{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2018\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:20:38.283211Z",
     "iopub.status.busy": "2024-10-22T00:20:38.282794Z",
     "iopub.status.idle": "2024-10-22T00:20:38.909278Z",
     "shell.execute_reply": "2024-10-22T00:20:38.908712Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    let is_dark_theme = function () {\n",
       "        // Jupyter Lab\n",
       "        if ('jpThemeLight' in document.body.dataset)\n",
       "            return (document.body.dataset.jpThemeLight === \"false\");\n",
       "\n",
       "        // VS Code\n",
       "        if ('vscodeThemeKind' in document.body.dataset)\n",
       "            return document.body.dataset.vscodeThemeKind.includes('dark');\n",
       "\n",
       "        // Jupyter Book\n",
       "        if ('theme' in document.documentElement.dataset)\n",
       "            return document.documentElement.dataset.theme.includes('dark');\n",
       "\n",
       "        // Default\n",
       "        return window.matchMedia('(prefers-color-scheme: dark)').matches;\n",
       "    }\n",
       "\n",
       "    if (is_dark_theme()) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:20:38.911427Z",
     "iopub.status.busy": "2024-10-22T00:20:38.911038Z",
     "iopub.status.idle": "2024-10-22T00:20:58.985066Z",
     "shell.execute_reply": "2024-10-22T00:20:58.984426Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "row_accumulator = []\n",
    "for filename in glob.glob('nvd.jsonl'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data:\n",
    "            cve = entry['cve']['id']\n",
    "            try:\n",
    "                assigner = entry['cve']['sourceIdentifier']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['cve']['published']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['cve']['metrics']['cvssMetricV31'][0]['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['cve']['metrics']['cvssMetricV31'][0]['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['weaknesses'][0]['description'][0]['value']\n",
    "            except KeyError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['descriptions'][0]['value']\n",
    "            except IndexError:\n",
    "                description = ''\n",
    "            try:\n",
    "                cve_tag = entry['cve']['cveTags'][0]['tags'] \n",
    "            except IndexError:\n",
    "                cve_tag = np.nan   \n",
    "            try: \n",
    "                vulnStatus = entry['cve']['vulnStatus']\n",
    "            except IndexError:\n",
    "                vulnStatus = ''  \n",
    "            new_row = {\n",
    "                'CVE': cve,\n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner,\n",
    "                'Tag' : cve_tag,\n",
    "                'Status': vulnStatus \n",
    "            }\n",
    "            row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "\n",
    "nvd = nvd[~nvd.Status.str.contains('Rejected')]  \n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2018-01-01') & (nvd['Published']  < '2019-01-01'))\n",
    "nvd = nvd.loc[thisyear]\n",
    "nvd = nvd.sort_values(by=['Published'])\n",
    "nvd = nvd.reset_index(drop=True)\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = nvd['BaseScore'].replace(0, np.nan);\n",
    "nvdcount = nvd['Published'].count()\n",
    "nvdunique = nvd['Published'].nunique()\n",
    "startdate = date(2018, 1, 1)\n",
    "enddate  = date(2018, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:20:58.987465Z",
     "iopub.status.busy": "2024-10-22T00:20:58.987113Z",
     "iopub.status.idle": "2024-10-22T00:20:58.992369Z",
     "shell.execute_reply": "2024-10-22T00:20:58.991822Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **16510**<br />Average CVEs Per Day: **45.36**<br />Average CVSS Score: **7.47**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:20:58.994254Z",
     "iopub.status.busy": "2024-10-22T00:20:58.993922Z",
     "iopub.status.idle": "2024-10-22T00:20:59.002173Z",
     "shell.execute_reply": "2024-10-22T00:20:59.001743Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:20:59.004031Z",
     "iopub.status.busy": "2024-10-22T00:20:59.003683Z",
     "iopub.status.idle": "2024-10-22T00:20:59.662281Z",
     "shell.execute_reply": "2024-10-22T00:20:59.661631Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:20:59.664309Z",
     "iopub.status.busy": "2024-10-22T00:20:59.663971Z",
     "iopub.status.idle": "2024-10-22T00:20:59.855558Z",
     "shell.execute_reply": "2024-10-22T00:20:59.854940Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:20:59.857456Z",
     "iopub.status.busy": "2024-10-22T00:20:59.857129Z",
     "iopub.status.idle": "2024-10-22T00:21:00.102478Z",
     "shell.execute_reply": "2024-10-22T00:21:00.101928Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:21:00.104650Z",
     "iopub.status.busy": "2024-10-22T00:21:00.104276Z",
     "iopub.status.idle": "2024-10-22T00:21:00.359103Z",
     "shell.execute_reply": "2024-10-22T00:21:00.358549Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AgHQRjAQSRmYkAMCPPf5IZl662MAGAAAgXQQjgYQx9Q4A4Ie6Qh82sAEAAEgXwUggYUzTBgD4IRipjzP4SGYkAABAsghGAgmzByDpYAIAVAhG6kNmJAAAQLoIRgIJY81IAIAfNrDRhzUjAQAA0kUwEkgY2S4AAD/UFfpwvgEAANJFMBJIGGtGAgD82LPxSMxLV+OakXqOAwAAoCgIRgIJI9sFAOCHukKfxvPN+QcAAEgSwUggYawZCQDww5qR+jSuGanpQAAAAAqCYCSQMLJdAAB+qCv0YTdtAACAdBGMBBJGZiQAwE99ZqTGAykgzjcAAEC6CEYCCavPdmEDGwBAI6Zp69OYGcn5BwAASBLBSCBh9mxIpt4BAFSYpq0PwUcAAIB0EYwEEsY0bQCAH3s8jNhYugj+AgAApItgJJAwsl0AAH6Ypq2P83Rz+gEAAJJFMBJIGMFIAIAfNrDRh7oZAAAgXQQjgYQRjAQA+CEzUh/n+eb8AwAAJEtrMPKaa66RfffdVyZPniyTJ0+WGTNmyD//+c/hn/f398vMmTNl6tSpMnHiRDnhhBNk7dq1de+xfPlyOe6442T8+PGy7bbbyjnnnCPlcjntrwK4IhgJAPBDZqQ+1M0AAADp0hqM3H777eUnP/mJPPfcc/Lss8/K4YcfLp/61Kdk4cKFIiJy1llnyT333CO33367PProo7J69Wo5/vjjh/++UqnIcccdJ4ODgzJ37ly58cYb5YYbbpDzzz9f11cCGhCMBAD4ITNSH043AABAusbo/PBPfOITdf/+8Y9/LNdcc408+eSTsv3228t1110nN998sxx++OEiInL99dfLHnvsIU8++aQcdNBBMnv2bFm0aJE88MADMm3aNNlvv/3k4osvlu9///tywQUXyGabbabjawF12E0bAODHHoAkOJYu50Ah5x8AACBZWoORdpVKRW6//Xbp6emRGTNmyHPPPSelUkmOOOKI4d/ZfffdZccdd5R58+bJQQcdJPPmzZN99tlHpk2bNvw7Rx99tJxxxhmycOFC2X///ZWfNTAwIAMDA8P/7uzsFBGRUqkkpVIpoW+IZljXJYvXp1SyLxtQzeh3yO75LwqukZm4LtlgwnWy1xUtLTXuGUnvulQqFRERGTVKpFod+n/Of3AmPD/wxjUyF9fGfFwjM3FdzBX0mmgPRi5YsEBmzJgh/f39MnHiRLnrrrtkzz33lPnz58tmm20mW265Zd3vT5s2TVpbW0VEpLW1tS4Qaf3c+pmbSy+9VC688MKG1x9++GEZP358k98ISZozZ47uQwjt9ddXDf/3LruU5d5779V4NM3J4vkvGq6Rmbgu2aDzOr300obh/95tt/GZrivilvR1eeut5SIiss8+k+TFF7tku+3Gcf4joJwzH9fIXFwb83GNzMR1MU9vb2+g39MejHz3u98t8+fPl46ODrnjjjvktNNOk0cffTTRzzz33HPl7LPPHv53Z2en7LDDDnLYYYfJ1KlTE/1sRFMqlWTOnDly5JFHytixY3UfTigPPTRHRNaLiMiSJaPk6quP1XtAEWT5/BcF18hMXJdsMOE6vfXWsyKyUkRElizplWOPzV5dEbe0rsvdd/9DRDbKggVdIiKyatUA5z8EE54feOMamYtrYz6ukZm4LuZqa2sL9Hvag5GbbbaZ7LrrriIicsABB8gzzzwjV1xxhXzhC1+QwcFBaW9vr8uOXLt2rUyfPl1ERKZPny5PP/103ftZu21bv6Mybtw4GTduXMPrY8eO5UY2XDavUcvwf5XLksHjH5HN818sXCMzcV2yQed1amkZ2VOwUqlxv9gkf12G6ulqdehftZrImDFjpKWlxeNv4EQ5Zz6ukbm4NubjGpmJ62KeoNdD627aKtVqVQYGBuSAAw6QsWPHyoMPPjj8syVLlsjy5ctlxowZIiIyY8YMWbBggaxbt274d+bMmSOTJ0+WPffcM/VjB1TYIRUA4Ke+rtB4IAXk3MBGhGsAAACQJK2Zkeeee64cc8wxsuOOO0pXV5fcfPPN8sgjj8j9998vU6ZMka9+9aty9tlny9Zbby2TJ0+WM888U2bMmCEHHXSQiIgcddRRsueee8qXvvQlueyyy6S1tVXOO+88mTlzpjLzEdDB3slRdXgAAKgPflFXpEkVeKxWazJqFJmRAAAASdAajFy3bp2ceuqpsmbNGpkyZYrsu+++cv/998uRRx4pIiK//OUvZdSoUXLCCSfIwMCAHH300fKb3/xm+O9Hjx4ts2bNkjPOOENmzJghEyZMkNNOO00uuugiXV8JaEAwEgDgh8xIfVR1M/U1AABAcrQGI6+77jrPn2+++eZy9dVXy9VXX+36O+94xzvY8RBGIxgJAPBD/aCPagkVrgcAAEByjFszEsibSoVgJADAG5mR+qjXjOQiAAAAJIVgJJAwMiMBAH6oH/RxWzMSAAAAySAYCSSM3bQBAH6oK/RhzUgAAIB0EYwEEkZmJADAD/WDPqwZCQAAkC6CkUDC6oORGg8EAGAse0CMxMh0kRkJAACQLoKRQMKYegcA8EPwSx/WjAQAAEgXwUggYUzTBgD4oX7Qh8xIAACAdBGMBBJGMBIA4If6QR/VrAUmMgAAACSHYCSQMKZpAwD8OIOR1BfpITMSAAAgXQQjgYRVKmxgAwDw5gx+EQxLD2tGAgAApItgJJAwpmkDAPw4A2LUF+khMxIAACBdBCOBhDFNGwDgh8xIfVR1M+cfAAAgOQQjgYSRGQkA8OOsH+xLfCBZZEYCAACki2AkkDAyIwEAfsiM1Ic1IwEAANJFMBJIWH1mpMYDAQAYi2CkPmRGAgAApItgJJAwMiMBAH4IRuqjqpuprwEAAJJDMBJIGGtGAgD8OINf1BfpUZ3rSoWpDAAAAEkhGAkkzN6hIdMCaB7PEfKocQMbgmFpURUp5TLnHwAAICkEI4GE1U/T1nggQA7MnPkP2W23q6Sra0D3oQCxYpq2PqpzTTASAAAgOQQjgYQxTRuIz913L5HXX98of/zjC7oPBYgVwUh9VNnWlQrnHwAAICkEI4GEkRkJxMfKVlqzplvzkQDxIhipD5mRAAAA6SIYCSSM3bSB+FjPU0/PoOYjAeJFMFIfVdXMmp0AAADJIRgJJIzMSCA+1tTJ3t6S5iMB4lV1xL6YJpwe9W7anH8AAICkEIwEEkZmJBAf63kiGIm8cdYPZEamh2AkAABAughGAgkjGAnEx5o62ddX1nwkQLyYpq2PegMbpmkDAAAkhWAkkLD63bQ1HgiQA9bz1NdHZiTyxRl8JBiWHvUGNgSDAQAAkkIwEkiYfaoXmZFAc6znqb+fzEjkS2MwkvoiLWxgAwAAkC6CkUDC2MAGiI/1PBGMRN44g5GlUkXTkRSPes1IgpEAAABJIRgJJKy+k0M0EmiG9TwNDBCoQb44A2LlMsGwtKhmLXD+AQAAkkMwEkgYmZFAfKxsJYKRyBtn/UAwLD2qzEg2EAIAAEgOwUggYQQjgXjUarXhZ4gprMgbNrDRhzUjAQAA0kUwEkhYfTCSaCQQlf1ZIjMSecM0bX3Ua0ZSXwMAACSFYCSQsGqVDiUQB3vAYHCQYCTyhd209VENFJIZCQAAkByCkUDC7B1KEiOB6OzPEtO0kTfOYOTgIMGwtJAZCQAAkC6CkUDC6oORdG6AqOwBA6awIm9YM1If1owEAABIF8FIIGFsYAPEwx4cIBiJvCEYqY8qM7JcpsIGAABICsFIIGGqTg6A8OxZxkyhRN44M+cJuKdHNWuBuhsAACA5BCOBhLGbNhAP+7NEoAB5wwY2+qjXjCQYDAAAkBSCkUDCCJoA8bAHB9ilHnnjrCvIjEwPmZEAAADpIhgJJIw1I4F41GdGajwQIAGNwUh2jE+LKguVzFQAAIDkEIwEEkZ2BRAPZ3CAZQ+QJ0zT1ofdtAEAANJFMBJIGGtGAvFwBmsGB8kcQ36wm7Y+6jUjqa8BAACSQjASSBgdSiAezmepv7+s6UiA+DnHqsplgmFpUQ0UUncDAAAkh2AkkDCmaQPxcGYqEYxEnpAZqQ+ZkQAAAOkiGAkkzJ5wwSxtIDpnwIBgJPKE3bT1UdXNVXbJAgAASAzBSCBhZEYC8XBminV3D2o6EiB+bGCjj6qepu4GgOiuvfY5+fd//xtZ/gBcEYwEEkaHBoiH81nq7BzQdCRA/JimrY96zUjqbgCI6pJLHpcbb3xRbr11oe5DAWAogpFAwghGAvFwBgcIRiJPyIzUR71mJMFgAIhqYKAiIiKvvtqm+UgAmIpgJJAgVbaF6jUA/siMRJ456waCYelRVcsEgwEgOqsOK5WoywCoEYwEEsQ6VEB8WDMSeeasG+jApYfdtAEgXlYZWi5XNB8JAFMRjAQSRDASiI/z2enqIjMS+eG8v9nNOT3quprzDwBRWeVquUxZCkCNYCSQIFVmBcFIIBrn89TdXdJ0JED8WDNSH9XyKcQiASA6azYLwUgAbghGAgkiMxKIj3Oadm8vwUjkB7tp68MGNgAQr5Fp2pSlANQIRgIJIhgJxMf57PT0EIxEfpAZqY9qAxvqagCIzipDWf8YgBuCkUCCCEYC8XEGZ3p72cAG+UFmpD7qadrU1QAQFWtGAvBDMBJIEMFIID7OZ4dp2sgTZzysXKauSIsqM5LMVACIjjUjAfghGAkkiGAkEB9nplhfX1nTkQDxa9xNm7oiLbrr6osvflQ++tE/ycAAZRqAfCAzEoAfgpFAgnR3cIA8cT47fX1kRiI/nMF2pmmnRzVNO83zf+21z8tDDy2T//f/XkrtMwEgKbVabTjjnGAkADcEI4EEEYwE4uOcNklmJPKEzEh9dNfVpVJFRERWrOhI7TMBICn29hoDawDcEIwEEqSqgOlgAtE4n6f+foKRyA9n3cCakenRvZu21XEvlbjmALLP3l4jMxKAm1iCke3t7XG8DZA7urMtgDxxPjusr4Y8YTdtPVRTtEXSDkZaGz1UUvtMAEiKvfxkMzAAbkIHI3/605/KrbfeOvzvz3/+8zJ16lR5+9vfLi+++GKsBwdkHcFIID7OBu3AAB135IczJlatEoxMg0ssUktmJBlEAPLA3l6jXAPgJnQw8re//a3ssMMOIiIyZ84cmTNnjvzzn/+UY445Rs4555zYDxDIMoKRQHwaMyMJRiI/GjMjqSvS4FYnp3n+RzIj6bQDyD57Zj9Z/gDcjAn7B62trcPByFmzZsnnP/95Oeqoo+Sd73ynHHjggbEfIJBlBCOB+DgbtNamD0AesIGNHmZM0yYzEkB+2MtP1j8G4CZ0ZuRWW20lK1asEBGR++67T4444ggRGWrMVSp0DAE7gpFAfJzPzuAgdQ7yg2CkHm7nOc1p8tYxEIwEkAfspg0giNCZkccff7ycfPLJ8q53vUva2trkmGOOERGRF154QXbdddfYDxDIMoKRQHyc0yYJRiJPGnfTpgOXBvc1I9M7BquzXipxzQFkH9O0AQQROhj5y1/+Ut75znfKihUr5LLLLpOJEyeKiMiaNWvkm9/8ZuwHCGQZwUggPgRrkGdkRurhnhmZ/jRtOu0A8oDdtAEEEToYOXbsWPne977X8PpZZ50VywEBeaKqgOlsANE0rhnJs4T8cK5dSAcuHbrXjKxfW40yDUD2MU0bQBCB14z85je/Kd3d3cP/vuWWW6Snp2f43+3t7XLsscfGe3RAxqk6M3Q2gGicwRkauMgTMiP10J0ZaS/HaB8AyIP6adrUZQDUAgcjf/e730lvb+/wv08//XRZu3bt8L8HBgbk/vvvj/fogIwjGAnEh2AN8oz7Ww/3NSPTCkaSGQkgX5imDSCIwMFI5zQWt2ktAEaoOjNUykA0zkxIniXkibO+4P5Oh0mZkVxzAHlgL8uqae4GBiBTAgcjAYRHZiQQH+fzxKAY8sR5O9OBS4dbOZJWYJC11QDkDYMsAIIgGAkkSJ0ZSWcDiMLZoK3VCEgiP5imrYdJmZEMVgLIA6ZpAwgi1G7a559/vowfP15ERAYHB+XHP/6xTJkyRUSkbj1JAEPIjATi4/Y8jR07WsPRAPFimrYebuMZaQ101GdGcs0BZB/TtAEEETgY+aEPfUiWLFky/O+DDz5Y3njjjYbfATCCNSOB+KiyigcGKgQjkQvO4BeZkekgMxIA4sU0bQBBBA5GPvLIIwkeBpBPZEYC8bEatC0tI9lM/f1lmThxM41HBTSvVqsp1oykA5cGtwzItM5//XRG2gcAsq8+M5K6DIBa4DUjv/e978krr7yS5LEAuaPqWNDZAKJRNWj7+8sajgSIlyoeRjZJOvRnRjJNG0C+MMgCIIjAwci7775b9tprLzn44IPlj3/8o/T09CR5XEAuqDMj6WwAUagatL29JQ1HAvjr6wt+b6rqCjZnSof+NSOZzgggXyjXAAQROBj52muvycMPPyy77babfOc735Hp06fLV77yFZk7d26SxwdkGrtpA/FRPU+dnQMajgTwdtNNL8mkSZfKH//4QqDfV93bTG1Lh1mZkbQPAGQf07QBBBE4GCkytEHNDTfcIK2trXLFFVfIa6+9Joceeqjsscce8vOf/1zWrl2b1HECmUQwEoiPanSdYCRM9PTTq6RSqckvfjEv0O8TjNRHfzCSDCIA+WIvP6nLALgJFYy0TJgwQb7yla/I448/Lq+++qocf/zxcumll8qOO+4Y9/EBmcY0bSA+1vNknz1JMBImsoJKQadqq6YE04FLh9t07LRmyZMZCSBvGGQBEESkYKSlp6dHHn/8cXn00Udl06ZNsvPOO8d1XEAukBkJxEf17HR1EYyEeax7tVwOVt6r6wo6cGkwKTOSADSAPLDXX6x/DMBNpGDkv/71L/nKV74ib3vb2+Tb3/627LbbbvL444/L4sWL4z4+INMIRgLxUT1P3d2DGo4E8GZ1xJoJRhKYSodbP5k1IwEgGqZpAwhiTNBfXLNmjdx4441yww03yKuvvioHHXSQXH755XLiiSfKxIkTkzxGILPIdgHio3p2CEbCRFZQKWh5z27a+rh1lNlNGwCiIeMbQBCBg5E77LCDTJ06Vb70pS/JV7/6Vdljjz2SPC4gF1QdCzIfgGhUzw7BSJjIKvuDlvdkRurjFnTUkRnJNQeQB/XTtDUeCACjBQ5G3nbbbfLJT35SxowJ/CdA4bGBDRAf1fPU2xtsgxAgTSPByOiZkQSm0uG+ZmQ6n08GEYC8YZo2gCACrxl50EEHyQ9+8APp7Oxs+FlHR4ecc845snbt2lgPDsg61owE4qMK7BCMhImscj5oJ0yVOUIHLh1uWTvpTdNmzUgA+WIvy1hyBICbwMHIyy+/XDo7O2Xy5MkNP5syZYp0dXXJ5ZdfHuvBAVnHmpFAfMiMRFYwTTs7TNpNm/YBgDxg+QkAQQQORt53331y6qmnuv781FNPlVmzZsVyUEBeWBVwS8vIa2Q+ANGonh2CkTBR2MxINrDRx+08p3X66bQDyJv6zEiNBwLAaIGDkcuWLZMdd9zR9efbb7+9vPnmm3EcE5AbZEYC8VE9T319ZQ1HAnizyvmgAUV1ZmSshwQX7KYNAPGyl6sMrAFwEzgYucUWW3gGG998803ZYost4jgmIDdYMxKIj6qj3tdHZiTMM5IZGez3maatj1s/md20ASAadtMGEETgYOSBBx4of/7zn11//qc//Uk+8IEPxHJQQF6QGQnERxXI7+8nMxLmscp5pmmbz6Q1IwlGAsgDNrABEMSYoL/4ve99T4488kiZMmWKnHPOOTJt2jQREVm7dq1cdtllcsMNN8js2bMTO1Agi1TBEzIjgWhUWWYDAwQjYR6rnG9mmjYDV+lwXzOSzEgAiIKyDEAQgYORhx12mFx99dXyne98R375y1/K5MmTpaWlRTo6OmTs2LHy61//Wg4//PAkjxXIHDqYQHzUmZEVDUcCeBtZMzLY76sCX2STpMM9MzKdzyczEkDeME0bQBCBg5EiIqeffrp8/OMfl9tuu01ef/11qdVqsttuu8lnP/tZ2X777ZM6RiCz1OuAkRkJRKF6ngYHCUbCPOVy85mRBKbSYdKakQSgAeQB07QBBBEqGCki8va3v13OOuusJI4FyB0yI4H4qJ4dgpEw0cg07WC/r14zMs4jghuTdtMmAA0gDyjLAAQReAMbAOGxmzYQHzIjkRVhB53IjNTHfc3IdD6fNSMB5A3TtAEEQTASSBCZkUB8VIF8gpEwUdgpauymrY9JmZFccgB5QOIFgCAIRgIJIhgJxEf17JRKBCNhHvu9Wir5d8rIjNSHNSMBIF7O8pOyDYAKwUggQWxgA8RH9TxZG4UAJrFnhQS5R1X9NPpu6TApM5IANIA8cA4ek4gBQCV0MPL888+Xhx9+WPr7+5M4HiBXyIwE4qOa9lMu8zzBPPWZkf7Zu0zT1sekNSO55ADywNleY9o2AJXQwch58+bJJz7xCdlyyy3lgx/8oJx33nnywAMPSF9fXxLHB2SaKvBIMBKIhkxjZEXYzEh209bHLRsxvWna4dYXBQDTkRkJIIjQwcg5c+ZIe3u7PPjgg3LsscfKs88+K8cff7xsueWWcuihhyZxjEBmETwB4kNwH1nBmpHZ4Rb/IzMSAKJx1l9kRgJQGRPpj8aMkUMOOUS22WYb2XrrrWXSpEnyt7/9TV555ZW4jw/INKZpA/EhYIOsiCczkns7DSatGck1B5AHzuAj63sDUAmdGXnttdfKySefLG9/+9vl4IMPlvvuu08OPfRQefbZZ2X9+vVJHCOQWQRPgPioRtbpu8NE8awZGeshwYVJa0YCQB4wTRtAEKEzI7/xjW/INttsI//5n/8p3/zmN2XixIlJHBdi9uKLrfIf/3GPXHLJ4XLkkbvoPpzCIDMSiI9bIL9Sqcro0aHH1oDE2APnbGBjNt2ZkfbP55IDyAOmaQMIInTv7a9//auccsop8pe//EW22WYbOfjgg+W///u/Zfbs2dLb25vEMSIGs2a9Ks8+u1pmzrxX96EUCmtGAvFxC+QPDPgHe4A02aek9fWVfX9fFfgiMJUO92BkOp/PNG0AedO4mzZlG4BGoTMjP/3pT8unP/1pERHp6OiQxx9/XG6//Xb5+Mc/LqNGjZL+/v64jxExsDpG7e1cnzSRGQnEx21kfWCgLOPHj035aAB39nK+v98/GElmpD7uG9iktWYk1xlAvjRO0yYRA0CjSBvYtLW1yaOPPiqPPPKIPPLII7Jw4ULZaqut5IMf/GDcx4eYWJUCjd50WR1Me5+GawBE45bBFCTYA6TJ3vGKHoyM9ZDgwqzMyHQ+EwCS5CxX2cAGgEroYOQ+++wjixcvlq222ko+9KEPyde+9jX58Ic/LPvuu28Sx4eYWI1dNk9Jl2okkGAkEI3bs9PXV0r5SABv9nt1YIDMSJO5b2BDZiQARME0bQBBRNrA5sMf/rDsvffeSRwPEmJVAgQj08WakUB83Mqvrq7BlI8E8FafGRltAxukw6TMyKHPrUlLS0s6Hw4ACXAGH4Ns5AageEIHI2fOnCkiIoODg7Js2TLZZZddZMyYSLO9kSIyI/VQByO5BkAUbmsOdXYOpHwkgLf6NSP9M3eZpq2P+3nWkxlZrdZk9GiCkQCyy1mnDQ4SjATQKPRu2n19ffLVr35Vxo8fL3vttZcsX75cRETOPPNM+clPfhL7ASIeZEbqwQY2QHzcyi+CkTCNPXAeZLd3VUCMadrpMC0zkjYCgKxzlmsEIwGohA5G/uAHP5AXX3xRHnnkEdl8882HXz/iiCPk1ltvjfXgEB+rUqBzky4yI4H4uHXSu7oIRsIs9nKeDWzM5r5mZDqfz66zAPKGadoAggg9v/pvf/ub3HrrrXLQQQfVrWmz1157ydKlS2M9OMSHzEg9CEYC8XHrpLNmJExj74gFyQhR1wvUFWlwz4xMa5p2fbnGrrMAsq4xM5JyDUCj0JmR69evl2233bbh9Z6eHhbcNthIZqTmAykYgpFAfNyene5ugpEwiz2gRGak2XSf58bMSC48gGxjzUgAQYQORr7vfe+Tf/zjH8P/tgKQf/jDH2TGjBnxHRliZTVumaadLoKRQHzcOukEI2GSKJ0w6gV9rHPvHE/Xt2YkGUQAso1p2gCCCD1N+5JLLpFjjjlGFi1aJOVyWa644gpZtGiRzJ07Vx599NEkjhExIDNSD4KRQHyqVXUnvafHf7diIC3OYFKQDWzIjNTHfc1IPbtpkxkJIOuc5RiZkQBUQmdGHnrooTJ//nwpl8uyzz77yOzZs2XbbbeVefPmyQEHHJDEMSIG5TKZkTqoOhV0NIBorHLMqa+PYCTMEaUTRt2sj+4BQjIjAeSNs1wlMxKASujMSBGRXXbZRX7/+9/HfSxIEJmRepAZCcTH7dkhMxImaVy4P+qakdQVaXA7zfp20+a6A8g2Zz1YKjHIAqBR6MxIZBNrRupBMBKIj1vGEJmRMEmUzEjqBX3cz72uadp02gFkG2tGAggicGbkqFGjfHfLbmlpkXLZPwMA6aNxqwfBSCA+bs9Oby/1DszRmBnpX/+yZqQ+7mtGpvP5zvvFvhM7AGRR40ZulGsAGgUORt51112uP5s3b55ceeWVrpsLQL+RzEjNB1IwBCOB+LhNXyQzEiZpzIwMPk27pYV6Om2662Tn/UIwEkDWMcgCIIjAwchPfepTDa8tWbJEfvCDH8g999wjp5xyilx00UWxHhziQ2akHqwDBsTHrRzr7yczEuaIslaW7oBYkelfM9J5vzCdEUC2sZs2gCAirRm5evVq+drXvib77LOPlMtlmT9/vtx4443yjne8I+7jQ0zslQLBsPSQGQnEx+3ZIRgJk7BmZLboPveN9wuDxwCyzVmukhkJQCVUMLKjo0O+//3vy6677ioLFy6UBx98UO655x7Ze++9kzo+xMQ+8q674V0kBCOB+LhN0x4YYMQd5oiSGemenUd9kTT3NSPT2sAm/O7rAGCyxmnatNMANAocjLzssstk5513llmzZsktt9wic+fOlQ9+8INNffill14q73//+2XSpEmy7bbbyqc//WlZsmRJ3e/09/fLzJkzZerUqTJx4kQ54YQTZO3atXW/s3z5cjnuuONk/Pjxsu2228o555zDRjoO9k48o1PpUQVPCEYC0bg9OwMDlPcwR5RdRN3ubeqL5Ok+x433C200ANlGxjeAIAKvGfmDH/xAtthiC9l1113lxhtvlBtvvFH5e3/9618Df/ijjz4qM2fOlPe///1SLpflv//7v+Woo46SRYsWyYQJE0RE5KyzzpJ//OMfcvvtt8uUKVPkW9/6lhx//PHyxBNPiIhIpVKR4447TqZPny5z586VNWvWyKmnnipjx46VSy65JPCx5J19hMotuwjxIzMSiI/bs8NaRDBJnGtGVqs1GT06lsOCC93Jp6wZCSBv2MAGQBCBg5GnnnqqtLS0xPrh9913X92/b7jhBtl2223lueeekw996EPS0dEh1113ndx8881y+OGHi4jI9ddfL3vssYc8+eSTctBBB8ns2bNl0aJF8sADD8i0adNkv/32k4svvli+//3vywUXXCCbbbZZw+cODAzIwMDA8L87OztFRKRUKkmplM9dWe3p8QMDgzJ2rMaDicC6Llm7PtZ5Hzu2RarVmlQqIiK1zH2PrJ7/IinCNbICNptv3iItLS1SKlWlXB7qvJv6vYtwXfIgzuvU3z9Y9+9Kxf/+LJWGsntHj26R0aNFBgZq0tIiMjg4KCGaarmTxvNjP/djx7ZIpVKTwcGh85/Gc+ucvtjfP5i58oJyznxcI3Pl8do0DrKUM/398niN8oDrYq6g1yRwC/eGG26IeiyBdXR0iIjI1ltvLSIizz33nJRKJTniiCOGf2f33XeXHXfcUebNmycHHXSQzJs3T/bZZx+ZNm3a8O8cffTRcsYZZ8jChQtl//33b/icSy+9VC688MKG1x9++GEZP3583F/LCOvXt4mIyKRJo+Wxxx7QfDTRzZkzR/chhLJ69RoREfnKV94ub77ZJ/ff3ya7794i9957r+YjiyZr57+I8nyNrMbtNdfsKVttNVZuv32t3HTTGtlttzHGP1N5vi55Esd1WrGiv+7f73xnyff+fPHFoTp6//0nyYknTpf//M9XZeutx8oDD8xu+njyIMnnZ8GCDSIi8v73T5bvf38neemlLjn//KWy/fabp1KutLaur/v3+vUvy733LnH5bbNRzpmPa2SuPF0bq99pmThxnfHttCDydI3yhOtint7e3kC/Z8xwe7Vale9+97tyyCGHDG+I09raKptttplsueWWdb87bdo0aW1tHf4deyDS+rn1M5Vzzz1Xzj777OF/d3Z2yg477CCHHXaYTJ06Na6vZJSf/vRPItIjXV0VOfDAw2Tq1C10H1IopVJJ5syZI0ceeaSMzVBa5x//eIeIdMgf/7hqOKtr4cKKHHvssXoPLKSsnv8iyfs1qtVqUqvNFxGRM85Y9H+ZkUPP1IIF/cY+U3m/LnkR53V6+eV1IvLK8L8XLxb5zW+878/Vq18QkRXywgtd8tJLXSIi0tZWkg9/+AiZMKFxhkdRpPH8vPXWsyKyUp55plNOOuml4aVsVqxIp1y54oqbRKRr+N8TJ75bjj1298Q/N06Uc+bjGpkrj9fmJz+5UUR6hv+9YcPWcuyxR7j/geHyeI3ygOtirra2Nv9fEoOCkTNnzpSXX35Z/vWvfyX+WePGjZNx48Y1vD527Njc3sj161GNyuz3zN41GlrawAqaiIiUy5Kx7zAie+e/ePJ6jexTfvr7ayIy8kyVSjXjv3Ner0vexHGdRo2qX+RxcND//hw1amg/wUqlJvb990aNGsN9I8k+P9b1Gjr3I+VKrZZOXV11LKVWKrVk9ppTzpmPa2SuPF0b51q8WWinBZGna5QnXBfzBL0egXfTTtK3vvUtmTVrljz88MOy/fbbD78+ffp0GRwclPb29rrfX7t2rUyfPn34d5y7a1v/tn4H9ZvWONfxQHJUmxLUdK+WD2SQ18ZblGkwifNeDbJwP7tp66P7HEfZfR0ATBalHgRQPFqDkbVaTb71rW/JXXfdJQ899JDstNNOdT8/4IADZOzYsfLggw8Ov7ZkyRJZvny5zJgxQ0REZsyYIQsWLJB169YN/86cOXNk8uTJsueee6bzRTLA3lmnQkgPu2kD8fB6bnimYJK4d9NGsrzOcRqDh1HuFwAwGbtpAwhC6zTtmTNnys033yx33323TJo0aXiNxylTpsgWW2whU6ZMka9+9aty9tlny9Zbby2TJ0+WM888U2bMmCEHHXSQiIgcddRRsueee8qXvvQlueyyy6S1tVXOO+88mTlzpnIqdlHVZ0bSuUmLKmOLziUQnlf2I88UTOKsY4Nk7hKM1Mcr4Fit1mT06JZEP78xg4jMSADZ5qy7CEYCUNEajLzmmmtEROQjH/lI3evXX3+9/Pu//7uIiPzyl7+UUaNGyQknnCADAwNy9NFHy29+85vh3x09erTMmjVLzjjjDJkxY4ZMmDBBTjvtNLnooovS+hqZYO8MMQUoPUzTBuJBZiSyIkpGiNs9zBIEyfMrW0aPdv1xIp9PZiSArGOaNoAgtAYjgwRlNt98c7n66qvl6quvdv2dd7zjHXLvvffGeWi5Y68UBgcJRqZFPU1bw4EAGeeV0U2AHyZxdrqCzEYgM1Ifr+IjjfPPNG0AecM0bQBBGLGBDZJnrxQIRqaHNSOBeHhnL6V4IICPKBkhbgEx6ovk6c66ZgMbAHnjLDvJ8gegQjCyIMiM1INp2kA8vBqyPFMwifNeZc1Is3mVH2kULWRGAsgbpmkDCIJgZEHYG7sDAwQj00JmJBAP72naKR4I4CNKJ4xgpD6mZUaygQ2ArGOaNoAgCEYWhL0SIDMyPWRGAvHwCgrwTMEkjZmR0deMDPK3aI5pa0aWy1xzANnWOE2bcg1AI4KRBcE0bT3YwAaIh/c07RQPBPDh7HQxTdtspmVGsmYkgKxzZkKSGQlAhWBkQdg7QzR000NmJBAPMiORFc7gY5CAlntmJB24pHmVH3oyI7nmALItyqAcgOIhGFkQ9kqBYGR6VNMSyHQBwmOKD7KisRPGNG2T6c6MdAYf2cAGQNZFWa4EQPEQjCwINrDRg8xIIB7emZEpHgjgI0pmpFUvOO9lsuSSZ51zVTmiZwMbrjmAbHOWnZRrAFQIRhaEvRJg1D096mCkhgMBMs5vig9BfpjCGVxqZpo2Hbjk6c6MZJo2gLyJUg8CKB6CkQXBBjZ6qDewoUIGwvKb4sNzBVPEuWYky6okz2sgI41BDjIjAeQNgywAgiAYWRD2jk65TOcmLWRGAvHwC+jQ0IUpnMGlIAEtNrDRh8xIAIiXs+xkwBiACsHIgmDNSD1YMxKIh19Qhg48TBFnZiT3dfK8qmQda0YSgAaQdWR8AwiCYGRB2CsFKoT0kBkJxIPMSGRFY2ak/9+wm7Y+5mVGcs0BZBuZkQCCIBhZAM4KgA1s0kNmJBAPv6AMwUiYwhlcClLmu/0K9XXyvK5PGh3oxl1nmb0CINuc5RoZ3wBUCEYWgLMCYEH89KgqX4KRQHh+QQEyyGCKKPci07T10Z8ZSacdQL44yzHaaABUCEYWgLMCIBiZHvVu2hoOBMg41oxEVjRmRvr/DRvY6KN/zUimaQPIj1qt1lCuMk0bgArByAJozIykc5MWpmkD8WDNSGSFKgPEr9wnM1IfnZmRqk471xxAlqnKTTIjAagQjCyAxsxIGrppUXdKNRwIkHGsGYmsUGUz+t2/bGCjj1egOOlyRXV9ueYAskxVhlWZFgZAgWBkATROAWKadlrUHUw6GkBYftNVBwcp12AGVUfML6jFNG19vLIfkw4MqgPXXHMA2RVlQA5AMRGMLABnBcB6ROlRT9PWcCBAxvlNlxwYKKd0JIA3VeDRb61mt+w81nhOnlednHRgUJ0ZSTASQHapMyPp/ABoRDCyANhNWx+CkUA8/EbVBwYo12AGVTDJb3kUpmnr49VJTn6aduP7M2AMIMtYMxJAUAQjC6AxM5JR97SwgQ0QDzIjkRVM084W89aM5JoDyC5VGcaakQBUCEYWALtp60OnAoiH37NEZiRMoc6M9L4/3XfTZvAqaeatGck1B5BdTNMGEBTByAJwVgoEyNLDNG0gHmRGIivIjMwW72AkmZEAEIaqTCUxEoAKwcgCIDNSH6ZpA/HwyxZiN22YQhVM8rs/3TpqBKaSp3cDG9V0RtoIALKLcg1AUAQjC4DMSH3IjATi4VdusTEXTKEKnPstI8A0bX28N7BJepo2Gz0AyBemaQMIimBkATg78Wxgkx4qXyAe/tO0CUbCDKrAeX9/yfNv3DLmGTxMntdshaQ3XWCjBwB5o56mTX8IQCOCkQXQuJs2FUJamKYNxMMqx1pa1D9nmjZMocoK6e/3XtPUfc1I6oukecX+yIwEgHBUgyz0fQCoEIwsADIj9aHuBeLhN6pOMBKmUGdGRpumTWZk8rw6yTrWjCQYCSDLmKYNICiCkQXAmpH6sGYkEA+/cotp2jCFes3IaJmRDB4mT+du2urpjFxzANlF3wdAUAQjC4DMSH0YCQTi4fcssYENTKHOjIw6TZv6Omneu2kzTRsAwmCaNoCgCEYWQGNmJBVCGmq1GsFIICZ+5RbTtGEK1ozMFu/MyKSDkaoNbLjmALJLVW4SiwSgQjCyAJyNXTIt0uFW8TI6iLSdddZ9csIJt2U6e5A1I5EV6mna3venW7VAfZ08vWtGkhkJIF/IjAQQFMHIAiAzUg+yG2CKK698Wv7618VyxRVP6j6UyPyCAgQjYQrVvRp1zUjq6+SRGQkA8WHNSABBEYwsADIj9XDrUFAhI03V6shyAb/5zbOajyY6v6BAlrM+kS9RMiMJRurjvWakjsxI2mgAsks9TZu6DEAjgpEF4NywhoZuOshugAnsz/+yZe2ybl2PxqOJzu95Kpd53mCGODMj2XAueWRGAkB81NO0NRwIAOMRjCwApmnrQYcCJnBmDF500aOajqQ5foMoZEbCFKo61m8ZAbf6gnokeaatGck1B5Bl6mnalGsAGhGMLIDGadpUCGmgQwETODOrbrttoaYjaY7/BjZkkMEM6szIqNO0ua+TRmYkAMSHfiaAoAhGFoCzUqhW6dykwatDwQgh0lIq1T/v69f3yqJF6zUdTXSsGYmsUGdGek/TdqsTCEwlz6s6Trq9RGYkgLxhmjaAoAhGFoCzUmBttXR4ZbRQKSMtqjXnLrjgkfQPpEn+a0YyyAIzqMp+v8xdNrDRx6tsSbq9RKcdQN4woAIgKIKRBdCYGUklkQbvqV8ETpAOVZDu3ntf03AkzWHNSGSF6pmLumYkdUXyvGYqJN1eCpIZef75D8tPfvKvRI8DAOLCIBqAoAhGFkDjmpF0btLg1YkhIIy0qIJ0PT0lefDBNzQcTXT+07Qp12CGODewob5Ons6BQ781Izdt6pOLL35Mzj33QWlr6030WAAgDm7lJn0fAE4EIwuA3bT1IBgJE7hNX/7Zz+amfCTNYZo2skI9TTtqMJK6Imle06KT38DGe9fZvr6RtUbfeqsj0WMBgDgwuAYgKIKRBeAs/NnAJh0EI2ECt4zBN99sT/dAmmSVY26BAzIjYQpVgMnv/nSrE6grkmdaZqS9jLNntg8MeG+CBAAmcBvEYdAYgBPByAJgzUg9CEbCBG6Nv6wF78iMRFaoMyO9A0kEI/XxWjNSd2akPaN2YIB1cQGYz20Qh0x/AE4EIwugMTNS04EUDMFImMAtSFcuZ6tj69eIzdr3QX6p7lW/YLlbPIxpbcnTWVdb17elZeS1+szIketPZiSALHBrr1GfAXAiGFkAjWtGUhmkgWAkTOC2y3TeMiMZcYcp1JmR0aZpc18nz2vNSB27aZMZCSDLqM8ABEUwsgCcHSOvhjfiQzASJnDPjMxWMNJvECVr3wf5pc6MZAMbU7FmJADER5XxbX8dACwEIwuANSP18OpEcg2QFrcMyKwF71gzElmh6nCxgY25vNaMNCkz0m9HdgAwARvYAAiKYGQBNK4ZSecmDWRGwgRujb+sjVD7ZYiRQQZTxJkZSV2RPO/MyHTWjLSzx0aZpg0ga8j0169Wq8mbb7Z7DrYBJiAYWQDOwp+CKR0EI2ECtzUjs9YoZJo2skKdGen9vBGM1MerSZT8NG3v62vPqCUzEkAWuO+mTTstLTfdtEB22ukK+Z//eUj3oQCeCEYWAJmRehCMhAncMyOzdQ/6b2BDIxdmiLabNruP6mJeZiTTtAFkl/tu2tlqd2bZ4sXrRUTkz39+UfORAN4IRhZAY2akpgMpGIKRMIFbECRr96BfI5bMSJhCFWDyuz/JjNTH6xwnPZNEvWbkyH/bM9sJRgLIArcy1W2mDuJnZdWzvAdMRzCyABp306ZzkwaCkTCB28YZWbsH/TMjs/V9kF+qwGPUYCT3dfK82kQ6dtO2IzMSQNa4lWsEI9NjnWsG6mE6gpEFQGakHgQjYQKrIdLSUv961u5Bv04701lhClUA0e/+JDNSH73TtFkzEkC+uJVrg4O009Ji1RcMaMJ0BCMLgMxIPQhGwgRuI9FZKweqPm1YGlwwBdO0s8WrKEz6/LsFqa3PtQcg3bLcAcAkbuXm4GA55SMpLqu+YKAepiMYWQBkRurhVQHQwURa3IIgWSsHyIxEVkTZwIZgpD46Bw7dN3oYul/swchymcxIAOZzn6ZNOy0t1rmmDQHTEYwsADIj9fCe+kWFjHR4Nf6yVBb4ZT6SGQlTkBmZLd5rRurJjLQ+lw1sAGSN+zRtyrC0ME0bWUEwsgAoiPTw6kSyoDDS4nWvZek+9N/AJjvfBfmmXjPS+/51i4cRjEyed2Zk0hvYBM+MZPMHAFnABjb6Wec6S0kHKCaCkQXQmBmp6UAKhmAkTOB1r2VplDrqBiBA2lT3qv/9m49d77PIe83IZD/bbxd1e2Y7UxwBZIH7mpGUYWmx2ve0IWA6gpEFQGakHjp36AQsXiPRWQpG+jWoaHDBFFEyI91+zn2dPL1rRg51zp0BUTIjAWSVW31GGZYea/CKBCSYjmBkAagyMkjbTh6ZkTCB1702MJCdhiFrRiIromVGEozURe+akX6ZkeymDSBb2MBGP6ZpIysIRhaAKhhBByd5bGADE3g1/siMBOKnCjBFvX8JsidP75qR6ve32m31mZG0GwCYz32adnbanFlnnWtikTAdwcgCUHVmyMxLHpmRMIF1r6kaJAMD5ZSPJjrWjEQWRM1wdPs5WQ3J814zUldmJNO0AWSTVa45y1bKsPTYB69oR8BkBCMLQD1ljIIpaV7nmPOPtHgFvnt6SikeSXP8dyPmmYJ+bkFzv6AWu2mHt2lTn7S2djf9PiasGdn4euMGNgxiAsgCpmnrR1Y9soJgZAGQGakHmZEwgddIdG9vdoKRTNNGFkTdiIY1I8P7wAf+ILvueqV0dw829T5mrhnJNG0A2eRWb5XLZEamxd72Z3o8TEYwsgDUO3vSqE0aa0bCBN6Zkc114tPk98yQGAkTRM2MdJ+m3fQh5VKtVpPXX98oPT0lue++15p6LzIjASA+boMsg4OUYWmx1x1Mj4fJCEYWgKqxS6M2ed6ZkfQwkQ6vbJo8ZUYyTRsmcOuE+d2eecyMnD+/Vf7wh+cTeTbtbZjmMyO9fqYnM9LqPNozWmi3AcgCv425kDx73UFmJEw2RvcBIHnqzMjsdnCygsxImMCr8ZelYKRfmZXloA3yw61s9wtquQcjs1tXfOMbs+Spp1bJ1KlbyGc+s0es723vXPX3N9fR8q6r9WRGWt/PntFCRx5AFriVqWTopcd+rlniAyYjM7IAyIzUg2AkTODV+Ovry85u2gQbkQXxZ0Y2e0T6bNzYJyIiDz74RuzvXR+MbK4c8woU69pN2/p+ZEYCyBr3jG/KsLSQGYmsIBhZAKwZqQfTtGECr3stW5mRrBkJ80XNjHT7eZaD8FYHaGAg/o6QvXM1MNBcMNLrHJs0TZsZLQCygGna+tnrjr6+7LT1UTwEIwuAzEg9yIyECbye9TxlRrJmJEwQd2Zklu/rJIOR9gybJIORujawsTZ6sH9P2g0AsoBp2vrZ644sJR6geAhGFoCqc0QwMnlWZdzS0vgzOhVIi1fjr78/Ow0Uv6ygDMdskCNRy/Y8bmAzEoyMf9CjPjMyy2tGMk0bQL64lWuUYemx1x0EI2EygpEFoOocsX5E8rw6pUy3QlrykhlJAB9Z4FW2e08HDv83plMF1OJ+b5Hmg51eAxm6MiOtQST7YBJlIIAsYJq2fvZznaW2PoqHYGQBqDpHSWQqoB7TtGECrwXDm934IU1BggJZDtxk0YUXPiJXXfW07sMwilfZ7pWlnMfMSKvsSWaadjqZkSatGcla0wCygMxIvWq1Wt25JjMSJhuj+wCQPFXniB3NkscGNjCBV+MvS8HIINnElUpVRo0ancLRYN26HrnggkelpUXktNPeI5MmjdN9SEbwuk/L5aqMczlN7mtGxnFUeqgCanGp3ym0ufaM3t203TIjWTMSQDa5rxlJGZYG53nO0pJMKB4yIwtAnRnJNO2kkRkJE+QlGBkkKMCoe3qskfZaTWTZsk2aj8Yc3pmR7j/LW2ZktVobbnsksWlBfTAyyxvYeHfa2U0bQNaQGamXs84lMxImIxhZAKwZqYfORfEBi1cgIEvLNQQJ4NPQTY/9vqKhO8KrbHd7Fr0y87K6m7b9uybR3rAHdpt9f69TnPTp91szsj4YSfkGwHysGamXs07MUuIBiodgZAGoOkfNZhLAH5mRMIFX4y9LGdJBMpQI8qfH3tjt6SlOMPKJJ5bL//zPg66BfK+y3e1Z1LmBSlLswcIkpubVZ0Ymt2ak7sxIe1CXjjyALHArNynD0uGsc/v6stPWR3j33/+6XHTRo5kdvGbNyAJgzUg9yIyECbye9SwFI4M8MzR002MPABVp1P0HP3hQ/vWv5bL11lvIf/7nwQ0/986MVN+fUXbZNp39/kg+GNnc++sNRnpnRtrLaNoNALLArawiESMdzlkYrBmZb2eddb8sXrxB9tprGznhhD11H05oZEYWgDozMjtBiKwiMxIm8ArQZSlDmmnaZrHXIUWapr12bbeIiDz99Crlz6NkRurczTkp9cHIZHfTbvb99W5gEzwzknYDgCxgmrZezj5+lpZkQnidnQMiIvLUUys1H0k0BCMLgDUj9fDKYiDDAWnx6qhnqRwgM9Is9my3IgUjN23qExH37+y9LIK6Q5DHzMj6YGGymZHNvr/O8x9mzcisTtkHEL/f/vZZed/7rh0eIDMJ07T1apymTTAyz6x2QlZnKRGMLABVJz6JTAXUIzNSn5tvXiCzZy/VfRhGyMuakWRGmqU+MzKbDaCwarWatLcPjUC7Ne69guZuDcW8Z0Ym8Vz6ZV7+8Y8vyKOPvhnovXSu2em366z93BGMBGD5059elOeeWyM/+tFjug+lgfs0bcqwNDjrxCwlHiC8kWBkNq8za0YWgDozkk570lgzUo9163rki1/8q2y22Wjp6jpXxo4drfuQtPKepp2diitIR5xBlvTY752+vmJkRvb0lIafJ7fAolfQ3O1vdE4TTkr9BjbJ7qbtfP9lyzbJV7/6d5k0aTNpb/+BjBrV4vleJq4ZWS5XpVarOXbTzua9ACB+VtnQ2mpeZiTTtPViN+1isa53VqfjkxlZAGRG6uHdwaFCTkpbW6/UakNZf2+8sUn34WjnNYUxSxtZBemIZym4mnX1wchsNoDCsqZoi3gFI+POjAx4cIZJNzOy/v3b2/tFRKSra1BWr+70fS8z14ysSKVSq7v+WQ1MA4ifVQaamFziVlYxKywdzjoxS7OgEJ51vQlGwlisGakHmZF62NdyszqlReY18JClQYkgHXEaXOmx3ztF2alx06aR8sTtXouSGZnHadr2+yPpYKTz/e0/W7Wqy/e9dJ5/9zUjaw3lc1bvBQDxs8o5E9tx7stPUIalwdnHz9JmlQinWq0Nt4Gy2gciGFkAqsYuqfLJY81IPXp6RgIjHR0DGo/EDPnJjPQ/1qyOCmaRvbFblClAZEYGVz+9OP5yxmuDHPu/V6zoaOpz9K0ZWWnoUJIZCcAyEow0rx3nVubT90mHM0Cd1SAV/OWhLU4wsgBUI1FkRiaPzEg9yIys5zXwYOKIuhsyI82ShwZQWPbMSLc61Kuz5XZ/5jEzsj5zMf7vEDQzcsUK/2naJu6mXS5XG4IMBCMBWKz6xMR2nPsGNgQj0+CsO+jz55f92mb1OhOMLAAyI/UgGKlHT8/g8H93dBCM9GqoZqkcCPLMkBmZnmIGI0cyI92mPXlnRqqns+cxM9LeGUoiiOYVjLSXeUE2dzB1N21nxyKr9wKA+FntHRODke5rRlKIpaFxmrZ59wjiQTASmaAKOGT1hs0SrxFANrBJjj0zsrOTadremZHZuQ+DjKib2CjPK3sdUpSMVHumdZTMSLe/8Qoy5SEzMon6zl52Oc+5/bPXrevxfS+dmalunz2UGWnumpEvvLBGTjrpTlm2jE3iAB2scs7EQWWmaevlrDtoG+dXHoKRY3QfAJKnGokysfLKGzIj9bCvGUkw0vtey1I5EKQfXpSgmAnswaDiZEaOBCPdAvnemZHhp2lnlb3zk8TYm3dm5Mi/N2zo9X0vryCfrg1sVJmRJt0n1177nPzlLy9LV9eAzJp1su7DAQrH7DUjyYzUqXGatnn3COJRH4zM5nUmM7IAVI1dEyuvvCEYqYc9M7Kra9DjN4vBa0Q0S6PUwTawIRiZliJmRtqnabsF8q37tKWl8Wduo9Z5nKZdnxmpb83ItrY+8eM9TTv8sYXhvpt2YzDSJL29QwMQr77apvlIgGKy+nEmDiozTVsvZ91BZmR+2a91Vq8zwcgCUGdGZvOGzRKrMlZ1dJimnRz7mpHd3cUORlarNc+OtomNWDdBAhpu6/ghfvWjscU47/bMyCiZH25rmuZxA5uk14y0N7q91ozs6PDOjvc7v0lnI7pt7lOpNG5gY9KtYD3/9pkIANJRqVSHyyYT23Fugyz0fdLROE2b855X9cHIbF5ngpEFQGakHmRG6mHPjLQHJovIb5TMpGl/Xmo176CqxeRMorzJwzo1YdUHI8OviRVtN+2AB2cY+z2RREDV/v7O+tT+s64u72CkXxmoa5q2KjPSpMC0dWxumzIBSI5XZrgJmKatF5mRxVFfFmTzOhOMLABVY9vEyitvvDo5WQkCZZE9U6PowUi/5zwrDcOgz0tRgmImsDdui9LQtU/TdgsMeT1TUaZpi2TjGXWqD0Ym8f7uG9jYB1v9suP9jk3XbtpDmZHm7qY9EowsxrMPmMT0YCTTtPVyJhy5ZeAj+8iMRCawgY0eZEbqYc+MtNa1Kiq/59ykTBsvQZ+XoqxdaII8LJodlj0z0m22WZTdtPOYGZn0TtD1G+S4Z0b29XnXAaZmRqo2sDHJyE6+5h4jkFf1meHm1b9M09aL3bSLg2AkMoFp2np4Z0Zy/pNiz4zs6yv2FDK/5zwrGbpBG9s0uNJTzGna9ZuhqO5L78xIdWAsK4MCYTjvibgH4LymaYfJ2vVfMzLCwYXgNZ1RVX6bUmZb65+ScQOkz/TMSKZp6+Wsf028RxAP08uCIAhG5pzbWmtZvWGzhMxIPeyZkX5ZMXmXl8xIpmmbJw+jsWG1t/fX/VuVieudGemWLZLHzEj3TWXi4LVbtzNQ6VXOmZoZWamoMyNNyYKyjm1ok7SM3qRARtnrHhMHBNzKVVMGU/Kusf41o95A/AhGwnhuQa+s3rBZ4hVwpEJOjn2dyP7+Ygcj/bOCUjqQJgUN3hdlurAJ7I3bImSk9vWVGoKPqszr+NeMzCbnd417oMBrt25nx8tr3Ui/MjD5YKR7G011zkxpu9mPjeUxgHRldZq2iceaR40zEzjveWV6WRAEwcic81qPCMliAxs97JmRRQ9G+mdGpnQgTQr6vFCupadomZH29SItqvLFqzHoFrT1zozMyEPq4PyucQcjvXbrdn5WW1v99Ho7v7Il+Wnabp32mvJ+MaWMC7NjOYB4eS1TYQK3csrEY80jZ91hSr2B+JleFgRBMDLnyIzUh2naetjXjCx6xkaQIFEWRtJYM9I89VND8n/enetFitSXNRavsj1KMDKrnAHBuAPWXtO0ned5+fIO1/fxC/YmHQx2u/ZumZGmtB3sx+ZcvgBAskzPhnIrp/JY15nIWd+aeI8gHvVtoWxeZ4KROec16o5kkRmphz0z0lpkv6iCDDpkYZ1F1ow0D5mRIp2djRlhXs9ckdaMTH6atj0z0vuzV6xwD0bqXzPSbaOHqvK5MmUg2X6O167t1ngkQPF4DcaYgDUj9Up6AzmYo74s0HggTSAYaahKpVoXVIn+Pm6j7nTak8Zu2nrY1wcrenAqL8HIoA2pIgTFTJGHRbPDUGVGdnQ0Bii9MhDczlNWA45enM9i3EtmeE3Tdn72qlVdru/jd+6TrKprtZprO6FSqRm9ZqR91sG6db0ajwQoHtODkW71oInHmkfO2QEEI/PL9LIgCIKRhjrmmJvk7W+/vOnpL2RG6sM0bT3sQXxTOm66BJm2nIVgZNAKlmna6bEHfIrwnFmZkS0tI6+pMiPZwGaI87uqNvuJ6/39MiNbW90z93See782glWe2e85U541+zlet65H45EAxWN6AIJp2no5B+Q47/llelkQBMFIQz311Eppb++Xm29e0NT7sGakPkzT1oNg5Ij8ZEYGXTOy2Nc7TaavWRU31cCgOhjplRlZnGCkc2Cgp8d9R+to7++1UVD9z7yCZTrXjPQKXFcq2dlNu62NzEggTaYHIJimrZez7sjqRnjw5zVLJCsIRhqqr29oSlOzjTwyI/UhGJm+UqlS11kr+n0eJDiXhXU1maZtnjzs4BeGapp2V1djgM06F6o2odv9qXvdwiQ418eMY9mZ+vev72zZz2Hjbtru7Sj/3bSTDEa6l1du07RNyf4eHBypN7x2KwcQP6/McBMwTVsvMiOLw96HM7EsCIJgpIHK5ZGFy5ttwJMZqY9XB52KIRnO3W2LvjZnkOe8t9f8YGTQ54W1cNNTvGDkUGakvbFnX5/WEmXNSJ0BsaQ4g2bWAGtcnIMo9s9zfvbGje7BMv9AcISDC8gvM1IVvDYlk90ebFYF6gEkx/RsKLeyzcBDzaXGzEhNB4LE5SELlmCkgexrKzUbKGB0Sh8yI9PnnApY8FhkoCyauKdPJoFp2uax31tFKM9Uu2l3dYVbMzJqZmQWz6+zgRx3ZqTzXNr/7fxZR0fjdbL4tduTnaYdLDPSfgj2jWN0qVSqdfek1/kFED/7YIyJ9YNbuWniseaRs+2fxQAVgnG2tbLYDyIYaSB7BkGzi76TGakPwcj0qTq8RVjPzk2wzMh4gwRJCJ4ZWdxrnTbT16yKmyr7y5mJLeIfYFLx6yhk8fw2bmCT3G7aIvWdL+fPVEFji6mZkdVqVTmYZMKyGs7zq1o7FUBy0siQvvnmBXLeeQ9FCmRFresQD2dAitOeX86ywIQ2QlhjdB8AGtkDkP39SWVG0mlPmlcnp1ymZkiCKjjQ11eWiRM303A0+uUlGMmakeYxfZpY3FSZkaqsYq97NeoGNlkMRjqfxf7+ZNeMrM+MdG6e4/7ZejewCb9mpAmZkY3BXvOz64E8SWPNyLPPvl/Wru2RQw/dUT72sV1D/S2z8vRS1R21Wk1aWlo0HA2S5LzWpizlEgaZkQayBweSyowswhpfupEZmT5VYK3ZZyjLggTnshCMDPq8FDkLNm32oEgRyjNVZmTYTOyoa0Zmsb5OOjPSeS69MiO9BnV13rt+60qrym8Tsh6c5zcLS30AeZLGOnHWmshPPbUq1N/VajXXAGkBxi2NoMqqZ7A+nwhGIhH2Rnt/f3M3Fbtp60MwMn2qTlGRO0q6MyNXruyUd73r13LZZU809T5Bg4xM006PvbFbhA6GKjNSHYwMnxGfz8xIZzAyvnKmVmvMGvRaM9KrE+a/ZmT44wvKq1yrVrOTGZmFAS0gT5zPYBJtH+szOjoa6z4vXvVVEWZRmMDkzc8QL/tmckP/zt51JhhpIHujvdlRcPfMSDrtSSMYmT5Vp6izs7jBSCsg4DUzI8ndtB944A15/fWNcsEFjzT1PkEHTwhGpicPO/iF0d4eNBjpNfW2uBvYxBlEUz3ng4Nl23/Xf1a1WnM9h/5rRiY5Tdt7N211MNK8zEiCkUC6kt60wp6ZHTYY6VWu5byZYAxV3RFkQ0tkT5iZIKYiGGkge2Zk88FIMiN1YXQwfaq1wVRBhKIIEpxLchr7qlWdItJ8OcYGNuZxNoDyXKcMDlaUARdVo887M7K4wcg4G8iqjre93aTqdLl1qP3XjAx5cCH4rRlpanZLHjo/QJZ5beAV9n2WLt3Y8Lr9/To6wm1Q5VWumdj3aWvrlbVru3UfRqxU94MJdQfil4fBQYKRBrLfSM1mE7h1jLLYuckavylYiJ/17NgzAcOO6uZJsGBkch3JVau6RESk2f2ymKZtHmegJM8NXdV6kSLqZyeJNSOzWF80bmATXzmjutfsgyqqn69b16N8L1MzI92maZvwnCWZ9QrAX1yZkd/61r2y666/lnvvfa3udfszba0dGVSW6qtqtSbvfe+18q53/TpX68ubWncgfnlYw5lgpIH8GtVhuGdG0mlPGtO006cqhIucGRmkgRr3Lrd2q1d32Y4lelkWfAMbnqs01Gq1hsBanhu6qvUiRdRBGO+pt+qf+cW7slhfJBmwUt1r9vW1VeXeihUdyvfSmajjnxlp5lQ757XM+iDQ88+vkQ984Pfy8MPLdB8KEEhcmZGLFq0XEZE//OF51/cPG4zM0jTtDRt6ZfnyDunqGpQ5c97QfTixMTWrHvEjMxKJsGdbNFt4uDUS6bQnj2Bk+tRrRoabYpInQTqJSU6xszIjRZrLwGTNSLMUraHrlhmpWn7Abx1AFf/dtLN3Xzs7x3GudajqeNcP4jZ+1sqVXQ2viQTJjAx5cCHkJTMyi/en3V13LZZnnlkt3/zmvboPBQgkrg1srECjcyDfXl6HzbTK0jRt+4B5W5u6ns8i9ewBltPIo8bMSIKRiIE9oNJ8ZiQb2OhCMDJ9ViFsb+8UORgZZLQ82WBk5/B/NzMFJnhmJOVaGkwNkiQlXGakd7abSh6naTvPTZzBSHVmpH0Qt/Ea2MsiO//OcZLTtL2XclEF/U2YEt24eVU271GL1eZua+vVfCRAMM5yIOo07a6uwf97v/ry2f6Mh93kMEtlgT0Y2dmZn1lUfkuZID+c1zqL15lgpIHsN1KzO6RFzcRA8whGpk+VGWk1topIZ2ZkuVyVtWtH1mlrLjMyWDlIxnc6TN3lNylWZqRzV3pVBp5ftluY14P+3ETOgRBVgDAq/2Bk489bW9UbFGQtM9KEadqq48piNobFunfi3pEYSErjJlLRnr+urqHB+oGB+nvfHuwMG9zI0jRtezAyT30FVT2Rxem78Mc0bSQizmnabGCjD7tpp081ncRqbBVRkM5VUpk2a9d21z0DzYw6kxlplqJNAXLLjFSdB+/MyOJsYNO4ZmSyu2nbg5Gqjtj69eqsN7+qWNdu2kOZkWZmIKuOoasru1lFVtlF/YGsaAxGRisXrGnazvez/zvsgHWWnqM1a+zByPz0FYrWRiuyxszI7F1ngpEGske1mx0FJzNSHzIj06eaTtLdnb1RorjozIy0rxcpItLeHr2hx5qRZinaqLvbJliqoBiZkUO8Ordxv7dI/aCK6ucbNqiDkTrPrd+ApXo5BP1lnOq4srzemlUHklmPrIhjamalUh0OXHgNHoUdsPbPNjfnOctrZqSqLZznNlqRMU0bibDfSM12rt137zSnMsgr72BkigeSMeVyNfL9qcqMDLv4dp5Y5YfX6UwqM9K5RltHR/TMmaAj7VkM2mSRKhiR54auNU3b+Rypg5HhF+/3K++yGCRxtl3inF7sN01b1W5yCyj7nfsk20pZn6ZtX7Zg3brsrrdIZqRZTLjHTRdHNpR9aQWvwaOwA0l+9ZVJ9dnq1SPLd+Spr6Bqm2QxSAV/ZEYiEfYbqflgpFtmZFNviwCYph1eb29JdtnlSjniiD9H/nunPDUwwgrSqFetexcH+4iziHswIIjg07R5rtKgXjMuv8+Z2zRtVf3qVWe71bt52027Wq01PItxZvSpyjUrk0f12SIiHR3qzGydAxhRNrAxdZr2+vU9it/MBiuQzWCWfj/+8WOy5ZY/kSefXKn7UIwWx5qR1hRtkcYy1T5IHbYf6ldfmVSf2dupWV731q5SqSrLMoKR+eTswyW5KWlSCEZq9PDDy+Q//uPvDRlD9mBks51r1ozUJ8p0vaJ7/fWNsnx5hzz00LJIwStVYyKLo0RxCdKITKpz65ym3cyu5kHLQZMauTp0dg7I1772d3nooWWJfk7xMiPdgpGN92US07SzFmRPeq1Drw2U3AZg3NYD07tmpPdGD6ZnRtpleSdqq5NOu0y/OXPekN7esvz0p//SfShGawxGhm/n2stEr8zIasjslSzVZ/ZgZF7aMG5rxRe5L5RnztltBCMRyk9+8oRcd90L8qMfPVb3ur1AbLZz7fb3ZOYljzUjw7MHrKIsJq1qTBR5NDDIBjZpBSObWY+HzMhg7rvvdfnDH16QU0+9K9HPUU8Byl4DKChrmraT6r6MMk3beh/nbt2WrK2FqipT4vwOXmtGupVnbh1NUzMj3daMNGHHZ3UwMrsb2JAZaY6NG4fKWrcBIAyJYwOb+sxI527aI/V5tRquz+g/TVt/GSYydBytrSPTtPPSV3AbsIq6yRHMFsfAhG5ag5GPPfaYfOITn5DttttOWlpa5G9/+1vdz2u1mpx//vnytre9TbbYYgs54ogj5LXXXqv7nY0bN8opp5wikydPli233FK++tWvSnd3t2SBFXh58cW1da/bC8RmG0dkRurDNO3w7FnCUQpU1VTRPAdJ/OjMjHRO025mp0LWjAzGqlPsDewkqHdqzEdDXsWtY6wqx/2y3VTyNk1bFTCLM6NP9f4jmZHqc+W2m7fOujira0aqzqVbwD4LrDYCzTL9rGBknuuTOMQ9TdvZVnRmW4VZW9yvvjJlcG3dup66ujcvmZFubfoo9wjMRzCyST09PfKe97xHrr76auXPL7vsMrnyyivlt7/9rTz11FMyYcIEOfroo6W/f6RjcMopp8jChQtlzpw5MmvWLHnsscfk61//elpfoSlWZWuvEIZet49INRuMHCr0nRkXNLqSxwY24dkzI6Os36JqTGSxYI5LsGBkMjejcwMbZzkXRvDMyGI/WFadknSGaB6CkUuWbJAdd/ylXH75PN/fdQu01GqNwaxmMiPdmLBOYBhJZ/RFyYx0+3ydO7963yvqwKOpmZHNbFCmm72NwECxXtau7GRxeWvc/Tr8+bLPVnG2FZ3vH6b9lpVp2s4B87zcc2EH5JBtcZQFuo3R+eHHHHOMHHPMMcqf1Wo1+dWvfiXnnXeefOpTnxIRkT/96U8ybdo0+dvf/iYnnniiLF68WO677z555pln5H3ve5+IiPz617+WY489Vn7+85/Ldtttp3zvgYEBGRgYCXp0dg51mkulkpRK6XWorGBLX1/95zqzu5o5JqvwGTWqRTbbrEXK5ZqUSjVpaWnufdNmHWuWjtnqaGy2WYuMHj0UDS6VqlIui7S01DL1XdI6/5s2jaw71dnZG/rzrAbTuHEtUqnUpFwWKZcrmTrXUamukfX8jxnTImPH1o9IDA5WpVIRqVSSOT/OYGRPz0DkzxkYGPq70aOHyjEnq1wTCf9ctbX1ys9//qSceuq+ssce/xbp+LykWXZZ2actLSK9vf0yduzoRD6nt3fkc0SGAid9fYOZes7uv/81WbGiU773vdly/PHvlm233VxE1NfJyowcN65FRo1qkWq1JgMDQx2q3t5+2WyzkaaU1amzl/uVSk0GB93rXWsBcqueFhlqA/X314aPKUvntqdnJDA1ZoxIuTy07liU76B6fnp7h8r50aOHrsXQ+opD58i6N0VEtthi1PC1GrpHB2TMmFGO9x869y0tIptvPvIz65qNGpXcs2uVa6NGiYwbN/TZ9jaa1ckYN65FSqWaVKtm1GfWwMOYMUP1bLVqDSSO1X5sUVj3k1Vu2p/nPDG9Hd3XVxoODJdKZWOPMwlhr41zkL2/P3z9294+0t6u1aqOMnbA8bs9MmXK2IDHNvI+W2wxVK7Z68yBgUEplYK9V5KWL2+v+7ffPWf682Ox179bbDFK+vurUqsNXRfTjz2KrFyXJNRqIxvdtbRIXVvIBEGPw9gad9myZdLa2ipHHHHE8GtTpkyRAw88UObNmycnnniizJs3T7bccsvhQKSIyBFHHCGjRo2Sp556Sj7zmc8o3/vSSy+VCy+8sOH1hx9+WMaPHx//l3GxadPQqMw73lGVe++9d/j1tWvbhv/7bW/brO5nYb3wwkYREXnPeybK+efvInPntstll70pO++8eVPvq8ucOXN0H0Jgmza1i4jID36wk7z3vZNFROTPf14td965TvbYYwznX+Hpp9cN//dbb70gmzYtCPX3PT1DDahf/3oPeeSRjXLzza2y886jM3muo7Jfo7feWi4iIqec8jb5zGe2rfu9P/5xlfz97+tl111bYj8/fX0V6ewc6uDtsssWsnRpn2y1VXvkz3n++aFybO+9J8iFF+7a8PP7798g11yzUnbffYvQn/GPf6yX3/9+lcyf/6qceeaOkY4viDTKrpdeWiMiIuPHj5Y5c+5P7HOeeaZDRIaubXd3RVpbB2XUqFWZes5eeGGorKnVRM4++1Y57bShwUvndapUasODHL///V4yefIYWbGiX8488xWZNGm0PPDA7Lrfb2sbule/9713ygc+MEVERF5+uVvOO+91edvbxinP0Ysv1tfTIkODBZ///EsiIrJy5QvS1vZSLN87DWvWDJXDm28+Sj71qW3k1lvXym67NVfn2a/Lc8+NnK+enoosWdIrU6d2yL333lv32bfcsq+sXTsgp5++WDbbrEVmz76v4X2XLBnaBXrbbTeT3/1uz+HXX3yxS374w6Wy/fbJtZWeftp6jsbLz362m4iIPPFEu/zsZ2/KLrtsLq++OhQsuOqqPeTXv14uL73ULdtt16P9OVu0aKicOfLIqdLVVZbHH2+Xf/u3XhGZmKk2mqWraygbb/LkMQ3Pcx6Zeo3a2kYSMXbZJf52SRYEvTYdHc6lWFbIvfe2KX/XzZNPjvz+rrvWl3PPP7+h7neff/5fsnBhsMmUb7wxVG5tvfVY+eMf9xIRGS6Hx40bJc8++2io40zKnDn133HnnYPdc6Y+PxZnHXjWWUtk2bI+mThxfa6fKdOvSxLsWbC77z5BFi/uke226zXmOvf2BtvYzthgZGtrq4iITJs2re71adOmDf+stbVVtt22voM9ZswY2XrrrYd/R+Xcc8+Vs88+e/jfnZ2dssMOO8hhhx0mU6dOjesr+KrVXhGRkjz/fL/cfvuxw6+fc85yERka2Vi1akA+9rFjZNQol5Xtfaxb96KIDDViTzrppeH0+Ndf75Njjz3W+48NUiqVZM6cOXLkkUfK2LH6R9SC+OEP14hIn/zkJ8vqMiNFRBYsGOT8Kzz55CMislpERCZMeLcce+y7A/9tpVKVwcH5IiLy7W8vlvL/DRzPn9+bqXMdleoa3XLL30Rkk9x88xq57bZWx+8P3YsvvRT/vfjqq20iMhRIXras7/9e20wuuSTa52zcuEBElsvLL/fISSc1BmXK5aFy7eWXw1/rF198QkRWybPPdidyn6RZdj3++EMislZ6eiqy//4flLe9bVIinzM4uERElskbb/QNL/mxceNUOfbYwxP5vCS88MK/xCpr/va3dfKzn50gL788r+E6bdjQKyIviojI17++UFpaWoanoXV1VeSAAz4s06ZNGP79iy9eKyK98vOfv1mXGSkisnr1gBxzzDHS4lg3ZcOGl8ReT4vUTxfdZpt95UMfekecXz9RixdvEJHF0t9flTvvHAr6vvhitDaH6vlZs+YFsc6XdS2WLx8vF154rLzyyshnn3TSS8PncXCwJu985/tkzz3r24xbb71SRF6TdesG68oW65qtWNGfWP1RKg09R0uX9g5/tvW5r73WN/zfZ565WAYHh/77jTfGyU9+orc+s8qZ2bM3DD//CxZU5ZOflEy10Szl8kIREenoKMuBBx4mU6duofmIkmF6O/qll9aJyCIREXnhheSeOxOFvTajR78uIiPB287ObeXYYz8U6jNfe+1pEVkhIiKLFtW3nV5//WkRWTn874kT95Qjj9w50Ps+99waEXlVNm0qDZdrVjk9MFCV97znUHn72yeHOtYkPPPMY2L/jvPne99zpj8/Fmcd2N8/1NZfvXqy/M//5O+Zysp1ScLQQPnQM2YNrL766hj5xS/MuM5tbcEGSIwNRiZp3LhxMm7cuIbXx44dm+qN3NtbHv5/++fa194aWpNqlIwdG/VSjXSGrA679e8sPrRpX6NmWI30oU6Ec10xzr9KT8/I1JPe3mqozxoYGGmYWdMbh/67kslzHZX9Gllrk5ZK1jTmRgMD4c5zEOvWjayxZx1DT0858ue0tIxM9enrc19vqFIJ/12sNTOTvk/SKLvsa8V0dJRkxx2T+Tzrmg7VT0P/3deXrefMfq5qNZGZM++XM86Y3HCdurtHyqShcqX+/iuV6styq9OlKvdrNZGWltEN0+et+9tZT4+8Z0umzq19OXLr+wwONlfO2K9L5f8uXaVSG77/rHKsVhv57L6++rWzVq7skfe8p/4YRo0auhZD07gb19qqVoc++/e/f06uueZZufvuE2WHHaZE/h52I+Va42fbv5u9PnPebzpYQdKybaZoV9dQuzVLbTSLfcprpSKZO/6wTL1G1j0kUrx2myXotXGuEzc4GL5csO9PUC7Xl88Vx7JzGzf2B35/vzJ1qE+r/9quXdtT9++gbRhTnx+LWx3Y3x9/W98kpl+XJNRq9bvei5jVFg9cZiR8HJFNnz5dRETWrq3faXrt2rXDP5s+fbqsW7eu7uflclk2btw4/DumGloPaugmci42agUpLc0sOuu2UDCLdCfPa3F6NrBRs29gE3ZnO9VO2iLm7NynQ5DNDsrl+Bc7XrWqq+G1ZjY4CbqBTZTnyiqH83Cf2DsX69f3ePxmc1QbWGRt8Xf7uRIRmT37DenoUO0S7L0xh73MEvFfnF/1TPrd31m7N1X3hyrIGpXqHFqf6bXb9MqVjeVS0KbQL34xT154oVXOP//hYH8QgPe9ov6ZqRvYWOsuZk25XK27DkXe8E43aydtETPuc5PFsWmFfVMaZzno7Hf61YN2fhsJmrOBTf1Ud6+6I0vcvoe1NjXyQ1UXJ7UpaZKMDUbutNNOMn36dHnwwQeHX+vs7JSnnnpKZsyYISIiM2bMkPb2dnnuueeGf+ehhx6SarUqBx54YOrHHIa94nAWHM5OezM7IxV9d1mdvDqYBIPV6oOR4To3bsFLUxo+OgQJYiTR6Ld2KbTPRm2mkxe0HIvyXFnlbdCAp8nsAbah6cXJUO9mnK2GrrOerdWGpms7ue2kbenocAYjve9V1TOZt2CkqjMUZ1vEa7dur53H16xpDEYGee43bOiVJUuGphupBlqiss5Ji2IVHreiLInBo7BU59gZ3M8KZzngNqiJ5LW1jdRZWSvz0tYYjAz//NUHI+sLHOf7b9wYJhjpNyCnvwwTadxNOy/3nPtu2macdy9tbb3G3B9ZoG4LZe/8aZ2m3d3dLa+//vrwv5ctWybz58+XrbfeWnbccUf57ne/Kz/60Y/kXe96l+y0007yv//7v7LddtvJpz/9aRER2WOPPeRjH/uYfO1rX5Pf/va3UiqV5Fvf+paceOKJrjtpm8LeALIXgPaMSUsymZGR3xIBeXVy8hD4SIK9Yx+2c2PtTu9U5IB8kMZVEufH2knbXs40kzkX9HmJUq5Z5W2tNvQ5UdfnNYG9Xmlr8w6iNUPV2M1eMLLxeO+9d4N0dPTLv/3byNSS+DMjG5+DvAUjVQ3kOAeFvIKRXoMrra3RgpHz5q0Y/u+wGftevM6JezBS/72gyrzIQkdXxdne7u42YxfSIrJnRppwn5vMWc5FyYbq6qrPjKzVasPrGTuf5/b24O0JvzLVa8AoTXkNRrqdX1POu5s1a7pkp52ukAMO2E6eeOIrug8nE9SZkWZfZxWtmZHPPvus7L///rL//vuLiMjZZ58t+++/v5x//vkiIvJf//VfcuaZZ8rXv/51ef/73y/d3d1y3333yeabbz78HjfddJPsvvvu8tGPflSOPfZYOfTQQ+Xaa6/V8n3CsDdo7QX3wECloRGaRkYR4kdmZHj2jn3Yab1uncQiB36DjJDFOX3SosoeSmJQxSnKc2UPksYZaNDBfvz2jl3c1JmR2WoAqYKRAwNVmT17ad1rVmakKntNRBWM9K5zVcEyv/s2a9ndqvsjznLYKtfsp816zavMa28faHgtSJkxd25Swcjw7TMTOsyqsjyLHSCRxnKgu7vxHkE67HVWkdttfiqVasP5iTIF154ZKVJftjifZ2c953d8XkwoK0qliqxbV7+UTV7uOfdp2vrPu5dFi9bLwEBF5s5dkbnBbV28BmazRGtm5Ec+8hHPhmBLS4tcdNFFctFFF7n+ztZbby0333xzEoeXKHsDyJ6RowrAOCuMMLxH3msNu3oiPt7ByBQPJEPqg5FhMyPVz4lzxLdIgnRck2iAOUecRZoLViWZGWkvc7u7B2XixM3Cv4kh7M9MmDWewspHMLK+rm1pGbp/VqzorHu9vT3ezEhVI9vv/s7aoGKUdTHD8Jqa5NXhUg3sBjmuJ54YCUbGuaZglCBzEoNHYanXBM3WPWpxXk+3GRZInj2bv8rC6q7iWifO2bccGKgMb67mrKecy5F4ycI07dbW7obX8hKMzGpmpH0wort7UMaNK+Qey6Go62Kzr7OKsWtG5p2zI2SNtqsCMPZU+rC8OjFZy7bIGqZph9fZOdLxDxuM9MpYMb0STkqQEbJkpmnHnRmZ3JqR9s6o/f7LInu90tGRbjAya8+YW/ni7KRYQV23W8vZofO7V6MExLIW6Ek6MzLqNG3VYG+QIuOZZ1YP/3e8wcjw19WEwHTS1zdNznuimcF/NKc+M1LjgRhOXf+GL5ecfUv7+zo/I8xz4T9NW//FVQ2YW4kLWedWB5qeMWd//ru6yFAPgg1s0BRn4MTK6lIFVJqZNuIVcDShUZtnUdaDKjr76Gt/f9jdtN1/P6uL6zdLR2ZktVpTNvSaGQ1PcuAkrU1f0mCvP8JMqwpLdS2zF4xszIwUkYapW34b2DjrZ79nTjW4mLdgpOr+iLOTp+pUWefI6z5UZe8GKf/sAUj9mZH67wV1MFLDgcTAeT2zvlRHljmXFqGPoqYqx6IEmhozI8u2/44ejMzCNG1VG1XE/IBdEFmdpm1//rPeFk9LXjawIRipiTM4YmWxqEbum5k24lUpmNCozTPWjAynVKrUPRdhNzyxOhGq2dhh15/MiyCVUtzByPXre5RlSzONvDQ2sBERWb8+2w0g+/PTTEa9H6sBZD/fpjd0ndwGKJwb//hNd3dueOEXYFItJ5G3adrWvWAvi9PLjGz8bIsqOztsXRzncgR5yozMKmc5wDRtfZzByDgD/3kSVwBCNU1b9d8i4XaZz8I0bSsY6awn8jAYoap/Rczv89uf/yQ3YMyTvCyZQjBSE2dwxOoEqzpIzQUjvTIjCYgliTUjw3EGT8I2RL0aS0WdehWkUor7XnQbcW6mggzTAQ8bXLCXxUlu+pIGe0M6jWCkXdYyCtwyI53BR79gpLPc8btXVWWRf2ZktioM9SY98b2/VwM8icxIuzg70nlaM1Ikm1O1GzMji9lWMIEzAFHUGS1+4qp/nbMn7Pe+8zN6e4Nfiyzspu3WTs1D4oL7NG39592Lva1FZmQwBCPRFGclaz146szI5teMVHUETBhhzzOv80tmZCNnwyhsBorXiKbfJhR5FSwYGe+9qFovUqS5wY8wndywHWJ7ZzTrwUh7/dFMveEnD1NDnHWwFYx0LtTvN03bOVjonxkZft3CrNXVSXc2vaZpe3XKVccVtviLM+iet8zIgQH9xxaWs81NAEwfZ/2bh8BQEuKqf51tBHuWvzOLPMy18CujTGgrrF49tDa0s/zPU2akkwkDWV7IjAxPda2zmGhGMFITZ4FnBSNVBWEzhaPXTZnF6HmWME07nMZgZNjMSIKRTkE6znHfiqtWDe1G7Jwi0kzWTJjKNWy5ltYO1Gmwf5ckG9V5CEY2np+hG9ZZDvndE8738euIRZumna36wq0zFFcgTd0A98+MjGPjlTiDgVGuqwn3gts57uvLXpuyMTOSYKQOfX0lxc7mZKmqxJEZWSpVPKdiOz8jTJDef5q2/nLCLTMyD30Ft7aY6W00ezAyD9chDV5toSwhGKmJc5TJeghVBX5zwUh209bFezftFA8kI5y7/4bdHdB6TlTBtaJWbEEDc3FOr3Nr5DXzGWH+Nmy5ltYO1EmrVKp1DZMkM3xUnQkTOhhhuE3Tdta3fpmRzveJkhlZhA1sROLLmAyyZqT6uFTTx8MGI+MrK/OWGdnXZ3ZnV8VZTpKNp4cqE6q9nR11VeIIRqqWC7G/5gxUhim7rTJKtW6viBlBsXwHI7O/m7ZfuwtDVOuDZjG2QzBSE2cDyHrwrIaQ/cZqJhjp1YnJWgcna8iMDMeZkTQ4GO7+9BpFd069LIqgDcg4G4fWNG3VLR41IOm13IRT2HLNno2R5WCkM6skyU51HtaMdJ4vq861b5xVrdZ8dyV31uV+959qTbq8bmDjFNc9oiqvgqwZqRrgClImJbURT7TMSP33Qp4yI53lJJum6KFaIqW9nYCEShzrxPkFI52fESYY6VdGmtBWcAtGZrkNaHGfpq3/vHuxlwFF7bOFFcdsj7BKpYo8++zqWNsiBCM1cTaArAcvzWnaJjRq84wNbMJpfs1I906EX0Ahr4I2PuJc482tkScSvaOX5DRt+zFl+T5x1hNx7vrrlPVp2qVSxfWest8/HR39vmW1sy73awiqMlbzNk3brbOZZGak1Z7xXjMy2sY6zt+Jq+0ULTNS/73gVo5nMTPS+V36+8mM1EEVjOzsZJq2SlLBSPuAvnOZpDDvb/o07f7+suv64B0d2b/n3Npipgcj7UvidHVlty2eJh3ByB/96DF5//t/Lz//+dzY3pNgpCbOjqMVjFR1VJqZbufV2DW9YMo67wJBf4fCNM5AUNjghldmZJI7C5tMRzDSa+HpqNl6YSrXcI3mal3D2L6Ae9Y464kkNxHJ+g5+qjrVyn6rVGrD3y/IGqLOoK9fgEk1uJjXzEhnEC/ZYGTN9zNU92iUhntcSyAECSw6pzqaEIx0O8e9vdm6T0Uar6U9MxrpaWtr3D03D1lqSVDXv+HuW1Wb2D6g7/yMaoi1pfzqK927aa9Z4z5g3tmZ/XvOLdhrcjuiv79c1zYqap8tLPWmfMm2Ed54o11ERG688cXY3pNgpCbOBpAViFF11psZqfVquOoenco7MiPDcablhw1GemUQZznjrRlBz2GcjUOvtV6iduLDNKLCBMWcWTGqbIGscNYdSQYHvXYzzgK/oPjGjUMd4yDrFjUGI/0yI92DkW71ggkBqDCSXkBfdf+NZEaqA6Ei6ns0SsPdWdfMmbNUfvvbZ0O/T5jlJ5x/o1Oe1oxszIxkmrYOVqaaPfhOQEJNHYwMV46p2jr2JUSc9Vq1GrysNH0NZK/ZO3noK7gNBppQd7hxtrWy3BZPk47MSCtr2i27OIoxsb0TQnF2SKxKVxVQaWak1qvwCbtbMcIhGBlO82tGugcYenqy38CIQkdmpFcAp7s72nVIKjOycffO/GRGhslkCMsrMy0LvDIjRYY6K9OnTwqYGTnyXkHuU9Vn+3XydHfewnIrT+IK9Hg1wL3KMlV7KErDfSgLf8Lwv7/ylb/LypWdsvfe28qhh+4Y+H2iPDNJdzSCyPOakbSL9VB1bAlGqqnu0bCBJnUwcuR9VZ/R31+WLbYY6/vefuVa2CzOuHkFI/Nwz7kN+pncRnM+/1lui6dJ9ZwmHV+w2nFxBozJjNTEGXS0pphaHRX7zdRMA947MzJ7o9hZwgY24TiDkWEbLF6ZkVmeftuMoEGMuIIEtVrNM4ATdXfMpNaMzNNOqs77P0wmQ1hea/Zlgdt1Hj166P+XL+8UkfCZkUHOgepZy+s0badm1r/2e3+rjPCa8aEqR6xHxG3nVxXnjqvr1/eIiMj9978e/E0k2nU1IRjpdo7zkBmpewppUVnLu9irrKiDl3mn2kE37Ew3a00++3vY60XVmtNBA0T+07TNyIxUlfl5yMhzK8OyFIyMq62Qd27XOskYg1VnxjmLgGCkJs5OsFXIqzpJzYzUehU+NLqSZUKnIUuS3E27qKNsQQNzXucujO7uQc8yJ+oaUGGepTDlWuMO1NnNilEv8ZHM99ExNSRO6szIFpk4cWiyyMqVVjCy//9+5v5e9nMRpLFfhGCke7AqnvtRNZAaJDNSdZ6j3Lf2jlOpVBnuuK9b1xPqfbKYGVmpVF2PIZuZkfX3ZJIbf8GdKjOyqIPIfpLawMYeAFJ9RtBNRbI8TTuutrBObvWv7rrDizOJgeUygnGfkp98MLJSqcV2TxGM1MQtI0fVWG8uGBluZ0nEh2na4TjXjAzbYPEaSbOvhVMUlUo18H0WV7DWmTHk5LzGQYUJxoQpL/O0k6qq7khqlF8VDDJ51N3JLTNy0qSh1Eirs+J3P4vUn4tgmZHhA7lZOrci7gHBuDp6XsFwrxkfqvMcJYPA3nGyP2Nhg5FRGvK6O5RewV4yIxGVKhhZxHZbEHHMTFC1DezPguozVJsMqfjvpq17mna3iKj7YXlIXHA7vybPyHM+/1mepZQmt/oqyXrMPmBnra/eLIKRmjgfNKsjqQqoNDNS61UpMAKcLKZph9M4Tbv5xpUlyxlvUYU5f3E1wPzW2EsjMzJMueYsh7PcEVXVHUktxp7HzEgRkQkThoKRra1DnRVrmrZXcV0fjPQ/B6pged6CkW6ZGUlO07bqVK9BVlW9G+W+tQep7fVO2AXdszhN2zsYmb0BbmdZoDtQUlSqZycPgaEkxLFms2ptxJFlwmrKz1i/Pmgw0rscMDkzMg8BcLc6UHfd4cX5/BOfCEZHMNI+aPHmm+2xvCfBSE2cjXLr4qo6Sc1kMHpVCqVS8QI0aanVap4dWGKRjZyBk7AdNa+ObhFH2cI0+OIKEvitsRc1OBamod1MZmTYdZdMYt3j9inF1jpccfMKBmWBe2bk0DRtaw3AIBvY2HcxDVJmRQtGZuu+THoDG1VHJUhmZK3WeJ9GuW3tgyr2YGTYNXGzOE07b8HIxszI7H2HPFDVVawbpxZnZqS9/LPqJrd2UNDMSNOnaa9Z4xWMzH6/2D0zMuUDCcEZjMxyYkCa3M5Tkhux2evMV19ti+U9CUZq4gw6WjeUqpM0OMiakVljcqFvqsZgZPCTWKvVfIKR2W9ghBUmsBZfMNI7eBN0zSGnMA3tMJktzvtCdyO5Gap7fMOGeKZQOOU1M3LixKHMSKthHCQYab83g2VGqgK5fp+RnXMr4v4MxlXOqN7fOod+7RrnMx7lvrUvN2HPMOrsDJf5HaRcc94butsWXudXtQRBULVaTb7xjVly1VVPR36PKJxtbjIj9VBlRhZxEDmIOOpfr2naboGMjRuDlW/+07TNzYzMwz3ndn5NHjB2JjJkuS0uMnSuv/Odf8rPfvZEop+jZ5r2SPmwbFlHLO9JMFITtwaQqrGeVGYkI8DJ8WsYmFwp6OKcwhtuncCKZyetiCn/4XaVjjcz0m3Dj66uaJ+T1DRtZ1ZMlgJqTqq6I81gpKkeeOANeeONTXWvqbJIRUaCkVaGW5DdtO33TJAyK0pHMi+ZkXGVM16ZuX4dXWf5EKUutg+q2Dv1qqmPXqIEmXW3HbzK12YyI195ZYP87nfPyVln3Z9oVodTY3Z8dsq2PFEHI4s3iBxEUtO0refOrfwOMjg3dCzmTtPu6Rn0XLs8DxunuO+wnPKBhOAMdFer8d8jlUpV7r77ldBrO0exbFm7XHnl0/L97z8QepAyDLc4TpJ1qL1cXr6cYGSmOTuOVkWinqadzJqRNLqSk+Wghi7OzMgw59BvY4Q0OzemCPN8p5UZ2dNj1jRtZ3CkVsvus6sK9ASdVhWWOhiUyEc15bXX2uTII/8shx9+Y93rbp1ca5q2VRYF6XzVByP9T0KUYGTW7kn3adrxtDlUAcegmZHO8iHKubV35O3ByLDBk/ytGRn9+lrntFyuJjaIotK4ZmS2Av950NtbUgaBithuC0K1g24cmZHWQIPbgEN7e7BlX/zqQZ3ByDVruj1/HlcdpZP3UiVmtiWcgxHVavzH+o9/vCaf/vSt8tnP3hbr+6pYSwHUaiIvvbQusc9xH/hNZ5q215IHYRCM1MTZ+bcqElWHspmgoXdmZPYLXVP5dTIMrQ+0KZUqDYVnmMaVXzCNzEhvcVVcfplk3d3JZ0aGKddUHaCsrlM1svj8yGtBMxnCcjvHpmXwWdOx3nqro27Awi1Dz9rAxuqoBcmMtJ/vIN9fFewoygY2cZQztVrNs03k115qzIwMfwz12ZAjAyxh21RZu64i/mtGRu1A2p9Pr83o4uYsC7I+PTCL3DZ+ykNgKAlea+YG5RWMdHvGvTIKwxyLzmfMa4q2SD4C4F5ltKmDLaoyIO5+2yuvbBARkaeeWhXr+6qsXTuSffnmm5s8frM5btfaL0GnGfZnxP49m0EwUhO3DEhVR7iZwsM7M9LMQikPdGcvZI1qykiYTo3frotFDLyHafDFNTXF2mXW7dJFDfSFy4yMvmakSLod4TipAmz2XX/jpGOdmijs95u9jHHPjBwKRvb3D/1dkGCkyMizFuQ+VQXLipMZ2Xygv1Jx3xyuUqn63oPO5yTKubWXEfb/DtvJjjZNO/SfxMrr/Pb2ViLvgGz/u6TKLRVn3WfagEoRuAUjowaGnnlmlXzjG7MSmxmQtN///jm55JLHXX8exwZyqvW7rT6h23kPugGhydO0/YORZrVhovDq25vWRrOoyoC42+KtrUNZsWncf2vXjmTgNjOV+bLLnpBrrnnG9edu1zOppIparVb3jLiV3WERjNRE1fnv6RlU3kDlMpmRaapUqvLEE8ubOj9Z6zyKiMyf35rKWhoqzvUiRcJ1uvwK3iIuSRBmsCG+zEjvTmTUCjLpzEj72oGqezELVOc2qe/idm+ZVqfY72t7YNEtM3LixKFp2oODQxleQXdHtt4vqTUjs5at5VbexpF14pf14VfuOTs4UTL57M+a8/3CrIsZJfCle5qd1/nv6alEDiTaMznSDEY6y81yOXttt6xzCxpGLS9++tMn5He/e07OOWdOM4elRaVSlZkz75X/+Z+H5PnnVyt/J6kNbKzNUt2e8aAbEFqDLF6DRrpYwUi3dc2b2TDWFM3MHNBFNfDb3R1tWSc31hT9arWWeD1qzxhctSraVOb163vk+99/QGbOvNd1iYS0g5HOz4urriYYqYHb6H1396AyKNBM44g1I8OpVmty4ol3yqGHXi/nnDO7qffxortD4fTmm+3y3vf+Tj70oeu1fL5qxLVWC36e/FLSs9aZj4OOzEi/YGTUDSzCNF6bnaad5nplcVLVHUEzGcLwmiZrXjBy5H6zD7SoprSLjGRGVqs16egYCNzBs+6jIJluqufSr5zLWraWe2Zk8+WMX0fL7x50dsKjDBy6ZdyKhMsUyFtmZLUafQ0p+znVmRmZxYHkrHN7ZqJusmnV4fPmrYh8TLqsX987PKDyxBPq449jzWZ1MNLKjFQ/40GX2TF5cM0KRrqdrzzMGPQqo01ro4kMtW9UZX7cbXF73ZT0RkX2zMjW1mhJPuvXD33/Wk1k8eINyt9JOxjpPG9xTQcnGKmBWxbSpk39ygekmY6I198SjGx0wQWPyB13LBIRkTvuWBz5fbLWoH3jjU1Sq4ksWdKmZc08t6BJ0M6a3zFncW2uZoV5vuMLRnp3xKNmYCY3TTu9HaiTpjq3YXf3DcJrmqxpDV37ObEadkOve68ZKRJuas1IMDLImpH5n6bt1qGLYw04/8xI789wPhNRgnv2+8fZqV+1qjPw+5gQZO7sHJB99rkm8OCr3zMeNQvEPk07iUEUNwQj9bOCkc5stah9FCuwsW5d9upye+DCbbOVOKZpq54x633dAxzB2hNZnqadh8SFrE3T7ugYUNbDcbfFrWnaIskvx2TPjNywIVow0t6fcsseTzsY6exfxbWsAcFIDdw6Qq2t3cobq5lACmtGBnfLLQvk4osfG/53MxF//8zIyG+dCHvDJOhUjKQ+3y5oxem3TlUROxhhGlVxLdrtlxkZNegZ5vpFCcLan8esrjOlanwk0eDK0qi7/ZysX9+YGelk7aYtMjRAE5QV4AqWGdn4O3kLRia5pqjXe5TLQaZp19c1Uc6tvRxzPmMrVoQJRka7rnHOrHj66VXy8svr5PLLn4y8zICdX2ffjb29FXSjjGaVy9WGa5C1Zy0P2trUg5hR+yhWMFJHW7ZZ9owqe51l12xmZK1WU7aZrbaTW3swaIDDr1zTmRxQhGBkltpoIu6Z0W7lQlT24L4zE3Plyk4577yHItdfTvZg5MaN0TL97f0pt/dIezdt1eBdHM8MwUgN3Ap0txH1ZhpH3pmR2S904/L006vky1++u+61ZrLFstagtTfaktqB14sVjHSOjAcNklnPlNs6MFm7HnEI83zHF4z0bjxE/ZykpmmrKuyoDQfdVINcSYyOeu+ma9ZO5PbjsTds3Rpq9szIV15ZH/hzrPIryH2q+p287abttu5WHOWMV7kWbJp28xvY2NsGzkzLlSuTz4yM836wsk+q1VqgDozb+bXq3qi7a9rLqrQyI1XllWlL6BSBFYxwnvqoz4fVhi2VqpkLLtmfH3s2v12zAaXBwYryvFivNRvgyMI0bTd56Ct4DcgnFaRqRhrByN7eUl294ny2rrrqafnxjx+Xr3/9nlg+z74sUNS12+39Kbe+le5p2iISy14TBCM1cCsM7CnEds0FI1kzMogvfemuhnTjZoK1WavQ7IX0unXq+zBJbpkQwTMj/TPATJgSl6ZwmZHNlwW1Ws03kB31c5LewMYuzfXK4qSqV5JokHjVGzqWePBiPyf2jFe3oOno0SOjGa++ujHw51iNzSDPnKpOrvr8WdbKLre13uIoZ5qdpu2sK6IEn+zTzZ2ZkWHWTIwaVIyzM2+fChdkMMEKKLsN/LkFUPzYM7WSnkJnUZX/xCLT5xaMiPJ8VKu1usH1MBnuJqjPqAoXgAjaTnJbvmVkN+3mgpGmTtOu1WoFCUa6n9+gU+3T5BZoizMxxhlfcWYdW/+eOzeedWbtGc5RM7Tt399tM0X3gYP0gpFLlwZvK7shGKmB+zRtdXS5mZFaMiP9rVvXI6++2tbwerVai1wxZa1Cqw9Gpj9N1S0TImjnNUgQJOkFi02T9jTt/v6ybyAwajAiTKckzPdWNa51ZAbHQVWvJDEK7r2brlnByPpNMUbKGK/zYgVZ3nqrve7fXkYyI/3vU1XdkL/MSD3TtAcHy75ljDMYGaWutmd+OgNnYerPqEHmpIKRQQb1/DIjoy5zYf/stIKRbuVA1oL/WecWdIvybHZ21q8/9+yzq6Ielhb2IEbYQfqg5YLb82Xd982W3/7TtPU8X11dg75tlDAbZ5rKqz1vcmaks63ltoN0FM5BQuegWWfn4P/9f/NZ+X19pbqAf9Rzbg/SumVXJrlZoIrq3nr9dYKRmeR2Y7ot1tpMuehVKWRt+kJSFixY6/qzqAVTkM6jSRWeveCMI+U6LPdgZLACNUgQxMRKOElhMp/jCBIECeK5Td/0k2ZmZFdXNoORqoB8f3+607TNy4y0T/3sV77uJsxGHElP087a4FaSu637TUHzz4ysv/ZRqmH7QK6zYx9msXrTMiODrNXoF4yMOpjT2ztSFse1Q6cftw5bXIvyIxi36ZhRyj3nzIaXXloX6Zh0sSelhF1LPWibzy0YaZUrbtnPQctvUwfXgq4HaOK6imF4Z0aa1UYTcR+MiHPtYGdmpHPQzD6g3GxA0rlUSdRZqPa61C270q2PnNaakSIib77Z3vT7EozUwK0w8BpRjr62ELtp+3nppaFgpCoDxj5KGUaQRpRBsci6wlfHBh7W5zvPSdBMK6ug9jqnpq1nF5Vbxe0UpsMaTzDS/7iiZmOHKf/CfIaqYk1zJ9c4qRofSTSqsxWMHDkn9oZtkMzIMGvfWZ27YINQqtfCByNrtVrgsiBt7pk1zTeQ/dYs9bvnnfdolICHvWx1dhLCrHNlWmZkkCUq/M5v1A6kPQCZVjDSrU2Q9WBE1niVY2GfT+c9rJr1ZDJ7MoBb0NAtWB607eP2vta5dnv/oOWOqdO0gwYjs564kJc1I+PcgMq5M73zM+3t/iefXNnUZznjBtVqtHiLPRgZdmAiqcxI1fuuWNHR9PsSjNTArQHk1RCM2jgiM9LfggVDI6eq/mDUhyxIA8qkbBd7Qaejg+vWgXHufOrGbYmD+s/IZsab3S9/OU+mTr1M/vznF31/N0xQLq3MyKhlTpiR9DCVvqosdltPyXSqQGASS3FkNRhp74B5DUxYwUirvAgyaDSym7b/+VYFHqNkRp599v2yzTY/k9mzX/c/wJS5Pedx3I9e919/v3pjBjtnZyzKDAX7Zzg79mGCcaZlRgbLbvfOjIzagbQPPNqzJJPknhlpXoc9z7zanGE71c5+1FtvNd9RTpM9gytssDxo28ftGbXKI/c1KYMGI83M9A8ejDSrHRNWltpoIu4bWMXZFndO03bWdfY+8FNPNRuMbOyPRknysSd4uA0guF3rpOow1UCFM9AbBcFIDdxGJryCJdHXWnOvPAhGDrEyI1VWrgw+Vc8ua8FIe6EfJMMtbm6jPkErziCbBrgtAJwlTz01tP7Rr371pO/vhsuMbL4sCHLfRC1zwk3Tbi4z0rR1D4NSPStJlPFeASXTGvH2c2JvzAUpV8LEqJrNjIwyre3vf39VqtWaXH65f1mQpkql6noe4pmm7X3/pZEZaf8bZ4cpTGa1aZmRQQbs3M/vUDQy6nqP9uuSVofZrS3ONO301Go1z456s8FIt41BTWUfWA+7dmOzmZHWwIxbIKNaDTZ4Y3pmpN860CYG7MLwOr9JLN3TLLdBsDjXDnaWA866zl5ve8UEgrAyI+332YoVnaHfxz5I090dbmDCvslenNS7aTc/m5JgpAZWh81ZIHqNAkSNcnsVSmxgM3R+Fi5c7/rz1avDFyAi2QtG2gtiHUE7tw6cWwHsFGTEMw+ZkVZDO0glbY2SB9mAI44lG6wGhdfnRb3nw03TDpMZmY9gZK1WUzYSkihjvKfJmpVRZA+OBg12BHlenKxppUHvU2e97J8ZWf/7Gzb0Du8S69wVUjevdkXSmZE9PSXfILIzYB5luRRrk4NardZQFofpQJmWGdnMNG3ruYma1Wifmp3WoIbb55g2qJJnfX3em06FvRbOe1jH4HpUpVK17vjdnvO41ox01nVWPeSdfe7/fPslUDbTLunvL8utt77suseCF6uf4FfmBykHTVWr1XwG7Mxqo4m4Z0bH2RZ3Zu9ZG9ZY7P3DZjdkUWVGWu21MOxBWtUu6LVaLfXMSOv5t5cdcZSxBCM1cOsIeT14SexCS2bkUKHjVblGTT/OcjBSx5p5zWZGBglGZrmBYbEqpyCjXmGe73iCkf4VUhq704f53qpnP4sd0VKp6rKuYPw7V2YrGDlyPPayxPs4w0cjrbo7aHDJ2VAMmxn57LOrh/87zkXe4+BVliQfjPQPBDrLzqhlUqlUlcHBxmnhYZ6BqM9mXOt912q1uk59kGlx1vl3duitzknUtqq9/ZtWZqJb2y+t3bzhP30x7LVwtvP6+8tGbRbppb3duYSEurxrdrdrt+fcOk1ez1+QAJFfudbMBja33LJATjzxTjnttL+F/tug07Sz3Ffwa/8mtZZgM9yCkXFmqDozI+1LFVSr9YOKYTYvVLEyI+3FzvLl4ZeLsPepVO2KSqXmGlhPqg5V3T9xPC8EIzVwa6y6ZUzafxaWV8FULjMVxWsnbRGR9eujpR9nLRhpL5h1NMTdshaDVEb9/eVAa12Z1mmPwqqcgky1CBeMbD5IEKRCsjKKwkpzzUjTAmpBeNUPcWd6Nps1kSZ7+WE/Nq/jjJIZaX1O0OCS8xyGXTPymWdWDf+3aWucet0fcQyAej3fQc6Fs+yMGqjo7S0p68ow5U/UTnlcG6z09JTqOi1BBiL9PjvqNXZ7VpNklfXOZ55gZHr82thhZ7RY7RDrmtZq4TaV0skZjBRRD/K6ZT0FDUB43d/Vqnu2lUiwNWH9yrVmBkhXrhyarfbYY2+F/tsiBCP92vKmtdFE3IORcSYGOBOL7O3inp7BuqBekP6kF9W05SgBTvtxhN2gMqlN2FRlTxxBY4KRGrg9YF4VSdTGkfeakeYEw3Tx2klbJPrO0lkLRto7IToa4u6Zkf7HEmS9SJF4d2azu+22hfLtb/8z9gw0FathGqTRGSbAGEcw0qo4/fr2USrJMM9KmO+iquBNXFPHj1djIO7nOUs7NdrrWuu+q1Sqnvdgc8HIoJmR9Z/v98w47/+nnx7JjExr5+GgvKdpN99Atq6d6joFORdhs1Ld9PaWlMHPoWyFYO8Ztc6Iq6PhnOoYpKzwm6ZdrdYiBSTtn53FzMiVKzvly1++W154YU2zh1UofstMhB1EtgJJ9kfw+edXu/y2WTZtaqzHVbOz3J7BoMEbr/t7cLAyXEaqirEg06P9M/2jtzetIFKUoFrQYGSWl3TyqxtMDEa6Bf/iOtZKpVq3S71IfVvBWY+Xy9Wm+gHO3bRFwq9d299frvv+qmfbOxiZ3m7acbRHCEaG8Oyzq+Wtt9qbfh+r4xJlgfyw8jhNu1qtySOPvBlLhfHSS+47aYtEHyEJUtmaGozUsXizWzAySHAjaAMjqQyiH/zgAfn1r5+WP//5pcjvsXZttzz/vHcnplarDd+PQQJu6U/TDvasRAlYhWm8hvneYSt4U3md07jXzMpSZqT9vFjPTBLHaN1HQe/TsAEx+89rtVpdZqRp92vSmZHN7hTqnKYddQZnZ+eAa7ssaDZy1MzIuO7hxmCkf+DHL1BYq0XrzNuvXVq7WbsFb6Jkk//pTy/KDTfMly9/+e5mD6tQrMxIt0GgqMFIuxdeaA19XDpYmZH2c6Ga3um+aUWw58YamFeVfYODFc8yNkgwMslp2laZWy5XQ2W112q1wH0F53qCWeLXljetjVar1VwzI+MalFq/vrehjWWvb1T9z2bKDNWakWHX9na221XnQkdmpOr+qdWav68IRgb02mttctBBf5CDD/5j0+8VpTOeTGZkNoOR//zna3LYYTfKF75wR9Pv5bdrVtSpvVnKjKxUqnWN77TXzCuVKq7PRJDOZdB1PZNaC9NqnM2btyLye5x00p3yvvddKw88sNT1d7q7B4cbcUGe3TABxjjKgqBBryj3V1JrRqo6vVnc2MvrnEbN7naTpWCkvfyw6kK/+jdKZqT1vYN2spzHECYYuXJlZ11j17R6POk1I73eI0h9EXaKvJtNm/pc22VBnznzMiPDnz+L/bkJ2/GqVKp1ZUdaAXa38ipKtrGV+bJ0afiNCorMmbHk1NkZbZq23eLFG0K9hy7t7arMyMYAmntmZLD616s/OTDgvaFQsGBkuGVHwrAfe5jEiU2b+gMHt5KaRZWGrE3T7u0tNb0Gqh/VM2Q/D6q+4dy50ftzqszIsEtFOJM7wqwdKyIyMJBMu9DtGQo6Q9ENwciAZs16VSqVoZEVv8rTj19nXDXYk0RmZBrTSpPw2mtDO109+mj4NUPsOjsH5M032z1/J2qllKVgpPPeCrI5Spy8goRBKk5rtNMviJDEdMZSqTKccRlldz+Roedw7twVUquJ/OhHj7v+nr1yCvLshglSxBOMDNZpiJJ5G2YkPeh3GdqBuvFeNy24E4TXOY267q0br2myaWU0BWU/L9Z6pX71b3PByGqg93CWuWGCkU8/varuZ7WaWefd9MzIxinyUYOR/a7tg6CL1UfNEIorY8RZZ0UJ5qpY67oF5QyipFUGuwVvomRGWv0Ck57FpPX1lWT//X8nJ50UPTHAL3AddkaLKhgZZSdbHazMSHuRtHp1Y2DDLeAUNNDkNegwMOCdGemWxWYXdkO2MOzPZpi+eNCsSBHz1mEOw698Nm0mhdf9FFc9oEpYsZfTqj7o/PnRMiMHByvKvlDYdUidyR2qQV6vaxnXJndOVhnjbDY1uwM5wciA7r9/JGOptbW5CHCUzMiomxDEmRm5YUOv/Nd/zZHFi9dHOpa4WA9p2Ift6adXyQUXPDIclHr55XW+fxN1ynKWgpHOijftysorGBnkWQk6IhP3Rh4i9RVM1EXSly7dNNy59KoA7ZVTkHsnzPMdx8BE0MzIKFP4kpim7dahN+W5DMPrOYk7M9Jr5D2ttd6CcnbOentLiaxraQW1g3aynNNhwwQjn3lmaP0ze8AzSAcxLV71RxzljHcw0v/aumVGho1JemVGrlgRLBgXPTMymWnazQQjW1paZPz4oS7FypXh2sjOgcK0gpFuHasga1U7WYGRLA5mRfXUU6tk/vxW+ctfFkZeNsk6b27PX9gZLapOf5hAlE6qNSOdWVblctW1vgi6zp1XkkV/f8mzHg8SVPEr16rV6M+Ivcxdtqw98N+FuQeyvIGVX7/YtDaaV9ulmfvEzspat7eZBgdH3ltVxrz6alukz3ILkIdNbHIGNFVtS53BSKdmZwQQjAygr69Ul4UXdtTXKUqAK2pWl/eakeFa3zfd9JL87Gdz5XOfuz3SscTFekjDBg3+67/myIUXPionnjg0ius3RVsk+ih3loKRzoI4qUIs6OfbBWlcWSPHfp3JJKZp2yuMqDvwLVw4EhTv6BhwDerZ3z/IrtRhpkQ2M1JtCZoZ2d4e/jokMU3brVKt1ZLNGn/jjU2xL5Dule0Xd6DKe2pItEXlwy7uHYRqo5qursEAmZHhUyOt7x30vnEOjEQJRtof/7DBnyR5lTtxPFfeGyj5t5Ocfx91zcj29pE1I523zOrVQYORZmVGBllCw+v5nzBhtIgEXzrF4nwe4qiPgnD7vlEGLKwM9KTrD5PY29BRM/D9/i5s30fVDnP7jFqtJgsWrG0qgFyr1eTFF1tjaTerdtN2PqPey6Q0v5t2d7f7tFmRYO08/92045mmvWJFsAx0keAzqJyfkTV+ySSmZW573U/VavSZC3aqhBV7GW31De33RtQ4j2qKtkiwgVI7Zz9QVad4ByOTqYPc+k1+s0z9EIwM4PHHl9ddgGYb/qZkRoZtMFnrVC1atD6WAiIq+255Yb6D9bDMmvWazJ691HcnbZHoD3SQ4IkpDVZnkC7tIGlc07T9JBHwsAd6ok7tWLSoPtP4xhtfVP6es9L2OzfhMiObv+ZBg7HRMiPjD0Z6dbyT2sRp9eouefe7r5IZM66L9X296pSoQXI3cS6aPThYkX33vUb23PNqKZfjHQRRnZNNm/oSyYwc2ak7aGZkfVnhV59aZXK1WpNnn23cGXb58vZAn5sG78zI5ssZr/cPcm3jWjOyo6PftcxXTa1UiRoESS4YGf782VnBSLcOmRtneRtXRowftzo0Svlvz4iJutZ41ixYMBKMjJqB7xeM7OoKdy1UwQ23gOatty6Ufff9rZxxxqxQn2F3xx2LZL/9fhfLxkWqNSOd5zWOwUCvYFtvb8nzfYLc22EG18KyX8ugGegi4TIjdWziGRe/PmuWpmmLxFPXWX0/ezPL3hZR9UGjznRTbV4jEv68O8sxVQJK0kviqLhdj2aT9AhGBnD//a/X/bvZoEaUDRySmC4cNhhmReprNZEnn1wZ6XjiYH9Ig56XarV+J7WTTrpjePdir35grRbtoc5SZqQzfTzqd47Kq3ETZKQ36DRtt0qiGfbRqyA7kaosXFgfjPzb317x/SwR/3vfGqkPMm7Q7L04OFgJ/CxG6ailmRkpksyUfhGRJUs2SLlclcWLN8S6SLp17lUDK2kGI8M2HDds6JW2tj7ZtKlfHntsebOHVkdVz65d2xOq/g2aJGl976B1amPwJVjn7dVX25QN52YbgnHyyhAyMRgZdWDVazftoBu4mDZNO8jzGyQYGXb9ZGewKKVYZFMb59lVq7W677xuXfwDnyZ66aWRWR1RO+9+6/6FyYysVmvKerVSqSnre2v93b/+dXHgz3C6++4lIiLy978vafjZP//5mrznPb+VF15YE+i9Nm1qPEbnTJI4NpDzGjjv7h7wLAe6upqfph1XZmTQDPSh3x3qJwQp7pNYXz4tfhm6pgYj3dpacWSpumXqW30FVZtqYKASqR9sDcQ5v0+1WgtV36tmyDmfS1N20xZpPi5GMDKA++6r3+G22YZGlMBi1B2O45ymvXHjSCV0552LIh1PHOwPadCgQVtbb92I0caN/fLUU6s8/mJElM58loKRqoI4zWkKqhR5S5DOUdARz/b26NNVly7dKL/4xdyGRkp9YDxaB9EZjHRbN9I5UubXYApTkTZ7LwZdL1IkWGbkW2+1y5VXPjXcsApTiUfd0dgu7mnUFnuHNc7P8Kof4s7S8W4AhXsG7B3HZhfAdlJd3/XrexLJjBy5T4Pde1GnaTs3r7E0u5NhnLzujzjqPKseV3Uqg3TGneVi1GPq6nIPRgYNxkX9bLdz/OSTK+Waa54JHGB1HmeQ8xckGBk2S07Vjktj5ohbWRB2x9mNG/sadrzPu0qlWrfu+saNUTMjvYORYfpLnZ0DrsGmRYsa14i3ZktF3WG4VqvJI4+8KSLqrMS//GWhvPTSWvnud+/3fa/u7kHp72+8553t8zgGA5uZpt3Z6d838KsHmwmU2I89TIJBmMzIJNoIacnTBjYi0ZM87NyCkVb703rGnGWHqszw4zW4EiaWoDovzrJQR2akW1nZ7EaZBCN9rFjR0TCNstmTHqWgixLArNVqno3dsA1he8Dh8cejb3vfLHtQJmh20apV0TtrYacciQTrlJocjOzsTCYYE/TzLX7TTvr6SoHXKmymgfG///uwfO97Q2uO2tkrjChrsZTLVXnllQ11r7mtG+l8zW/txTBLDDQfjAx+vwSZzn7yyX+V73znPrnoosdEJJlp2l4dkLh3oLbYO/9RM0lUvO7tuNdK9Rp5ty8KHoT9XnjrreDrPwWhCtBu2NAbeWDPS9iguXODjKDByGeeGQpGOgduWlvjz/qOyqvciaPOazYzyFk+RF1xpqtrcLj94XyPoOu0Rs0QcjsHp58+S775zXvlllsWBHqfxszI5oKREyeOEZHwA7iq9m0aAQG3+yXsZzs7oCat4ZqUN97YVHfdwrQBLP39Zd/2QJjNhLzuu+eea8xOtIKRUTvuS5duGu5bqJI7rLo3yK7PboE1Z+AwjmnaXv2m7u5Bz/cJkgDiVw82MyvEfj7CZGCHC0YyTTstfnVl2Cx7FbesPWcw0umJJ8LHOaznWNWuCDNIpSpPnYFZPdO01WVDmIQUFYKRPmbPXtrwWrMbAkQp6KI0zPwa/mFvVvvDsWTJBo/fTJb9pg/aoV+1KvpI9fLl4TvJWcqMtBqD9g7uhg3p7c7qFSzxy7QKkxpeq0XPRrPWpnnwwTfqXrffi1EK/zfe2KSsUFTrRjorJ7/CP8zxNLsGbJiKyG+kc8mSDTJ37lAjYM6cofI3XGZk88HIuHegttRP5YsvgOQ1WNXdHW/D2rpfVbdM2EX87R2LVaviDUaqzklb28iakUGmYAd9LKwOQNDgkjOLOngwsnHzGpHg04LT4NVAjmOt6WYzg+LKjOzpGXTNMAo6ABA1+8/te1plynXXzQ/0PmE2xwjyO1ZmZNhsbFWWfxrrtrm1xcMOLDrL8iTWpzbNggX1WUNRZhAFKbfC9H28juHll9c3vDYSjIxWBlhZkSJD5YizfLPKgSB9PusectZLYbKhgpR/tVrNM6DY0+OdGRlkCrNfmVoqVSO1l53Hbp+t5ydMMDJqpqwJ/MrwpDY2icq+/JtKs8HIWq3mOnPE6ue61dcvvKCepebFK1v3jTeC7zitCkaGWbIh7czIZpMeCEb6uP/+oc6wvYJodg2uKIHFKIWjX8co7CLh9iBsR8dA6rsuW+wPadCCym0ntSAd0uXLwwcydQYjf/ObZ+STn7wlcNBbVYhEyQaNyjsz0vseC9PAEKlfcD0Mq9HcGBCs3+E67DNh30nbTrVupPOz/QZFwgUjA/+qUrjMSO/70h6ItQYb0t7AJmvBSK/vEvf6R3GuU2PPkIh7TVdVPdvWlkxmpHXPBQ0uOY/Bry6o1Yauo9sSDnHvmN6MpIORXmVskCCS81xHPaaenpJroD/IVEaR6JmRbufAetbt02fd1Gq1hvZTkLLTq06eOHEoGBl2MzdVcCRMRlxUbu3qsO1tZ1meZvtJF/tO2iL+MzVUgsxAiCsY+dprbXX/7ujoH263RG2L24ORIo33jVW/BbmfrAC2s0/iHJBvNjOyr6/s+X37+kqez3iQ+jNIufb6622+v+M0MFCpO/agyQXVas11qq5K0F3JTZS1NSP96spmZxB1dg64liFWue3WB128OHzSlVfZHyaxSZXgsWFDfT2T9GaBKu6zCZprVxOM9FAuV+WBB4Yyoezt1aANTZGhwvKGG+bXFZpROofRgpHeDcuwo4HOh8MK1Kapv79cdy6CBg3cpmkH6YdEWY9L127a1WpNzjvvIbnnnlfl6qufDvQ3qqlmSU1TVbE60qpr4TftM0wDQ0Rk/vyowcih8+HM+HAG4cIOVFjrRToboKoROefz55eNGDYw2kygwPreQYL7XuVfpVKVP/1pJBhplZthOgtBK2HvzMhkgjv2jOMkpmmrLmHcGUZxjsbagxZxlzmqxlF7e38i0z+t7x30+0fZwObf//1u106iSbv3WuWOqiyIIRbZdDDcWT5Ez4wsuU43DNrGi76BTeP3rNVqw/fV+vU9vuV5R8dAw7kIcv8GyYwM28ZVbcAVpp0dVVxrRjoz/NJsP+niDEZGWdonyIBcmGvh1f5y7rzsXBYk7LNoXy/S4gzCW0GOIBmL1mDcqFH1Baczk63ZzEi/9eB7eweb3iQsyLl0W//Yi/PYg65t39bWG6ptEmXJJVP4ZT6alhnpV1c02072ylK3ym23YGSUWZFeg+phdn9XJXg4M4Gt51TV1kpqzWW38rjZ+4pgpIdnnlmlvCHCrHdx5ZVPyZe/fLeceeY/h18zJzMyeCO8Wq01VPTWLnJpch5D0Iwsa5p2lM5QlFHuIOc2iTTqJUs2DJ+ToKM6qoLYOQKTJK8GqV9AzS3j1c3ixY1TdfyUy9XhwJ8ziODMSAqb7WYFI533ZWfnQMN7O+99v0yEsPdXM/djmGnaXlOEHnxwWd3AgdXYDFOxBi3XvMrhuHegttSvGRlfh9VrVDLuYKRXoyNsg8Relza75oyT6nt3dAwkkhlZqw1dg6iBcL966c032+WOO9w3jYt7XdBmeGdGxvH+7veYV+Pc0pgZGe04+vpKrp3hoO216GtGNp6DwcHK8PvVav6dfdWskiDHEyQYGba9quqQRlmDMCy34wybPeSs95PKrDeJMxgZNhtWZCQY4PW8RglGqt7P2Y63pmhbgm6GabGvF2lxttmscjnIwLBbZmStVt82a3Ywxn/DoLJnMC5I/zVIG+zFF8MnBjjL26B1edgZVEE3AjKR3z1QLpv13fyeu2brAa+EFaucdms/RVn+xiteEGb5jiD7BiS9WaCK27Nhzd6JimCkhzlz3lC+HqZzZxWCVhZhrVaLFFiMMlLj14EP08Hv6OhvaLQ/+eTK0MfUrMZMtGAd2NWro0+bWbcufMNSVzDSWmtPJHhARZWBkFRmmEocwcigwqzZYdm4sW/43ncW/s7KIexImnNzLDt7huDQZ9VfT78pKmEDQ81M3wjTYPCafnfDDfPr/m0dU7jMyHBrRqo6LlGmnAVhDwDEObXWq06KOxPQ6z4Jm41r78DGnd2n+t5eU3aatX59b+T1Sv3ub78gW9AMkTT4lTvNjth7b6AUbM00u6iN9r6+sut5D1r2Rv1s1TlwduruvNM9eC2iDkYGWbrHqy1qBSPD1iWqDmlHR/JtEPc1I5sLRiY1mGWK7u7BhrZUlE1JgmSQhrmXvM67s35pDEaGK0OdWZEijYGIkWCk/3Nl3UOqwRH79/J6/vzWWBcR+de/lnv+3G+adpC+aJBBjSVLwk/Tdl6joBvmhe0nBDmPpvKamTD0c7MyI/3aLkH7+G68AoBWP9dtIKWvrxxqxli5XPVcOi5McFPVp3K+piMY6RW/CrNBjxPBSA9uIzdhgolWI8uqlAYHK5FukmjBSO/PCTMqr3owogR2mhU2O8zSzAY2GzcmE4xMYk0H++5fQTv3qkZk3FlKXryCkUGnaQetL6IUlvYKpFqt1QWRnc9FmPtMtZO2nXPdSOc18cuGChvsbmbRbr9FqO3cgkHt7f1y113137lSqUmlUk19zcikdpO3N1Ti7LB6BdjinnIU5zRte0M0bGaKH+v62hvl3d2Dw6/HkaVn9+abmyJnRgapL1pa3I/ZpAX3k15Av9n7z3kOoy5P0d/vHoysVmuJLtWiDkbWH8tjj3kHHdTBSP/PDpIZWak0bubhxRpMsf9JGksPxJUZ6Qyq6Vw2Yd26HjnppDvl0UffTOwzFi5c1/AcRSm/456m7dVuHRys1AWZnMHIsPWxFYy01y/271OpVIfPSZDnvLXVPUvUHuT0zoz0/5xHHnnL9XNE/DMjg5TfQb6vc5p8EM7ytlqtBfqssDOoTAvYheF37EltbBKV3yBAs2WptcyaOumg//8+w/3ZD7PkxoYNvZ7tyqB7XDiXo7M4j1NHMNKr3/Tqq+EHGCwEIz04Fzy2hCmorMrIKtyjZmVESRuPMzNSVcn39rqvmfToo29GWm/B/zic2WFBg5Hh1320RAkamJAZGXTajCqolVRmmEqamZFRNg1xVkb2KVjO7LYwGbhLl270rEzsm+3UarWGe9/v+oa9v5oJQIfJjHSrzG67baGyAt6woTf1NSOjZHkEYW+MxNlh9apX4l6w3DszMvo0bdX7Pvnkykhr9oqoz8lQMDKZwN2yZR0hMiPrv2uQ+9urkWtS58mvzG5247s4NlCyl41RG+39/WXPMjjI1Pk4p2k7g0FLlngv02KVRc5OWjMbIFgb2IiEHbRvPI9pLD3gllHe7DRtnZnKf/jD8/KXv7wsp532t8Q+wzlFWyTaFD1roNerbIuSGen2fo8/PhKgdwYjw+zaa18v0v5Z9vvAfg8EKWOsteZUQZMVK0b6Us2Uf27Hbdff772bdpB2ZZDvG2XHedVzFaR/FrafYFrALoys7abtN4jRbD3gNU3bune86vEwS5b5LekWtM3v1hdz/n3SS+KoeMWili6NnqBGMNJFtVqT117b6PqzoKO+VuFZqw1FtaOuVxU0Hd0uzsxItymFd921uOG1hQvXyUc+cqMcfviNgd8/qMaAjP/DPTBQDtXQcPIqQNzuAx0b2GzY0Fs39SFo41BV2Afdpa5Zg4MVz0CWX8UZtpERJQDkvHeWLRspcJ2VRpj1Rb2maIvUT5/v6ys3VDx+937YRkczSxmECUa6dVKtKdrOxviyZZtCPSvBdzT2CkbG35ns7S3VdX7j7Gx7TdOOu2HtdV81s4GNM+t44cJ1cvDB18khh/wx/EGK+pz09pYSWTNSZKjDaF+zz4sz86TZUeygmXhp8OsMNRscj+P+s5//qOdtYKDsWQb7Tclq5nqpvqezvm9vH/AMLLq1ifyC9UEyI0XCLUOhnqadncxIk4KR1oB01EGcIKxgpL2ujjLIEyTrKMzghd8gun3TTWcwMsz9qlovUqT+mbLXbbWafwa2VzDS/lnNBCNffbXNNwg4MNDY1rQL0r4K0reM0sdQlRNBEk2sfkLQAE2Wg5F+z4tp382vrGy2LLXud9W17+gY8L3fvTakcfJLdgl6z7v1p5x9Bq8M5mY2JPXiNcjYTAIawUgXK1d2ep70oA+IvYG4ZMmGyFkZUdaw8Ks0wjSG3R6Oe+99veG1Z59dLSJDFXbc08ec60cEuQ5hd1x2cvuMt95ql+22u1zOPfeBhp8FqbDjrhSca3gGDUaqAi9p7GQp4j8a7XeOwja4BwYqoQtpZ6fSGv3p7y83PM9hUvrddtK2lMvV4e+vGinzu/fD3l9hA7t2YbIqnVlhIiKvvLJB5s0bun+dl+f11zf+//bOPEyuotz/38lAErawC4jsXkAuEIwIBBRlE2S5gCCLuRcQ4f5QUK6gl0WBBFEWZbkICLIE0JAQtoQtCWRfyEaSyb5nJskks2e2npnu6e5zfn+01V19uupUnXOqeqYn7+d5fCSZyenT51S99da33iXQKZ+uXfOzTaZThoHCOqwmN6x+ApvpchBRNyo8XtvDRx0vX55JBaysbMH8+cHrE4ueSUaMtBMZuX17m/b3Ny1GAsU7QFJhW4w0USaAP90P67Mnk2lfO7Fli3/JjiiHkTo1IwFg8mRx3XMgt/Z6v7+qJrqfGMxHRgbxu0T3bis6ncdUZ1DvJtR22YS2tgROPPEF3Hzz+Ly/dxw3u46mUvYOJ5YvrweQP3bC2FWdTJUg70IVJcc3dYoiRorqRQL5+ySvcOD3fFzX9T3I5v1cv/rBKiFKdt88XV1pZcSVyofWsW3JpBO6rAv/3b3vUUTQg/becrAXBnUDm94lRqr2qVH9ZL91qL09oQwKCJJN53egAGRKIOgg209518RiR0a6rusrgEYph0dipARZijZDt8EH72StWFEfurOpncjI4Gna3km2aNH2gt/l6+CZdii9oqiOoYoyQQC5cz5vXjVqa2N48sm5BT/riZqRc+bk14jSHWui+nj5tdy6ce+9U1BVZb6OpMrQ+y2cXV3JUJ3WggiGot+vqsqc/ogWjCBdNGWdtHnYSZPoe6o3jcE2/WG6xjOClDIQLWZvvFEh/f3KyhYr3bTZhlH0/G2IkV7h3eRn+G10gkTy6+AvRgb7HO/6wG8s+PquL7ywMNB1gdwz4b+66ADBFLW1Me3v7011MfF+wqS92YCJB7KvZLNmpP7zjx4Zqar/zadWitC51yBNCESbuvHj10qvLTsI9Gswlk47vt95wIDcliJIfWbRWmY7ujCVktciDrJ2JpOF2R2mS2N4WbhwG1aubMDIkRV5tffWrm3MimqmoqU3b27BiBHT8eCD0xCPZxo6iNK0w0Sc6/hiQcQTlR/Capq1tsYL3lkYMdI7P/lreNc2P38tE6ElFxlZPUkgWs1IVb1IIPMeVcuRSmzXHXcbNgSrMSeyCVu2tCj/XdCD9lIWI203kDOJ47hKfyxKh2bAP1AiFutWipFBsipVeyjd+u2yfW0slm9DmC2QzVfT7zqZdHxtA2+ngkJipAS2aMmMtq7AxU+kNWuaQqeIhamzZDIyUrZQi07/16zJLTCmG6F4U3d0BLcoEV+AvEYCi+pJJp1QkS6mT6i++CI/ekgUgSZCFAXJj9tRo5bjqafm4/nntxb8ni7JZBpLltQULCxRxMiwEa8VFbWBft+7GFVXywXCIKllK1fWK39n6dLaf32WuGarH0HHV5BOb16CiMLe+ZROO3jzzWXS36+ubgskcun+rp8ttpHK6z3ACnswJUJ1vyY3xyYjI72bi40bc6VReDFjypTKQNcFxM+3uzttLU27sbFL+/t7n6Ep0aA3oBprURsqRa05mbkHPjIybEdrVQkRm5GR6pqRADB3rnzNlm2y/Gy56t2WcQ5zkENg0YbTthjpZweC2EvRc7TRnJCHP3h4/vkF2f/ma4YD4Z+h67r4+ON1uPjiUTjqqP/D8OEz8Ic/zMTgwX/DvHnVwjESZl7r+BxBnqVKjGTipyiaLogPw7K/vKaDj073ihyxmNw3ZO9z99375c0hBv+c/CPD/SKl1PUiAT2/RDWudN/Z/Pnb1L/EIbITQdK0ddGJ/gxLLNaN1av9SzRFQbU+9iYxUmes6UYTyvAbqx0dSaNipGpPqtvYTRb85T0oLHZ9UJWNDxKM44XESAmqrkC6DVH4iVBZ2Rw6KiPMoFItCGHStL3zqLs7XZAqy0dGBqm3EOQ+GDrGjL0r3U5qXmTGmz/59EYBsGfr95kmF4VkMp2XggLoOdTJZFp4ysk/V7bJXb++E7NmbQ50X1VVLXjggak44ohnMGTI3/GTn7yX93N2kiR7Tn5jNGxNJCbw6eI9vWcLjkgg1BUjUyknr76njBUrGv71WaLISH9bEtRmNDaGPzgIElXgLTkxefImX2fR1qm23+m+DcHK69SY/AyVHTS5sTfZwc+bps1H+fA2ddu29sCpj6Lnm0w61iIjm5q6tDdhNsTIrVujZQCYQrUZihoRrLOuqfz9oM0lRKj+nSpKIIpgJRId2EadX0v9CsrLNll+go5OI0X2+UEi7UVjwkZ0Oo+fHQhykCc7ULV16AHki5EffbQu+99eMdJb1kiXCRM24LLLRmPChA15c2nduh347ndHCv9N0AMvVQMoRpD5qRIjUykHtbXtQjEySA1n2f6Pv4b3en5iJ5sr++67q/Dn/EGmfwM5+c906kUCensq1XvT3dssXVoYYeuHyI9R7QPSaSdU1oCt6OY77vgU//7vL2Ds2JVWrq+6b9sHJUHQiXqMakf9fN/OTrUYGeSQgmWy+fkfOnZGtp/yzk3bJXG8qHzwMJmKDBIjJbDmNbJBpTr1ZvATobq6rWQjI/0iHN9/P9fEJplMY8OGXHSLbTFSZ4MaNU3bdcWTmn+33mYkepGR5haFioragmehM2ZkTgU/Tvl6K48+Okf7nh5/fDaOPvr/8Mgjs7ICnrfGqCoy0m8Mh4145cVyHbyn9+zPIsPrd/rNo+qkzWBpLMzJ5jeaqrEfNDIy7KlWKuUEEru8qUSvv74UgFyQDmpDdO2a32bURs0v7/M1+RmqdcVkuQw/uxJcjMy/Lz611XvA8+abSwNdW/R+02nHmkjQ1hbX3oR5DwpMiJFRMwBMobJrUSOCTTjY/LgLGwCj+ndR1jYVupGRHR1JqW22ERnJE8Rui8ZE1PQ8FX72N8i7kaUam84K4uHFlfXrm+A4mfv1ZseE9b9FadgMJmYUdmG3k4kRJEJN55l/+umGrBjJfwdRuSIR7e0J6Zzis4wK6yHL7429z3322UX4c15k9Rcj5c9Kp14koBfhqooW0xW8dA7kefiGsIz6ev97qa/vCLW+2jq0XLy4Bq4L3HPP51auryqT0rvESLUvEPU9+Il/XV06YqS+HecP02Xo+GmyNdj7LHqbGBmlKSeJkRJUkZE6ufGu6+Y5WXV1HaEd8TApvSYjI3fskC/UU6fmUug2bWrOu9coqZ8ivCe9OoaKiWlRou537Chc8HhnwytwFbub9pw5helYOvcgEyn4CAj+5HHmzK3azuHYsasKnnkq5eQZSNWGzT8y0j+qUkZlZUug3/c6XmwusNMr/vN1ozlWr9YTRNniJloQTYuRQeo+Rvl3/H21tMTxwQeZwwzZsAoSdZm5TvTISBun4t7IU5MpFKooWd0ax0BGbHziiTlYvLhG+HOzkZH59odPc/GKkaNGLQ90bdFa67r2Nhnt7d3ajr5X0DUhRva2mpEyoorBJuaNichIFarDnWiRkXo1IwFg3Lg1wr+XCQp+ooyOXWTrYRCbI7p3W/M0d335OAxyUCzzYaI2TvSDFxnTaRcTJ25EU1NngR8a9oBCpyuqd5kN6s/qNobQTZlNpx2tSMsZM6okkZF64rffe+XHcWFkpHw+sLmy115iMZK/VtjISJ16kYBeeSe1bdMbCzr1HnlE/rXqXsLOAVuHlrlSAa2orTV/gKgKQulN9TB1ghii+OKu6/ruyeLxdHZuyeZFkNJbOnZTZ//JbIXX7PW0GKnKjIgSYEFipIBkMo1Nm+TpLYCeyNbdnc5zOHfs6MoOpqACShjhSiVGBBHn/BbSZctyte+8zlCQegt695HvKOuc4kWNjMxco3DRyE/Bb8n7WbHFSJaew48r11WPAdlJBr+g8Yt5d3daWxSQjRm+aDU71ZSNRb/nGNbJCPrvvJEPTBAXfT+dNDYgN09UdiCXEl64QVQZ/qDR1GFPtYJGgPDj/u23VyifWVCx00RkpOlaK0Ch02yi9h1D5TgHORSaPHkT7rlnMi67bLTw5yY7+Hk3gGyuZdLp8jd9omZpfsjer1+Djih0daV6tGakKkKkWNiPjIwuUvGihaXSYMqUpWJERgLAp5+uF3627JCnpUW+DgQTI/XHo2hTarKmrgi/9ZNFGurARDXvWh6kgU9QvLbxlVcWZ7to+/2eLjoRPl6CiutBGgnq+FW6/ktFRW22CSE/93WETMDff+THrPd+/A5VWa3JPfYoF/6cvze/ZyHz913XxbRplf/6b+k//9f1ixcZGXR8iuyEyj8Mu0+wYX8cx83zxUaMmGn8M1Q22lYtzDDoRL9HEdTi8ZSvb9XdnVbaDV27Eo+ntMazTvd3me8Qj3vTtP3Xqaj1uQs/Xx0AE3Z8kRgpoKqqRWlMdeqreZ3Djo5k6NOWMCm9ZtO05QafT63zipFBo5qC3oeOodKt7+mHqB4X7yB4T0SKmabtum42MtJrB1QnTzJDy98bW8yPPHIgAODpp+dp3ZdszCxenKvZqDod9zNs7L6C2r4gTrDrugVCDnumou+nG43I5onq3pnTJzopU439oJGRus64l6B1QnjbqkrRBoKn6+mOB7+F1XRzKaBwzTB1Qu04rnKzFqQeKJuT27e3C4VmfzFS/zs5jlvg8LMIkbq6ws7UHR3JvAY3KmRrra1adMlkOkBkZP74MrE/iFI83CS2xUjdAx8/ihEZqYqo0BkrsnHhVzPS+29EIn5zc1x6bb+SDkE2hkEiSkRz1UapjPzP9EvTjh4ZacLvlOHd9M6atUV4IB02TVsnwsdL0KYfzK/SCczQ2TfpHlpWVbUKBQFdP8OvRiFv27zzyE/kZ374bruJt+T8df066Mr8lrVrm7THgo59Ve3rdA9agtgIQLyfUUW0sn1C0ACgKPXvZLS0xPNsyzvvmK8bqTpI702RkTq+WBRfXLX/TaUcpdiouy/SPXxiDVD9kI0979xUrcemo3t11uSgc5pBYqQAVYo2oBcN5J0IQWur8YQxICqHylQtlkQinY0W4ztpA/bFSHX0p2uklpYoupJ/l17nUMeZNRUZWVXVIv2Oqjo4MkPrOJmuX4lEKisQXHnlQQCAiooa5YmL47h5nQV5+C7SajFS/rOwaVBB6ue1t3cXLO4sjYWNbf4eHcfVmqu6dSvZvYoWJ1VkXdDovrC2KegcZ1Ena9Y0Yt68TDSH33tWnf550bVrfgu1DYfNKxa5rhkboOMg8AdGKnjnbPz4tQU/9xtXQUQ10eaPbShljt1zzy0Q/r0ImdgQVnRX4br60a5eMSlIJJYMG5unMKjsTlSRyUTUMj/2okaKyDa5qnUmytwXp2mL7ZnoINUvsslvcx8kMlI3oiSddoSpobbFSP/IyOCimncY2UjBzF073/dpbOzE5MmbCu6jsTG4GOm6brZpYVCCpNbrpmnrXldXjGxrSwjFSN1DEj9xixcLvONf5g/zvyuLjOT9bf9u2mKbolsvEtBbw1TPWnf+JJNOILFJXBdXT4wMStjmT354AxuamrqwYkWwJj4q+lpkZBTfSN31XS1G6h5S6NpMnX2rTG/xzk3bB79edNZknchPESRGCmBipN9Jio76KxrEYU8qw4mR5k5IVILDxx9nOvp5RZawKrmIVKowkkYl+rW2JoxMSNGCxm82vM59MdO0H3pouvRnqvHmZ4gTiXSe03vWWfsAABwHeOYZ/+jI9vaEVJhYv55P01aLkbLFM6yTkUw62s9elN7KQtFlm38/pxPIfB9dMTKZdOA44s9SOXFBTxTDRoyJamf6wXyL11+v0Pz9YLbPRDdtU0Ihjyg60USXax37xjcVU8HbBLbB5VEdROg+N5EoyBpAycTITz4pTDmVIXsuJjuLe9GdQ96oeBNF5aMUDzeJ2kGOJjKZqIPEvydbkSKqeWm+ZqT487q6UgW/7ydGRo+MzCwEuvNM9pxMRMD64XcYFWTDLiuPEERsC0Iq5Qjf38KFhRGwQep2MlpbE6EPbPw27osX12DixFwDwyAZKjqlNYKUcxH9rq6Q6ud38vPD+wz99kLsAGC33cRiJH8AE0aM1C0L5P0sGeoSFPrzh98PqBDZFJVAEjaDyi+SNSwim+C3fwuD6v31Ii0y+z79xqXjhBdQVWuQ6+bmpewjdH06Fk2ummM6EfOy+eX1G1XrseksIJ207yDzmYfESAGqTtqAXnSVaCCsXRusky/DTmSk3nVSKXVh6M8/3yQUWUxukDo6Ciee6rmYqBcJiEU93tB5jYeeGBl9VZgyZRP+8Y9l0p+rHGK/4r3t7Ym8U+BddilD+b98pZdfXux7XT9nZcuWzDtxXVfLYZc9pygNG3QjxWQOc3t7t/T0SvWd6uo6Aon0tbXidFnVGAtakzBsfZEw0c/d3SnfcVsMVE6s6VNF0QbShH3UScUIknbH35OoiY3KAdKNXBOtoSxCiomRXru0cWOz9km5rQL0fujWSPYKtiYEMZMd06OgsjvRG9iYECPt14w0JdqLEJV48ROCKipq8/7sN079rhMkMlLXfsrFyJ6MjNS/jmy99yuNEYt1h57zDQ0d2mM2TLR02KhIwH/zf9VVY/HDH47C1KmZAy5ZRKkIHX8pbAM+hq5dYpFNovvm57R3bW9vl98fO8DefXexGMln3IQRI9mz0XnWOofYqgP3ILZtwYJt2r8rGl+q+2UNTIOi2109CKL9xMSJG41+hmp97E1ipK5YFvZgSudATGUjddcx3Tq7OpqEbG/pnVe9MTIyaINYBomRAnTStHVODkVOHYtQCWoQwpwMqBYE3WvqLPKLFtWgvr6j4HdNipGxmHgi+C1GJlK0AbHzzo8B76QvRmRkPJ7Cbbd9AkB+GqNqXOG3gW1tTRR0rN5ll8x/bNzY7JvG4DdmmIgYi3VrGTeRwXVdN5LzuWRJrfqXIN+0VVe3SkU4ldCpGxXJWLasTrhgqsXIYOMrbMRR0AY2QCbCzdTc9KJrKlWRECYj6FzXFUapmChjoRPREaSkAW+zRRtTUx38RGsoizqWRUY6jpuNwlfRE2Kk7gGJDTHSdvdhXVTvP6rIZCJNm1+voz57mb1R3WeUw0iR7+Bnr7xpmmxdE/kNUcVIhu4GUrYhtR8Z6d9MUtc/lvlYfv7BQQf9BZdcMkrr+l6CHMKqRCMRYepFMmTf2XHc7HUfeWQWgGANt3R8PfY7QWsDMnTLAvj5Lfyc9u59YjH5esR+d/fd5Vty9i7DiJFBDr91xEjVwVcQm7p0qX6assg2ua7/uwvrZ+p2Vw+CqE5qZ2cyL2I4Kjo2urekauumQIf1xfXESH8fXNdfYfZN9Whra9UBODKB1DuveqMYuWVLS6hrkxgpQEeM1NnoiCZC2A57OrajszOJn/zkvWxRXFORkTob5qqqFqHIYjJMWBQZmfl7ucFhIdFhHRSGqDkAvyCnUk6eoShGA5s//WmWUtxWOXx+YnFdXSy7kPfrl3mA/HMcO3aV9N/6OY9sPOkX1C40gFEiCwBgxYp69S9BXmR9w4Zm6YJRXe3v/AQVI1esaBA+T9f1H2dB07TDFooW1c5U8eab6sY1YdF1tLyd6byYPEiJxx2h41BXFz66l6GzFulG7AHeQ5ZUwfVVIouuYCFzFNvbu7NzSPQqJ03SiySw1ajGD920SG/klQkx0kSXaROoxkcU0TSddow8K95Jt7Uxc11/m1qsmpFAYfSRnz3wS6PX2Zgxm667nsj8NxMRsH6oNla6orcsMlImBM6fv+1fAsTGUHXp/Pwm73oaRlBhET5h1maZ/eP9Ndb1W3VQzqOzFgc9nPZ+P13xW3Wwx+aI97DNTxjJiZHiyEggN2f91leZTQkiSuvYV9W4CmKj167VT+uUBQH5jaWwYqSNTAOZrXj00VnGPkPHbpk40DOBro8W9l3oiJEq31jXn9WNjFTZsng8JV2bvHu+YouRzEb6rQ1hG7eRGOmhqyspLPjtRWeAiibajh3ho7lUzt2UKZswevQK3HLLRwDMRUbqRD51dCSxfHmhwGNyMsRiMjFS/hmm0rRF9UO8CyNfLNx2ZOTq1Q147LHZAPwNg0pIZoZRNBTq6zsKinWXcR+2cKE8vcJvzLDNqG5NJdFci1qLVNcBkqVpV1Y2S7+jX7dFIFj9HiBzOCL7LD8hKuhmLmydxDA27dNPN2Q/0zS611TVrhPZs7C0tYk/K0jdLBk6NjaIsOr9Xa/4pxpX+pGR4nuqrm7zPbTTdXZ6IlJQd0NsIzIylXIjC2sTJqwPXYCcoXr/qkOAKNfWhbebNruL+o0H05GRfoey3gMwtgETDRc/exIkTVu3mZvs86J0UdVBdYij8127upJSgUQm2PCRh++/v0b5GV5YZKTIf/C+T93II54okZGiQ3sgfx7E4ynMnr0l0NpXjDRtXX9JJW6x8eBdR/3ehY4Yycob+UdGiudb1GfjRd0YRN+2BYmkkn2ubMwmk+nQtVtt1GBmY947T7/4otpYjXIdu2VqHY0Ke58qt6WpqROplIPx49cEOljXqUmpijTXXYd07WYqJQ5MYKj0Fn697I3dtMPONxIjPegW+tcZoGzxMRX9ozqVZsJTW1sCjuMai4zUrTvz7ruZSDlvCLopmBjpfZ5+Cy3buEYVPbwbZ9d1CxZGXuAyVTNSdp0nnvgie7rl991UYqRfuYGGhg7f+jirVskj/PxSZhwn04hI12iJTqzDpB/x6G64ZQvfli3yNG3V4sY2hrpjcsOGHVJhxW9+hdnMhSlcH65mZM87Q6qFdcyYFcY+q61N/H2DOFYydES3IJ1pvU74hAm5pjHptKO0W0HTtAvrQu7wPUTSiah2Xdd6N14Rut/dO/dNifJR1tv331+Niy9+C4MHvxipbpw6TTv8pstURAc/Z2xmrPlFPkfZfIrmoN+hrPeA3U9Q8dvABLXbzJb4+UOy+7YtRqrsg04UqJ+gJjts4edWmPTMIGnaYcRIFuETZl7I9gpeH/2pp+YG2rTqREYFqYso+j3d9GSVEMeiXb01B/3WaSa27rabfEu+bVvmvYSLjAwurPntW1XrTJADHt3x7LqFDUwZMn8+Sl15v7T6sMjGfCrlYOTIitDX5Q8hdUR121Hnuujap4aGTtx228e44oq3cemlb2lfXycyUmWHdMYyX4ZCB7/sOJXewj8z280Cvej41GGapgEkRhagk6INZBYy1YQ238nI//P4Bb+9PWEsMlK3W+7s2Vv+dd3c35ksQi6LjPTb0JuqS+cVabq70wXOy+rVOQNjIjJy2rRK7L33Y/jrX+cX/GzpUr2ah6pTFr/Tv8bGzoLISB6/DavKoK5aVZ9dBFTjSjSGop706tbQk51kbt7cKt0Yq078g6Zp+4X/+y22YTbuYZ5r2LqHNlK0GSrbpiNWzZy52dj9yCIjwy7cPDqnn66rn+ritQlffpnr0qozpnRFQNn9bNrU7Bv9KIu+4WFd6Hsr3vFp6l7DjifHcbNdPdvaEjjjjFdD12lS+UVRRGJzkZG5e7A5Tvw2KNEiI4M1sPHOaVHnZQZrIiWCPX8/283/rLGxA59+uh4HHPAEhg+fLvx92X3bnr+qQxydtF2/9FCZcMIi3IBMrfWgMIFFx30PEx0eJTJSlnbu9SsmT94UyL7oiZHRItl05qOO38jej3fP4Cfg6URGskYsfuNS9h1MR0b6fRfX1YuIZugKpfF4SnpdWTZjlP1fR4e9yEgRzz5buM/TYevWVnzlK3/B7bdn+gfo+Gi9IRgA0NdI/v73RXj11SUAMmUuqqqatf6dTnCFys6ryq0AGUEzyDP1yyoMEkBkMwtFfD31ehKmaRpAYmQBTIzU2SirjKjJBgiAWtjj76epqdNIt2ZAv0GF6PNMGr2ODvH395u8YesXePFu+EVGbuPGXFSticjIadOqEIt1ZzeJ/LV104xVqQZ+xrqpKe4rRvqJwCrnZ/HiGu2TcdGCFTVNW0fQAOSbDT+H3e/anZ1J7doiDL/n5J8GGFyMVKWYiwjTwAawG5GkmlveGq8iGho6jXVUZGKkdx6ZaGCjGw2ne9DmtRkbNuQcPx17rns/MtuzalWD7+fobKxM18oxjXfsmxJewgoJ77+/Oq+Obm1tDOed90ao+7LZwMaUP8Hfg81i/rzw5CVaZGSwBjaO42ajjevqYr4ZQH4bjqDPf/r0Klx77btobo7jz3/+Qvg7sg2pfTEy87my168zTv3WZtkmlz/EVTW7E6FbaxsIN1+iREXLBEGvzQ6agaHz+1EFN53xpiNu1dd3IplMFwjBsnmVSKSy78lPjGQip987FX0H13WNpxz7HYAGnbfJpKOZaSj/TNl7iSZGmvch/A4vVqyoR2dncM1g5szNaGzsxAsvfIl586q15rzJIKEo6D7jcePW5v3ZuyeWYUqDUV0nqM1ctkzetEm1n+L3l+o0bbPvWWfchH3mJEZ6WL9ev9u1SkwJkyLhR5DIyOrqdo3ISL3PDat0A2ZTbVgDG+9979ghF39M1Yz0RnuIJhyfKqCz0VD9DhP7WlrieRum6uq2yBt+hp+T0tLSlRWnRGJkIpGWRsEwgyobY6tWNWbnj2ocxmKF98jStMNG1+kugjLB1S/9w2++6ApCPH7G3U/MCjP3wjhvJgQ106i+u2501ksvLTJxO2hvF39e1HIDgLorLEO3BqZX6G9rSyCVysxznfSeqB0S16zxnyM6zk5PdNIOCj9Ge1KMdBwXI0bMAJA/hhYs2I5bbvkw8PVMNTgSX9uMGMnPf5uil9/hTpTDYpF9U/kEU6dWAcg1EJHht+HQqxmZG0R33fVZdr7KbC67b6/9cl27QrFqDdDxEfyyO2RrED9Hk0knsCAZJPU0aHZEIpHSzhoRITu8i9rpWsfmm4j+U41vHf+ooaFD6HfLxhvvgw8cKN+SMyErqBjZ2Zk0XvLAL3o6jD3lAzlk+I0B2ZzwC6ZQYeNA008zcF1ID2z84LMhbrnlQ6018tlnFwT+HBsEEa74dzh+/Fr5LwquH3UZUQUlBPW7/PaBbP8oG7P8+1aJg6o1Lp12sGDBNu1mYjr7prBCN4mRHoKIBSongjkz5upB+U9cfmNbXd1mLDIyTLdchql7AORp2rIGGqmUE+gU2Q9vcwBR2gjvqJiIjOSLzK9e3ZD9+yBpvlHEyMbGzqzhkxnGigpxurgqZWbjxh09GhmZSjlaGx1ZWoWf4Oj3TPn3aAKZEJhOO6Hma9AaO67rlqQYqXti+M478o7xQZDVjIw6jgF94U3Xbohs2+zZWwGYjowUN89SnTLrpE/2RPOaoPBOmylBLMzhGx8V6X0XI0dWYNasYOUKVF29e19kpJFLCilWzchkMq0UnubOzczhL77I/H8/ifcfVYzk4f2PTB3zYI13bKYTqmyEzkbZL+1S1MCno6O7oJRC0DUmyBrtOMGaWvk1DtNB1rQnqlCoIwybECNVB2l+h/OMhoZO4RoqW7d4f7G8XH5hFhHlL0YWzi8TPoYXPxsRZs+nE1nmNx9lQQNRIiNN+xCO4yprhIepG8lHyq1c2YCNG9UpzE8+ORfvvWfGt41CkIAt3oy1tiYwb95W5b8xFRmpKr3Fst10RW8/8VIVGckHX6nTtMVjeNu2NvzhDzNw9NHP4vTTX8E557zhex3v9fyWlHRavM6rIDHSQxAxUmXoTEdGqoQlXgCqqVFHRgJ6J89RIiMBcw6lTIyUOSF1dTGjUQ/84iR6F/X1OSNhomYkv3B99tmm7H8H6casEgb8avHonJDLNqoqg7p1a1skMdKE46kjmshOjPzmtt8zDdpJm0f0b2TPIexJOD+GdejoSBprKmESU5GRfukUQWBp2l5zayJ9Stdp3rRJ7aQmEinhpunjj9cBKE6atl+3WCBjW1Wn/709TRvI35yaWqeCRjXJoiJ5gkYHd3f7zz0dMVl+bVNipPlnL8LPnprspq0j1ixfnrFlTIwU6BYA/N9f1OcvWq/87t3moYJqDRBlZHhRZXd4fQHRJnTy5E0Ff+dH0APDILYwSr1IQO77yPwUXT9I5zuYESP9P0dH3Nqxo0u4rsvWLF2xkO3D/MVI0fXN1osE/CNuwwgROuW0/Hxu2X6D1dkMc+A0c+ZmDBz4CAYOfCRUhoCXlpa40uZv3twaWED1Hm7ozoPrrns3uyb0FFFS4R9+eKbyd0yJkaqgJmY3dcdZba38eiq9hX+/YcTIN96owBFHPIMHH5yeve+VKxu0oiN1fTfdMmg8JEZyxOMppQLOo3L8TXfjUndxyw3SurpY1vD5Lfg6DnGQmnCiz9JtnODlpZe+xPTpVdk/szRtL7LF1lRUJIM/kRC9Cz5CzGRkJJCLagCCdWNWR9PK3w1vnMokg2jRIllkpL9Bra/v0BYjRY6oCQdLNa4TiZRUMGHPXvRY/BZYloJqKhpH9pzDCoSNjcHmTG+MigR0IiP1bHMikcbixcGbDHiRNbAx4SzpbjZ1ol5k453Zn2KIkToOj8p2qN6vzeZJuvDP0lQ6ql8kngi/qEgGX0tSB9UYiZJqberggx9jNlOBvSVkli+vw4MPTot8UOr1HXQOvisrW5BIpPIaUonwez9BxUjvPBOlrfvZC5uHCurISP00bRneSChRveilS/UFgUQiFVh0C/L7QetZe5H5PkE7XRdeVz2+w9auDnINtufz+x7NzV3CtU1mu5hwqVqT2GcHTdM23bwG8Pevwhyy6Ajsfr6S7DtGiYx03cw6kUik8eqrSyJ15gbUtoIxYsT0QNcN64OnUi6++92RVsaHLlECtqZOrVSu3abESNW7C2o3/YIQVCXO+KAzla8sEiPff3+NcI5+/rn6UEw3iKOyskXr93hIjORobAw2qVWOv+nISNXE4gWa+vpOI3ULgWDGTjSBwqQJLF5cg9tu+wQ//OGorHMsi4yUTWzTQkl1dW5hEwms/Em6zkZDlFLBwwvjK1eGS9NWOdx+QrEs/Z1n7VrxvagWuObmuLZYLBYjxSmeQWCnpjJUKRUy/Ax20E7aKmRzK2xkZNBuvCY2ADYwFRkJAC+8sDDq7UhrRpookq5qxMDQmW8yW8oyBnTEIDZfq6vbfEVB1SGV3/dR1ZjaWdO0g9qs117LdKj02wgHjZZSCVZRoutMRUby17EZGeldBx94YBr+8IeZOP745/MOGIPi9R107EhDQwcWL65RbmD8xISgz987h/m62gzmJ4vmu2kfmke1Bug0k1BtUr0HQGwu8fOttjamLYiHOWDXFUGAXLps+FrcdtK0VfY8nXYCN8URofJ/dMStlpa4cB2V7bV0xUj22X5zUDSOwqZp+6diyv2AMPZUZ1z77X9l7z6KGOll1Khlkf69bl2+995bHei6QX12ntbWBH7zm89C//uoRBELE4k03n/f/1mZEiNVflVQHymVcqTzOEhkpOpgV7TWy0R1nXI8uvsmvwZ5MkiM5GhqCrbQq6IoTXfjUjlm/CDV7aatI1pETdOurw9+osTSI+PxFD78MFOsNhYTTwTZQhQmVNgPvq4JM3K8A8FPfGZoVLUVZLhufn2RrVtzTm0QQcvPcUkkUr7iAhML/JwkWd1U1ZhJJFLa70e0KTBRB0dV8zVIlDSP7Jmm006oBjYM0ViSiUdho49aWoI5NqUbGakvVn3++caotyOtGWki8kf3u/g1+mLIxlNTUxdc19USI7q6MtFXxxzzLC67bLT096JsHlmjOfk99P40bf7dmwrOC3Zw6GLBgm3Kz/c2UFOhsj29TYy0WTPSu06xdbylJY77758a+rphIiO7ux1Mn67ecPgJDczHCfvMRN3F/fxkm1E7KhuhJ/D621SvGCmqjec4Llas0KslHSY6K4ggEzTd0Etnp3gtkr1H3c9RvStT40QlOug8y7a2hHAdlYl0OTHSX41Mp10sWrRdIUYW/l3UZo+yz5GtCWHStHUO0dh8FH0PmR9lUoycMGFDpH+veyjQ1NSFJUv0s3Gi7nNVDc1sElUsfOKJOVavz1A946DdtAH5Pl61d2b2Ip12lBqPqLarrKmerP8Dj64YqVMSyguJkRwNDUE34iox0uyprso54iMjm5vjmpGRZtO0RYRxoPiJyk4/ZGnasggbVfOVoPALm2gj7bq5d754sXpi+72fTAfb3M/b2xNwXRetrfFAdcH8xEZVvTodR1EWPalyDjPOjPr6gNjBNeF8qp6jjoMk+g6yovFbtrQGisjTQTb2w0ZGBhV5S1WMDPIetm5tUzblUCFL0zYhRupeQ2dzLbMJrgssXVqrKUYm8fLLi9DdnfZNpYniKKrSQEqhZiT/PkxF5wWZv1VVLVpRFa4bzLlURc+Kfj5p0gacdtrLWLrUf9001U2bvwebkZHeMR411Y9R2BhFb7yPGbM88LV5oorBInHAb67aFCPV3bSjR0Z6fQwmxnpN4jvvrFR+FhBu/AT5N1HTtGWiYdT3qHpXpmo766Zp+9He3i08yJcJeLqRkQDw1lvLfZvHmIyMVCF7J2HStHX8SD9/QWSX4vGUUf9UtTapYAcXOu/5t7/9XPu6USIjAaC21pxgG5SoftqXX9YglZKvSabESD+BsL09ESpgix0EF36W//tk9kInS8kbGem6rnQ92LSpJfD1ZIgOHVWQGMnBwqh1xStVx2BTE4Hh5xy5rpt3P62tCWORkVENut/p8WefbcxGPvLwYuS8edVIpx10dorvVeaIm46M5B0R2butrGxBKuVohTz7vR+vEOa6wKpVDVi7NlhknUrw1MFPNEylnILIxe7utFExQOTgmqgZKTshYuimVYgQidWmU7RlnwOEFyODRqsx29AbavDxqESLIJFzrguMGqXexMtwHFeaph2lszBDNzIymXSUwoufTRg9eoWWGBGLdWPs2EynRteV28qwtYQBdVQzeya9bVzyBC3roUOQZypzhkVMmqQXHZxOq8eYyIl++eXFWLhwO371qwm+/9ZOZKQ9MZJfBx3HFZb2CTNGRV2adVi2TF3/0y/qKerzF4k5xYqMTKcdvPjil9moI5XdlEX5MVzXVYqR3vcti6Dha6PrXC/ImAmSph21gY1MoIr6HlWb4IULM3VQo9p7v9JE7e0JrT1dLNYtXUdFYy5I5OL06VWBIyNtCfqyZxFmLdPJyPF79ul0YQCAyr8PSmNjl6/wpSLIfmLatCptHzXqPretLZjP/9FHazFxYrQoUSCzR4nSzA7IjDW/iFVdDUY19/zGZ1ibKTtAUQmb7DvprMXeIIodO7qkIqbOONIN4ggz90iM5AhaM1IliJhP05YPhM7OZEEknYmakYlEKnL9LVmEWSrl4Mor38YVV4zB+vX5Ihsv3GzZ0uZ7uicTvtiJkam9Bu9YyjZ9q1Y1YMmSGi1RJ4gYCWQ6agcVtFxX7hyYqLEDFIb5m3Z+RAbQxGmvKsUqyEmmF1EjmCidtGXINqFhGz0EPUDprZGRKjE8aITq669XhL6Xlpa4T+fafIeiubkrsDgSRFhVOQl+URoff7xOKzJtwYJteTZA5oRHESNVESqqZ2IzNVcXvkGGKTEyiM/BNvD9NLxA1oFZhY7dETnRrHyFyrE3JUby49hmZCR/vzt2dAnX/DBjMWxkpC6y5xz1+Tc0iMRI+ZpjMqpr8uRN+PnPP8Gpp76Mv/51vkbNSHUat+oaXh9DNr5XrbKXpq1bbsZx3F4rRqqes065CR1aW+X+jG5GUmdnUipGisY6+12de1+zpimwgGOjmzYg3z+ESdNubVX7naoDF6+tCJJBpovuoZwIdiig854dx8Xw4dOVv9fdnY68j0ulHG0fsr09gauuGotLL30rcsakqczR1avle2JTe1y/8RnWZspKdqmeK3tuemJk/u/4zYl02lUK5rr7piAHYAwSIzmYgKC7oKk27qYjI7u69J22WKzbSGRk1HqRgFxxb2mJo7MzCdfNFdIHMhuFjRtzaWGplOMbxSEzpFHD173wAiF7t96xsm5dI6ZNq9K6nl8DG5EYOW/e1qygpbOBZMjGoW5kpIo5c/I3qqabmvidJkdBlYYdtoENkF/jkxGkC7ousk1o2MjIoJtaZh96g7jDo6oVxBZVXWF47tzq0BFUfuOIf09ffLEV++//BP7f//s40PWDHBapapP52YS1a5u0nBHv4URlpdhZC3oiz6NymkojTZutIeYmT5BIW7amKvqoAdDvqK0jVnttk+O42RqgqjFhqps2v2G2KUby39VUijYgj4w0ddAlsylRxUiRT+Y3V035KEBuTXYcF7/61UQsX+6f2qvaoOtsuHjfN5VyCmpIMjJCtXpsszEUxGTo+jENDR2RI5XCNmVQoRsZGRU/8Vu3/mBHRzIrgnjfk8gXz41x9Uvt7FQL4N5xZKLZowjZuAqTps1nCch/R97oCii0r2EEERUffFCYxadL0Br0f//7YuXvmNprVVTolTnYtq0dyWSmVmHUGpqmDtBk0eau6xrTYPwOzllpi6Brr0zEVNlKtl7qiZH5tkAVjPDZZ/5iu65/yQep6AqYJEZyBK0ZyUc2iDBdM9IvbcR78hiPp4zUjDQR+SSbXPy1+ciLjRubCzYs//hHppOZuHix+LmYTtPmv4fsxKWyskU75UYnMpL/vitXNmQFLZ0NJKOtTfz8o0Qm8XgL3wY5Bdcx4PF44TwzIZKrxjYTPMI4cSIxsqoqWtSBCNlGLmxttaARg701MlJV4y5otHcy6WRtUFD8atfyosKcOVvgusA//xnsc4IIb6tW+YtKfpv/dNrFzJnq8hNe27h5c+G7cBw3kmDol04HlEY3bfb9TW4Su7sdLXEznXaweLF+kXzdWnI6DrI31W3btras3VGNCXb9qKJbKpV7RjYPUlw3d892xUj9uaTz7GTvIaoYKSpt5HfvpnwUQFz6xg+VDdERO/j1saamXerzua5eN9Pa2uACi64/FrVeJCA+LHAcN7Ko7Dfu6upikSM6GSbEyEQiJf2+oneRO4DRM2qqg2bvO7BVM1ImRoY53FHtpTO/47+f9nbwZfPTZCbS3Ln6pU28BBUjW1ri+OSTdb6/YyrgZsECvSY2/BqmOsxRYUofkc3L7u60dlCGai3wG3thbY+og3xXl/qwIZgYmf877P3J5sTs2Vt8r6e7P2R2bs2aRpx00kta/4bESI6g4pXfi3HdaJstEX4ntd5FLpFIG4qMjG7sZM4Q/7zXrGni/rsw7HrmTHmamOw9mBZK+O8hEyM3b27FrFn+E5oRNE1769a2UHUHZQtWkMLZfnhT7E0IhTze95tOO0ZOvFROWthu2oC4KLSqzl0YZGM/bGRk0EYtvVWMrKpq8f15mEZCzzwzL9S9iA4WGK6bi2RgTk3Qewtio9et8+9Crdo0vvvuau3PYlRXF84FlSOqskmqyOhS6KbNRBjTkXk6nR1Xr24MJGC1tup11NZxkL2bZT5dyWYnbp5iRUYCuUaHJsVI76sIsrHTEV9l14v6/EUHo373HiV62ktQ/95EZCR//yqx7/XXlyqvJ6o5qkJXjDQh6In8jlisO/Ic8xt3pqIiAX/xm0UVqdam7u60dB0V+fWmu117baitmpH8fKqtjWHMmBX/6vAb3PfU8XlU69WGDfn7kDBzRUWYrsmMMJGa998/xffnpgJudBtA8WtY0P4FXkxFRopEPcBsZqrfvTK7HvRQU2QjdPbO7JBMz9fST9MG8gOLHMfFuHFr8myW7t6EPa9HHpmpvT8hMZIjqPjg5zh3daWMn7j7DQTv5kx3UVD9jglhSSb68EJGY2NndrMjqq3HDI5owZZNStNp2rwAKTN0q1c3ahvBoGnabW2JgtM/HWSbIFMpUNu25YsNzPnRca505kg8nv9+TdUBUX3/KGna3ggG13WF0ZJRkUVvhE1n5COGdOitYqR3THoJI1ZVVNSGajjD7FC/fuIJwewFGx+uGyzaMUhEi8qZZpsx2bzcuDFjf1Rzm//59u2F4141h1XXV0UtsZ/3tvIBPEyEMS2GqU63gWDNawD9jto6dscrWPBiZDrt+j4PEw2fgPxnbrOBDZCzRWGaj8jw3rPpmpEyux5VjBTNez9b19FhMjIy2FqlrgepjrzifQyV2Cdq5OgljKCt6+extSHK+BT5tCbEML/GIQsXZmyZiXnlF6HHIrBU5iKVcqTrm2hemSxFAIgiI+2Ikfx3ufvuz3D99e/h0Udnh0rT1m2M50dlZUven4PUaNSlu9uRNiNUEaYh5rJl9b7drk3tcWX1C73wAm/USGpTYqFMkDUpRvqtUWEPcVIpR1gzXkUwMVKcpi2bE3xH7eeeW4Arr3wbw4a9l/07XTGyuzuNNWsaMXr0Cq3fB0iMzCOoGCnq4MUwnaIN+A8E74Lvunpt2FUD2kS3XJ2F2XHcrAjpV1tPtKGXicKm07R54yY7QdVN5QD0IiO9zyCMyCQ7kTNX3Df/WZg+ifWOY1POlWqxihIZ6X3mra16nRiDIkphB8JHRjqO3KaJ6K1ipOy0lBEmMtJ1gaeemhv43/lFRgK5zQgvVosEPBGxWHcg0Vxln1SRSLpDg/890btQpV+qylCoIuhKoWYkcypNi5GLFqnTr8Ns4HWK9+ulaee/XFYvkuG3fqjmtS78M7cdGcnmdZh6fzJkkZGmNt6ydxBVjBTZXb910eSaGTzzyf+76kQ68fsAldjX3BzHokX+UX5hxEjdZ8g21VHGkOMUCuVmxEj5TS1YkHlmJsa+375NtyFKOi1PSxenaZvJUGJ47autNG3e92MHVS+/vDiUPdUJnFGNY2891vp6s/s/xtq1wa/rOG7o4Ibf/nay9GfMpkUdO7qBErz9iRrpb0ojkQVMmVw7ZPssIFq0rLdxmU7wFzuQDSNGqsp88GvkyJEVAICZM3OH27r7Jsdx8fDDM+A4rvbYJDGSI4yxkEVomD6pBlSRkYULjs6GTHWyYiJNW2Z0vELGuHFrAIjTtBmigS0S6NJpx2pXZxOGznFcdHencdddkzBxYn4x4KCn+H7IxrWpE1nHcfOMmOkGNt5oGFPvVTU/wpxkMrzP3EaKNiA/cAgrRgLBxrbplHxTqN5d2Mi5V15RFxX3wjYxss9ic4cfIxs2qKPQgOCOkOq5mI7SAMRrTNSDENf1H6elkKbN7tG0GLZypbozb5gN/Jw56ojLMA1svFEZsiYfgH50kor8yMho11KxbRsTI801VLAdGWlLjBT5av6RkeZqvwb17xMJvTRtv/HD7w90xL4RI2ZIfxaLdYd6z7rruama1t4xYsJfk4lVrutmD1ZM4DcWgwQahBEjTVGsNG1+z8nmwtatrb5RrDL42royVGO/GA1sAGDt2uDXbW7uChUxCsC3B4GpyEhd28ivYdG7aZtZs2T2zaQYKdtnua4bqWu713bpPFM2T8KlafvbMNZRe+XK+mzKNr//DhLE8fbbKwEAu+6qp0aSGMkRpukDqwfkxU4UlDoykhfrdAyVt96fFxNig0yM9N7fjBmb4bqurxgpcuREqSHNzXHjmwx+fJiIKkynXYwevRxPPz0P1177bt7P/BaHoKdgKjHS7znpfhZfJ5ONRVPP31vH0NRJr199xIzAGn6x9S4qpgqse5EtSGEb2ADBnFeZ/etpVN8hTGQkkElj0BWpXdfFE0/MwfPPfwlAPpfq6joQj6fyInE3bdIrx6CqjelFNXdMbIy831O0hphoTOEn8JdSAxvTYqROvVTdGlE8qk7sgJ6D7HXsvWJkZaVciA8iCPjBr022IyPZPZusYabTpTcKsuyDqN2WHcfNE5bSacf3mp2dJiMjg63nqu+qkznBzwedtMbPP98kzUwIO350bOHUqZXKZhm6eEUGM2Kk+JlUVbUYLcfk96yC2B7Z/BE9C/M1I/P3Q/bEyNx1eWF+6tTKyNcTobJx3gAOW2Lk6tXBrxsly8pPoGIH2VH3Wp2dSa2MKF7wjcdTkUqcMF0g6riX2WmTa6LMr2lpiUcK/PD6YcxX9nsmbH6HS9NWryGffbYRo0Ytz/7ZdXP7pSD7JuZXycpTeSExMiKyl2sjTduvXpJIAKqvVw88VQ1CFr0YxdjJThu9kZErVzagrq4jsNgkSukznaIN5Kflm9hMO46TTX1ra0vkFXf3EyODvgtZKq3JE9l583Ld2ExHy9lK0/ZLed+xoyvSJtU7hlkahMnOfoD8O0RZIHXTL7q701pdEHsC1dgOK0YCwMMPy6NXGB0d3bj++vdwzz2T4TguzjtvP5SXi3+3vr6jIBpMtx4PE550x5VqY2rCJnjtk2i+mnAUvem9PKWQps3GoOmahar5u3RpbSj7sGVLi/J3dMqIdHYms1GhyWS6oNaX39iPEoXghdl32zUjWWq52QY2diMjZT6YiQZCvDiimqcmDxWC+oSq+qQ6YgcvvOocSMbjKXz0kVgUDDt+VN9j/fomXH31WKTT+il1fnh94yA1xGWwLCIvQWvfqvCLqA9ie2QCoKgMiskmTUD+IbvjuEY70vMwX6GzM5m3nodpcgeo55PKZ/CKdrbEyPXrOxGLBXumUe7FzwaaKpPkunolUPgDEdeNVlff1JrlOK60cZYpZIchUcdYYfNX9ftk31VHY/IGpeisITNnbskTIwGgujqzdplqICiCxMiIyGot2EjT9jupFW34WM0MP19b5SCZEJZktXe8hrS2NqbsFi1zaLyTxFYtO2bgTBi6VMrF559vyv65oiJ3StLYaG4hlTlGOs6V7j5t6dLcvZs+ie3uFtfAieo4852MvURNq/ZGztpK05bdf9gGNoC+0206Hd8kqjTdKGm8Y8eu9P2567q45JK3smkKAwaU4Y47DkOZZMDu2NFVMD5UDXgYQSMjHcf1/e420rRFmyE2P6LMYdZMR0QpREbaqhmpWpvCbuBbWxNK4U7XWX3vvcyGtaqqpWAjoZOmbQIm0tiOjGQbtt7STVsHmR0wsRnhU8VUfrKpcgvptBPYJ2Tf9YUXFuKrX30SS5bk12LV2Yiy9FPXdbUPmB57bLbw78OOH7+Dh5aWOC67bHTWzzehy3v9P1P+oLdbMpDrpN3P0E5WdkjZ3h6s5rdMzG9vz38WiUQqO85MHVTza18s1m2tDAVbw73zgO/IGwQ/uw+o1zX+56mUYyUgBQASCQf/9V8fBsouiFLyyXFc6YGCyahgPqBEhtcGeW1iEEyKhaLIU3Z9E/NKVks/qhi5ZUv+mNfRW1gm6OLFmWfv9/34Z9zZmdTy7ydMWF+gC61d24RUygldakAHEiMjInOO7URGyh3BlhZRm3i1oVJtek0IDrrdrlMpR6sTqAjv8zbdSZvR0NCBVMoxstmtrm7LO1n68suMY5VxnM0JeqKxAZjd2PFppaYjI23WwJEZ56hp1d7DAb5Tsklki0MxIiN7a71IQC3GqpoT+FFf3+mbBr99eztmzNic/XO/fmVSIRLI2CrveNN9B6zOV5Bx5Y1E47EhRopspYloDb/NfSnUjLQlhrmuv5PMNvBBnXTXBTZu9K9lqmubx4/P1IcWdfGU1TVyHNeooJeLTDV2SSFNTZ1IpZxIUSQqTB9+yzaKJsRI3v6o/GQdP6u+vgP33z/Fd2y0tAQv25NIZNaQN95YipqaGO65J7+RhO5GtKUljpaWuPbme8GCbcK6eyxyKei8lfkIjuPi2mvfxdq1ep10dfGOc1P+2uLFhSIXO1hRNTzTRTa+TUVkew+p7ay3OVtgK0UbyNkI7zwIW8JKtR9RzR9+f9zU1GnFrrPslk8+WY/Bg1/EkCEvYf58tYjHxLKwwpjMZzO5z1U1z3Ict+BdL1kSTngGzGoklZWFB9OmS5eIDiqiipHeaFSmt/iNXWbr5szZqvzdRCKd3auo6kUyRFl869fviJRNpgOJkR6CGovaWpkYmQx1PT/8HEHRoqOzEKkmk4kIQ9nGXXRt1gre+9zYyafseXoNj6kuY162bm0zZkTXrs2PAl25sh5A5r2Z3KDKNv6ssL4Jtm/POWumHSDv+DGVpg3Ia7kwoSPs+MmcSOfeoW63uqDIxkkUMVKnvAPQeztpA5kF2m+eRhWr/Bzn5cvrA10rExmZPz50awwFjYwEMmm6MnTnVhBHXyQMm6i562e/SiEykjl3NiLzvvhiq/RnTIwMs1mbNGmD78/ZvFDZTSYisFR7/vdlPkljY2cku+aFbV5tR0a2tCTQ0NBhfHPMry+mD79l89OEGMnbOlWatk6Nyscem41HH52N6657V/o7YYTg7u40HMfFihUZe846BgOZZ69ro598cq52VCSQEQ9femlRwd9HEeJFG8lp0yrx2WcbQ19ThtcvMFVDnPnHjHTayUYHmUJ2iMm/+yh4knk+VAAASG5JREFUDw14MdLvwDII/EGrSV/ZC5u7ptKh/ca367pKW+E4bnavYCtFe9ddyzBixDFZUXLJklpcf/17yn8X9X5kUZgmoz9Vje+amjoLDjZWr/bPZPSDzQUT66Ko4aNpMVK0JrL3Gnbqeg8jdAM84vEU5s5Vi+BATmQOun7w76WqqoXEyN6OrM6CjQY2fo6gaNHR2fCpBAUTgoPM2Rddm7W69xqoXXctw29/e6Q0HcM7iW1FRm7d2mZkIw0Udtdk9TtNR1CIxmI8njL6jDo6cuKb6fRdWZq2iUVMlhoSNTLSdfOFIltp2oBYeGROWZhFUneT1ZvFSMBfMIy6sDI7JYI5jrrPvqUlXjA+dOeQX7MPGbJSGOm0Y6W8iLdpBWAmMtKvO3Ep1Iy0KYYtWJDvqHZ2JvHGGxU466zXlKVQ/PATOQH90/fq6na4rpuNjORtuWxd4g+8TMAiU23XjGxvTxiN6GTwG0PT81YmbpoQI3m7rLpvVb1DIBed45dmGMbXSSbT2LSpOWtL+HUxSOOCJ56Ygxdf/DLQZ4t+n82tMMNVtD8YNy4TnWz6wF4mRkbFW19t9epG4+Ne9k5Z19uoz8o7r0w1Y+ThfRsb12d4xcioz8avZmE8ntJaJ9kcsSVGlpWVYfDgvdC/f24jqnPQwNK0wy41q1eL/U2TeziV4C5aw6KI9CYP0ESH8qb26QyRTx51nGVSn3M2R1eMXLKkRtuuTptWBSBadPfWra1aa3EUSIz0ENRYyJxvG2naQSMjde7BL03AdV1lHQ8dXFe8yAc51enXrwxnnbWP9PTQey1b9UK2bWuzIjQDmQ0aUBwx0mSKNpB5x0xQsZ2mbfK0lxXm9cIcjCj7VNZV0NQ8kiESXqJEEOk6OGzTYXozYwq/5lxRI+f8UtuYGKk7dlpb4wWRkTrpW+3tiVDOqKzWoi27BhTaBPZZUeaXn53cmdO0AWSjuYBMJOxhhz2Nm24anxUTw85ZVUdttq6o3qvjuPjyy+3CNG2Zk21a0GP+ke3IyPb2bitiJG/jTfubMltgYkOSXzNSP/VShOu6WXubSKSlB2RhfKpkMp0XkcTfa9BNKIt01J13okifINGVXrwHjK7rYty4tf/679CXFWKrZqS3vprp5jVArh6blyjR5DxeX81GmnY8nvsMm5GRbI01Jfz5zVFd34T5ZbbESBF+NR0ZrH9DWEQ+m+u6Rve5KrFKtIZF2UeabH4pyjwz4WPyiMYU30U+LPxz1Q1CCFLOjpV/Y+uuzhrk/Z26ug6KjOztyGou2ogwqa2NSU/xRSdgOsVG/QZYU1OXse/hXUxSKcfoqZ13U87+bNrRqq2NWetOx07PTIuRIrHKtBgJADNmbIbrusYdIG/qjKwGZhhkC3DUyEggF6nR0NCplW4WFtH7jdLARndB7O2RkX6ntlEXVr/mKUEKmwMZscLrTOmIpWE3p7KSATY2RgxvSrWJU2u/cVpKkZE2AvM2bmzJ/veTT84tODgI+5kquxjk9P2tt5YLO6LLxmEQZ1oHNgZt14zs6kpmNxwmD254MdL0QUJnp9j+mIiM5Js5qOap6vNqamJ569AHH4g7+YYp25NMOnm2PJ12s+uGbbFDFAkWJQpp+/Z8+7tkSa21A1JbYqRXDGEHLibnlOMURkq7rmtM+PSu63bEyNycMdHJXPU5JgQZwN+f1N2HsuhZU9GauqjWxSgNbACxz9bRkYzk53tR+f2iNUw3i0qEyQM0kVBqek0URe5GFZmB/ANe3T3VrFkZMVJnfDOBPsiBqHcuNzR0khjZ25E5JTYiI7u6UhgzZoXwZ2EX/HTalUZRhalHJsMrUJmuK1gYGWlHKKmv7zBq5HhjwhZcJkaaWkhFRsRkvUjGggXbEIt1G++45R2fJsVOWWrI5s0tka/NnGWbKdqAeNGNIsbozs3e3E0b8LdfUSPnZM5nd3c6cBpsLNZdMEb8GuQwwtpnmWBkU4z0FmA3IUb62eFSECOZ0GIjMo8Jd47j5tWFi7phbG2N+6Y1BznkmjKlUjiPZBtP02na7FDRdmRkMpn2TUEMC78umh7vMvtoQozkfTNVbXVRIxce78HP559vUn6mLt7ISCCXLhl2Ex5k/vE+SDrtRIqM9Nr88ePXhb6WCm+QgSlf37tRF5V4MIH34Li6us3Y/PX64mzNNSma5UdG2lvTWTSgKWG+pUU+R3X3XMzPsGFv/VDVW4wi2gFin8109l8y6fj6naJnGkXnMBmw5ddN2xSiICETY59PwdfNKmQZLjq2jx06sTEUxl42N3dZDagBSIyMjGyhNR0izBgxYkbB3yWT6UjOqKwJj0kx0jtpTRtS73uwFbXV1NRptBYFPz4cx0VbW9x4ZKQohYBF9Jp0glasqLfSva9QjDTnYIkWsXg8ZcSZYfPHVvMaxo4dhd/BL3JPhe74ZnPMdmRRWGRR60B0R0h2yrh2bWPg0+qWlnjBmHZdtcDAxlfQOSxzoGyKkVu2tOT92UR0ud9Jre1TXBPYFCPZu1y2rM7oxsx1/Q+ygoiRsrqrspQ3NudU9kZ3PrA0Mds1I1MpN9JGQH7djJ1Jpx3jGwVZZLYJMZLfcKk2sypb6hULZQ1NwvhUqZRTcH2W8laMyCu+QUF1dVuk0iteG/Dhh/bESO86Yson9I5JUYkHE3jHJEvRDopobHi/g4006mI1sGFz05QY2doqtwW6whLztU1Fa+qiOoCO+oxE+2UbATd+DWlE6y8fLR4UkwFbO3YUjvNiiJF1ddEPSPm9mm6AR5B339aWgOu6kUrFxGLdFBnZ25E5bTbStIFMyK03XSOqOLNunVi4CLvZFeE1xn5iYZjP8zo8tmpG7tgRzxo5G45oRUVd1uiZWkhFDr2NNO3Kyhbj9SIBu5GRonFiKpKxsTEzxln0j62Ni2gusTkdZgzpLuIiB6A3IXMUWlrikbtjyk66g6ZoA/LTUG9qnZewh0UysdmmGMnq4aruIQjptCsU8jI1nOye4pqA2WUbYmQ67aK9PYGJE/27X4eBFUT34jjBHF5ZBH067QoFQtORkczO2Y6MBNRzOQxsXbTha4o2Hq7rGhEjeTujOnBhY6SpqROXXz4G77+fn4bttbeyiHW2zgdZD7u7nYJ1gqXUFaMm3ZIlOWE16nrV2Ji735qahDKSKwqxWLgOsSocx80KGMlkuiDa3hRe/4elaJvw37q7i5GmnfsMU53MRTD7Y2oueMcNj65wxdafYtaMBPwP/x0nem1Hkb9kY487f768CZhsbZc111FhUiwUaSCmxUjRPsvEOGN+fFdX0orf6rqZdTFKA5tEIk1iZG/HdYG2NlHzGHtpYnfdNSnvz1FPHteuFZ+GsEliYiELIkaG6xaYb4xspWm3tSWs1YwEMifvTMQyhbeTLZCLGjPppNTXd1iJjPRuFk1+hig1xES9SCDjrIlScE0jcva9nSeDoGu7envNSJlgOHv2lsgChOwEk22O+wVYWWX2RNTEgCesfZY5xzbFSK8ja8pR5DfZjFKIigRyqfi2xLB586oxadJG9S8GRNZRu6GhI1SJDtEmXzQWdTt168I2uMWInrERHZ8TI82XBBLNoY6OpJFnxc991VrD5sabby7Fhx+uxX/+5/t5P1++vD7vz4lEWmjbwvhU8Xiq4PuydTVqd1wd+Mjh6GJk7vvPn2+7bEzunWayfcytK+yZVFW1RIoU9cO7tptqXgNkBG4e9mxMjiNe8LSZps32FebESLkt0PUX2Lwsthjpt2dobu6KXLoqkUgXHNDZ2OMuWVIr/Zksw4JFiwfFpEYiKitiWoz02oXu7rSRgxYmEga9VpDDkalTKyP5T47jWm1wCZAYaQRRZ1UbDiLjk0/W59V2iBopJnN0TKZpe4UB0514vc/AVmRkRow0825F333lynrjadqiotw2akZ2daWsLJBeMdWkgyVKDWG1mUyMzZkzN2c3orY2Ll5xNpVysHFj+M2Lbj3F3i5GykTr6dOrAER7vzJHim2OJU05hbAIOe/9qFLto9hn1lyJx0b9Koa3gLupAx3R2lUK9SIBu2naADB9+mbMmaPfdVEXrwDECBttL7KLolP8KCf7ItgcLkZkZFQxSQRbF20cfItS5U0dqvFCp8pPZu/miy8y9qqrK4Vp0yoBZOaPKCpn3Lg1BX8Xxh8UjYtcGqgd/5Knqir3vFkUYFjbzG+kmRhpK1ODf6exWLfR+VVRkRFLbKVoA/l7FcdxQ4stIrwCqo0DQD66yqYY6boZG2RK+PM7RNTNRmPZOsUWI2tr5Z8XJT2WxyuGhWnKpUIWmATIvwffgCUIJjUSUcS+afHMO5dM7dOZbxy0Bn+Q/eQXX2w1ULfUfDYlD4mRBli+vDA1z6aKnEo5+POfv8j+OWqkmKwwtkkx0itcmBat+Ofd1ZXU6kYbho6OpLF3KzImGzbsMC5GAoUbdL96elFYsSIzF8x2OMw9qKj1Ub2IRBFTkZEAMGvWZus1I73zP2rUgG4qXm9vYCNzxJkYGUUcTiYdYSppmDRtGapxGMU+z59f2B3UZC1cL157b0qMFHVjjtqcqFjYTNMGgPHj1xjttsmQpUeaFAsrK/PFO8dxjTclyEVG2hcjo24ERNiMjBSli5laF/kxyYRUv1eQSqXzonFfemkRAHl9XlETmyg+Fe/LsNIfxRA7+M0/E7PDDlXmI9TXd2DNGrtRnbx/ZjpThkVGMrtvQ1Dl9yrr1jWFFgxFz9fmwTojX4y0W0qnpqbdWMNKP79T98CF+RXFFiP9umWbEs5XrcoXCm0EfmzZIt+ryMTIDRvCfT+TGono8N+2GGlqjLGISBslzhgLFmyL7GfatLkAiZFGEBV9tZmmDQDPPjs/+99RF3yR4u26rlUx0nRUFW94bKVoA5mIAbbg2XDmqqvbrYiRvNDguq6VmpEAMHOm+Ugc3oiaPkkWzVMmzpt4v0uW1FpP0/Y+E1V6rwpdAaO3R0byXSUZLS1x31SUIIhOqqOI/N7x5net9vZEJDsnOkCzmabtXaPa2sw4il7RCpDXce5tsE7BtsQwtnE37TyKUuOBXGSkic/z+h5tbSnjaZlMNClGZKQN2Obdhq8p6qrKDtWivl/HcbOijOgwwcv69Tvy/BV2mCQ7+BE1sYliK/npyTakxRA7eHscNbKWXeuTT9bDde023uHtr2kxcsOGzHix1UkbyPdrWL1IU3htjZ3ISHvP30uUDu9eROWkGLrCUjyeQkdHt/X9txe/98ia20SdcytX5mck2GggKbNryWRaui/1EzD9MP2OvPsW04fr3pqmptYAZi9tBndEyZRj2Mju4CExkqNfv3DWQvSibaZpA5n6DSzVljlIYY2d6NS+qanLqLHwTjTThpS/V5siSTLpWI16bWjosCJG8tdsbo5bq6smEjmiwm/WTTtXoigqk5GR3o2UDbyOEKtrFdYeOI64gYT3d2ye5JlAJKqaqBfJ8Db+kqWvhsUv0izqJkC0ZtmoX+W9NpAZO6aim0WOcKmkaadSmQdtSwxj79H0++zudoR202Qaj7fh0Y4d5t8pGyfF6rhqGiY62PA1RcIvO1QzIWSxdZxv0iJj1qz8A866ug7EYt1Ze+utz+tdv103egMJRnd3Go7j+kZCmSKVys2zqBtBtjF/991MA6Bdd7WnRtoUI5kgbjNNm/drFi4017wGyNgam4frQH6Eoc00bQDYvLnF2LVcVx4dqbvnSqejdQ0Oi98B6Jo1ZoRzbzk4G0E3sufsF9kfpqN0d3fa+OFiW1v+OzC9LnqfDRMjo9qGVMpBOu1k7Y6NgyITWo7toBoSIznCDgLRSyrGyQzrlBl1wReJdyajIoHCRde0IeWft616kQAryG1PjOzoSFo5zeQXDBv1InOfYz4FSBSZYApRBIhJB6u6us1YGosMb8orizaJ8g5U0WVtbYleH1HkuoUOCas3ZmLB5xsMADkh3pQz4XcoEdU+iwRym5GR/Hsw6SSKvkeppGmzSJDePo9EiGpRsndhwvZ7u0/v2GH+8IyNEydIgddeBDtQtOFrisXIzDsx8bi2b29HQ0OHViQ5S9Hm7eorryzORkZ678fbxKa1NWF0Dd68ucXKgbGIpUvrEIt1R07zj8W6UVPTjilTqgDYjYwUdXM2BRMAdCJqw8Lfs8nmNQx+fbJfM9LugfGmTS1Grye73yDNxvzqHtrCcVxhnV0gfLdpL94sEBv7XMdxhXqGn8AbZk9m4wCttTX3/JPJtPHO1N5DbpPR8TU17YEiI8Pa7yh2368uqglIjOQI+6JEtYxsdlxmsCYEURd80WmIeTEy/zNMRy/yC7zNNG1A3IHZFLY2prwzaztSzzSum4uONO1csegkRmYxNifW6tZfjIK3C6EJR101xnt7ijbDO9anT98MwMzmwttghm2OTW1c/JwTZp/DrlmiNcOmGBmP5+aByfQZUYRSqaRpl7IYOXPm5oK/277dXESK19Fvbs7YOJ3xrjv/OjtTgX6/t8E2W2xjZ6tOM8PkulhV1aJdLmPu3Iyfy7+nt99e4Vufl29iY3rTPm1aVdHGzPz51cJSFEHp6kphzJgVcBwXxx+/R+gsMB14n4etM6bGZnNzHF1dSaPZK17a2jL33N2dNlbShYcXNexERhYvTZtF7Jp6vzKBJ0g22uLF5t+ZDqIgBtd1s2naUfEe3Nja506atLHg7/zESBYtHgQbB2i8GGkje9GmGLlyZWOgTLOe8FlsBnkBJEbmEfYFiwZRMVLFVqzIpKkwgSbs/YtOEKJudr14jYNpMYM/jbXRZYzHRjF62/CGky1qNk/HTcMiG2yknfBjp64uVhQB0STeuRW1ZiSg7hba25vXMFiNKYDVi1SnBeriPbBZtsxsmrbfRiXqYVE67RacTtsUI/l6UCYP6kQOealERrKILptipC0bL9rwmUzT9r5XG2nazO7bjlxnmH4XOTHS/LMRi5HmBKCtW9uytR1Vz0WUkrt4cY1vVCXfxMZU8xrGnDlbC//SEsuW1Rmp1ZVIpPDPfy4HAJx99r6Rr+cHn21iWgxLJFLZMjS2YIETy5fXWfEFeX/NhljY3Z1ZWFIpx3qGnmlRuLpafODhPXD3Y+lS8000dRB1la6piRk7fPWKX7bEodmzC7MemBgpe6bV1cHGgQ2xsKXFrhjJH6gDufdhQhhcvbohu6eyKTTazJaLComRHGGNl3fz4zhuUaIz2Ia0pSXa5k4UYs6ubWpieMVZ04Y0X4y0K5TY6kRtE/5520zTtgVzCk2ftAP5wpqtE3ebjhE/txIJx8h38KZJeimVyEhejJw1a7PRhZ53nB3HzR4OmcJvDTFhn1kKGsOmGOm6uXXSZGTkli2tBWJFqdSMLEZkpC3HVhR9bTLi3nvYwSIjTX4f1uCqGN20bcAioGykvPHZCJk/m80Y2LatLRt1FubxM8FFBt/ExlTzGoZfRKZp1q1rynavj+JDxOOp7DP5znf2iX5jPvAp/qbFNtcFKirsPn92WGa6eQ2Dt22mm2wAOV/Z5nrOYHsJUyZUtoYEsXE9kaYNiA9NTEVFAoU+t619rqjuv6ou5KJFwQ75badp2xAjvQcTJiMjN2zYgR07encNfoYtd4nESI6wi3067eaJYcXaDDFjZCJ11XsiZTpN22t8TIsZvKFgwputSVOMToqm4Rcuk7W9igUTy23UwOFTEEx2B+Sx+ax5e1NbmzDyWX7NU4DSESN5YZZ1YTUlDPMR0ps2NRu3+6J6pgwT9nnevPwIH9ubF/a8TEZGptMuzjzz1bxNLxNxe3vkNxN7SskOM7yHFem0Y7RxgDcC3mZkZLHS5E2/ZxYZaauhHu/TNjfHjdq32tpYoCh12VyW/T1v91lkpCl7YLurKM/WrW1GPo+NvfJyYNCgXSJfzw8+0pjZZZNjf/LkTNSrLfvO5tOCBdutfA7zxROJlJXIS+Y32K4XCaj9xKDI1pAgNo758MVeV/mDb4apTtpAvp+fTjvWUvCrquQ1I2XPlEWj6mIjYtd2ZGQqlT9XReX5wrJ5c0vJZJvZgsRIjigGg68fZrPbMg/r7GzCKHlPcEyLkbxjm0o5xtNt88VIu5O6GJsX0w4QX0qgFCM72fu1kabNR3ywTUxvFzJ4+Ai6mhozz0eVps3EyN7+nPixbrJeJJBvZ6JGy4ieo+vKD7ZM2GevA2lbjGQ1lUyvj01NXTj77JHZiJxSSdNm47AUa0bGYsm8+25s7DSa7uw9vGxuNp9pwsS8Unz+QGGatunNN7+umO6kWV3dFqi2cdDvxjexMZ2FU8y1r7GxMytGmni/NmtFMvj5ZEMwYWmktsQmNp9mzKiy8jls/Nhab5PJzDpou14kYN4flwk8QXyGYkSEihDZSJORkem0m/VxgtQXDIpo3KialwT1f+1ERub8PhsajNe/MRmUtH17u9V3WgqQGGkIfmNnY6LJmDVrs5FFhw8xd13XuBgpKmptEt5QlErUVjHhT0lLUYxkG6+o9VFF8FE+TDAppWglXujfvj3jiEXdKDU2+i+0pTLH2Imu6XqRQH6E36JFdqIoROny7e0JIwcuXjHAhtDPw9YUlppm8lktX16Pn/zkPQClk6ZdymIkkJ8OZ7opmrc+k43ISLamlJKt57GZpg3kzyPT5UvWrTPTDdnv3bEmNrYPp23S2Zk0GolZXm7sUr6w6Dwbvj5LW7dFZ2cSmze3WPscJjrYWm9tHtzbRlbf1XbtSxOIBDsmRppaY5jgabOZiOO42LKlJe/vVGnaH320DmvW6HcNtyEW2k7Tdt2cr+a6rlExsrGxkyIje/oGehNRNkcrV+YmYjEN56xZW4wsOrzD09TUZfw7sNO6zPXNG1K+QUIpO58M0xsk/rSwFGtGMsHNhnNbU5NbVLZsKd1nAwDbtmXec9Txo6oB01OpMEFhzu3UqZXW0iSBXP3FsJ8h+3ei6KG1a80U8OdLc7iuazR9WgRzpG19zjvvrMKf/jSrZLppA5ksgVIVI6dOrcz+t2kxMpVysmnsjuNma0aapNQjI5noYMvf5Ocpyx4wdYAga1Rhks8+y3SFZWuAaftfjLXPdc2lhZeVAWVFSmVgY7IY0Xmm6epKYcaMzdauz56JvcjI4qVpm0a0d3Nd12gJEFs0NMjFSFOweo6297iffbYp78+q559KOTjzzNc89VATwmcC5OyDSXMkEiNNmzt23VisO2/fFZXm5jhFRvb0DfQV+DTtYkZGLllSY0RR551D01GRQL5YaCOqii+4brsFfSnCjGgymS7JmpcsSsPGaW99PV8zssX49W3DN59ikZFRmTFjc0FNQYbrunndSnszzPFnUTImnZNMo7IkXNctaAZjCtFGlKWPRYW3w11dKetdhbdvz0Wp2uJ3v5uKCRPWW7u+aRKJVMmKYfPn5xo8sNphJucXs/kNDR3ZzuMmYZGFpdvAJvNQbImRvF9pOk2bb3JiC9bxvdQPp/lDrygUc5izPVApipHxeNJ4fWkeJhLaTtNmvnJvL6XD09JSOFc3bNhREmKkd28Si3UbbfoFAKtWZcRN23vc2bPzxXid59/cHMd3vvMavvhiK26+eTwOOugv+NrXnhY2drTVwIb5UrZK5bW1Zeau6T10Z2eSIiN7+gZ6E1FODfk0lmLVjAQykTMmFjW+ELENMZIPcbaV4slOKkiMLIRtWGprY70+mk1ELJYZ4zbESD41xFY3bZvwjU5M1YwEgB/9aKxQKFm/focVG2GD1tYEksk0Pv54HQDzG7ItW1qxYcMOa5su0XhktS+jkkw6Re28yVJ95swRi9ymmD07c/1SsHOJRLpkxchVq3LZIKYjI4Fc/TA+ct0kTMwr1eefi4y042+2tBRGRvbEnArrljMBVZb6SdiDrYelKUamsmKkjfHO1lpbay4T+kvx2YueCXsXvR1vpJyou3ZUWJMcdsBiS2hevjwnIMbjKe1916pVjTjrrNcwcmQFuroyDZpGjJhe8Hs2DtBaW1NZbcGWBsPWEtNiZDrtGjt0KlVIjDQEX1OhmGna27a1G1kweYeNCQ22QpxtGdKOjkxR/R07Sm8Rtg3bsJRivUggN6dspJ6wBay9PVGSofK5k/B4Xke5qNTUxPD7308t+PuJEzcY+wzbxONJzJq1xdp7XbmywVpUJICCk/V02sHMmeZSyJYty0QPFUOMbGzsRHd3GtOmVQEoDbHQNt3d6ZKNzGOlGgCgpiazrpj8KpWVzXnXNu0vMDGvRB+/9TRtXswwHeEThLDvhzWxocPp4sOeeSn6Ux0dSat1Kb1ipGm7xsTIUkzTZvWkedjha2+P8HQcNy9LyXSKNpDL3LJt0/iO2qp6kSL4dyUq+WTjAC2ZzPW6sCVGsgPSUswu7O2QGGkIPhWETbRiGE9TdQt4p4FNaPN1CzOfYSsyMhZLoLU1XrKRDjZhjomNCJZiYLMGETv1K8WoSCDXvGnDBnOF7hmPPz6nIEVv0qRMLa7e7hwCGaHWRoo2Y926JixcuM3a9b3dJSsqao0KhyxKsRhi5I4dcXzxxdaiZg70dko5TZtPK2Ip+CZhfgjL2jDdCZhFlJfq82f3by8ykhcjS3Nt/OCDNX0iMrIU1lqepqYuOI5rbV2x+TxsRyix9c+WWOhN0y6lwxbvwYrrulajVE3Dl3liYqTJscrWQtsNJHnbHyZFnn9XovrAbA6YfqcbN2b2QEzUNn19JkKy/y81u9ybITHSELwRLYXOX154h9ZWCiYTbG0Z0ubmeMl0+S02sVgSb721PNu8ptSMKBufNtK02TX5SJ9SwvlXQTXW7KSfQavuOC5+9KO3s39OJOymMJnGdTMbUvbfptm0qRkLFkRrXuOHdyNtOmWpoiJTEL0YYmRraxyTJmWiakvN/tiiszNZsmJYOu1moyZsHHKxaLycGGn2+mzTXqqRqez+bTewcRy3KA1nbPDZZxtLvmYkUBprLU9TUxdisW5rtq0Yz8PWGsWEGHtp2sVtYGPyOXV15duyDRt2lFQAxYoVudIlpjtpAzl/kNk0W/PAcdyssBq1Xmcy6RRoCqbXLDYGWY31UkvTJkiMNEYq5Vg/qbYJS/kB7ImRzKixEHPThrSurqNPOJ62uPvuz0o2TZt1yLXhYLGFi0VGlppQ4jiZiDkmRpaXm/0CX35Zg3nzqgEAs2dvyTaWKBVsbqQ3b27BkiX+ncej4C1qbapeJGPt2ozDXAwxsr09gYkTM1G1pba5toXNDXsxePzxOQByqdQmYZvQXAq42eeUSjmYN686z/cpJWzXjGSHdPX1HVnh0yTFWGcXLtxesu+3lGlu7irJmoU8ttYoJsSwNdf056RSmQvyNV9LBa+dKZV6kQzmTwF20rRbWxPYtKkZixfb8zkZrEkl27dHsdfvvLMy78+2DtDYAaYtMZJpF0yMJD/WHCRGGoSJGaWYhua6mft2XdeaGMkmsK2ajo89NpvqA/lQWxvDmDErAJSeEe3s7EY8nrKSQsPEtVLpEC3im998CX/+81wAdt7trbd+CCBXL7LUBFtbrFnTlBXKbcCLhKbrRQK59EsWBWXzvba3d6OiotbeB5QgHR2lLUa+9toSpNOOlW6nuahLthkyOzjb2hIYOvTVki0czw6/bfmbrGanrfIlxfBBSrX0SqnT2pooeTHSFiz6z3YDm2JFRpqcx+m0V4wMVy+yp/xTliacTjtWGtjE4ykcc8yzVuuUM2bP3ox02sGrry6JfK3Jkyvz/mz6AI29b5ZFYWtNZNpFfb0dnWFn3lft0tM30JdYtqwOxxyzX1b1L6bgU1YW/fM2b27BQQftae3UgoU420qlnjFjc15RaJvP3/b1bVGqqcidnSlrzlUikUJ1dRvGj7eXzlsMWP1Y0+mMQCb9ZN686my9yFJ9Rqaxnb7IC51LlpitFwkAjY0ZW1yMyEgb0VWlTiyWxIAB5T19G6FpbU1g5MiKbN1akzQ2dqKzM5kVsG056qW6lttuYMOikkq1XiRQuvVAS52Ghg4r0dJ9gc5OluVjW4wsvchI18344wMG7FJy9SKB3OHH5s2tJXvIxVi2rB5/+9uXWeEzyjtYvrwu78+mxULmG7AyZLbESObvU5q2eSgy0iCsXkQppmkDmbDyjz5aa+36bALbjF5csoQib/oiXV1Ja85VMung739fZGVDXUx22aUMP/7xQVbESAD4yU/ew/Ll9XYuXqKwza4toYRFPwF2Upbi8YzIXwwxkrEzn/56KfXISAD43e+mWrluc3Mcf/jDDFRXt+OAA3a1ZtdKZaPrJZl04DiusSaGXmprO9DQ0JFNfaN5S+jy978vxkUXjerp2wiNzbHO5qutNZdFF5ZqZCrz86PUi+wpm84yBGykaBeb9et34P77pwCIPh/q6jryyqyYPkBjze1WrWqE67rWxMhJkzYikUiF6jBO+ENipEHWr8+EZZdiAxsA+POfv8DNN39o7frTplUBsN8JjOh7dHXZi4x0HBcvv7zYyrWLya67lmHYsEOMpzMyKitbrFy3L2DL+XXd3OGWrfpJ55//ZnbjUgwnvlTFHxt0dCRL/nnYihLYtq0df/lLpvTEf//316zZtVIlmUxbr9/75JNzSzoykkFDp+coxWdv0ybbFiOLnaZtGib0lFq9SCCX/bd6dSYwqRTHPiMW6zbWldpxXCxdmouONB2wVV4ODBzYD93dDv7xj2XWxMju7jTuvXeyNZ+n1H3BKJAYaRCWAtsTNSNNDOL587cBsGdAFyzYhtbW4nS8tj2pd2aj0RNkIrjsRW/ZqHnWVyk1B6vU7tfL9u3tSKUczJq1xcr1v/yyBi+88KWVaxP+lHI3bS+m51lbWwKplIPycuC00/Y2e/E+QDLpWM/CeffdVdnISPJ5iDDQuMknkUhh8+YWa3X/0mkHs2ZtRl1daaaSslTYsPUie5LW1gS2bWvDk0/O7elb6XW8++6q7H+b76ZdhqFDMz7C00/PtarBvPDCl1nRmTAH1Yw0SG1tJqS8VCMjAbv1k1wXuOeeySVZy4ToWaZOrcxbzGxQqrXDik2pPaNSu18v5533Jq6++gSrqdSl2HStL9AX0rRts+uuJbQbLSIZMdKur7lxYzP23nug1c8giJ2JZNLB7bd/ai2qOZl08P/+38cAStOn3b69vSTrRQKZoIn/+I8x2UYqpXTvIkyOnxkzqrL/HYuZ92XPPntfTJvWjKVL6zBo0ADj12ewWs2EWUiMNAg7iSrVmpGAfeP5xhsVdj+A6JOsXp2rwdKvH+BY6IVR6o4D0TfZurUNTz89r6dvg7BAV1eqz4iRNuxnWZn5Ltp9hVQqXRRfc/HiGuufYRta24neQldXEp98st7a9dvaEtmAj1Ic97W1MUyatDF0vciexHHcPmEvGSbHz6pVuT1cLGZeiD/55L0AZO6ZAp5KD0rTNkhrawKPPTa7pCMjbROP06kCEQ0bQiRBhKWYWgnpMn2Lzk6KjPSjFDfTxSKZdCiimSBKDGbTbK3ltq9vmw8+WINLL32rp2+DMMyOHV1IpzNN12xEBZeXl6G83PhliSJBkZGGue++Kdhrr/49fRsEQRBEESimYELiTN+iL0VGEsWloaETt976UU/fBkEQIaC69mIWLcpEFpZiijlQuvddDD75ZD1Gjqyw5vPssksZ0ml6+KVIn4mMfP7553HkkUdi4MCBOP3007FgwYIeuxfWgYogCIIgCEJEV1cKLu1ciBB88cVWrFzZ0NO3QRAEYZRSFvRK9b6LwXXXvYtx49YAsBO5W6rRwEQfESPffvtt3HXXXXjooYewePFiDB48GBdeeCHq6+t7+tYICWQ0CIIgiJ2Z0aNXZJsNEARBEMTOTCkLkYQ/XV2p7H/bqTFNwkKp0ifEyKeeegq33norfvrTn+KEE07Aiy++iN133x2vvfZaT98aQRAEQRBEAZ2dSTQ1dQGgAzoiGFSrliCIvgYJkQSx81HyNSO7u7uxaNEi3Hfffdm/69evH84//3zMnTtX+G8SiQQSiVy3pdbWVgDAwIFmiqqytCtS6cWEeT4DB/ZDZ2cnBg7shutSB5NiQ8+/90PvqHdC76U0KOZ7cl23YNNFnaPF0PzJp9j+pe7n0Xvq/dA76r3Qu+n90DsKj+O41nwc73shDab3MHBgEvE4lOWIytwSL1i0fft2HHroofjiiy8wdOjQ7N//7//+L2bMmIH58+cX/Jvhw4djxIgRxbxNgiAIgiAIgiAIgiAIgujzbNy4EUcffbT05yUfGRmG++67D3fddVf2zy0tLTjiiCOwZcsW7L333sY/79vf/jYWLlxo/Lo70/Xb2tpw2GGHYevWrRg0aJDx60ehlK+ve+2wz7+Un02pXV/0jnrD2NnZrx/Fdulc3xalfP0w1w7ynkr52ZTa9cmulcb1Tdm5vvp8esO1Ve+olJ9NqV/flp/AKOVn01uuT/tQsmsi6PpyWltbcfjhh2O//fbz/b2SFyMPOOAAlJeXo66uLu/v6+rqcPDBBwv/zYABAzBgwICCv997772tLALl5eVWrrszXn/QoEGB76U33X9vu37Qawd9/qX8bEr1+vw76k1jZ2e/fhjbFeT6pinl60e5ts57KuVnU6rXJ7tWGtePaud6+v578/VNXVv2jkr52fSF6wPm/QRGqT+b3nR92of2zmuTXeud1wcy5RN9f27104tA//798a1vfQtTpkzJ/p3jOJgyZUpe2nZPcvvtt9P16fq98vqlfO90/Z69finfO12/b1+/lO+drt+z1y/le6fr9+3rl/K90/V7llJ/NnT9vnv9Ur53ur4ZSr5mJAC8/fbbuPHGG/HSSy/htNNOwzPPPIOxY8dizZo1OOigg5T/vq2tDXvvvTdaW1utq8NEOOgd9Sz0/Hs/9I56J/ReSgN6T70Tei+lAb2n3g+9o94LvZveD72j3gm9l96L7rsp+TRtALj22mvR0NCABx98ELW1tTjllFMwceJELSESyKRtP/TQQ8LUbaJ3QO+oZ6Hn3/uhd9Q7ofdSGtB76p3QeykN6D31fugd9V7o3fR+6B31Tui99F50302fiIwkCIIgCIIgCIIgCIIgCKL3U/I1IwmCIAiCIAiCIAiCIAiCKA1IjCQIgiAIgiAIgiAIgiAIoiiQGEkQBEEQBEEQBEEQBEEQRFEgMZIoWcrKyjBu3Lievg2CIAiCIIoIrf8EQRAEQRClTZ8XI2+66SZcccUVPX0bhISbbroJZWVlBf/bsGFDT99an4c9+9tuu63gZ7fffjvKyspw0003Ff/GCCFz585FeXk5Lrnkkp6+lZ0amjelCfkCvRt6P70TWnd6Pw0NDfj5z3+Oww8/HAMGDMDBBx+MCy+8EHPmzOnpWyMAbN26FTfffDO++tWvon///jjiiCNw5513oqmpSevfT58+HWVlZWhpabF7ozshzJ977LHH8v5+3LhxKCsr66G7InhtYNddd8VBBx2ECy64AK+99hocx+np2yMM0+fFSKL3c9FFF6Gmpibvf0cddVRP39ZOwWGHHYYxY8agq6sr+3fxeBxvvfUWDj/88EjXTiaTUW+P4Hj11Vfxy1/+EjNnzsT27dsjXSudTtOCHgGb84YgCKK3YHLdIexw1VVXYcmSJXjjjTewbt06fPjhh/j+97+vLXYR9ti0aRNOPfVUrF+/HqNHj8aGDRvw4osvYsqUKRg6dCh27NjR07e40zNw4EA8/vjjaG5u7ulbITiYNlBVVYUJEybgnHPOwZ133olLL70UqVSqp2+PMMhOJUZOnDgR3/nOd7DPPvtg//33x6WXXoqNGzdmf15VVYWysjK8//77OOecc7D77rtj8ODBmDt3bg/edd+HneTy/ysvL8f48eMxZMgQDBw4EEcffTRGjBhRYIBqamrwwx/+ELvtthuOPvpovPvuuz30LUqTIUOG4LDDDsP777+f/bv3338fhx9+OL75zW9m/0537rz99tv43ve+h4EDB2LUqFFF/S59mVgshrfffhs///nPcckll+D111/P/oydmn/yySc4+eSTMXDgQJxxxhlYsWJF9ndef/117LPPPvjwww9xwgknYMCAAdiyZUsPfJO+gal5c+655+KOO+7Iu3ZDQwP69++PKVOm2P8iOylHHnkknnnmmby/O+WUUzB8+PDsn8vKyvDKK6/gyiuvxO67745/+7d/w4cffljcG91J0Xk/hH381h22pvCIookeeeQRfOUrX8Fee+2FW265Bffeey9OOeUU+ze/k9DS0oJZs2bh8ccfxznnnIMjjjgCp512Gu677z78x3/8R/Z3brnlFhx44IEYNGgQzj33XCxdujR7jeHDh+OUU07BSy+9hMMOOwy77747rrnmGrS2tvbU1+oz3H777ejfvz8+++wzfO9738Phhx+OH/7wh5g8eTK2bduG3/3udwCARCKBe+65B4cddhgGDBiAr3/963j11VdRVVWFc845BwCw7777UuaFBc4//3wcfPDBePTRR6W/89577+Hf//3fMWDAABx55JF48sknsz+7//77cfrppxf8m8GDB+Phhx+2cs87A0wbOPTQQzFkyBDcf//9GD9+PCZMmJBdi1S2DQA++ugjfPvb38bAgQNxwAEH4Morr+yBb0P4sVOJkR0dHbjrrrvw5ZdfYsqUKejXrx+uvPLKggih3/3ud/jNb36DiooKHHvssbj++utJhS8ys2bNwg033IA777wTq1atwksvvYTXX38df/zjH/N+74EHHsBVV12FpUuXYtiwYbjuuuuwevXqHrrr0uTmm2/GyJEjs39+7bXX8NOf/jTvd3Tnzr333os777wTq1evxoUXXliU+98ZGDt2LI4//ngcd9xx+M///E+89tprcF0373d++9vf4sknn8TChQtx4IEH4rLLLsuLTu3s7MTjjz+OV155BStXrsRXvvKVYn+NPoWJeXPLLbfgrbfeQiKRyP6bf/7znzj00ENx7rnnFueLEFJGjBiBa665BsuWLcPFF1+MYcOGUSQLsdOgs+74MWrUKPzxj3/E448/jkWLFuHwww/H3/72N4t3vPOx5557Ys8998S4cePy1hGeH//4x6ivr8eECROwaNEiDBkyBOedd16eLduwYQPGjh2Ljz76CBMnTsSSJUvwi1/8olhfo0+yY8cOTJo0Cb/4xS+w22675f3s4IMPxrBhw/D222/DdV3ccMMNGD16NJ599lmsXr0aL730Evbcc08cdthheO+99wAAa9euRU1NDf7v//6vJ75On6W8vBx/+tOf8Ne//hXV1dUFP1+0aBGuueYaXHfddVi+fDmGDx+OBx54ICuIDRs2DAsWLMg7aF65ciWWLVuGn/zkJ8X6GjsF5557LgYPHpwNBFDZtk8++QRXXnklLr74YixZsgRTpkzBaaed1pNfgRDh9nFuvPFG9/LLLxf+rKGhwQXgLl++3HVd162srHQBuK+88kr2d1auXOkCcFevXl2M293puPHGG93y8nJ3jz32yP7v6quvds877zz3T3/6U97v/uMf/3APOeSQ7J8BuLfddlve75x++unuz3/+86Lce6nD5kZ9fb07YMAAt6qqyq2qqnIHDhzoNjQ0uJdffrl74403Cv+tbO4888wzRfwGOw9nnnlm9tkmk0n3gAMOcKdNm+a6rutOmzbNBeCOGTMm+/tNTU3ubrvt5r799tuu67ruyJEjXQBuRUVF0e+9r2Fy3nR1dbn77rtv9j25ruuefPLJ7vDhw4vxVXYqeF/giCOOcJ9++um8nw8ePNh96KGHsn8G4P7+97/P/jkWi7kA3AkTJhThbnc+wryfDz74oGj3tzPit+6MHDnS3XvvvfN+/4MPPnD5bcXpp5/u3n777Xm/c9ZZZ7mDBw+2eds7He+++6677777ugMHDnTPPPNM97777nOXLl3quq7rzpo1yx00aJAbj8fz/s0xxxzjvvTSS67ruu5DDz3klpeXu9XV1dmfT5gwwe3Xr59bU1NTvC/Sx5g3b56vnXrqqadcAO78+fNdAO7nn38u/D3m4zU3N9u72Z0Uft0544wz3Jtvvtl13Xxb9pOf/MS94IIL8v7db3/7W/eEE07I/nnw4MHuww8/nP3zfffd555++umW777v4qfdXHvtte43vvENLds2dOhQd9iwYbZvl4jIThUZuX79elx//fU4+uijMWjQIBx55JEAUJCuePLJJ2f/+5BDDgEA1NfXF+0+dzbOOeccVFRUZP/37LPPYunSpXj44Yezp7577rknbr31VtTU1KCzszP7b4cOHZp3raFDh1JkZEAOPPDAbArWyJEjcckll+CAAw7I+x3duXPqqacW67Z3GtauXYsFCxbg+uuvBwDssssuuPbaa/Hqq6/m/R4/F/bbbz8cd9xxeXOhf//+ebaNiIaJeTNw4ED813/9F1577TUAwOLFi7FixQpKw+ol8PNljz32wKBBg8gXIHYKdNcd1TW8USgUlWKeq666Ctu3b8eHH36Iiy66CNOnT8eQIUPw+uuvY+nSpYjFYth///3z/OnKysq8SK7DDz8chx56aPbPQ4cOheM4WLt2bU98pT6Fq4gmrqqqQnl5Ob73ve8V6Y4IEY8//jjeeOONgj3k6tWrcdZZZ+X93VlnnYX169cjnU4DyERHvvXWWwAy73v06NEYNmxYcW58J8N1XZSVlWnZtoqKCpx33nk9fMeEil16+gaKyWWXXYYjjjgCL7/8Mr761a/CcRyceOKJ6O7uzvu9XXfdNfvfrP4NNXuwxx577IGvf/3reX8Xi8UwYsQI/OhHPyr4/YEDBxbr1nYabr755mztuueff77g57pzZ4899ijK/e5MvPrqq0ilUvjqV7+a/TvXdTFgwAA899xz2tfZbbfdqDugYUzMm1tuuQWnnHIKqqurMXLkSJx77rk44ogjivYddkb69etXsEEUNdzifQEg4w+QL2Af3fdD2EO17tA76l0MHDgQF1xwAS644AI88MADuOWWW/DQQw/hF7/4BQ455BBMnz694N94a34SZvn617+OsrIyrF69WlinbvXq1dh3330LUriJnuHss8/GhRdeiPvuuy/wgfD111+Pe+65B4sXL0ZXVxe2bt2Ka6+91s6N7uSsXr0aRx11FGKxmNK20dwqDXYaMbKpqQlr167Fyy+/jO9+97sAgNmzZ/fwXREyhgwZgrVr1xaIlF7mzZuHG264Ie/PfAMJQo+LLroI3d3dKCsrK6j1SHOn50ilUnjzzTfx5JNP4gc/+EHez6644gqMHj0axx9/PIDM2GednJubm7Fu3Tp84xvfKPo970yYmDcnnXQSTj31VLz88st46623AgnMRDgOPPBA1NTUZP/c1taGysrKHrwjgofeT8+is+4cccQRaG9vR0dHR/YQsqKiIu93jzvuOCxcuDDPR1u4cKH1+yeAE044AePGjcOQIUNQW1uLXXbZJRuZL2LLli3Yvn17VnyeN28e+vXrh+OOO65Id9z32H///XHBBRfghRdewK9//es8YaS2thajRo3CDTfcgJNOOgmO42DGjBk4//zzC67Tv39/AMhG4RH2eOyxx3DKKafkjftvfOMbmDNnTt7vzZkzB8ceeyzKy8sBAF/72tfwve99D6NGjUJXVxcuuOACqstugalTp2L58uX49a9/ja997WtK23byySdjypQpBfXcid7FTiNG7rvvvth///3x97//HYcccgi2bNmCe++9t6dvi5Dw4IMP4tJLL8Xhhx+Oq6++Gv369cPSpUuxYsUKPPLII9nfe+edd3DqqafiO9/5DkaNGoUFCxYESiMiMpSXl2dTE9jiyqC503N8/PHHaG5uxs9+9jPsvffeeT+76qqr8Oqrr+LPf/4zAODhhx/G/vvvj4MOOgi/+93vcMABB+CKK67ogbveeTA1b2655Rbccccd2GOPPajTXxE499xz8frrr+Oyyy7DPvvsgwcffLDg/RE9B72fnkVn3Zk0aRJ233133H///fjVr36F+fPn53XbBoBf/vKXuPXWW3HqqafizDPPxNtvv41ly5bh6KOPLuK36ds0NTXhxz/+MW6++WacfPLJ2GuvvfDll1/iiSeewOWXX47zzz8fQ4cOxRVXXIEnnngCxx57LLZv355t7MBK6wwcOBA33ngj/vKXv6CtrQ2/+tWvcM011+Dggw/u4W9Y2jz33HM488wzceGFF+KRRx7BUUcdhZUrV+K3v/0tDj30UPzxj3/EfvvthxtvvBE333wznn32WQwePBibN29GfX09rrnmGhxxxBEoKyvDxx9/jIsvvhi77bYb9txzz57+an2Sk046CcOGDcOzzz6b/bu7774b3/72t/GHP/wB1157LebOnYvnnnsOL7zwQt6/HTZsGB566CF0d3fj6aefLvat9zkSiQRqa2uRTqdRV1eHiRMn4tFHH8Wll16KG264Af369VPatoceegjnnXcejjnmGFx33XVIpVL49NNPcc899/T01yM4+nzNSMdxsMsuu6Bfv34YM2YMFi1ahBNPPBG//vWvs5t4ovdx4YUX4uOPP8Znn32Gb3/72zjjjDPw9NNPF6QvjhgxAmPGjMHJJ5+MN998E6NHj8YJJ5zQQ3dd2gwaNAiDBg0q+HuaOz3Hq6++ivPPP79gQwhkNoVffvklli1bBiBzonvnnXfiW9/6Fmpra/HRRx9lT9QJe5iYN9dffz122WUXXH/99VSGwhLMFwCA++67D9/73vdw6aWX4pJLLsEVV1yBY445pofvcOeG3k/vQWfdqa6uxj//+U98+umnOOmkkzB69GgMHz4873eHDRuG++67D7/5zW8wZMgQVFZW4qabbiIbZ5A999wTp59+Op5++mmcffbZOPHEE/HAAw/g1ltvxXPPPYeysjJ8+umnOPvss/HTn/4Uxx57LK677jps3rwZBx10UPY6X//61/GjH/0IF198MX7wgx/g5JNPLhBbiOD827/9G7788kscffTRuOaaa3DMMcfgv//7v3HOOedg7ty52G+//QAAf/vb33D11VfjF7/4BY4//njceuut6OjoAAAceuihGDFiBO69914cdNBB2dIwhB0efvjhvHIsQ4YMwdixYzFmzBiceOKJePDBB/Hwww8XpHJfffXVaGpqQmdnJwUCGGDixIk45JBDcOSRR+Kiiy7CtGnT8Oyzz2L8+PEoLy/Xsm3f//738c477+DDDz/EKaecgnPPPRcLFizo4W9GeClzVZV1S5yLLroIX//61yn1jSCIPsn06dNxzjnnoLm5mWpAlShVVVU45phjsHDhQgwZMqSnb6dPQr5A74bez87BBRdcgIMPPhj/+Mc/evpWiH8xfPhwjBs3riDNniAIgiBs02fTtJubmzFnzhxMnz4dt912W0/fDkEQBEHkkUwm0dTUhN///vc444wzSIi0APkCvRt6P32Xzs5OvPjii7jwwgtRXl6O0aNHY/Lkyfj88897+tYIgiAIgugF9Fkx8uabb8bChQtx99134/LLL+/p2yEIgiCIPObMmYNzzjkHxx57LN59992evp0+CfkCvRt6P30Xlkb3xz/+EfF4HMcddxzee+89YZMOgiAIgiB2Pvp8mjZBEARBEARBEARBEARBEL2DPt/AhiAIgiAIgiAIgiAIgiCI3gGJkQRBEARBEARBEARBEARBFIU+IUY++uij+Pa3v4299toLX/nKV3DFFVdg7dq1eb8Tj8dx++23Y//998eee+6Jq666CnV1dXm/86tf/Qrf+ta3MGDAAJxyyinCz5o0aRLOOOMM7LXXXjjwwANx1VVXoaqqytI3IwiCIAiCIAiCIAiCIIi+Q58QI2fMmIHbb78d8+bNw+eff45kMokf/OAH6OjoyP7Or3/9a3z00Ud45513MGPGDGzfvh0/+tGPCq51880349prrxV+TmVlJS6//HKce+65qKiowKRJk9DY2Ci8DkEQBEEQBEEQBEEQBEEQ+fTJBjYNDQ34yle+ghkzZuDss89Ga2srDjzwQLz11lu4+uqrAQBr1qzBN77xDcydOxdnnHFG3r8fPnw4xo0bh4qKiry/f/fdd3H99dcjkUigX7+MjvvRRx/h8ssvRyKRwK677lqU70cQBEEQBEEQBEEQBEEQpUifiIz00traCgDYb7/9AACLFi1CMpnE+eefn/2d448/Hocffjjmzp2rfd1vfetb6NevH0aOHIl0Oo3W1lb84x//wPnnn09CJEEQBEEQBEEQBEEQBEEo6HNipOM4+J//+R+cddZZOPHEEwEAtbW16N+/P/bZZ5+83z3ooINQW1urfe2jjjoKn332Ge6//34MGDAA++yzD6qrqzF27FiTX4EgCIIgCIIgCIIgCIIg+iR9Toy8/fbbsWLFCowZM8b4tWtra3HrrbfixhtvxMKFCzFjxgz0798fV199NfpgtjtBEARBEARBEARBEARBGGWXnr4Bk9xxxx34+OOPMXPmTHzta1/L/v3BBx+M7u5utLS05EVH1tXV4eCDD9a+/vPPP4+9994bTzzxRPbv/vnPf+Kwww7D/PnzC2pPEgRBEARBEARBEARBEASRo09ERrquizvuuAMffPABpk6diqOOOirv59/61rew6667YsqUKdm/W7t2LbZs2YKhQ4dqf05nZ2e2cQ2jvLwcQCY9nCAIgiAIgiAIgiAIgiAIOX0iMvL222/HW2+9hfHjx2OvvfbK1oHce++9sdtuu2HvvffGz372M9x1113Yb7/9MGjQIPzyl7/E0KFD86IZN2zYgFgshtraWnR1dWW7aZ9wwgno378/LrnkEjz99NN4+OGHcf3116O9vR33338/jjjiCHzzm9/sia9OEARBEARBEARBEARBECVDmdsHih2WlZUJ/37kyJG46aabAADxeBx33303Ro8ejUQigQsvvBAvvPBCXpr297//fcyYMaPgOpWVlTjyyCMBAGPGjMETTzyBdevWYffdd8fQoUPx+OOP4/jjjzf+vQiCIAiCIAiCIAiCIAiiL9EnxEiCIAiCIAiCIAiCIAiCIHo/faJmJEEQBEEQBEEQBEEQBEEQvR8SIwmCIAiCIAiCIAiCIAiCKAokRhIEQRAEQRAEQRAEQRAEURRIjCQIgiAIgiAIgiAIgiAIoiiQGEkQBEEQBEEQBEEQBEEQRFEgMZIgCIIgCIIgCIIgCIIgiKJAYiRBEARBEARBEARBEARBEEWBxEiCIAiCIAiCIAiCIAiCIIoCiZEEQRAEQRAEQRAEQRAEQRQFEiMJgiAIgiCIonDTTTehrKwMZWVl2HXXXXHQQQfhggsuwGuvvQbHcbSv8/rrr2Offfaxd6MEQRAEQRCENUiMJAiCIAiCIIrGRRddhJqaGlRVVWHChAk455xzcOedd+LSSy9FKpXq6dsjCIIgCIIgLENiJEEQBEEQBFE0BgwYgIMPPhiHHnoohgwZgvvvvx/jx4/HhAkT8PrrrwMAnnrqKZx00knYY489cNhhh+EXv/gFYrEYAGD69On46U9/itbW1myU5fDhwwEAiUQCv/nNb3DooYdijz32wOmnn47p06f3zBclCIIgCIIghJAYSRAEQRAEQfQo5557LgYPHoz3338fANCvXz88++yzWLlyJd544w1MnToV//u//wsAOPPMM/HMM89g0KBBqKmpQU1NDX7zm98AAO644w7MnTsXY8aMwbJly/DjH/8YF110EdavX99j340gCIIgCILIp8x1Xbenb4IgCIIgCILo+9x0001oaWnBuHHjCn523XXXYdmyZVi1alXBz959913cdtttaGxsBJCpGfk///M/aGlpyf7Oli1bcPTRR2PLli346le/mv37888/H6eddhr+9Kc/Gf8+BEEQBEEQRHB26ekbIAiCIAiCIAjXdVFWVgYAmDx5Mh599FGsWbMGbW1tSKVSiMfj6OzsxO677y7898uXL0c6ncaxxx6b9/eJRAL777+/9fsnCIIgCIIg9CAxkiAIgiAIguhxVq9ejaOOOgpVVVW49NJL8fOf/xx//OMfsd9++2H27Nn42c9+hu7ubqkYGYvFUF5ejkWLFqG8vDzvZ3vuuWcxvgJBEARBEAShAYmRBEEQBEEQRI8ydepULF++HL/+9a+xaNEiOI6DJ598Ev36Zcqbjx07Nu/3+/fvj3Q6nfd33/zmN5FOp1FfX4/vfve7Rbt3giAIgiAIIhgkRhIEQRAEQRBFI5FIoLa2Ful0GnV1dZg4cSIeffRRXHrppbjhhhuwYsUKJJNJ/PWvf8Vll12GOXPm4MUXX8y7xpFHHolYLIYpU6Zg8ODB2H333XHsscdi2LBhuOGGG/Dkk0/im9/8JhoaGjBlyhScfPLJuOSSS3roGxMEQRAEQRA81E2bIAiCIAiCKBoTJ07EIYccgiOPPBIXXXQRpk2bhmeffRbjx49HeXk5Bg8ejKeeegqPP/44TjzxRIwaNQqPPvpo3jXOPPNM3Hbbbbj22mtx4IEH4oknngAAjBw5EjfccAPuvvtuHHfccbjiiiuwcOFCHH744T3xVQmCIAiCIAgB1E2bIAiCIAiCIAiCIAiCIIiiQJGRBEEQBEEQBEEQBEEQBEEUBRIjCYIgCIIgCIIgCIIgCIIoCiRGEgRBEARBEARBEARBEARRFEiMJAiCIAiCIAiCIAiCIAiiKJAYSRAEQRAEQRAEQRAEQRBEUSAxkiAIgiAIgiAIgiAIgiCIokBiJEEQBEEQBEEQBEEQBEEQRYHESIIgCIIgCIIgCIIgCIIgigKJkQRBEARBEARBEARBEARBFAUSIwmCIAiCIAiCIAiCIAiCKAokRhIEQRAEQRAEQRAEQRAEURT+P6bGxb+l2rGdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:21:00.361096Z",
     "iopub.status.busy": "2024-10-22T00:21:00.360712Z",
     "iopub.status.idle": "2024-10-22T00:21:00.505771Z",
     "shell.execute_reply": "2024-10-22T00:21:00.505212Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:21:00.507648Z",
     "iopub.status.busy": "2024-10-22T00:21:00.507314Z",
     "iopub.status.idle": "2024-10-22T00:21:00.730006Z",
     "shell.execute_reply": "2024-10-22T00:21:00.729379Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:21:00.732118Z",
     "iopub.status.busy": "2024-10-22T00:21:00.731651Z",
     "iopub.status.idle": "2024-10-22T00:21:00.954017Z",
     "shell.execute_reply": "2024-10-22T00:21:00.953486Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_cwe = nvd['CWE'].value_counts()\n",
    "nvd_cwe = nvd_cwe.reset_index()\n",
    "nvd_cwe.columns = ['CWE', 'CVEs']\n",
    "nvd_cwe_graph = nvd_cwe[nvd_cwe.CVEs > 100].head(25)\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.barh(\"CWE\", \"CVEs\", data = nvd_cwe_graph, color=\"#001d82\");\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"CWE\") ;\n",
    "plt.title(\"Most Common CWE in CVE Records\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:21:00.956201Z",
     "iopub.status.busy": "2024-10-22T00:21:00.955811Z",
     "iopub.status.idle": "2024-10-22T00:21:00.964321Z",
     "shell.execute_reply": "2024-10-22T00:21:00.963838Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
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       "<div>\n",
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       "\n",
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       "        if (!(table instanceof HTMLTableElement))\n",
       "            return;\n",
       "\n",
       "        // Define the table data\n",
       "        const data = [[\"cve@mitre.org\", 7290, 44.0], [\"secalert_us@oracle.com\", 707, 4.0], [\"secure@microsoft.com\", 703, 4.0], [\"product-security@qualcomm.com\", 670, 4.0], [\"psirt@us.ibm.com\", 644, 4.0], [\"secalert@redhat.com\", 562, 3.0], [\"support@hackerone.com\", 529, 3.0], [\"ykramarz@cisco.com\", 464, 3.0], [\"psirt@adobe.com\", 387, 2.0], [\"security@mozilla.org\", 350, 2.0], [\"ics-cert@hq.dhs.gov\", 338, 2.0], [\"talos-cna@cisco.com\", 335, 2.0], [\"security@android.com\", 286, 2.0], [\"security-alert@hpe.com\", 257, 2.0], [\"zdi-disclosures@trendmicro.com\", 246, 1.0], [\"psirt@huawei.com\", 226, 1.0], [\"security_alert@emc.com\", 177, 1.0], [\"product-security@apple.com\", 177, 1.0], [\"vultures@jpcert.or.jp\", 172, 1.0], [\"security@apache.org\", 166, 1.0], [\"chrome-cve-admin@google.com\", 163, 1.0], [\"cna@sap.com\", 129, 1.0], [\"security@opentext.com\", 122, 1.0], [\"cret@cert.org\", 110, 1.0], [\"secure@intel.com\", 95, 1.0], [\"f5sirt@f5.com\", 89, 1.0], [\"cybersecurity@se.com\", 84, 1.0], [\"security@atlassian.com\", 74, 0.0], [\"security@trendmicro.com\", 67, 0.0], [\"productcert@siemens.com\", 66, 0.0], [\"sirt@juniper.net\", 60, 0.0], [\"vulnreport@tenable.com\", 52, 0.0], [\"vulnerability@kaspersky.com\", 50, 0.0], [\"trellixpsirt@trellix.com\", 47, 0.0], [\"security@debian.org\", 44, 0.0], [\"psirt@lenovo.com\", 40, 0.0], [\"psirt@nvidia.com\", 38, 0.0], [\"security@vmware.com\", 35, 0.0], [\"secure@symantec.com\", 31, 0.0], [\"security@synology.com\", 30, 0.0], [\"security@qnapsecurity.com.tw\", 29, 0.0], [\"vuln@ca.com\", 27, 0.0], [\"PSIRT-CNA@flexerasoftware.com\", 25, 0.0], [\"security@tibco.com\", 22, 0.0], [\"secteam@freebsd.org\", 22, 0.0], [\"bressers@elastic.co\", 19, 0.0], [\"security@puppet.com\", 18, 0.0], [\"psirt@fortinet.com\", 17, 0.0], [\"emo@eclipse.org\", 16, 0.0], [\"psirt@zte.com.cn\", 16, 0.0], [\"security@ubuntu.com\", 15, 0.0], [\"larry0@me.com\", 15, 0.0], [\"sirt@brocade.com\", 14, 0.0], [\"cve-request@iojs.org\", 14, 0.0], [\"cve-assign@fb.com\", 14, 0.0], [\"hp-security-alert@hp.com\", 13, 0.0], [\"cve@checkpoint.com\", 12, 0.0], [\"security-alert@netapp.com\", 12, 0.0], [\"mlhess@drupal.org\", 10, 0.0], [\"report@snyk.io\", 10, 0.0], [\"vuln@krcert.or.kr\", 9, 0.0], [\"cve@rapid7.com\", 8, 0.0], [\"securityalerts@avaya.com\", 6, 0.0], [\"jordan@liggitt.net\", 6, 0.0], [\"openssl-security@openssl.org\", 6, 0.0], [\"secure@blackberry.com\", 6, 0.0], [\"psirt@paloaltonetworks.com\", 5, 0.0], [\"browser-security@yandex-team.ru\", 3, 0.0], [\"hsrc@hikvision.com\", 2, 0.0], [\"cve@navercorp.com\", 2, 0.0], [\"patrick@puiterwijk.org\", 1, 0.0], [\"office@obdev.at\", 1, 0.0], [\"cybersecurity@dahuatech.com\", 1, 0.0], [\"PSIRT@sonicwall.com\", 1, 0.0], [\"vulnerability@cspcert.ph\", 1, 0.0]];\n",
       "\n",
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   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
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     "shell.execute_reply": "2024-10-22T00:21:00.971111Z"
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       "<thead>\n",
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       "      <th>CWE</th>\n",
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    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
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  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
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     "remove-input"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t0\n",
      "CVE-2003:\t1\n",
      "CVE-2004:\t1\n",
      "CVE-2005:\t0\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t0\n",
      "CVE-2008:\t1\n",
      "CVE-2009:\t6\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t16\n",
      "CVE-2012:\t21\n",
      "CVE-2013:\t44\n",
      "CVE-2014:\t229\n",
      "CVE-2015:\t264\n",
      "CVE-2016:\t664\n",
      "CVE-2017:\t2700\n",
      "CVE-2018:\t12562\n"
     ]
    }
   ],
   "source": [
    "print(\"CVE-1999:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-1999-')]))\n",
    "print(\"CVE-2000:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2000-')]))\n",
    "print(\"CVE-2001:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2001-')]))\n",
    "print(\"CVE-2002:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2002-')]))\n",
    "print(\"CVE-2003:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2003-')]))\n",
    "print(\"CVE-2004:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2004-')]))\n",
    "print(\"CVE-2005:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2005-')]))\n",
    "print(\"CVE-2006:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2006-')]))\n",
    "print(\"CVE-2007:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2007-')]))\n",
    "print(\"CVE-2008:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2008-')]))\n",
    "print(\"CVE-2009:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2009-')]))\n",
    "print(\"CVE-2010:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2010-')]))\n",
    "print(\"CVE-2011:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2011-')]))\n",
    "print(\"CVE-2012:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2012-')]))\n",
    "print(\"CVE-2013:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2013-')]))\n",
    "print(\"CVE-2014:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2014-')]))\n",
    "print(\"CVE-2015:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2015-')]))\n",
    "print(\"CVE-2016:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2016-')]))\n",
    "print(\"CVE-2017:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2017-')]))\n",
    "print(\"CVE-2018:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2018-')]))"
   ]
  },
  {
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    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-10-22 00:21:01.067582**"
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    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
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