigHztyhPEpBIeEMIXCq41exzstjF2YmcW9T3csX70OYRzImwx51fJvcfXqFUyYPP2JAOjkrv/Apxx0qvz2LU4efopzG3CODj9NLPziz6No27FWZyVEXQgpAwVlnNVHnF4h8Pw2lC8SiU+tZM9QMhD5WcHqmwnZkQNznkaNXvjuH3TGmLHjUJlCRMTn+F3il59/wppVKzBq7DjUrFlLGgq1RWB3whefo0///ghQBVodJsWoL124AFWrVkWDhg2hCgq2+owjK5w5dZJ5rZUtW46FrVGmB3Jnp7lSeBQR4r3Z4GUkxcYhScF8HDk2R7bFOHfgw4wY3uLZEnAlQG+73D0W9B0fGizo8tX4++g5TJy7BmsXjEWhApFYtu4HRjTZrnkj3Hv4GH1GzMKnH3dCk4b1GECfOqYPZn69EavmjUbhglGevbB5dHQeB9CFOClicfeT0os4S7bCRVqIFydAndtCrK5kOaOPDI3/aQHoJDelVnQClsTgrrSQuzuzqFK4gJ+vQDCYmYmNW7YjLj6eWbULFigIqpeWloYePbsxgq2qVavhxQavMBdi+4oYUyi5FgK7fv8VbzRpal9zDngqOTkJf+3ZLbSUlYXff/2FkQN9MmoMChcqZLEHU6Ix9ngux0OXxJMnjuPe3bsMXL7fqStmTJuMydNnoEKFStlaVxKDLoxLsKDb47KfyylZfdyU1V2iaRM8Q4X3nXmTkCVIZKUXhX3jxjV8PmYUOnX5AGnqNOz67TcGSvIXKIjKVasx1ugPu3fB8/XrY+CgoWwsnBWa8wxYHaCFCkYW9Fx4JpBS4dLFC/j333+xbctm1KhZC4OGjTTqtWeX9pi/aDEKFipsdjSzpk/FiePHWYhK81at8dJLFL/tAejMTuHSmt3VlYQ20PL7Z2fTHv2Y5NouS3fmq02EKu4Uwqu+yMYeUqUR4GsgR5W7sgv7m/2/R4BzGokm5hp0p7Zh85ZtimUv9xrj33tTcC4BcTFLhXC2SYeG0e6nM4VII+vUrcdCo5jXi0x78emIYUz5+VG/7GSjdG/6+acfce/eXbzS6DUE5OAZSG3ev30Le//6i505u/74A41fb4yI6AIoULCg4vnbW3HH5k2IYIq+11C+fHnmVScw4QuZJhYtXIDXX6qPQvkLIEmrh9YOxaK9Y3P0c4EBKnbEEfeRt3i2BFwL0E+4RRg7Pqybrd8fdx3C4tXfY/G0oShV3Py3e/Ga73H/YSwmfNKTAXTiiAgNCcKO5RPZ373F8RLwCIBOHzACtkKMp0BmRCDXHmuPrSIiLTKxoZJLur1FuJAL+d/pIyNPjWJvm3ntOVo3HofOxy7FzIr3bwLm9sTSWpLF7t178MeuPWjerDkqVqqM6KgotG/fDhu37oCvHW7f8n6Y1dJwi/TA5RCALIFiYsUuVqw4s1qGR0QgMiISRYsVRVPRwu9od/a1q1fi919/RbOWrdCseQvMmz2TjaH+iy9hiBnmbuEabt6KZE6w/Bzg+8cdii5L4Rrmfs6BNE2SgDojiNQLXBu8zJk5jSkDP/v8C/ajObNnYsjQ4Yz1//hRsk6nIDAoCGXKlMWwTz5hl1RBDkLJDU+GUQx6LgC6XNFz8+YNzJ09i81z6MjRKFxYiNvt1+sDDB85yigUw3SN09PTQZb0Q4cOMNb6Jm+9g3eam+RGB0B9lC5dxgPfPWFIxLz/Ua8eiI1s6LFjdMrAiAg1S2/gRBB5BHy0afBJuMC69NOmIrp+S6iK18gBhHsOOJe+WQeXoUnjhkbcGZbPKPE3IumbPMMCO7tMUlyYA/OsBZl1nep8vXA+HsfGYtznXxiF+pBnTZ9ePfD1km9QqHD2SzRXDPz04w9MedrwtddRqkxpXDx/HtWffZaRx9E5Qp6JRw8dxOnTp5kXWvXqz+Laf//h8KGDLOzm/v17KFmqFFq0aeuU7UONjh4+FMVLlETZcuVQsWIlRihZrnx5qb81q1aiSoVyKFW6DFLEcCGnDcbJDYeFhLB1TE5NdXJP3uZzKwFXAvR3V7gHoG/vaQzQicV9/vId+Hb2JygQHSGJ8OS5K3imclmWWYLKwhU7kZCUgs+GdGUAfcGkwdj+015EhIdhzKDOuRW993kzEvAIgE4XWiImIVDu5y/k/bSVEMne1bUVoAtxUsaXb53IkixYzp/sdGo5yZl5JIi5udm9g6fJkQF0e9fJ0nPr12/ADz/+xNZEJ6aqWb5qnSFW1p4ORUZdwX3eE4uQupCXPbv/QHxcHBLi45GUlIjkpGTcuXMbQUFBaNmqFZq+00xwlXbAVHZs3YKtWzZj0LDheL6+YCmjMvbTEaz/2V8tQGhodrZ6IxupLA2epSFxcGoLsM/t9MyR5vFEAMKfhkzjfD5cecBBsKU0a2tWLcftW7cwcfJUaZj0zOPHMRgzaiSavNWUye3GjesY8PFgVkeyxOXyPJQDdEcoPeVymjdnFo4dPYIOnT5ATMwjHDtyCO916IjGrwvZEMzZxuUJ4jauX4c/9+xmc6U0hDT/+/fuMTd/Ct0gpUaBAgXQrEUrvPmWEJfvKeXXn3/Elq3bnp486GxTCvtSTIRu5jstnE2+sScQXaosgmu2kLmwex4gN91L6n/2wffWEYSFR6FV83fQolVroyoGa7jhxyY43CZlpLxx/l7t/WsPNqxbhyXfCNk7+BlDsedEJjlz9lyLrwBLzZYFnDlzmnm5UClQoCAKFIjGW+80Q7o6Db/+8iur0+H995mCzHQMaalp+PKLcfhowEBFvDL2vo/0bt+5fQuPHz0ChZWN/3IiIiIEgLB921aEhwbj2Tp1kUyEsXmwUIo4YscnRnoy4lCqO37+mt4h8+D0nsghuxKgt3MTQN8mA+iJyalo0/MzrJk/BiWKGnvOdB4wCS/UrYYB3dvgzv0Y9BgyDV+M6IFX6teQYtCDAwPRqsdYzPisL56vXeWJ3BPunJSHAHQhBQjFO7jaWkYfCbKgm+Zcl5NU8YsyA6AE0OXpk8QPKMt7mkurrTs3giP7ZtZnJwcVJicnY9++/Thz7iI+6N6DWRSydHpotRqWjoXyTNtXBNd24WLkmQDdML6cXYO3bNqA3b//BlWgirlMkrt/7Tp17VYi/frzT1jx7TJ81P9jNJKlo+NynjJhPGJjYzFvwSKLopeP2NoekYN0a3XtW2vDU/J4WDsxdQAAIABJREFUUP7TbH1aSP3Gzwc6G0ixyDM3kMWKpwVau2olTp86gUWLl2W7EAt4R/C+MU2fllv3duqMAXTRCu9IOXL7PhG/7dyxHfkLFGAM2GT1btEy5xRbkqpDlCm55hJQJ9f3ypWroFatWsxNnkD/oYMHsHrlSnTp1gMtWhoDptyue26enzVjCv65/gjXNaVz04znP2ui2aP9JKQNszx0Vcp/0Kc/RtEWQ13iCedoIaZd3IWgx5cBvQ6vNWqEHh/2krrg3zdHvkvUOD9H6AwdOKAvNmzaKlMJAn37fIiWrVqjmYyQ1HQMPIsEPUjtEMlpyZKlWEq28+fOsrOAyDvfaWY5qwjxuEyfOhkf9u2XzRjhaDlTe8cOHWLu+G3fbSd5CtG3JiMtFS+9+goSU/MeQKfrT2RYGIKDVMz9l9LZPY5PRFCgwA1ABin6Pljy1HKGnL1tgnm3knaKh32ZysSVAP29lSfdsiRbe9SR+t35y358Nn05S2coL39tm4eklDR8MWslLl69iXxhIej23lvo8u6brJqcxX3PgVOYumA9vlsxibm8e4vjJOAxAJ1ynwcEBgixSI6bn9WWGJs7pRWRmSQZkRnLzy7EkVMdsrTzvOakGXX0x9nqQL0VJAksWbYC//xzGVWrPYN327Vnrt2Os3aLAJ1iilmKN1fuRuuLzK1Xwv5TMrYsbN+yGefPn8PdO3eQnJSEqOgodmmrVLkyatWuizJlyuQYr0ij2r93LxbOn4uu3Xrg7RwY68mSTpf3KdNnWpyMLVZxfml1hOXX0oAkV3ITkGx9NQwx85zkiZaFxspzINO5sWnDeuzf9xcGDRmO6jWqK/IOkocl5Ma9nebgLIDO5WOO48AcKZZUX+7+oTDf/e+//YJvli1Fu/bvs3fe3WX+3Fk4fuIEHvhXhd4/n7uH47z+meeNIZUa64jzLeRw/PhqEhEUexSRjfshIKqI88bnhJblyrqMGycQFnMWWnUyVq1Z51RuDH7WXbt2DV+O/wxr128SxJ2VxVKuLfhqHlat3cCdFwzu7xYI6IyyTvgAarUaIQrY0OPiYjH/q3no9mEvp+c8p/nt3bMbUZHRaNO2rXSv+nvfXty+cQNNmjZBQqraId5fTtgqlr9xPj4oUbgAA+f0rSawk5SSikLREczDhLwCUtLULPe8t7hOAvlCQtl5RnwAlMXJtDxtAN11kvf2ZI8EPAqgB1FqMntmkctnTLWYFEtNoJ0u1+SyTr8nCztj43SyZTiXU3niH09MTMTEydMwZfosZOl10GuFtCy+xPjv0LURYurZeitwyXaN4IUxCRZaa2+KsRs8Hx9d0k4cO8qsKdev/YeHD+4zxRO5QZL1kpQelStXRlR0fty6eYOxd1++fImRwVGO7nYdOlrKsCWJYNigAShUqCA++/xLsxcrTwLo/FJsLykdJ7Uj6zmdDzw8h+cKp/bJUvJRr54oW7Ysy3FepWpVq9vFUQCdc0MwC72dLO5WB+uiCvv2/sXic5u3bIOOnZRnZXD08GZMnYSLly7jnl816P1cy3zt6LlYbE8E5sxazOOpRUu6/EzMaTxBCWeh0WtQvPkgj/tuSu+92QmIZGWy74n6t+mYNmMGypU1xEmbe5Ss1uSiTh5dDRq8atNy8TGdOnkCXy9cgOWr1kjPf9zvI0bGSfwODHibkMeZu5tQe1w5x/lUSNln7Q7z8OEDfPvNUnTo3NWm8dtTmQwyWVotSy85Ztx4Fs5Chdjdjx8/ho4d30NsQjIyNBp7mnfbMyTjQlHhCAsNYYYeFhqZlcXCOOnPlLQMJCanID1DWTo8t03kCeu4QFQE/Hx9mHKEvBrcCdDbr3KPBX1Ld4MF/Qlb3iduOh4D0N3l4m5uRUmrSa7vLOWHnw/8fARgbu3D9sTtDg+c0O5du/EwNgHt2ncEsgRiPgaunBIvnh3kum8PGMaibAyiA7KCwHOKjT514jguX7qIW7dugEi81Glq5hpP7srVqtfAiy81YMRB8mKsDxGjtLPACM9GDhuEatWekUjjDNHbhhaUzEOKw3bw+ye5gnJ7tkJLrnz+guXdENxvekbw39HljKxi27ZswulTJ9GqdRvG5p5TkTPG58Z7wDTWMTdtecJxQAqjuXNmsWwKH3Tv6fIhTfxiHK7duI3bvs8YMZS7fCDWOhRdOqTXn7+A1qzfJhZzQQ1oogy0phuUjS3w/i5EvfAeAks8Y23ETv+9QWlmYJC31Kmprtf/2Co0fLEe23ObNq7Hrj9+R6AqEKrAQAQGBiI4OBh3795BfHw8yyJCXknDRggZDr7bsR0HDx7AjFlzcn7nRe6Tv/76E9s2b8L4LyfAzz8As2ZMY3ePKdNnsPA6HX3zZGS6ciUj87YxIZ3jnRri5w1nljlgTxb0aVMmo+/HA6UQHWctjsrPFwf270dqmhq9eveRutmyeSMKF4zGc/VfRExcgllrp7PGpLRdUlwxngy94KoeqFKBYnID/MmN2gdhoYEsHSr/zvEQycfxSaBUwiwEyoTPSGnf3nrKJUBrFBSgYkqegtERUPn7ITElDQnJKdkacaUFvYObAPpmL0BXvnncXNMjADppFJkLuU4vWardJReyUGp1gusLWc9NNdXuGpe3X0Cbno6Zc+ejVeu2qFC5ism90YZbo03CNEW4zurH2qB42jdb4+LNW9Jz6o0I5yiGX4o1tVDZ9BIr91wmBu4Jn4/Fqw0b4cNewsVLLkmlVnSjS6XAB51rRZlRKjcRf9hDSskvxszKyLxrhPGZFsmFHmC57Bd8NRdNmr6NHj0Nca1mn2G524jB3dY1N7QmvwAy8i4/1xFwCmtu/P7YI2dT2Zw7dwbTp05hslapVOw/yvtMqTIrV6mG9zt3ZaDJ0eX27VsYPmQgEiJehN7X8e07bLwSkZvYougEZMi1bb0nngLNqqNODk0FJl+BTh2Doq1HesR31NhTzjbCuoRdCxGapcbrb76JPbt2YfjIkUhKTGIhQ8kpyUhNSUW58uXw+htNsHvXH9iyeROWfrMcv//2K3vfg0NCMH3mHMyYOpmB+ZDQUISF5UN4eD5EREYiKjIKbzdrzoDemVOn8N13O3Dh/Hl2plA+9ElTpjFJs9hZEdRxjxh5iI58ObIpDMUDmisqeF1zxoeVK75FwYKFUKV6deubxY4aZDm/df1f/LnnT1Sv8SxTWgaQF5x4Ziyc/xVerF0T1evUQUJKGrN4elJRBfgz8jdixCdjDp2zFMerClAxCy0VIjyWfw2oDgHzB4/jGTj3FudLgBQkIcFBiAgLZTIPDlQxTzfaT/FJKdlS37kUoK8+5XwBmOlhc7fabunX26ntEvAIgM4O5awsUBw6fZAIGNti6ZFfgPl9ULgYiuBEdkfMovQw4oWXXahFyxzXclK8OTGRkyaaXm5vcY8EyDKuVauhzchAQHAwrt26iWPHT+H6zZsYMeJT+BJbvkNd2t0zT8W9itZa+4jrbAfpiseVQ8XTJ09i9sypGDrsEzxXv362mopBumilNgX4Sizwpp3KLdP83bdG1GOuH3mcKnddtDYefk5RiMG8ObPxasOG6NOvv2VQL7qlW2s3p7WSW/mZIoF5m7gOpGeTrYPCRR4/foyEhAQkJSQgMSkRSclJSEtJxdGjR3Dv7h08U70GPh44FOGRxizVudnXs6ZPweVrd3FDVyE3zTjnWW755q2LFnPJAi44uEgAyNogcrPnhLb1CHrwJ6JeeBcBxaqz7zv/3lrr297fW3uPmb5L/Obb0kfy0c2I0ieiQtnSzMtozGfjUblKzozF77VthWXLV+KTYUPx+ptNWAozIlBMS0tDjWefBRGxEbhPSUlGcnIK28tLln1rIIXzAVJTUvDo0SOUK2fsVi/N00QhKD/bTOfHwxLkCjK5mz9fb/7nxYsX8duvP7NUmrlNWSofC3klQqfFgQMHcOvmTbRs3QbVq1MqPkOheRw/fATHjh5G757dofUhl+R0pFPcsEbgAnJ1YeFLPj5CeIGPD8JCgpE/MhxEDkxGHeFeSQSh5pWpzHpOfEdaLWLiExkpsrX96uo5Pmn90VqEBgchMl8oI6CWF9pHSalpiE9MYSkjeXElQO/oJoC+yQvQ88xW9xiAThKjA4ticvz9/NnBl9MlgcdXsauAhQOb/Zzns2a6TCEmSyBxMoBz+gdnXpYIlfx84c8YH73FpRLgWn69Hv9dvITTFy7h7MVLiIiKQu26dVG7dl2EhoW5dEju78xW93ZzI3YPSJ8w/jOUKFECvT/ql21QSgE6f5ATr/EgeIvngyVLNgf6JlkGcroome1DBDsc8ErAV4HCiJ1bWVk4fuwoFs3/CqvXbTB7znEw7ygPHt6vwBbva2TZyT0YM/+GWEpbJ9W2I6xAybt4+fJlUAYDAkHTZlpOScXb2rJ5A3756UdQtHXjxo1RuXJVBpjeevsdqbsF82bj2PHjeOBfHXr/ECXDcE0dOeiW5a8zysPtmpFIvZy7FoN6IeegVUWgRAtZykDRWd4Z+00Am+wWIY4juycL9wpQ8JpKc8l88A9U//yKOfO+Qv78BUBeFESwaa0M+rgf7t65i5KlSmLe/EX4/ruduHH9Gt5o8haeecbYKk2pFgf274sNW7aJ6TBFRVou3Bfk3j0sBEwWsy6Xvxyk05yk3/kAP//4I06fPoXGb7yBosWK58rqS+CWXI2vXb2CvX/9hWdr1mSecOYy39CYHty/j/nz5uCLz0YjKCwf9HodA+lp6nRkaLROdQ+Xy4fGLVjGicDYl7Gv012RADpZ0JUWCpsk6zktcHKqGuqMTK97u1Lh2VGP9hVZy8lybolZnNaDwg3S0tOlHlwJ0N9f4x4L+sYPvBZ0O7aUWx7xKIBOEiD3cvrQ0mGYkxWdSJnS0wnMG0A0swyJ7kWSjYhbycWPHR2+7LJKH3K9QLolz21Ov/MlcE5p00SAzsP3nHGxcMuqe2inbF20Wuz9ax9Onj2H5JQU1KpdB3Xq1EXR4iU8dNTOHpbh4mmf9VwOb038zK0MnV9xc2Ov2Lh+Lc6fOY1pFuIvbQXp7ApuEvttNA3xMmoUhymLE88JjJueN3IruSmo5G6iTNknuqJbFKdkzTSABjpzenbrim49P8RrrzXO9qgE0B0IYuUgnXdo6kHkyN0syc9Co3ztGTDIBRgx1zyFTPXs1gUlS5XBgIGDUaiwMZM4WS4P7N+Lbdt2QKPJwENtIUrbgKKqOGg1GQgNDaHPA0aNGo3ff/0Zfx84gIcBz0Dv72blYLaX0UR5564IHNkiBMceZnG5BV/rDv+IwtJvBNJNcbUdOE5BD+8cC70+NQ7p+5Zi6/adNr0axMNB2UWUlo7vtcWCr5cwsk42Fwd6ufCQHq5INHevkhs8aJF45ghSJG7csB7PP18fJcuURrESJQRFiOiOQPUotamfn7/Z1FXMqkyWZ60Whw78jdt37qB16zaMjNRSIRf+HTu2I9DfBy1btTSqptXqGKBiFnUCuWLcviOt0RRLzmUU4OeHiLAgBAUFMeUFxTGTdx/dO+mOqLQQKKc0a+aYw5W24a2nTAKEHUJDQpjlPChQCJswV+gbnKbOwIPYeElZ4gXoymTsreUaCXgcQKeDllzd6YA0zc0nFwm9XBkZmQhycO506l9gcDfECJEDDGlQ6VDmlnbXLM/T1QvFmJ84eBg/7d3P2MKrVK32dAnAzGz5xcMxyiHlxHFSDCobk/3Wd3IJnTFlIlaLKYPMLaijrMRspOKFjcEA8ZLLgSm7oMo8Z7iyjstYSViNZJkyyStuyb1UsueZKArp/Bo3djS7+I0b/6WRWOQEdrlNsZbT5UQei+roDBVyFvqcX2JBe2Epfj83B0Drtu1BilydJoOFNYWERaBk0Ug8ehSLtNQkhOWLwkN1MDLyVTbbTVDiOYRmxaJw4WK4nFoEev/w3Awn989yZnVGjGlQaggZFx2IeHM/UgQ83IeIstURWtsYYBFIp+LI7yh/J5W8v/ZMLfXnKfh6yVIUKmRQNtjTTk7PdOvaCb36fISXG7wqqKq4otGBHXE+ipzkxL2UeJw7dU/W7DNnTuPM6VPsPSpTtiySEhOQmJiExMQERipKPBDP1qyFMuXLoUDBQmzUNI+7t2/jwb27uHDhAmrXqcOs5ta+ZVqNBiNHDMOYEcNQqERxsxIgd/H0TC3S1GoG1Ak4O4pwrWih/AhlgFyYhSNerbT0DMQlkLXWy9ruwC2drSn6XkZHhiM8NESRAoXi0snNnVLg0bfClQC909rTzhSFxbY3dK3lln69ndouAY8D6DQFsozTR4RSm5kr9EGmF4uANDFNazU6aLR60RKuYy8ahZVQbAn7uxkXeGqfALfK3x8qlR/8A/yZaz3zXpVd8oVLP5Cp1bDfcfd720X9ZD9BH0chdl/wfODXRfo5xfsQkUqASpSxyRfv4oULiIqKhioLmPP1YrTv2AlVTeLSnmzpWZ4dxbYJlwRHXMDtBejsLbCaXs3SLD54vz3mzF+IwoXNX3AdCtBNrOWCddtHCHXhTPAiuOEXOnPxmZbmYmCCNuNXkMOlmgNWPoaDB/7GV/PmYMmy5YiKijLqjo3LxC3V0ftfrlAwUlA4yGJvzXrO5iNXpgjBwdK5kdv9npycjI4d2iM1/6vw1aXDV5cC/4wY+GbGQRNeCZrAIspY2PVaZfUcv0AW3zlj5ZnYsSOOBwfOwSfmKKKKFkO++h2NWuVu6IywUPR2y2233DKf2z1jaRyaPXMxfNgw1K33XG6HavZ5cuW+desWZs6ZK/PQd7RPifG9xhpIN/AVGN5Tku+///6LO7dvITIqCpERkYiMjkZUJCm9HuLokcM4dvQoChcpwhSPV/75B0WLFUPVqlVRpVo1lC5VRpH81Gmp+PyzsZg28QsEhJh3I2dGfPJ+pEwuYnw33QkZh5BOz/KLkzs61aP9QR4d1gA8zS8iXygi84WBSOAcWfgYyPBDbtWUh9sdsfSOnJOntRXg74/oiHCEhgQy71clVyY6h2hvJCSlsJj0ymWV7VFHzL2zmwD6ei9Ad8TyuaQNjwTojNFdnwU/P99sMUrkIkSAj8A5aVAJgPMckxxYC7HnwreOXRTNAHR+URZc6X2YW7tADOcPcmsiBk7Wvy+NgUEIwTVebMuf/U65i5NLVtMNnRDwpg8iXfjJYkkfTWYTk5kOBSugKDspTtAHPllZuHzuPFZu2oyCBQuymNEGDV5Bk6bveJxFyA2iFQAMT3Kk5GujaJAKQLpFkCYsqq0cPSOGDGTsx81btDI7Qnvc3K1NVR7/LIzZwIhuShQnt0Zaa5e1JVMCZKtvjclddF/dvHEDdv3+O75ZuTqbc7ekIJS5mpr2k20OJnmRlcyDy8XI68CENFNpOxbHZ6kBcW9zV1khNl44Z+VY017QtX3rFqxavxXJ+epJI8h6eARB+aKREZ4HPHM4E7vIwG4QY7Yf2LtETnsuIO0mfJOvoUjbcWb74PtNUpjZORKhHUPKNIcdkSbj8Tm4DO+2ao4WrVrbOVLLj925fRvDhgzE6LGfo1ad2kYh9I6G6AZXd7C7jZJipMiTJdwzUk/KOD1oTU8cP8YU8gTKI8IjlHRjVIfuAdOnTsLkiV8qJqiTPJtY5KIQtkh3Q+GoFrwyU9XpZi3Y5KoeEhiIoEAVIxMjcG7vuWNtsjROwZqezEjvHOmab63vJ/X3ZBQKCgxEeFgIQoMDFe9tuTxIoUNW9KKFBO8PV5Qu69xjQV/XxWtBd8X6OqIPjwTo3EJOfwpu5cLHhEB5qjoD6owMaAmk6/S5Ii4xJ0Ail/AX49/pI8bYO33BclzSwc2twzQ2BugpFZuzbgaOWGEHt8G11USEz9hLZS6LHKALHpgiuPQRlBwkIgbkRasZab71Gi2WLl+FBi83QM06db2g3GStHGs9lzee3frLQLd098/JHGc7SF80fx7S09UYOWqM2d3oDIBuNFsjRYcQh8/c3U1yBjv4VcnWHNv77Kfkau+DUSNHICIiAqPHjsuWu1iuUOANZVM6SD0IrXJiMFsv9obLLXc/9jUaj71ykV8+s4dOG/+ErYcI0Hl/ufGs6NCpOxIyApARYmBc9314AH6RZaAJdZ2VRLHsjF9AcY+KGUc8zDpubU5+9/5CgTpvIqh89swNbPfLCN3scUs38s5woCXe0rxUpzegfo0q6PVRX2tTt/n3xNRO7u2btm6HH2Um4WeTA2PQ5YPiadpsDWkxnF1mppiTxlbQzUt3JCV3pdjHj7Fo4XyMHzeGEVo6opB1nVzh1ekZ4p1RcF2nuwmldwtUBTBvSqWKi9yMiWSZxPJwp2ZL85Wbdp/GZ8lqTkoVIu2jP3mKO3tkQcz6YaHKeSPs6UP+TJd1Z3LbhF3Pr+tS067nvA+5XgKeCdAZ27rglkRnf2BAANOIpqapmRuKOsNx8UZKRU4HOIF00rIG+BExFGmhhVRsRJDiKHc9peNxZT3GbC+CC+ZFoNMDvoIllbwIyJtAyYdXPmbmhpaZiYWLFqNVm7Yow1LJ5LGbqJMXgeIABRDpbLnIwZKSvmxzd9/75x5s37oZi5YsyyYx3put+8cW0XOvF96XO8A5H6+Ugx3AzZs3MXbUSKzbtDkbSZoA0LNDbcNKCSBfTE4hWfXlLMwmKcgtiozF4tP/WLqg7KEAtshaXtcci7vwe9HySX8VL/CmAN10X5BXFYGZlNRUpNF/afRfGvtPrU7L5p0xbcokHDr5DxKDDYzZupiTLO1OeqSHXVDMWMu5oxFXItm0Bra+zjY1br2yKuVf6NUxKN76E4uV5VZ040qGmF9z74AcnOdGgWN9FoYaKce2o3yBQMyYPMGWxxTX7dblfQwb8SljNjfirHDC99Cct4zigVqpyLPmSF5fYn1pTux9F97snNaO0iSuW7ManwwdDL9AlaOGx9qhuwxZSxmJMEvpazAAObQjK42RhwEBdALqXuI42yRPe4dS/5FCJSQokLG00/3cEXeIgADjdGy2jcy22l3Xuwegr+3sYd8/28T2VNV2KUCXLDXsjiZmKuc3EZlLOllX2cvG4kP0LF0CubWnpmewFBUUv+OuwtNukLaO3GmydHpGVEeW9CepyD/kFDfF08/RupBSgtKekOY5N4cifaRmzJqLjp06o3gJ66lrniT5KpkLy63KQJgS0KykRUfVsc2KTiRCPT/ohM3bjJmQXQHOhVhF8TyRXN0NLMWOkoi97bzf/l1MnzWXpaJTUnJyC5beWRHYy0ngLLVt+v5KqSmleH1b7fHZQwDMWc8NoRvyzFgmfYnhAn/v24vJU6YxTyamGWTvgy8FMTPSKjqHdm7fLE3xf9/vxDfLVyONPhORlaELiGa/C1Dfgi7pNvTFGykRtWvqyMA5d8flUlAEzs1QIUieCzzcwg3HR9D9P0AOETr4IcvHDxqdD0q9O4qtGfv8i3cAThonHXEypZR5gG5fLvPcLGbG9eMIvHMYq1evyU0zFp8dOnggC+1q2+49YwWZU3oTPBh4Pm9nehEZezoIyj9ejM4xk7Cg33/5GXfv3MYHnToiICTYSVJwf7OkKEhkIF0gKPMW6xJg5NF+fsxQRi7tBMzt8cKx1JMrAfoHbgLoa7wA3fpG85AaTgfoEv7O0kOj1THiDh1Zx3U6xpQuELqRtVyIGSJXJOY+7uuLYFUAQhn4pZQW/vDx80E8kTkkp7ldfByohocGI19YCGN5f1IK814QSfjYxZZygDqBwV6n1WLKtFno1uNDFC5aNFdg/0mRvXwegjWTfuKGG7YigcrQgYi4zHk70uj79uqBd5o3R+u27VjLrrJ+yUErJ6Zw5AddkZhyqDSgXx80a94S7zRrLtXijvDSZVbh+ptjTs+JHV1ibBbZ7WmzMfZmUTlK/ZNnkFIlHHffzylEPxuvgrhhLCke/tyzG7Nmz4EmqDgyQ8jLxrToEByzH4WKlcLwwf0xYcpMqFOSkBlcAprg0kaV/TPuwyfxCjTF3sjtsjnueRYzK5BrUqG/C3JX6NoruovL9wwBfH52sNSM7jo+9Fr46lLhq02Df+JF5H+jD/wjimaTHU+TZiCiNLK5Shoc2iOK5eK4FWItqX+dhgmTJqNKlaoObhmYPm0KAvwDMHT4COnu4/BOTBqk/UH3LabqYoou120S2qtMMSNL1cb7j4mJwdTJE/DZp58gf6FCDnNxd7Y87W2fMhElJqcgMVUtGa3sbetJf47uoMQVEJkvGMHBzlHcuBSgb3CPBX1NJ68FPa+8K4oB+oNHjxEY4AdVYAADyzml/2E5yjMyBTI3LTGsaxkY1+p1EmmHdIkTL2j8k2yqZSUNWeECkfCFL1LUlP9SzQg/PEHjSB8VOjBIkxfCyCnyPmkcB+e0DvI0d874gGsyMjFp2gz06TcA+fMXMKRacuFlwZNfVNe5uDtDCsZ+tn/u2YXVK77FgoWLGQMwA+lOWGejOG1ywhE5EiSw66TYTnslSERI+fKFYdCQ4fY2kR3wyHzbc7J/SxYufgZbiCWVQJHsDs/blYChia7G/GQEN3qDZVhg16dH2ffExJL2x2+/Yt5X86EJLonMkHIW5eOrV0OVeg0+6THICiqM9HzmQZRAEheFjHDLOZgdtghKG5IDdCYOTmrqI8bk59wQ39/m3iUhLEkIhRDi+91XAh7sRf7nWyKwZI0cB2F+CxrI4JxxZiiRSsDJdaj7TEX0GzBQSXWb6mzauB5HDh9GxYoVUafec3jhhRdtet7eynKPRg7U7W3L1ufkZw//O41hxYpvUal8GTRs1Mgp3wdbx+ns+lxRQvfkjAwN0jMyGIkcGaooPp4MP4L7ti90OmKmF+7UFP7JC7l68zs5KfgyNTpodVr2a4rRpnao0DnLWO5Z6KgZ1xtnT9bO9kkG5LFK7uyU15w8OJ11DrgSoHfbcNZOieTusdWdns1dA96nXSYBxQD9yvWb7BJFbOcB/hT/EYCAAD9mXaXdBy7uAAAgAElEQVQDgiyu6Zl0wIg5KXV6Zg0gwMeISUxSlymdIV0OKW6QpevSUrouatfYXUppW86oR4dfWEgQwoKDERioUpR70RnjcFSbnEHfFbFZCY9jMWn6LEyePpNnwmLTcNbh6ygZuaod2vMCcHHv5dpR850zYxrOnz+LjwcOxnP162eLu85tP9wizGnmuRut3DrraXtr6uSJLGPEyE/NE+jlViaWnjdyP2W3Nx62kP3iptRqaf3KJwD0c2fP4NlatYWhiSCSWZBl7s0///QjFi1ahMzgstCEGFvC7ZWJ6tE+6ArUgU5lnNbO3vYc8hwBdHrP6RLN4/FNXBAMe9YM9wMndjR3RogM1hJJlxuPEb9HB5G/6vMIrmJfeIGgbHCd543p2qqvHkDY43NYsXyFQ5Zd3sitWzdx+NBBULrRWzdvIiU1BUUKF0HFipVQu15dNGjwqsP75A1KIF3knlD6rjtqQPwcojvd8aNHmBwGD/o4z3L6ENFYcop5D08650ODg1mIJksBJyqPWRgWeRXoshAeFiyy0Av3ILrvJqemsY0fxHiQAhjvj5C9SMeY6el+zAxhGq3kbRqbkMju3FHhRHrmAxoX3U81Gh3S0tVWU845an3taYe+BXT/JDd2mjMBdPo3z6pkT5tKn3ElQO++0T0AfdX7XoCudD+4u55igH7h6n/SWOkQJ2DKCNLI/dzPVwTQwiFB2j9HFurPWg5LR/Zna1uksCBXfDp88zpIJ6Z8OthVKseSs5iT6ZnTp/H3oWPo3be/eFcXrvieBqJs3Q+Oqu88FndHjdD2djZvWIed27eifYdOaN/ROEey7a0ZnuDWQrZ/WA4BQ+y5M+MsczNmevaDzu+jwauvonuPnrh54yb+++8qatepZzFnfG77o+ezgXN5oyZAnVm3Lbhbi3jShiFlYduWLfhu53ZERkbhpZcboFPnLmytKI9y0SJFkZGRgdUrV+B///sfMkLKQRPsOG6KoJi/kFn4Feh9g2wYs5OrmgJ0tkDC/0kKD2NnFKMBSUSBlobJU5G52YKOxydQoGRp+KhCEVL9TbuEysEkWRNdrrPUapD6+wx8tWARihdXxhehZJJyxQP3IIl59AgHD/6Nc2fP4syZ02jeoiW6de+ppDm76piCdPK2sJ15wq6upe8+EcZO+nI8Ond+H2XLlmX3KFcrC+yfgfAkHZ33H8Xh3D/XzDZFoZCVy5bE7QcxiItPMiaHI8I6Pz88X7MKM/jEJ6bgfkw8YhOSGDkyFZbnOzIfihcugILRkcjK0jHgTf3+d+s+Hj6OY3nAq1YojdjEJJD7fIGoCJZ3nX5XtmQRBKtUiE9OcfgdPbeyo+cpSxIRQqtEUE73auYBoDAloCPG4EqA3sNNAH2lF6A7Yqu4pA27ALpLRpbHOlH5+yE4MBAhwUGCG04eTb9G4QP0waYPpFNLVhZ2fv/j/9m7DvAoqi56UnY3vUHovVepgiKiv10RELBjL9gQsKD03hFBsaFUUZGuoqKCKIogoPTeW+gJ6clmS/7v3jdvd3azSbZvwB0/PyCZ1+68eXPPLedCFxmF2+64y/Khpr8EAbqUvG2dX58+Dz92/veGvzDz4w/QqlUbvP5m8UzPzk6JwbgSGiy95ZIISXom/alwOjtvum/Tpo0MWo8dPQodpcvEx+FyWhpGj5uABg0autKV0/dKUFB8A7HvJJD3lqK8Yf2fmPbuO+jX/3Xs378fxNY8fORofD5vLshjrotOQNqlCwjVxSBfUxkGXWVLiLbTiyvhxsiLvyGv8h3e6Mp7fTBhl+BccZgrrnoOgi/SRTe4paSglUHb4eQtpc+UMVTs+ny/h4Rzusw9MOZnQGvORoWeIwXJn4uXZU8qc3FVFC4OV+T28C3zcGP7NnjqmWc97cryvRNcAUXTO+QAW7ZsxgfvTUflypURFR2N6OhoxMTG4vrrO+CaFt6rZxxIkE5jL128iKvj3H3PXeyMoXRBSrG7ktIGaX+eu3gZew+f4LPzQmo6R5SSFzsuNhqx0ZGoU6MS/t11CBfTMpi7iMqD0UX2M9IZWzWtx6XCDh1PweETZ/hsEF5wIFevhyYsHDWrVUSjOtUsfAUp51OxY99RnD53EclJ8ejU7hp2oF3OzGLATv0cOZmCts0boEJSPC5czuCU00Bekk+CShoTAKe1U3SA9Jj7E5Sr5eBXgP71roA8grkPl5xmFJBJBQd1KIEgQPfixqBDkcJyonVaxMZGX1EfFxIDfVQIoNPla4BuNhgwbcZHuLtzF9RTgIglF83fmpcX94C3u7paZXLp4kWMHTUcrVq1xrPP93ZbbBZiNHV5MEutZVXJMLdH8E9DYrqPiBCeXaqLTIRRLVu29sng9vXU+d1XRrKUorMYPQRRXGmXfXv7+48fP4ahgwai63334cGHHmFirAgyaEZF4Y9169Dr8SfwwQcfIi++FczhcQLAqEK9XQamdhMINeVCk7YZ+srueW9LW3+Jvy9KY28hfpTl7YoF6B4NLB6sSP0oFER0xTxKSdRKwzExoEI0J7le6GfU3ilm+RLmHHluNcrfO4CNMO5ekoGcY2VK35ruDlOkXe6+35CYfQyfzvzE4z7lc5f7uqT9TdElv65ejcysTC41mJOTjV27duHRXo/jvu49PJ6L7MAGpBNxHP3CjhfCa4MpHdGYhw4dBOXhjxw+lH9KqYwF+gKEhoZBp/MuS7c782djr4UbQt2Ddf9ZDcPCk07vzcatexiIN61fCw1qi6gLyg3//e8dyM3To3mjOqhRpQLvYUplE30Ax06fw97DJ5GfX4Am9Wuifs0q/Lu0jEykpWfxuVm1Ujkud0vAdvOOA7iQJowBBGzp/kZ1aoDC3MkIcPAYgX0B0CuVL4dLl9M5l10ddeaOXOzbMOhmIkdah7J/7G5ifYbrz4cJj7k2XITu6yL8+i4Xt15/AvRnAgTQ5wQBuje2u1/6CAJ0L4uZFC0ijqNQJG/VZvTyFIvtjsA5k5OEhfHcfXXRIZ2bdhmDRo/FhIlToImg2pOCeZh1An9qXb5apJf6vZplsmnjBnw04z2uA25JMC1GbsV5wKXyJBUctbJJSpUEG156HH7p5rmnn8Szzz+P6zt09Gg8uXfUSrYjUjcaxNV9lp6ezucEgaX4+HiH85Q5w3TPS72f4zrPr/Ttx8968MC3QHwX58+dw1uDBiEjI5MrOmQnXG+DIR3Nyx7vOoPRwgtSEZK+B4Yqt4q52sSPy0Ru1TKU30uSNdtJiQ7E+hy0VUtDhqtLYRQhZ5JKfin9eLITVF744gA2yVkQSAkWeQHQraWfSOEmzx5x0JS65pLmeuZP5q6pdMcLCI1yvG+cWSqzgCsi89f3wpyfiZw172He518iLk4Ykdy91BE+7syfUmNef2MAWrb2vhFPzk2CTnfm56xcTGSonzYVt91yE1q3aWNpRh5eCtEmVSAyksCbM2+59RwTHblnwLGcm8q5KNM2KedbTcrIqZ4KMTB5+9WRRvTt2fDvHlxIzUCzBrXQsI4A6ASMCaBn5uShYe1qqFapvJhpSAgidRHQakPx1z97cO7SZdSpXhmtmtbltFHqn+6x1JovLOSfm8zAmg1bER8bhaSEOJy/eJlBfJfbrkeYUud9x/5jDNCvvaYhqldKRkZWLhPRGYx2ZMsKz4Ozz04YcKzPRTqooiK0HKru6JlRCmWIkh5LxgXKLS9Llz8B+rMBAuizgwC9LG25EucSBOg+eFQEFpLiY5nd/Uqqj04WWAI0lPfj7AfRXfGt+v4HnEtNR68nnlS8SVYCJF+P7e6cA9Pu6pbL4LfeQLXq1Zk4rqTLPgxUTQjn6HeWmtJMPOaccheY52s76rAhg5CdnY1p783waDqkZBKBEF1kbKN3Wh1tkKcvEFwTmnD+HXslKcy6sJDJPul39HNSoEipInIhav/vP5ux8IvPkZuTywqe2WRCw8ZN8EqfvqhYqSIrsJJpmAAe4dLRwwYjJiYGw0aO5jzLPGYpNuOzmR/if7fchnr1G2Ddb2vxyadzcS68OSu6pJBSDqIaoNMcqW/78EziQSGiUvuwSDI2khJLYC7afAGhOdYa6NQHeepovpTzSPNSbxPyTulJATaZOCrK8nvFO0ZrkLIlGTk6s4Qyr4otKM4b6Y/taQl1d2wIYHCulDiV4EZlxbCAHeEhCy0+JN+JXRuRvgOF+WlIuuFBaCu5n8YhPL5+rou+7j30ebUvrm3X3omVFn+L2oPu6vdu69Z/8d6772D+Fws9mkNJjSVIp3t8VYaNxlj90484k5KCZ555qkh0B+1JOnvoXY2JiSpxrQRcqWyreN+JdDEEYWFCj3GF8JaMAlwlyGRi7EkAnP6374fGYK6lQvAcrXtRjKeL0JUI0E+fu8QGMXlm0VlXt2YVtGhcBxv+3Yv0zGw0rV8TjepWR05OLqKjo7g8MZUZprGSExOYJI5C2ykcnjzttatVwokzF7Bp+z50vLYZqlUsz+zn2/cdsQHolNNO57ZMDeO1mAv5TNYbDKXyPbEswogdnv6kPHHBSSV+HqYY8YTspNFCRmcQ1wDzGynednWlIJ9tZhc69itAXxSYEPfZDwVD3F3YEgG9NQjQfST+6IgIzjli5Y7K0jkRJuqjqTjVLR2g+QUFltAjpxq5cROVDrucmobR4yfizbcGoUKlSpZerKRo9CN/aK1uLCAgTa7OXHTac3t27eS6t5/OmluqV0qyslsegWT9tgM+InRPgRkqZvCAPDoXBqWa34u/XoiPP53lQivHt5IMBBA2MQAlj4ZkCSeFl951Aq4izFBEy5CCxeV+Cgx8XlEb+pP+TcB47eqf8dUXn+OeLt3Q6aabERMbx3XTZ3/6ETOzDxwyDI0aN+V7hWIfgncmjUdGejpGj5/EgJ/OQxqblFOptJHi+cuPKzF//nxka2pCr6sq2IjDigJ0mp9UjEU9ZZGvSmtgEK26yOAoQzkTzCkw56chpMqNLAdaOyniBNLlvNRHDslIgPAQREfqLICUDRBGI4eT0iYj+ZF8i+RM2nut5bwCdayVAtDJIEEKutprLveE+k9mhGfFXLDuu3tpz/2OxJa3IaLude52we1EQILaiCm+HR5MrcT55K6agA8++sRjEkdPADpN8Plnn0Lne7t6NcTdfuGWkHfla+wNLgru00TGwBBQzfNJE8dhyMC3Ub5CchG5c6g4G9kEaJTGGOtztzaRJ766rjudZ1ajU9G9KveIdQ8Vsq4m+INU3w/lHzKiQIxvrSQkwTntQ2nokgCdctKbN6yN+rWq8O+oY/KgE9CuUqEcyiWKSAw6K+NiojmH/K9/djOxG3nYmzWsxZEElHKYnaPH7kPH2KjY9ppG/K7+tG4LcnLzUalCIionJ3Ge+o69R1ExORE3tG6ChLgYbN1zmAF6uxYNUbNKRTEPpRY9yZVkRADdbLJWSVI/DD4T2BAmUmTY5K2E49PZK1nW6WciEsckDL6K3KSRlfYPnbkcbUB552Fhbjuw6LXPzsnjsss0nvIBE0R68bF8PtH4WTl5XGfe/qL7iP2evkcXL2eysSE+Nhox0e6n3rh6kD23aLerTbxy/6yHmnmln2AnvpdAEKD7SMaihmU4InVaJo6jA1bWo/TRkB51S7UxCwqMwiKqCfeor+IakzKfl3YZy3/8CZFx8ejSrbvNreIgtwaw8gcheAkJyJrGV4VMVAo1gFHDh7KH9e1BjkuNOcqZltvCoecywCWZ3N2yXgXoIABqZHDNHh0C2xTzWAgGlwR0qQwmKSoEboWXDFyLl0AteXSYh0LxqJNnaveObXhv2lTUrFULA94ehMSkclwWaujgt9Drscdx592deTxSALkcUFgonnvqcbza73U0b9GSlVCaC5UTEkYU8toIgwDlJP7x26+ch56b2BYIi2YFSx2mz1ERlnxQ8Pzz9dQ2VAB0VbgkKYh5+QV8D10acw7i8/fAHFsPhpjaLAdaJ5U8onFIWZORGDIKgH5HZ2GEVmupI25i44ZYo9A/Q3hsOuuLlEnzkFjN3X3ksF1xAF35OZ3/ZCiR5fasfUgCM7FWmS/Lob1u4nNt9mEU5p5Dle4DvbJECbCUY5Ln6KpX2pmJmHMzkL/uIyxZtsKZ24u9x4Y3w03G9EVff4Xff/sNH8/8zKO5lNbYHqTbRyuV1l48E7Gv5LtMAH3Pnl1YvmI5bvnfTbj55puKlxWTKBKIFKBSvmRcbtcscrDpkgCeS3Gxx1t0KX7uoDyhJZVO/btC9rpTH+7uHxpPRiNRiPv5S+kc4l6vJgF0E0cpEUDPydOjWYOaqF5ZGiZCRGWk8FBs33uEWdkJMLZuVo9J4uh8JtD+7+5DnOfdoU0zXM7IxK8btvEZHhWpY285jX0pLYPP91s6tELViuWw64AIcSeAXquq2iEinomlDLIS8VO0RHrxDCPMTRFKnnISuEiLEdEXxP9iNaDx6UEh+lQuWcl/txo86F6rrkc/p/WWFPlAcz50LAUnz1zgknUkO5oljUtyo5QCMk6cSLmAfYdP8DPlkrXKFRMdybInNnySKem9jepWQ4XyIuXAH9fziwMD0D97MAjQ/fF8vTFGEKB7Q4ol9MHs7hHi8CRLI51jYYpHvSyF3hJ5CXmNPLFqliZKAugrl63Ahm3bMXDwMGalLXIpH3L+FCvEKaX1+5/4vSIXDkO+Yi8lEkAd+BsSguNHj2LggNcw7f0PUb16dY9XJ5XKK2X//PPPFvz4/Urs2bMblSpV5lJOnl6srJio5q3I46Szh3J/SfkijwspKwReSUak4EmASeRFpETR/VptOHtrCJCSUlWgz0efl56HThuBNm3b4tV+r7G+vPLbb7Fo4ZcYN2kykpMrcR4zeZVPnTiGkcOG4suvF/Ny7CMghMfeyECaFCgyZHbt2g150U1g0iRawbkiDAmIpWxonNw8WktRgC69/tKTQvOPKkxDbP4hFCQ0hzGyMghs031kJKCxpVeYf24QIJzObRneTvuK+mGDAoVvKvNnAwgZOUJISWRWNr4kmPH0WXqlPWMkxauldi8rXkrObbXzDMo1WACwhQRKhLS6C9A1Z9ei3LVdoKvZyitLU3diNeh4/+tqOHcIoft+wBdffuXRvGWEj6ckbE8/0QuP9Hocd9wpqqD46pLGNJXtnD3BDMmcCFXg9mYzfvt1jagBTl7eHdtxf4/70LyFezWZib+C9JUI5q8B/11E01jzwn0lD2f6pbNJnYNOHnT2LpsLLR50CkEvl2TLZVCzakVkZuVg/5FTuHQ5A+WT4lEhKYHlTF73sxdSUS4xHtc0qoM9h47hZMoF1KhSEdFR1tKRZGTdc/A4mjaoxSHyR0+dxe4Dx1CreiUkJwreBzrvyXtPINbfFxGi0vOSQFycS1a9huQkfyfPJDLEqA0n9Kz/2XUI+4+c5DVULJ/Iz58MH2fOp3LkQZ3qVXDs1Fls33cYVSqWR0KsVd+MitAhuVwCGzbWbtjO53m7Fg1QrbLVgOFruQQBuq8lfOX3HwTofniGpMyQEkzemPDQEERECrBOJSboYCoL4e9khaSDkWvb24WKeiIi/jgbjTh39hxW/PAjQkLCcF+PniifXKGEbmWZJ8olo4PbTVeNJxMvc22lB0JFKlXm5ljSI1XVdbZT7I4ePoxhg9/GwsVLvVL7VgJ0b4Rk+lLE8+bMxsaNfyE3JwctW7VGt+7dUa9eA7eHVEtY1IIvZLZgApoylJ0URwLoBChFOKJQaiMitAzGKW+d5EYed/Z2m80WgE5e9V4P9eT5PcwM0vfz2UX3v/vOJJw6eRK33X4HYhMSUaF8MjZt2oD9e/di/MQpCrOvIDkiZZ2NJ6GhTBSnBuh33d0V5ti6MOhKUJQs3jFaX1GATuuiddOfTNRJYfp6IkQyISnkAsJyT8BQvh1MYXEcrk4hpHQ267RaBt10FuoLjDxn8qzL44dkJYk0qaQmYRPK5afLkucvy2bRD8vYsUVyl8BKTo72iIgGEJOVHkC5CenZWsJ5vQTQqeRaSO45JF73AAoLcmBIO42YVt0oztftvS8bsrMWhU6DR1cGzD+8AXFpe/HZp5+60qzIvd4yINL5sY3y0T/4yKP5ONtYhuWr/anOAHQGWWYzfvlpFYerh4WFsNc8JsaBgV41GWlscTQGnRscqaOUg5UedZF7HnjiMXqPKLScCNvq16rKNcjpIgPf5p0HcDEtnY2l9mk5lDtOQJJC4ym3nDzw0vBA8iDPb+3qlRm0b961nwmJCawnxFllSRFSazduZ+Nik3o1eA479x/lsHKNIpuoqEg0rF0VZBDw98VnqJHOV+ElV1/Syy4NLjIEX8MGZpFyJQ3vEqBT3n6LxnXZe04h7avX/8tyala/Nst5/9GTXL6uVrVKFi86E/yFihB4CdBbNK6NujU9dxA4K8/eSwLjQf/0gaAH3dlnFOj7ggA9AE+AQiapVjopdaQUBpLtXX4EiYgkXBsObbh3y5qYCgxY//s6fPvzL7jjzrtxy+3O1yGWZC9lTtMNwJ5hJYe96Iq12YbrqYwhAQfyKUnZ+mzmRzh+9AgmTXnXK5K9EgA67W1iYu7R8370uP8B761bwYVSqaV8b1IKZZ4255/rC0AeBFK0mSitsJD/TTnI9DvOq1ZYidUAnRT0cSOHIScnB6/2fxOVq1ZlcjaODAoNwYM9u7ESFRkVDb0+nz1lt995Nx7u9QQDYO6T8kIVgC490GqAPn/ObCxavhJmXUWYwyJhCou2lF2zCKlEgC7Ijgigk0GB5kbYk9ZJ4fB01sYbjsKUewHGSjfCZA5jRmO6yItOcyIPOd1PbanME18cEi+AO/VHHisyglBbkimtjfIZyxoot9lYlrx4K8RSe/mLEsUJgjA1oJSpEPxnaQz2JexqbfYRhGYdhTE0EhRZW65hK0Q1u9Mr7wHtWXoQ3jZ852z/AdUi8jD9nckezdOb59OAN15D+uXLeOzxJ3Ft+/ZcttAflzXVpEgNQdstpxisNm74C7/8/BNu7NgBt9xyiwVolTRXyVMhQJz1ecqQd/oW0nlDl6hAYBIEk0rYu6/lYInWKOZ7RyXW8vR69vDGK8YIanP24mU+S2xN1qKTysnluewYpxsVGJF6ORMnz17gY4W86RXLJ7DRkPgxzqemMxEx5a7TWScvOl8vUg32ggKUS4hnuaRlZNnMklKKuD57KeR7vpAhGWny80WkljhfxCgyNUWSUMpvGN0vSPsEOCeDsi4iguvJkwedcvzJSEGHNMns9007ub9m9WshNT0TO/YfQe1qlVG9SgULQCd+KGK+p/ObADoZcUm2N17b0hdLdtjnC0v2+G0s9UAzH2gakHGDg7ougSBAd11mXmkhQ0ujI3SIitQy6yczYfpRw6NDT5YyIU8+feyKkB15sFoKZVq0eBnOnjuP7vd1R+369V1yKwUBenHCt1OKZEkohUXHPhTYlUf4cM/70P3+B9Cte09LXW5X2ju6tzSP0bGjRzF25FB06HgjXnjxZY+GU+d3lmUP+vvT38XJkyfxzrvTPVqvujEpZiRryagrSZZIUaOLQCSBV3rvybtCZ5D0CJOhkAmZKGxUp+VweDqL1ACdFOVTJ45j/NhRuO76G/BIr8ewfetWPrvq12sAqtc8dMhAPP30s7i3azceKzUtDdHR0ayEyVxJSfJGAIr+rgbodOOM96dj07+7kZOdibw8PfTlb4Au9whCjVnIi2tpAcHkMbH3oIcYMpBjimCjhMxLJ+WWZEPj0JgExKOzd0OfmwlT5ZssEQIU7kgXk9wVFrKMyOskct9FJAGnATHwF7mvxG5PYJ72GinWxCh/RVwKWKf3ReRmimdNchIAV170O/V5I6wjIpTY/VxdtYxCLm1FUrXqiGljy0nirhx9BdC1u5bimjqVRWqHB5c3ATpNY+7sWSAAnJaWxkSbVapWRcOGDTkqp/k1LTyYaclNHQFMSwvaX2Yz9u/dg9VrVvOZRF7zOvXqUpiGJU+5pBH43aN9aSLgHQLy+tIlveXqtiRT8spS+iCFvavzjb0tADZOKHnxJpOoEqHmy5BAksEn/WcW0W8MLHU6hX/D7rVSJmlvVKK+6XwROdTifePcbsVgX1yagU0ahYVM0fa1djZFwdvyo/70emEUZUZ31UXfICuLvjiTSC+VIe50K8mE/t+29zAOHD2FmtUqom6NKpyyRaRxG/7Zi+aNaqF+reo4cfo8Nm7bIyJVVekYjevVYK86yYkAekZWDhtmX3nCO2eQMzJ7cWlgAPon9wcBujPPpyzcEwToAXwKbA1UCI5iyXvDJEoiFN7XYVp0EMrQRgnKvQlozp49h5mfzUbTps3Q7b4e0jzqkrSDAF0ACyOVllLKoggPgWC4JvnwzwshvHeKIk0eKUsIoEIARp5RYRSShC50jyirIvujvseMGo6My5dRrXoN9H75VaXclS1pIOURsndD9TRlGgeFjdHPucQVgT32BihmpxAByAgAETcDAR0um2UyY9eO7fhg+jvMSvzQw49yzxQOTcqJ5EagnGhRekd4hCVIslfU5L+dDb90aVN64eYxo0dw3n3/19/0qgItPU5CsRURF6SECVIzE8uM/qS9I6N2SP7kzaGf0bPhfG6dlRFdDdDp5wSy9+7djUnjxrKSFRefwIp4Xn4ekpMrcLh+dEw0plMefaF4hqRw0T6jPRIbHcXjsHJIAJ3Z0q056MrEeQ9RjfTnn3sO+ZF1EZF3BGHaSOhD4mDSJLB33RASwx4Q6jcqNB/xhaeRk5WFtMgWYu2KMiv6FHOhKzJCiwjkIPzyDugr38pzoH4oGkAwwwtlmgg+BS2VyJWXBHhqEjLBf1UoylNKL7oX9ohfulBeYJKLVF7J20bvo5osTr5HwmMoAALJnGuiO5GDXNpaNOfWoVy7LtBVdy8f2f79tz5770YWhW2ei7tuvQkPPvRwaUsq9vc+NSAWmrFp8ybs3rkLhw8fwqzd5iMAACAASURBVNkzZ9jTePfdnXFfjx48p7S0VHyzYjkyMzL4/S0o0LORfuz4iW6vyVFD3isEZI1GTHlnMrp16YxGjRspQFZ5IUsd0Zp2QeW56L2k94z+pBda6itSV6JvngTL8h2V+pSrug31I3Qk4bkVoJzy3MVLw/ueHCrynCFyIRX3hIw8kWeQLBlH52lEZITTpWxpPHpOZHTwxrtWqsj9dAPtObpkioIcVhqv5FlDQpUGD/U5RHIhcjfyoNN5Jb9npMtQeHvLxvU4V3/PwWOcg06h/PVqVrOcc1FREYiLiWQDLwH0C2npnIZwz83X+0kCQBCg+03UV+xAQYBeBh6dADfksSICOWJc1kJHHixVzVm1F5KUR1EKxHUFRFqa+WOnlLpwpR/60BiNBjE3suoqXn9HfUyb9j5uvOl/uKZlK7dK8jAb6n+YKI7WT+CFFA/OHVXKQ7E3ISKCwQR96EjBpjA3eRGop58TQI6JIsNPKLKyc/l5UXoF7R96jux9tGPAfrn3s7i2XTusXbMaU977BHHxsVx+JTc7C1mZWcjOzmLW9blfLVH2JykvIneV9jHlMtOfBGbo/5ioSBtPG4E1AkNkUKCPKoXqEUikeWzeuB6zPvkQvV98idMh6OdkWCAliUjHyMNJzOT0MwKKkZG6IvEmFgWYSte48X748jhYungRfv99LXsERo0ZX2pZudLmolb2BYOtKEVE6ybwK73pEoRLMEkAlQC5BMj0nNgrUVjIBhUug8MaLnnBrCRx9Aw4hzEE2L1rJxo2bASNVotdu3ZgxJDBuO76DujT/w307/Mi7unchbkmaA5kUKG9SPuO9oMsi0Pvtr0HnU40BtIKmL7j3gcRiSw81/sFNG7SDMNGjkN+bg4M+lxkRTVFbmEU74XErL9xy/9uxB9//IXUsNowacsjPMQMrfEijGExMIbG8lwkQ31MSCZCMw/AWPkW9rzInHUaloxMvFZZO56MHHp6D0UIrX01Dul5pt+RbMnI4cdAqNK2Scm/Z8OF2TJnet4yEkN8c0QJKM79lItSlVryxjoj07agwGxGtW5veLYWSxqQb2qjm9fNwIsvvIAbOnZ0e57qsGhXvrvuDvjN8uX4adUPMBgNSExMwvFjR1GzZi0kV6jIHmkC8Ht278b7Xs5j571jMiH10iWMnzAWQ4cMQnJy0VJqzqyL+pJecz4z6HtIlRmUKBZrKLRI17E6N0S7kkLRHY1vAYLKL+kstO3XlsBWBKCoAbr4vdqgJdYgiOzoPBQ51VR+t2TeBcF7UXDVAXQKcadLkvw5sw/U96hJ4ioll2NGdvqeacJCER0VKUqthYdjx74j2HfkBHvL69esaiGj488b5aBn5zJAp/O9TfP6aFKfQuX9c720bK9/BrIb5eOeTQIybnBQ1yUQBOiuy8ynLehjwEzq7J0gZTuUyZSkN0wyBguLoQgzLO2QV09Yela5li15U+3KdglLsbBQqwnsJHmQ/D1/gFThkfRve8KPNT/8iNOp6cw06w77uPjACQvqlaPxem97EJggEE2XKIUlvAf0P3kz2bvJpaQKbdhYSREg8ipSBMhjSXuEQrgYQOu0LE9RasvIubS030TfZjz6QE98/NlsTJ08CcePHVHqyFJIq6hZGq4Jhz4/H72efBadbv6fADEK8CHCLcqPo5+Rl53GiI2JUkCdMCaR4SA7L19UNtBpmZSMACL9lsKsv5j3GU6fOoVxEydzeDOHZ1O9aa2GjQ10LwF8IjGjUGVHGFwas1x5L7z31Ir2tPqXn/H5vLmIjolBp06d8OhjT7g8nNpAJ9nQZZijPBssmcVKxAL9m2QgwwYN7CEn4rNIS74fgTEG8PQMQij8W2EtV2ZIfUsWd5EbWNQoSJEMtLfIk0HPZ9UPK7Hq++/wwcxZiudahEzLmuFUc1sCPxuArjAyS2Aon+2mv//G9R068Dxlzvzszz7B6jV/4Jy2ObPKJ2aux9LlK/BAj/sQFpUMoz4bIaZ8hGqjYCrIZdK5vMgGbBCicysOlxCSfQrmKjcrhi5RXo7GloR6dEbSf/J9EmugcEtbpZrWQ3tflpeje7wBXF3eJO40sJRfo8aKx1IJ4RUGH3H+yu+MJ3nnxU7PXICoC+tQ7s6+CI0p584qLG1479jxMHjUoapx3s+TMPXd6R5VmrC8x26WV3N3Lb/8vApnz55F127dkZiYaOlm+bIl2PDXX15NtaHOeZ1mM778YgHKJ8ahc5d73Z16kXZ0VvG7qFX4IZQ7KFeZnj19fyRAlpGC7oB01juYGFEMIMq3ue4UUS+A5sFGdaVEHH1TS+JKoPvo/qvNg56n6DWRRMLpxqUG6JR/fk3jugoxpLUzytQhgE4edALwlHMvFQbSp8onxltY3OkZtGvRCNWr+I/F/eUAAfSPggDdjR0XmCZBgB4Yubs1KinXXBJJG86gh2sYK+GoklijuI5lPqoIdZW1Qq0fG1lnVHrZpGImPx7SEq0uYyIswiIfiz5c9uFKF1POYvonn2L4yNFuAXTxoZcMw559GN0SeIAbSW8zyZZIBQWQFsYaei7sYXYBoFNbrYbCnAs55Ji86QTIpPKyedNGzJr5CabN+BinTp1AbEwsIiKjmG1XEmiRSF7v3xctW7dF9/sfZDBDe0YQaBkYeFM0CP3dAtAVkh9q6wigy7qoBPLOnj2FscOHYcHCRezVJM8rhw+Hh1+RAH3hl19g2dLFeOTRx9HzAffI4CQgZ3I1JZFBglixRQUksTDcqsvYKfmHIuVARCpw6LbCV0APT6Yd0D6j3wnjm6WsNxt6yLBXHB0UGUs491rpizzNQwa+iVq16+LZ3i9yf2RwZPImxSsv9nAolx0iYw6RFtFZxvOSJb9UZjlxL0XvUAi2iVc9Yewo7Nx/AlnauojO2oZvvv0WPbp1xY2dOqFl61a4oUNH7NqxA5Omvofc3FyYo2shO6wiA+5YUwpMORdRWKUjy5TON70C0EXFDbEeMlLKNAtOL2Gvl+1ZRHMWMhJpBKT8XTEA3VKn2loyi9ZDMlbnosvvC0UXOLSKeXBW6rL2w6TPQFUvedDlVDwFU+olmQvykbt6Kpat+NaDlUqiT2t4tkedeaHxooVfYcWKZahYsRIaNGiAu+/pjDp163nUM+2fnTt24IsF8xEfH49hQwa6/f13NJHiADozfxeKSC5fpwh6JCAlB5t0JxmCX1x/wgivBwFZb+5nT+fvaXtnAbo0aInUGlnBRkRZUSk6yjGvV6sKM+XbX/QZISb8nQeOFvkdRXIRq3v1yuWZbI7ON2K8r5jsvzroLy8PjAf9ox5BD7qn+9df7YMA3V+S9sE4xLwcQWBdYVImi7IMi7cfjhRQ8kaSB1WGaMrDTwIs9pQoXjJSxqkesNqLHRYWXsRLTh8ZEXJWWITwg9q+PXAIhowYjchIQfDi2qXUzWZ9+L8H0OmZyRBwDt8KJ6OM8GSTouwqQGcpKmHF9JzjY6P537+vXcMY7+jRIzhx/BheGzAY0dERvBeI+Zo+htHkWeU0jBAMHzYE5ctXwGNPPcvGHulBp98TQBftVB70UgC6BAK0l2h9A/r3QfeeD+D6G260hPZTpMeV5kH/YMZ72PjXX3jplT7oeGMn17a+6m4Zyi5Dj+WvZL6l+LdSO5aJhJQQSyXsXYSrh3C4Or1GHAKv8gRxVIwCimU4J+8VBYgyyVFxs6cu2RuoXCHA/r37MGnCWLRt2w4v9nnVMp4Mw5cAnCMcVPOyzEnS+ooNyx2r3351NMFdXR6ABnoYTSFYtepb7pruPZNyGgOHjsHli2dg0FWEPqYB711p2IjMPYi8nEyEVLle6VvUhRdjKURM1JcSqsqlu0pItxEeQ7qH2lxBIe5i67AhVJRgEyz7ZMSweh2FPGR4v9wXbm9ou4aavBSEZRxAxZ7DPe7Sfs4ed6h0YLx0HIU7luOrhV971KXcu2UluocWc/zYMfz7zxYG6qPHjLMAdPqu07fG1Ys854cOHsDPP61C376veB1YFgfQ6QyTOou9d93VNfjjfglSybFR3H6QAD0iQnAUXS0XRcfRweMoMsCql4rvEkUoSb1WgnQ653Pz85Gdk89RgKQbqC/pYMrOzUdGdq7ljJf3kK5C0X5RERpczsimjxjnpEdHlVz6z5vyfyVAAP3DIED35mP0aV9BgO5T8fqnc87H1WkRqRU5TdHRUTYHvgxxlSztdMgJb5SRP2h0MfOpG3VoKT+K63kSaFTIqeSqjXo9pn/wMbp1vx81a9d2Qxj/bYBOApM5a6L0k/AQyPBu+rsrHnTyBFoBSAhiYyI5ZPfggf0YPmQgypdPRus2bdHjwUc4ZJ6eJ3mxSSGi++hDSNc7UyYjLz8fL/bpz0qDiM4Q9bRliLQrAJ2ADbWljzGtc+SgN3FX5y645dbb2RAhQrOdA+iByEHfv38fDuzfB2KjT0lJwaVLF5GVmYnEpCQMGjzULY+UBRJLIi9m2BaRE5Y8bcWfLoE6OzfJwKYAcmn4kLn4EojLHHV1xQj+nVInW6BcCu20BfL2LzCH2EvGb5UR7Y1+r6JSlSoY8NZAJTdTsBhbwK66Vrhdp0W8RA5CSm3AutJ+y+ZNzJ1AYJOIsB5/7AkU6hKhj24Ac6hVeZP967J2IzfPgNBK11rQP0cnFCUs96icmBuHXkCasPFGuRjoqAC6NEzI5ycjIbw50dALm5BYvRZi2vb0qFtfAXT9sS2IPr8Ns2fN8nh+MnrEo4683JiqSqxf/ycmTprC59XokcORn5eH8ZOmuDwSnQmnT57EV18uwNtvvYFQN0B+SYMWB9CpjX19dJcn78cG5PEX+lMh62yOLjqTc3PzmC/AHf3Mj8txaSiKOKIzhqP67FIV6PlSBSBJbEp6q2DNt5L0iXr3lMog4sfYeK0Q+tH3kAyOMiWPoilIf7BPwXQ0YY1GVPLwx9VnxT5/DFNkjA+6Nw7IuMFBXZdAEKC7LrMy10IqUARmNGHhiI2OUEKnNKxx0gdAHdbO7N+Kd1zWEXXXOkusv3TYspVTYfCm0GlzQQHOHDmGxT/9jOs6dES769xjx6SPvcwFK3OC9/GErMqmCI3kUlFK2DeBZQJQFBVB4JgAtQQfpKQwuZzZxORxdB/loMscWdoL9Hv6uMl240YN54/ly/3e4LQFJi0kQw7Xl6WPXRjXciXn4MxPPsHpkycwcNhIBu7sGTWJEicyz1gyY5NlW9SiFt5LAu6UQ87RH0oOOoEDStsgzyORtowaMgC333kP7r7nHpEvX1DgPED3YQ6q/eOmnM6ZH3+IfXv3oErVaqhcuTJq1aqFeg0aoVmzZkUiSlzdLgSUGNgyK741H5hJuxTwLGuKs3yZ6M3qBZYgX+4LPgfYay28xJY/lYnJ/calgUSCe7EROXItEtgT4/r69X9waOuhQwfx0SefIj4h0RKST/fL8Hz13wWuJy1LGAWKsIe7mvOpyIzCa5cs/x5Zce0cir3w4j+IjIlHfqwS7mepES4mKmVm8d9fPc4rx9vQbv30PjObu8KWzSXVqOSVwvguzmRXd3Tx94caMqBL3YTyd/VHaHSS2x0LY5X1+bndkV3DnG3foYo2D+9Pm+pRl2XRgz5m9EicP3sWr/brj4aNGmP4kEG4nJ7OXCNtrr3W5dKXdH5kZ2RypNXYMaMQGxfrkczsG18tAJ2OPIOhgNO+aF9QCTYZBSnXfLUCdI66U8pWRkeL6EomtmXCWFHNSJZxlLoD3SMNqPKzwN8sybli8wkR3y4Z4UljCWeCSCsgOTtKg/AnQH81QAB9RhCge/U88mVnQYDuS+kGoG/OkyRPJgEgzgcWBE4cnqwwoEqPm6sEc46WI8oSmUX4LNcFNkKj1XAZqfkLvuLQ3v/dervbeYtcak3xCAZAnAEdksLbmR2dCdrC+OMiQ94ph4p+pteLXG9ij5aWaPoYSWb0WOXjRwCdnj9FWnA7IltjsrYI6LThOH3qJN5+oz8GDhvFNXSld5Wt04rlmrzjlF+7ePFibPzrT4yZ+I7IQVeee0ZmFmKioxl407wJsNPcaW6CRMzE8yVQSeR1RLZFIWi0d6hfupfC1oa99Tpuu/Nu3HtvF77XHYBOD85XLO60tunvTsXGDevRunUbvNK3H+Li4r2+V9QGGlFOT+SuSnAuDSMcuaJgW7WXQYJfS8i7ZOVWcsxFOrECQRXAZQkDt+Qm2+XLKqDMuj8KMXb0KOzeuQOVq1RFo0aN0P6660XlBht3tKqatgWMC5EJXG4dR67bsWGOkKStqMUwtj/cv38v3nprELISbihiiKC7I7L3cHRISEU7AG9jvODZeRWIen2TeLFDixc9xLbWNKc+KXWYJd+Bt8F5WOo2xFati9jrHvFoRb7woBsvpyB/w1wMGz6Sa4t7cpVFgP7Ga/1w3fXX44EHH8b4saNx/vx5vDfjQ+zYvo0Bdvv21+HGm25C+/bOG9lpnSuWLeXvw72d7+LIniLRMW4IkvolMjh6KR2FsV9JHnRaviTf5Ug5cnJwvon4uTiaQ3i9AlBSimHRSEVHYuTylgoZnfo7Is5bqvIhUqFkjXb1PSKcnP4Xegd9c8Q8hWea/1QMrlzFR/kmiHB04eV2dCbbz1My86vZ+EkHEP97b79IniQaXzLpy7nYyyYhwUqg6Mb2dKlJ328C40F//76gB92lBxXAm4MAPYDC9+XQOo0g1YrQCVZmGULMirAb7O/OzJU9pFRPWKfBim++R0JiEjN9e6LhMkmccGk5M4Wr6h4C3kS+JsKDBXM0h30R0ZfCtk1h6xTmTkBWWoTZqBEawqzoBHypvYXFPULL3nEKlyaATmHzghgMmDp5AowFBRg+aoyNHOkeAvQEDAlYr137KxZ//SVe6vsGdmzdgsMHD+D06VPM7H59hxvYG87lufQF0BcYlYoEIseXPtyktFGuOikCBOIlQKcPNXne33q9L26/407c27UbG3xcAuiKgiNkJioNiJxi9/ZPevpl7Nq5k2tyX7x4EZfTUrF7z27UqlUbzzz3POrVq+/zPSe81MI7TmsR9acF/mUDjqL8chigokixkiXXr3jbOQpDSUWQGpa8Ty7C4m1XydHmd3YAXSqZL7/YG02bNsXLffpaPBoMmyUYF//grqRypxacZHXnnHSFKM46F+VOO8BfRPCqZ7xg/lwsX/kr0qOaWwdUYXit/gwKs47DUPEmmxB3NSD3CWO5z3eL+wOoAbrgHZCKtqh77u3cc5ppeP45hKfvQUzdNohu6TnTtxoYuPvO20swbMs8NK1XE28MeNt94Vq2sIiKKUvhyhPGjeE0JwKC9L0ZNWosGjdtyjNe88sv2Lz5bxw+dAj6Aj2aNmmKwcNGlCoHWmNa6iVMGDcWw956E/HlkhBK1Q08vGT0Hz1bCexklxK80xnnLju4h9NzuznPnaMazUrUo/WkpDB4GelIP3W0ryWglWe8TPVydK84k8VU5bfRHqiq28tvjeX4VEWpCcOw9USn+RPhpzOXBMuyZLCM8vTluyFC5UkPEbqI/bpjY+OcmbpX7ukXIID+XhCge+X5+aOTIED3h5QDNEZcdBSTewnlSihYXEM91PNyIY6WRIcdMTKHh4Xjq4WLONS37bXtnATXimfMjhDuvwvQBSiTNaTVJF7M4m8pJWPmDzvVB5fhzRxFwcSBotwMfYly8vUM2CjcXHAFELmfiUPdWdEpBC5cPI+Br/fFsJGj0azZNRavpCzFRR82IlbZu3cvk4AV6PWoWKkSatWug/PnzzFYffKZ5xTlU4BBJpmjCAuFZIuMRVyWi+ppK/Wlad/QfGWO2Ot9X8Ftt9+Brt3u47Ux+zhXCdDwnMlYQP0QuY4j2G1fH7y0XOqSXk/yyDz8YE/UqFGTyxMllSuHNm3acs1vf10WkjhSLGTIscLmbyEvo/BjBaBLJU6E+IkUEUuYINW1VnFFkPzUoFydl84qIitj4t2k+7Zt3YqLly4gJzsHOTnZyM3NQW5OHsiQsXXrNmSZYrB21SKraJSQ82Jl5SCs3aI02f2uSB9KaKPl5yqA/uhjzyAtLwz6KMFILfuUhhsqwRaVvgm5FW9lgiBH138VoKtTItTRDFbxeieqQJNzDJqsQ4hpdhsiG7pPomj/7LwZ5p63fx1057ZjwRdfeuV1L4sedLmwnTu2Y93vv3Oou6PryOHDeGfyRNRv0ACvv/lWifLgdZrNWLpkMaLCgc5duyLMCwBdpuYxYaEd5w2NSWCW7ikup9srD9GPnUiSOAp/t+ZhizQmeakNPur3Vc05pL6fveGKEdRR9R9hEBZAlr/dkjNE+Y6oI9OkR537V0oHcqULJwzi9G2lb7tWayUu9qNoHQ7lzxD3ft8GxoP+XregBz3Q+8zZ8X0O0JnMgcnHhAdNlPMKXr6WgPR2cp1rhfyNQt59eUmWZrLEr1j2DWLiEnDHnXchxEIS48h3xuqzxZopwYT14/Nf9KCryfEUlmVFICV5hdQf56LPuTjZ23zqMX3qFKReuoQJk6YojNfCbi680cLwnp2dhe1bt6FjJ6lUh+Djj2bg3LnzRbzv/HRVnk9nvFpv9n8VjZs04dxHS/RyiPCES7Ao51TSfmZoyTmpRfOtXXkPHujRDYuWrgio14s9Iwohm8hBtwWVcq2W8EMl4ZsUMRnizmBcksi5IgAJ1AsLMf3dd/DLbxsRxu90KHL1ZpgRisKQcGij4hFRcBpd770bz/V+wZJ1Lj0VRYwpKoAtUt4VH40qr9BxmHvJk1+z+he8/94MZMe3Q2Go1kaRtexlMgpd/AuFCAPKNYdJ5zi00ZcgPdScj9CCdGhyT8EQXRtGnf9K/DiSoOX8UMxe4t/2/P2lvEtOBqpQabWQnBQktLsPuuotXNyNJd/uTYBe+Pt0PPjQw7i3S1e356g+/8R5VrY86K4sjM7+fn1eQavWbdCnb78Sm9KZtPKbbxAXHYH/3XqL21FM6kEofYvOBJmyZ/P1UvKayTNLpGpXw0V7Wa/XszG6OM8yl5fjyClJ+OtebXF/y0vWqKcSnbKykL/nYD+ePwF6/2/3B2S507s1Csi4wUFdl4DPALrMn6FcaM6XDQtFTl4+0rNyXJ9lsIXLEojU6RATSXnoWuExM6NInXKXO3WyATFwXjh3Hp/MmoPhw0cpoW3CI2wPwKnLC+fP49LFi2jYuLFSy9kKPuxDkJwBeE5Os8zeJrwswjDBoNhS/9NJ7dfNlf22dg1mffIRut7XHb0ee4J74bB0FcOznI/aK02KGNX73rJ5C6ZMm+5RSgONuX3rP5g4bgxGjB6L5s3Jk+/+Jbz3RUuLOdvjhr/W471pUzF73gLExMQ428zr99m8BzJPWjWKBPAWbwc7vZVw2pBQa410JzwbxU2eDDe9Hn8axth6MOoq8W3272eo4TKisnbhpRdfwD1duoi9IEMilbG5jcpoYzEdyfB2y553fb/n5eaia/eHGEBsOS2UdPE+iUAe9flBP4/I2Y/w/PPILEyELqmWQ5DsTZCuy9wHQ/Z5aEIMgvyvMAwxOrE/Y8tVRUp+UsCAunzPOZRd2T8kP5v124SFWsvvWfgOrLGzDreRJu80CjOPIcRsQIVbnkZ4UnWvvytslComFNiVwfKPbIIuZTM+/3yBK81s7pWGM/lD3vtKOVO3Ow1ww5SU0xj09gDceGMnPP/CSw5nIw2pSxYvQo1qldGhg/P56yUtj4jEOArQATO8BKoEZJ1h7A6wGJ0anqMS9SLKTeR7u34mOjVQAG6SHnrST/+LAP217wID0Kd1DQL0AGx3t4b0CUCnly0uKgLR0dEczkoX5aNmUFhkXr5bEw02ck0CsVQbMjqSPV10pOs0ZIH1z+FOAJ0+oHPnLUC9ho1wQ0fhaZV5P+oQynNnz2LenFmIiY3B6VOn0KhRY2aSpbqslM/ctl17CwiQ3yaZj+2aRK6Mu2VIsaU0lgXueu/ZZWZmcs7h8WNHWeYUnp6WmoqMjHQ88sij6PnAQxZhqT3WEuyoPdIyZHPo4IGoWbMWni1GYXNW+lSHnYDCjz+sxKGD+zHjw0+cbVqsoii96K4qNx9+8D7W/bYW3br3sBgsPJqMh41lPr2jbtTl5SRbOimsEqgQ6PIk1J/G7Hz3nTBpk5EX28yiKMoQevWcCITp8o5i3NixaN6CvKOijraVR8LeK2ttLdnjmZnXDWU05dQpvPjyK8iLbQljaJRDYK6eK+3fMEM6tPpTKMzPYI9xHmKgS6gBQ2RlvtUbAD3UlAtt1gGYctOAuLowhcfDHB4DFJqQlL0Rn342F/PnzcbWf/8Fmea0MclIyYmCMUIYQujikPC8M8gtf4OHO8lxc5l3bjGiWnJN7ULai3l88uyy4XxQjq3wvBQg8xhCYURCk46IbHRzsWtQ0xa4s9DiDDKu9hW+ZS6ua31NsSC0tP7k2ch7SIniETXnHRuqS+uvLP2eKlcQgRxFF3S7r0eRqVF4u8lgwMKvF6JpowZo266tV6ZfEkAvid3dK4MHoBPaK4LZXIT0u3MmBmDaTg0pSq0ZQTXey8rlTw/66wEC6O8GAXpZ2W6lzsMrAJ3qMlNua7iGcmPDoA0PY485WciIJIpInvQGA+cGyTDNUmcWvMEjCZD8iSSMDCQayvulOulMBuY9oOdogqZCM/R5et4HP/28Bnn6AtzX8wFBfqJ4V06dOol9e3Zj/769SL2Uirbt2qFFq1YcynXy+HGcOZOCGjVrYM+uPcjMzBBA/dp2OHLkME6eOMHlm8olJSExqRznQFuZRH27No8eiBONrSHqAhb44po/ZxZ++vEHNogkJZVDhYoVUb1addSuUwcNGzbiHOuSLnUZL7pPeoSe7PUIXhvwNq5p0dLtaS/++issX7IIEZGReLXf6/h87mw0adoUr7xacihlaQOK+t5KJIITcj2bkoLJkydyPmO//q+hQcMrw+JsKaumpAIwQFe80vSnJJMrTV6OliUd7wAAIABJREFUfp+WlobHez2C7HJE+mj1RDsC6PT7iJxDQP4FjB89HC1atS6R43HDhvXo0KGjTZk1d0LbadwlXy/El4tXID2KxlQx1Nt5+4tLBwkrSIWm4DzMeWkICzEh1xwJbUJ1GKNqOv1KhhpzEGpIR5gxC/lZadAgH5oQI/JNWoRUuBZmVdh9qDELFYz7sXDxUovYN6z/k2tS79q1i8swRcdXQF52KrTaCERGReP4uUzkJ7Zx5zGW3EZ6zWWmgXIKWcBlaSMq+ShqUn1pmNGe+w3xjTsgqsmtxfYigbX6BjUNgX0EREnTcTWtxlFfBWumYuiw4Ux+6Oql5sFQR43JecmoHlf7LUv3//D9d1j41Zf4dNZcREXZ1vEmgG42GjFn3hzc0P5aNLumuVem/l8E6ETcR2UPiysN5hXB+rkTyj0ng6Bkiffz8MUO50+A/sbKwHjQp3a5MvSZsrInAjkPjwA6e8pjorisEhGDke5LYcwmhdiJCMOY5IlLLwRzz/39oDnUi3JO2foahqgILdfFtidX8da8SPnILzAgTMGWkyZPxYOP9GISMa6pHBqCjz6YgcyMdNSpV4/LMlWvUaPE4c+dOYN9e/bgwP79qFmrJqpWq4bs7BxkZWUiIz0dl9PS0KrttWjVqjXq1W9gKU3irTX5qx9/gPM1v/yE2Z/OxFuDBuHaa9u7tTThJVMVJAX42YwdPRLzv1KRg7nR+8vPP4PO93ZBVlYWvvvuG9x+x11sTBg0ZKggG3TzcujZK6av5cuXYsmir9G2bVu8MWCgmyMGvhk9Jeb7IKZ3pXZ1WLioZe3qtfqXnzFt2jQUFoYgt/xN3FyCX4vxw0G/ETkHEK4/h5tv7oTX33zb5o7f1/2Gv/74E5u2bAWRBUXFxOHZp3rhrrvvsbK8q42J9gVwVYtISUnBX3/+gZU/rUXGpfPIj64Po66iQ2OkPXAqThbsWTdlQqs/B2PuJehCqLST7aUv1CA8tgp73QmIh0PPQJwSUwyF4TAUahERTZ7yWBgiyBtvyxtA4FybdxoVYo2Y//kXDqeyZ9cu/Pb7WrRs1QodO3ZiWT379JM4nxcJfZxSw93VB1rS/WqQrY7ecWXbyD4UoB+ZuQMGsxHVujgmH5PTUXu+HU1RnaZQGqOGN9jcc34cj5mfzUa5UoyW9nNVn5FFOVVE2on6HRL/UCI1vPks/dDXyBHDuLTW6LHjbUZjGZjN+OjDD3DPXbehXn3vVLsoCaCTgZ+kSPnaV8vFqUsmE3vRryaAXlajHfwJ0N8MEEB/JwjQr5jjwSOATkzKyYnxnB9DilqB0cgMy3o9sTOKesfBq2xIgIlVwsJQuUISKOJBetaYFboYFmNXZ875UgYqxxWKQwcPYuUPq9D/tTcRojB205iTxo/BXZ07sxfcG1d+Xh727d2Ng/sPMrFYl673KeWAXNEovTETd/oQ7NgyYlTyNrjTkzNtxo0egYoVKnIIsCeXPUifN3cOR0OMnzzV7W5/XvUDli9ZjNnzPuc+Vn73LebPnYPqNWuCnvHHMz9zu29qKA2EZCQqDqT++P1KfPXlAjz+1NO48867PRqvLDSWrO6yhBm9/65e+/fvwxtvvImCyDowRFazEDrKvWqftqLuX4DcbMToj6IgPwvJFSpzuaCL505x8TsK4840J8KoLQ9d7mFoCi4gLFwDXUQUCvT5MBkLWDGNio5FQlI53NShDUd6UBrMpr83Ytl3PyP1whkUmgwI1cZAHxIDQ0RVFFLoeAmX2rta4o0KaLK/X4YuR+hTYMg8BXOIBpExCRyybgojQB5dqpg1eaeQiBRUrFwT9/fshk43icgEZ679+/Zh+LDBSA+rxuRyPrssB5ObI9Dzzz8HbcYelLvzVYTGlCvWPFQcoJagXBoFiwt/t48Msz4zJb3CxSWY9TnI+/U9LFqyzFJxwtku1KHtamIvmY8ueTyov9K+Ur6OeHN2TcXdt/bXNfjqyy8wa868IreQHKa+MxkP398dNWrV8nQobl+aB53LfIVRvjbV8XZcncErE/FjJyTHvLx8NjzI6id+HN7rQ8mwffqGqMvHeX0gNzr0J0Af8H1gPOhT7g160N3YGgFp4hFApwMwJjKCD8MCgxF6zikRTJLBq2xKoHxiHNegJmWdoh0ofIoiIejgp3AjT8k6GKQXGHgfjBgxCgPeHsTKNV1UimnKhPF4pndvhHuh5IpawgX5+fh97VpoNFo83KsXIiOJIKo09SdQz0gNzIUvyNfgfNCA1zk94H+33FoEoJOSZTQaUKdufdSrJ8pSOXsdP3YMlKvdpGkzBrbuyvy1V19G+/bX4bEnnrQMvf6PP/DRh+8jJyeHvU7f/fCTs9OyuY/aqsvUOVJ6jYYCPPv0U+jWvTt69HzArXHKYiOjiWrrkhGOSiy6DtAnTRiHv7cfwWVtQ8vy1B5ACUYcAiQVS7tGfx6hpiyEmAuYYM6oSXIoLm3ucX4XzKE6ZmAndnjyNIeZchARaoCpIAcmQz7CdNEwhMbCpC3PAN+VyymAXopHUx0R5oj4sqT5hBozkKTfi+d7v4A73DQE/bTqB8z67FNkRDaGUVfBleX7795CIPzsb0ho3B6RTW638BDYn8pqcG49Cx1P0wp+Vb3YPSsRFi+IAd3lXTGmnYb534VYuGiJy/JSR+xYGivEENLzLw3k8veO9qTNO1VGPexjRo1ATEwsXnvjTdszV4TuYPy4MXju8cdQuaZ3yABLAugcvcnRmpTaE8qOo7Ju4HB2c1HUIFXhcUSO52wfZeU+2usUCUTvun0t+0DP0Z8A/a3vDwRkuZPvtX7LAzKB4KBOS8AjgO70KMEby5QEyINO7PpkbU7PzuW5RUVGID4mGpERVJOS6qS7P2UJiL76egnOnjnLH8mLF84jNDQMFStX5pqovrp+X/srLl24gIce6YVq1Wv4HPi6tA4ZHs6NlPJffjIiPNSjK5Z9s9IyXQLlf/6xDgcPHoBOF8F8BZlZmVzbPCo6GgkJiUiuUAFVq1RFzVq1OETx0qVL2L93L44ePYozZ8/gcmoq95eYlIRX+vbnXG13FKK/N/yFmR/NwAIHIfJ79uzGnFmfYdKUqW4rJxbveQnEY6NGDAOVBxw7fqJLj7Ss30xRTLR+AujElltaiDsB8j83bIbZqEdUXHnk52QiP7phERBM7zg9a0c56A5DeJ0UlOxXfbs7e6qk4ZwB6M6M6S5Ir2ragZtv6oTner/opFQc3zbrs5n4Y93vOGco71tPupuzJGNMxIV1qNBzlKVkY9GQb2slAFdyzPkEVVcCUKVAiD3uGUAvSNkN7ZHfMN9NBndpSJD72QLI6T104uNqH6Vk5QEo7Q1282G52eyJXg9zTfSWrVrb9MDPprAQgwYOwOABbyChvGtGtOKmUxJAl20otYfOcuJE8oR3w02R+KQZedCvlhB3MpYbDUb+fvynAfoPAQLonYMA3ScvqQ86DQJ0Hwi1rHcpS+KolRyhOAFx0VGIj42BTqvxeBmZ2blYv2EjYmLjkJSUCK3OP2ydO7ZtAxEttW7TFh1u6IjqNWp6vBZVILoLfYnScvISyhrl7/qfjXXU8CHIzMhAQmIiDh08gMjIKDRt1hy33HY7mqlKmWVnZ+PI4YM4fuw4Uk4rDO+XLiEjM4OBPIH26tWrc75/k2bNUbUqhT2LEHLhrXLdsrNsySL8tf4PvD/jIxdk6/ytIk9a7O9iw9t/+B4rli3FZw5CNZ0fqWzdSfuNALqavb004PnAw48j3RgLQ2R1RGTuQqE+E/rkG4ssrDiA7ik4p4Hs51janF2VuidzVL/LMm9YAnVnQ2qrmXeiS5d78eBDj7g69SL3fz5vDn5duxZGgwGpxniEmI1IDM9EmEYHjTYKZ9MLkB/XFAgV1VSKu4ghvlqMHscKvRf+SMztIZlHUKXHYOWMkLnX4hkLDGd2WHrTXcHIZyv/dPaZ2I+Xf3gDEi7vw8yZM92dChsQxLkY6jZzu7o6gxXsl4189c2bNuHDD97D/AVfOZQR8cS88NyzmDRxPPPHeOMi0lkiwNU4KLOm7p/kTveSHnM1gPSrDaAblHr2ZHQoS5c/PehvBwigT7ID6GvXb8XUmYtxMTUdDetWx6gBz6BOjcpceWvElLn4bcM2jrrt80x3PHCvqL7RvvNL+HbeOFRKdhwJV5ae6ZU8lyBAv5Kfng/mTh+0hNgYxMdGs1KRnaeHThPOIUmcX05pDVS+zS5vnfNdTSbOKcrO1fP9VFIvNz+/SK1kH0y7SJd6fT72bN+O4ydO4rU3Byhh5K6DR+rYGsYrwUNx/Sj1ltl/Y72kw8Tq5HFvHp7Kbfjgt5mY77Y77kT9Bt6zokr5uAvQiS39yUcfxJBhI4p4Yjxds8z7dCYM+bFHH2Iys9atbb1Bns4hUO1tQm15E1Lmd8l7r2u3HsiNqAOjNpmnrcs5CH10gyJLKI693ZEH3Jn1W7yhRcKVvfuuSMDjCeh3BPCt70Dpea9Uhq6C9iK++PJrZ0Tj1D0//7wKy5evQLhGi2eeehJ5+XmgahkbNm7B+TOnkBlSHvpYx+Bbl7UfcYUX0ahxYxw7dhxnQurDrIl3atySbtJl7oGx0IRq97zMt8lQdpXju0hteo8HdTCOq555msPl7T+hSVQmJk5+x60p2ZARKnXlPSGCU/dHE3LmPHNr4i40emfyRPZUDxoyrEirrf/+g8/nz0OFChWQm5ODh3p0xzWtWyLEg7xw8oyTXiHT8UqbKhknDQUFXGqWUvo8eedLG8vXv7+aADpVF6HzkvQFd9KufClrfwL0gT8GxoM+8R6r7nf+4mV0fWowZk5+A9c0rosZc5Zj+55DmDttIN6fvQz7Dp3E1BEvge57st8EzH73LdSvXS0I0H25CdXYodCZeD8Aew4d8dOUgsMEUgJkmY6OjGCLGVnQ6H9ifSeF3Ggyc/m0hDgiYQqBVhMmuAcKRAk9uofAe0ZWLv/baDIGlCjwfMpp/PvvVrzcpy8FPCofaGcUflt2JNtXxBF/sALMVSWt5DO8kpUC5/ahYCUWtaKdka3jXhfMm4PVP6/icElPGNvte7caV0qvqz1x3Fhew8DBQ5xb+hVwF+9dF/JXO3e+F3nxbWAOsy2bZL9UetdZyQpTAKmqvrM7YnHo1XZh3s6O6an3vDiA78o+o7nWCN2HTh074Nnnejs7dbfv+3vjBsyePRu5ubm4aCoPk64CQsz5CDHlI7wgDUnaHAwYMBAtW7fGJx9/iF/XrEaGtjZHUXhyhV7YiHKN2iCq8S2WbmzzzRlqenJslDg9q0GAzn6KWnJ+NWn/rkTr8oUYNWas841Ud7q6H5wdxBIhoDTgmCVXFubsQE7c98xTj6NWrdp46eVXkFyhItas+QWUrnTw4EG2UNerXw/Dho/Clk1/Y/OWzUg5fRrNmjdD00YN0bzFNS4RhFnBueDLcXbNrJdQlAbVUFC4dpxYWpm7xV2ALs5pwcXgrMx8vfggQBcSHhQggD7BDqDv3HcEt3dqy3Pad+gEXhk8HWuXTEOXJwZh7MDn0KJJXf7d5A8Xsn7/8lP32QD06Z8txcGjp/DBuP5uc374es9dqf0HPehX6pPz0bwpHIyISOhjRp5NeyZ++jhSPXU69HW6cBQUCIAuyQGp5B6BeknK5aNpOtXtiaNHcOTwUTzzfG9VaRuhFDq+BNAWly0Qt/eC27dXew6t+pILGqFTKyqLN1llpk6dcGemXy2Yjx9/WIn+r72B667v4E4XRdo4qyhTqa7+r76MoSNGoYUHtdy9MukAdULeqW5duyCnnAhjK+6SMqV3hHglOEqB45VL9uxJcOvo3ZE/8zUxlqsGC8fvueMzxBUverj+AsoVnsDXqvrnvn7s3yxfiu+++5ZJFzVaLddVj42NQf/+rzM7vrx+XvUjZs/+DJkoD31cY7enpTu3FuU6PQZNsrVvtzvzoKGIJBFh4c5i2bRNy9GhVrTFO6zeu6UBHWtYuvcqpKiXrw57V+/E0ublgQgdNk1NTcWHM94D8YRQGk10TAyaNG6KG2+6Cde2E2U8WfZKNZ+MjAzs3rUTu3fvRkb6ZTz22COoUUqZVTpWZHQe9Sd0E9e+qwTuRRqK9ZsuZGUtdycjEvwtQ2efiSsAnWROZ7nBqBhRQ8CGVIoiIL0u0GuktD9y3tD7+F/OQR/840FnH79X7xt/T9GIODnA7IU/4sDhk5g87EW0uPVZ/LHifcTHiaoki7/7Df/sOMC/kyHu23YdwqyvfsCCGYOZxyp4eVcCQYDuXXn+p3ojME9A3MkgDL/L5uC+vUhLvYyHez2mkAYV5+m1LXcmFQvJrO6YYb20Srx+X24AB1RAukIc5rQW7GDGixZ+iVXfr8QXCz2rqa7u2hKOXYJHltiISYF8593pAZRj4IYmY9xzL/bFhTOnkJ/cqcSJqI0e0tYloyhKU/4cnRXSuGUfHl9aX+5IyxOA7oz3Xe41Z6oy1Ncdwu2334YHHnzYnaX4tM2B/VTKbQguxHZ0a5xQcz50F9ajQs+RbrX3ZiOR6y74P8RVOlBP3fg1bm1SGf2JnVxpb2ktyCyKpIs42tu+2MNyHhZvujx3xdJKTWPxpmypry2bNyExIRH1GhSv+PM3lQgrqaqE2YxNWzbjm+XL0KvXI2jdulWxU+LIPSOxsgtw7q48SVbkbDAZlSpDCj63fuMVD3MIymTOujMAnfY5h/UbDKA64wajycaYQQCdSIA9kaO39g5FXpI3pKwx7fszxH3IqsAA9HF3O35P12/ehTHTPseCGUOQmBCLlrc9i39++pT3DF3f/LQea/74Fx+M78cAfcLg3pjy0ULMmz4IFZO9UzbZW/vrauknCNCvlicZXEcRCezesQ1U9a9b9x78OyIkclTSzKJ4s4LjmnU+KHarBKzgxDMZvvpSb9x+x53o0fN+r4hXRnOURBJHA/V5+QUO2XzzrYFeGfdK6WT5sqWYPWc+zGHR0Mc2hTlUfJAdXVbvuQgZFe+VkuZQAku+PahQ/1sq3fYA2F1lvCS5C1+q6yDGFWDvTNUAKh2XbNiLr5csL7PbpHfv53EiPRwFMfVdniPl2SPrGKp0H+RyW180oKdeyISd1rKWkqjO0ZGv270UrerX4JKU9OzJ6yf3AFdEoL0vjzkl6orOGfkjf+aIS54N8fkSxgN5kZfSGj/gC8k63ycBc/6fUmM04Tiwfz+++mIBnnv2adRyQCLHoNpkAnnAqQa4Ny/5rCS7Po1BYxnNZlCVG0rr88X54+4anAHoJjPVS9cjPSsb4WHh0GgoFYC86SYUGAishyI+OgKRXBq5dK4Md+fqTDsRFSEIIqm8b1m5/AnQhwYIoI91ANC/X7MRH8//Fh9PfA01qlbkx0Ee9F+XvIvySYKP5Itlq7Fz7xGLB52iZaOjIrB89hjQ34OX9yUQBOjel2mwxzIigZ3btyIyIgq3q2oN24e6SaXGGY9XGVlW2ZqGqsa4lYzJM4D+9VdfYPPfG/H+B95hdbewuJeSr0ms9W+/9Sbu7dIVDz/Sq2zJ2YezmTh+LDZuPYCMyGaljuIIoDsDSO07tvHC2/1SDdR9oSTbe+pLW7Q7hie1nByBtVBzARJz/8HS5d+WNnzAfv/Lz6uwYMEXOK1t4/IcIjJ2w4BCVLvnJZfb+rqBOje9uPxc/bF/oD21EfPmzecoMQLoarb+MFVOr7q2eSA82FJe6j3HPyODmVqYAfCuF32WVn6Xf7ZsZu/7Ky+/4PCRU1QPyVyr1foNUDKYLSjg/PiyFH7tDECnPUpl6NKzcxiUE2CnbABaB/EKxUZHlhmjg6hXTylSxCkQWGOBevP5E6AP+ykwHvQxd9l60InF/f3ZyzFr6gALGCeZdHt6CIb0fRztWgly0VFT56FichJefKIre9BnjO2HZT+sQ3xcDAb3/e/oS77+Ptkc2UGSOH+KOziWPyWwZeNGVKlaDTfcaA3ZdSZM1Z9zvNLHciTP3bt2YPXPP4FKtlFd9TETJru8zMcevh/DR4xGk6ZNXW6rbuAKizu1++Lz+dixfRum/IdC3df99hvGTZqKAgfl1BwBa1KsyBgjy0fJPeCMV6Y04KreT3wvkTt5OarFFYAuy2S5vwmtpRbt5VMxbxOzhNeqHdgc7ZLW9vhjj+K8qaJLhHGhhgyEXN6Lco3aIrLx/9wXnZ9aWrzjFnZ04Yk2/f4+ej36CO68624G6QR65EVkqZYIEuJisKtq4qepFzuMOg+evehq6nxVK7UBzBfGMMcTpLz0Qqxe/QsK9Hno2qVzkdtMhSIcnQwMBJb9eZFnl0LEKdpCoyUG+JJLFPpjbs4AdDkPetZUPSczK48jD2KiIpjc13/Pt3SJWOSr0ZSpefkToA8PEEAfrQLoGVk56P7MUHz+/mBUqywqt8hr5oKV2Lb7IN4d2Qenz17E069NxBczhqB2jcqWHPRInY6B/OShL1qAfOlPP3iHsxIIetCdlVTwvitOAv9s2oSEhATcdsddlrlbw9w98/JeccLwyYSt/APEkkzXoq++wDcrluG6665DVFQ01v/5J555/gXc9D8rk7MzU5k0bgznzzkq4eNMe7pHhLWKMDq6nFFQBg98C3Xq1MVzvR17dZwd+0q6b8qkCfj9z7+hj6oHo65CiVOX7O1Snq7Ilp+JCig48zyKI5aTk3SmD/sFOQvQvWfMExwN9oaMGtiNJ554HLfedkeZ3S7z5s7Gpk2bsL/Aufro2uzDCMs6hoLIZFRqfy/Cy9cqs2ujiRE4t+4l61Tpp3m7f0E5/Rl88vFH/Oyoiok02FAt7hBJVqaQI5a1hVreHSsfWpEpWjlRlb9JL7sPve0cum4wYOu2rTh4YB+eeLyo943yqGlGktjMn7KVKQ181imlKQPtTXcFoJOsjCYT56Az6S+Tw5UtfUcAdOC/XAd9+M+H/LmtLWONvtOasrRi1Z8YOml2kWiR35dO5/D1kVPnYfUf/zAB3Gu9H0C3O2/gftR10Nf+tQ0TZnyJb+aM5TbBy3sSCAJ078ky2FMZk8Dl1EtY88tqDBg42DIz7yndZWyxfp2OJNWzMneTS3XsyOE4euQwnnu+NzrdLDxn8+bMwpbNm/HeRzNdmuGe3bswcdxoLFy01KV28mabOsRO5EbLdk889gj6v/4mWrd2PazXrYmWkUaUCzr/i4XQJ9/kYEbq6gZWoOkuOHcVVBfn/VNP1JU+nQHoruScO/MILXnCCvCh+dbRHUPH69rg6Wefd6aLgN0zYthgnDh9FidCmpc4h7D8C9Cl70D89Q9BW6VJwObr7MAimkPQjqj3jzoEXr96CoYMHYZrrmkhSMZMZg7JJeDjyp5zdk7+vM+Z90rOxxtrlfwPhLxNBQU4evwYVv/yE4jrgKITiGmcSrdSZYgCfQHLN5AAThhlTDDTMw8PV565P5+Qdaz8fD3CNeEiN77YKjSBmZs7owYBOjAiQAB9lAqgu/Psgm38J4EgQPefrIMj+VkCVNP9y88/h06nQ7/X3+TRgwDd1YcgQDjLTuHQszhBlb+EhIZi+juTcfDgfowZOwEVK1WyGeT5Z55CbFwc18qtVr066tSth0aNmyA+XpCPOLreer0fEuLjMXzUGFcnbHnOFiDmpDfo+LFjGPT2m1i4eJlbY17Jjdb+ugbvTv8Q2QnX2SxDhqTLXF31O+RMSLu6M2eAsTsytL7T1Lp0T5GYh+N7XSmn5cpcHYGhiJwDaFonGVPfcT0FRLyPkvDOuXW7Ml/7e4cOfhvnz1/EidwEGCKrFekqxFwA7YW/ENe4A6Ka3OrJUH5pKyIaKLqm+Pro9MxytixBzfhwTJ0ygcE8gTXynFPahTdAq18W6+IgomwifyxFSyWX3ZP1ynNEluI8fPAg5syZhXs734MmzZojv8DAXt4InQbRERFM2EYlXQMJ0OVZRyCdDDNajSZgnmgGtKFAeKg1tcLFx1pmbucya0Yjn8H+Tl8oTQj+DHEf+UtgPOgj73Cd9LM0uQV/7xsJBAG6b+Qa7LUMSIDyrvbu2olLqZfxSK/HFeAmmdxLV+TLwBICPgUGFtLNJCRoYcKXStzyZUvw/XffYMKkKahWrXqROW/c8BeOHzuK06dP4/z580hLS0VWZhYSEhPQpGlzDn9v1vwaS07nmBFDuVazJyXPRJiimb0yznocqMTb33//jWnvzQi43P09gYULv8TCJd8jM7qlZWiZAy4Vdcl4LHR22/fHGeXdVwBdTNjWy1/SfIoz0rkK9F19RlKeUnJhhstINh1CQrkKiImLR5OGdZkzo0bNmmjcWHigi+5dBZZbjGaidKQz8nd1vvb3L5g/F6tWrYI2MhYpBRVg1FlzFsMvbkRc5eqIbV/2SsY5WrfAn4J1vTjZ5R36C6aDv+HZ53rjns73Kt8Pu1BwT4VaxturzwDBEO/saWq7MC6vphg39uzdgzmzP8OTTzyBGrVqIzdfz+HYJrPI8S8fHwetNhw6rbZMELWRDIh8jcqTBYrdXbLMy3rmZXzblDg9KrFGHAQky7LE4E6T9idAHxUggD4iCNCvmNcnCNCvmEcVnKirEojQavH9d9/i2vbXo0XLVirvuVB9g1fJEigZsFgBUd+XeqPTTTfjEa437/z180+rsOGv9Th06CArPw0bNUZkRCR74j/5dLbzHTm4kwE6lfMhtmUnn/XwoYNRqVIlvNynr0djX2mNyXjS59V+KNBVQUGUICxzBGLVLNbqNTobleJbgG6dkcVbx15Ox++6/ZydXYM3nq06KiHccAnh5lxQ3fAq5SIQZs7Dfd174O57BCAUuaPirFKnbUjyPBmKL4j0/HOmfThjOtatW4fohIo4pU+GRp8CY14Wqt43wBvi8UsfzgB0rHsPjz/5JG4rwxwB/hCWfRSNO8YgBuiFhdi8eRN/k59//hnEJ5VHZnYuDEYjL0O+q8Q4HqXTct5roD3oUr40d/JiE6AyH163AAAgAElEQVQkz34gLjISUNRSoPPhPVk7yZHD9cOpDFzgyffs1+JPgD56dWA86MNvD3rQPdnD/mwbBOj+lHZwLL9KIJxCr6e+gwlT3uVQqiBBnPPiF4BFeOcc1YaXSttPP6zEksVfY+78LxAaRkyxwutnQ1BUSt3pvLw8bNywAX/+sQ55ebl47Y03UbGibZi88zO3BTIUjuosQH/6ycfQ+4WXcH0HQYTyX7kWf70QCxZ9g6yY1pYluwpY1SHcaiCuVubZYOJlRvbSnpF6XrZ5xkp4eIiV4dod4FHa+MX93taIIIB1mCED5U0HsHDxUg5UKUKQp07VUP4ujSayvJe/1nD58mVMmzoZO3dshy4iAtmacki+tbe74ghIO8veKMYrHLF7KRrXrID+r4n0qP/y5S6nhxrg0t/nzpmNdm1b4ZprmjMwT03PQnZuHnSacJRLioMmLFyUtDMJbzqBOAJzgb7Iu280mPwG0GVZP3MhRfxRJYtQEHEeGQjKWli4K8+GeBwovJ2I6wJl6Chpvv4E6GNWH3ZFdF67d9jt9bzWV7Aj30ogCNB9K99g7wGUwMXz57Bp49/o0+81noW1njH9yz/epgAu3+2hrYaMYuSklL+i374zaQLMJiMGDR1myVXngaXn0o61uzgAQeCNFGYiX/L0slEmnQToZ1NS0L9fHyxauqLU4f/ZsoUNCRUqVOR8e6oUUNavDRvWY/0ff3A4700334J27dtbpkyGkYlTpiEn4XrLz1wF6I7WbwWhwtQjFM3AvHdqoE7zsFmfkxwF3nnGZoSY8mAOjbIJrQ7Xn0d4wUU0rFUB06dN5aEcAXTrG6l41VXvF91fcrkvK2O5t84/4mwgLonDR44iXZOMmGvv946Y/NCLtcqD4zx0/bEtiDzzD+bOneuH2VwZQ8h32n62IvzdUUqG9U5qO/Pjj3Bd65Zo3a4tCkOAvDy98KKbzEiIjUJsdBS/m/Q/ATm6CJD6y/BU3DmWn0+10QWo9OZcaJ2Ub08kebJfcTaFiOivMOW8JIMdh4XTHDz/RgZqt9F33lBg4HWUtfB2sdd0fhPN2DWBAehDbwsCdL89ZA8HCgJ0DwUYbF52JZCXk41lS5Zg6IjRQuFVPvys5LpQeqvsrtDbM5Nh60SiVXzIrBXcAK/3fQU3/+8WdO95vy1At5ualdCqaL6sNYRSKCDeuLhPVb68M170Jx9/FE8+9QyvxxEB2t8bN2DZ0iU4feoUYmJiGKTr9XpUqlQZMz76xBvT9mofmRkZ6PPaW0g7n4LCkFBoY0TOcEHWRYSEFCK5UnU89nB31K5TF6/2eRU55TpZxvccoNvmhHPHbuavekso9iDd13MKM6RDk5+CSokaGPR5/D8p4xzNAyAiKg4hYRrkZl6CVqdD5aq10LXzXejYyRGTfslSEMReSsSLAu6te14o/KJklLgkVJf3FJcKUJrsd+3cibGjh2Pg4GEYO2Ykom58HmHxRaNfzHmZMKafgSnzAkzZqdAZs2DKy4RZnwtTYk3EtnsIubtXIzzjJMLbPITQiJjShvb898YC4N8FyElPRWFSHQfGBTOyf5iAz2bPRVJSkufjXQU9FFf20HLW2q3RAjpFSAj+/fcfLFuyGLfdegtuvVVU+sjXG9ibrtNqEKHTWnowGIxsVCcvuquElN4SNRMDms2gvGmd1vvzUINze+DPAF0xWIt3W+gt3jQQeEtOrvRDqQJsjC+DIN2fAH1cgAD6kCBAd2W7BvTeIEAPqPiDg/tKAuSJPXroIL5fuRLjJ0+1hIXJ0G1WUgsVj16AvHq+Wrt7/VoBlWTaLa4fNUB/8tGHOGf7ho43ljishRlYca7begsU44mSc+sMmC5tjQxAFIOMs+RGH854H+t+/w1anZaZ/wlIacI1CGf23lCcPXsGHTrcgN4vvgyt1qpIPvPU47i3S1f06PlAadPy2+937dyBwUNHwBASBUNkdZg0tgCDCMo0+WcRZkwHCk0oNBuRm3QjECrCST0F6Nzer55pv4m2xIFCTTnQ5J1GcpQeRoMeVarXRscO7VG1ajXUrFWTUzfIi3Ts8BHs2LkdqZcuMUligwYNPVyA1bim9pMX26mdM93RO+csEBgxfAhXXMjLz8fx8xkoaPGQzbCGS8dh2rGCQ5d10bGIiEtCzepVUa5yNVSoWgMrF85Hduo5hGu0qFazNo4f2g9No1uhq+VcqUNj5nkUHN+KsJhyCI2twAaCUG0EjJdTkH/4b2iSa0JXq63tnC4eg2H7ClSvXRfX33Ufls/5ENBEQtP+CYSEWo2EYX/Pwj133or7H7Bdk4cP66prbjWI2i5Nva94y5nNWP/nnzh7NgU9e3Tjc1VykNLfJRCnvULglfqlEPdA1fGWjOM0L18QxAkjhIm/J86+b1f65iHCO1o3qV3EMVCW1u1XgP5rYDzoQ24NetCvlHcoCNCvlCcVnKfTEsjJzsLmjX/jcloaOnftxuRjRa9CDhmjS1qpnR7gqrtRBc7/z951gEdRddGTZDfZdFroIF0E6VUEFUSxYqE36U2QjopYEYQfFekgvUm1AKJIUYqIFOkd6SVIDYGUzbb8332zsyXZZGd2Z2dmYcYPk+y+ct99b2beeffec4UcVri4uM+fMwtHjxzG5KnTvWqF28RxF+/qzGJo7ZZVzsInrYWAYvi4OPrc3S954VNS7uP4sWMwpqcjw5TBLOTcPxPatmvv0ZJDFqFff1mHuQsWedWBHAXW/7oOU6fNgCWiMDKiK3jtMtSSzMC62VAENh2X+s4fgO5PXa/CqrGAzYxw4yUUjs5AWkoyChUtieavvIjnm73oUVpnqI1c7v58vm/3/jxZ3R03aBaCutzU/vlnH6NgwYJ4/c2W6N+3NyLqd0KmzYoQvQGWO5dgPrUFlWs/gedbd8mxmcN/b0XVJ55h3+/541f8tX41oopUgKVAOegTSjNgh0wba5eF4GTaYEo8gbBbp2FMvoW8RR6BMTUFZmMqLBnpCNXpkWm1Ir5oKaTcTER4fAJCHmsGXXwRGM/ugunE76jxZGM0frMDF++fmYlVM8bj+rVr0FV7HfoCj8CacgdpW6dh0pTpKFEie3YKNS5FtcjkGmbEy8QDseXLlqJggbxo2LAh9/4Nsbtzh4QwME5/m81W0LObMX1L5FXli24ITJpMJhgMBk9ULL406ahDzwHuEIIDqg/LRfcaAXS6yM1dKe8IT/qWE6B/oRBA/0AD6EFzq2kAPWimShNUiAZu3riBVcuWounzL+D5FzxvkLl2RIJSIZ0HaRmxgMrVgk6wt23L17Fg0XfM7dvbxbuzM8sJ/Wfj3ents0KufALjxr31xWbZxYoeyJP6/m/3RvXqNdGjV28hYgW0TMfOPXHzvk0QOPckiNj1kLUN5o4p5KAnoFqQp/HH4y8j8fJFFChYBM81bYI3W7b2uuHkD43UqiNX4J6b6/sv69biu8ULERMbi4aNnmLhIV+NH4e9e/cihMi+LGZYyQIapsOjNeuhUu0GKFZaGIPw7etXGUi/dPZfmNJTnQds7DCPI640xOZB1Vp1UPfZV6Bz8Wihmb+ZeBl5CxRyfP7zgmk4fXgfdBGRsFlMeKZ5G9Ro1NRtkRBQ2rxyAY7s/QvhFZvAcusiSuYJwzdf+panXp4VGFy90Nr66IMR6N+vLwoXLuS4Vwiw0UGoIcqAsJBQxpiuNGM5PccIRFN8eISL671UGme5ze1EeGp9Fkg1Vr4dHpzTwYQaCe/kBOhj/1DGgj6iiWZBl3pdB6o9DaAHSrNau7JrgF5yf27ZgsJFijCAnvvFW5WolFyWLNlVIqhD8ez2nO7W/PQ9fl6zmpGlffn1NwL74mJlafPlsJ7zzO88mJYQoJM7MT/DgdwEbd3yB2Z/O5NZ0cnaouQ1b84srPltO5Ijq/gkhr8A29/6PgmtQCV9RiIKhl3HN5MmIyGhoGAJ1A7QaSCOg60c7sWVK5bhh1Ur0Kvv225pyO7du4ekpDvMlZ/ug9u3b7GwkT937sLVSxegC49A0UfK4rXu8qcyvHruNLNY5smfgLh8BTzOF417/5+bsP3n7wGrBZ+P/gKVq/h2HwleEA9JQdLtkYMHsWHDegwfPsTtIIsHwxSLTgc6xFhOMcpKWpZZfLjVijBdGHQuYQ9STBfLa26zMk8yNbDUSzEmb23QHBMpoE4fxrwiQkI8kzN6ayeQ38sJ0Mf9cTaQQ8mx7feblFWkX61T8RrQALp4nWk1VKqBu0lJzHr+2Zix0Om8uYzZXdwfANIVf6fDF4vpkoXzsX3bFrRs2RovvfKqYBH4jT+HmrkIRdd4dAe4E+iSnlvHPEsz60eC9rwN8r3hQ5GQkIBh777vrWhAv9+8cSPGT5gCUwLnQirm4mLH/WMBeFgAesmQ42j8zFPo0rW7GBUz112pQzlECSCgsKt3S1Yr+qIF87B+/S/o138AGokktPvzz21YtmIVIy1sP+gjAZLIX4TW7+kDe7B51QIUKlIUI0Z8gMKFfU/7KP8I1Nnj4YMHsGD+PHRt1xZV69bO5mVDB7Zpael2y7meWVgDeajqTUvEIk9AOjxCLzhVp7c2+e/JbZ6La1d2jELl9bcc3VMWiw22TLKc6yTJ1uKvTJ7qywnQ/7dFGYD+XmMNoAdi7QSiTQ2gB0KrWpuyaoBe4uF6Hf7Y/DsKFSyIpjnEfroLxVmBeWuurAKrrDPxFnTgk5Hvo0zZsujeQ1zu46wswG65qe1MvzzAk2JzxpMXyQGIjh07gs8+/oi5+w4YNESRWd751w58MeYLZESVgjnyEVEy+HJQ46mDhwGg6zKuoWBoIr5btlKUjqlwMAB0ktNx7/Bu5faRTp44gfEzvPveCNFj5yu83b8/6Jiiw+CPfW4jIBXt+eeJHIyIydYtnI5Lp46gVas2aNGqdUC6fFgaPX7sKP7YvBn9evdAWBaXcd71meXI1nG5z5UihuPngwPo5N4ufeotozGDHUA8LNZzxoRvMkNvZ8L37wg4cHeMnAB9vEIA/V0NoAduAUncsgbQJVao1py8GiAQZwjXY9Nv6xkDdce3ciYiyi4ZxZhxG7GH2c3dF4Deo3NH9B80GLVrubMj+zv7vOWOJ3XzF6TLFYPOj/vkiROYOmUi0tPSYTSSNSgMefLmZSRaxYuXQOkyZRhpYZEiRfxVVbb6hw4ewMiRH8FkKAZTVBnR7XPWc2Fkejk1zh/A+DtvooWXucIjoSfwdKMG6Npd3AFVMAF0JqvNli2108zpU3Hnzm2M/OgTv7TOQHom0LR1Z0c7hYqX8qtNfys7PXxCOCLLEODIru34c+1yzF9I4SuR/nbxUNan50Jaaho+++QjfPXluGw6ICBMAI4D5+qwKlPsOQfQnRk7cps8CqfKtNkcBJueytojrth9ReOUKq2o2hcVjZeIVg2GCEW9IrzpSU6A/uVWZSzow5/RLOje1oFavtcAulpmQpPDJw2E6/XY/sdmpKVnoFtP8QRdTnBK3T+csehiLac3b1zHoP59sXzVjwF52TpBursLvNgFwpNdkWFe7vyxe3fvRqHChWHMMOLMv6dx8cIFXE1MxK2bN3Hr1k18+tnneLxKVbFDyrH8ubNnMGDgEJjDE3wmh6MNJs+u76tgYteSr/0oV88Gw/2TKBBlxOLvVvgkRrBY0HMC6PPnzsKlS5fw6ajRPo3ftVLPvv1w784N9lGYLhx9R030u01PDSSnWxAfyaUQzPGyW8+ZV1VIqNvrYN2cb3DreiLq1KmD115/A0WKFA2InA9qo+zgw2bDl+PHoWOHdihRorhjqJz7MweGCcCp5SJ5ODKz7PnPuZh594SGtJewsmwDnhMdch573Ogot3sg0rapRXdZ5WBs+GYzy3Ov5sNbOQH6VwoB9GEaQFfrbZJNLg2gB81UaYK6aoAe8mkpKfjrzz/ZaXT3Xn18Po3mQLrdcviQsE+76lIsqPpl7Wps2vgbpkybGbCXrb+Wb0fedTujuJo2BVMnT8Lp06cEpaYTetdTe4MGD+VymftwSQHOqdsH2b09IvU08oTeRd4CBdG7d0/G2u/LFVQA3REvzz0h6VqyeCFOHD+GL8ZJx27+4w+r8NvmP9Bp2ChfVCpJHe6ZwzXlyb2aUsGdO7gL95LuYPbc+ZL0+bA0wgCtxYJVq1aiRPEiaNSI48cgfVutFgZsiRyOQKtaLpKJADot+3AXThsaC33Opwrj5SVruNrShkmpS36fILZNOsigPRolUdUz7wixLchXXlaAvu2cfANz6WnY0+K96xQRVOsUGkDXFkHQacBsMuH6tURs3rgJ9Rs0wAsvveL/GOw5utm7Q81vEP9HmqUFO5u94HFn4stxX0AfpsOw9wJLhkZAhnZH3qy6jrj2LGzwPL+AmsA5qTk1NQW9e3ZH9+490fhZ91RPvk7viWPHGDldaj7fiOGk0JHYgx5fxyp3PX36ZRQIu4GY2Dh06dIFDZ4Ur2NXmYMJoFM6Sjq8ceVwWLVyOfbu2S04c4OQ+Zo+dTLOXr6G13spw93Ag0U+/WZu8c9zPh2E/AkFcT/5Ll5t3hzNX3tDyBAf6jK8BX3M6FHo1bObI8SHQC6Bt9CwUOh1XjwcZNYgZyXPnmaNZOZd36V4bso8rBy7y+lwlfcW4HK2c2FQlB6VDBuuzgJcPnvO88Rmtdk9DLgTL/o8MlLZ7CZC9CwnQP9aIYA+VAPoQpaCKspoAF0V06AJ4U0D9ID/+89tuHbtP1y7dg1ly5bD040b49GKlbxVFfz9gwowclOAc8wMoXvVFZUf8HYvvNr8Nbz0snD2dq8NeyjAk1TlBtJd3eGzuhYygB4WKjkDry9jyVpn5oxpOH3qFCZMnCxFczhy+BDeH/GhYIDO6dY549JsNPnUhd7XkSSDlqkRffoVPJInHbNnz5Gkx+AC6MCKZd8hJiYGZcqVw2OPPoa1P6/B1i2/45tJUyXRBzXy7ogRMMTmxXNtukrWptiG+GchgY7cAPqmlQsQkycfzuz7C61bt0XT558X29VDWT4x8Srmzp6FTz4eycZP90GGkdjMQxAerj7XZ7L8kus9AVE+Dp3+ZgcKoaHMWh7sF38AQePigLTnZ3dIaKjzOxcvE/69QfwB1JY+gsueQ29d5pPo0hwD7yq/5AToE7YrY0Ef8pRmQVf5MnSIpwH0YJmph1xOY1oalixaiM5du6FsuQpuOVSlUs3DCNA9kUDlpk8q36ltS0yZMQsFExKkUr3HdnjLOG8Jz1rISejkkqrNBXTyFgFpwKe0Q01LS0P3Lm9h6PB3UbtOXdb4+fPncPH8BVy5cgkFCxVCgycbMWAk5Dqwfz8+/OhTpOZ7MtfibG/Fmz38JITzNB/0mRr1LUSHOZXRG6+iZGwq5syd608zjrrBANApf/nSJYuwZ89uxMfnYRvtu0l32YlOi5at8fvmTZg6faYk+qBGevXpgwo16qFeUwm8oXyUyvE8YQDdPQbdU5O7Nq3FP5t/wbDh76FOvXo+9vrgVOOs5Cy5Jcf5ERrKZQKwWnHz5k2sWrUChQoWQJs2HBs+WaLpe3JrVyNZGnNlt7u5E4Cl3N00NiL+VAuRnb+rh3fVdx425ADQ2Xy6c6/zz3maR8oXT/cMZdNhl5+pOv0dl6/15QTo3ygE0AdrAN3X5SF7PQ2gy65yrUOxGqAX4749uxgRXLsOncRWF1z+YQXoHFuxEKsnR4zTvtWbWL7qB1lSxOQUi85bgNlmkFGPk/z2o31G9sQBUbaJkBiICl5QXgqO+vQjHD16HGlGMzJtFs7iEBaOUL0BNrMRmVYjwsKjUKhIMbz24rOo/0QDFPBwKLJ/3z8YNWY80tKNMBXwDNCzxg8GAkQ/qPePPuMaSkQnY+48/+OOXdMMBmIOpFibV69exYh3h6BU6TKMEI0OkPj78PNPP2ZkTwTgZ3w7R7J7q2PHDmj8RgdUqF5HiiH41AY3RnpscBZSIfOzdc0ynNz7Fz777HOUq1DBp36DtRLvtm7KyMCGjb+hYsVKKF+uHJavWM4OFilrRbGiRXHp4gWs+n4VXnrheTR5toljuMTqzcdtq1UHNEazxYL0dCPCw/UMpJPMwWANFqJTOnigdHJiyfmYXsz0zuLxeIhdL0L2EUIkU6aMnAB94p/KWNAHNdIs6MqsLvG9agBdvM60GjJqIOn2LezYvh1x8fF4/Y2WiM+TJ0C9OwmCOKwq94vGjioFAWXpVMC56wlNM5eJtLR0dH+rPVb9uEY6IXJpyWHV4k/k7Tic58llkrvozOmmypVQM0Dv2KE9bqXpYTIUhS0sFgjJ4jJpM0FvuokwcxJ0tlRkWtIZeE8oWAQvP98Y9erXx6qVK7D5999hiSiCjJhHPWjSua4d+gjQzHEeC0rcOwEakL1ZXcZ/KBGVhHnzF/jdketBiRAA6HeHPjTQp1c3PP54FbwzcLCjNn8fms1mDHqnH/t82sxZbveeP+Np1aolWvYZiqKlyvkgsXRVHAeCzD2XO9zzdm1YPg9XTh/F1xMmIn/+/N6KPzDfEyv7ju3bsHHjBlStVg2JiYm4ffs2KpYpzQ4Sr964iStXrkCv16Pla6+iQqXH3MZOoJfYzNWaC5zWAu8CbrNZoQ/XIyxUHSngpFpEvgB05llgJWDPucVzjPTB7+7PjUW+LAKT/jwv1TSKamdgo9KiymuFldOABtCV073WsxcNpKWlYv6sWXijZSvm7hvoi22eGQmKfXOWY4c8mHYtQMwpHIGKoF1dlraVsT5yLonkuiZUZnLP7fFWR3Tu2h3PNpWG4MzbvLq6sjMEyOfrZqDdfQftanFXq+Wcxjt29CicOnsJFyzlvQ3f5XsbdBnXoTMlQZeZCqspFTpDHFINZWHTxWdrJyfvAxEdCi6qzPoVLJ5fBUnnxQ23WB5sfy/e8yPrwZK/7UpVf/jQQYiJjWVpALNermSM7Dv2uLQflbFnpj0Thg/C9On7Nko/XgMNXnjdh9rSVnHeN2RFF9b22vlTkXIzETGx8YiOjUWhAvmQN18+FCiQgIIFC6JQ4SIoVKiQsMaCpBQB9BUrlqNY4QQ8/czTTOo7d+4gX758biPgY7azDis1NY1ZpQnAq+ni55/kpvRg9NNgMAheC2oaS26y0J1rtVgY0BZjQedz1qs9p7kv8yAnQJ+8QxmAPqChBtB9WRtK1NEAuhJa1/r0qoG7d+7g3Jl/mQNzi1ZtvJaXrgBZHF2t6TxY5z5n+1J7Xm3ud7ul1u5g7WSB50B8dvDrmiM1xOE6Sm1xnubyEakwiyffsWAFZmL50u+Y5WTmLGlIs4R0zadNI5k5l/zsYMCRWo3iBGXUoxD5r11LxOGDh1h6tWMnTuLOrZu4FVEVttDAMNsybgEWMygQYQgZhJcynAVdvv4kEFlQE7qMGygacQMLFy0WVD7XTTEj53NnRfe7UYkaGD3qE2YBnThZHPmbK1eEr2tu8sQJuHDtJt5QkMWde7gzHnf2jOefM0LVu3/7JqQkJyH13l1Y09OQnnYfxJ1iTE9DRoaRgaGnnn4GAwYpx1QvdCxCyhmN6Zg6ZTJat3wDpUqVElLFUYaeFeTiTtZzNZGt8a7b5PZNMfThEXqEqexdIkrRuRSmuHE6gKA9R7heuAWcB+jBwMouVldyAvQpCgH0dzSALnZZKFZeA+iKqV7rOCcNbN+yBVcuX0KhQoXx0qvNUaRIUcWU5ZpKhAPQPABxBSLuFnXX1CO8RZ4bgCtvtvNv3ijMsDL7n1wgh2fddvQsSM+kk3f69kLduvXQrUcvQXWkKJQ1nVrWNvmNtdqsk1+NH4e9e/ciwhCN0IgYJCZZYdXngVXvbmmSREcBIoATIhul46LLW1o8IW2pqYzOdAtF9IlYtPg7v8VykjKKu+f87thLAzOmTcG+f/ayrAK+hBE5rM4+HAoRS/z3P/yI13sMRMny7m7QgR53tvYdAJ0Om4Rb0IXIeTPxMn5bPAOxMTGoV7cOatetjzJlgi8e1Ga1IvluEhYsmI/y5UqjefPmQobvKMOBYDMyQ8DSdaolnpvkMhozmMs2z0HwIB440kSQJxwfQx6u14s6WNUAuqjlnmPhqQoB9P4aQJdmAmVoRQPoMihZ60K4BqxWC2ZOmYpPR3+B6Oho4RUDVJLAqHu6ECHg2SVC2p7OihfPGaPrbkmn75VwE6bxcZsQIePiR5GJPzZvxvKlSxAVFYW3OndFXRWwGHP5mrlLLRurlPv30fmtDkiKqglbaGSAVqmLq7GC4+dBmlo23FIpW2e6jcK6K1i8ZKnfTYrNmuB3hwIbGDPqE8TGxWHg4KECa7gXY/G65N0iEqD/su5nzJ07By937K0oQZzraAIdGrL5h8VIunIBN69fY4dZBYsUQaWKFdGzd1+fdC+00rXERG5+QjjW9PwFCgit6gau/7t6FQsWLUDNqlXw4ssv+tQGEQ1SeJWa4pfpfDEjgwPoD0pMdU6TQ9ZzR7o4kfHjGkAXveQ9Vpj6lzIu7v2f1FzcpZnBwLeiAfTA61jrQYQGTp88gSuXLqNbz94iagWuqDTEV66UZrnJKncead8s6K6HCXNnzWQ5kStVqoyPPx0VuIkQ0DKfvkpNsef79+/Hl/8bh2vhtQSMQHwRV9IxpQ8mHlSAXhLHULdOLfR7Z6D4CcpSw5lijc2W3+1J1cD3q5Zj5YrlaNbsRfToJf7Z64sFffu2rZj4zQQ0adER1Ro0lmoo/reTCQZemLt+gL2Z/rt0DmeOHsTlEwcwXcK0dZwSuOf7iWNHsXbtGnYYwNKGWSzsMCUuLg6vvvY6ypYVRsxHc3z50iXMnzcHT9WvhybNnvNZPzzJGB3mcazo6rgXMkxmpidK/fagHTS63hh0QEJrm1jpxa5xDaD7/4ihFqb9dUGahkS20u9JceEoIpvXikuoAQ2gS6hMrSn/NbBp/XrUql0HNWsrl27HMQq79Vs+ZmrfAbNvmve9P1dr//179xK8z2QAACAASURBVPDO273QpVt3NG36vG+iSFDLYUH3g6xKAjHcmvjxh++xes06XMqU1nWXPzhycnQpv8F9EAG64d4hlCoajxnTZ0iyNJykar4TqkkiiIdGDuzfjymTJ6Dv2++I9ogRC9BPnTyBkSM/QP3nmyua+zybGuwu7rx1USx48WVurl04h7VzJ2DJ0hW+VHe+riiEiuUh58KkLFYL1vz4I44dPYKXmzZBrXp1mdXamHQXFmMGjl26gHW/bcSTjRrhpZcp/7ynZ4g99ZzNhjP//ov58+fizTeao54EHlMWImCzkoca7LnQ5eNfyUnRJBPFnzOQrgtjP+VYA35NvA+VKf6fDkV8IejTSOJ8ULiHKtN3KgPQ326gAXRpZjDwrWgAPfA61noQqIGM9HTMmz0L4776RhUvReb+7cixLXAQfhaT281dXJo15+Cyyrlk4QLs/vsvzJCROC6rqvkYaDXFoE+Z9A32HfkXFzIe8XNlZNc9tw9XHpjzkj1oAD087RwSwpMxfeYsZm2U5uJcwRl9n4rmjh/byBHvMotq957iuCXEuriv/vEHrNuwEZ3fHS2NWqVoxYUgjjwdwgTmQpei60nDe2DegkWIi8uejUFo++z+s1pZqNSRo0eY1fyxRx/FC02eQUx8PMLCnWzp/PM7OSkJ30yaiuavv4EaNWsykM5/d/vWLVy//h/iYuNw5/YtLFg4H106dUSNWlROmovAsNlsZbQrERHhqrgnTCazw4OCrPtyrgMptOrgarE3lvU5Q/NLYyQPAXLnF3uRF4bZZGbgnjwNHqRLTpK4GQoB9L4aQA+aJasB9KCZqgdf0ONHDiM5+R7adeikisFSGhkxKcgkEdoey0kvVTks974BdLvlnUOIbNgD3u7NSOPIiq7Upcb43n793sGZa+nIiBaTTs2zBtUYY+8qaaBjdwOzrmzQZ1xH0TgrrqTEMPI+yjtfPOouUpISMWDgEMa8LeWlVjd3GuO8ubOYpXTs/74UNWSxFvQJX47H9XupeKVLf1H9BLIwNwauB7EM7v7KNfezwaBUc/WfaOBDU5k4fPgwbly/zv27cR1paWnM0l2pUqVc20u/ew9H9u/HDxs34ZnGTWCINCAywgCTyYTVq39ChfLlcfvOHSQnJ6Nbl7dQ8bGKPsiXexVK80VW2VBdKCONU8NFa4HLEW5llnS9TrwruBLjYHLbyDPBSdgZFhbi5q7P3NtBbvy+hRZQHwTSLWYLwsPDVROeIIW+5QToM/9WxoLe5wnNgi7FWpGjDQ2gy6FlrQ9BGrh44QK2/f47hr73PqKjYwTVCWQh38CrFBLx6dw41vdAAnVfxpjVev7DyuXYvHEDZs9bIMXgfW5DjQC9XZvWuJlZDJaIwj6PiyoyAi4VWlyzDiporOiZFlQwnMOtmzcQExePihUq4J99exGbJwHpKXdRp05dtG3XAcVLlPBr3jxVdgJ09Xg/8HLu3bMb06dNxoJF4hjr+Xmnh5WQfOh9+/VD6co18ESz1yTXr68N8gDdPVuHr62Jq/f95NGoU7smOnbqLKoiyfz3jh3Yum0LKlV6DIUKFkDBhASUK1eOpQnzdtEhtPF+CrZt3w4LgAyzBWn3U2A0m9G00ZMoVb4cs2qTa3xIgKylxOhO6b4iDBEqYmXgiDfpuUts5xazGZGRkaq3GNOBAh2u6PXkjcCxtVMYAR08ESAnr0B6T1L+eX+I8JgVnsWxh7I4drVwCHhb796+lxOgf6sQQO+tAXRvy0A132sAXTVToQlCGtixbSt76HcQuVGRWntO9nYlN9FOiw6fok1qt1jfADrPbM/ppm+PrsxF8tXmym622QbbHkkptZ58WV/z587B1u07cNHmX/y53GEPvozVtY4TpIvNDuBvz8Lr69OvoFj0PUz4ZiLy5s3LKv698y+cOfMvOr3VRXhDokuq28WdhtO65euYMXM2CiQkiBqdGA+Kdm3b4OW3+uKRRyuL6iOQhZ3yS5teTYjMe7esx+HtG7Fg0RKvxTnrrgUHDxzAgQP7mMdD3y5vofSjjyJUJzyfNd+RzcK5xYcywjDAkmFiX4XqdAglUB7gg0EC6DZbJnNxV9tF7xNKK5dyPwX68HDoKAVbGK0PFvyGUB9zpFttVmbFpvZJ9wRyc7soZpx0FKYLZXnjqa4NmW452nmrP3kjkGWbpW8l+cmiTgcsbB65g14+jZw/+qZ2TSYL9Powv8C+PzJIXVdOgD5rlzIW9F71NQu61OsmUO1pAD1QmtXa9UkD9BJZtXwZatSohWefU4pwLJNZDDhrkJIAnVTIW9Ozq9N/yzodAPAvbuHj5AEjSUQyzP52Bi6eP49x47/yac6lqsTLpRaQ3qFdW9ywFoY5oohfQ+RjCpVfi8KHobZDhVBLMvTGa7CFRcEWFoPiMcmoUbkcBg4eJnxQEpR0v3eE33MSdC2oiaSkJPTp2RWfjf4Cjz2Wu3u0pwaF3IOpqSno2KE9hnw5GxBg5RUkuJ+FHOCcoI9CjOLLvhzJXIebNm2KVq3behwRs+paLJg8eSLy5MmD6lUq4dFHSiEyPh6h4eLyWfupMkmqE5gk8EgWWH8supIIk0MjzFqckQGTmXN3d8RdZ3Jx80IvGieNl90j7NYnBO18BxPwtn8E8myg8vz7maz4pB86D+CeGiFcnLx9j8LqArBYCLbbEBHulIveHyx0w/5ilNITi5HNhXFW9GB6P+U0Z3IC9Nm7LgpdOpKW61lfOj4cSQXTGsumAQ2ga4tCdRogcpr9e/fi/v17GDL8fUXk4zaa4sFrQIXNklPd/or32cLhBFGOlgSK72rZB27dvMlY3JcsXQ6DIXC5voUI5wQIHBGXUinX3u7XH+cv30R6vDSESmoDvN7mQm3yPhJ2CvFx8UhLvQ+jMQ0mYzoGDRmKJxo09DYUyb7nNso8QZzYe04yMXJtaPrUybhw4Ty+/PobnzrkD5NcE0tm3bjv+nsnpkydhj6jJvrURyAqEdhhM6LwoezO31bjzIFdyJ+QgHFjx2UbKgG3Qwf2Y+vWLRg0oB+zcjsPWQOhmcC2SWRlpHNfyMoCK5l766Rj3orN5ZLnALJnuTkLtavbN9XnUtwRIR4dAtnDD+z7DO6QggC6M7yNGQm4ZHkMYIfbCd34tUp1+Itft+SSTwcI3izyUumOPDmsZNmXsU+pZPfUjqwAfbdCAL2eBtADuYakbFsD6FJqU2tLMg0QKcvkCRMw5n9fQqdzss9K1oGAhnxx/xbQrJ9FePsw5xrHDhHsQFRsXmV/QZRr/XeHDERaairyFyiAMWP/5+cY/avuAAnMUiEsJta/Ht1rf/3l/3Dw8FFcxuOSNSvGfViyTv1oSE33DrGxFzKkYNEScXHVfgzfQ1WXQy0VpQHMKmiXTu3QpVsPNG7yrN/Dz2nNLlowD7v2H0S7gR/53YdUDfCgRw25r7/96B3069/f4+ER6fSXdT/DoAvB8y80k2r4irVDoJfAJcVEq/0i3ZMlm+K62TqhrHb2gx1X2Wk8FC5AjhiuBz4UZ2+xWhHhwdOBXlX0HSFxDsDb31shoVwfmeRs4tmjj76n2HOSjwFlnXxEe8y7wE46R/0Geyy6nAB9jkIAvYcG0NX+qHHIpwH0oJmqB1NQ3rrCWwHIZZriuo4dOYRjx44zF1SlXN/UBDJynn1Xd3wqJdRtNtPuWuidSMhz307AQXN4+dJFnD3zL+Z8OwPLV/2oisXqChDksqQvWbQQ69atww1dJeZOLeXl74GKlLLk1paaLHqhNhMKZBxAr9598GxTpUJmSFvc/cY23oLvUblmjOtn1crl+OP3TZg5a65kHXsC6eO+GIO7RjNe7txPsn78acgt7MBx2OlPi/7VXTV9PFJuX8eAgYNRvUYNt8ZI1j+3b8PtWzfQ4s3X/etIBbWNRgLoYAA9WFykiYSNADHFefPu7q6yc6DVCivlU2e5xnVsD0Pu7TTeqChD0IxVyBKhAws6uKBDBDEu/0LalruMnAB97h5lLOjd62oWdLnXla/9aQDdV81p9QRr4NiRw46ylFO0wmOV2An0tcRE/LN7N6rVqI5SZcogLDQE58+exelT/+LkyRMYOHgoihWXnkVZqODBAdD50fCAWwgxF+dqy+C8TyQ3fP3sJ/r9+/TACy+8hNffbCFUzQEtxwMEOSzpf2zejKlTJuFeRAVYIgpKPi4iLuQ2gkIPYSQXIdcGma5VRNJHwpYOP4/SJQrio09GyauMbL2pG6ATQd6USRPYfdumbXvJdMV7s/BZCGj9btywHkuWLUfPj5TlrHAdpOM5QcRfKoiL3/z9IpzY8yeqVK2G+g0aoHHjJggjd3aLFYcOHcSB/fvQo0dXyeZJqYYIsBKIDQYLuquOCGwTKOXfo1lZ0dnbNTOTAXI+vp65uZMFXSX53qWcc3J1pwNIOowIloMWT+OXE6DPUwigd9MAupRLP6BtaQA9oOrVGv8v8Sq2bdmKko9wp3Zmkxknjh9Frdp1cPDAfrzc/DX89P0qVHr8cRw7cgQVK1VG1apVUaVadcXjmYMLoPMu79yay4lAjm0o7CQ19MOXzWhOsevDBw9gG5ZPR41mBEZquLLGxEpJkOM6vjP/nsbID0bgTmYhmCOlP6HmrNJsZtWgVjcZSDYWD8m8X9RArMiJpzdeRf6Qa1i4+Dtm7VLyYnGkKrag9+zeGU2fe56llpP6cg05oc07sXa3ad0SfT6dgKjYeKm786099lhks+TTM9G3TnOvdfbYARz7ZxduXTqD9NRUPFKqFGrXrIXaderip9U/YtjQQYHoVrY2Gagjt+xQF+I12Xr3ryPXAx0C4QTQeaI215Z593NuL8G5nwe7G7gnzZF7Po2Rkej5dOjv33xIVVtOgD5/7yWpxBbVTtc6JUWV1worpwENoCun+4ei57///BP58hdAsxdfcoz3zp1b2Lt7Nxo82RCxcfE4feoU7t27iypVqyMiIkI1egk2gM4pzp3AzXGanYVgjmAes2r5ZC3i+sgKGMeM+gTRUVEY9q4yxH45LRxXK3ogADptNLt37YL/UvTIiKkYkPXLb/AC0rgfjfLkR9QEH28ZCB37ImJR8360atUKr7/Z0pfqEtdRtwX911/WYeWKpViw+Ds+cYTkBIuurNNt27bBGz0HoWipchLr2ffmuOcE91xTmxXwv4vncHDXdlw/dxLmDCPy58+Pid+oxwPBF60bjRnM9ZulDVM8W4ovI+Bi0NPTjcwqnlPsN5/mjIC5b+9b32STsxYR4PH3t1wEdYEYn5wAfYFCAL2LBtADsXQC0qYG0AOiVq1R0oDNZsW8WbPQf+BgFC7sX6opJTSqdpfinHXCp1XhCGecXK9cDUfcvz1Niy95bj3FQ+/e9Te+nTYFi75bpsR05dgnbxlj0b8B2Aj+b+wYHD95Bhdt4sB5mDkZIZlmWMILeNWXWuPPXTdmxB2hGnBjsyB/2m58/+Nar7qVowBZZhlTs4o8DFzHnZR0Bz27dcG3c+Yif/4CjlAFKbkbXAF6+/bt8FLH3qrKg06D5hmzVbOOXSeJ85vGpTMn8fsPizG4VzdUrVEDIZSrPMgucvXmcmjrPFqeg2E4PGkcHdCSh44nC3owjEMKGVkKOZuVrU+9QqS+UoxDA+hSaFFrQyoNaABdKk1q7XjUwOofvsfTzzRBjZq1gk5DOblyB8NAONmdjO+e3KP5MhwLvBDXaTvUZxtZPpWre70+3bugbfsOzF1WLReR2AQ65Vq3bt1YDtob92yw6mJh1cfDpnO674Za7iPMfAdh5ntIiAtBeup9tqmjaQoL0+FmugFmQ3HYwiKgM93JFsOuZoDO3O9B1iHnWgjEQYjY9ZSQugszZ89Fvnz5xFaVvLzDxZ2/z1TG5D5z+lRcunQRX4wb73agx0dVSEFs5yBjCwE6deqEpi3fQtnH3UnQJFe8yAa5xybPz8GlaVTbRXo8f/wwdqz/CS1faopGjRohJi5W4DNc+dEwYMtilm3Q6zgCtWC8aByuXgAPqnVcyNyQLiw2K2xW9xzsQuqqqYycAH3hP8q4uHeurbm4q2nN5SaLBtCDZaaCTE5mKQoNwc7t22C1Ae07vhVkI+DEVSswEqRMnrQrF/AtHKTzrvO8G6hna/S306fi6pXLbKOvhssVGAUSNJ47e4aRN/295wDu3LqOlHt3QZaVPHny4t69ZGa5j4vPi4RCRfFUw3qoWas2ChYsxFREpFmr16zD9WuXWZwybViTdKVgiXB6nbB5UhmoI9ld0wzxJHH0OcsDLOjQJ3CrhFzcP/jwQ1SuXCVwnYhqOZOFlXB8AiEsW4Varm6dO6Jzl654qnETN5GkBuj8wV6Xrl3Q8JVWqFijnlpU4JSD0mfZCRkD+czwZ+A2qxU3Ll/EqaMHcOHEYcz4ZhwiDAZ/mpStLkeWRi7RVnY4yTOhyyaARB2R1dhoNMJgiFCd6zq/b+FoO+nVwR02SXHQlpP6eOI80kewXnIC9EX/XFZETW/VVo54WZEBB3GnGkAP4slTs+gnjhzGwYMH2YnqsPdHICIiODYP2XXqnk5MzToXJhvv8O40DXk6hMi02dwtaXaw5W3Deu3qVQwe8DaGDB2OBg0bCRMpgKUIEHEbFPnjSv+7dg2HDx9CmdJlUK5CBa+jTElJYY4Mv/z8M1asWI5kfVlYIgo5AJ3XBhQoQACdNEybVR546nShAd0IChlmqDUN5aKuoE3bdmjybFMhVWQrw7l6+5pBQXoxN238DSuWL8XseQs9Ni7lvcMf6PTo2QN1m76CynWVf0ZkG7Q9vzWXi1qFJnReYCJntNrw+5rleL52JTR6+ml2KK7mi54TZsrZbaM0ZXrVAVsxuqO1TBZ0tQF05qFgtWQbCq1lXWjg4v05gG5mPEKqvm9ymWQNoIu5A7SygdaABtADreGHtP2rF8/jzNnzeLNla8TGxga1FoLais4077R+O302OeBqD2t0gFjepTP7C1b4xm/F0iVY/8s6jP5iHEqVLq3Y3Lu5FZNHh2KSiO945fJlWLlyBe7qysIcnqDaDQ9n2Q8BHejQYQjv6q7kBk2ffgV5cRX16tfHkKHvild+gGuQdZZuPJ5UL8DdeW3+3WGDUb58efTo3TdHgE5fSDGn7EAnMxO9+/ZF1SeboEbDZ73KJ3uBILCgOzC6zYZLp4/j9IFd+HzEENUDdAJx6cYMRBoigta1nXTPsbNbEELM7GGBA71i1j7dV/xBqQ02z/cyf9Bu52NhB4UScbOwOHSrlfE4UOiCFM8LMeOXoqycAH2xQhb0TpoFXYqlIksbGkCXRc0PXye3b/yHXX/vRr8BwZ0KhoFYBjwcucuCbjLdY+mzi2/3nua+cKBY/+Bsz66d8Ha/AahTt66s+nK49tkt53LkPw/UAPv0eRvnbpiREVVWlZsd3mLuAAv2kAolXdsN948jXncfnTp3wcuvNA/U1PjVLk9ERo3IrasdO7bj31OnkJ6ehvT0dBjT03Hw0EHMmb8QcXE5pzyTyorOW9D79uuHR2s9gTqNX/RLlwGpHEQAneXaTkvDmnmTMH3CONXHodP8mywWiiFgHBzBmnKMd+dWU05znrCT7VmyUcNmv1Ocbu/ciz8slEg+fX/vcwcENsYvEBEe7ldbAbmvBTQqJ0Bfsk8ZF/eOtTQXdwFLQRVFNICuiml48IS4fy8Zv/68Du998GGQD85zSrHgGJRy7vm9u3fGW5274ulnGsumKtcYaPdzhuCynvMKa/Xm67gZ/jigV6cHitpSv4VaUpDXeAiTJk9DseLq3oRwa5VY3QMfh75/3z/4ffNGHDt2lFnLihUvjsjISBgiDYiKjEJkZBQ6d+ue633K30/+bOCpA+Y9gBD0HzAApR6rjieaqfAQxRWg22N3ZXuIieyI1lHavWT8tmw2Jv3vc9WDIi4chnMNJyt6sBKrcSz0ZkRGqiN0j4HjTBsIpPt6hYWEsQMTX+9xLlOFDRYzF77gazu+yi9FPXkB+hUpRBbdRsdaxd3qUA77ibO/x/zl67FjzRTkjef2GxO+XYkFK39zu0dXzPwEj5YtgXov98WaBWNQOEF5AlbRCgiiChpAD6LJCiZRD+zdgwsXLmLwMPW5mIrTY7ACdFdwzp2Qy3XRS7prx3b48ONP8FilynJ1y1ys+ZEG4+bAVVGnTp7AB++/iyTD47Dp88imQ6Ed8eEDatpg641X8UhcKmbPmSt0GIqV4wE6c3MP0L05ccJXOHL4EMwWMypVqowmTZuiXr0n3Mbsas3PTRmSAvRMYNCQoShS9lE0fKmFYnOQU8dsbuxEfmp/jlBoydkjB3Bw95+Y/MVHzOVa7RfplnKHqy12W6jeGAi1Wpk7uSEiXGi1gJcjcM6lOst+8dZy3sMspzL+uOu7MrmH6zWA7m3Cv9unDEDvkAWgvzNyEiqWK4mZi9di+0+THQD9s68XoHyZEmj/RvYwJA2ge5tdab7XALo0etRasUPA0LBQ7PrrL1y5fIXFNAZ7/LkzfluaGEx5FopLHnQFNmzEaP7hiHexaPFSGCIj5Rmy3TonB1utXAOaNmUSdu89gCuWR2ALi5KrW0H9ONj/ZbAACxIIgC7jP5SISsK8+QuEVlGsXCAB+uXLl/DF55+hYKFCeOHFl9DgyYY5jlMUQJeABZqsfAf37ceYL0aj2wfjEJc3v2Jz4LFjl1zoLPxAvnNNn/Rw7cJZbFi1CJ8OG4CSZUoHhdWSWf3TjIiMDE4LOlnOCQyHR+gRpqLnH7OgW4m0kyeC5clROdJOso5TKrTcQLouTOdz2A0Xl29lnWox6N5v56X7lQHo7Wu6W9BPnrnEAHqVJl3dAPqwUTPwdP1qePX5BtkG4wrQyfp++txlTB0zKGhDVrzPljIlNICujN4fyF4phun4kUM4fvzkAwLOaZqUcxP3ZZFkZhIJE1eTxY3KDNAXzp+DDb/+gvpPNMAQmb0neBd3qeJlfdG/lHVoPIMGD8Xl8/8iLn8xXE6Lh1WvvEuZWkkTdaZbKBaeiAWLvpNyGgLSVqDW6rYtf2DWrBkMlPd/Z6BX2bm0384NfU4VpEq3RiBi7uxZOHLyX7Tq975X+eQuwFvP6ekZDACdQNGyKePw2XuDUKSoMy2j3HoT0x/JnJFhAsVvq8kDR8gYCACTezud3ej1eiFVZC3DQLKLFT0sNIytY94ThI8TZ+kes8SphyKUpbzz1WvEbLYgIyMD0dFRPrchq7I8dCani7taADqvhqwAvfe7X7N3w9kLiYx8svWrz6BXx1dZcR6gHzjyL+Ys/QWLp3yAKJWEeyi9hqTsXwPoUmrzIW+LXgS/b9qEKlWroXYdecnBAql6d0BiZz+38SjY95gtaWXmcixzjKy06eYOF7iXrTxmoOGD30FaWjq69+iJuvXqSzs8ga3xDNnBtvHzNDweLNy6dRNLFi7Ert27EBmTB4lpcTC75EgXqBrJiqkVoNMAS4acwFONGqB7j16SjTdQDfHzK8Va3bnjTxw6dBBb/tiMtu06okWrVoLFduVu8FTJlc/BX3d8uj9HfvQxQiKi8WL7HoJllKug072dgIpcvfrRT2YmNny/BG8+Uw+16tZWPTBiJGJmC3S64Mx/TrLTpdOpg7k968qh9WslngeO6oEdgLgSUQYSoPNx+XryLKB0bn4sa6WqygnQl+2/qsgw29Us5rHfrAB91pKfGU9Ey1eeQeL1W+g17Cu81789nn+6NgPoYz/ohS+nL8OCiSNQKCGvImN50DvVAPqDPsMyj++PTZtQseJjqsiBLdXQHYDEwY7q+uohJMz/nT3HuC+n0U73YeHg2hNokhNI/bJuLdb8+APmLVgkldpFt8O56zIf1aCzzOQG0F0B3JxZM7Fly1aEhunwX3oszFGlROuJq2CD4f5JZIbqEGI1whqeALPBswVOn5EIWE0IzTShSL4ohGSakWkz0/EPLlrK+9h/YKrpMm4gIeQS3n1vBKrXqBmYTiRolXdxp6Z8JYqje27tmp9w5/Zt5MmbDyVLlkSzF1/MFmfuTVxmSbM/ulxt6VkTOvgLznneAmJwL1e1Duo/z1lj1HLxh5r0M1jYxW9evYSNP3yHzwb2QaGSJRAaFqYWdXqUg7G4m8h6Hpy5ssm9nW4WOmCQ4mBNysliVnHeMm7niuP2H05rOZ9W1RPLO1nQGaAP9Q1as8MBq5W5uauJ3V6MjuUE6MsVAuhtBQL0rHqbsWgNrl2/jVHDuzGATvwL0VEG/Dj3c1VxMYiZb7WX1QC62mcoyOQ7e+ZfnDh6DP0HUno13x70ahuy06pi36Ly/p72ja03B1HvIN3pRu8YO1nD2YtSmA6dYJxasNexv6xDZIiT69ujK5q9+BJatmqtyPQ5XVPVk1/aX0W4rbss5rxVK5fjl19+ZS6Fd0wxsOrzwBYaAYRGINScBJ3pDkoW0CMlJYXbtGVmIjzCgOspOmSGGpAn5AaKlSjFcFnipbMsNU58/uK4nJYHVn1e6DKuo3hsGlKS/kOBAgkICdMjIiISJYoVQlxcLOLi8+DQgf24+t9NXE/ORKG8EbCa03EzVY+MmEf9Hbpf9SNS/0W07QZat2mDNm07+NVWoCrzG2lfcxATP8HOv/5E1+498WzT5/wGC64g3XXM3p9dwjXEW+o7deyIZ1u+hfJV1XWAwt0nXKYyKcctXEMiSmZm4tTBvTjw1xa8ULc6XnzlJeijomQPaRIhMStKAI7c24n9XPU69jA4ek7SGOhQjZjKlbwcYNzBm+ACu102JUJSrnG7Bs4bMKvVXcwY+fAFIgAMxvmVE6CvOKCMBb1NDWEW9P1HTqPyo6URYV/nU+f9hLv3UvDhoE4MoE8ZPRA//LIN8XEx+GCAOt+zYtauGstqAF2NsxLkMi2aNxfde/Zh6XwehCs3oJT7+HJiUnc3V2UF+NyZN5/SNidrfdaeM5FpcwX18rHPL1+6GDu2b8ekKdOYZUSJi7nuX+XSEwAAIABJREFU2fPV08GGv9Y+JcaQbUYFsElv3rgBq9eswb3kZFgsZthsVoRHRKFg4WJ4tnFDFC1anMVK0mby9KnT+HXDJqTeu4NOb3VGk2ebYtfOnZg5Yxq+njgZ8+bMwp7du6EPj2CHQ3Xr1MErzV9HmTJls6mDt4aOHfMZku4b8fhjFVC8eAksXboUNoTisqmEosR2dMBQAJdRvXp1vDdipBqm000GB0D3gcWdLOc/fr8KI0Z+hPIVKkg6tqybeSnvI/7+bNniDXR9fyzi8xeQVHZ/GwsagJ4JpCQn4ad5UzBycD8ULVAA+pho7pBG5X75FMNNFnTKgU7xzsF28S76tFYIhCp5OdKqObYT3kwFwqQl93TiExJ7sTRrbH7NTDcaQM9dg2oH6B36jUb9WpXQr8sbuHLtJroOGodPh3VFo3pVHDHokREReK3rSIz/sA/q1qgodslo5b1oQAPo2hKRXAP79+5lL2Da3D8Il6uLu/gNEOUG5WPBuf2Tk5OJTwvGTDbZNvD0Af+xg/gtlw0YpdxhL0V7J/TClMN6TnJ+/ulHSLpzB5+PGYv4+HhFpp02T5zOOF0G4wbBVXGOg6EAHjh8/tknLCf20OEcYVdqair2/bMHTz2de/56Z5q17F4e48d9gYMH9uNmSGlYwpUDYaE2E0rozkGvD8PYL8aiQEKCIuvSU6euFmtuuQrzlKGSfXp1Q+Mmz6Jtu+CyWtD9Sfdkq5Yt0KLXUBQvJ+3hgr+TGzwAPRNHd/+JkNQk9O3eUfVWc9d5oUMai8XCDlDVGsftbR2RCzdZ0Un+MIVCCmitemNk9zaOnL7XEbGcLwCdXNyJY8BkDkoCQNKHnBb0lQpZ0Fu7WNDvJqfgmZbk7QrGDaHX69jvm1d8jbT0DHz61Xwc//ciYmOi0LlVM3Rs8Rz73pXF/Y+/DmDslO+wet5o5vKuXdJpQAPo0ulSa8mugc0bNqBmrdrs34Nw+R/LbSeW4wPA7K5kueqGLMIsytd+2UPdnaRv2ePdGUDn3eJldG/nRfxoxLvscGDsuPGKTLurmzsJ4MsmQxHBc+jUXzdoIWPp0LYVhr/3AapVryGkuKNMbgCdCi1cMA8bN2xAor46zYSotqUubLh/DPkjjejZsy+ebpz7wYPUfefWnvsBDJX0DtInT/waRw4fxpz5C+UUVZK+CJyRb9CIDz5Ept6AV97qo6pDNH4+guG5sXPTOlQrGINmL7+EMIVdrcUsDh5YWi1WhOuJxd37mhfTvlxl/WEs5/cT7I73weOBf/a6srVLNW7Ovd2dWE5M2zQ28pAIDQ0LygMYOQH6qoOJYlQrWdlW1YtK1pbWUGA1oAH0wOr3oWqdXjaXL17A2tWrMWrMOBgMD8Zpmv8A3fdl4N43Z413bOXtljf+JU8WKm7DYyeGcRDNy7MJunj+PD77ZCS++noiy8GsxMVbJklvwe7q7shRzcZCuWylvZYsWohtW7dg1lzxecP5TSIJlVMc9ejPPsHZi1dxQWkiOZsJ+dP2YuX3q1V3aMPr0dta3bFjO2i+yDOJsiSomQCPVilxJMTFxSNPnjyMwC5/vnzIV4DLeU5hFZOnTkXfUZPUMx8ucbzBANA3/7QMzRvVQp06dYSc60j74PCjNd5FnHQcrBZ0Gj4juzNbEYJMFj4kFGhzoVg2R8YVel+LJYkkK7XVJZWaH9PhVpWPPaex+BPaQmNMT89geqE5DqZLA+jBNFsPvqwaQH/w51iWEVI82d5du3Do4EG0aNUaVauJs8jJIqRPnaglDzovB2dK513lGRB1oVt23yhwcdliNwA+qclOANSxbUvMnbcQcQq5ucthdfZVP77U42PraSPnz6Ypa9+XL13E8KGD0avP22jcpKkPonHr0fUAydMmtVvXLkhMDpWEOC7UkgybTnz4hOHeYZQtFoep02b4MM5AV7Hr0Z4SkZ/j/65dw+7df+P40aO4ePECku8l48WXXkbnLt0CLZAk7V84fx4j3h+O6KhoRmRoNpsYEaEuTMc27ilpaajb+CU8+VILe1iOJN363kiwAPRM4OieP3H8n78wqE83lC+vriwK3iaAj0EP1hhlfnz0FubirU3Qh+u5/OECj1DpnUwAn56dPEAXCvD5uiydqISXA5wL8e4T0C+FAJjNFAZABzGc23QwXHIC9O8VsqC31CzowbAUmYwaQA+aqVK3oDu2bWMbsZat2yA+Po+6hRUhnZLWc3cxOSZu97zmdiI4vmA2dzlPdUQM3oeiHdq0wDeTpqBoUc9MoT40KbiKw6pLDzaJAa1gISQs6OoNILVVb9iQQUhISMC774snUHMegrBXCDdiuyU96/AvXDiPMWPGwJiejuvmBNH524nsrVhkEtJTkhEVnx8XzOVEaTgi9TQKRqZj1px5KvboycSxY8ewf98/OHXyBK5euYL09HTmhVKmbFlUq1YdDZ5sqGL5PU9Jp/Zt8f7IkahcuQorQOvm9u3buH37Fn7fvBk7du5Ex8GfIDo+ryqY0/kYdJY3Wmp3FVGrNofCmcDeP37FjUvnMKBLexQrU0qw5VaK7qVowwnQicVdihaVa4PWCwOiFord1UPnJR6dD6HgMgWEwEbJyimln505PbeR8GuTgLkjnahEQ2cu7fb3pdCDAiFdE1s/vbf4uGYhdZQuIydA/+GQMi7uLappLu5KrzOh/WsAXaimtHK5auDO7VtYuWwZRn78GWJjYx8YbWVm2riTccV3EzzYFhfPy0A9A1CB3w2lpaaif5+e+ODDj1HxscdkXwOuedCZm54MYw7kIDkgzGEFKceyaME8bN++DbPn+hbH7IiddpDxuQD1HBSyYtl3WL36J0TG5sfF9EKwhUV7VR1ZzAuYT6JFy1aoX78BBg/sj7vRNQWzw+vTryBP5hWMHjMWFR5VL8PshvW/YtGi+ShcuAiziJL7+hMNnvSqHzUXmDZ1Mvbu3o1mL7yIdh06OkTlD9FoDQ0Y9i6uXzqPSnUaoGnLt+xlOO8gJS52GGsHT2oE6Hv/3ALjzSvo374lovPGQx8ZqYSafO6T5p4AusVsUZwB3edBeKhoNGawT8lSnJtLN1nNyT2dLmJJZ4wMdvZXb+Ce6rrlOZdoAIEC5yQexelzegmT9P0l0dA9NiMvQL8WyKHk2HaLakUU6VfrVLwGNIAuXmdajRw08PeOHYiJicGrr73xgOjIxUKt1K7RVZN8kl4R2pXTA+DWzZsYMuBtFtNM60CJiwe15H8ttdVZzvG4jkNKb4AL58/hveFD0X/AYDRs9JQPQ3K6tovVL7E3fzV+LE7+ew4XrV4As82EorZjaPhkA/TtN4DJ2a9/f5y7eh+2MI7bwhRVJlf5i5r+QfeevVk6OTVfY0Z9gqjoaAweOjxoNrJZ9XnixHFmGU+6k4Tku3eRnHwXJ06cwNTpM92KOqyI9oOnnX/twIJFi2E0pqPec81RrcEzrLyUB1JC517tAP3KudP4d99f+HjoOwilFGVqeCcJVa49bttipbhtYstWNoe4CLG9FiXwnG7MYIzulDM6p7VL5Xhit6xlwkKIOT3nkynSmxRu7ZyxgRsSy3lujzcPxP1msdqYKz/1ESyx6HIC9B8PKQPQ39QAutd7Wi0FNICulpl4AORITbmPebNn4+NPRyE+T96gHxFZz7l4b4VMOn5rkCOVEwukfO12//5/MGPyJMxftMTXJiSpx4MAucYtidAujTDLikvKOCnX35rVPzL34klTpvskNu/ezlwzHYSEwpvavm0rZs2ahath1XKspM9IRKm4VJQsUQwffvyZoxzVXbHye/b39WuXkBz+KEJsGQi1piEzJAwmQ0kg1B7vmGlBgbQ9iInNg0YNn0S3Hr2ECymqZPZsCqKqA/jh+5XYtvUPTJ46I8dQAbFtyl2eAHm3zp1QrFhxGCIjER0dzQ7phg5/z00U11SIXAwu5xG0cvky/LRmDfIWKIhn3uyIwiVK2T2XZBqJIwadX9cy9Suim/T797Fm/hRM+vwj6AwGhNpTIoloQpai/KFw1s749GREdBis7O05KZAOH632d60+B2I0V4Du2g6BZrJk55YX3my1OKztvk4ix2ISkq0fKd8vrrLROiArOv0UQ6Tn6/ikqCcnQP9JIYD+hgbQpVgqsrShAXRZ1PxwdHLj+n/Yuvl3vPvBh0E+4ExkElt60LtJc+MgBnA5rrGjR+Hundv4euJkObrz2Ecg47blGpTrBlfqzdPly5fx7tBBWLriB9HD4Q8+qKIv4JzqnTt3Fh+NfB+JevcUjHrjVRSPMyEt+SbCDQbUrFEDg4YMy1HG+XNn4ffff0d4RCSiomORkZGOpNs3EJOnEBJTopiVPcycjFhbImZ8OwcJCQVFj1dIBdd85q5u0e5Herkf8F26eAHvDh+CZSu/z5ERX7AsVJA/M3BHAewvoURWXDPOhlzr5fR5v7698NxzzfD6my0cPbuWZW3anGEb3DpyPpvom0kTvsbh4yfR+b0xnLxCnsGu4xV7luoCzLn+vFjv/elLyCTmViYTWD5tPEZ0aY9CpUoiIk59oWRk6SUXdnJldz3X5gklaT7JmhosgE3MlJlMZmYxjogI93io7wmgk6t7WGjuTOf03CW9Zr2XxMjG9B4qv6s5k91iZf8iIyPEiKxIWVkB+mFlLOhvVNVc3BVZXD50qgF0H5SmVcmuATo13rh+PcqVr4BGT6sn17D4ueJivYPbcm7fXsuYZm3R/HnYtvV3TJk6QzEGd36uHTHSQUgUx+WKlj7u3PU+6NiuDT4ZNRrlygljgKaNIW/55Ai0/GOU79a1M67ej4QpqjTCzEkoYbgBiykdDRs1xLNNm6FcOXFEcPzYLl26iHVr12Dnzr9ww8yl9HokPgOz58wV/xgQXMOZ5cFjlRzI87KW7fJWe/TrPwB16tbz2WPHNSzCsyxcfDfNnrMsR6hIcJwH4TTffBmW1jGEI7JyPSyideqSPIIdCkydPBE3btzA52PGsu6z9UGcCvYwHb4u48iwt02/X7p8GaNGjWKEo7WeaYZaTz2fjbDN7dDKBWBz7eQ8cdkOvrKBc5djiBBnfDB/UMCNifuc68deXuyhgOC1lb3ghpWL0PKp2qhavTp0UeqKQefAmIV5bXkiBuMebZxXF5Ujl3AC68Hq6ZR1dvhx5QbSs3kXeHk+MLZ4m9URuy5k6YTCfuhlz7jKWeiV8wQkIj0ijLNZLYiOifH5+SZk7P6WkROgrz78n7/i+lT/9aqFfaqnVZJfAxpAl1/nD2SPyXeTsHTRIvQfOBglSj4SdGPM+uKU2nKpiEJ4krEAu+j/sGoFfvt1HXr27IMGDRsqMlTXTnlgIDW5WqAH5siJbWeRFmPtFCPbkEEDUOHRR9G7T79cqzm8Ech2Q54Y9k2ev/fGxg3rsWTxIugi8+H+nat4tulz6NM3d1nEjG/z5o34dvo05E8oiKcaNUL7jjwBmZhWhJd1s6J7qmYP+3R3hndHdR+8Pxyly5RBz159fN7AEjDIMJlhtlizucPSkiJAZAgPZy6u5HpqNJlZuehIA8fibH9OEPgmAJWRYWbEVHTR90RkRZZP+j0l1ch+RlAscQhgMltwaP8+fDV+HAtxerxqVdYHyUKHtxSbS2XoX1hoCGuH5ODXFXWTYTazOgTa1v70Pdas/RmxefLhyZdboljZimxsZHGMslvieMBH1lpjholZLqkvT+uTyhop3ZvFysZhiAhnoIXGR/HDNIZwvZ7V57jiuFzOBB7D9TomKwEwTr8W9hmBUJJHzmvv1k2olBCJF154HqEqi+MmCzJdtM5yc9cmPRLo5FKNceWDJUbZ21wzK7mFxsa5dfvryk/3JxHL5RR/ni2m3FNInsBDQm9j8/V7ztXdjPTUNMTGx6n6QEZOgL5GIYD+mgbQfV3KstfTALrsKn8wO6RN0dFDB3H+3Hn0HzjImX4pCIbrZlkheQMMaOVTiZ3kTuLxzJ8zC2fPnnEM4/y5swxYNH3uefmGlktP/HwyPwhm7Q2Oy2H5D7C1g7gCxo8di7kLFiEqKmc2dYdLu4NXiPtFCo0SOdjmTRvwdv8BKFAgQfIJmjFtCuLj4wMOzjnB7c6nnlzL+ZFxRmq7/thDxm3MS79bDOIHeOqpp9HvnYE+gXQCmwSSCEASQCDLFQEgnkWZgClHYgWkZ5gYAKU/oiMj2OcERmkkBDDS0jOYmzIPnAh4EJCKNHAA/87d+w6wTOshzZjBANfiBbPx7+l/8eWESQzM0kVgmAAtlSEgTfdkZEQ4DIZwh04ImKcZTexggIBvfAy3LqdM+gZbt25F0TKPoknbXszaHxcTDZ2dBZsaMJmtLK96TFQkA9mujzserBNhVUpqOpcSS6djID9cp2PjTUkzwmqxMkBF46OLDhJIB6SXiAg9A/Okj3spaWycJGOkIYKNS7YrE7hw6igSTx7C0N5dEB4dJVvXQjoiNnN2oBEujACOgCetNVqkDxpIp/XMufPr/ALpvHs7e1zwKT1c3mtuAF2lfDm8Z4Ux3ch4KTiPHXVesgL0I8pY0F+rolnQ1bn6skulAfRgmakgkJNeSJvWr0dCwYLMRbF12/ZBIDUPYrNvmoNAeO8i+sD8nluj7w4ZgNTUVDR66mlHsYoVH0PtOnW9yyJTiWAE6FyKOM6HVlDcrZ+6/PijkYiKjMR7I3Lmi5DrwMDPoaiiulcrugtQ57an2TepJ08ex5SJ36DBk0+iw1udRR+E8PNFQJ0AenoGgeZMRBkiGKjmWZsJpBJQJmsy/xmB2zBdKAMBBE4JiJI1OSqS8lWHwGojIEVWZh3bYHsC6AS44mOj0a9PT1SpWgMdO3dl4JxALl2p6UYG2hnA1ekQEx3JgZdM53f0u04f5gDoNKbzFy5i1KjPUKRMRYRYzcgwpsOUkY4q9Z9BxVr1kWGyZAPo/DOAO6ALYbowZnAeA8wbgPqPNLBpIJnSjSYGwilOln6mpKUzmRkI1+mYpd1kNuN+ajrTC/1N3ggE6P31KBG6gI/v2YnNPy5CscKFMX7UpzDkifdYlTsncoYsCG3f33JGo4mtMzF5r0mPdDjCHwA9KJZ0WmfkgUL68CfNGGdBp/vU6anBh6nIte78WReO1HoWC5AZwg671Cy3nAB9rUIAvbkG0P1Z0rLW1QC6rOp+8Du7l5yMC+fPIvFqIooXL4FXmr+u6kGzPOfM5KLeU12lFLh44XzcvnkTd+7cRumyZRGuD8fuXTsxfeZspUQS1K/TNdtO+hQEc+sKhqWyUuemrKtXr2Jg/7fxv/Ffo0wOMd8aQBe03IRZ0F2bysULgSz/16//h09HjRbtreBKImWzZiIt3cjcY6OjDE4X4kwwl27mak6puhCCDJMJsdFRDmswfUfWZnosRhoMDJDyLvD0rKR+sgJ0AsBkYSZA//7wIahesxbatG3PNuTccUQIA+hkWSSZiLWawC0BeDooSE1Ld3weGhbiAOhUlsaxf/8+/LxuHeKjIxFhMCBPXDz2HzmK9oM/yQbQSVZu7dqf6iHAvftp3GFEWCjzLKCDi/jYKDvwIV1xOiEwReOl8UdFGdjhQlhIKCPpojL0k/TJ0mqF0hgiZHHP3rf1N+zcsBZPP9UI9+/dx3tDByIsnLP28xc/ZnbYh0w4YpFdyuRGgsfzAQhd9Vn7prklC7ovIJss6eQGzTO8qxnECdUP6dNkMiE0NEzUoUXW9v2ZF6GyBqoc5yVhYaEsBoNGEueq55+PXA+U2nNt99UqhRTpV+tUvAY0gC5eZ1oNARqgl+0va1ajarUaaNL0OQE1lCnC8nT6kC5KGWnl6/XSxYsYMXwwataug0KFCuGfPXuQmpaKFi1a4ZXmr8kniI89yQ14fRSTVeNj5pn1XEZiuwlfjcetW7cwZuz4bOJzFn0WjCuLRd8f/SldV7D1nBfUNWQgi/Dbt23B4oULMGvufObRyoCxDwdMBJZdATpZrOnigSbNLWcdB+7eS2FA08DiwsMYUCarclqakQN69jhsAtPUjieATu7rBLTJ+jxs0Nvo0q0XnmjwBCvPXwTQ+TzYPNkaWdyZiznlx+Z900PgAOjULhFMkcWb3NIJBBJ4Jut7pw5t8Urnt1G0bCU3C7pr3C/nXmtlHgHMGk6x8GQxz8jgXOJJvpAQJheBbj7OnWSOi4lyxFLzhxYE2EkOHqzT39RuIK8/f/ke+7dtQrdu3ZCWlsYOFpo1yx5ORC7m9D5jzxCKr7dSmlD3i+bXE4M6i3O2Wn3OT07zR3r2x1WdZKc1R1wC/lidAzkXYtumtct7bDwIhw5ix0/3Gt2DNKfBcMlpQV+nEEB/RQPowbAUmYwaQA+aqQo+QdNTU7H6xx/Qqk07xu6upssJ4Gh/Ji/Rj5r0kJMs82Z/i7Nn/sX/vvzaUYRyFbdu2y4YxOeigh2My8ox2ApRlmMt+gjGhPThqQxtiDu1b4N+7wzCEw2edCuSHaCz14WvXT3Q9aQE6DOnT8Ufv2/CvIVLWC5xpnUfOAmyAnQGeOyx4gQayHpuiIhgm2cCwXQ4RICdAKfDVd6WyWK2CZxSe1SHwKheH+bRxZ0jgAtFn+6d8NWk6ciXLx8Ds4z53+7iTkBYH6ZjBwMEcgn0G00mdjhA4ySQT8uMYtBJr/dT0hl4J7dpii+nNUvu5/T77BlTcPjEKXaAYDKmI5SRk+kY0AzTh+OtoZ8iVKdDKlnHTWaHtZuAJPVJclE8O/2kvsgFng416GCEiPO4uHyKPbey7ygsgHTEk+yRyzsBUgL6/pKB5XSDbFq5ACf278KgAYMYAefIEe+hbbMXULF6FYeLOyPhsljY/JIueFns/H4uTRMvgd2iyWURdYnX5+aIa8vKhTLQugvl2qR59Uy+x/EecHH5HPGfP0CU2qH2yNOBOBOCneGdxkOHSnTRIVNu5HkP4kOSIw4kwjwNoGed33VHlbGgv/K4ZkEPlntNA+jBMlNBKufBff+QHcgtN646hsK5QPIxiRr4cM7K7G+n4/DBA2j+2ht48aWX1TFdIqUIOgs6i42V/6Bo/tzZ2L9/PyZPnZEzQJf54EDkVKuguItzeW5EcbykHizolCJu4tdfMndzIomrVLkyA83Mi8FOdCgG+GQH6DrW1v2UNAYYeHdvQqMU40rdEJhmJHIgdnMbA0jMAm1nSSdgS8Ru5JruKQadQGLS7Vv4YtTHKFehIt5+ZzAMEU4LM29BJ3BNgI+38JMsBIhZ3C5t6EM46zX1x1vXySWekUvZ5SFQnWFMw5GD+7Hu5zWIiY1Hnbp1ERMdg8ioKGze9BsuJV5H2Sq1EFegCIo/WsUBMqkfljaQAHp0FDtwIBlMJiKqI2u+DXniYtj9SCCWeRMw6z/phAsL4NvgDi0MbJxSX+sWzsDlMycwYsQIVKlSlR0i/LNrN3788XuUL18e1/77D880qI/6TzwBgoAEgnIDgPwzkf9pTk1DaHg4bOSCTGOL0DO3eXL/59aak/yQY1zPdIBMxkvgAPvun/urB2qXDkVI+SxPONN58F48s3swWZKl0rZmQc9Zk78oBNBf1gC6VMs74O1oAD3gKn64O0i9fw+rf/wRIz/+TIWKcOYw5tLaPtwWwv3/7MXCeXNgNBoREhqKxk2aoEOAU1QFalEoZZX2ZTy8rEoAdJK3e5e38Nrrb+LV1zi+iGDyPvBF34GrIwKoZ4lDnzFtMhITEzH6i3HuByV2M6gLgbOg2HRPFnQGQNMpPVr2OGHetZu3nJJ1WBfGMVDz7PD0kwjnKK7cE0AnAJsnNhp3k5LQr28vfDJ6LIoWLcZitglkOdzCKZ2ZXscspWTdZozuEXrHQQAD6NFRzLLPW+VdQRpLyWYyMSvviqWLsXvX3/jiy0msDTpUYOAyJARTJ03A+UtXkHTnNtNp+ep10eDFFux3q42z/PIu6gQETRYLI4sjcJg3nsvXTOCKPiP98AR5/FuCxsuY7sNCmcu9IxTBy2uEv9+5V47du8c9Bx+2rV2BY3t3Yvy4cShRsqRjTWTabNi37x9WLzY2loVDDOzTGzH58iIkwwQ9WfgNEci0WmFOTYfFbII+JgaWtDTYKE1dpAEmSiGXmob7idcQGhsDYtculpAAfUQ4ogvkd/ZlT9NJ8cM8QCfw7rTQc7HutE7Ik0DK1ycH/insgQ4epD/8CNwzwHPLNBaKxeZj7OXuX6n+NICes+Z/PXpDkWl56fGCivSrdSpeAxpAF68zrYYIDdCm5rtFi9CiVVuUKVtWRE35ijIrlf3KtrfikLt8wijQ089rVmP333+x1GnPP98MBQsVwto1q3H9v/+wbv1GBSTyv0sNoAvXIaX3WrtmDebMW8gqaeEfwnXnuaTz4C+3ljhAwz1b3nm7N55r1owdlGS9+OeTE/4TqMs93R0BHEqlRsCKLN4EXMmCTZ8TkOXSkTmfa8y6bc8RTu7FnNsyx4nApRfg0rWRSzqB5eR7qXY3eXJdDWHu3wRsyfJNdd4fPoyFNbVu15EBW+bKTmXsDO70Gc80z4jYwsJY/1xqtkxER0XaiepCHMCbCWEXh0jlzpz+F1+M/gSDhgzHY5WruuVyZ67e9jzn1OffO7bip9VrcffObTzXpgvKV63D9EG6Jes9699qZfHu9JNi43mXe/qMlYuifPFOay55IpC81H4sAXSBCJXP1sDIID3UoVRqP82eiKHDhqFhw6dyXEIk008/rIIxPR1169bCuWMnUL9+fUTny8NW1aG9+3Dq8lU0f/kFrFm3HolXLjOrO5HsEVAkl3T6ScCxf7cuCEUIYgrlnvIwPd3oPFQIsecwDwvz94bxWJ88MrgDkODPk857BdC94crLEBDFqahR4iKidaq5uGeflF+PKQTQK2sAXUW3SK6iaAA9WGYqiOXcu3sX8uXNh2efa6biUfCbahcfVS6Rtt0ykBWku/qyqhvA0wbsKm3OEhMZQ3T+/AXQoGEjfLdoAX5b/wvy5cuPmjV48OfsAAAgAElEQVRr4aWXX0ax4iXYHE2dPAlt27cPSI7qQC8CNwtwELhnK21BZwCxXx/UrFUHXbp2t7v/wh47rO61Hei15Gv7rod+ObYRAmzeuAG//foLrl1LxJLlKzm36lwOBN1CN+yA1VN5Ar8EcKg8WasJrBJgJ+snAQSyGLtejEXbypG80ffk4k7gk+pT+yx9FuV0DuPWA6XUcrXE0zPGas3k8oiHAAvnz8PpU6fw8ajRDIgTQOfysnOhHNS//fHKicFc7W3Mik5WYrKaUv9kneat4kwW7mSCgfmhgwaw7BLvvDMIGWYu5zp/8e7p1LdD9pAQUIz/vsNHUbZydSTduIakWzdx/24Sipcph0r1nkKJ8pXZ+id5qS9m+bQT2PHp4vg+qG36jsXIs3zXNHcOx3BOVvtrwpVhn02bPf0beSW4JbhGJuaOHo4nn6iH3n36eVw6XNgDN/lmkwnjvhiNiIgIFClSFMeOHkbVqtVw7NgxFClaDPfv30dMTDTy5M2Hho0aoVix4ggnwi4bFz6x8++dmDZ9OmrVb4hWzZ5B8RIloKOxewi3YXH66RkM2PvC1C72XiLdsHVFoRWRET6RJYrtM1DlSdc8SGf3owLhTIEaW27tagA9Z+2sVwigv6gBdCVuBZ/61AC6T2rTKonRwOED+2E2W9GiVWsx1VRRljaLPEjnDEl2Z1O7+x/vGu9qDVNa8Hv37mH1D6uwZ/ffSE5OhikjA+EREYiMjEJMTAxSUlJA6fAKJBTA0083RrsOHZUWWdL+gyr+nCezI6YGgRY4SZVlb2zLH5uxauVKTJsxiwPoPpKTBUK2YGzTG0BfsnghiLGdyjV66ml07tLNMUxvlliPLtJZlJQNEIrwAqK6rqDfta2shwH8d1k//3ntGqz56QfMmb8oR5DJ575mT1W7lZ6lcXNlN3PxFHCM2x6TT4Rp+fPnx5Bh79r7oMJO2bnHNZ8VnMO01H7bdu2QN18+lClZHCUfeQRly5XDxg0bcODgQURERKJQ8RIoUb4SKtZ4AtHxnnONZxtUFhd19r39s3+2bUBGeioy0rn87VZTBkxGI0z0MyMDZlMGLGYzLBYzrBYzChctjonfTGBz4Gkt0EEG9x3XxX/XrqFI0SLss9u3b+H4sWOoUrUa8uTJgxPHj7FnPwF4Snua9Zo5YyqOn7mACtXq4sBfW/Bc7Wp4tWULxMTFuoF06oe4CkxGSoUmD0AnWfk49zB9GEt35+3eUPOzgnm1pBvZ4Qbp8GEA6RpAz3lF/qYQQH9BA+hqfky4yaYB9KCZquAVdP/ePexFS2zudJEV9+D+/VzOWX04O9EPD49gxEgGQ6SqBso2i/yG0WFNZ/DFLqfd8m4nc+I+dMnByyEdO+BxrSf9MI8cOoilSxbh3NkzKFO2HJ5p3Bi169RjadKyXnfu3MHe3btRvWZNj99LL518LfIbeT5u1xcWbLmkZbLaV5OSm89NGzdg2dLvMJcBqkwWd0yCPQybyEDMtSdm9+vXr2PZd4vxzz97UDChIJ5/4UW8kIWEkQeR3mRi0b82DgEGen27AmOhh0iJV6/iww/ex4iRH6J8hUezDYfa5AE6lzHACaBzO4BwdfPft3cPJk2cgMXfLc9VXTxQd1qeneCZdzMncEttb/l9Mw4eOICjJ07h7u2biInPC0NUNHOBzwwJQYteg2GIivE2PdxbwM6IvmzCJ4iIMCCCUtkZIpE/LgbRMdGIiopGdAx3aBoTE8tiyuPi4pFQMAGRhihHH1nnl1js6TMKEyDvgqxnL2LS8vV75x0UK/cYGr3cCveTk7B/xx+4cfEM+vfqjEcrVHAAYhoL8RdwIQ6BcWnPSam0d6B84rwHBVmguZj34PLuofVOqfAoH/jD8lzVYtBzflT8duymoOeI1IVeqJx7GIvU/Wnt+a4BDaD7rjutpgAN0Ivo++XL8ErzN5ib2pqffsTtW7dQqfLj9rhDcmGzwGwxI/luMrr26InY2DgBLctZRIg7uwvhnId9A2cVysldXpqxDOzXm1lO2rXvgPj4PNI0GoStZAVH/MZOjRs6HqATGiamaqWuzp3a4403WzpioDm5lJVJKV3436/nGPSf1/yEDb+tR88+fVC9ek3ewOrEV/bnhlCAxVuaXS3FbrLz1mcv8eq5jdefg4DBA99BterVWdhE1sv1EI0UwfG6cRZjIR4C1N7X48ch3WjEhx9/6nXKHGEv9uMwl+NVh6U7ayNElrlj+zbcu38fZrMJly9fxuFjJ9D7Ey71JHd4y7u023kBXEAjucAT2d4fPyyB6d5tfP755+ygmmoQ0OXcxEPYQQvzWggJcXjRcFZyujinebp4UEdt0ufk/s9xBJDHOnkOuOuQPuOeKc6DnKxjbNOmFd7sORhFS5d3jGXHb2tQq2R+PN24MSLs8flKgktSs81mdYhOYQc0fmLfDyagS6EQBFgJoKvxXeT1JvKhgAbQc1bahuPKAPRmlTSA7sNSVqSKBtAVUfvD0+ntWzfx2y+/onGTZxmhzbPPPYeKlR/3qIC9u3Zi99+7ULZcefavXPnyKF2mbA4x4GrUoRvXspuAtMEJpKWLWKBPnzyBKdNmqlExisnk6u6uxk0Rbz0kE6JSm80xn3+G1NRUjBk73jFPri7Hik1ekHacY170EKBDm5Z4pFRplhLspZdfhcFg4EbpI4jOsS8X3Xnz0PDkju+eLY5zGxd7/yxdshh7du/CxCnTsgN0R2iHuycAX5BkYvdDLnrp1rkTuvXsmSuRmmvHrrrix+ItFMEhj/2XFm+8hn6jpyI8wuCRO9QlPNyeNs6CRWPfQ5PGjdGpc2cWV08Ak8snr2OkdATk+bAC+oyAJzHHc2n2nOCbywWvY2R7JD8BfI7Rnou/p7FQXYqHJ9BPnAMUf0+fU/w8s7a7XFu2/I7p06ZjwP9c3hmZwKmDe3Dv2kX0aNkc+ugoRERyed7VYv0loEsHHaQDGp9Sz00xjyc+1RrJTPP4sFxEpJhJKRv1ekVDuITqW6+PEFrU73IbFQLoz2sA3e+5k6sBDaDLpemHtB9jehqWLl6Mm9evo0fft5G/QIFcNUExS1cuXcKtGzdx8eIFJCXdQbly5VHGDtgpbY/YjaLyquc2oczaISIWVKjc5No+ZtQn+GzUmP+zdx3gURVd9KRvNr0RAknovUsRFERBASuiAhYUQVEBUVFUROyiIooiIqJIEaWqvwVFRaogXZDeCRBIh/Rkk2zyf/fOvs0mpGx5W5LMfORL2J035czs23fm3nsu2nXoYO5ltb4eyy/VgHhq5RDBGQ+a9OA4/J67MHvOXETWjzLsCUEMhAXdPnu2Nm++qgj6mZOnsG7dWuz/bx+H+sTENkLXbt3sls7QNISiMsyrS92uiM2ba9lX+rkQH48Xn3+WDw0p5ruiYmqhL0OmDQS9snv9vr3/4sMP3q/WvV2NfWbqqXD/vcNxx6gJiG7WyijUZkgZbkxPyH2y2nwJVs6ZDg+3Erwz7V3+LJGoHL1OBJ0Idl6+jgk6fQ7J4u3l4QE/Pw0ys3KNgnrUHL1P9wdK55aTk8ffJUKJH0zYqUNqm8T3SKWfPr9ZOblCENCD1PdLCTpplMz84H0cOnIEXa8bgGtvKZs5IPViPLb/+SOmjhsDT0qr50854V2HoCt4EFGn2zvFc7u6tzuJ3dHBjI9BfFCNfVkT2uDDFMPeLX9A5IrjlwTdFVel7o5JEvS6u/YOm/l/e/9Fbk4urunTp6wAkBkjyMnOxrlzZ5mwnzsbxw8qfa/vh+uuv8GMq12jir2tkU+PfwLt23fA2PFPusaEXWQUysO/PT0XbJ2qaXysMwj6+nV/Ydm33+CLrxaVmUqp50GphoKBd9jlkMlWHF3t+lLxtPIjK41/SU5Kwp9//I6//voDQ4bcjTvvEjm61S6mWQ0EkxGu2cZiEF0r/X/VKdwsGd+4x8fgpgEDMeTue664rNTtvGz8eaXjMmnhqfFj0a59ezw+tmKlc0vGaEnd0Y88gi59bkLnPv2rvqwEOHnoX/y+dAHefW8GQsJCDaruwjOAXdw93A2EXYihkeo+lcAALRN0um9xzLe7O6vUk7Wd0r/l5OYbCToRZ+E2D84ZT9+PLEDm5sZp6jQab84zr9xbKG/6z6t/QXTj5hh0/xhoA68UwSvW67Hs0+m4vW9PDOjfHz6BAST6zgJnvr6uEz9N8yarvlarcflDeyLnen0Ri/XVpUKHT0TQ6fuEvD9cvTiSoK89kuoUOG5qU7WRzCmDkp1WiIAk6HJj2B0BdsczeRixpcNLaWlY9+cfaN2mHW4ffKctTTnuWkUIzA7H/GQ5J++ET+fOM86nMmXlyl53HBCO7cnV3dsJDaOLu5NU3D94/z3o8vMx5ZWycbxiXFd6fpgrYubYla7ZvVFs+nerVuLLrxZyjmp7FkffAz6fOwfn4s7ineml4RPK/Kz9fC5a8BV27NiGufPm2xOqK9peMP8L/LV+A0a+8Da0ZuikHP13O/7+ZRU++fQzzqFOFkQi0eSSTl8FZAHPzdOxdZoINFkb6Y0gA0EnCzu5ppPnAhF0spQHmxB0ao/ID8X5kqU8IyMdSclJyExPB31PJienIC83G4lpl5CdlYXs7BzoiwrQ86Y70Onaqg+4c7Mysem3HzGoUwtcN/AmHhe5KwtrtWuIsxFB1+mE6BqlhXONUVW8JRW3fHJvdxX8HPHhoc84pcmjfUreA65eHEnQ/3ISQb9REnRX34bG8UmCXmOWSg5UQYC+lDetW8fqt/c/ONLlgaEYLPGlrN4jBLnHvvf2m/D29sZb095hRWAmfBy3WLEoUEWv1/aHBVMSYG2crz03mKkLsjPW4sXnn0O7du3x4MhRFUyzVDO7NMWgsK46Y6z2XAdntz11yovQ+GrwyqtvOHsoqvZ/4vhxvDp1Cpat/O6KdmnvCyEz8/dTQkICnpkwHs88Nwm9el2j6liramzThg34eNZHGDzqSTRr38WsfkkFfuE7kzHl1TfQtm1beLi7oZDyzRfqRQYTTw/kFxTCm8XihAW8QoLu5sakvjxBV0g952Mv1GHMo6MNWVF84K3xhUajha+/P3y0/vALCGRF+i59bjRr7FRp58Y/0S5cg4G33IxiTr3nzjHfrvLZp/1TRKnfdIbUby6s7E77nNLUUagb5ZFX70nA7OV0SkU6PKLnNZQUQ+OnhaeHp0vP3ZEEfZ2TCHp/SdCd8lmwplNJ0K1BTV7jdATIYrB54wakp6fjoZGj4edvXuob5wxckGa1SPrG9euweMGX6Ny5C557YXKZKXEOaxOXVSbl5V1YFV1f03zDSiuKmrJLf42av4pl3HsNl7mSy7uzCToJxFGKp6eeebYKUMsTdefmbDd/9WtOzZSUZDw9YRweHfMY+t84oOYM3IyRPjp6JO69/wHcWG5epiEo5h6eLfxqPk6cOI533rvSIm/GUKyu8uzzL0AbHIaB95bmq6+uMSLOq7+ei4KcTLz91lvGLB6JiRfRuFETtqKTGJwQxBOUjW7Jflof5OTq2OuMSDxVJBdpUm/305bGoLPYWIkg9vPmfIIzFxJwx5hJxmvy8wvg6ytc5K0h1Uf2bENxzmU8NmIYStxKUFwk3Oetaas6rKx9nw95yI2aY/uLOd7e09M1XalpjDqdUHFX1tvaedeE62ht6FCpqLAInl4iLR4dTvn4eLHHhyvtIwVPhxL0o85xce/fWrq414TPD41REvSaslJynFcgQDf5Hdu24sTxk3hw5MNo0DDaZVEisTJbReJOnjyOhV9+AcoxPHjIENx9zzDxUGeajEc5CCjNzlOKSWluoSpxUlL+WCoK5argV5Z2raKDC0fPwfQAgfaHozGf8+ksXEq7hKlmWm6NBwpWqo47Gt+a1N83SxZj08b1mL9gcU0adrVj/fCD6axB8sprZb0Dyux9M63ohw4ewPR338HX3y6rtl81KwwbejeGPPYsopu2NLtZ+qyQBfHzVyfgqQlPo+c11+K5SZNQWFyCubNncTvk/ms8RDXcs8m6zqnE3MRBGBEZssDS4aue1Nnz8lkJnOLT6f3c3Fw8PPJB3Pbwk2jcqr2R+JDF1sPdQwg9WmGyjTtyABePH8CEEUPhpfVFsbsHuyk7QyujOtAZG72IdSby64okncZIOgKVYSjmQPtBzJYPkt3d2fPCFclsdWtCcyUPBwrFIMs5rY2yd8mLgLwxXK04kqCvdxJB7ycJuqttu0rHIwl6jVkqOdCKEKCHD3po27ZlKyY88ywi6tVzSaBsIeikADvrwxnYtXMH+lx33RXWzoqytFv7hW50O7UDWXS2tZgPMwwhAIyPi5BMa2Nxbd3o87+Yh02bNiAqqgGmz5hpVnOm+aSlq7tZkFlU6bmJExAdHYtnJz1v0XWuXPmN115BaFgYJjz1TJlhKjoHTEYsCJu4/96hePOtaWjewnyybAs+lI5s/lcL8MQbH1vVzNqVi5F49iQKdPkICAlHakI8HnzgAdxy2+1Vtlf+fskEh0hPkR7e3pRyTYjBzZ71MY6cPI37nnmltL2KvhQsHH3SuTNYs2IROnfqjLsH3YCI+vXh7uHBVmpXtABzvDMru5fAw9ODPQdcqRABpwMbIugiwwh51tGhgjJKOojRG85S2JVNEHXDETwdjBDu1n63OxILijknMk4knA8k3ES6PxL1o/nS/nXFQxRHEvQNR9McuSTGvm5oHeaUfmWnliMgCbrlmMkrXBCB//buwZlTZ5iki5NZK0wGdpyXLQT9rdem8pfbuCefRGRklMHiYlBaVnIgGRLw2mqBNZJFGwl6RammKspDbHgCcZjl2BUJepmDAxtxN2cLK8Q8NDQMg++8Czf0q0aRulyjZXQOHDBec+ZUW+ps3/YPPv3kY3y7fGVtmRKmvzuNid3z5cJxrP0sjn3sUQy79z6L9621gL409RUUu3vitpHjrG0Cn778JJq17YSbHxiD3RvWYNf6NVi6tGovAMJn1crlSElJwbjxE7hvSqVGhcgnETZOkzhsKG598HGzY+PNnQT1r8vLxeHd23Bg11a8+dJzCA8PNyHoZOF1c6n81oKkk6eB3pCGznWeA9iCzoJ+HkZxUEHSKT6dLP8ecPcQgrq0vsa5GNZcYC3CFYi728OTQckEQM9Q5KFobaFwDPIOIRJumvedhAYplS5Z0F0xH7wk6NauuLzOHghIgm4PVGWbTkFg47q/cO7sWTRt1hxNmzZDk2bNEBWl5Hau7Iu6qizA6n252yIU9+W8z5Bw4QLeeGuaUVTJXtbf8g/NVi2kAVJ23TQpitWaszyZvGd83bSunQ5YFNV0a3M7W4WHGRepdTBSVVcKMQ8JCcXgwUPQ78abzBhZxVUkSbcaumovnDD+cVx7bR/c98CIauvWhAp/rf0Dq1aswLz5C4zDtSW0w9EE/f4RI3DNwDvQ6RrrU3tu+/0n9Bo02Dj/ZR+/hRZNYjFq9KMIDg6ucBlJH+LAocNMyK7t1RPjn3raWE85iJ07Zzb2HTqKEc+VzcKg6r4oKcFvyxfhnv690KlLF4O7vXAld/dwZ/dlKuyU5AIK74ql2sPLA57uIvbZFQqHPBSSqB1Zlj3gSVZkD09Wx7+Unm0k3mRd1nh78QGDqRs4edIpLvBEzpngVqAvY8tcE1MuIy9fhwB/X4SHXJmCr7q26Wud8M+hlHwa7wpJPmkj8AGAC6ZdcyRB33jMORb061tJC3p1+9hV3pcE3VVWQo5DFQQyMzIQf/4cUpJTcP7cWf5Ca0JkvUkTNGnaHJH16/PpLZX0y5eweNEC5OXmwc9PC62fH/y0/tD6aeHn54+AwEAEGn7o7wAzUutUQmfYrUs8J1j+sJCWmoo3X5uK4OAgBAWHIDUlGTfccCNuvvVWVTAzbcSUeNHr5T0llXh3czo2R4xN6U/pR0HHnGvNGUP5OmVyL7uIizvjrLje28Ei/dWXX2DTxg1MBG4fPAQ33qSOCBlhWawvZkuOqzwEW7MnXO2aH75fhbV//I7Pv/zK1YZm1XhIxXnE/cOxYOHXfE8ts9+tCDVxNEEnEnzo+CkMf+plq+Zf0UVpSRewetFnuJyaDI2vFvUbxmD842P4cPnokcOYPmMGq68PGTMRmZdS8cOXH+Gaq3tgwtMTyzQ3fNg9uGnYKLTq0kO1sV1xzywpwd+//Q/d6gWg/203w8vXl2OjWZmchM/yC/gSQbq8WKHe2YXc3PPyKA+8D5NhVymKmzdlX1HI97mLyVizcRcL8PFno7gEMQ0j0L5lY0RFhF4xdCbB7CMPlLjpje7j4umC7sWKIK35s6Zx0T384PE4XM7IRv2IELRo3ND8Bgw1KUsBHTYcO30ebZrHIDxEfN55bIaDEoOOreLBb3Ef9rzAkQR9k5MIel9J0O25hVRtWxJ0VeGUjbkaAtmZmYiPP8+E/UJ8PC6lpTKh0Gh84e3jg5atW3IsI32ZE1Gn3/l5ufzgQeI7OTk5yMnORnZ2Nv9WiHpAQICRwBNxDwgMYAIv/g6EVqs1gUIozSoEvSxPN4+w06n01MnPIyw8XOTMLSrE5CkmMYcqAa8oK5t+oVrVtGGS1c1OEHN60ijbi9HCbrAQqEEArRGlsmruFl5kizWxuq6IXBw+fAi3334nbho4qLrqFr4v3EklQbcQNjOqj7hvGN6b8SFiYmLMqO36VZ4c9zgGDboFt90hrMi2HEg5mqBfuBCPCePHoe/ge+EfFIzAkHAEhUXA10+dzCFnDu/HiQO7cWzfLtRvEIML586gTddeRsV4wir5/Fkm6Vd374qnJz7HGH45by527v0PDz1PCvF2LCXA/u2bcOK/XRh9391o16G90TJqeqBLrsuupKJO3+EFBUVMhMnV2tlx83Sfp9hscv0m93HFRf3shWSs+2cv+nRvj6AAP2Rm5yLuQhK8PDzQsU0znDgTj46tm7Ao4IWkNGRl5yE8NBB+vr5MqMNDA9htPjtXxwem9euFICTQH0lpl5F2ORshgX6IqhfG+gUHj51B62axnBEg5VIGsnPyoPXVILZhBPx8NTh8/CwuZWQhql4oX3My7iKCg7SIighDdm4ektPSkZ1D1nEftGpCBN4Np88n8GFNUICWre/UJ73WskkDxDaIhFajQX5BAeLik0BeACFB/ogMD+H+6PujuFjP5F3RDVDju97aT4NjCfola4dp03V9W1156GNTg/JiuyEgCbrdoJUNuyoC9CVBbma6fB1Cwsxz92GLLsAEPjcnG3m5ucjNzWF1YhJ+ISKfnZ3FRD47KwstWrXGTQMGIjAoCH5+fkYOeqW4evU2aVMPPSL6G9atxfcrV+CLrxbaBeJScmyIc7dLL1U3Wt49nlBiNWIbirPE2Kobsr2s+gkJFzln9MRJL+Dqq3tVNwwL36fYSdrWwvJiq/aBhZ3X+upjRo/E42PHoXuPq2vFXGfP+ohTYpKSuxA/o7zalgte/bZ6NcdlL/z6G4fi8sJzE5GWkQVdfh4KdDoUFRbikZffQ2CoeimLtvz2A0pK9AgOr48OV/cxzk/ct4C0hAv4ft4MdOvaBVqtH35fswaD7n8Ubbs5IB98CXDmyH78veZ/GH77QFzbrRvc3NyhCQqAuyFWmVS7iQQrHmoOXaBKOiOSrqi7032K0n1RHLczCnsbFBSArecmXkdE0Dds34ebr++BsOAAJuD7j55Bbn4+OrRqgo3b/8MdN/ZCoL8Wx07HI/VyBmIb1ENggB/+2LSb3dEjI0J4Xrm55J6uQdsWjbBr/zHEJ6SicXR9tG4Wg7T0LPx35BTaNo8FubIXlxQz0c7NI+HBIvTo1BpnzicgPTObXydPiKTUdHTr0BKZWTlM+KlovL2RkZXD1vHoqAjsPXwKGVnZPIYgfy0T9Lj4BDRv3JD7pucjIud0OBEc6IfLGVkI8NPyHCLCggxieeKeQBu9vIo9xeQ7irQ7kqBvPu4cgn5dS0nQnfH5t6ZPSdCtQU1eIxEwQYC+PBR1VfqSpL83rV+PuLg4ZGZm8ok5EXX+CQxEUFAQAgKDEGx4LSgomF/z8vY2C9f09Mt4atzjmDV7DurVizTrmppaqbzV25rYe4Xsi2zeriVqROtiLwv6q1On8MOyuSnULNkjxhzW7JJPxbbDE0v6rgt1KSf6wEE349ZqlL5rChY7tm/D55/NwYLFS4zOMsK73bJ9M+6JMejV6xo8OHKUU6c++eWpKCgqxpDHyrqc22tQfA8jkp6UgFVz34ePxgc3DBmBJm062KvLCttNT03B5t++R1R4GEbePhCBEeHw0fpyXSJ54l4rvg9dxbVcWGmLmZDS2HwMruSOBE5JoUa/iaCbEk4i6Gu37EHHNk3hr/Vlqza5ifv7aRBdPxy/bdyJ++7ox5bwwyfOIvlSOhPfoAB//PjHFjSKro8mMfXZik6EmqzcZI3/e9cBZGTmILZhPTSIDEPq5Uzk5uXz/C9n5CAyPBgN6oXy63sPnUTfqzshJU1cn5uvY8+DemHB6NquJfYcPM6v02EAjZGuoWwCPTq3xt6DJ6ArLESrpjFsHU9OTWfLfqc2TdAgMhznL6bg+Ol4dG7XnK3sZ+IT2Y0+OjIc7Vo24mUgw4NQtBeieeJ7URQS2KXvMXuI4pXfA44k6H87iaD3kQTdkR99m/qSBN0m+OTFEoHqESDXP7Kq5+XmCJf5nGwUFhQZre1ZmZnIzMxgN7xAA1kn0h4YJMi8IPbBCKIY9KBgvP/uNBQV6nBDvxvR+7q+pQMwEV5jL4HCQlZMVX6KCgvY8pOYmIi1a/9EZL1INGnaFE1JTK9BA/iXd9k00029egRsqyEsbuwXa3ywseREndzvFBEAa0iBbaM372qaI42TD3osJC0V9fD35k347NPZmPvFfN4zahbTAwXhNmoZyVJzLLW1ralTXkTLVq0w8uHRtWKKBQUFeGjEfXh72rto2rwF7xjlM3z69Cl88flcJnhPjBuP5iKZS3sAACAASURBVM1b8JwTEhJw6NABnDxxAufPnUNysnCRXbjYsdbzihZg65a/8fmXX+KxVz906PrQfeJSchJC60U6zKpY0QS3/fETEuLPYfL4RxDVQBFiFSSdCLE4tHZnETlbPZ/UApgs2CTIRpZhkWOcPDjcHXL3or5FejyvK9aNCPofm3ejcUwku74XFuoR4OfLLuY0uN827MDdN1+HsKAAHDoRxxb0Zo0aGAn6Nd3ao0m0OKiPT0jBzv3H0bV9c5w6l8hk3F/rA11hEXLzdGjTLMbgal6MprH12YpN7a3ZtAs9u7RFRmY24hNT2Irvp9UgtkEEOrVphq27DyIjOxfBAf7w9/MFCb2Ry3ynNk2x58Bx+Pn5omv7lvD0cENS6mVs23sEvbq0ZYJ/+OQ5nIy7gDtuvAY+3p5M0E+fS0BYcCC6tGtW6fIKdfti9nSkVG32TstG/Xl7a9TabtW2Iwl6tRDV+QqSoNf5LSABcBUE8vPzmchTrHteXi4Teoqhy84iAp+FrMwMtshTnHt4eCg/CJH7WGFhgSDjBQVMxunE2ZPTmJBgD6U58eL/K3+Te2T7Th3ZXT81MQnxF+KRnJTEcfd0GBAUKA4FgoICDb/psEC8TlZ/it2vsBh4mhoEs3z7ivq6KUkXT1ZV92a09HJqGtclkrbE5Fa0FuOeeAzdunXHqEfGqLi9lYMSEUPMD7gOebxVcQo1pKkZ099hj5qJz06qISOufphTp0xGw+iGeHzsk1yZiNusjz7E339vZld++v/2bduEOji5ALu7s7BhZGR9xMTGokXzlmjbvj0iIiKq78zONSj++8Cxkxg6frKde7qyebLC2ktE09zJFOv1+Gbm65g9cwa0vmW/D+jeQGS0sKgInl6e8DSspbPvvgrhKyosEvvPkM7MaJm1wqPDXLzo4IIwIdG68sUYg96jPTQ+PvDzpR8NeyCQRfzX9dtxbbf2CAkKYKKbnZvLLuyKBb1vz85o1CCCLd5k5f5710FWgA8NDuBYb3JZP33uIj8HDLyuG7dB8ef0HsWap13Owo59R3BDz85IvnQZicmX+BDDV6PBhaQU9L+mC06dvYj0zByEGNrUFxVB6+sLPz8Ntu46yO725ApPe5Ni2LfsOogOrZugYWQ4E35yze/SthmCAv1wMi4BWTm57B3Qqml0tRBS7nRSfLeXR4by3UtWfF9fU+2gaodmU4Utx0XIgKNL75Yhju5S9mclApKgWwmcvEwi4CwEyApPyu50Gu/pKYg3E3LDb2u/yAoKdMjOKhXEo5h6cs/PNcTXZ2WJQwIvL28DcScST9Z9QehZZZ48AOj/wUHCJc0YYq8OlVMIt9JsdQ+qpmnVXJWgl/EQUIn0PvboaIx4cCT6mHpY2Lhhy6RWc/EDDxun6vTL53/xOeLj4/HGW287fSxqDeDX1b/gf99/h/433oTh990PcuOne8mo0Y+gQ8dO3A094NNBJVncK0s/ptZ4bGnnzWnTkJGThzsfKU19Zkt7llzrCgQ9IzUZvy79Ch+98zq02oqtjopiOR3k0XeTtd9LlmBjSV0ifkTKlPA0JS2bJW2YW7cygk7OXUTQN+38Dzf37c4knGKulZKVk4c/t/zLMeBEmil2nQTiyJ2crNk/rt2Kvj06saWbCDqRaIoJP37mvOH1ejgRdwEHj59hd/M+3TvwIf6u/ceRkJwm0rYBiK4fgas7t8LJsxeNKu40ls27DrDlvmlsFL+XkHxJqM+XAN06teI49G17DhsJuoe7G3LydFizcSe7ydNBQkxUOF+399Ap+Gs1IKX3ti1i0bppDFvpqyv2JOh8aKMvBukn0Lysz9RT3SyufH/rCecQ9GtbSIJu+Wo55wpJ0J2Du+xVIlCjEDAlt/m5uchmdXshike/iwr1Bpd9svaLH1PyLuLuDS77AYHQ+Gqg0Rh+fDTw0WiMLmxKXvTKKL3BjiuE9wxu/aZEXRGhUqzrSgoZlyXoBhV7ZZzWxNmX30yPjh6JRx59HD17qScgRTGcQthL6c3ZNrEa9RGyaLD/++E7bPl7M2Z+/IlF17l65Z9/+hG/r/mVM2bQ559CMGpiWbF8KdZt+hsPTnrT4cN3NkGn+9S2v35Fcy1wz4j7q/RMorp02OJK6u7KgnFYUTHFPYsoHSKuXt5eQsBNZc+gqizoRGTJih0ZFgJPT6FhoxR9cQmyc/NBRN3Hy5PjtKloNT7syZaUkobQ4CDOOU6XEdmkHOQZWblMnjU+XkyYqQ26PjjIn8O98nWFXE9XUMSx6wF+GlaJp3pEoMk13tvLgw8GCvUlCA7wg75Yj5zcfBTpi6HVeEOjIbE7TxZ9o8MDUqCnMRCedFBALvBEyP20PhxaQGMirwqyzNPrlO/dnPAHcwi6CBErNhoESAuoqu97CifjNSnUl1H5d6SLuyToDr911rgOJUGvcUsmBywRcH0E6AvTND0dxd3rC4s4/p6U73Wkoq/T8Q9ZzOj/7u4epaRdI0i7xkeQeP5bo4Gfvz9CQ0IQGhaG0NAw+PuLVEflVd+VL2fFOk0PAq5K0Hn85Ui6uWM1PawwJfajHhqB8ROeRtdu3VXbLKaHIao1KhuqEAEi50u+XoQv5i+oVQgp+3ztn3+wYKaaB0iOBGrnju34eNYsjH3LsQcoxlAYopAmRM6Rcy8s0GHprHcwbcokRMVU76JM93hXJOjie0PcfakQWS+gGHUvD3i6izh1tUpVBJ36JdLr6WGIjS/XLeebL9KzR5rwCCthYkvx80V6QTAFIRXzIRJf2h7lTBdWYuqHSHgp+afXRFtKTnblwEKZO+FBVna6jg4OOE0caQwYvrPIe49TyALcRmmuc3H4QXuUDjwUSzW9RntBpOY0D92KCLoSRkHtcaHwBG7QkCfH5PDetBdxCC4uUMam6CXQq44UifvHSRb0a6QF3byN5wK1JEF3gUWQQ5AISARIYKiQXc0ojRFZXeinkGPsdRxfX6Ar4IcFss5nZKQj/fJltnqEhIYyWQ+l3ybknf7vHxhQRsTMVJzK1TC3NF7emLPeJHcfPWzMmf0JTp06iZkfz1Z1isZDEDvGaqo64Brc2Injx/HWG69gydIVNXgWVw5dOTBz5c+hOYDTvWf06Ifx9PR5cPfwMOcSVeoQGSJCWZ48ssXXTMJj60AO7NgMXXoqnnnsIbPc1l2ZoJfHgiy97ClEpNXdw0hcbcWsKoJua9vmXK8I5FUUA1/Z9UT2lbztCpk2HhAxqRf4qHmQUdFY8vLyWcuADhKU/U+bXUnVyHS7HEFXRGVNdHMNTQt3CarPIoYUhmdSHEnQt51MN2fpVK/Tq7m6orGqD1A2aERAEnS5GSQCEoEaiQA9GIgYeYqNzxRK+Xl5yMjIYPIeUS8SAwcNQlh4hGIqESftypNsuQdatd0aLQXVEoJuanFX+uFHDzdg+N1D8Nobb6Nde3VTMCl9igciB7EBS0GsJfWPHT2Cd95+E19/u6yWzEhMo7YQdJrLsGH3YOjY51E/tqk6a8SZ1IyiHYoGZpm2BUERn/Myn3vDf2wl6peSEpCaGI/LyYlIT0tBTvolZKRfxqjJ04z9rVn5NYb06Yau3a6CZ2WCoSajFvG9HuwGXRMKkXThSi7ECtUgoTWRoCtrRdZ4EgWk3anklBf6N54OWc6cnDx4eLobLPGiS7Z6k+eASpotykQkQXfIkspOzERAEnQzgZLVJAISgZqBAH15Uzq5LZs24mxcHOedbda8BZo1b44WzVuwoJ2Ic6+EkjvJQmxK0MVTSOUa9aZER5mHEns/7K47seK7H+2QN5bi/JhmsUulLPZD4MCB/zBzxvtYtORb+3XipJaVtIeOyGtszymOGj0aV/UdgM69+9vejZGcl22q/B1KCWkpaxk0kHYTK7o5B2i5WZlYvXgOsjMzkJeTjYJ8IkJe0Gi18A8MRGhIGBpFR2Hv/oMICo/ErQ+N5cEd3bMd2YnnMe7+u+EbVrXgFMf6FhYxyXU1kbiqFo0OQoioU9y1t48Xu7xbW2h1CAN2Fa9Axd3adi25jog1HRJUlObNknaUNHqU9swRhfZ7LhF0Dw9Wcheu8fY7HHYkQd/uJAt6T2lBd8TWVaUPSdBVgVE2IhGQCLgqAmmpKZxHOS0lFWfjzrBYHeVabtasGZq3aGmMY2fqyenDroyPc5R13TSdHBHvykR0FFdDU5KjkHYi6N8uX8UHE2oXGYeuNqIVt/fvnt2Y8+ksLFi0xDEdOrAXo5usytYvB06Bu5r4/AsIDKuHG4eOtKnr8voZ1jRWStgpHti8+PRzJ45g9eLP8NCDDyImJhaNmzQpcy9UxnHm9GlMem4iYlu0YUuqXl+E9LRUzHnnLYREN6hyuEXFehTri9n6WZMIOk1KsXp7elOqOOsJOrnMU6w4isEE2RlFuLgXso6LLYVDAIr18DHDc8KWfvi7GORir4e+UM/WeiVO3tZ2q7peEnR7oivbthQBSdAtRUzWlwhIBGosAnT6npyUyIQ9NTmFCXt4eARb2Js3b4bYRo04bVz54sic36ZxfpVZC6oi6MPvvhNff7vC5oex8hgoFnqh5G4/K0aN3VwqDnzHtn8wf/48zF+wWMVWXaMpxYLuyM+UPWY+46NZSEm8iNsfsz5XvRrk3HRuRNRL43GrnvW+reuxb/NafDW/eiX9hV/NR5GeFL894eHpicwMytSRgecnTazyILAmE3QlbpvudbZYjImcsziaEw8pyIJeWFTIsdwUW2/t3Zt0YSifu1bra4+PVJk26bOhowwA7iI8whHfOQ4l6KecE4Pes1nZGHTanx9/+R0WLl+DLT/N5lR/VPJ1BXhtxkJs+GcvfDU+eHL0EAy97Xp+7+pbx+KnRdNQPyLU7vugLncgCXpdXn05d4lAHUeAvvQTEy4i/tw5XEpNQ3z8eX4AjY6ORnRMLGKio1mALu5sHDp37gJfrZYfbuz5sKCkM6vWxZ3UfE1EbpQY8WH3DMGCRd9UaA2zZbnLplmz9hHPlhHUnWv/3rwJ3y5ZjHm1TcW9pDTK2p6fIWt3ytJvliAh4SJSUlJw+fJlZGdlolOXLnjhxSlXNLlh/TosXPw1xrz6gbXdXZF9wuqGhPQVK3ZTYZJejXDcpp+WI/VCHD7+8EOLu01OTsKcT2bhlckvwNtPW+n1NB4S91RclC3uyIkXCOVxsjwXsZs7ZRmx5q5Hlnhymfcw5DF3xpSUlHJExry9vKz+/mK3fwe56tOhRnZWNvz8/RzmfeFIgr7DSQT96nIEfcLLs9C6eSw+X/IzNv/vEyNB/+Sr73HkxDl8+NpYJKVcxsin38VXM19AiybRkqA76EMsCbqDgJbdSAQkAjUDAXooSE1JQkpSEtLTLyPhYgIT9kOHDqFTp87o3KULOne5SkymVN62NKa9gthxS1zDlTzHpk+DV8SiEtEpR9BpOPTa8KF34cuvFiIwUB21VqMgnemDf81Yyho7yu9XrcSmjesx+7PPa+wcKhq4khaJyLkrEfTVv/yE779bhbCwcNSrVw/160chOiaG3b6nv/sOf/5fee2NMlNKS0vDY4+OxjMfVG+BrmwR1bSgE57G9gRPL9WxqIBZ/vb1XNQL0mLis5Z7AGzatAHxcXEY3L8fAhtGVblHiaAq41Jc8UW6q7KDUu5nQl3bNfaHks6LSCm5p1ujm1BQUMjztzX+25YbAX3uSpXcNWVyrZvbroIFCejZI3xKGYcyVjrUYHd6jcasfOnmzqOqenWRoB89eY4Jeod+o8oQ9NsfeglvT34Undo2Y8jen7MM/n6+GPfwnWUIOlnfj58+j0+nPWPVvlJj3WprG5Kg19aVlfOSCEgEVEWA8rWfPnEC58+dxbmzZ5mk04N8cHAwgkOCERQcjKCg4CutLOXSoFU3qNJ0ZuVouUHUzpQwl49Rp2vvHXoXPvt8PkLDyP3MGpuPMkI6BBB/K9rSSg7Z6uYg37cNgReffxatW7fG6Ecfs60hF7valQg6uevGx5/DF59/josXLmDwnUNw99BhVyCWm5ODF1+YhKCgILz9zntl3h/x0EPw8w/AoAfGILx+Q4vRNs3DbfHFBgbOn8lS8ffS3N4mrwmuXjYV24pPpqFPz+4Yft8DFnd9+NAhLFv6DUY/8ACatWlZ7fVEDolwlRL1igm6ksZaEQSrtmEHVKAxC2X3Ena1tjSWXiHotrjJ2zJNkWdduNlT2nAlp7mlbYp86nqUFIvDBrULt204eFa+dygnvSMFSR1J0HeezlAbQrPa69H0yhA+urA8Qe/U/xEm7EGBftzuyp83YPd/x/D+K08YCfreAycwf+mvWDJ7CrS+tukbmDX4OlZJEvQ6tuByuhIBiYDtCFBKt+PHjnKednKDpZhMys2ek5ODkJAQI1kn8h4YGGjSoXhILqXNbmgQ3RANG0ZD6+vLz9niYdrkD0P+NFOqrTx7p6enc1+mbvcTxo9F3+tvwN33DLWJoCuic6LtMqOyHUDZQpUIDB86BB/OnIWY2NhahVRpmIQtB0fWQ3L58iU898zTyMvLZdJFqtrtO3TCC5NfqtY6Omni08jNy0VOdjYi60fh/Q9m8kCmvzsNO3fvxm0PPoHmHQyeNRYO0RKiXp3rumnXgvAY7inl3N5XzZ2B9OREvDT5RbRp287CEQO//foL4uPj8cjokSyiRpoCthQ6eCSSVsSiYIIIu5KXBR3QirRrYlzmWtOJoFOxB6k1B2/yYKC9zp4JlO6Ox2/OlVfWUdz1bZ1L6b4sPbSh2HZ6XVH8Nxdf62ZS8VWSoAsX98IiPTrf+Ah2//4FfDVCbPbH37fgr8178Ok7TzNBf3fKY5jx2TIs+vglREZUnc1BzTWqS21Jgl6XVlvOVSIgEbArAvSAQTnZ6SczKxPZmVmGHLJlu1VcfKl+UmICLl68yNb3hgayHh0dg4bR0exKaHQHpodCIsvu7sjX5WPNr7/in61bcEO//rjxpgHw9fVlZj/3009x8eIFvDntXQPRt/xpTOY8t+s2qbJxcrf+bfUvmPuF9a7Tzht91T07m6C/+fqrrM49bvwE1I+q2jW7opmsX/cXGjRsiEULvgJZ1utF1kdOdhYyC4F7n3xRVdhN3d8tIeUVDYLbMpzqmZLetSsW4tCebZj03CT0uuZai8ZP94jP58xBbGxDDOzfH14+3nxvsrUUcsx2scid7mG9erqt4yh/vWJJp0MEIo9k5XdzuzLjR/nrnE/Q9SzwRyJ1Xl62Wb5tVXFXLOR6dl8vRgm73hezazQptTtKDK6yvSEJemkMOlnQ162aifBQYXH/5vu12H/4lNGCTp4YfloNfvjqLfbKkEV9BCRBVx9T2aJEQCIgETALgVLDtBvSUlORnJSErIwMpCQnIykpkVPjiIcack8U1gbx4F6Czld1RdfuPbB3z24cPngQ/frfiKioKH7g+WDGe1i8ZJkh33vl+dQrG6Swnst852YtosqVpk55EQ0bNsS4J59SuWXnN0cEnXdjBToN9h7dP1u24JNZMzmuPyKins3drVqxHBcuXEBqSgqOnTyJtl172pxyzeZBVdGAQtLLW7o/mvQo5s9fgNCwMIu7p7l/8P57GHbLzejQrSt8/IU7rK2F7nssrObhzsTNlQrhqMRzu3t4wturcku/Qupp/LZana3BQMSNC5E6NVzsiaCTpdvX18ea4UCnKzAevtABDBFzxV/MWqu+VQOp5CJHEvRdTnJx726mi/vgUS/j5aceRI8urRmtNz5chMiIUDzx0B1sQZ/99tP4/tdNCAr0x5SnLA+TUXPdamtbkqDX1pWV85IISARqLAKmFrOKhKQUK5jy3qW0VJw8dhzkwnspLQ0HDx5AkyZNERlZH4FBgZw67qquXdG4cVODRZ6gqdiyrpBzmU7NOdvn/nvvwWuvv4XWbdo4ZwB26pWPfIpF7LEzXJfffvM1hIfXwxPjxqs+wy1/b8Y3y5bjcloK2na7Bv3uGqF6H7Y2qBzuKfcWzmBx7jRWffY+Vq763srmS7B71y78+ccfeG78E/AJ8Gc3aluLqTgbkTh7ipJZM1YaH1mACw3u+GJPi+wepnubY9dhcNu2IZe6NWOka+hAjA5sKc5BFet5iWWeDXqDOF0xjQFgrwhFBFA5qLN2bva4zqEE/YxzYtC7NzEvBn3ekl+w9+BxzHz9ScQnpGDUxPfwzeyX0SQ2yhiD7uvjAyLy7099wkjk7bEudbVNSdDr6srLeUsEJAK1EgHlAfFifDxbbcgFNzU1DSePn2AXwk5drkKXLl0RFh4mhKPKpY0rG3tuuXt8rQTVQZMiZfBxjz+Cld//6KAeHdON0fPDIHToDIL+7rS3EBAQgCefesZuk964cT2WLl+JzPTLaH91H/S9Y7jd+rK0YdODPs6XDmD/to3YvWENFiz4SpGRs+rw5O03X8fokQ+ynoZascNk9SVLNZE8cs92tvtzRXjz+PTFRvE7ZV8L93c35OdTijk3zj9ePhOHpetnTf0iPXle6XkslMPelqK46itzq6otxWpv+HIxqrCXknNbRmK/ax1J0Hc7iaB3MyHo6RnZuP4ecT+kwyRaWyp/rfgQQQF+eP3DRVi7eTcLwE18bCgGDxRhMKZ50Ndv3Yt3Z3+LHxe8zS7vsqiHgCTo6mEpW5IISAQkAi6NAJH2uDNncHD/f2jatBk6du6CLld1hQ/HujNVF270MqWa09bx3mF34ZNPP2Pvh5peTLUM6G9nemXMmP4uWxGfsSKtmKXrsO6vtVi2YiVyc7LRoWdf9L71bkubsFt9U6K+4YelyEi5gA/ff98gUCnWiG4GlhzNfTHvc3Tv1hmdOnZU1SVduJOLFGGKeJgzDneqJqNC3EwpFI6kpLwj0kNWY0X5nXKhl8+8Ya+FFtZrxXLtzoccthRyT6d5Veaqz2tFseV6vbEbQchF2ryaUOoaQa8Ja1KXxygJel1efTl3iYBEoM4icOzIYZw9cwZnTp/GAyMeQsdOnRkLZxOpOrsghomPfngExk94Gt26da/xULiC5VwB8aMPZzDRm/TCZIfh+seaNfhy/pfoNWgwevS7xWH9mtvRj19+hOYxURg7fgJ/7g3yFuKwzgKdgJ9+/B+83YrRr18/+KoUh15KeEugWIKJZLqaunt5rIXrexHI4kzEVBkvUXj+PxNlUoG3X6gHfe4KCoV6PAntWZoarqL9UxlBZ7E3dvknl3oKYyEVfk8+UHG1w5TqPheOJOh74jKrG45d3u/a2DSrjF26kI2qhIAk6CoBKZuRCEgEJAI1EYF9/+5GXk4e7n/gQX7QUuIoa9rDVU3EvqIxP/XkWAwYMAi3Dx5c46dkjHsWqnBOcfNVQJw96yPk5ubixZdediiuGzesx6yPP8Kg+x9B224VK6UnnDuNo7u34dypY7hp6ENo0Li5Q8a46L0puGfIYNx8y22GwzkKVxYilMZYdTNs6Xv37sG2LVsw6t5h0IaF2oWYkRI5CZR5uHu4pLu76YIRhnl5Ovj4eBnJMRFZcnlXYtXJZZ+sy+I+K2LYbS0s1m8QFFVclqkfNUpBQQEf4JSNZafDEz30RcX8+SZi7qVSf2qM2dI2JEG3FDFZ354ISIJuT3Rl2xIBiYBEwMURoJRwy5Z8jXfemyFyGRvzJtvPwuPikDh1eK9MfQmNGzXGo4897tRxqNG5KxH0uXNms4jilKmvqTE1i9r4ftVKLF+xHHc+8jRiW7blaw/t2oozh/Yi/sxJ6PLzENUwBi2aNMKGDRvQpmtP3PzAYxb1YU3lT6eMx7Rpb6N585ZlLrdUKJLI54vPP4vnn34K9erXh7shltWaMVV1DblsU3xzVa7WavdpaXvCeq1nSzK5g1cUk0/zEEr1lGJMpGxTw8pNHiJk6aY2K+vb0vko9SkPPB2QmM6H88Jzznp3uLvZ5kJv7bjUvE4SdDXRlG3ZioAk6LYiKK+XCEgEJAI1HIHffv4JvXtfh85druJ0b4cPH0K79u0REmKwhjnZ+lnD4bVo+B/NnIECXQEmT3GspdeiQZpZWSF6zkqtZjrML+fNRWJiAl557U0zR69uNep//cZNCAoNR2riBfj6+aNDu7bo1esa9Lmur7Gzo0eO4ONPZyMrIxPN2nbETcNHqTsQABdOn8DalYuY7C5euOCK9oW7u0icbm5KvCVfL0JsdENc2/taeNuJoNNAFWVwMue6mro7jY/cvMm9nSzJpRbyshCLkHURUkAWb7JCU4YD4+koa4CIFHNEfisrwrXcIKZHsd9uJEjnwV4Gase6V2RBV6z+tcXbypEE/V8nubhfJV3cVb+f2qtBSdDthaxsVyIgEZAI1BAETp86iW1//43GTZrh4IH/mJwTUWjQoCHatGuHdu3as2iZ8iBWWx7IXHF5vlmyGAcP7Mf0GR+64vAsGpMiEsehExRza4a7tEUdWFB54VdfIi7uLN54620LrlK36ofvv4fIqCjc0O9GznVvWsj9/p8tf2Przt04e+Y00pITMO79hdB6q2uZXPf9Evz3z0b079evSkV7RSySxmgO2fvvv73YunkzRo+4Hxp/P7jbqBpeKSkFCZEJATQaI1mKXel+JFzZddBoNGaJoyleJuXTaSrkm9orPz8lFIkPLAxK8vT5Iku8t5f6eNAY6BCB9oGr5aVX8xPqUIJ+1jkx6Fc1kjHoau4Ze7YlCbo90ZVtSwQkAhKBGoAAhT9uXPcXgoJD0KFzZ6OwEYnIxZ87h+PHjiEmJgYDb74FMTGxpQ+MStykImIsLe02r/aE8U+gZ69eGPHgSJvbcnYDZQi6k/KfKxgsWbwIx44dxdvvvOdsWCrsf9SjY9gtOqJhLGJbtEGrzj3Yyq5WoZznfy5fgMKCAowfNxbdu/eotmnTEIXqSDDVnfz8c3hy9CiEh4fDLyKs2vatrWDMQ04u15RCzJDWzNr21LqO9jsdHOjyC6DVamw6OBCq6MV8GFEWe2F5J+s1uZwrdcjS3oR99QAAIABJREFU7uPjw/H5aheKZ6ezNRK4UyuNntpjrKg98i6gryYPM1XkHUnQ9zqJoHeRBN0RW0+VPiRBVwVG2YhEQCIgEajdCOzZuRO7dmxH7+v64pZbbuPYQ5FN2SAopUxf6IEZ3qvdmKg9ux3bt+HTTz7CN8tWqt20U9ozEnQXSNu3bOm32P/fPrw7fYZTsKiuU4qRP3bmPO4e+3x1VS1+f+OPy7B3yzr06d0bE58zv31Tq251BJ0G9dfaP7Hv3z0YNXwowmNjbCKo1U2SiBdZdsmdXMmT7mzyyAruFCMPIaZmDmbVztOQws00IwLNl4Xo8nXCM8VwQEpx7BwXXoVbfHX9VfQ+xbVT2/Yg/9aMp7JrOEigRHhXMDkvEeRcye9dXV+SoFeHkHzfkQhIgu5ItGVfEgGJgESgBiOQlZWJvbt240J8PBpGRyMsLByhYWFo2rQp6tePEjMzzaFssLBLwm7eok+d8iLCIyIw0QG5us0bkW21XCkGfdXKFdi9awemz5hp26TsdPW/e3ZjxgcfYNzbs1XpIT8vF7vXr8HxA/9Cr8vHY489yjoTlhaFGJpLfn/5+UcmSXfcdqtZLt6Wjqd8fX0JWax1nE5MLVJszZgIJ7Jo04+vr481TVR6jSCcZC0vYQLu6enO4eqZObnw8/XleHdydSdLNx0KECE1d73MGSi57BM5d1X3dvao4BRvJSjUF3GKuWJ9CY9X4+0lCbrJIksLujk73jXqSILuGusgRyERkAhIBGoMAgkXLyIjIx2Z6emsGnzm1CkEh4SgU6fO6NS5C0JCQsrMRUndVmMm6ISBnj9/Hs8+PR6zP5uHqCjDYYcTxqF2l8rDM7kiq2FRtHZ8RIA/mzObtRQmv/QyAgJdLxZz6D13Y9j4F1A/tmmZaS5872U0bdsR1w4aAk9v7yoh2LPpDxzfuxOJ5+MQHtkA1/e5FvePeNBa2NhSSz/mEr7z58/h60UL8fykZ+Hj4+2QNSeSXqArZHd36tPRRSHnQpWdDgrUdzOnOSmfpeKSYni4uSM9KwcBfkTQPXnKigWfiKoSm6/GZ87VCXphkR66ggIOB8jT6ZiQ+3h5wcfby6JDBUda0Pedy3L0NuX+OscGOKVf2anlCEiCbjlm8gqJgERAIiARKIfA2bg4nI+Lw+FDB9GkSTN06twJHTt3gdZXS3rFbPFx51hAFRL+1kL053/xOcdIfzDz41o1O1p7cjd1NkFXQH3rjVdx4vgJDBt+L267w7VyzY9/6ilENWmJvncMN+6BQzu3YuNPSxEaEYnE+HOIadoSHa+5AS07dzfWObLnHxzZ9Q/iz5yAX0Agru15NW67405VDnosJejFej2mv/cO7ho4AK07d4Sbh33IavkPCcVikyp9STGg0TiWpFMKMrqvkQVfKLfb9yMsROBLkJGdA1+ND7w9PY0HIawirytgrQFSgqdQJM5PbqWyPlnvyTpPbvNqpIKzBzI0ZyLmaZeyGPuI0CAm55bml5cE3R6rI9u0FgFJ0K1FTl4nEZAISAQkAlcgQA+oJ48fAwnMHTxwAJ06d0aHjp3Zuk4PePzwym7wdn6KrWFrk5SUhCfHjsG8+QsRFmY/gS1Hw8Ipu4pLBIFwERHB71etwg/fr8Jjj49F3xtucDQklfa3eNECbN+9F71vGwqNVguN1h//+/Ij9OrWFY+MeQyJCQlYuWIZtm3fAU8vbzRo0gxnjx+Bh6cnenS9CoNuvhWtWrdWdT5GoTgzVPipbnJSIqa/+w4mPvUkGjVpLNTMHFBYoK1IxB8TmXRUvDRZswsLCg2u56VE2d5TJqxz83Ws2u7pQTHpYKV1fZGeIac4dTeKVecDsmL+DHIKNroHm3nvpTYpXzt9djnXubu6GQXUxIjmnq8rQFFhEbS+GquEAx1J0P9zkgW9k7Sgq7nt7NqWJOh2hVc2LhGQCEgE6iYC7m7uKCoqxPGjRxB3+gzI9ZWIesdOnThtm3R7v3JfTJr4FNp36IhRjzxaazaNKxJ0AnfWRx8iNSUFb7mQqvvJk8fx2utvspo7fXbIGu3h5Y0Vy1dcsR/W/PYr9u39FzcNGIhuZiiyW7uhjOnWKFVetYcsJfjh++8QqPXFgEEDrO3S6utY1VxfbMgFbn8ySdiQazXHhXtQ3LcDDyNILV4n8q0rxTQNJhFq+r+ieM9x7OQazzHs5h0k8Px0BcaYdjXc5a1eXDMupPnRIQ2tB62FpeN1KEE/7xwX904x0sXdjK3kElUkQXeJZZCDkAhIBCQCtRuBrMxMnDh+HOfPxvFEn5k4SeZVL7fkr7w8Gc2aNcOoR8bU6M1QUU7n6smdY6dMMf/PP/cMlq/83rEd18DelEOWMh4QIoFDGRJE6/79dysRHhyEfjf2c/hMycWdiKgj4tBF3Dn1p2fXdke6f5M7P7l0Q18iXNfd3DiERKi4V3xIQOPldGnswORmlto7K8Xn5XP6NrWV4R2+OczoUBJ0M0CSVRyGgCToDoNadiQRkAhIBCQChMCfv/2K9h064Zpre7OzpYxNF/viqfFP4Lbb7+B88zW5UEwo+9wqhQXiOCLUpaY1/J67MHfel5yJQJbqETDNi27IsHgFQSe1/HB/LW68ZVD1DapcgwioQpjZQ4fd8tUvpYrtRXwY4EjXb6XvrNw8aLyEQjm585trLaYDDDpYMHVbr+xadqPPzYdGIwm62rtov5Ms6B2lBV3tpbRbe5Kg2w1a2bBEQCIgEZAIVIRAUmIC1vyyGvWj6qNFy1a46aaBZj9g1lZEn3tmAry9vfHejA9r/BSZoNPBi4Pij60F7JFRD+HxJ8ajx9VXW9tEnbuO3IgV2kurbHrwQoRu5fJlCPP1wYDBtzscGyLolBedyacnEVd3u4gTkis99UPp1MwlxmqBQfHkIp1bERNnaw8HaPwUt03knlTgy89DuMaXoKCgwOGHEGphZWk7jrSgS4Ju6erUvfqSoNe9NZczlghIBCQCTkdg7+5dCI+IxLYtm9Hj6l7od+ONLmdhdQRImZmZeOnF51CvXiRef/NtR3Rp9z5qCkGfNPFpXN2rF4YOu9fumNSWDowx6YZ8DPR/slSTuzuV5cu+RYOwUNww4EanTFkJr1DUx4nQ2qJiXtEkqO3CokJ4ennCw51E1xxT6ACCiDm5spPl3NbDAc6dTm76RcWclk0R8aTXicDTOZu3xgueNEcXP2xTYwUcSdAPxGerMWSL2+gQ7W/xNfIC5yAgCbpzcJe9SgQkAhIBiQCAxIsXsHvHTjz1zLMGwWdHPe46H/5zZ8/irTdfRfPmLTB5ylTnD0ilEdQUgj793Wnw0fiwHoIs5iHA8ehExg2icbTW5ClRXFSEjZs2IjExEU1iG6J3n97mNWinWsIdHyyMRoSTxkix4moURXitoLAQGh/HWNFFvDvlo3ezyKW9qvnyMpLCewlAce30hzI3To3oLmLVlTSZpm3xwYxJLLtIL1ez792SoKvx6ZBtqIWAJOhqISnbkQhIBCQCEgGLETh6+BDW/v47One5Cl27dkO79h3qjML722+8ioCgIDwz8TmLcXPVC4SFtYS9IVz9gf3rxQtx5PBhvDt9hqvC6ZLjMo1FJws1p1Y8cRzLly1Fr549EBwSjB7dS/O0O3MSijga/VZTPE4RULPFzdwSXMjVnFQcyGpvj9ARIuTKuiruEMrnV0SsmGhKiPMZPlBVXqU0blTc3SmVm/q54Gmf0UGLcvBCXhHWKLVXhbkjCfpBJ1nQ20sLuiUfO6fWlQTdqfDLziUCEgGJQN1GgB4CC3Q6nDh2FKdPnuJc2QMGDELrNm0ZGGGUqdmWmcpWeNKzT6NHj6sx/L77a8UmMD7gc577sgrfrjjBjRvWY/nSb/H5l1+54vBcdkymhzBEnCjf9oplS+Hvp8HgOxwfe14dUCL9moi3tkVtXdnfihcB5T8n3QhhPa5uFLa9T+nOqB9WbXehYmpxF/tCCEKKvOl8TGfzaEX6ND3HxIvUceCwCrL+EyZq5WiXBN3mpZINqIiAJOgqgimbkghIBCQCEgHbEDh2+DD27N6Fxo2bYNCgWxAeEVFrSfoTY0bjvgdG4PobHJ+SyrZVuvJqYyouAzF3des5zYBCDCa/OAlLl69SG45a3V5pHHoJyHKanZODN159GVNfnoLwcNdTxFeUz+kwgWKtK9ub9P6V1mLhCVJSIt5TDieYmOqLmfAT8bdWrM3cjeKqBN10/IQPCc8RmXb3EO7xbO2v5sDOuJ8M4pLl14Dc76kOxfsT1lTI5b+gUKjRM/6GExLFNd9cXKkeK/67ucHbW2PJZTbVPXjBOTHo7RvKGHSbFs6BF0uC7kCwZVcSAYmAREAiYB4Ce3bswI7t2zD4ziHoc931bEQvtcXYbpUxbxT2rfXpJx/jwoV4vPf+B/btyM6tKzGqSlxqTSDnCiRD774Ti7/+Flo/PzujVLuaV1S+ycl5/V9/ISHxIh4acZ+RkLnabIl8k8iasLhemS+ciF1RUSFbaRWhOSN5c/eAvqgI7h7CfZuYOlnkyTJP/1cE1tScMyvkmzRYEwi66fyJQBNZp8LicyDCXjbsRSHipGNg9E6gv4tJQb6Yr1Us5uQ5UJH3AF1La0GHJbzGRUXwpP5MXBqU9azsvkSvkz6BRuOr5hJW2dYhJxH0dpKgO2yNbe1IEnRbEZTXSwQkAhIBiYBdEEhPv4wNf65Fk6ZNMeSue0QfbpS+y90u/Tm60cuXL+HxR0dh5qzZiImJdXT3qvXHZM0gFlaTyDkBcP/woZgx8yM0bBitGh51oSHFzbtEX4z3p7+DIbcMQsu2bZmgu7uYG7ayHkTg8vN1TNKJVCtWbyJ4RIA9DCnHTK3htLdJtV0hl8r+prays3Pg5+cnSLuKhT5LIp2duNdRnzWNoBMcCulWFPVNXzMYy43YMYk3EHjaQ468jyjYarWOO6STBF3FD0wtbUoS9Fq6sHJaEgGJgESgNiBAD2sb/lrLaX/uH/Eg/P0DakR8s7nYv/n6K/yQP+mFyeZe4tB6poJgFT00V/e+QwdrRWdD7xqMb5ev4lhiWSxDQIk//mPNb9iwfh1u7H0truneHb4hQfB2UY8EItbCWl7EBFLZ00QQK7KsK6Sy/N6nNvLy8uDrq1HNvZ3GQ/c5IugswEa/DaeS9Lfa6eIsW23ra5t6JJj+TS2Wx9WRxFyZkYI7fbc4qhy+mOOorsr007aB4w4hnDLBWtSpJOi1aDHlVCQCEgGJQG1EgB7adm77B2fPxGH8hKeh9dPWGiv6N0sW49DBAy7p5i6spBR4K9T6ygu/1XRynp2djdEjR2Dl9z/Wxo+N3edkGtpw/tw5/Lr6Z94jg2+9GdGNG9m9f2s7UA4WFCVyasfSNGHUBlnjhXu0p03ic8o8iJyXjuXK2bm5CeE1WdRHgA5ufHwc5+IuCbr6a1jbWpQEvbatqJyPREAiIBGopQhs37oFWZlZeOzxsYYH1Zr/sOqqBL1UCKw0FpbJuoGo0xZT4mSdYfVSY4ufPRuHlye/gG+WrVSjuTrZhpGk84YoYTX3xg2jcHWPbvDUaJQ0DLUOG+H6LpTFqZCbuy0K8dQGEX6ykitCaLUONBefkCNV3CVBd/HN4ALDkwTdBRZBDkEiIBGQCEgEzENg8/r17I58/wMP1gp1d1cj6ArhEnxLuAALoSYT8SzhfyvcU/lfzTwoee+dacjKysS0d6ebt/lkrUoRUA50PvloJm7q2weN60fCP7Ie3DyE6nZtLTRvEp8TJN0gImflZCVBtxI4lS5zJEE/4iQX9zbSxV2l3WL/ZiRBtz/GsgeJgERAIiARUAkBIoW//vQTWrZsiQEDbzaad5VYTSaWbNsVxfR1lYagajMuR9BNiDiLNlVAvk0Vlmuq9TwlORnjnhiDGTM/5pR+stiOAJHV3bt34YdVKzH81lvQsdfV8PDyqqHHN+bjQfNWYtq9vLytzokuCbr5mNujpkMJeoJzYtDbRMkYdHvsHXu0KQm6PVCVbUoEJAISAYmA3RBISriIjevWYfKUV0qJOFt6BSVXCCT/j9PwqquyrObEXJWg2zuvs5oYWtvWM0+NR89e1+De+x6wtgl5XTkETEn6yIdHolXLFqqrnLsi6ETQSa2cXNStVXWXBN25K+tIgn7USQS9tSTozt1kFvQuCboFYMmqEgGJgERAIuB8BDzc3fHDypUYMHAQ2nXoIAbEWmZC0ExxvTZ9jck6W4QFiXeV4ioEvSbnMrd2LZcv+xbb//kHH8+eY20T8roKCDqR9D17duOH71Zi5H33okWrlvCiePRaXBThOcqNbi1Jp7zhlM+bDsdkHLrjN4sk6I7HXPZYOQKSoMvdIRGQCEgEJAI1CgEi4Af27cWltEsYNfoRJtymsdOKJV3wdoMKucLiRdC0y8RN/7t7Nz744D0sXvItvL19nLYOIobYcMBRiWu70wZnp47J6nnfsLvxyZzPERUVZade6kazZTUKxCHZnl278P2qlXjwnrvRol0bePr4gHxZaktcOs05T6cDHRh6eXrynMmKTvvKx4dc3S07CKT0ajqdDiXFJYZ4drLGOzYneN3YrRXP0pEE/VhirlOgblVf65R+ZaeWIyAJuuWYySskAhIBiYBEwIkI0GPv2bgzOH70GB5/YpzZI6kuB6/ZDalcccrk5xEeHo7nnn9R5ZbNb04R+SqfSs38FmpmzckvTEKzZs0w5vGxNXMCThq1qceFMejaROVfERbcvWsnfvhuFUY9cD+yMjPQunET+IaHwsPbhz1aSGBNX1wMjc+VeegpVEVXUIg8XSHc3dyYrHp7ezIZdndS2AqRaLJ0FxXq4eHuhlxdATQ+XvD29OR4Gk6/lpcPPz9tlQS9uETkYycyLvIhsO6iSGuo5Ac3Zkwo1dTgo0U3N85iURfCUBy5vSVBdyTasq/qEJAEvTqE5PsSAYmAREAi4FII0APqJx/MQK9re2P4vfdZ5LJumhZKsW9ZaulSG4y3Xn8VEfXqYez4J9Vu2uz26ipBn//FPOzatQPzvlxgNlayoiCSpgdeymeoos8SkfTffl2N9PR03HvLzbjqml5w93BnL5b8Ij30AAL9Sy17LLqm1yMvvwC5ufnI0eng5eEJd3fA29sL/r4a+Gp8LLZQV7RuTH2VjARmLCyNi/KVF1HebE9PFBQV8YEBxZ3TvYVc1AsLipigm+YsJ95NBw7FxXoeNxF9wcrF6yJbAinB0zzJI0i8TgRe4KyQdMWiTnevEnaFd/b9ywzYakQVSdBrxDLVmUFKgl5nllpOVCIgEZAI1B4Eli5eBP+AQPTpcx0i60chMTEBSUmJKCgoQECAPwICAhEYGIiAwCAE0e+AQINru+G52MRaJR6kLXNHVRPJZ5+ZgN69++DuocPUbNasthSSJZTvBUmoqWnTzJqwSaXVv/wM0gB49bU30bZdO0svr9X1y4aGVDxVTsNnQTjE0SOH8fncz/Do6IfRMiYG/2zfjq7dewC+vvDXGmLUKW2ZXo8cIua5+UzUiYT6eHmh0CDEpvHxQXCAH3x8vGxeA7Le0zw8zUwHV1BYyFZ/D093aLx9eHzk1s4k2ZByjSzbGk2pizsRbXZ91xejWF/Elm/6UdKykSWd7kHmEm2qT20VFRUyNjR2aU23eSvAkQT9uJNc3FtKF3fbN4qDWpAE3UFAy24kAhIBiYBEQF0ETp04gSMHDyIrOwvhEfWg1frCy9ubLU95ObnIzc1FTnY2srOzkJ+fj3r1ItGocWPENmrEPw0bRBtzfRtC000G6DjCPmb0SIx6ZAyu7d1bXYCqaE0hYGTJM/UkMJckOGygduro2NGjeHXqS3h49CO4+Zbb7NSL/Zo1OEVb1IE5By/GFIWGAyyjczWLL17ZnRBkNKdlce3hQ4fwxbzPjAdoA/v2RWyrVuy6ToXIcmZ2HvJ1BezSHuCnRUigP2dioM91ZnYOE3cvby9EhAax67u1hdorKiqGvqQEvmaSfSLnuTodE/OwoMAyXRcWFrJ1naznSiFiTq/RwSFZ2atzfbdkLvpiPUj53cvTC15eIgZeFusRcChBT3JODHrLSBmDbv0OceyVkqA7Fm/Zm0RAIiARkAg4EAF2HQX4gTotJQUJCReQcTkdF+IvMHGPbSQIe6NYQdr9/QN4dMLlVMSU2ltU7oF778Hrb73Dud0dURR3dqNrr+G53nya5YhR2reP1at/xp9r1uCTOXPt25HKrZeJ/a6mbeETUbYo+7r8pVe06+aGvJwcnD9/HufjzyMjIwMR4RGoXz+SPVaCgoPE58QKz5ODBw4gIeEiTp06iaCgQPS5/gYE+PkKC3SRHjl5Ov7cBWh9Eejvx6JrnpRP3R38d06uDgWFRQgJ8oOvj22u7qS6XqgvNpugU306PKBxhgT5G2Gkgy69QYWdBOJo/OwKX1TExNybxqnElqu4J+iQgQ4N6Lenl4jPl8U6BBxJ0E84iaC3kATdus3hhKskQXcC6LJLiYBEQCIgEXAeAiyyRAQkLw+JFy8g4eJFpKWlIf78eQQHh6Bzl6vQrXsPhIWFGRkOERF7WaimTnkR0dHRGDt+gkNAUeKHKyNrDhmEgzqZ+cH7uHPIXWjarDn27duLxQsXQKvVsmp7VmYmXpr6qoNGYnk35eO8DYy4QlK8/799OHHiOO6+p/owiTJCZKaZDgwWWHqfYsa3bN6E+lFR7Hni5ePFXimXL11Camoqk9HGjZugfceO6NChIwICA8wm69T+Sy8+jwGDBqFDhw5MLsmCTmS7sKgY+QU6FoFjt3M3wNODiKcHx3iTYjoR35y8fI5F12o1Nn0uheu5nq311E9VhVzL8/LpcKCQXdhpvEoRru56FnojN3b6TfHy5HouRN1Iv94+RcS2U6w6/S4u10npfYtc6glPuvfZ615mnxk6plVJ0B2Ds+zFPAQkQTcPJ1lLIiARkAhIBGo5AvQQnZRwEWdOnsKBAwfQqFFjdO3WDVd162bgRoYs6ma7khochg2mzMqsjb+t/gWrf/kJc7+YbzeEjVZzJdbcDtY8uw3eyoZJlOyJMaOZOHXo2BkHD/yH666/gb0kkhITEBMTg/tHPGRl6+peVqoFYGjXRBFd6UmxcqempSI5KRkpyUlISUnG2bg4eHt7c5o+Is+BQUJzgTQY6CcoKAiBQaTFIH5r/fzYmlsqOybSEdIYjhw+jF9/+QXhERHo3rMn162o6HT5iD93Dufi4vialq1ao3Pnzri6Z68KyR8dHrRoITxENm/aiL17/8Xw++5jkk2WX/pIESHnmHCOySbRNWExJ1ZJSulCK00IyJG6O8Vtkwu8LWRTCNIVM+nWViI8x8rsugLuk4qPtxf/mJJujgsvKuI4eTpEoLFRPvSqiDl5AVC/pgcmHJ+uqLQbiL05B2nKYc6VBF2sXjEolEWko3RT9OlMxeFNFpmjFgxzcJZavrqfLvNakwTdPJxkLccgIAm6Y3CWvUgEJAISAYlADUKAHopPHT+OUydPIC01DXfedRfatGlXGm9bRkzNhIhXOEfxvoiXvTJO9LfVP+N///sB8xcsshtCQjXaIARXB8j5h++/h927d6FR4yZ4YfIUzJs7B6MffQyRkZF2w9jShsun/SuN9xb75fzZc0g2kPDkZCLkySyE6B8QwGn5QkPD4KvVIjQsjOdJJS0tFVlZWcjJyWaLdzELruUgJyuLX8/MzGQr622334He1/U17kbSaPj5px9x5PAhdO/ZC63atDF7OkRMT588gWNHjjBZHjBgENq0bct/x505g8j69fHxzA/Yi4EORX7//TfcedfdaBwby+rtZGlmElkiBNso3pw+K/S3EESjlGYGlXROS0YK5yVsaSeCTi7klR1+GQ8+yAW9uJiF2YxtG5TUqU5WTh672Zdvi13VCwuRm1fA5Fbj7c0p4UwV2hWg6CCIXOApHtyUmFMb1De9x9Zudocvho5j1otI+52bcIMg9vxj8PJhC7xBiE+xxNNtRLGCC7E5cV1lXj7icE4cwCiHHMa/K1pl5TZVotyzlEoGEUlaHxbWrF3FkQT9ZHKeU8BrXs/XKf3KTi1HQBJ0yzGTV0gEJAISAYlAHULg9KmT2Lp5Mzp26ozBd94lSE0FwlhKvLopNEwcSOC5mIhHxQ+1T08Yh6t79cIIO1pzS1M51b4H64q24vvT34Wnuweeff4Fl9uppqn+BGMyFDcg/tx5/Ld/H/bv28cWWLJka3y1CA4JQWhYKEJCw/h1W0pSYiL+3bkDHp5eGDpsOM6ejcPqn39CVMOG7GFAQovWliOHDmH/3n8R1aABBg66GSuWL2N39bDwUHZTP3jwCAbfdRdiY2MQ5K8FKbJXR/bYyk0K7gZyzmnISoDcfB1b1ql9tloTUTV8xhR1djrpEPVLhPq6lwfXJZJcrFdyjoMJuq/Gm9Xiy1vGM7Oz+dCALOxEvs0tisI7p2YjMq4rFOrrTNZF/ndLCpNxRQHeQOTpwIHG5MlzL50/jVfo9xmOLpQDxYp+G+oo9yflQIFSxokDjrIp3oTbPt8ES7eu4f9Kn5bMy1XqSoLuKishx8GfrpLyR7iV4HLoxCmJmERAIiARkAhIBOokAqTQvGPrVhC5GTzkLqO7LoNheOgt/9BaClSJyHtcgUvpzh3bMWf2LHyzbIVdca1rBP27VSvw4/9+wIwPP+Z4c1cppur5pgrkf/zxO5NysmTHNm6EFq1as+XZnuWfzZvh5+eHhIQEtpg3adZMte727NyJf3fvQstWrRAUEoruPbqzpfzUqTNo2LAhIiNCmPBa6kJN8edEtEsMcdREfumzSeJolBvd28uTSWW+rhCFRYXcpzeRboNFnlzQlc+rQjTptXxdEdxLSjimnWO1DYUs9VnZOfDz8zU7FRtdShbyzJxcVpwnS3mJIdc5vSc89UvzyBtjwssc4In7BXsRmB7imLlCNAc6oKLYep4nKMc6eQ8o7utJ2a1mAAAgAElEQVTCk0C44gsPBCVe/opUi+KMkQvfxhRBPJMDBrbuK4cE5VPGWaDyb+b07FLNkQT9lJMs6M2kBd0ue8cejUqCbg9UZZsSAYmAREAiUCsROH7kCLb+vZkt3rfdPthsYayyYBiSZJUAL7/0AgvEjZvwlJVtmQdzXSPohAoJxJ0+dQqfzp1nHkgOqFVeoI/+v2zpN0hKSkKnq7pyJgFHFcpisPCLL6DRaPDAww9Dq6043tza8RQU6ODh4SmIIVt/6bcbwoMDmExbI5ymWMIVV3IivxQPLqI33LgPNwqyNuQlr8hrxejpYnJgRqrsmTk5CPTzY5KvFCKkuoIieHmZWqcr90Kh+mTpT8/IRFZunlCg9/SEn8YHvj7CM6GgSI/svDyOaae4ez9fDa+BlweNvdTjhmLUKfY9Oy+3AvE381ZF8fapqrZxNoY/hEAfuemLF8g6T1Z6b08PPgih+dCaGiAWxB3kxq8HWd0Vy7sSyy5ytZvveWDezNSv5VCCnuIcF/dmEdLFXf2dY58WJUG3D66yVYmAREAiIBGopQjo8vKxe+cOxMbG4vob+ls9yzNxpzF50rNY/M0y+Pra58FJxJ4K05c5YlNWT8YFL6TQhFdfeRnfLLWvd4IlUzcSdHc3XEq7hKXfLmGX8psG3WwUC7OkPVvqnjx6GFv+3oJ69epxM32u74eAcrm9bWm//LVEyImo+XCMthv8/X1ZCd3SXOYiNr2YXcTJUq5hS7wbsnNykXIpA+mZOdx1vbBg/iHXdXotPjEVocEBqBcWhMzsXKReyuR48piocI4Pv5yZjeBAIugiJp7c0ale3PlEhIYE8nVk9TctZCm/lJGJlEuZbC0nMhoWEojwkCBWfM/KyWXC76/1RerlDKRnZCM6qh5I1J2U6KkE+fsjPSsblzOyoS8q5phzOnQICtAiNCgIhfpCZGRlG0Xq1FyTytoyusabpJwU94/SFJR0GEKknebMFnv+WxzEsAihYm1n4T/hzq8o2ztiDpb2IQm6pYjJ+vZEQBJ0e6Ir25YISAQkAhKBWolAQvx5bNu6Fc+/+FKFwm/mTPq9d97m1EgvvfyKTUrUlfVlmttascxZk7fanLm4Wp2Vy5dh48b1yMrMwpKly506vPIx58pBySsvv4ROV3VBl67dHU7OCZB5n87GxGcnIaphA2xYvx5rVv+C/gMGoEXrNnYbj+JGLYiplvOcm1qszV0oOnNikq4nol6CsxeSEJ+QwhZnIrdFRcUoKCpEg3phaBJTn1//9+BJREdFoF2LWCbrp88lMiHv2r4F8nU6XMrIZgJPlm5aI4pLP3rqPE6evchidl3aNkODyDAeohCP0+Pg8TNISUtnMk/ElITuyGW+aUwUIsKC2SuGiCsdAOzYdxi5eTp0bNMU9SNCuR79BPsHYO/h40hLz2aLOlmrhZhcMZP39q0ao6CggAk9ufS7SiGMFMV6inkXf1PMP/0ma7u7sLh7iBh5GrvIBU8zMIjhGWLqXWFOjiTop51kQW8qLeiusNXMGoMk6GbBJCtJBCQCEgGJgESgFIHszEx8+/VivPHWNPj6aq2CZsR9wzD55alo376DfQi6Ic61rpFzWoxffv4J6/5ai48/+dSqtVHzItMYYkFQhOvwxKcnYMKzz1ntvmzrGBfM+xxTX32NleCJMJ05fQorVyzn3Od9rr/BbiSdxk2Wa1JgpzRrlgivVTTn0+cTceTkOSa7RMhDAv1ZiC0x5RIfAMQ2qIec3Dxs3XMYjRpGomv75jhzPhHHTp9na/e1XdshOzePf8h67u/ny4cGyakZ2LrnEONA713VvjlaNYnmsZP7+cmzCUzQA/20TMa1vj4cH59yKR0RocH8GongFRYU4kJSKvYcPAE/rQ/32bZ5I2h9NdAVFMBf64eN2/ey6F1sVD0EB/qztTwtPRNxF5LQr2cnHhNZ5PMLCmxddodcz27yBoLO7vEGHQBPdzcR40/CmRSJAMDL29NiLQJ7TEISdHugKtu0FgFJ0K1FTl4nEZAISAQkAnUWgZ3//AN/f3/cfsedVmHw26+/MImc8/kXxpRJVjVUxUWKO7U1sb5qj8WR7e3/bx+WfvsNkpOSsGDxEkd2fUVfpjHnijjZ1i1/49fVv6Bd+w64pk8fi9W81ZrQ4vnz0ee669D/pgGG8AcgJSUFH74/HY88MdaqGPHqxkaEjGKYQ4L8hSq6J+VAtz6zAIm4rd+2j8lss9gGbG3WGNK2pWcK9XVycb+YlFY5Qe/WDrn5+exenqcrhJ9WI1LEnU/CvwePo0u7Fjh88iwiQoPQtkUsoiJC2fX99827ebpXtWuBqHqhbBmm+Gtya1esyBRrT67th47HMcGOiaqHuAuJaNOsEWKiIjh228vLCxu37eWDmq4dWqJBpHC5J6L/09p/cE3XtqgfEcbx7DTOmlaEpd0D3t4enKaOyLoHKetzTnY3aHwpbZ1wi3dmcSRBP5PqnHVsEq4xQkyCi10GjClzQNbv2i6Y+fp4THh5Fgb07Y7bB1zjzCWp031Lgl6nl19OXiIgEZAISASsQWDf7j3w9dXglltvs8rF/YVJE9G2XTuMfHh05QTF8MRqjVu6qXt7XSPoR48cwbS338CSb53v2m5Mr6ektzJsNoqNv/fe4fALDAIJlDmjZKSnY8+unbiUloabBgyEj48GP//4AxpGx6B7r17wtiHdWmXzodjzoAB/hAT4s+u3LYU8EwoL9fhl3Tb4eHujQ6vGaBwdKSz/pgpmAM5eSK6UoPfp3h76kmJ4uLkjT1fAZDIpNZ2t4+SSfnu/ntix/yguGQ4B2jaPxeWMLKz8bTNaN4tFh5ZN4O7hxqSdiKdSyApPVvLzCak4fOIsmsZGoVHDeti0Yz+70rdsEsPWdFp/IujkAk5u9JHhITyvSxlZWLNxJ3r3aI/IsBC22tdEgl5+jel+RNhQKIHWx4eV8205pLFlD5leW9cIeuqlDAwe9TK2/nSll5Ek6GrtKuvbkQTdeuzklRIBiYBEQCJQRxG4EH8eq3/8EcPuvQ/duvWwCIWMjHQ8Ouoh9O59HVq3bcsKzkSG6MfL24djaENDwzgHtvLgaukDLMWvkrI1CU5ZQ/AtmpCLVSZ8x4x+GCu//9FpI6su/v+vtX/g4oUL6Nu/v9MIugLOqZMn8e+uncjPy0fPa69Fi1at7IYbkbPQIH92Pad4a1sKWZxz8wuZxIaHBqB9y8bsWk7x6aQoDtIlcxN50M9dSKmSoBfqi4TVm4m9O46cOoeDx86gcXR9dOvQAheSU7HnwAl2PyeLel5ePv7351b0vKoNmjSsj4KiIhZyMy1hwUHswk6u9CRIN+C6bgj088XGHftZLK75/9s7D+ioqrUNv6QnJJQkpNASAoj03kGuiCKKcAUEu957bSBFERCpoqJIUUAFxOtFQBCli9IVQVFARKX5K72lh/SQQvnX901OmAwBM2RKyrvXCiEz5+y9z7N3ZuXdXwuvhgZ1w9W1XQS6xLzXqhGsbvHxiSnqFZCamoF7u7ZVq3O6Zn4vGS7uhVlXqTkfWKkCPL084OpqKvXmzOZIgX7SSRb0cDML+onTURg4+l1sXDr1GuzmAv373QcwedZiLPlgnB4osTmGAAW6YzhzFBIgARIggVJGQGqiS2KtO++6W7O69+n3AMLCw6/7h6bERHe9oxs+XfSJuhInpyRr/LnUcTZ9ZWsM68WLOYiPi1NxLmW3atYM037DwsI143dujqUb/kFbVt3bjS3Wv9/9mDvvIwQEBjps15nXtjYGza3+ZXIhzxUgIt63bNqEmNgYdOh8m11jva15eK0nnpvB3Jr7rLlWhJjEiYtngYhOsaJLNnYpZXbp0iV9zd3NVI7NlK39ioq3gprW474MrP9ut7qEN6wbhnoR1fVStaKbtb+1oEtHWivcRS3XB/86iSMnIvUwQSy8Yt0Wi6Ofjw8a3hKOkCqVsGrTTrV2S5I5STYnzyBLLMnSZHgvT3cV54f+OqWW+eDASnoIcD4pFRkXMlG7ZihaNamnhwLf/virinJxiZeYbXlN4+erBetYaemZKtD14KEUNFNmey/4+vignFjU3XJLzNng2Yy1t/ZQs6wJ9P2Hj2HIuNmoVTMUR06cRb2IGpgw/AmE1wjJc3FvdGstPD1yOuZNGY46tarZYHXYRWEJUKAXlhSvIwESIAESIAELAsmJidi4/ms0adYMO7ZtQ4WKFVGlSpBavwMDAjXOMj09QwW31J2WWtOenp74vz8O4Z5evVAlKDhfjyrjJJGSSzmkpKQgOvIc4uMTEHXuHM6cOYNq1aurUA8LM4l2Gcu8GX+UGvLE2hJWpWWBH3/kIYx8eTQaN2nqsEcSi664VhdoBzRzcRcB8eniRfAPDEC9+g0cNr/iMJDsT4kJF4Hu5+OtBwKSEC3tQqaKatn3liEZYmn19PSAp4ebehtI5QN5TWLZRQgfOnISf504p54ndcOqokqAKWwgOi5RD0ZCqlTWEmgFJYnz8/VBq8b18gR9eW9PHDl1DkdOnFOXcrGYG0kWpY/MzCyNN2/RqC4OHjmJ46eiUC0kEGFVgzSRm2SLj4pNVKEt8xCBfi46XhPXueXWV5fM8+IiL0nlJFlcteAAFegi4uuEVdUSbbKP5KBCypLJPCR+/eKli8XmMKeoe0kS7UkWfx8vL0iognEoUdR+5X6JrZa9ZBHlkJtnwUU/X+UAyPKz0aECPcE5MejhAVdj0I+dPIdFKzbj4fu7aaWDuYu+xLadv2LNgjdUoLdv1QjL1n6L0YMfQodWjWyxNOzDCgIU6FbA4qUkQAIkQAIkYEkgPS0N5X199WWJ65WvpMTzyEjPMNUNdnGBl48PmjRthp3bt+sfiG3atYebFdZK+WNShEtMdCSiIyNVtJ89c0Yt72HhtbQme62ICERE1L4qcMzEorXWpJK+ys89/R/0faC/xlbbu1lba17EwzvTp6FTly4IqFLF3tMrtv1LMjfJ6C1iOjsnp8B5yr7V0mNubipYxYIsgs7DzV1FnVhixXJ94kyUJoITa7zUHBcRLBnPQ4MCtOSZ1Ei3FOiHJfN7To5awY0mQuXE2WikpGYgrHowAipV0MMEadKfZH+XcmdiNa/g662WdimPJnMTi7mUdxMxLe7r0iQLu7xXv3ZN9QaQnuT3WErCSXm2gMp+aFo/Ajv2HNAkcc0b1oF/pQrah4SpiGeAHGDIc1l6BRTbhS3ExOQAQw4/JAZdSsjJAYxRfrAQt6u3hfCUz1dTQj6Tl4W8lpWVpT+LN4S5I4Uh2E1eLVKkPf9IPj6mz3BHtFNOEuhhZgLd8jnFS6RV92ew6bPpeGPmIvz8+5+655a8P47Wc0dsCosxKNCdAJ1DkgAJkAAJkEBRCcgfoRcyMhATFYWE+DgV7KdOnURE7TqoVStCBbt89/b2vpqEySJZWVHnUFzvHzH8Bf1DffCQYah36612m6alODcytd9oQLln1EvDUb9BA7Rp3wFe3t52m19p7djIDC5WcynXJgJfLOZSWk2s2GIhFQEYVi0EVfwrQDK6/9/xs6hSuSJq1wxBTEIyTkfGIiU1PR8iSeSWnJquhwJ1wquaxL64lV+RuPYrOHk2GlFx51EtOBARNULUHf50ZJy6rUuZN7mvol95vVdc1sVSXrmiH2pVD1ZhL4JREtrJ63KgIId1UrpNLO0ihmpUDdK5p6Tln1dpW0fJ4C9c5PuFzGw9xLh6iGhSznJ4Y8r3Vy63dvpVCllZplh8+V2SpH5yWKO16bNz8izyljkOTCEo0IMPOXQRTwzzVr68n8MwFweBLgdEySnpeeJbwqta3v0Mtq+ahQlT/4db69REcBV/fP7lNnw2d3yRc0Y4DG4pGYgCvZQsJB+DBEiABEiABMSyJO7wYmWPi43FqVMnEBJSFeEREWjYsKGKVXXCLgNCff68ORrrP3b8RLttDPMyatZ4KWRmZmLr5k1IOH8eHbt0sdv8ykLHmg3c21tLeIl1PVMsqK4uKv5wxSTuZJ3EQqjWeHdXtbSKlV1Et3kzWV2vqEgW0ShWbdMhzBW4wEX7EJdzNcC6lIObi4uWchMvAEk0J/Hn4r595fJlkzt+rplW7klKSdWhvD29UN7bS+coItHN1U37lWZKfJepFvTS3GTNKvn5apZ79SxQsZwroHO9Bdw93PNyEAhX+dAyJV8UK3m2uv/LGsr9Hh4mgS4hCG653hWyhtY0R7q4nz7vnPWt6e+Zh+THvQcx7u2Psfi9sQip4o+5C9fih58PYNncCfnKrD0zcjqaNayDQU/eXElRa9aA114lQIHO3UACJEACJEACpZiAZAsXwf7nH4dRvXoNdLvzLlSrUcPkfu/kzMn2xL52zWr88P0OTJvxrt2G0URmuYLOWpaZFy5g7JjRGDh0mN3mV5Y6Fo8SEeAmMQcVbyp8ywEebm4awy6WVnc3d7i5u+KqfjMJucKUY1cX6uyLmsX9Yq4bveGGb8Q0y+vmTUS3ZXI3sfoWVP5QXbctLLulcQ3l2cWToIKvj2a2tzzcUmt4To7WlZd1cXV1U17i8n/p0kUV5V5enqYwgBxTbL70ITkNxPKua3m9fBDXAVrWBLpgWLBsAxav3IzMzGw0rh+hSeIkp4J5Fveo2PPo9/QEfDRtBBrcEl4at2OxfCYK9GK5LJwUCZAACZAACdiOgGE137t7F3795Re0aNkad955JypWqpQrTsTSaJ3F6UazM8qMOdNSv3v3T1jw8X8xb/7HtgNp1lO+Umo3Wc5uwrgx6P/wI3Rzt9EKFST0TOLbdHxiJHwTq7UIebGYu7nKd1PmeE93D/0uJvLr/T4Y2eUl3lzc1iUju2Sjl6zk0mdsQnK+pzGs6JaPWNCBzvWutRGeYtWNCG4vD0+EBlXOO1Qxn6ARcy+i/OLFi7oekhhQPA8kjEFEZXpmpgp5YSlrKmvp7uGqBzVyrburKXfB9SoBmI/nSIF+xkkW9BpmFvRitRk4mWsIUKBzU5AACZAACZBAGSIgSZn2/PQj9v/2G+7odmeeQBfLumSaLkg4WCvezUuOGaLIWgtzUZdEYvLHjB6JRUuWFbWrAu+/Wfd2ozO5f/zYV9D3wYfg5+e4+Fe7wChhnRoJyQzRbsQ5G1Z4cVOXbPM3EnYqIK9AY8/FUV5EobyWmJKGjAtZpSqpm72W1yTS3TUswNvTE56e7tfEOotXgXgtZF/M0RCA7BxTmIG8bvI4MIUpGGsqngyaqV1j182+S6y6m4h340DGBe76f1OSOQ+PqxnO7fW8Rr8U6PYmXPL7p0Av+WvIJyABEiABEiABqwkkJSbixLFjel96WiqOHj2K5i1aaKynCBcjOrdqaChat2mrf8RalnHLN6gpo5PpJbM/mjVrcu6F1gp9qx/K4oYH+v4Ty1euKWo31xfoSskU52ztAcTBgwfwzdYtuLc3YzvtskA32anscy1xlluT3ajXLkLO3MlEEo0ZmcINy7e4XkvSs/NJKZp5na1wBExZ8D3h6+2lseWaLyA3O3tGZpYylRh/EeQSQqAlDa1sLuUMMS6/ryLKTeUs5XX5XKoWkr/kpZXdW3X5mUTnxKDXqHw1Bt2qCfNihxOgQHc4cg5IAiRAAiRAAsWPQEx0lMaq55UskrhOADHR0Th54gRatWmD1q3bokbNmibBffWffKLceN2wThbV0lwUUg8+0AfvznoPoVVNZa9s2fK5uJsUulUi/dPFC+Hr54dGTZvZclrsy0YEjEzxkoBMyry5uprEnNbQdimHyxcvq6VWviSm3LC2p2dkITEl9aZEpI2mXiK7kTADsaaLWM+5KMnzTKxFnGflmGqb27M1rFvbnt3n6/uskwR6dQp0h61xUQeiQC8qQd5PAiRAAiRAAqWcgNR2/+PwIRw/ckTj1hs0aIjadeogvFZEPuu4YUm0tCaLxcuaOse2wvmvJx7FoOeHqAeAPZpKBi3fZIpZLqyHgFz/8siX8Pi//8P4c3ssjJ36FIEu8eYiHiUJnTSTe7QkoXNXt+rE5DRki9u7nQWlnR6xzHZLgV5ml75YPjgFerFcFk6KBEiABEiABIongePHjiIuJhbnzpxBXFys1l2PiIhQwV41tCq8fXxME8/LOVdOy05ZI2Bt9eRDnn8O3e7qjt6977dVl9f0czMeAlJm7fVJE3Hf/X0QWKWK3ebGjh1HQCy/YmkXl2y2kkfAkQL9XJKpjrujW7VKHo4ekuPdJAEK9JsEx9tIgARIgARIoKwTyMnJxtnTZ5AQF4eoyEhER0fB09MTwcEhCAoOQXBIMEJCQ/VnP1/fPAtzYS3NReU7bsxohIeH46lnnitqVwXeb9TItqa2vAj6H77/Hnv37lGBzlZ6CMi+puW8ZK4nBXrJXLfSOmsK9NK6snwuEiABEiABEnAwAREo6ampOH8+AecTEpCelo6EhHjExcaqcAkOCUFISAiCg4IRHBKq4r1ixYpXaxabxXHnlWozniHXIm9NMrZ3pk1Fdk42OnTsiNu63G5zGtZYz+XaqKgoiAfCqpUrMODhRxBA67nN14QdksDNEHCkQI90kgW9Ki3oN7M1nHIPBbpTsHNQEiABEiABEihbBLKyspCYEJ8r3NOQEJ+A2LgYZGVmXRXuanUPRWhICCr7++Ps2bNIPJ+ARk2a5lrfTaWtDAv831niN23YgH379uLYsaNISU5Gy1Zt8PIrY2wGPk+g/00ddLnu1QnjtN52zbBw+AcGoEGjxjabBzsiARIoGgEK9KLx4922JUCBblue7I0ESIAESIAESMAKAlKXPen8eSQmnkd6qgj3OMTGxSI1JRWVKlfW8kuubm7o0KEjatepi8qVK5sEuiRlMx8nN6t8vtfM3hfr9bDBAzFm7AQ003JyRW83Euj6HqAHA1u3bMbx48fQp/+Aog/KHkiABGxOwKECPdk5MehVKzIG3eYbx04dUqDbCSy7JQESIAESIAESuHkCUvNYLM7Sjh35C6dPnsLJE8dR3tcXderURUTt2pqYroJfhVzBfoMyZ+WAVStWYPOmjZg3/7+mSVkq+RtUcSrIUm+44EvtaykHJf1lpGcgMvIcIs+dQ1RUJCIjIzU2/9YGDdC6XXv4GAn0bh4L7yQBErADAUcK9CgnCfRQCnQ77Bz7dEmBbh+u7JUESIAESIAESMAOBOJiY3Dm9GlNTCf12QMCAtSyHhQcjI3rv1bXeH9/fwT4B6JygL++HxAQiNcnTUCnTp0x4KFH1LItJbEMTS6iOjoqCtlZWRCLfkBgoLraB/j73zD7vKmSlqnE2nfbvtUDgKCgYI0t9ylfXjO0y5eXl5cdSLBLEiABWxGgQLcVSfZjCwIU6LagyD5IgARIgARIgAScQkAs1GdPn0ZyUiIaN20KsWgnpyQhNTkFF7NzkJScpBZtSc7Wp19/jXf/ZstmFfKVKlVGeloqYmNjUaNGTbh7esDD3QNJiYnqZn8hI8OU1C5EMtEH5/1fRH+ei31uYjuJMb+rRw8EhYQ6hQMHJQESuHkCjhTo0U6yoIfQgn7zG8TBd1KgOxg4hyMBEiABEiABEnAMAbGSaytXDlmZmfjt131IOp+IZi1b4vLlSxof7uLiirr1boFYw40SWYZLe052NhLi4xGfEI+M1DTEx8dr7XfpS9rly5fzvho0aIiu3buzzJZjlpajkIBNCThUoKfk2HTuhe0spIJ7YS/ldU4mQIHu5AXg8CRAAiRAAiRAAiWLQFZWJlzKucLFxUW/JB5dvrORAAmUTAKOFOgxThLowRToJWZzUqCXmKXiREmABEiABEiABEiABEiABGxNgALd1kTZX1EIUKAXhR7vJQESIAESIAESIAESIAESKNEEHCrQU53j4h7sRxf3krJJKdBLykpxniRAAiRAAiRAAiRAAiRAAjYn4EiBHuskgR5EgW7zfWOvDinQ7UWW/ZIACZAACZAACZAACZAACRR7AhToxX6JytQEKdDL1HLzYUmABEiABEiABEiABEiABMwJOFKgxznJgl6FFvQSs+kp0EvMUnGiJEACJEACJEACJEACJEACtibgUIGedtHW0y9Uf1V83Qp1HS9yPgEKdOevAWdAAiRAAiRAAiRAAiRAAiTgJAKOFOjxThLogRToTtpd1g9LgW49M95BAiRAAiRAAiRAAiRAAiRQSghQoJeShSwlj0GBXkoWko9BAiRAAiRAAiRAAiRAAiRgPQFHCvQEJ1nQA2hBt35jOOkOCnQngeewJEACJEACJEACJEACJEACzifgUIGe7pwY9IDyjEF3/k4r3Awo0AvHiVeRAAmQAAmQAAmQAAmQAAmUQgIU6KVwUUvwI1Ggl+DF49RJgARIgARIgARIgARIgASKRsCRAv28kyzo/rSgF22TOPBuCnQHwuZQJEACJEACJEACJEACJEACxYuAQwV6xiWnPLy/j6tTxuWg1hOgQLeeGe8gARIgARIgARIgARIgARIoJQQcKdATnSTQK1Ogl5jdSoFeYpaKEyUBEiABEiABEiABEiABErA1AQp0WxNlf0UhQIFeFHq8lwRIgARIgARIgARIgARIoEQTcKRAT3KSBb0SLeglZo9SoJeYpeJESYAESIAESIAESIAESIAEbE3AoQL9gnNi0Ct5Mwbd1vvGXv1RoNuLLPslARIgARIgARIgARIgARIo9gQo0Iv9EpWpCVKgl6nl5sOSAAmQAAmQAAmQAAmQAAmYE3CkQE92kgW9Ii3oJWbTU6CXmKXiREmABEiABEiABEiABEiABGxNwKECPfOyradfqP4qerkU6jpe5HwCFOjOXwPOgARIgARIgARIgARIgARIwEkEHCnQU5wk0CtQoDtpd1k/LAW69cx4BwmQAAmQAAmQAAmQAAmQQCkhQIFeShaylDwGBXopWUg+BgmQAAmQAAmQAAmQAAmQgPUEHCnQU51kQfejBd36jeGkOyjQnQSew5IACZAACZAACZAACRp4sogAABNVSURBVJAACTifgEMFepZzYtD9PBmD7vydVrgZUKAXjhOvIgESIAESIAESIAESIAESKIUEKNBL4aKW4EeiQC/Bi8epkwAJkAAJkAAJkAAJkAAJFI2AIwV6mpMs6L60oBdtkzjwbgp0B8LmUCRAAiRAAiRAAiRAAiRAAsWLAAV68VqPsj4bCvSyvgP4/CRAAiRAAiRAAiWGQGhQIDw9PErMfDlREigJBMp7eztsmunZVxw2lvlA5T3KOWVcDmo9AQp065nxDhIgARIgARIgARJwCoGCBPqJEyfw0fz5SE9L0zn16t0bd3Tr5pT5FXbQnTt3Yvnnn+PKlSvw8vbGv//zH9SrV6+wt/M6ErApAQp0m+JkZ0UkQIFeRIC8nQRIgARIgARIgAQcRcBSoP/000/4bMkSjJ8wAVWCgnDx4kUsWLAASYmJGDlqVIHT+vPPPzFx/Hjs2LEDly5dQuPGjfHKmDFWi3oZa+WKFRjw4INWPf78Dz9EamoqBg8ZAk9PTyQnJ+OtN99E165dcVf37gX2tX79ekyfOhX79++Ht7c32rRti4kTJ6JJ06ZWjW3NxVPffhuLFy3Subq5uaFnz56YMnUqvLy8cOzYMcTExKBDhw7WdHnDa7d9+y1uqVcP1apVg/z/vp49Me/DD/HoY4/lu69Fs2YICAjAlm++sdnYturoRnti3759ePLxx7H/4EF88P77OHz4MD6YM8eqoT9dvPgaHlZ1cJ2LHSnQM5xkQfexsKB/v3s/3pz9KeISktC0YR28PfZZBPpXtAVO9lFEAhToRQTI20mABEiABEiABEjAUQTMBXpWVhZeGDZMRc6smTOx75df4OnlhbemTMHatWvVIt25c+d8Uzt37hw6tGuHRx59FM8NHAh/f3+sXbMGI0eMwBcrVqBTp06FehQR9gcPHFCRvGbt2kLdIxcdPnQIX3/9tY49ccIEREdFoe4tt2DCxIkYMXw4xk+cqHMyb6tXr8bgQYPw9tSp6HHPPcjMzIQItZnvvott27fj1ltvLfT4hb3wi88/x8yZM7Fq1SqEhIYiPj4ejz78sB4MvPb663j/vfcg/F8aMSJfl8LF1dW1sMPku27AAw/gpZEj0aZNGxXoA597Ttms++qrvOt+/+039OvbF+Hh4cVSoMv8CtoTwkW8JZKSkhAYGHhTAl3urx0RgeMnThSab2HXw6ECPcc5Lu4+7ldd3FPSMnD3QyMxfeJAtG5WHzPnL0dUbALeefX5QrPlhfYjQIFuP7bsmQRIgARIgARIgARsSsBcoIsIr1ypEtLT0/Hdd9+pgBUBLFbmB/r3x+iXX8a06dPzjT9q5EicOH4cy1euzPf6hvXrUaNGDTRq3BhLlyzBtKlTkZOTo6999PHHqF69Ot6bPRuHDh3C77//rtZusZ6L4GrVujW++vprFbNiCb+Yk4Pg4GDMeu+9a9zWRZSLZf/NyZPRsVMn3HvvvVj+xRcqssVK/cPOnXj66afzza1p48YYMmwYnnrqqXyvDx08GMkpKVi4aBEe6NsXt9avj19//RWxsbFo3rw53v/gA7i7u+PIkSOQa8XiXb58eUybMQPt2rXDgf378cwzz6BHjx74cedOREdHY/qMGeh25514/bXXEBcbi9nvv583ZlxcHFxcXPRg4rFHH4Wbuzsee+wx3H///Rg4cCAaNGiAyMhIbNi4ERs3bFChmpOdjfBatTBnzhwV+mKNH/7ii/h5zx69Xw4q5LnemTEDk994A1WrVsUbb76JCn5+ekBw9MgRfLttG4JDQnQe48aORVRUFE6fOqUCPSEhAc88/TT++vNPXL58Wb0SBg4apNeGBAVh1MsvY+vWrXoQImEE8r5l++PwYTw/aBDOnj2LWrVq4cOPPtIDgEMHD2LY0KF6OCEHPxNffRX33HPPdbm1bdcOrVu2zNsTb7zxRj4uk998M58Ffc+ePUhJSdH+ZNxPFi1S74GAypVx+I8/8p7Z+FkOo7766itd59Vr1iA5KanA+f3266/5xl375ZcYNHAgdu/apR4j7dq310Mt8cQwWlkT6Bu37cGq9Tswf5rpgCk1LQNd+gzDrq/mwMPD3aafWezMegIU6NYz4x0kQAIkQAIkQAIk4BQC5gJdBN2Lw4erKL6vVy+1vJq3Ma+8gjffeivfax07dMCgQYPUgl5QO3/+PG6pUwc///KLiiYRtuXKlVOxPW/uXEyZMgXbvvtO3xPL9sJPPlEL+pkzZ9C+bVts//571K5dG//7+GMsWrgQ3+3YUeCc7r7rLmzcvPmaKVjOWQSvzOfUmTPq1m3edmzfjscffxwnT53Cg/37qzBcv3GjCtWu//gHnh88WN3v5ZlFBP/r3//GL7/8otce+uMPFb/t27XDipUrceddd2HF8uX6jFu//RZ79+7FvT16qIC+t2dPtGjRQg8QjCYiW8SkWNBFyHa9/XbMmTsXffv1Q0x0NFq2aIHNW7agQcOGmD1rFnb99BOWLluGl0eNUlH90X//C2F9W6dOWPb552jcpAlat2qlwtGwoM+YMQMNGzZEzZo19VnEgtykUSNMeu01zJ0zRwX6K6NHa4iAjH3q1Cm0bN4cBw4dQmhoKKqFhur8JfxBBHrTJk2wd98+PXQxmvTZrm1bjB03Dr169cK777yD7du3Y9Xq1WjTqhVeHj1aD3tExN/Rtau6p8fGxFyXm/mesORi6eIuhyCyP+Rw5rlnn1W+cqhyPYHu6uaGenXrIiExUdf4evMT/ubrIXOS/fjlunXKUA455Pelffv2ThHoF5xkQfc2s6B/uHgdEhKTMWbo1c8BEeiLZo9BWPVgp3y2cdCrBCjQuRtIgARIgARIgARIoIQQKEigvz1lirp+i1X47wR6owYN8O7MmSpIr9fEyuvn56dvi3V78eLFKm4+nDcPGzZsyHNpNxdjItTXrVunYleauKEH+vvjXFQUKla8GtdqCPAe3burmBbxb97GjhkDsbQaTYShiOiklJRrpiux9CLSklNTVXR36tw5z0Is4i8xMVEPMFq1aIGomBi1fksTUTz5rbcQ4O+PbnfcgcjoaH1dLOMP9OuHP/78U38WgSmW72+2blUR/M/778cbkyfrQYG5QBevhS633YaYXAu7eCAsX75crbzS0tLSUL1qVRWW4g2wYOFCtG7dWt+T5xWr/pixYwsU6CLGh7/wgh58SL6BKW+9hREjRuC1SZNUoEvMt3g6GNbg5k2bYu6HH+peEIG+fsMGNG3WTMe6q1s3DHz+ebX4G+306dN6sCLrJE36Etd98UKQUAjhZqyRHHoMHzECEbVqXZeb+Z6w5GIp0MWybzASxqNHj8bPe/cWSqAfP378hvMzX48ff/xRLfez33sP/7j9ds0hYNkcaUEvDgJ95kcrcPHSJYx4bkAeijsfHIHZrw9B/bph1/1s4BuOIUCB7hjOHIUESIAESIAESIAEikzAXKB/+eWX8PP1VWuiuP6K8BZRtGnTJgwdNqxAF/cunTurJfnJf/2rwLlIX+J+vnXLFn1frNLVa9RQF3YR6Lt378b/FizQ98zF2PRp0/DXX39h/kcf5fUbFBiIn3bvVou60cTFfcTIkZgxfTqaNGmCPn37ajy5WIklNnnnjz/mc3EXt/JaYWEadxwUnN+yJxb0J598Ut8Tgd7zvvvyEohJfLq4+otL9+1duqi122gZGRl4d9Ys1LvlFvyzd2/8dfSoviXszH82BySHARPGjUN2To6KSkuB3rtXLxw5dkxvkXwAwtDc4i+u3L/s24cmjRvrgYVhjc/Kzkbfvn0xddq0AgW6cG/WpAlWrFqlVnOx5AsrQ6D/um8fxJU83nC/P3gQa9et0+R1ItB/3LULYWEmwdW3Tx9NdCfrbzTxKJDYeuNQwnhd1llErfnrcv99992nFv7rcbMU6OZcLAW6hEoY+8XwbBCGhbGg/938zMc19qokJ9z/+++65yQcxMfHJ4+DIwV6kT8EbNDB/E/XISomARNfejKvt/Y9B2HZvIm0oNuAb1G7oEAvKkHeTwIkQAIkQAIkQAIOImCZJG7okCGa6Vtcs8VSKNZYsfKuWbMGt9Sti9u6dMk3M7HYSjK5DZs25XtdLOXuHh4aMz1t2jR1z65UqRKWffYZPv300zyBLnHDH//vf3qvpQVdYuLFNVqaiGAR6GKBNazxhgiWgwU5QJj06qsaTx0REaFJ4l568cUCk8S1ad0aTzzxhLp5m7cXhw1Daloa/vvxxyrQO3TsqP1Ke3XiRLVciwVdrOyGhdj8fktBbv6zZI1v0by5xo0bTZ79oQcfxLHjx68R6OaCVZitWb0ay7744ppdIS7qny5ZUmD2+YJc3EWgSyiDh4cHPlmwQA88JBGbIdDFYv7Ciy/iiSdNQkv6nzd/fp5Al/ubt2ih791x++0Y+sIL6N27d968xIIufMSLQDwMsrOzIWX7JHZfLOjG63LDP267DaNGj0Z4WFihBbo5F0uBvv277zQxobRvxV3/lVewe88e3Tf7DxxQ9jIfEexHjx2DuYu7YUEvzPzMF0EOnJ54/HF069YNQ4YOzXurrAn0zdv3YsmqLVg46xVlIJnc7354lMagu7tfDeVw0Mcah7EgQIHOLUECJEACJEACJEACJYSAZZm1Xbt2YdnSpRg7fjyqVKmiLs8S+y2WZ4kftmwSn9u2bVu1pEr8dFBQkGZxl4Ryq9euxd6ff1bruSSRExdxSYYm9dUlW7pY0M0Fuljt35k+Hd9s26bJ0UTo7fjhB7WYy4HB6lWrsCnXEm8+D7FkioCXZGZGmTUpaSYZ5MVV37JJwrV/PfmkWpkldjg7KwtLlizReGmJYRaBLwJd3LK/3rBBXbJv69xZS8eJO3enjh0xbNgwjaUWLpIo773339dEa9ezBD/91FOahEzcokUoirCT+PGM9HQsXrJE/y9zl4zulkJfYrTFyrz1m29Qp04djXv/bOlSTUAnnC9kZGDm7Nm6VuPHjcOAAQNURHdo3x6TJk3S8APJ4i4x6CKwxTOh5z33qFv8ks8+w/c7duQJ9LAaNTTkQO6XgwGx7EvSPOlDLOiSa0C4iehu27p1nvA1GEtMthyACB8p5zbngw+wefNm9RKQA4NRo0ah/4ABannuee+9+P3AAURFRl6Xm/mekPCEGwl0yZ0gFn7xCBj8/PN6CPHOu++qx4B4g9zetas+kyTBO3L0KLy8vVGzenU9NBDrd2HnJ54HspdlP0iThHhS4WDYCy+UWYGenpGJux8eibfHPYvWTW/FlPeXIi3jgpZaY3M+AQp0568BZ0ACJEACJEACJEAChSJgKdDlJhFfRm1xEaeS7OtGMeZifZQ66JIMTCyULVq21AzdItxFwPbv108FTdVq1TQh2YMDBmgytpCQkHwCXcT+P7p00czY4iYuFnVx7RYrvLjFiwiWZHIFtR9++AHLP/9c42BFbEmG8fr161+XwZbNmyEi/sCBA+oe3rFjR7w6aRLqN2ig94hAl5JkIl4lG7tkYp85a5Zeq1nchwzBubNn1Uo8eOhQTRp3Iwu6HCBMGD8e6778UrPki2eC1GgXHlIGTiy+jzz8sB4oSEy4pWu8kcVdxLivn5+Kc3E7l/j+l4YP16RxItDv7tFD3a3FYi2CVTLlizeBCEhDoMvzySGDHKjIgYO5QJ8/fz5mTJuGChUrqpeBJJ6TkAE5NGnXpo1mzF+6dClSkpM1flyy1ls2ibUX0Xr6zBnUrVPnmizuktROxPHkyZPR9Y47bsjNfE/IwcH1BLokzpMQBDn4ECEvIv2ThQs1c/uqlSvVA0L2UPfu3ZWJHPxIhvte992nHgQrV6+Gt5eXZnH/u/lJFvqBzz6LgwcP6vrLfp87bx58fX3LrECXB9+17zAmzViIuIREtBKRPuYZVKp4lUmhPpB4kV0IUKDbBSs7JQESIAESIAESIAHbEyhIoNt+lJLXowj0+/v00aztbCYCYkGXbPwibNluTKCsubhzPxRvAhToxXt9ODsSIAESIAESIAESyCNAgV7wZhCBLlnWH3zoIe6WXAIi0Pfs3ZsvQR7hFEyAAp07ozgRoEAvTqvBuZAACZAACZAACZDADQhQoFOgF/YXhAK9sKQACvTCs+KV9idAgW5/xhyBBEiABEiABEiABGxCgALdJhjZCQnkI0CBzg1RnAhQoBen1eBcSIAESIAESIAESIAWdO4BEnAoAQp0h+LmYH9DgAKdW4QESIAESIAESIAESggBWtBLyEJxmiWKAAV6iVquUj/ZQgv0Uk+CD0gCJEACJEACJEACJEACJEACJEACTiRAge5E+ByaBEiABEiABEiABEiABEiABEiABAwCFOjcCyRAAiRAAiRAAiRAAiRAAiRAAiRQDAhQoBeDReAUSIAESIAESIAESIAESIAESIAESIACnXuABEiABEiABEiABEiABEiABEiABIoBAQr0YrAInAIJkAAJkAAJkAAJkAAJkAAJkAAJUKBzD5AACZAACZAACZAACZAACZAACZBAMSBAgV4MFoFTIAESIAESIAESIAESIAESIAESIAEKdO4BEiABEiABEiABEiABEiABEiABEigGBCjQi8EicAokQAIkQAIkQAIkQAIkQAIkQAIk8P/gbCWoByHGEAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.choropleth_mapbox(df_20, geojson=west_java_map, locations='kode_kabupaten_kota',\n",
    "                           color='jumlah_wisatawan',\n",
    "                           color_continuous_scale=\"blues\",\n",
    "                           range_color=(0, int(df_20.jumlah_wisatawan.max())),\n",
    "                           mapbox_style=\"carto-positron\",\n",
    "                           zoom=7.25, center = {\"lat\": -6.871893, \"lon\": 107.6455},\n",
    "                           opacity=0.8,\n",
    "                           hover_name='nama_kabupaten_kota',\n",
    "                           hover_data=['jumlah_wisatawan'],\n",
    "                           labels={'kode_kabupaten_kota': 'Kode',\n",
    "                                   'jumlah_wisatawan': 'Jumlah Wisatawan'}\n",
    "                           )\n",
    "fig.update_layout(title={'text':'Peta Sebaran Jumlah Wisatawan',\n",
    "                         'y':0.98, 'x':0.5, 'xanchor':'center', 'yanchor':'top'},\n",
    "                  margin={\"r\":10,\"t\":35,\"l\":10,\"b\":10},\n",
    "                  width=100*10, height=100*5.5)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **Persentase Tenaga Kerja**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "jenis_pekerja = {'jenis_kelamin': ['Pria', 'Wanita'],\n",
    "                 'jumlah': [df_20.tenaga_kerja_pria.sum(), df_20.tenaga_kerja_wanita.sum()]}\n",
    "jenis_pekerja = pd.DataFrame(jenis_pekerja)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(data=[go.Pie(values=jenis_pekerja.jumlah, \n",
    "                             labels=jenis_pekerja.jenis_kelamin)])\n",
    "\n",
    "fig.update_layout(title={'text':'Presentase Tenaga Kerja',\n",
    "                         'y':0.98, 'x':0.5, 'xanchor':'center', 'yanchor':'top'},\n",
    "                  margin={\"r\":10,\"t\":45,\"l\":10,\"b\":10},\n",
    "                  width=100*4, height=100*4)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **Persentase Wisatawan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "jenis_wisatawan = {'jenis_wisatawan': ['Nusantara', 'Mancanegara'],\n",
    "                 'jumlah': [df_20.wisatawan_nusantara.sum(), df_20.wisatawan_mancanegara.sum()]}\n",
    "jenis_wisatawan = pd.DataFrame(jenis_wisatawan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(data=[go.Pie(values=jenis_wisatawan.jumlah, \n",
    "                             labels=jenis_wisatawan.jenis_wisatawan)])\n",
    "\n",
    "fig.update_layout(title={'text':'Presentase Wisatawan',\n",
    "                         'y':0.98, 'x':0.5, 'xanchor':'center', 'yanchor':'top'},\n",
    "                  margin={\"r\":10,\"t\":45,\"l\":10,\"b\":10},\n",
    "                  width=100*4, height=100*4)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **5 Wilayah Perkemahan Populer Oleh Wisatawan Nusantara**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Untuk mengetahui popularitas perkemahan dari suatu Kabupaten/Kota kita harus menghitungnya dengan menggunakan persamaan dibawah. Persamaan tersebut saya formulasikan dengan mempertimbangkan jumlah wisatawan, jumlah perkemahan dan rata-rata jumlah wisatawan."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\sigma = \\sum_{i=1}^N \\frac{|x_i - x_{mean}|}{x_i y_i + x_{mean}}$$\n",
    "\n",
    "$$rate = \\left( 1 - \\frac{\\sigma}{N} \\right) \\times 100$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "dengan:\n",
    "* $N$ jumlah tahun (1, 2, 3 tahun)\n",
    "* $i = 1,2,3 \\dots N $\n",
    "* $x_i$ adalah jumlah wisatawan tahun ke-i\n",
    "* $y_i$ adalah jumlah perkemahan tahun ke-i\n",
    "* $x_{mean}$ adalah rata-rata jumlah wisatawan\n",
    "* $\\sigma$ adalah bobot\n",
    "\n",
    "\n",
    "Syarat batas:\n",
    "* $x_{mean} \\neq 0$ \n",
    "* $x_i \\leq 1000 \\rightarrow \\sigma = 1$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "rate_nus = df_20[['kode_kabupaten_kota', 'nama_kabupaten_kota']].copy()\n",
    "rate_nus['rate'] = np.zeros(len(rate_nus))\n",
    "rate_nus.set_index('nama_kabupaten_kota', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "rate_cal = []\n",
    "a = df.groupby(['nama_kabupaten_kota', 'tahun']).sum()[['wisatawan_nusantara', 'jumlah_perkemahan']].copy()\n",
    "for i in rate_nus.index:\n",
    "    c=0\n",
    "    b = a.loc[i].copy()\n",
    "    N = len(b)\n",
    "    mean_wis = b.wisatawan_nusantara.mean()\n",
    "    for j in b.index:\n",
    "        wis_i = b.loc[j, 'wisatawan_nusantara']\n",
    "        per_i = b.loc[j, 'jumlah_perkemahan']\n",
    "        if wis_i <= 1000:\n",
    "            k = 1\n",
    "            c = k + c\n",
    "        else:\n",
    "            k = abs(wis_i - mean_wis)/(wis_i*per_i+mean_wis)\n",
    "            c = k + c\n",
    "    rate_cal.append(round((1-(c/N)), 2)*100)\n",
    "rate_nus.rate = rate_cal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "top5_wisnu = rate_nus.sort_values('rate', ascending=True)[-5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(data=[go.Bar(x=top5_wisnu.rate, \n",
    "                             y=top5_wisnu.index, \n",
    "                             orientation='h')])\n",
    "\n",
    "fig.update_layout(title={'text':'5 Wilayah Perkemahan Populer Oleh Wisatawan Nusantara',\n",
    "                         'y':0.98, 'x':0.5, 'xanchor':'center', 'yanchor':'top'},\n",
    "                  xaxis_title='Rate',\n",
    "                  xaxis_range = [0, 105],\n",
    "                  margin={\"r\":90,\"t\":25,\"l\":0,\"b\":0},\n",
    "                  width=100*7, height=100*3)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **5 Wilayah Perkemahan Populer Oleh Wisatawan Mancanegara**\n",
    "\n",
    "Untuk wilayah perkemahan populer oleh wisatawan mancanegara, perhitungan yang digunakan sama dengan yang di atas. Namun, untuk syarat batasnya berbeda yaitu untuk $x_i \\leq 25 \\rightarrow \\sigma = 1$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "rate_man = df_20[['kode_kabupaten_kota', 'nama_kabupaten_kota']].copy()\n",
    "rate_man['rate'] = np.zeros(len(rate_man))\n",
    "rate_man.set_index('nama_kabupaten_kota', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "rate_cal = []\n",
    "a = df.groupby(['nama_kabupaten_kota', 'tahun']).sum()[['wisatawan_mancanegara', 'jumlah_perkemahan']].copy()\n",
    "for i in rate_man.index:\n",
    "    c=0\n",
    "    b = a.loc[i].copy()\n",
    "    N = len(b)\n",
    "    mean_wis = b.wisatawan_mancanegara.mean()\n",
    "    for j in b.index:\n",
    "        wis_i = b.loc[j, 'wisatawan_mancanegara']\n",
    "        per_i = b.loc[j, 'jumlah_perkemahan']\n",
    "        if wis_i <= 25:\n",
    "            k = 1\n",
    "            c = k + c\n",
    "        else:\n",
    "            k = abs(wis_i - mean_wis)/(wis_i*per_i+mean_wis)\n",
    "            c = k + c\n",
    "    rate_cal.append(round((1-(c/N)), 2)*100)\n",
    "rate_man.rate = rate_cal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "top5_wisma = rate_man.sort_values('rate', ascending=True)[-5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(data=[go.Bar(x=top5_wisma.rate, \n",
    "                             y=top5_wisma.index, \n",
    "                             orientation='h')])\n",
    "\n",
    "fig.update_layout(title={'text':'5 Wilayah Perkemahan Populer Oleh Wisatawan Mancanegara',\n",
    "                         'y':0.98, 'x':0.5, 'xanchor':'center', 'yanchor':'top'},\n",
    "                  xaxis_title='Rate',\n",
    "                  xaxis_range=[0, 105],\n",
    "                  margin={\"r\":90,\"t\":25,\"l\":0,\"b\":0},\n",
    "                  width=100*7, height=100*3)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Analisis Data Covid-19**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "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>tanggal</th>\n",
       "      <th>kode_kab_kota</th>\n",
       "      <th>nama_kab_kota</th>\n",
       "      <th>konfirmasi_total</th>\n",
       "      <th>konfirmasi_sembuh</th>\n",
       "      <th>konfirmasi_meninggal</th>\n",
       "      <th>konfirmasi_aktif</th>\n",
       "      <th>konfirmasi_total_daily_growth</th>\n",
       "      <th>konfirmasi_sembuh_daily_growth</th>\n",
       "      <th>konfirmasi_meninggal_daily_growth</th>\n",
       "      <th>konfirmasi_aktif_daily_growth</th>\n",
       "      <th>kota_kab_belum_teridentifikasi</th>\n",
       "      <th>sembuh_unidentified</th>\n",
       "      <th>meninggal_unidentified</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18839</th>\n",
       "      <td>2022-01-02 00:00:00</td>\n",
       "      <td>3277</td>\n",
       "      <td>Kota Cimahi</td>\n",
       "      <td>12016.0</td>\n",
       "      <td>11630.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>208.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18840</th>\n",
       "      <td>2022-01-02 00:00:00</td>\n",
       "      <td>3274</td>\n",
       "      <td>Kota Cirebon</td>\n",
       "      <td>12840.0</td>\n",
       "      <td>12287.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18841</th>\n",
       "      <td>2022-01-02 00:00:00</td>\n",
       "      <td>3276</td>\n",
       "      <td>Kota Depok</td>\n",
       "      <td>105890.0</td>\n",
       "      <td>103700.0</td>\n",
       "      <td>2172.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18842</th>\n",
       "      <td>2022-01-02 00:00:00</td>\n",
       "      <td>3272</td>\n",
       "      <td>Kota Sukabumi</td>\n",
       "      <td>9262.0</td>\n",
       "      <td>8978.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18843</th>\n",
       "      <td>2022-01-02 00:00:00</td>\n",
       "      <td>3278</td>\n",
       "      <td>Kota Tasikmalaya</td>\n",
       "      <td>13907.0</td>\n",
       "      <td>13361.0</td>\n",
       "      <td>541.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18844</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   tanggal  kode_kab_kota     nama_kab_kota  konfirmasi_total  \\\n",
       "18839  2022-01-02 00:00:00           3277       Kota Cimahi           12016.0   \n",
       "18840  2022-01-02 00:00:00           3274      Kota Cirebon           12840.0   \n",
       "18841  2022-01-02 00:00:00           3276        Kota Depok          105890.0   \n",
       "18842  2022-01-02 00:00:00           3272     Kota Sukabumi            9262.0   \n",
       "18843  2022-01-02 00:00:00           3278  Kota Tasikmalaya           13907.0   \n",
       "\n",
       "       konfirmasi_sembuh  konfirmasi_meninggal  konfirmasi_aktif  \\\n",
       "18839            11630.0                 178.0             208.0   \n",
       "18840            12287.0                 528.0              25.0   \n",
       "18841           103700.0                2172.0              18.0   \n",
       "18842             8978.0                 283.0               1.0   \n",
       "18843            13361.0                 541.0               5.0   \n",
       "\n",
       "       konfirmasi_total_daily_growth  konfirmasi_sembuh_daily_growth  \\\n",
       "18839                            0.0                             0.0   \n",
       "18840                            0.0                             0.0   \n",
       "18841                            0.0                             0.0   \n",
       "18842                            0.0                             0.0   \n",
       "18843                            0.0                             0.0   \n",
       "\n",
       "       konfirmasi_meninggal_daily_growth  konfirmasi_aktif_daily_growth  \\\n",
       "18839                                0.0                            0.0   \n",
       "18840                                0.0                            0.0   \n",
       "18841                                0.0                            0.0   \n",
       "18842                                0.0                            0.0   \n",
       "18843                                0.0                            0.0   \n",
       "\n",
       "       kota_kab_belum_teridentifikasi  sembuh_unidentified  \\\n",
       "18839                             NaN                  NaN   \n",
       "18840                             NaN                  NaN   \n",
       "18841                             NaN                  NaN   \n",
       "18842                             NaN                  NaN   \n",
       "18843                             NaN                  NaN   \n",
       "\n",
       "       meninggal_unidentified     id  \n",
       "18839                     NaN  18840  \n",
       "18840                     NaN  18841  \n",
       "18841                     NaN  18842  \n",
       "18842                     NaN  18843  \n",
       "18843                     NaN  18844  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat5 = pd.read_csv('datasets/covid-19.csv')\n",
    "dat5.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mengambil informasi penting dalam dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "dat5 = dat5[['tanggal', 'kode_kab_kota', 'nama_kab_kota', 'konfirmasi_total_daily_growth', \n",
    "             'konfirmasi_aktif_daily_growth', 'konfirmasi_sembuh_daily_growth', 'konfirmasi_meninggal_daily_growth']]\n",
    "dat5.drop(dat5.index[dat5['nama_kab_kota'] == 'jawa barat'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tanggal                              0\n",
       "kode_kab_kota                        0\n",
       "nama_kab_kota                        0\n",
       "konfirmasi_total_daily_growth        0\n",
       "konfirmasi_aktif_daily_growth        0\n",
       "konfirmasi_sembuh_daily_growth       0\n",
       "konfirmasi_meninggal_daily_growth    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat5.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "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>kode_kab_kota</th>\n",
       "      <th>nama_kab_kota</th>\n",
       "      <th>konfirmasi_total_daily_growth</th>\n",
       "      <th>konfirmasi_aktif_daily_growth</th>\n",
       "      <th>konfirmasi_sembuh_daily_growth</th>\n",
       "      <th>konfirmasi_meninggal_daily_growth</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tanggal</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>3204</td>\n",
       "      <td>KABUPATEN BANDUNG</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>3217</td>\n",
       "      <td>KABUPATEN BANDUNG BARAT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>3216</td>\n",
       "      <td>KABUPATEN BEKASI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>3201</td>\n",
       "      <td>KABUPATEN BOGOR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>3207</td>\n",
       "      <td>KABUPATEN CIAMIS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            kode_kab_kota            nama_kab_kota  \\\n",
       "tanggal                                              \n",
       "2020-03-01           3204        KABUPATEN BANDUNG   \n",
       "2020-03-01           3217  KABUPATEN BANDUNG BARAT   \n",
       "2020-03-01           3216         KABUPATEN BEKASI   \n",
       "2020-03-01           3201          KABUPATEN BOGOR   \n",
       "2020-03-01           3207         KABUPATEN CIAMIS   \n",
       "\n",
       "            konfirmasi_total_daily_growth  konfirmasi_aktif_daily_growth  \\\n",
       "tanggal                                                                    \n",
       "2020-03-01                            0.0                            0.0   \n",
       "2020-03-01                            0.0                            0.0   \n",
       "2020-03-01                            0.0                            0.0   \n",
       "2020-03-01                            0.0                            0.0   \n",
       "2020-03-01                            0.0                            0.0   \n",
       "\n",
       "            konfirmasi_sembuh_daily_growth  konfirmasi_meninggal_daily_growth  \n",
       "tanggal                                                                        \n",
       "2020-03-01                             0.0                                0.0  \n",
       "2020-03-01                             0.0                                0.0  \n",
       "2020-03-01                             0.0                                0.0  \n",
       "2020-03-01                             0.0                                0.0  \n",
       "2020-03-01                             0.0                                0.0  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat5.tanggal = pd.to_datetime(dat5.tanggal)\n",
    "dat5.set_index('tanggal', inplace=True)\n",
    "dat5.nama_kab_kota = dat5.nama_kab_kota.str.upper()\n",
    "dat5.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Pertumbuhan Covid-19 Setiap Bulan**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mengambil dataset covid-19 dari tahun 2020-2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "covid19 = dat5[dat5.index.year.isin([2020, 2021])]\n",
    "covid19_monthly = covid19.groupby(pd.Grouper(freq='m')).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(data=[\n",
    "            go.Scatter(x=covid19_monthly.index, \n",
    "                       y=covid19_monthly.konfirmasi_meninggal_daily_growth, \n",
    "                       name='Meninggal'),\n",
    "            go.Scatter(x=covid19_monthly.index, \n",
    "                       y=covid19_monthly.konfirmasi_total_daily_growth, \n",
    "                       name='Positif'),\n",
    "            go.Scatter(x=covid19_monthly.index, \n",
    "                       y=covid19_monthly.konfirmasi_sembuh_daily_growth, \n",
    "                       name='Sembuh')])\n",
    "\n",
    "fig.update_xaxes(\n",
    "        tickangle = 45,\n",
    "        #ticklabelmode=\"period\",\n",
    "        dtick=\"M1\")\n",
    "\n",
    "fig.update_layout(title={'text':'Pertumbuhan Bulanan Kasus Covid-19',\n",
    "                         'y':0.98, 'x':0.5, 'xanchor':'center', 'yanchor':'top'},\n",
    "                  xaxis_title='Bulan',\n",
    "                  yaxis_title='Jumlah',\n",
    "                  margin={\"r\":10,\"t\":25,\"l\":0,\"b\":0},\n",
    "                  width=100*10, height=100*4)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Analisis Data Vaksinasi**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/yustira/anaconda3/lib/python3.9/site-packages/IPython/core/interactiveshell.py:3444: DtypeWarning:\n",
      "\n",
      "Columns (10,11,12,13,14,17,18,19,20,21,22) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "\n"
     ]
    },
    {
     "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>Tanggal</th>\n",
       "      <th>Provinsi</th>\n",
       "      <th>Batch</th>\n",
       "      <th>Kab/kota</th>\n",
       "      <th>Kabupaten Kota</th>\n",
       "      <th>Kabupaten/Kota</th>\n",
       "      <th>Kategori</th>\n",
       "      <th>Prov</th>\n",
       "      <th>Region</th>\n",
       "      <th>tanggal terakhir</th>\n",
       "      <th>...</th>\n",
       "      <th>PersentaseLansiaVaksin1</th>\n",
       "      <th>PersentaseLansiaVaksin2</th>\n",
       "      <th>PersentasePublikVaksin1</th>\n",
       "      <th>PersentasePublikVaksin2</th>\n",
       "      <th>PersentaseRemajaVaksin1</th>\n",
       "      <th>PersentaseRemajaVaksin2</th>\n",
       "      <th>Persentasetahap3Vaksin1</th>\n",
       "      <th>Persentasetahap3Vaksin2</th>\n",
       "      <th>PersentaseTotalVaksin1Nasional</th>\n",
       "      <th>PersentaseTotalVaksin2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>144819</th>\n",
       "      <td>9/2/2021</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>PETUGAS PUBLIK</td>\n",
       "      <td>Kota Bekasi</td>\n",
       "      <td>Bekasi</td>\n",
       "      <td>Bekasi</td>\n",
       "      <td>PEDAGANG PASAR</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>Jawa</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>1.416318e-06</td>\n",
       "      <td>1.416318e-06</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144820</th>\n",
       "      <td>9/2/2021</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>PETUGAS PUBLIK</td>\n",
       "      <td>Kota Bogor</td>\n",
       "      <td>Bogor</td>\n",
       "      <td>Bogor</td>\n",
       "      <td>PEDAGANG PASAR</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>Jawa</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000081</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>9.914229e-06</td>\n",
       "      <td>7.081592e-07</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144821</th>\n",
       "      <td>9/2/2021</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>PETUGAS PUBLIK</td>\n",
       "      <td>Kota Cimahi</td>\n",
       "      <td>Cimahi</td>\n",
       "      <td>Cimahi</td>\n",
       "      <td>PEDAGANG PASAR</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>Jawa</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>7.081592e-07</td>\n",
       "      <td>7.081592e-07</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144822</th>\n",
       "      <td>9/2/2021</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>PETUGAS PUBLIK</td>\n",
       "      <td>Kota Depok</td>\n",
       "      <td>Depok</td>\n",
       "      <td>Depok</td>\n",
       "      <td>PEDAGANG PASAR</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>Jawa</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>1.062239e-05</td>\n",
       "      <td>7.081592e-07</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144823</th>\n",
       "      <td>9/2/2021</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>PETUGAS PUBLIK</td>\n",
       "      <td>Kota Tasikmalaya</td>\n",
       "      <td>Tasikmalaya</td>\n",
       "      <td>Tasikmalaya</td>\n",
       "      <td>PEDAGANG PASAR</td>\n",
       "      <td>Jawa Barat</td>\n",
       "      <td>Jawa</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.416318e-06</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>0.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Tanggal    Provinsi           Batch          Kab/kota Kabupaten Kota  \\\n",
       "144819  9/2/2021  Jawa Barat  PETUGAS PUBLIK       Kota Bekasi         Bekasi   \n",
       "144820  9/2/2021  Jawa Barat  PETUGAS PUBLIK        Kota Bogor          Bogor   \n",
       "144821  9/2/2021  Jawa Barat  PETUGAS PUBLIK       Kota Cimahi         Cimahi   \n",
       "144822  9/2/2021  Jawa Barat  PETUGAS PUBLIK        Kota Depok          Depok   \n",
       "144823  9/2/2021  Jawa Barat  PETUGAS PUBLIK  Kota Tasikmalaya    Tasikmalaya   \n",
       "\n",
       "       Kabupaten/Kota        Kategori        Prov Region  tanggal terakhir  \\\n",
       "144819         Bekasi  PEDAGANG PASAR  Jawa Barat   Jawa             False   \n",
       "144820          Bogor  PEDAGANG PASAR  Jawa Barat   Jawa             False   \n",
       "144821         Cimahi  PEDAGANG PASAR  Jawa Barat   Jawa             False   \n",
       "144822          Depok  PEDAGANG PASAR  Jawa Barat   Jawa             False   \n",
       "144823    Tasikmalaya  PEDAGANG PASAR  Jawa Barat   Jawa             False   \n",
       "\n",
       "        ... PersentaseLansiaVaksin1 PersentaseLansiaVaksin2  \\\n",
       "144819  ...                0.000009                0.000009   \n",
       "144820  ...                0.000065                0.000005   \n",
       "144821  ...                0.000005                0.000005   \n",
       "144822  ...                0.000070                0.000005   \n",
       "144823  ...                0.000000                0.000009   \n",
       "\n",
       "       PersentasePublikVaksin1 PersentasePublikVaksin2  \\\n",
       "144819                0.000012                0.000012   \n",
       "144820                0.000081                0.000006   \n",
       "144821                0.000006                0.000006   \n",
       "144822                0.000087                0.000006   \n",
       "144823                0.000000                0.000012   \n",
       "\n",
       "       PersentaseRemajaVaksin1 PersentaseRemajaVaksin2  \\\n",
       "144819                0.000007                0.000007   \n",
       "144820                0.000052                0.000004   \n",
       "144821                0.000004                0.000004   \n",
       "144822                0.000056                0.000004   \n",
       "144823                0.000000                0.000007   \n",
       "\n",
       "       Persentasetahap3Vaksin1 Persentasetahap3Vaksin2  \\\n",
       "144819            1.416318e-06            1.416318e-06   \n",
       "144820            9.914229e-06            7.081592e-07   \n",
       "144821            7.081592e-07            7.081592e-07   \n",
       "144822            1.062239e-05            7.081592e-07   \n",
       "144823            0.000000e+00            1.416318e-06   \n",
       "\n",
       "       PersentaseTotalVaksin1Nasional PersentaseTotalVaksin2  \n",
       "144819                          0.00%                  0.00%  \n",
       "144820                          0.00%                  0.00%  \n",
       "144821                          0.00%                  0.00%  \n",
       "144822                          0.00%                  0.00%  \n",
       "144823                          0.00%                  0.00%  \n",
       "\n",
       "[5 rows x 66 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat6 = pd.read_csv('datasets/Vaksinasi.csv')\n",
    "dat6.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "vaccine = dat6[['Tanggal', 'Kab/kota', 'Kategori', 'Divaksin 1', 'Divaksin 2']].copy()\n",
    "vaccine.Tanggal = pd.to_datetime(vaccine.Tanggal)\n",
    "vaccine.set_index('Tanggal', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Kab/kota      0\n",
       "Kategori      0\n",
       "Divaksin 1    0\n",
       "Divaksin 2    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccine.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mengubah format Nama Kab/kota menjadi uppercase dan sesuai dengan dataset perkemahan\n",
    "a = vaccine.sort_values('Kab/kota', ascending=True)['Kab/kota'].unique()\n",
    "b = covid19.sort_values('nama_kab_kota', ascending=True)['nama_kab_kota'].unique()\n",
    "\n",
    "for i in range(len(a)):\n",
    "    vaccine['Kab/kota'].replace({a[i]: b[i]}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "vaccine = vaccine[vaccine.index.year.isin([2021])]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **Pertumbuhan Vaksinasi Setiap Bulan**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "vaccine_monthly = vaccine.groupby([pd.Grouper(freq='m')]).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(data=[\n",
    "            go.Bar(x=vaccine_monthly.index, \n",
    "                       y=vaccine_monthly['Divaksin 1'], \n",
    "                       name='Dosis 1'),\n",
    "            go.Scatter(x=vaccine_monthly.index, \n",
    "                       y=vaccine_monthly['Divaksin 2'], \n",
    "                       name='Dosis 2')])\n",
    "\n",
    "fig.update_xaxes(\n",
    "        tickangle = 0,\n",
    "        #ticklabelmode=\"period\",\n",
    "        dtick=\"M1\")\n",
    "\n",
    "fig.update_layout(title={'text':'Pertumbuhan Bulanan Vaksinisasi Dosis Pertama dan Kedua',\n",
    "                         'y':0.98, 'x':0.5, 'xanchor':'center', 'yanchor':'top'},\n",
    "                  xaxis_title='Bulan',\n",
    "                  yaxis_title='Jumlah',\n",
    "                  margin={\"r\":10,\"t\":25,\"l\":0,\"b\":0},\n",
    "                  width=100*10, height=100*4)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Menyimpan data untuk pemodelan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_train = df.drop(['tenaga_kerja_pria', 'tenaga_kerja_wanita', 'wisatawan_nusantara', 'wisatawan_mancanegara'], axis=1)\n",
    "data_train.to_csv('datasets/Data_for_modeling.csv', index_label=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "covid19.to_csv('datasets/covid19_for_modeling.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "vaccine.to_csv('datasets/vaccine_for_modeling.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [
    "G7joLzaj840G"
   ],
   "name": "Analisis Data.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}