{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2020\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-07T16:07:11.536771Z",
     "iopub.status.busy": "2024-05-07T16:07:11.536602Z",
     "iopub.status.idle": "2024-05-07T16:07:12.140801Z",
     "shell.execute_reply": "2024-05-07T16:07:12.140243Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    if (document.body.dataset.jpThemeLight == \"false\" || // Jupyter Lab\n",
       "        document.body.dataset.vscodeThemeKind == \"vscode-dark\" || // VS Code\n",
       "        document.documentElement.dataset.theme == \"dark\" || // Jupyter Book\n",
       "        window.matchMedia('(prefers-color-scheme: dark)').matches) {\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": "2024-05-07T16:07:12.143400Z",
     "iopub.status.busy": "2024-05-07T16:07:12.142886Z",
     "iopub.status.idle": "2024-05-07T16:07:30.998216Z",
     "shell.execute_reply": "2024-05-07T16:07:30.997669Z"
    },
    "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",
    "            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",
    "            }\n",
    "            if not description.startswith('rejected reason'): \n",
    "                row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "\n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2020-01-01') & (nvd['Published']  < '2021-01-01'))\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(2020, 1, 1)\n",
    "enddate  = date(2020, 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": "2024-05-07T16:07:31.000891Z",
     "iopub.status.busy": "2024-05-07T16:07:31.000540Z",
     "iopub.status.idle": "2024-05-07T16:07:31.006406Z",
     "shell.execute_reply": "2024-05-07T16:07:31.005875Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **19222**<br />Average CVEs Per Day: **52.66**<br />Average CVSS Score: **7.14**"
      ],
      "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": "2024-05-07T16:07:31.008433Z",
     "iopub.status.busy": "2024-05-07T16:07:31.008258Z",
     "iopub.status.idle": "2024-05-07T16:07:31.017256Z",
     "shell.execute_reply": "2024-05-07T16:07:31.016853Z"
    },
    "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": "2024-05-07T16:07:31.019397Z",
     "iopub.status.busy": "2024-05-07T16:07:31.019079Z",
     "iopub.status.idle": "2024-05-07T16:07:31.763122Z",
     "shell.execute_reply": "2024-05-07T16:07:31.762539Z"
    },
    "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": "2024-05-07T16:07:31.765578Z",
     "iopub.status.busy": "2024-05-07T16:07:31.765207Z",
     "iopub.status.idle": "2024-05-07T16:07:31.967082Z",
     "shell.execute_reply": "2024-05-07T16:07:31.966517Z"
    },
    "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": "2024-05-07T16:07:31.969435Z",
     "iopub.status.busy": "2024-05-07T16:07:31.969083Z",
     "iopub.status.idle": "2024-05-07T16:07:32.299540Z",
     "shell.execute_reply": "2024-05-07T16:07:32.299012Z"
    },
    "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": "2024-05-07T16:07:32.301877Z",
     "iopub.status.busy": "2024-05-07T16:07:32.301513Z",
     "iopub.status.idle": "2024-05-07T16:07:32.671456Z",
     "shell.execute_reply": "2024-05-07T16:07:32.670897Z"
    },
    "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 = 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": "2024-05-07T16:07:32.673840Z",
     "iopub.status.busy": "2024-05-07T16:07:32.673500Z",
     "iopub.status.idle": "2024-05-07T16:07:32.859796Z",
     "shell.execute_reply": "2024-05-07T16:07:32.859260Z"
    },
    "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": "2024-05-07T16:07:32.862112Z",
     "iopub.status.busy": "2024-05-07T16:07:32.861792Z",
     "iopub.status.idle": "2024-05-07T16:07:33.124974Z",
     "shell.execute_reply": "2024-05-07T16:07:33.124445Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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n/fr1FC9eHBsbG+Li4rh16xbt2rXD2dkZe3t7/P39OXfuXLp2W7ZswcfHB0dHRxo0aEB8fLxZPAsWLMDHxwdbW1uKFSvGrFmznhp3mpSUFCZNmoSXlxc2Njbkz5+fsWPHvvDnOm7cONzc3MiePTujRo0iKSmJgQMHkiNHDvLmzUtoaOhz4xAREREREfkjlEDIgPj4eAICAujYsSMxMTHs2rWLFi1akJqamuE+PvroI0qXLs2xY8f44IMP6Nu3L9u2bTOrExwczFtvvcXx48dp06YNb7/9NjExMQAkJibi5+eHs7Mzhw8f5quvvmL79u306tXLrI8dO3Zw5swZtm3bxoYNG1i9ejV58+Zl1KhRxMfHGzfD0dHRhIWFsXbtWnLnzs3s2bMpUqQInp6efPrpp3h7e5MlSxbmz5/PwIEDzc41NjaWtWvXsmHDBjZs2MDu3buZMGGCUZ6YmEi/fv2IiIhgx44dWFlZ0bx5c2MWwL1796hZsyaXL19m/fr1HD9+nEGDBj11lsCJEyeoVq0a77zzDjNmzMBkMtGrVy/279/PihUrOHHiBK1ataJBgwZmyYD79+8zceJEFixYwKlTp8iVKxeBgYFERESwfv169u/fT2pqKg0bNuTRo0dm7SZPnsySJUvYs2cPcXFxDBgwwChfunQpISEhjB07lpiYGMaNG0dwcDCLFi165mc/ZMgQJkyYQHBwMNHR0Sxbtgw3N7cX+ly//fZbfvrpJ/bs2cPUqVMZPnw4jRo1wtnZmYMHD9KtWzfee+89fvzxx6fG8ODBA+7cuWP2EhEREREReRGZX3YA/wbx8fEkJSXRokULChQoAICvr+8L9VG1alU++OADAIoWLUp4eDgff/wx9evXN+q0atWKzp07AzB69Gi2bdvGp59+yqxZs1i2bBm//vorixcvxsHBAYAZM2bQuHFjJk6caNyQOjg4sGDBAqytrY1+M2XKRNasWcmdO7dxbOnSpbRv3x4PDw++++47BgwYwPz58ylWrBjDhw8nNjaWlJQU6tatS1JSEmfOnKFYsWLA41/Uw8LCyJo1KwBt27Zlx44dxq/qb731ltm5f/bZZ7i6uhIdHU3JkiVZtmwZ169f5/Dhw+TIkQMALy+vdNds3759NGrUiGHDhtG/f38A4uLiCA0NJS4uDg8PDwAGDBjA5s2bCQ0NZdy4cQA8evSIWbNmUbp0aQDOnTvH+vXrCQ8Pp0qVKsY1yJcvH2vXrqVVq1ZGuzlz5lC4cGEAevXqxahRo4yYhg8fzpQpU2jRogUABQsWJDo6mrlz59K+fft053D37l2mTZvGjBkzjPLChQtTrVo1gAx/rjly5GD69OlYWVnh7e3NpEmTuH//PkOHDgX+P0mxd+9e3n777XRxjB8/npEjR6Y7LiIiIiIiklGagZABpUuXpm7duvj6+tKqVSvmz5/PrVu3XqiPypUrp3ufNrsgI3ViYmIoXbq0cZMJj5MSKSkpnDlzxjjm6+trljx4lqioKONG+uuvv6ZNmza88847lCtXjjlz5pCcnGzUdXd3NztfT09PI3mQVn7t2jXj/blz5wgICKBQoUI4OTnh6ekJPL75B4iMjKRs2bJG8uBp4uLiqF+/PiEhIUbyIC3u5ORkihYtiqOjo/HavXu32TIJa2trSpUqZbyPiYkhc+bMvPbaa8YxFxcXvL29zT4He3t7I3nw23NLTEwkNjaWTp06mY09ZsyYdEs0nhz3wYMH1K1b95nlGflcS5QogZXV//9zdXNzM0tiZcqUCRcXF7PP4UlDhgwhISHBeF26dOmp9URERERERJ5FMxAyIFOmTGzbto19+/axdetWPv30U4YNG8bBgwexsrJKt5ThySnxf7cnb0SfJykpCTs7O+DxZotPtnN0dDT+TkxM5Ny5c2Y31VmyZDHry2QymS0/aNy4MQUKFGD+/Pl4eHiQkpJCyZIljU0d08Z9HldXVzw8PFi+fDkdO3bEyckJeLz8IVOmTBw5coRMmTKZtXkybjs7O7P9HjLqaeeW9vmm7Uswf/58s0QEkC6WJ+P4MzwtLkufw5NsbGywsbH5U2IREREREZFXk2YgZJDJZKJq1aqMHDmSY8eOYW1tzZo1a3B1dTXbZC85OZmTJ0+ma3/gwIF07318fDJcx8fHh+PHj5OYmGiUh4eHG1Pan8fa2tpsRgE8XjIQFRUFQLVq1VixYgWnT5/m0aNHxlKE69ev07FjR5o2bUquXLmeO0aaGzducObMGT788EPq1q2Lj49PutkapUqVIjIykps3bz6zHzs7OzZs2ICtrS1+fn7GJo1ly5YlOTmZa9eu4eXlZfZ6conGb/n4+JCUlGS2UWNarMWLF8/Qubm5ueHh4cGFCxfSjV2wYMGntilSpAh2dnbs2LHjmXH93s9VRERERETk76QEQgYcPHiQcePGERERQVxcHKtXr+b69ev4+PhQp04dNm7cyMaNGzl9+jTdu3fn9u3b6foIDw9n0qRJnD17lpkzZ/LVV1/Rt29fszpfffUVn332GWfPnmX48OEcOnTI2EyvTZs22Nra0r59e06ePMnOnTvp3bs3bdu2NdbJP4unpyd79uzh8uXL/PzzzwA0b96cBQsW8OjRI9566y2aNGlC8eLFsbe35/bt23h4eFCvXj3y5MnDnDlzMnytnJ2dcXFxYd68eZw/f55vv/2Wfv36mdUJCAggd+7cNGvWjPDwcC5cuMCqVavYv3+/WT0HBwc2btxI5syZ8ff35969exQtWpQ2bdrQrl07Vq9ezffff8+hQ4cYP348GzdufGZcRYoUoWnTpnTp0oW9e/dy/Phx3n33XfLkyUPTpk0zfH4jR45k/PjxTJ8+nbNnzxIVFUVoaChTp0416tStW5cZM2YAYGtry+DBgxk0aBCLFy8mNjaWAwcOsHDhQuCPfa4iIiIiIiJ/JyUQMsDJyYk9e/bQsGFDihYtyocffsiUKVPw9/enY8eOtG/fnnbt2lGzZk0KFSpE7dq10/XRv39/IiIiKFu2LGPGjGHq1Kn4+fmZ1Rk5ciQrVqygVKlSLF68mOXLlxu/jtvb27NlyxZu3rxJxYoVadmypdmN6vOMGjWKixcvUrhwYVxdXQGoXbs2Xl5edOnShZSUFObOnUtCQgJXr15l3rx5REREcPPmTaZOnYqtrW2Gr5WVlRUrVqzgyJEjlCxZkvfff5+PPvrIrI61tTVbt24lV65cNGzYEF9fXyZMmPDUZQCOjo588803pKam8uabb5KYmEhoaCjt2rWjf//+eHt706xZMw4fPkz+/PmfG1toaCjly5enUaNGVK5cmdTUVDZt2pRuKcDzdO7cmQULFhAaGoqvry81a9YkLCzMbAZCbGyskaiBx0/X6N+/PyEhIfj4+PC///3P2Kvgj3yuIiIiIiIifydT6os8i1B+F09PT4KCgggKCnpmHZPJxJo1a2jWrNnfFtetW7do2LAhAMOGDaNOnTrY29tz7do1li5dyuLFi9m7d2+G91WQf487d+6QLVs2yDMUrDKeIJKXKzUu+GWHICIiIiL/MWn3BgkJCcbec8+iGQivMGdnZ3bv3k3r1q3p378/Dg4O2NjYkD9/fnbt2sXChQuVPBARERERERFAT2F45VlbW/P+++/z/vvvk5CQwJ07d8iVK5d27BcREREREREzSiD8DS5evGixzj9hJUm2bNkeT2sXERERERER+Q0tYRARERERERERi5RAEBERERERERGLlEAQEREREREREYuUQBARERERERERi7SJosgrLCF6sMVnvYqIiIiIiIBmIIiIiIiIiIhIBiiBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhbpMY4ir7BsxSeCle3LDkN+h9S44JcdgoiIiIi8YjQDQUREREREREQsUgJBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCxSAkEyxGQysXbt2pcdxt/m4sWLmEwmIiMjAdi1axcmk4nbt28DEBYWRvbs2V9afCIiIiIiIn83JRAkQ+Lj4/H39wfS31z/HgcOHKB9+/Z4eXnh4uKCj48P3bt359SpU39SxH9Mvnz5iI+Pp2TJki87FBERERERkX8EJRDkuR4+fAhA7ty5sbGx+cP9paSk0Lt3b/z9/XFzc2PmzJns2bOHWbNm4ejoSLVq1Zg5c+YfHuePypQpE7lz5yZz5swvOxQzjx49etkhiIiIiIjIK0oJhH+glStX4uvri52dHS4uLtSrV4/ExEQAFixYgI+PD7a2thQrVoxZs2aZtf3xxx8JCAggR44cODg4UKFCBQ4ePAhAYGAgzZo1M6sfFBRErVq1jPe1atWiV69eBAUFkTNnTvz8/ADzJQwFCxYEoGzZsphMJmrVqsWePXvIkiULV65cSdd/9erVjfeDBw/m4MGDxMTEMGnSJPz8/ChRogS1a9fmo48+IiIigilTprBy5UqjzYgRIyhTpgyfffYZ+fPnx9HRkR49epCcnMykSZPInTs3uXLlYuzYsWZjx8XF0bRpUxwdHXFycqJ169ZcvXrVKPf09MRkMqV7wYvPsoiNjaVp06a4ubnh6OhIxYoV2b59u8V2s2fPpnDhwlhbW+Pt7c2SJUvMyk0mE7Nnz6ZJkyY4ODgY5zhmzBhy5cpF1qxZ6dy5Mx988AFlypTJUKwiIiIiIiK/hxII/zDx8fEEBATQsWNHYmJi2LVrFy1atCA1NZWlS5cSEhLC2LFjiYmJYdy4cQQHB7No0SIA7t27R82aNbl8+TLr16/n+PHjDBo0iJSUlBeKYdGiRVhbWxMeHs6cOXPSlR86dAiA7du3Ex8fz+rVq6lRowaFChUyuwF+9OgRS5cupWPHjgBER0cTFhbG2rVryZ07N7Nnz6ZIkSJ4enry6aef4u3tTZYsWZg/fz4DBw4kNTXV6Cs2NpZvvvmGzZs3s3z5chYuXMibb77Jjz/+yO7du5k4cSIffvihkSxJSUmhadOm3Lx5k927d7Nt2zYuXLjA//73P6PPw4cPEx8fT3x8PD/++COvv/66WbLjRdy7d4+GDRuyY8cOjh07RoMGDWjcuDFxcXHPbLNmzRr69u1L//79OXnyJO+99x4dOnRg586dZvVGjBhB8+bNiYqKomPHjixdupSxY8cyceJEjhw5Qv78+Zk9e/Zz43vw4AF37twxe4mIiIiIiLyIf9b8bCE+Pp6kpCRatGhBgQIFAPD19QVg+PDhTJkyhRYtWgCPZwJER0czd+5c2rdvz7Jly7h+/TqHDx8mR44cAHh5eb1wDEWKFGHSpEnPLHd1dQXAxcWF3LlzG8c7depEaGgoAwcOBODrr7/m119/pXXr1gAsXbqU9u3b4+HhwXfffceAAQOYP38+xYoVY/jw4cTGxpKSkkLdunVJSkrizJkzFCtWDHicEPjss8/ImjUrxYsXp3bt2pw5c4ZNmzZhZWWFt7c3EydOZOfOnbz22mvs2LGDqKgovv/+e/LlywfA4sWLKVGiBIcPH6ZixYrGeQD07duX+Ph4Dh8+/MLXC6B06dKULl3aeD969GjWrFnD+vXr6dWr11PbTJ48mcDAQHr06AFAv379OHDgAJMnT6Z27dpGvXfeeYcOHToY7z/99FM6depkHAsJCWHr1q3cu3fvmfGNHz+ekSNH/q5zExERERERAc1A+McpXbo0devWxdfXl1atWjF//nxu3bpFYmIisbGxdOrUCUdHR+M1ZswYYmNjAYiMjKRs2bJG8uD3Kl++/O9qFxgYyPnz5zlw4ADw+EkFrVu3xsHBAYCoqCiqVKkCPE4utGnThnfeeYdy5coxZ84ckpOTjb7c3d25deuW8d7T05OsWbMa793c3ChevDhWVlZmx65duwZATEwM+fLlM5IHAMWLFyd79uzExMSYxT1v3jwWLlzI+vXrzZIKL+LevXsMGDAAHx8fsmfPjqOjIzExMc+dgRATE0PVqlXNjlWtWjVdfBUqVDB7f+bMGSpVqmR27Lfvf2vIkCEkJCQYr0uXLmXktERERERERAyagfAPkylTJrZt28a+ffvYunUrn376KcOGDePrr78GYP78+bz22mvp2gDY2dk9t28rKyuzZQHw9E350m74X1SuXLlo3LgxoaGhFCxYkG+++YZdu3YZ5UlJSUaMDx8+NBvH0dHR+DsxMZFz585RuHBh41iWLFnMxjKZTE899qLLNXbu3Env3r1Zvnw5pUqVeqG2TxowYADbtm1j8uTJeHl5YWdnR8uWLY1NKP+I3/t5PMnGxuZP2QRTREREREReXZqB8A9kMpmoWrUqI0eO5NixY8Z+BB4eHly4cAEvLy+zV9qmhqVKlSIyMpKbN28+tV9XV1fi4+PNjv2eRzFaW1sDmM0YSNO5c2e++OIL5s2bR+HChc1+Yffy8iIqKgqAatWqsWLFCk6fPs2jR4+MzQGvX79Ox44dadq0Kbly5Xrh2NL4+Phw6dIls1/ao6OjuX37NsWLFwfg/PnztGzZkqFDhxrLQn6v8PBwAgMDad68Ob6+vuTOnZuLFy9ajDE8PDxdP2nxPYu3t3e6pRa/d+mFiIiIiIhIRimB8A9z8OBBxo0bR0REBHFxcaxevZrr16/j4+PDyJEjGT9+PNOnT+fs2bNERUURGhrK1KlTAQgICCB37tw0a9aM8PBwLly4wKpVq9i/fz8AderUISIigsWLF3Pu3DmGDx/OyZMnXzjGXLlyYWdnx+bNm7l69SoJCQlGmZ+fH05OTowZM8Zs3T5A8+bNWbBgAY8ePeKtt96iSZMmFC9eHHt7e27fvo2Hhwf16tUjT548T9288UXUq1cPX19f2rRpw9GjRzl06BDt2rWjZs2aVKhQgV9++YXGjRtTtmxZunbtypUrV4zX71GkSBFWr15NZGQkx48f55133kk3G2LIkCG0a9fOeD9w4EDCwsKYPXs2586dY+rUqaxevZoBAwY8d6zevXuzcOFCFi1axLlz5xgzZgwnTpwwniAhIiIiIiLyV1AC4R/GycmJPXv20LBhQ4oWLcqHH37IlClT8Pf3p3PnzixYsIDQ0FB8fX2pWbMmYWFhxgwEa2trtm7dSq5cuWjYsCG+vr5MmDDBWOLg5+dHcHAwgwYNomLFity9e9fshjajMmfOzPTp05k7dy4eHh40bdrUKLOysiIwMJDk5OR0fdeuXRsvLy+6dOlCSkoKc+fOJSEhgatXrzJv3jwiIiK4efMmU6dOxdbW9g9cxcezONatW4ezszM1atSgXr16FCpUiC+++AKAq1evcvr0aXbs2IGHhwfu7u7G6/eYOnUqzs7OVKlShcaNG+Pn50e5cuXM6sTHx5vtidCsWTOmTZvG5MmTKVGiBHPnziU0NNTssZpP06ZNG4YMGcKAAQMoV64c33//PYGBgX/4momIiIiIiDyPKfW3i+JF/qBOnTpx/fp11q9fn67s1q1bNGzYEIBhw4ZRp04d7O3tuXbtGkuXLmXx4sXs3bv3T1n3/yqpX78+uXPnNnuM5vPcuXOHbNmyQZ6hYKXEw79Ralzwyw5BRERERP4D0u4NEhIScHJyem5dbaIof5qEhASioqJYtmzZU5MHAM7OzuzevZuZM2fSv39/zp49i7W1NSaTCT8/PxYuXKjkgQX3799nzpw5+Pn5kSlTJpYvX8727dvZtm3byw5NRERERET+wzQDQf40tWrV4tChQ7z33nt8/PHHGWqTkJDAnTt3yJUrl54SkEFp+zccO3aMX3/9FW9vbz788MMX2ghSMxD+/TQDQURERET+DJqBIC/Fk49szKhs2bI9vpGVDLOzs2P79u0vOwwREREREXnFaBNFEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFImyiKvMISogdb3GlVREREREQENANBRERERERERDJACQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSI9xFHmFZSs+EaxsX3YY8gelxgW/7BBERERE5BWgGQgiIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpESCPKv9ujRI+bNm0e9evXIkycPuXPnpkqVKkyePJn79++/7PBERERERET+MzK/7ABEfq8LFy7QtGlTrKys6N69O6VKlcLR0ZHTp08TGhrKzJkz2bJlC0WLFn3ZoYqIiIiIiPzraQaC/CVSUlKYNGkSXl5e2NjYkD9/fsaOHcvFixcxmUysXr2a2rVrY29vT+nSpdm/f7/R9saNGwQEBJAnTx7s7e3x9fVl+fLlZv0nJCTg5+dH8+bNiYyMpFu3blSpUoVSpUrRunVrvvnmG4YOHcobb7zBrVu3jHazZs2iSJEi2Nra4ubmRsuWLY2yzZs3U61aNbJnz46LiwuNGjUiNjbWKE+LfcWKFVSpUgVbW1tKlizJ7t27n3stHjx4wODBg8mXLx82NjZ4eXmxcOFCo3z37t1UqlQJGxsb3N3d+eCDD0hKSjLKa9WqRe/evQkKCsLZ2Rk3Nzfmz59PYmIiHTp0IGvWrHh5efHNN9+8+AclIiIiIiKSQUogyF9iyJAhTJgwgeDgYKKjo1m2bBlubm5G+bBhwxgwYACRkZEULVqUgIAA46b5119/pXz58mzcuJGTJ0/StWtX2rZty6FDh4z2EyZMoHz58owaNYqEhATatGljLF+YPn06/v7+dOnSherVq/PJJ58AEBERQZ8+fRg1ahRnzpxh8+bN1KhRw+gzMTGRfv36ERERwY4dO7CysqJ58+akpKSYndvAgQPp378/x44do3LlyjRu3JgbN24881q0a9eO5cuXM336dGJiYpg7dy6Ojo4AXL58mYYNG1KxYkWOHz/O7NmzWbhwIWPGjDHrY9GiReTMmZNDhw7Ru3dvunfvTqtWrahSpQpHjx7ljTfeoG3bts9ctvHgwQPu3Llj9hIREREREXkRptTU1NSXHYT8t9y9exdXV1dmzJhB586dzcouXrxIwYIFWbBgAZ06dQIgOjqaEiVKEBMTQ7FixZ7aZ6NGjShWrBiTJ08GIG/evGzevJmSJUvSqVMnYmJi+Pjjj7l27Rpdu3bF29ubXbt2sWPHDoYNG8aBAwdYvXo1HTp04McffyRr1qwWz+Pnn3/G1dWVqKgoSpYsacQ+YcIEBg8eDEBSUhIFCxakd+/eDBo0KF0fZ8+exdvbm23btlGvXr105cOGDWPVqlXExMRgMpmAx7MkBg8eTEJCAlZWVtSqVYvk5GS+++47AJKTk8mWLRstWrRg8eLFAFy5cgV3d3f279/P66+/nm6cESNGMHLkyPQnmWcoWNlavBbyz5YaF/yyQxARERGRf6k7d+6QLVs2EhIScHJyem5dzUCQP11MTAwPHjygbt26z6xTqlQp4293d3cArl27Bjy+QR49ejS+vr7kyJEDR0dHtmzZQlxcHAA3b97k7t27lCxZEoCvv/6ayZMn89prr9G4cWN69epl1nfaEob69etToEABChUqRNu2bVm6dKnZL/bnzp0jICCAQoUK4eTkhKenJ4AxbprKlSsbf2fOnJkKFSoQExPz1POMjIwkU6ZM1KxZ85nXqnLlykbyAKBq1arcu3ePH3/88anXK1OmTLi4uODr62scS5vdkXYNf2vIkCEkJCQYr0uXLj21noiIiIiIyLMogSB/Ojs7O4t1smTJYvyddvOctlTgo48+Ytq0aQwePJidO3cSGRmJn58fDx8+BB7/6m9r+/+/mj98+BAHBwfjfdryAICjR4/i5eUFQNasWTl69CjLly/H3d2dkJAQSpcuze3btwFo3LgxN2/eZP78+Rw8eJCDBw8a/f9eGbkWGfHk9YLH1+x51/C3bGxscHJyMnuJiIiIiIi8CCUQ5E9XpEgR7Ozs2LFjx+9qHx4eTtOmTXn33XcpXbo0hQoV4uzZs0Z5zpw5efjwIVevXgWgWrVqTJo0iV9++YXLly8zf/58APbt28ewYcPo16+f0TZz5szUq1ePSZMmceLECS5evMi3337LjRs3OHPmDB9++CF169bFx8fHbPPFJx04cMD4OykpiSNHjuDj4/PUur6+vqSkpDxzo0UfHx/279/PkyuJwsPDyZo1K3nz5s3gFRMREREREfnrKYEgfzpbW1sGDx7MoEGDWLx4MbGxsRw4cMDsyQPPU6RIEbZt28a+ffuIiYnhvffeM5IFAFZWVjRp0oRZs2YBMG3aNI4dO4ajoyO+vr7Ur1+f3bt307FjR6ZNm2YspdiwYQPTp08nMjKSH374gcWLF5OSkoK3tzfOzs64uLgwb948zp8/z7fffmuWeHjSzJkzWbNmDadPn6Znz57cunWLjh07GuXFihVjzZo1AHh6etK+fXs6duzI2rVr+f7779m1axdffvklAD169ODSpUv07t2b06dPs27dOoYPH06/fv2wstI/TxERERER+efI/LIDkP+m4OBgMmfOTEhICD/99BPu7u5069YtQ20//PBDLly4gJ+fH/b29nTt2pVmzZqRkJBg1AkJCaFSpUq8/vrr+Pv7Ex0dzZUrV3B2diYlJYVhw4aRM2dOs36zZ8/O6tWrGTFiBL/++itFihRh+fLllChRAoAVK1bQp08fSpYsibe3N9OnT6dWrVrp4pswYQITJkwgMjISLy8v1q9fbzbWmTNnzGKdPXs2Q4cOpUePHty4cYP8+fMzdOhQAPLkycOmTZsYOHAgpUuXJkeOHHTq1IkPP/www9daRERERETk76CnMMi/1tatW3n77bd599136dKli5EIiIqKYvLkybi6ujJ16tQ/bby0pzAcO3aMMmXK/Gn9vgxpO63qKQz/DXoKg4iIiIj8XnoKg7wS3njjDY4cOcLdu3epXr061tbWWFtb4+/vT968eRkxYsTLDlFEREREROQ/Q0sY5F+tYMGChIaGsnDhQq5evYqVlZXxSEMRERERERH58yiBIP8JVlZWuLu7/6VjeHp6ohU/IiIiIiLyqtISBhERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSJsoirzCEqIHW3zWq4iIiIiICGgGgoiIiIiIiIhkgBIIIiIiIiIiImKREggiIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpEe4yjyCstWfCJY2b7sMORPkBoX/LJDEBEREZH/OM1AEBERERERERGLlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGLlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGLlEAQEREREREREYuUQPiPCAwMpFmzZi87jH+kWrVqERQU9LLDEBERERER+VdTAuEfSDe8EB0dTffu3fHx8cHFxYUiRYrQvn179u/f/8J9rV69mtGjR/8FUYqIiIiIiLw6lECQf5wJEybw2muvkZKSwuTJk9m9ezehoaEUKlSIJk2aMGTIkBfqL0eOHGTNmvUvilZEREREROTVoATCP0xgYCC7d+9m2rRpmEwmTCYTsbGxdOrUiYIFC2JnZ4e3tzfTpk17bj8PHjygT58+5MqVC1tbW6pVq8bhw4eN8lu3btGmTRtcXV2xs7OjSJEihIaGPrfPU6dO0ahRI5ycnMiaNSvVq1cnNjbWiLtZs2ZMnjwZd3d3XFxc6NmzJ48ePTLaL1myhAoVKpA1a1Zy587NO++8w7Vr18zGmDlzJgsWLODIkSPMnTuXN998k5IlS1KtWjWGDx9OdHQ0W7ZsYcqUKWbtwsPDqVWrFvb29jg7O+Pn58etW7eA9DM6Zs2aRZEiRbC1tcXNzY2WLVsaZSkpKUyaNAkvLy9sbGzInz8/Y8eONcqjoqKoU6cOdnZ2uLi40LVrV+7du/fc6/b1119TsWJFbG1tyZkzJ82bNzf7HNq1a4ezszP29vb4+/tz7tw5ozwsLIzs2bOzYcMGvL29sbe3p2XLlty/f59Fixbh6emJs7Mzffr0ITk5+blxiIiIiIiI/BFKIPzDTJs2jcqVK9OlSxfi4+OJj48nb9685M2bl6+++oro6GhCQkIYOnQoX3755TP7GTRoEKtWrWLRokUcPXoULy8v/Pz8uHnzJgDBwcFER0fzzTffEBMTw+zZs8mZM+cz+7t8+TI1atTAxsaGb7/9liNHjtCxY0eSkpKMOjt37iQ2NpadO3eyaNEiwsLCCAsLM8ofPXrE6NGjOX78OGvXruXixYsEBgYa5T///DMhISGsWbOGokWLsmbNGkqWLImHhwcffvgh9evX5/Tp0yxfvpyxY8dy9+5dACIjI6lbty7Fixdn//797N27l8aNGz/1hjoiIoI+ffowatQozpw5w+bNm6lRo4ZRPmTIECZMmGBcn2XLluHm5gZAYmIifn5+ODs7c/jwYb766iu2b99Or169nnndNm7cSPPmzWnYsCHHjh1jx44dVKpUySgPDAwkIiKC9evXs3//flJTU2nYsKFZ4uX+/ftMnz6dFStWsHnzZnbt2kXz5s3ZtGkTmzZtYsmSJcydO5eVK1c+M44HDx5w584ds5eIiIiIiMiLMKWmpqa+7CDEXK1atShTpgyffPLJM+v06tWLK1euGDeNgYGB3L59m7Vr15KYmIizszNhYWG88847wOObd09PT4KCghg4cCBNmjQhZ86cfPbZZxmKaejQoaxYsYIzZ86QJUuWdOWBgYHs2rWL2NhYMmXKBEDr1q2xsrJixYoVT+0zIiKCihUrcvfuXRwdHZk/fz5btmxh5cqVxMbGUqJECaZMmULVqlWZMWMGYWFhbN++nVq1alG9enWGDRtGgwYNeOedd4iLi2Pv3r0Wr+fq1avp0KEDP/74Y7plDXfv3sXV1ZUZM2bQuXPndP3Mnz+fwYMHc+nSJRwcHADYtGkTjRs35qeffjISDU+qUqUKhQoV4vPPP09Xdu7cOYoWLUp4eDhVqlQB4MaNG+TLl49FixbRqlUrwsLC6NChA+fPn6dw4cIAdOvWjSVLlnD16lUcHR0BaNCgAZ6ensyZM+ep12DEiBGMHDkyfUGeoWBl+9Q28u+SGhf8skMQERERkX+hO3fukC1bNhISEnBycnpuXc1A+JeYOXMm5cuXx9XVFUdHR+bNm0dcXNxT68bGxvLo0SOqVq1qHMuSJQuVKlUiJiYGgO7du7NixQrKlCnDoEGD2Ldvn1HX398fR0dHHB0dKVGiBPD4V/7q1as/NXmQpkSJEkbyAMDd3d1sicKRI0do3Lgx+fPnJ2vWrNSsWRPAOI+oqCjjRnrLli3UqFGDnj17UqZMGWbNmoWNjY1Z32lLFNJmIGRE/fr1KVCgAIUKFaJt27YsXbqU+/fvAxATE8ODBw+e2VdMTAylS5c2kgcAVatWJSUlhTNnzjy1zfNii4mJIXPmzLz22mvGMRcXF7y9vY3PCcDe3t5IHgC4ubnh6elpJA/Sjv12OciThgwZQkJCgvG6dOnSM+uKiIiIiIg8jRII/wIrVqxgwIABdOrUia1btxIZGUmHDh14+PDh7+7T39+fH374gffff5+ffvqJunXrMmDAAAAWLFhAZGQkkZGRbNq0CQA7OzuLff42uWAymUhJSQH+f/q/k5MTS5cu5fDhw6xZswbAOI+kpCRjnIcPH5rdqFtbW2NtbQ083qcgMjISLy+vDMeWJmvWrBw9epTly5fj7u5OSEgIpUuX5vbt2y/UT0b9GX0+7bo+71o/jY2NDU5OTmYvERERERGRF6EEwj+QtbW12fr9tCnuPXr0oGzZsnh5eRmbFz5N4cKFsba2Jjw83Dj26NEjDh8+TPHixY1jrq6utG/fns8//5xPPvmEefPmAZAnTx68vLzw8vKiQIECAJQqVYrvvvvObG3+izh9+jQ3btxgwoQJVK9enWLFiqX7xdzLy4uoqCgAqlWrxtatWzlw4ADJycnMmDGD27dvc+fOHfr370+ePHmoWLGiEduOHTsyHEvmzJmpV68ekyZN4sSJE1y8eJFvv/2WIkWKYGdn98y+fHx8OH78OImJicax8PBwrKys8Pb2fmqb58Xm4+NDUlISBw8eNI7duHGDM2fOmH1OIiIiIiIi/wRKIPwDeXp6cvDgQS5evMjPP/9MkSJFiIiIYMuWLZw9e5bg4GCzJyr8loODA927d2fgwIFs3ryZ6OhounTpwv379+nUqRMAISEhrFu3jvPnz3Pq1Ck2bNiAj4/PM/vs1asXd+7c4e233yYiIoJz586xZMmSZ07d/638+fNjbW3Np59+yoULF1i/fj2jR482q9OkSRO++uorbt68SYUKFfjggw+oXr06NjY2bN26lfLly/P2229z69YtY/YCPJ6ef/jwYXr06MGJEyc4ffo0s2fP5ueff04Xx4YNG5g+fTqRkZH88MMPLF68mJSUFLy9vbG1tWXw4MEMGjSIxYsXExsby4EDB1i4cCEAbdq0wdbWlvbt23Py5El27txJ7969adu2rbH/wZAhQ2jXrp0x3vDhw1m+fDnDhw8nJiaGqKgoJk6cCECRIkVo2rQpXbp0Ye/evRw/fpx3332XPHny0LRp0wxdVxERERERkb+LEgj/QAMGDCBTpkwUL14cV1dX/Pz8aNGiBf/73/947bXXuHHjBj169HhuHxMmTOCtt96ibdu2lCtXjvPnz7NlyxacnZ2Bx7MchgwZQqlSpahRowaZMmV65maH8Hht/rfffsu9e/eoWbMm5cuXZ/78+c/dE+FJrq6uhIWF8dVXX1G8eHEmTJjA5MmTzep4eXnRqlUrAgICuH//PsHBwdy5c4effvqJ9evXs2nTJm7fvm082jBN0aJF2bp1K8ePH6dSpUpUrlyZdevWkTlz5nRxZM+endWrV1OnTh18fHyYM2cOy5cvN/Z6CA4Opn///oSEhODj48P//vc/Y6aEvb09W7Zs4ebNm1SsWJGWLVtSt25dZsyYYfQfHx9vtjdFrVq1+Oqrr1i/fj1lypShTp06HDp0yCgPDQ2lfPnyNGrUiMqVK5OamsqmTZsyfF1FRERERET+LnoKg/yjPHz4kFatWnHu3DlCQkLw9/cnW7Zs3L59m9WrVzN16lQ2b95M3rx5X3ao/2ppO63qKQz/HXoKg4iIiIj8Hi/yFIb0P9GKvETW1tasXbuWRYsWMXHiRAICArC2tiYlJYXq1aszffp0JQ9EREREREReAiUQ5B/HZDIRGBhIYGAg9+7d4+bNm7i6uv4lT0kQERERERGRjFECQf7RHB0dcXR0fNlhiIiIiIiIvPK0iaKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKRNFEVeYQnRgy0+61VERERERAQ0A0FEREREREREMkAJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFIj3EUeYVlKz4RrGxfdhjyJ0qNC37ZIYiIiIjIf5RmIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCI/I0uXryIyWQiMjIyw20CAwNp1qzZXxaTiIiIiIhIRmR+2QGI/FGBgYHcvn2btWvXPrU8Li6O6dOns23bNi5fvoyTkxPlypWjc+fONGjQ4O8N9neYNm0aqampLzsMERERERF5xWkGgvxhDx8+fCnjJicnk5KS8tw6S5YsoWTJkly+fJkRI0awY8cOli9fzuuvv07Xrl1p164dycnJf1PEv0+2bNnInj37yw5DRERERERecUogyAurVasWvXr1IigoiJw5c+Ln58fJkyfx9/fH0dERNzc32rZty88//5yuTa9evciWLRs5c+YkODjY7Jf1W7du0a5dO5ydnbG3t8ff359z584Z5WFhYWTPnp3169dTvHhxbGxs6NixI4sWLWLdunWYTCZMJhO7du0C4Ouvv2bgwIFs3bqV5cuX07x5c0qXLs1rr73GgAEDiImJ4dq1awQFBZnF0KZNG1xdXbGzs6NIkSKEhoYC/7/8YPXq1dSuXRt7e3tKly7N/v37AUhMTMTJyYmVK1eaXa+1a9fi4ODA3bt3013L5ORkOnbsSLFixYiLi3vq9f7tEoYHDx7Qp08fcuXKha2tLdWqVePw4cMZ+/BERERERER+JyUQ5HdZtGgR1tbWhIeHM2HCBOrUqUPZsmWJiIhg8+bNXL16ldatW6drkzlzZg4dOsS0adOYOnUqCxYsMMoDAwOJiIhg/fr17N+/n9TUVBo2bMijR4+MOvfv32fixIksWLCAU6dOMX36dFq3bk2DBg2Ij48nPj6eKlWq8PDhQ3r16kVYWBivv/46e/fupUKFCri5udGtWzfatWvH2rVrWbp0KcuWLSM2NhaA4OBgoqOj+eabb4iJiWH27NnkzJnT7DyGDRvGgAEDiIyMpGjRogQEBJCUlISDgwNvv/22kXBIExoaSsuWLcmaNavZ8QcPHtCqVSsiIyP57rvvyJ8/f4au/aBBg1i1ahWLFi3i6NGjeHl54efnx82bN5/Z5sGDB9y5c8fsJSIiIiIi8iKUQJDfpUiRIkyaNAlvb2+2bdtG2bJlGTduHMWKFaNs2bJ89tln7Ny5k7Nnzxpt8uXLx8cff4y3tzdt2rShd+/efPzxxwCcO3eO9evXs2DBAqpXr07p0qVZunQply9fNtvb4NGjR8yaNYsqVarg7e2Nk5MTdnZ22NjYkDt3bnLnzo21tTW7d+/G1dWVBg0acPv2bZo2bcqbb77Jli1byJkzJ8uWLePRo0e4uLjQsGFDtm3bBjzeL6Fs2bJUqFABT09P6tWrR+PGjc3OfcCAAbz55psULVqUkSNH8sMPP3D+/HkAOnfuzJYtW4iPjwfg2rVrbNq0iY4dO5r1ce/ePd58802uX7/Ozp07cXV1zdB1T0xMZPbs2Xz00Uf4+/tTvHhx5s+fj52dHQsXLnxmu/Hjx5MtWzbjlS9fvgyNJyIiIiIikkYJBPldypcvb/x9/Phxdu7ciaOjo/EqVqwYgPHLPsDrr7+OyWQy3leuXJlz586RnJxMTEwMmTNn5rXXXjPKXVxc8Pb2JiYmxjhmbW1NqVKlLMYXFRVFlSpVANi3bx8uLi6MHDmSMmXKMGbMGAoWLGjUdXd359atWwB0796dFStWUKZMGQYNGsS+ffvS9f3k+O7u7sDjRAFApUqVKFGiBIsWLQLg888/p0CBAtSoUcOsj4CAABITE9m6dSvZsmWzeD5pYmNjefToEVWrVjWOZcmShUqVKpldp98aMmQICQkJxuvSpUsZHlNERERERASUQJDfycHBwfj73r17NG7cmMjISLPXuXPn0t04/1F2dnZmSYhnSUpKws7ODni8yeOT8QI4Ojoaf6ctAwDw9/fnhx9+4P333+enn36ibt26DBgwwKxtlixZjL/TYnlyM8fOnTsTFhYGPF6+0KFDh3QxN2zYkBMnThj7J/zVbGxscHJyMnuJiIiIiIi8CCUQ5A8rV64cp06dwtPTEy8vL7PXkzfuBw8eNGt34MABihQpQqZMmfDx8SEpKcmszo0bNzhz5gzFixd/7vjW1tbpnqTg5eVFVFQUABUrVuT06dOsW7eOlJQU1q1bx/Hjx/nll1/46KOPuHTpEk2aNDHaurq60r59ez7//HM++eQT5s2b90LX49133+WHH35g+vTpREdH0759+3R1unfvzoQJE2jSpAm7d+/OcN+FCxc29p5I8+jRIw4fPmzxOomIiIiIiPwRSiDIH9azZ09u3rxJQEAAhw8fJjY2li1bttChQwezG/u4uDj69evHmTNnWL58OZ9++il9+/YFHu+p0LRpU7p06cLevXs5fvw47777Lnny5KFp06bPHd/T05MTJ05w5swZfv75Zx49ekS9evU4ePAgZ8+eJU+ePMycOZOAgACsra2ZMGECfn5+9O3bl71797Jjxw5sbGwACAkJYd26dZw/f55Tp06xYcMGfHx8Xuh6ODs706JFCwYOHMgbb7xB3rx5n1qvd+/ejBkzhkaNGrF3717jeLt27RgyZMhT2zg4ONC9e3cGDhzI5s2biY6OpkuXLty/f59OnTq9UJwiIiIiIiIvIvPLDkD+/Tw8PAgPD2fw4MG88cYbPHjwgAIFCtCgQQOsrP4/R9WuXTt++eUXKlWqRKZMmejbty9du3Y1ykNDQ+nbty+NGjXi4cOH1KhRg02bNpktGXiaLl26sGvXLipUqMC9e/fYuXMntWrVYvDgwbRu3ZodO3bQsWNH3n33XW7cuIG7uzs3btzA3t7eWOaQxtramiFDhnDx4kXs7OyoXr06K1aseOFr0qlTJ5YtW5Zu88TfCgoKIiUlhYYNG7J582aqVKlCXFyc2XX7rQkTJpCSkkLbtm25e/cuFSpUYMuWLTg7O79wnCIiIiIiIhllSk1NTX3ZQch/X61atShTpgyffPLJ3zZmamoqPXr0YMOGDYSEhNCsWTNcXV1JTExk8+bNjB49mgULFlChQoU/fewlS5YY+yhYW1v/6f3/UXfu3Hm8eWOeoWBl+7LDkT9Ralzwyw5BRERERP5F0u4NEhISLO6VphkI8p9lMpmYPXs2/v7+TJo0iW7dupE5c2aSkpKoUKECH3744Z+ePLh//z7x8fFMmDCB99577x+ZPBAREREREfk9lECQ/7wmTZrQpEkTfvnlF37++WeyZ89O1qxZ/5KxJk2axNixY6lRo8Yz9zEQERERERH5N9ISBpFXkJYw/HdpCYOIiIiIvIgXWcKgpzCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEV6CoPIKywherDFjVJERERERERAMxBEREREREREJAOUQBARERERERERi5RAEBERERERERGLlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGL9BhHkVdYtuITwcr2ZYchf4PUuOCXHYKIiIiI/MtpBoKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFj0wgmEwMBAmjVr9qcFMGLECMqUKfPM8rCwMLJnz/6njWeJyWRi7dq1f9t4/3W7du3CZDJx+/btlx2KiIiIiIiI/AEvnECYNm0aYWFhf0EoT/e///2Ps2fP/m3jxcfH4+/v/7eNl8ZSouTevXtMmTKFatWqkTt3bvLkyUOdOnWYO3cuSUlJf1+gIiIiIiIi8krK/KINsmXL9lfE8Ux2dnbY2dn9bePlzp37bxsrzaNHj55bfuTIEZo3b06BAgXo0qULPj4+ZMmShRMnTjBnzhzmzJnDli1byJUr198U8T/Po0ePyJIly8sOQ0RERERE5D/rDy1hSElJYfz48RQsWBA7OztKly7NypUrjbpp09d37NhBhQoVsLe3p0qVKpw5c+aZ/cfGxlKoUCF69epFampqul/m05Y8LFmyBE9PT7Jly8bbb7/N3bt3jTorV67E19cXOzs7XFxcqFevHomJiUb5Z599RokSJbCxscHd3Z1evXoZZRlZwnDq1CkaNWqEk5MTWbNmpXr16sTGxhrlCxYswMfHB1tbW4oVK8asWbOMsosXL2Iymfjiiy+oWbMmtra2LF26lA4dOpCQkIDJZMJkMjFixAgAfvjhBxo2bEhwcDDfffcd7du3p1KlSpQtW5b27duzb98+GjdujL+/v1ki4vTp01SrVg1bW1uKFy/O9u3b051bVFQUderUMa5T165duXfvnlGekpLCqFGjyJs3LzY2NpQpU4bNmzebXYt9+/ZRpkwZbG1tqVChAmvXrsVkMhEZGfnM67d3716qV6+OnZ0d+fLlo0+fPmafT3x8PG+++SZ2dnYULFiQZcuW4enpySeffGL2Oc2ePZsmTZrg4ODA2LFjAZg9ezaFCxfG2toab29vlixZku7aPxnb7du3MZlM7Nq1C/j/7+zGjRspVaoUtra2vP7665w8edJo88MPP9C4cWOcnZ1xcHCgRIkSbNq06Znn++DBAwYPHky+fPmwsbHBy8uLhQsXGuW7d++mUqVKxvfxgw8+MJtVUqtWLXr37k1QUBDOzs64ubkxf/58EhMT6dChA1mzZsXLy4tvvvnmmTGIiIiIiIj8UX9oE8Xx48ezePFi5syZw6lTp3j//fd599132b17t1m9YcOGMWXKFCIiIsicOTMdO3Z8an8nTpygWrVqvPPOO8yYMQOTyfTUerGxsaxdu5YNGzawYcMGdu/ezYQJE4DHN58BAQF07NiRmJgYdu3aRYsWLUhNTQUe32D27NmTrl27EhUVxfr16/Hy8srwOV++fJkaNWpgY2PDt99+y5EjR+jYsaNxw7d06VJCQkIYO3YsMTExjBs3juDgYBYtWmTWzwcffEDfvn2JiYmhdu3afPLJJzg5OREfH098fDwDBgww6nXo0IEuXbrw448/0qhRI3LlyoWfnx+jR4+me/fujBo1CgcHBz7//HMAkpOTadasGfb29hw8eJB58+YxbNgws/ETExPx8/PD2dmZw4cP89VXX7F9+3azZMq0adOYMmUKkydP5sSJE/j5+dGkSRPOnTsHwJ07d2jcuDG+vr4cPXqU0aNHM3jw4Odev9jYWBo0aMBbb73FiRMn+OKLL9i7d6/ZuO3ateOnn35i165drFq1innz5nHt2rV0fY0YMYLmzZsTFRVFx44dWbNmDX379qV///6cPHmS9957jw4dOrBz586MfryGgQMHMmXKFA4fPoyrqyuNGzc2EjQ9e/bkwYMH7Nmzh6ioKCZOnIijo+Mz+2rXrh3Lly9n+vTpxMTEMHfuXKP+5cuXadiwIRUrVuT48ePMnj2bhQsXMmbMGLM+Fi1aRM6cOTl06BC9e/eme/futGrViipVqnD06FHeeOMN2rZty/37958aw4MHD7hz547ZS0RERERE5EW88BKGNA8ePGDcuHFs376dypUrA1CoUCH27t3L3LlzqVmzplF37NixxvsPPviAN998k19//RVbW1ujzr59+2jUqBHDhg2jf//+zx07JSWFsLAwsmbNCkDbtm3ZsWMHY8eOJT4+nqSkJFq0aEGBAgUA8PX1NdqOGTOG/v3707dvX+NYxYoVM3zeM2fOJFu2bKxYscKYMl+0aFGjfPjw4UyZMoUWLVoAULBgQaKjo5k7dy7t27c36gUFBRl14PHSEJPJZLaE4t69e2zcuJHvv/8egPbt2+Po6MjmzZuJiYmhW7duvPXWW0bZli1b6NChA9u2bSM2NpZdu3YZ/Y0dO5b69esbfS9btoxff/2VxYsX4+DgAMCMGTNo3LgxEydOxM3NjcmTJzN48GDefvttACZOnMjOnTv55JNPmDlzJsuWLcNkMjF//nxjpsPly5fp0qXLM6/f+PHjadOmDUFBQQAUKVKE6dOnU7NmTWbPns3FixfZvn07hw8fpkKFCsDjGR1FihRJ19c777xDhw4djPcBAQEEBgbSo0cPAPr168eBAweYPHkytWvXfmZMTzN8+HDjei1atIi8efOyZs0aWrduTVxcHG+99ZbxvSpUqNAz+zl79ixffvkl27Zto169eunqz5o1i3z58hkJs2LFivHTTz8xePBgQkJCsLJ6nOMrXbo0H374IQBDhgxhwoQJ5MyZ07jWISEhzJ49mxMnTvD666+ni2P8+PGMHDnyha6BiIiIiIjIk353AuH8+fPcv3/f7KYU4OHDh5QtW9bsWKlSpYy/3d3dAbh27Rr58+cHIC4ujvr16zN27FjjxvJ5PD09jeRBWp9pv1CXLl2aunXr4uvri5+fH2+88QYtW7bE2dmZa9eu8dNPP1G3bt0MnaO/vz/fffcdAAUKFODUqVNERkZSvXr1p663T0xMJDY2lk6dOpndRCclJaXbOyLt5vh5zp49i6enJy4uLiQmJvLtt99y+fJlPDw8KFeuHLt27TJ+FXd3d+fWrVsAnDlzhnz58pklIypVqmTWd0xMDKVLlzaSBwBVq1YlJSWFM2fOYGdnx08//UTVqlXN2lWtWpXjx48b46RN83/WOL91/PhxTpw4wdKlS41jqamppKSk8P3333P27FkyZ85MuXLljHIvLy+cnZ3T9fXbaxgTE0PXrl3TxTtt2rTnxvQ0aUkxgBw5cuDt7U1MTAwAffr0oXv37mzdupV69erx1ltvmX3HnxQZGUmmTJnMEmq/jbly5cpms22qVq3KvXv3+PHHH41/I0/2nylTJlxcXMwSY25ubgBPnakBj5MO/fr1M97fuXOHfPnyPfcaiIiIiIiIPOl3JxDS1spv3LiRPHnymJXZ2NiYvX/yZjvtRiklJcU45urqioeHB8uXL6djx444OTk9d+zf3rybTCajv0yZMrFt2zb27dvH1q1b+fTTTxk2bBgHDx4kZ86cL3SOCxYs4JdffjEb83kbOqZdk/nz5/Paa6+ZlWXKlMns/ZM37s+SlJRkjJeWKHiynaOjo5E0OHr06AstxXhZ7t27x3vvvUefPn3SleXPn/+FnriRkWv4pLRf89OWs4DlDSyfpnPnzvj5+bFx40a2bt3K+PHjmTJlCr17905X98/aAPRp33lL/66eZGNjk+7fpYiIiIiIyIv43XsgFC9eHBsbG+Li4vDy8jJ7vegvm3Z2dmzYsAFbW1v8/PzMNkT8PUwmE1WrVmXkyJEcO3YMa2tr1qxZQ9asWfH09GTHjh0Z6idPnjzGOaUthyhVqhTffffdU2883dzc8PDw4MKFC+muScGCBZ87lrW1NcnJyWbHChUqxNmzZ3n06BHZs2enRIkSjB07lkePHnH69GlWrFhBSkoKGzduZObMmcY+At7e3ly6dImrV68afR0+fNisbx8fH44fP262eWF4eDhWVlZ4e3vj5OSEh4cH4eHhZu3Cw8MpXry4MU5UVBQPHjx45ji/Va5cOaKjo9NdHy8vL2Pjw6SkJI4dO2a0OX/+vJEoeR4fH5/nxuvq6go83icjzbM2ezxw4IDx961btzh79iw+Pj7GsXz58tGtWzdWr15N//79mT9//lP78fX1JSUlJd2+IE/GvH//frOkRnh4OFmzZiVv3rzPOVsREREREZG/1+9OIGTNmpUBAwbw/vvvs2jRImJjYzl69Ciffvppug0DM8LBwYGNGzeSOXNm/P39zZ4G8CIOHjzIuHHjiIiIIC4ujtWrV3P9+nXj5m/EiBFMmTKF6dOnc+7cOSPmjOrVqxd37tzh7bffJiIignPnzrFkyRLjyRIjR45k/PjxTJ8+nbNnzxIVFUVoaChTp059br+enp7cu3ePHTt28PPPP3P//n1y5sxJqVKljM0RQ0NDWb58OXZ2dtSrV48mTZrw+eefExISwpdffmmcY/369SlcuDDt27fnxIkThIeHG+vn036pbtOmDba2trRv356TJ0+yc+dOevfuTdu2bY3p8AMHDmTixIl88cUXnDlzhg8++IDIyEhj/4h33nmHlJQUunbtSkxMDFu2bGHy5Mlm4/zW4MGD2bdvH7169SIyMpJz586xbt06I/lRrFgx6tWrR9euXTl06BDHjh2ja9eu2NnZPbPPNAMHDiQsLIzZs2dz7tw5pk6dyurVq40NKe3s7Hj99deZMGECMTEx7N6927guvzVq1Ch27NjByZMnCQwMJGfOnMbTR4KCgtiyZQvff/89R48eZefOnWbJhWLFirFmzRrjc23fvj0dO3Zk7dq1fP/99+zatYsvv/wSgB49enDp0iV69+7N6dOnWbduHcOHD6dfv37GjAkREREREZF/gj90hzJ69GiCg4MZP348Pj4+NGjQgI0bN1r8tf1ZHB0d+eabb0hNTeXNN980+3U8o5ycnNizZw8NGzakaNGifPjhh0yZMgV/f3/g8WaDn3zyCbNmzaJEiRI0atTIeKpARri4uPDtt99y7949atasSfny5Zk/f74xnbxz584sWLCA0NBQfH19qVmzJmFhYRavSZUqVejWrRv/+9//cHV1ZdKkScDjze8GDBjA0aNHqVixInFxccTFxXHx4kWmTJnCzZs3OXLkCNWrVzf6ypQpE2vXruXevXtUrFiRzp07G09hSNuvwN7eni1btnDz5k0qVqxIy5YtqVu3LjNmzDD66dOnD/369aN///74+vqyefNm1q9fb2xo6OTkxNdff01kZCRlypRh2LBhhISEmI3zW6VKlWL37t2cPXuW6tWrU7ZsWUJCQvDw8DDqLF68GDc3N2rUqEHz5s3p0qULWbNmfWafaZo1a8a0adOYPHkyJUqUYO7cuYSGhlKrVi2jzmeffUZSUhLly5cnKCgo3dMO0kyYMIG+fftSvnx5rly5wtdff421tTXw+CkXPXv2NL7zRYsWNXtU55kzZ0hISDDez549m5YtW9KjRw+KFStGly5djO92njx52LRpE4cOHaJ06dJ069aNTp06PTOxISIiIiIi8rKYUp+cO50BAQEBZMqUyfhVXP56ixYtom/fvvTp04d27dpRuHBhkpOTOXToEOPHj6dOnTq8//77z+0jPDycatWqcf78eQoXLvyXxbp06VI6dOhAQkLCn7b+/8cffyRfvnxs3749wxtg/l67du2idu3a3Lp1i+zZs/+lY71Md+7cebyxZ56hYPX8xIz8N6TGBb/sEERERETkHyjt3iAhIcHifoQZ3kQxKSmJs2fPsn//ft57770/HKRkXPv27SlbtiyjRo2idOnSPHz4kJSUFAoUKMB7771Hz54907VZs2YNjo6OFClShPPnz9O3b1+qVq36pycPFi9eTKFChciTJw/Hjx9n8ODBtG7d+g8lD9JmePj6+hIfH8+gQYPw9PSkRo0af2LkIiIiIiIi8iIynEA4efIkVapUoXbt2nTr1u2vjEmeolSpUqxcuZKkpCSuXr2KjY3Nc58qcffuXQYPHkxcXBw5c+akXr16TJky5U+P68qVK4SEhHDlyhXc3d1p1aoVY8eO/UN9Pnr0iKFDh3LhwgWyZs1KlSpVWLp06VMfnSkiIiIiIiJ/jxdewiAi/35awvDq0RIGEREREXmaF1nCoG3eRURERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMSiDD+FQUT+exKiB1vcKEVERERERAQ0A0FEREREREREMkAJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFIj3EUeYVlKz4RrGxfdhjyN0uNC37ZIYiIiIjIv5BmIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiDIf5KnpyeffPLJXz7Orl27MJlM3L59+y8fS0RERERE5GVSAkH+FR49esS8efOoV68eefLkIXfu3FSpUoXJkydz//79dPUPHz5M165dM9y/EgEiIiIiIiLPl/llByCvpocPH2JtbZ2huhcuXKBp06ZYWVnRvXt3SpUqhaOjI6dPnyY0NJSZM2eyZcsWihYtarRxdXX9q0IXERERERF5JWkGwitk5cqV+Pr6Ymdnh4uLC/Xq1SMxMRGABQsW4OPjg62tLcWKFWPWrFlmbX/88UcCAgLIkSMHDg4OVKhQgYMHDwIQGBhIs2bNzOoHBQVRq1Yt432tWrXo1asXQUFB5MyZEz8/PwBOnjyJv78/jo6OuLm50bZtW37++WejXUJCAn5+fjRv3pzIyEi6detGlSpVKFWqFK1bt+abb75h6NChvPHGG9y6dcto99slDCaTiQULFtC8eXPs7e0pUqQI69evB+DixYvUrl0bAGdnZ0wmE4GBgQCkpKQwfvx4ChYsiJ2dHaVLl2blypUvdN1v377Ne++9h5ubG7a2tpQsWZINGzYY5atWraJEiRLY2Njg6enJlClTzNp7enoyZswY2rVrh6OjIwUKFGD9+vVcv36dpk2b4ujoSKlSpYiIiHihuERERERERF6EEgiviPj4eAICAujYsSMxMTHs2rWLFi1akJqaytKlSwkJCWHs2LHExMQwbtw4goODWbRoEQD37t2jZs2aXL58mfXr13P8+HEGDRpESkrKC8WwaNEirK2tCQ8PZ86cOdy+fZs6depQtmxZIiIi2Lx5M1evXqV169ZGmwkTJlC+fHlGjRpFQkICbdq0MZYvTJ8+HX9/f7p06UL16tUt7nkwcuRIWrduzYkTJ2jYsCFt2rTh5s2b5MuXj1WrVgFw5swZ4uPjmTZtGgDjx49n8eLFzJkzh1OnTvH+++/z7rvvsnv37gydc0pKCv7+/oSHh/P5558THR3NhAkTyJQpEwBHjhyhdevWvP3220RFRTFixAiCg4MJCwsz6+fjjz+matWqHDt2jDfffJO2bdvSrl073n33XY4ePUrhwoVp164dqampT43jwYMH3Llzx+wlIiIiIiLyIrSE4RURHx9PUlISLVq0oECBAgD4+voCMHz4cKZMmUKLFi0AKFiwINHR0cydO5f27duzbNkyrl+/zuHDh8mRIwcAXl5eLxxDkSJFmDRpkvF+zJgxlC1blnHjxhnHPvvsM/Lly8fZs2cpWrQoS5YsYfPmzQD079+f77//nnXr1nHt2jW6du2Kt7c38HgWxLBhwxg5cuQzxw8MDCQgIACAcePGMX36dA4dOkSDBg2M88qVKxfZs2cHHt90jxs3ju3bt1O5cmUAChUqxN69e5k7dy41a9a0eM7bt2/n0KFDxMTEGEssChUqZJRPnTqVunXrEhwcDEDRokWJjo7mo48+MmZBADRs2JD33nsPgJCQEGbPnk3FihVp1aoVAIMHD6Zy5cpcvXqV3Llzp4tj/Pjxz702IiIiIiIiliiB8IooXbo0devWxdfXFz8/P9544w1atmyJtbU1sbGxdOrUiS5duhj1k5KSyJYtGwCRkZGULVvWuMn+vcqXL2/2/vjx4+zcuRNHR8d0dWNjY8mZMyd3796lZMmSAHz99desXbuW1157DYBevXqxbds2ANzd3c2WMDxNqVKljL8dHBxwcnLi2rVrz6x//vx57t+/T/369c2OP3z4kLJlyz53rDSRkZHkzZvXbH+GJ8XExNC0aVOzY1WrVuWTTz4hOTnZmKnwZOxubm7A/yeAnjx27dq1pyYQhgwZQr9+/Yz3d+7cIV++fBk6BxEREREREVAC4ZWRKVMmtm3bxr59+9i6dSuffvopw4YN4+uvvwZg/vz5xo35k20A7Ozsntu3lZVVuqnzjx49SlfPwcHB7P29e/do3LgxEydOTFfX3d2dxMREbG1tjWMPHz406+PJxMPRo0ctzorIkiWL2XuTyfTcZRj37t0DYOPGjeTJk8eszMbG5rljpbF07TLqydhNJtMzjz3rfGxsbDIcs4iIiIiIyNMogfAKMZlMVK1alapVqxISEkKBAgUIDw/Hw8ODCxcu0KZNm6e2K1WqFAsWLODmzZtPnYXg6urKyZMnzY5FRkamu2H/rXLlyrFq1So8PT3JnDn9V9HOzo6HDx9y9epV3NzcqFatGpMmTTJimT9/Pjlz5mTfvn0MGzaMzz777AWuhrm0J0IkJycbx4oXL46NjQ1xcXEZWq7wNKVKleLHH380lmT8lo+PD+Hh4WbHwsPDKVq0qJHAERERERER+SfQJoqviIMHDzJu3DgiIiKIi4tj9erVXL9+HR8fH0aOHMn48eOZPn06Z8+eJSoqitDQUKZOnQpAQEAAuXPnplmzZoSHh3PhwgVWrVrF/v37AahTpw4REREsXryYc+fOMXz48HQJhafp2bMnN2/eJCAggMOHDxMbG8uWLVvo0KEDycnJWFlZ0aRJE+OJENOmTePYsWM4Ojri6+tL/fr12b17Nx07dmTatGnUrVv3d1+fAgUKYDKZ2LBhA9evX+fevXtkzZqVAQMG8P7777No0SJiY2M5evQon376qbHB5G9dvnyZYsWKcejQIQBq1qxJjRo1eOutt9i2bRvff/8933zzjdm+Djt27GD06NGcPXuWRYsWMWPGDAYMGPC7z0VEREREROSvoBkIrwgnJyf27NnDJ598wp07dyhQoABTpkzB398fAHt7ez766CMGDhyIg4MDvr6+BAUFAY9/nd+6dSv9+/enYcOGJCUlUbx4cWbOnAmAn58fwcHBDBo0iF9//ZWOHTvSrl07oqKinhuTh4cH4eHhDB48mDfeeIMHDx5QoEABGjRogJXV49xWSEgIlSpV4vXXX8ff35/o6GiuXLmCs7MzKSkpDBs2jJw5c/7h65MnTx5GjhzJBx98QIcOHWjXrh1hYWGMHj0aV1dXxo8fz4ULF8iePTvlypVj6NChT+3n0aNHnDlzhvv37xvHVq1axYABAwgICCAxMREvLy8mTJgAPJ6F8eWXXxISEsLo0aNxd3dn1KhRZhsoioiIiIiI/BOYUp/13DeRf4itW7fy9ttv8+6779KlSxdKlCgBQFRUFJMnT8bV1dWYLSEZc+fOncebZOYZCla2lhvIf0pqXPDLDkFERERE/iHS7g0SEhJwcnJ6bl0tYZB/vDfeeIMjR45w9+5dqlevjrW1NdbW1vj7+5M3b15GjBjxskMUERERERH5z9MMBPlXSUlJ4erVq1hZWRmPLpQXpxkIrzbNQBARERGRNC8yA0F7IMi/ipWVFe7u7i87DBERERERkVeOljCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEXaRFHkFZYQPdjiTqsiIiIiIiKgGQgiIiIiIiIikgFKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFeoyjyCssW/GJYGX7ssOQlyA1LvhlhyAiIiIi/zKagSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWKYHwH2UymVi7du3fPu7FixcxmUxERkb+7WM/T2BgIM2aNXvZYYiIiIiIiPxrKYHwHxUfH4+/vz/wz72pt8RSEmTz5s20bt0aT09PcubMSalSpRgwYABxcXF/X5AiIiIiIiKvCCUQ/mMePnwIQO7cubGxsXnJ0fw+aefwLPfv36dVq1Z06NCBkiVLsnDhQnbv3s1HH33E3bt3KV26NGvWrPmbohUREREREXk1KIHwJ1i5ciW+vr7Y2dnh4uJCvXr1SExMBGDBggX4+Phga2tLsWLFmDVrllnbH3/8kYCAAHLkyIGDgwMVKlTg4MGDwNOn3QcFBVGrVi3jfa1atejVqxdBQUHkzJkTPz8/wPzX+4IFCwJQtmxZTCYTtWrVYs+ePWTJkoUrV66k67969erPPNfNmzdTrVo1smfPjouLC40aNSI2Nva51+fkyZP4+/vj6OiIm5sbbdu25eeff37uOXh6egLQvHlzTCaT8R6gffv23L9/n7NnzxISEkLdunUpUaIEfn5+zJ07l61bt9K9e3f279+fLpbJkyfj7u6Oi4sLPXv25NGjR0aZp6cno0ePJiAgAAcHB/LkycPMmTPN2t++fZvOnTvj6uqKk5MTderU4fjx4889/+d9xgCzZ8+mcOHCWFtb4+3tzZIlS8zam0wm5s6dS6NGjbC3t8fHx4f9+/dz/vx5atWqhYODA1WqVLH4OYiIiIiIiPwRSiD8QfHx8QQEBNCxY0diYmLYtWsXLVq0IDU1laVLlxISEsLYsWOJiYlh3LhxBAcHs2jRIgDu3btHzZo1uXz5MuvXr+f48eMMGjSIlJSUF4ph0aJFWFtbEx4ezpw5c9KVHzp0CIDt27cTHx/P6tWrqVGjBoUKFTK7WX306BFLly6lY8eOzxwrMTGRfv36ERERwY4dO7CysqJ58+bPjPn27dvUqVOHsmXLEhERwebNm7l69SqtW7d+7jkcPnwYgNDQUOLj4433W7Zs4dixY3z55Zc4OjoyYsQIChQogLe3N8uXL8fR0ZGKFSsyduxYPvjgA7Mxdu7cSWxsLDt37mTRokWEhYURFhZmVuejjz6idOnSHDt2jA8++IC+ffuybds2o7xVq1Zcu3aNb775hiNHjlCuXDnq1q3LzZs3n3r+lj7jNWvW0LdvX/r378/Jkyd577336NChAzt37jTrZ/To0bRr147IyEiKFSvGO++8w3vvvceQIUOIiIggNTWVXr16PfNze/DgAXfu3DF7iYiIiIiIvIjMLzuAf7v4+HiSkpJo0aIFBQoUAMDX1xeA4cOHM2XKFFq0aAE8ngkQHR3N3Llzad++PcuWLeP69escPnyYHDlyAODl5fXCMRQpUoRJkyY9s9zV1RUAFxcXcufObRzv1KkToaGhDBw4EICvv/6aX3/9Nd3N/ZPeeusts/efffYZrq6uREdHU7JkyXT1Z8yYQdmyZRk3bpxZm3z58nH27FmKFi363HPInj27WcyLFy8mKCgIBwcHlixZwpw5c1iwYAE5c+akf//+xsyPd999lx49epCYmIiDgwMAzs7OzJgxg0yZMlGsWDHefPNNduzYQZcuXYz+q1ataiQeihYtSnh4OB9//DH169dn7969HDp0iGvXrhnLQyZPnszatWtZuXIlXbt2TRe/pc948uTJBAYG0qNHDwD69evHgQMHmDx5MrVr1zbqdejQwfhcBg8eTOXKlQkODjZmnPTt25cOHTqkGz/N+PHjGTly5DPLRURERERELNEMhD+odOnS1K1bF19fX1q1asX8+fO5desWiYmJxMbG0qlTJxwdHY3XmDFjjKnmkZGRlC1b1rix/L3Kly//u9oFBgZy/vx5Dhw4AEBYWBitW7fGwcGB7777zizupUuXAnDu3DkCAgIoVKgQTk5OxtKCZ21cePz4cXbu3GnWV7FixQDMptxn9ByioqKoUqUK8Djh0adPHxo1asTrr79uloCwsbEhW7ZsZr+0lyhRgkyZMhnv3d3duXbtmln/lStXTvc+JibGOJd79+7h4uJidj7ff//9M5cPWPqMY2JiqFq1qtmxqlWrGmOmKVWqlPG3m5sb8P+JqrRjv/766zNnFgwZMoSEhATjdenSpafWExEREREReRbNQPiDMmXKxLZt29i3bx9bt27l008/ZdiwYXz99dcAzJ8/n9deey1dGwA7O7vn9m1lZUVqaqrZsSfX7KdJ+4X9ReXKlYvGjRsTGhpKwYIF+eabb9i1axcAFSpUMHtqQ9pNa+PGjSlQoADz58/Hw8ODlJQUSpYs+cyND+/du0fjxo2ZOHFiujJ3d/cXPoekpCTjuj18+NCsnaOjo/H3pUuXePjwIbly5TKOZcmSxawvk8n0QstF7t27h7u7u3GNnpQ9e/antrH0GWfUk7GbTKZnHnvW+djY2PxrN9UUEREREZF/BiUQ/gQmk4mqVatStWpVQkJCKFCgAOHh4Xh4eHDhwgXatGnz1HalSpViwYIF3Lx586m/ULu6unLy5EmzY5GRkeluhC2xtrYGIDk5OV1Z586dCQgIIG/evBQuXNj4NdzOzi7dcoobN25w5swZ5s+fb2y0uHfv3ueOXa5cOVatWoWnpyeZM7/Y1y1LlizpYvby8iIqKgofHx+qVavG/PnzadmyJTly5DBmIMTFxdG+fXuCgoLMZhxkRNpsjCff+/j4GOdy5coVMmfObLap4/NY+ox9fHwIDw+nffv2xrHw8HCKFy/+QnGLiIiIiIj81bSE4Q86ePAg48aNIyIigri4OFavXs3169fx8fFh5MiRjB8/nunTp3P27FmioqIIDQ1l6tSpAAQEBJA7d26aNWtGeHg4Fy5cYNWqVcbTA+rUqUNERASLFy/m3LlzDB8+PF1CISNy5cqFnZ2dsYFhQkKCUebn54eTkxNjxox57hp6eLyHgIuLC/PmzeP8+fN8++239OvX77ltevbsyc2bNwkICODw4cPExsayZcsWOnTo8NSExpM8PT3ZsWMHV65c4datW8DjpzKkPcmiV69eFC5cmLx58+Ls7EyhQoWAx7Mn6tWrR0hIiMVr81vh4eFMmjSJs2fPMnPmTL766iv69u0LQL169ahcuTLNmjVj69atXLx4kX379jFs2DAiIiKAxxtWFitWjMuXLwOWP+OBAwcSFhbG7NmzOXfuHFOnTmX16tUMGDDghWMXERERERH5KymB8Ac5OTmxZ88eGjZsSNGiRfnwww+ZMmUK/v7+dO7cmQULFhAaGoqvry81a9YkLCzMeKyitbU1W7duJVeuXDRs2BBfX18mTJhg/Gru5+dHcHAwgwYNomLFity9e5d27dq9cIyZM2dm+vTpzJ07Fw8PD5o2bWqUWVlZERgYSHJyssW+raysWLFiBUeOHKFkyZK8//77fPTRR89t4+HhQXh4OMnJybzxxhv4+voSFBRE9uzZsbJ6/tdvypQpbNu2jXz58lG2bFkA2rZty61btwgODsbW1pZ169Zx8+ZNrl27xujRo7l8+TJXr15l2LBhFvt/mv79+xMREUHZsmUZM2YMU6dONXs05qZNm6hRowYdOnSgaNGivP322/zwww/GEo/79+9z5swZY6mJpc+4WbNmTJs2jcmTJ1OiRAnmzp1LaGio2aM6RURERERE/glMqb9dZC+vnE6dOnH9+nXWr1//skPJkIsXL9KgQQMKFizIoEGDqFq1KtbW1ly6dIn58+eze/dudu7c+cIJBE9PT4KCgggKCvprAv8HuXPnDtmyZYM8Q8HK9mWHIy9Balzwyw5BRERERP4B0u4NEhIScHJyem5dzUB4hSUkJLB3716WLVtG7969X3Y4Gebp6cnhw4epVKkSgYGB2NraYm1tTfHixblw4QILFy78XbMPRERERERE5Nm0ieIrrGnTphw6dIhu3bpRv379lx3OC8maNSsjR45k5MiR3Lhxg19++YXcuXO/8EaNIiIiIiIikjG623qFPe1xhP9GLi4uf0o/Fy9e/FP6ERERERER+S/SPG8RERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUibKIq8whKiB1t81quIiIiIiAhoBoKIiIiIiIiIZIASCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYlHmlx2AiLw82YpPBCvblx2G/IOlxgW/7BBERERE5B9CMxBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEor89gXDx4kVMJhORkZF/99CvrMDAQJo1a/aH+ti1axcmk4nbt2//KTH9W5hMJtauXfuywxAREREREXnpNANBMqRKlSrEx8eTLVu2F26bkpLCF198QePGjcmfPz+urq5UqFCBESNGcOPGjb8gWhEREREREfmzZX7ZAWREcnIyJpMJKyvlO14Wa2trcufO/cLtfv75Z1q2bMmlS5fo2bMnAwcOJEeOHFy4cIFly5ZRvHhx1qxZQ5UqVf6CqEVEREREROTP8pfdkaekpDBp0iS8vLywsbEhf/78jB071ii/cOECtWvXxt7entKlS7N//36jLCwsjOzZs7N+/XqKFy+OjY0NcXFx3Lp1i3bt2uHs7Iy9vT3+/v6cO3cuXbsNGzbg7e2Nvb09LVu25P79+yxatAhPT0+cnZ3p06cPycnJRrsHDx4wYMAA8uTJg4ODA6+99hq7du2yeI5ff/01FStWxNbWlpw5c9K8eXMAhg4dymuvvZaufunSpRk1apTxfsGCBfj4+GBra0uxYsWYNWvWc8dLTk6mU6dOFCxYEDs7O7y9vZk2bVq6Ov369SN79uy4uLgwaNAgUlNTzerUqlWL3r17ExQUhLOzM25ubsyfP5/ExEQ6dOhA1qxZ8fLy4ptvvjHa/HYJQ9q13rJlCz4+Pjg6OtKgQQPi4+ONNklJSTRp0oTChQtz+vRp+vXrR40aNShZsiRNmjRhxYoVfPbZZzRv3pwLFy4Y7e7evUubNm1wcHDA3d2djz/+mFq1ahEUFGTUsfRdAFi1ahUlSpTAxsYGT09PpkyZYlYeHx/Pm2++iZ2dHQULFmTZsmV4enryySefPPMzuHTpEq1btyZ79uzkyJGDpk2bcvHixed9bJw6dYpGjRrh5ORE1qxZqV69OrGxscDjfyejRo0ib9682NjYUKZMGTZv3my0TVvy8+WXX1K9enXs7OyoWLEiZ8+e5fDhw1SoUAFHR0f8/f25fv36c+MQERERERH5I/6yBMKQIUOYMGECwcHBREdHs2zZMtzc3IzyYcOGMWDAACIjIylatCgBAQEkJSUZ5ffv32fixIksWLCAU6dOkStXLgIDA4mIiGD9+vXs37+f1NRUGjZsyKNHj8zaTZ8+nRUrVrB582Z27dpF8+bN2bRpE5s2bWLJkiXMnTuXlStXGm169erF/v37WbFiBSdOnKBVq1Y0aNAg3Q3pkzZu3Ejz5s1p2LAhx44dY8eOHVSqVAmANm3acOjQIeMmER7fRJ44cYJ33nkHgKVLlxISEsLYsWOJiYlh3LhxBAcHs2jRomeOmZKSQt68efnqq6+Ijo4mJCSEoUOH8uWXXxp1pkyZQlhYGJ999hl79+7l5s2brFmzJl1fixYtImfOnBw6dIjevXvTvXt3WrVqRZUqVTh69ChvvPEGbdu25f79+8+M5/79+0yePJklS5awZ88e4uLiGDBggFG+cOFCTCYT8+bNIyUlhd69e5MnTx7KlCnDZ599RokSJXjzzTfp2rUrI0eONNr169eP8PBw1q9fz7Zt2/juu+84evSo2diWvgtHjhyhdevWvP3220RFRTFixAiCg4MJCwsz+mjXrh0//fQTu3btYtWqVcybN49r164983wfPXqEn58fWbNm5bvvviM8PNxInDx8+PCpbS5fvkyNGjWwsbHh22+/5ciRI3Ts2NH4rk+bNo0pU6YwefJkTpw4gZ+fH02aNEn33Rs+fDgffvghR48eJXPmzLzzzjsMGjSIadOm8d1333H+/HlCQkKeGfuDBw+4c+eO2UtERERERORFmFJ/+/P0n+Du3bu4uroyY8YMOnfubFZ28eJFChYsyIIFC+jUqRMA0dHRlChRgpiYGIoVK0ZYWBgdOnQgMjKS0qVLA3Du3DmKFi1KeHi4Md39xo0b5MuXj0WLFtGqVSuj3fnz5ylcuDAA3bp1Y8mSJVy9ehVHR0cAGjRogKenJ3PmzCEuLo5ChQoRFxeHh4eHEWe9evWoVKkS48aNe+o5VqlShUKFCvH5558/tbxMmTK89dZbBAcHA49nJXz77bccOHAAAC8vL0aPHk1AQIDRZsyYMWzatIl9+/Zl+Fr36tWLK1euGAkRDw8P3n//fQYOHAg8ngVQsGBBypcvb2wGWKtWLZKTk/nuu++Ax7MWsmXLRosWLVi8eDEAV65cwd3dnf379/P666+za9cuateuza1bt8iePftTr/WsWbMYNWoUV65cAaBq1aoMGTKERo0aMXr0aD7//HPmzp1LamoqPXr04JdffuHixYvExsZStWpVrly5wt27d3FxcWHZsmW0bNkSgISEBDw8POjSpQuffPJJhr4Lbdq04fr162zdutW4VoMGDWLjxo2cOnWK06dP4+PjY/yKD3D+/HmKFCnCxx9/bMx2MJlMrFmzhmbNmvH5558zZswYYmJiMJlMADx8+JDs2bOzdu1a3njjjXSfz9ChQ1mxYgVnzpwhS5Ys6crz5MlDz549GTp0qHGsUqVKVKxYkZkzZz7138uKFSsICAhgx44d1KlTB4AJEyYQFhbG6dOnn/o9GTFihFmS5v8DGApWtk9tIwKQGhf8skMQERERkb/QnTt3yJYtGwkJCTg5OT237l8yAyEmJoYHDx5Qt27dZ9YpVaqU8be7uzuA2a+/1tbWZnViYmLInDmz2dIAFxcXvL29iYmJMY7Z29sbN7QAbm5ueHp6GsmDtGNpY0VFRZGcnEzRokVxdHQ0Xrt37zZmEDx5vFu3bsD/sXfn0TVd///HnzfIIBNiVgQRIpKIqYghhn4MNZS2PlQlpqiZElQJMbRoRc1D0aA11LeGas1DoxpDCCGViAgaNC1aokFJJL8/rJyfW4lLq7Qfr8dady337LP3fu9z4o/zvnvvAzExMQ8dX5cuXVi5ciUAWVlZrFq1ii5dugBw48YNkpKS6Nmzp1nbkyZNMvps2bKlcdzT09Nod+7cudSoUYMiRYrg4ODAxx9/THJyMnDvQTslJcXsGuXNm9d4QM7t+ufJkwcXFxe8vLzMrhHw0F/k/3itS5QoYXZ+bGys8YD/1VdfMW7cOPz9/WncuDFjxowxq3f16lXg3tKW9PR0YzYHgLOzM5UqVTK+P8rfQnx8PH5+fmbx+vn5kZiYyN27d0lISCBv3rxUr17dKHdzc6NgwYK5jvfYsWOcPn0aR0dH494UKlSI33//3Wy2yf1iYmJo0KBBjsmD69ev8+OPP+YY5/1/02B+v7LvzR/v18Pu1ahRo0hNTTU+58+fz/VcERERERGRnPwtmyja2dlZPOf+B6rsX3MzMzPN2sg+/jj++KBmMplyPJbdV1paGnny5CE6Opo8efKYnZeddLj/lZPZGRlLY+zcuTMjR47kyJEj3Lp1i/Pnz/Pf//7X6BNg0aJFD+yVkB3D4sWLuXXrltmYVq9eTXBwMGFhYdStWxdHR0c+/PBDDh48+NBYcmLpOuV0Tx6ljfsntGRkZBjX6c6dO9jb2xtl9yd0jhw5gpub22OP4WlLS0ujRo0arFix4oGyIkWK5FjnUf4vPIqc7s0fjz3sXtnY2GBjY/NEYhERERERkefT3zIDoWLFitjZ2bFr164n1qaHhwcZGRlmD8u//PILCQkJVKlS5U+36+vry927d7l06RJubm5mn+y3Dtx/rGjRosC9X4QfNr4XXniBRo0asWLFClasWMFLL71k1C1WrBglS5bkzJkzD/RZrlw54N7U9uxjZcuWBTCm7Pfr1w9fX1/c3NzMfvl2dnamRIkSZtcoIyOD6OjoP319/go3NzdiY2MBqF+/PjNnzuTq1atcvXrV2PzxxIkT9O3b11hyUb58efLly8ehQ4eMdlJTUzl16pTx/VH+Fjw8PIiMjDSLJzIyEnd3d/LkyUOlSpXIyMjg6NGjRvnp06eNmRA5qV69OomJiRQtWvSB+5bb6y29vb3Zu3ev2T4d2ZycnChZsmSOcf6Vv2kREREREZG/w9+SQLC1tWXkyJGMGDGC5cuXk5SUxIEDB1iyZMmfbrNixYq0a9eOoKAgvvvuO44dO8abb75JqVKlaNeu3Z9u193dnS5duhAQEMC6des4e/YsUVFRTJ48mU2bNuVab9y4caxatYpx48YRHx9PbGwsU6dONTunS5curF69mv/7v/8zli9kGz9+PJMnT2bWrFmcOnWK2NhYwsPDmT59+kOvweHDh9m2bRunTp0iJCTE7EEbYPDgwUyZMoUNGzZw8uRJ+vXrZ7w54Wlr3749c+fOBe6twb9z5w4uLi688MILvPjii/zwww+0aNGCgQMH0q1bNwAcHR0JDAxk+PDhfPPNN5w4cYKePXtiZWVl/PL+KH8Lw4YNY9euXUycOJFTp06xbNky5syZY2zyWLlyZZo1a0bv3r2Jiori6NGj9O7d+6EzX7p06ULhwoVp164de/fu5ezZs0RERDBo0CAuXLgAwPr166lcubJRZ8CAAVy/fp1OnTpx+PBhEhMT+fTTT0lISABg+PDhTJ06lc8//5yEhATeeecdYmJiGDx48JO/ISIiIiIiIn/B3/YWhpCQEIYNG8bYsWPx8PDgv//970PXaD+K8PBwatSoQevWralbty5ZWVls3rw5x/Xlj9tuQEAAw4YNo1KlSrzyyiscOnSIMmXK5FrH39+f//u//2Pjxo1Uq1aNJk2aEBUVZXbOa6+9xi+//MLNmzd55ZVXzMp69erF4sWLCQ8Px8vLi0aNGrF06VJjBkJO3nrrLTp06MB///tfXnzxRX755Rf69etnds6wYcPo2rUrgYGBxjKH7NdLPm1Dhgxh165dLF68mMKFC/Pdd9/x888/c/nyZSZOnMhPP/3E+fPn6d27t1m96dOnU7duXVq3bk2zZs3w8/MzXneZzdLfQvXq1VmzZg2rV6+matWqjB07lgkTJhiJCoDly5dTrFgxGjZsSPv27QkKCsLR0dGsn/vlz5+fb7/9ljJlytChQwc8PDzo2bMnv//+u7G0JTU11UgOwL29GXbv3k1aWhqNGjWiRo0aLFq0yIhz0KBBDB06lGHDhuHl5cXWrVvZuHEjFStWfCL3QERERERE5En5W97CIJLt6NGjvPzyyzRp0oRBgwZRvXp18ubNS2JiIrNnz+ann34yew1lTm7cuEGpUqUICwsz3kTwd7hw4QKlS5dm586dD90g839B9k6reguDWKK3MIiIiIj8b3vmb2EQyebr60tMTAwuLi60adMGGxsb8uXLR506dcjIyGDWrFkP1Dl69CirVq0iKSmJI0eOGMs//spSlZzs3r2bjRs3cvbsWfbt20enTp1wdXWlYcOGT7QfERERERGR/wV/y1sYRO5XtGhRZs6cyYwZM7h8+TIZGRkUL14cK6vc81fTpk0jISEBa2tratSowd69eylcuPATjSs9PZ13332XM2fO4OjoSL169VixYsVfXhIjIiIiIiLyv0hLGESeQ1rCII9KSxhERERE/rdpCYOIiIiIiIiIPFFKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEV6C4PIcyw1bqTFjVJERERERERAMxBERERERERE5BEogSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIW6TWOIs8x5ypTwcr2WYch/wOykkOedQgiIiIi8jfTDAQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAmEfwF/f3+GDBnyrMN4ZkwmExs2bHjqfZ07dw6TyURMTMxT6VtEREREROSfTAmEf4F169YxceLEZx3GI1u6dCkFChTItTwtLY2wsDDq169P8eLFKVWqFE2aNGHhwoVkZGQ8vUBFRERERETkkeV91gGIZYUKFXrWITyy9PT0h5ZHR0fTvn17ypYtS1BQEB4eHuTLl4/jx4+zYMECFixYwLZt2yhatOhTilhEREREREQehWYg/Avcv4Th9u3bjBw5ktKlS2NjY4ObmxtLliwB4OrVq3Tp0oUiRYpgZ2dHxYoVCQ8Pf2jbJ06coHXr1jg5OeHo6EiDBg1ISkoyyhcvXoyHhwe2trZUrlyZefPmGWXZU/w///xzGjVqhK2tLStWrKB79+6kpqZiMpkwmUyEhoYC8MMPP9CqVStCQkLYu3cvgYGB1K5dG19fXwIDA9m3bx9t2rShZcuWDyQirly5Qvv27cmfPz8VK1Zk48aNZuWbN2/G3d0dOzs7GjduzNKlSzGZTFy7di3XsScmJtKwYUNsbW2pUqUKO3bsyPG8M2fO0LhxY/Lnz4+Pjw/79+83yn744QfatGlDwYIFsbe3x9PTk82bN+faZ0pKCi+//DJ2dnaUK1eOlStX4urqyowZM4xzkpOTadeuHQ4ODjg5OdGxY0d+/vlnAE6dOoXJZOLkyZNm7X700UdUqFAh135FRERERET+Ks1A+JcJCAhg//79zJo1Cx8fH86ePcuVK1cACAkJIS4uji1btlC4cGFOnz7NrVu3cm3r4sWLNGzYEH9/f3bv3o2TkxORkZHGMoIVK1YwduxY5syZg6+vL0ePHiUoKAh7e3sCAwONdt555x3CwsLw9fXFysqKGTNmMHbsWBISEgBwcHAwzuvevTtBQUFcuHCBPn36EBUVha+vL/Xr1+fixYssWLCAiIgIPvvsM7p37270MX78eD744AM+/PBDZs+eTZcuXfjhhx8oVKgQ58+fp0OHDvTv35/evXtz+PBhhg0b9tDrmJmZSYcOHShWrBgHDx4kNTU1130mRo8ezbRp06hYsSKjR4+mc+fOnD59mrx589K/f3/u3LnDt99+i729PXFxccZ4c7t/V65cISIignz58jF06FAuXbpkFld28mDPnj1kZGTQv39//vvf/xIREYG7uzs1a9ZkxYoVZstaVqxYwRtvvJFrv7dv3+b27dvG9+vXrz/0+oiIiIiIiPyREgj/IqdOnWLNmjXs2LGDZs2aAVC+fHmjPDk5GV9fX2rWrAmAq6vrQ9ubO3cuzs7OrF69mnz58gHg7u5ulI8bN46wsDA6dOgAQLly5YiLi2PhwoVmCYQhQ4YY5wA4OztjMpkoXry4cSwtLY1NmzZx9uxZAAIDA3FwcGDr1q3Ex8fTp08fXn31VaNs27ZtZgmEbt260blzZwDef/99Zs2aRVRUFC1atGD+/PlUqFCBsLAwACpVqkRsbCxTp07Ndew7d+7k5MmTbNu2jZIlSxrttmzZ8oFzg4ODefnll4F7iQxPT09Onz5N5cqVSU5O5tVXX8XLywswvx9/dPLkSXbu3MmhQ4eMe7R48WIqVqxonLNr1y5iY2M5e/YspUuXBmD58uV4enpy6NAhatWqRZcuXZgzZ46RQDh16hTR0dF89tlnufY9efJkxo8fn2u5iIiIiIiIJVrC8C8SExNDnjx5aNSoUY7lffv2ZfXq1VSrVo0RI0awb98+o6xly5Y4ODjg4OCAp6en0V6DBg2M5MH9bty4QVJSEj179jTqOTg4MGnSJLMlDoDxMPwwp06dwtXVFRcXF27cuMHu3buZP38+1atXp0uXLnTq1Mk4t0SJEly9etWsvre3t/Fve3t7nJycjF/u4+PjefHFF83Or1u37kPjiY+Pp3Tp0kby4GF17u+7RIkSAEbfgwYNYtKkSfj5+TFu3DiOHz+ea58JCQnkzZuX6tWrG8fc3NwoWLDgA3FlJw8AqlSpQoECBYiPjwegU6dOnDt3jgMHDgD3Zh9Ur16dypUr59r3qFGjSE1NNT7nz5/P9VwREREREZGcKIHwL2JnZ/fQ8pYtW/LDDz/w9ttv8+OPP9K0aVOCg4OBe790x8TEEBMTY6zRf1h7aWlpACxatMioFxMTw/fff288uGazt7e3GHtGRobRX/b+BvfXu3/a/5EjR3BzczOr/8ckh8lkIjMz02K/T8L9fZtMJgCj7169enHmzBm6du1KbGwsNWvWZPbs2X9rPMWLF6dJkyasXLkSgJUrV9KlS5eH1rGxscHJycnsIyIiIiIi8jiUQPgX8fLyIjMzkz179uR6TpEiRQgMDOSzzz5jxowZfPzxxwCUKlUKNzc33NzcKFu2LHDvl/W9e/fm+OaEYsWKUbJkSc6cOWPUy/6UK1fuoXFaW1tz9+5ds2Ply5fn1KlTpKenU6BAATw9PXnvvfdIT0/n5MmTrF69mszMTDZt2sTcuXMZMGDAI18XDw8PoqKizI79McmRU53z58+TkpLyyHVyU7p0afr06cO6desYNmwYixYtyvG8SpUqkZGRwdGjR41jp0+fNpttkR3X/TME4uLiuHbtGlWqVDGOdenShc8//5z9+/dz5swZsxkcIiIiIiIifwclEP5FXF1dCQwMpEePHmzYsIGzZ88SERHBmjVrABg7dixffvklp0+f5sSJE3z99dd4eHjk2t6AAQO4fv06nTp14vDhwyQmJvLpp58amx+OHz+eyZMnM2vWLE6dOkVsbCzh4eFMnz7dYpxpaWns2rWLK1eucPPmTQoXLoy3t7exTj88PJxVq1ZhZ2dHs2bNaNu2LZ999hljx45lzZo1D437j/r06UNiYiLDhw8nISGBlStXsnTpUrNzLl68SOXKlY1EQ7NmzXB3dycwMJBjx46xd+9eRo8e/ch9ZhsyZAjbtm3j7NmzHDlyhG+++cYs9sqVK7N+/Xrj382aNaN3795ERUVx9OhRevfujZ2dnTGzoVmzZnh5edGlSxeOHDlCVFQUAQEBNGrUyGypSIcOHfjtt9/o27cvjRs3NluKISIiIiIi8ndQAuFfZv78+bz22mv069ePypUrExQUxI0bN4B7v/yPGjUKb29vGjZsSJ48eVi9enWubbm4uLB7927S0tJo1KgRNWrUYNGiRcaU/V69erF48WLCw8Px8vKiUaNGLF261OIMhHr16tGnTx/++9//UqRIET744APg3kZ+wcHBHDlyhFq1apGcnExycjLnzp0jLCyMX3/9lejoaBo0aPBY16RMmTKsXbuWDRs24OPjw4IFC3j//ffNzklPTychIYGbN28CYGVlxfr167l16xa1a9emV69evPfee4/VL8Ddu3fp378/Hh4etGjRAnd3d7NXXSYkJJCammp8X758OcWKFaNhw4a0b9+eoKAgHB0dsbW1Be4tkfjyyy8pWLAgDRs2pFmzZpQvX57PP//crF9HR0fatGnDsWPHLC5fEBEREREReRJMWVlZWc86CHl+LFu2jMGDBzNo0CACAgKoUKECd+/eJSoqismTJ9OkSRPefvvtv9xPREQEjRs35urVqxQoUOCvB/43uXDhAqVLl2bnzp00bdr0qfV7/fp1nJ2dodS7YGX71PqV/11ZySHPOgQRERER+ROynw1SU1Mt7pWm1zjKUxUYGIivry8TJkzAx8eHO3fukJmZSdmyZXnrrbfo37//sw7xb5U948PLy4uUlBRGjBiBq6srDRs2fNahiYiIiIiIPJQSCPLUeXt788UXX5CRkcHPP/+MjY0NhQsXftZhPRXp6em8++67nDlzBkdHR+rVq8eKFStyfJWmiIiIiIjIP4mWMIg8h7SEQZ40LWEQERER+Xd6nCUM2kRRRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCzSWxhEnmOpcSMtbpQiIiIiIiICmoEgIiIiIiIiIo9ACQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSK9xFHmOOVeZCla2zzoMeQ5lJYc86xBERERE5DFpBoKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFj0j04guLq6MmPGjGcdxj9GaGgo1apVe9Zh/O38/f0ZMmTIsw5DRERERERE7vOPTiA8ad26deOVV1551mH8acHBwezatcv4/lfHk5aWRlhYGPXr16d48eKUKlWKJk2asHDhQjIyMp5AxCIiIiIiIvK/Iu/f3cGdO3ewtrb+u7v5n5aVlcXdu3dxcHDAwcHhibQZHR1N+/btKVu2LEFBQXh4eJAvXz6OHz/OggULWLBgAdu2baNo0aJPpD8RERERERH5d3vsGQj+/v4MGDCAAQMG4OzsTOHChQkJCSErKwu4t+xg4sSJBAQE4OTkRO/evQFYu3Ytnp6e2NjY4OrqSlhYmFm7ly5dok2bNtjZ2VGuXDlWrFhhVn7u3DlMJhMxMTHGsWvXrmEymYiIiDCOnThxgtatW+Pk5ISjoyMNGjQgKSmJ0NBQli1bxpdffonJZHqg3v2uXr1Kly5dKFKkCHZ2dlSsWJHw8HCj/Pz583Ts2JECBQpQqFAh2rVrx7lz58za+OSTT4zxlihRggEDBjzyOCIiIjCZTGzZsoUaNWpgY2PDd999Z7aEIbfxNGnSxOgr2+XLl7G2tjZmL/zwww+0atWKkJAQ9u7dS2BgILVr18bX15fAwED27dtHmzZtaNmyJenp6UY7iYmJNGzYEFtbW6pUqcKOHTswmUxs2LDBLO5r164ZdWJiYjCZTMb1+eWXX+jcuTOlSpUif/78eHl5sWrVqhzvQ7bbt28zcuRISpcujY2NDW5ubixZssQo37NnD7Vr1zau9TvvvGM2g8Lf35+BAwcyZMgQChYsSLFixVi0aBE3btyge/fuODo64ubmxpYtW4w62WPZtm0bvr6+2NnZ0aRJEy5dusSWLVvw8PDAycmJN954g5s3bz40/sjISPz9/cmfPz8FCxakefPmXL161RjboEGDKFq0KLa2ttSvX59Dhw498Thu377N9evXzT4iIiIiIiKP408tYVi2bBl58+YlKiqKmTNnMn36dBYvXmyUT5s2DR8fH44ePUpISAjR0dF07NiRTp06ERsbS2hoKCEhISxdutSo061bN86fP88333zDF198wbx587h06dJjxXXx4kUaNmyIjY0Nu3fvJjo6mh49epCRkUFwcDAdO3akRYsWpKSkkJKSQr169XJsJyQkhLi4OLZs2UJ8fDzz58+ncOHCAKSnp9O8eXMcHR3Zu3cvkZGRODg40KJFC+7cuQPA/Pnz6d+/P7179yY2NpaNGzfi5ub2mFcZ3nnnHaZMmUJ8fDze3t5mZbmNp1evXqxcuZLbt28b53722WfG8oTsdrt3705QUBAXLlygdevWFC1alObNmzNx4kT69u3LhAkTsLe357PPPgMgMzOTDh06YG1tzcGDB1mwYAEjR4587DH9/vvv1KhRg02bNvH999/Tu3dvunbtSlRUVK51AgICWLVqFbNmzSI+Pp6FCxcaMzEuXrxIq1atqFWrFseOHWP+/PksWbKESZMmmbWxbNkyChcuTFRUFAMHDqRv3768/vrr1KtXjyNHjvCf//yHrl27PvAQHhoaypw5c9i3b5+ROJoxYwYrV65k06ZNbN++ndmzZ+cae0xMDE2bNqVKlSrs37+f7777jjZt2nD37l0ARowYwdq1a1m2bBlHjhzBzc2N5s2b8+uvvz7ROCZPnoyzs7PxKV26dK7nioiIiIiI5ORPLWEoXbo0H330ESaTiUqVKhEbG8tHH31EUFAQAE2aNGHYsGHG+V26dKFp06aEhIQA4O7uTlxcHB9++CHdunXj1KlTbNmyhaioKGrVqgXAkiVL8PDweKy45s6di7OzM6tXryZfvnxGX9ns7Oy4ffs2xYsXf2g7ycnJ+Pr6UrNmTeDerIpsn3/+OZmZmSxevBiTyQRAeHg4BQoUICIigv/85z9MmjSJYcOGMXjwYKNe9rgex4QJE3jppZdyLHNwcMhxPB06dGDAgAF8+eWXdOzYEYClS5fSrVs3TCYTaWlpbNq0ibNnzwIQGBiIg4MDW7duJT4+nj59+vDqq68aZdu2baN79+7s3LmTkydPsm3bNkqWLAnA+++/T8uWLR9rTKVKlSI4ONj4PnDgQLZt28aaNWuoXbv2A+efOnWKNWvWsGPHDpo1awZA+fLljfJ58+ZRunRp5syZg8lkonLlyvz444+MHDmSsWPHYmV1L0fm4+PDmDFjABg1ahRTpkyhcOHCxt/s2LFjmT9/PsePH6dOnTpG+5MmTcLPzw+Anj17MmrUKJKSkowYXnvtNb755ptckykffPABNWvWZN68ecYxT09PAG7cuMH8+fNZunSpcR0XLVrEjh07WLJkCcOHD39icYwaNYqhQ4ca369fv64kgoiIiIiIPJY/NQOhTp06xsMzQN26dUlMTDR+Vc1+8M4WHx9vPPxk8/PzM+rEx8eTN29eatSoYZRXrlyZAgUKPFZcMTExNGjQwEgePIqWLVsaewtkP9j17duX1atXU61aNUaMGMG+ffuM848dO8bp06dxdHQ06hUqVIjff/+dpKQkLl26xI8//kjTpk0fK/ac/PE6PgpbW1u6du3KJ598AsCRI0f4/vvv6datG3DvgdzV1RUXFxdu3LjB7t27mT9/PtWrV6dLly506tTJaKtEiRLGVPv4+HhKly5tJA/g3n1/XHfv3mXixIl4eXlRqFAhHBwc2LZtG8nJyTmeHxMTQ548eWjUqFGO5fHx8dStW9fs79HPz4+0tDQuXLhgHLt/BkeePHlwcXHBy8vLOFasWDGAB2a93F+vWLFi5M+f3yyBUaxYsYfOlMmegZCTpKQk0tPTzf5v5MuXj9q1axMfH/9E47CxscHJycnsIyIiIiIi8jj+lk0U7e3tn3ib2b8kZ++1AJitz4d7Mwwe1+LFi7l16xaAkXho2bIlP/zwA5s3b2bHjh00bdqU/v37M23aNNLS0qhRo8YDezQAFClSxIjzr4wj25+9jr169aJatWpcuHCB8PBwmjRpQtmyZQHIyMgwrlN2v/f34+DgYCQNsqfUP6pHGduHH37IzJkzmTFjBl5eXtjb2zNkyBBj+ccf/Zl7mpM/JpVMJpPZsewERGZmZq71/lgn+9gf69zv74j/z8QhIiIiIiLyV/2pGQgHDx40+37gwAEqVqxInjx5cjzfw8ODyMhIs2ORkZG4u7uTJ08eKleuTEZGBtHR0UZ5QkKC2WZ8RYoUASAlJcU4dv9GhHDvV9q9e/fm+kBubW1tzJLIVqpUKdzc3HBzczMesrP7CwwM5LPPPmPGjBl8/PHHAFSvXp3ExESKFi1q1Mv+ODs74+joiKurq9nrFu/3KON4VDmNB8DLy4uaNWuyaNEiVq5cSY8ePYyy8uXLc+rUKdLT0ylQoACenp689957pKenc/LkSVavXk1mZiabNm1i7ty5xoaMHh4enD9/3izuAwcOPPbYIiMjadeuHW+++SY+Pj5GPLnx8vIiMzOTPXv25Fju4eHB/v37zZIWkZGRODo68sILL+Ta7tPi7e2d699ChQoVsLa2Nvu/kZ6ezqFDh6hSpcrTClFEREREROSR/KkEQnJyMkOHDiUhIYFVq1Yxe/Zss/X+fzRs2DB27drFxIkTOXXqFMuWLWPOnDnGWvhKlSrRokUL3nrrLQ4ePEh0dDS9evUy+/XWzs6OOnXqGJsK7tmzx1jTnm3AgAFcv36dTp06cfjwYRITE/n0009JSEgA7u1lcPz4cRISErhy5UquiYaxY8fy5Zdfcvr0aU6cOMHXX39t7MfQpUsXChcuTLt27di7dy9nz54lIiKCQYMGGVPmQ0NDCQsLY9asWSQmJnLkyBFjg7tHGcejeth4evXqxZQpU8jKyqJ9+/bG8cKFC+Pt7W1sjhgeHs6qVauws7OjWbNmtG3bls8++4yxY8eyZs0aY9zNmjXD3d2dwMBAjh07xt69exk9erRZPG5ubpQuXZrQ0FASExPZtGnTA2/bqFixIjt27GDfvn3Ex8fz1ltv8fPPPz90jIGBgfTo0YMNGzYY13vNmjUA9OvXj/PnzzNw4EBOnjzJl19+ybhx4xg6dKjF2SB/hzlz5pgtWRg1ahSHDh2iX79+HD9+nJMnTzJ//nyuXLmCvb09ffv2Zfjw4WzdupW4uDiCgoK4efMmPXv2fOqxi4iIiIiIPMyfesIKCAjg1q1b1K5dm/79+zN48GDjdY05qV69OmvWrGH16tVUrVqVsWPHMmHCBGNdPtx7kC1ZsiSNGjWiQ4cO9O7dm6JFi5q188knn5CRkUGNGjUYMmTIAzvtu7i4sHv3btLS0mjUqBE1atRg0aJFxnTvoKAgKlWqRM2aNSlSpMgDsyKyWVtbM2rUKLy9vWnYsCF58uRh9erVAOTPn59vv/2WMmXK0KFDBzw8POjZsye///67sa48MDCQGTNmMG/ePDw9PWndujWJiYmPPI5H9bDxdO7cmbx589K5c2dsbW3N6k2ePJng4GCOHDlCrVq1SE5OJjk5mXPnzhEWFsavv/5KdHQ0DRo0MOpYWVmxfv1647736tWL9957z6zdfPnysWrVKk6ePIm3tzdTp059YGxjxoyhevXqNG/eHH9/f4oXL84rr7zy0HHOnz+f1157jX79+lG5cmWCgoK4ceMGcG8GyebNm4mKisLHx4c+ffrQs2fPP52U+auuXLlCUlKS8d3d3Z3t27dz7NgxateuTd26dfnyyy/Jm/fe6qEpU6bw6quv0rVrV6pXr87p06fZtm0bBQsWfCbxi4iIiIiI5MaUdf/c70fg7+9PtWrVmDFjxt8UkjwJ586do0KFChw6dIjq1as/UL5s2TIGDx7MoEGDCAgIoEKFCty9e5eoqCgmT55MkyZNePvtty32YzKZWL9+vcUkgPyzXL9+HWdnZyj1LljZWq4g8oRlJYc86xBEREREhP//bJCammpxs/WnP8db/lbp6en89NNPjBkzhjp16uSYPIB7syS+/fZb4uLi8PHxwdraGhsbG958803q169P//79n3LkIiIiIiIi8k/2t7yFQZ6dyMhIGjdujLu7O1988cVDz/X29uaLL74gIyODn3/+GRsbGwoXLvyUIhUREREREZF/k8dOIERERPwNYciT4u/vz2OuSiFv3ryUKlXqT/X3uH2JiIiIiIjIv5OWMIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRXoLg8hzLDVupMV3vYqIiIiIiIBmIIiIiIiIiIjII1ACQUREREREREQsUgJBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCzSaxxFnmPOVaaCle2zDkPkicpKDnnWIYiIiIj8T9IMBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQR5ZP7+/gwZMuRZh2HRuXPnMJlMxMTEPHKdf8vYREREREREnhUlEOSRrVu3jokTJz70HEsP75mZmXz++ee0adOGMmXKUKRIEWrWrEloaCi//PLL3xC1iIiIiIiIPAl5n3UA8u9RqFChh5bfuXPnoeVXrlzhtdde4/z58/Tv35/hw4dTqFAhzpw5w8qVK6lSpQrr16+nXr16TzJsEREREREReQI0A+E54+/vz4ABAxgwYADOzs4ULlyYkJAQsrKyAJg3bx4VK1bE1taWYsWK8dprr5nVvX+av6urKxMnTiQgIAAnJyd69+5NuXLlAPD19cVkMuHv7w9ARkYGbdu2pUKFCpw8eZKhQ4fSsGFDqlatStu2bVm9ejWffPIJ7du358yZM0YfW7dupX79+hQoUAAXFxdat25NUlKS2ZiioqLw9fXF1taWmjVrcvTo0QfGvWfPHmrXro2NjQ0lSpTgnXfeISMjw+ycjIyMXK8LwO3btwkODqZUqVLY29vz4osvEhER8dDrfe3aNd566y2KFSuGra0tVatW5euvvzbK165di6enJzY2Nri6uhIWFmZW39XVlUmTJhEQEICDgwNly5Zl48aNXL58mXbt2uHg4IC3tzeHDx9+aBwiIiIiIiJ/lRIIz6Fly5aRN29eoqKimDlzJtOnT2fx4sUcPnyYQYMGMWHCBBISEti6dSsNGzZ8aFvTpk3Dx8eHo0ePEhISQlRUFAA7d+4kJSWFdevWAbBkyRJMJhMff/wxmZmZDBw4kFKlSlGtWjU++eQTPD09efnll+nduzfjx4832r9x4wZDhw7l8OHD7Nq1CysrK9q3b09mZiYAaWlptG7dmipVqhAdHU1oaCjBwcFmMV68eJFWrVpRq1Ytjh07xvz581myZAmTJk16pOuSbcCAAezfv5/Vq1dz/PhxXn/9dVq0aEFiYmKO1yYzM5OWLVsSGRnJZ599RlxcHFOmTCFPnjwAREdH07FjRzp16kRsbCyhoaGEhISwdOlSs3Y++ugj/Pz8OHr0KC+//DJdu3YlICCAN998kyNHjlChQgUCAgLMkh1/dPv2ba5fv272EREREREReRymrIc9dcj/HH9/fy5dusSJEycwmUwAvPPOO2zcuJFJkybRvXt3Lly4gKOjY451q1WrxowZM4B7v477+vqyfv1645xz585Rrlw5jh49SrVq1Yzjfn5+jBo1itatWzNx4kQ+++wzFi5cSFZWFv369ePWrVucO3eOpKQk/Pz8+Omnn3KM/8qVKxQpUoTY2FiqVq3Kxx9/zLvvvsuFCxewtbUFYMGCBfTt29eIYfTo0axdu5b4+HhjzPPmzWPkyJGkpqZiZWX10OsSFxdHcnIy5cuXJzk5mZIlSxrxNGvWjNq1a/P+++8/EOv27dtp2bIl8fHxuLu7P1DepUsXLl++zPbt241jI0aMYNOmTZw4ccK4xg0aNODTTz8F4KeffqJEiRKEhIQwYcIEAA4cOEDdunVJSUmhePHiOV630NBQs8SModS7YGWbYx2Rf6us5JBnHYKIiIjIv8b169dxdnYmNTUVJyenh56rGQjPoTp16hgPyQB169YlMTGRpk2bUrZsWcqXL0/Xrl1ZsWIFN2/efGhbNWvWfKQ+Y2Njjb0NvvrqK8aNG4e/vz+NGzdmzJgxxnklSpTg6tWrxvfExEQ6d+5M+fLlcXJywtXVFYDk5GQA4uPj8fb2NpIH2eO5X3x8PHXr1jUbs5+fH2lpaVy4cMHidbl79y6xsbHcvXsXd3d3HBwcjM+ePXseWFKRLSYmhhdeeCHH5EF2XH5+fmbH/Pz8jD6zeXt7G/8uVqwYAF5eXg8cu3TpUo79AIwaNYrU1FTjc/78+VzPFRERERERyYk2URSDg4MDR44cISIigu3btzN27FhCQ0M5dOgQBQoUyLGOvb39I7WdkZGBnZ0dcG+zxfvrOTg4GP8+cuQIbm5uxvc2bdpQtmxZFi1aRMmSJcnMzKRq1aoWN2x80tLS0siTJw/R0dHGEoRs98d/v+zx/lX58uUz/p2d4MjpWPayjpzY2NhgY2PzROIREREREZHnk2YgPIcOHjxo9v3AgQNUrFiRPHnykDdvXpo1a8YHH3zA8ePHOXfuHLt3737ktq2trQHMfkEHcHNzIzY2FoD69eszc+ZMrl69ytWrV5k5cyYAJ06coG/fvgwfPhyAX375hYSEBMaMGUPTpk3x8PAwm50A4OHhwfHjx/n999/NxvPHc/bv32+2R0BkZCSOjo688MILj3RdfH19uXv3LpcuXcLNzc3sk9uyAW9vby5cuMCpU6dyLPfw8CAyMtLsWGRkJO7u7g8kKURERERERJ41JRCeQ8nJyQwdOpSEhARWrVrF7NmzGTx4MF9//TWzZs0iJiaGH374geXLl5OZmUmlSpUeue2iRYtiZ2fH1q1b+fnnn0lNTQWgffv2zJ07F7i3Hv/OnTu4uLjwwgsv8OKLL/LDDz/QokULBg4cSLdu3QAoWLAgLi4ufPzxx5w+fZrdu3czdOhQs/7eeOMNTCYTQUFBxMXFsXnzZqZNm2Z2Tr9+/Th//jwDBw7k5MmTfPnll4wbN46hQ4diZfX//wvkdl0A3N3d6dKlCwEBAaxbt46zZ88SFRXF5MmT2bRpE3Bvs8bKlSsbG0k2atSIhg0b8uqrr7Jjxw7Onj3Lli1b2Lp1KwDDhg1j165dTJw4kVOnTrFs2TLmzJnzwCaQIiIiIiIi/wRKIDyHAgICuHXrFrVr16Z///4MHjyY3r17U6BAAdatW0eTJk3w8PBgwYIFrFq1Ck9Pz0duO2/evMyaNYuFCxdSsmRJ2rVrB8CQIUPYtWsXixcvpnDhwnz33Xf8/PPPXL58mYkTJ/LTTz9x/vx5evfubbRlZWXF6tWriY6OpmrVqrz99tt8+OGHZv05ODjw1VdfERsbi6+vL6NHj2bq1Klm55QqVYrNmzcTFRWFj48Pffr0oWfPnmZ7LzzsumQLDw8nICCAYcOGUalSJV555RUOHTpEmTJlAEhPTychIcFs34i1a9dSq1YtOnfuTJUqVRgxYoQxO6N69eqsWbOG1atXU7VqVcaOHcuECROMBIqIiIiIiMg/id7C8Jz545sUnqbs1xA2adKEQYMGUb16dfLmzUtiYiKzZ8/mp59+Ys2aNU89rudR9k6reguD/C/SWxhEREREHp3ewiD/SL6+vsTExODi4kKbNm2wsbEhX7581KlTh4yMDGbNmvWsQxQREREREZFc6C0M8lQVLVqUmTNnMmPGDC5fvkxGRgbFixc324tARERERERE/nmUQHjOREREPOsQgHuvHixatOizDkNEREREREQekX72FRERERERERGLlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGLtImiyHMsNW6kxXe9ioiIiIiIgGYgiIiIiIiIiMgjUAJBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCxSAkFERERERERELNJrHEWeY85VpoKV7bMOQ0T+gqzkkGcdgoiIiDwnNANBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCxSAkFERERERERELFIC4RG4uroyY8aMZx3GP0ZoaCjVqlV71mH87bp168Yrr7zyrMMQERERERH5R1AC4Rn4tz+YBgcHs2vXLuP7Xx1PWloaYWFh1K9fn+LFi1OqVCmaNGnCwoULycjIeAIRi4iIiIiIyF+V91kH8LTcuXMHa2vrZx3Gv1pWVhZ3797FwcEBBweHJ9JmdHQ07du3p2zZsgQFBeHh4UG+fPk4fvw4CxYsYMGCBWzbto2iRYs+kf5ERERERETkz/nXzkDw9/dnwIABDBgwAGdnZwoXLkxISAhZWVnAvWUHEydOJCAgACcnJ3r37g3A2rVr8fT0xMbGBldXV8LCwszavXTpEm3atMHOzo5y5cqxYsUKs/Jz585hMpmIiYkxjl27dg2TyURERIRx7MSJE7Ru3RonJyccHR1p0KABSUlJhIaGsmzZMr788ktMJtMD9e539epVunTpQpEiRbCzs6NixYqEh4cb5efPn6djx44UKFCAQoUK0a5dO86dO2fWxieffGKMt0SJEgwYMOCRxxEREYHJZGLLli3UqFEDGxsbvvvuO7MlDLmNp0mTJkZf2S5fvoy1tbUxe+GHH36gVatWhISEsHfvXgIDA6lduza+vr4EBgayb98+2rRpQ8uWLUlPTzfamT59Ol5eXtjb21O6dGn69etHWlqaUb506VIKFCjAhg0bqFixIra2tjRv3pzz588b52SPYeHChZQuXZr8+fPTsWNHUlNTc7wXAJmZmUyePJly5cphZ2eHj48PX3zxRa7nA9y+fZuRI0dSunRpbGxscHNzY8mSJUb5nj17qF27tnF/3nnnHbNZF/7+/gwcOJAhQ4ZQsGBBihUrxqJFi7hx4wbdu3fH0dERNzc3tmzZ8tA4RERERERE/qp/bQIBYNmyZeTNm5eoqChmzpzJ9OnTWbx4sVE+bdo0fHx8OHr0KCEhIURHR9OxY0c6depEbGwsoaGhhISEsHTpUqNOt27dOH/+PN988w1ffPEF8+bN49KlS48V18WLF2nYsCE2Njbs3r2b6OhoevToQUZGBsHBwXTs2JEWLVqQkpJCSkoK9erVy7GdkJAQ4uLi2LJlC/Hx8cyfP5/ChQsDkJ6eTvPmzXF0dGTv3r1ERkbi4OBAixYtuHPnDgDz58+nf//+9O7dm9jYWDZu3Iibm9tjXmV45513mDJlCvHx8Xh7e5uV5TaeXr16sXLlSm7fvm2c+9lnnxnLE7Lb7d69O0FBQVy4cIHWrVtTtGhRmjdvzsSJE+nbty8TJkzA3t6ezz77zGjHysqKWbNmceLECZYtW8bu3bsZMWKEWVw3b97kvffeY/ny5URGRnLt2jU6depkds7p06dZs2YNX331FVu3buXo0aP069cv1+swefJkli9fzoIFCzhx4gRvv/02b775Jnv27Mm1TkBAAKtWrWLWrFnEx8ezcOFCY/bGxYsXadWqFbVq1eLYsWPMnz+fJUuWMGnSJLM2li1bRuHChYmKimLgwIH07duX119/nXr16nHkyBH+85//0LVrV27evJlrHLdv3+b69etmHxERERERkcfxr17CULp0aT766CNMJhOVKlUiNjaWjz76iKCgIACaNGnCsGHDjPO7dOlC06ZNCQkJAcDd3Z24uDg+/PBDunXrxqlTp9iyZQtRUVHUqlULgCVLluDh4fFYcc2dOxdnZ2dWr15Nvnz5jL6y2dnZcfv2bYoXL/7QdpKTk/H19aVmzZrAvVkV2T7//HMyMzNZvHgxJpMJgPDwcAoUKEBERAT/+c9/mDRpEsOGDWPw4MFGvexxPY4JEybw0ksv5Vjm4OCQ43g6dOjAgAED+PLLL+nYsSNwb2ZAt27dMJlMpKWlsWnTJs6ePQtAYGAgDg4ObN26lfj4ePr06cOrr75qlG3bto3u3bsDMGTIEKMfV1dXJk2aRJ8+fZg3b55xPD09nTlz5vDiiy8C9x7CPTw8iIqKonbt2gD8/vvvLF++nFKlSgEwe/ZsXn75ZcLCwh64N7dv3+b9999n586d1K1bF4Dy5cvz3XffsXDhQho1avTAtTl16hRr1qxhx44dNGvWzKiTbd68eZQuXZo5c+ZgMpmoXLkyP/74IyNHjmTs2LFYWd3L7/n4+DBmzBgARo0axZQpUyhcuLDxdz527Fjmz5/P8ePHqVOnTo73afLkyYwfPz7HMhERERERkUfxr56BUKdOHePhGaBu3bokJiZy9+5dAOPBO1t8fDx+fn5mx/z8/Iw68fHx5M2blxo1ahjllStXpkCBAo8VV0xMDA0aNDCSB4+iZcuWxt4Cnp6eAPTt25fVq1dTrVo1RowYwb59+4zzjx07xunTp3F0dDTqFSpUiN9//52kpCQuXbrEjz/+SNOmTR8r9pz88To+CltbW7p27conn3wCwJEjR/j+++/p1q0bcO/h2tXVFRcXF27cuMHu3buZP38+1atXp0uXLmazBUqUKMHVq1eN7zt37qRp06aUKlUKR0dHunbtyi+//GL2C3zevHnNkiXZ9zE+Pt44VqZMGSN5APf+fjIzM0lISHhgPKdPn+bmzZu89NJLxvV2cHBg+fLlJCUl5XgNYmJiyJMnT47JBbj391i3bl2zv2E/Pz/S0tK4cOGCcez+WR958uTBxcUFLy8v41ixYsUAHjpTZtSoUaSmphqf+5dziIiIiIiIPIp/9QwES+zt7Z94m9m/CmfvtQCYrc+HezMMHtfixYu5desWgJF4aNmyJT/88AObN29mx44dNG3alP79+zNt2jTS0tKoUaPGA3s0ABQpUsSI86+MI9ufvY69evWiWrVqXLhwgfDwcJo0aULZsmUByMjIMK5Tdr/39+Pg4GAkDY4cOWIsvTh37hytW7emb9++vPfeexQqVIjvvvuOnj17cufOHfLnz/+nYrUke4+FTZs2mSUdAGxsbHKs82f+DnLyx0SUyWQyO5adgMjMzMy1DRsbm1zjFBEREREReRT/6hkIBw8eNPt+4MABKlasSJ48eXI838PDg8jISLNjkZGRuLu7kydPHipXrkxGRgbR0dFGeUJCAteuXTO+FylSBICUlBTj2P0bEcK9X4z37t2b6wO5tbW1MUsiW6lSpXBzc8PNzc14yM7uLzAwkM8++4wZM2bw8ccfA1C9enUSExMpWrSoUS/74+zsjKOjI66urmavW7zfo4zjUeU0HgAvLy9q1qzJokWLWLlyJT169DDKypcvz6lTp0hPT6dAgQJ4enry3nvvkZ6ezsmTJ1m9ejWZmZls2rSJuXPnGhsyRkdHk5mZSVhYGHXq1MHd3Z0ff/zxgb4zMjI4fPiw8T37Pt6/HCU5Odms7oEDB7CysqJSpUoPtFelShVsbGxITk5+4HqXLl06x+vi5eVFZmZmrnskeHh4sH//frMkTmRkJI6Ojrzwwgs51hEREREREXlW/tUJhOTkZIYOHUpCQgKrVq1i9uzZZuv9/2jYsGHs2rWLiRMncurUKZYtW8acOXMIDg4GoFKlSrRo0YK33nqLgwcPEh0dTa9evcx+Sbazs6NOnTrGpoJ79uwx1qdnGzBgANevX6dTp04cPnyYxMREPv30U2NqvKurK8ePHychIYErV67kmmgYO3YsX375JadPn+bEiRN8/fXXxgNwly5dKFy4MO3atWPv3r2cPXuWiIgIBg0aZEx/Dw0NJSwsjFmzZpGYmMiRI0eYPXv2I4/jUT1sPL169WLKlClkZWXRvn1743jhwoXx9vY2NkcMDw9n1apV2NnZ0axZM9q2bctnn33G2LFjWbNmjTFuNzc30tPTmT17NmfOnOHTTz9lwYIFD8SUL18+Bg4caNzHbt26UadOHWP/A7i3zCIwMJBjx46xd+9eBg0aRMeOHXPcm8LR0ZHg4GDefvttli1bRlJSknE9ly1bZpxXuXJl1q9fb1yXwMBAevTowYYNG4x7tGbNGgD69evH+fPnGThwICdPnuTLL79k3LhxDB061OIMEhERERERkaftX/2UEhAQwK1bt6hduzb9+/dn8ODBxusac1K9enXWrFnD6tWrqVq1KmPHjmXChAnGuny49yBbsmRJGjVqRIcOHejduzdFixY1a+eTTz4hIyODGjVqMGTIkAd2zXdxcWH37t2kpaXRqFEjatSowaJFi4xp50FBQVSqVImaNWtSpEiRB2ZFZLO2tmbUqFF4e3vTsGFD8uTJw+rVqwHInz8/3377LWXKlKFDhw54eHjQs2dPfv/9d5ycnIB7mw/OmDGDefPm4enpSevWrUlMTHzkcTyqh42nc+fO5M2bl86dO2Nra2tWb/LkyQQHB3PkyBFq1apFcnIyycnJnDt3jrCwMH799Veio6Np0KCBUcfHx4fp06czdepUqlatyooVK5g8efIDMeXPn5+RI0fyxhtv4Ofnh4ODA59//rnZOW5ubnTo0IFWrVrxn//8B29vb7ONGP9o4sSJhISEMHnyZDw8PGjRogWbNm2iXLlyxjkJCQlmr4KcP38+r732Gv369aNy5coEBQVx48YN4N6sk82bNxMVFYWPjw99+vShZ8+efzqRIyIiIiIi8ncyZd0/f/pfxN/fn2rVqjFjxoxnHYo8xLlz56hQoQKHDh2ievXqD5QvW7aMwYMHM2jQIAICAqhQoQJ3794lKiqKyZMn06RJE95+++3H6nPp0qUMGTLEbOnJH4WGhrJhw4Y/vWzj3+769es4OztDqXfBytZyBRH5x8pKDnnWIYiIiMi/WPazQWpqqvFjdG7+1TMQ5J8rPT2dn376iTFjxlCnTp0ckwdwb5bEt99+S1xcHD4+PlhbW2NjY8Obb75J/fr16d+//1OOXERERERERHLyP/0WBnl2IiMjady4Me7u7nzxxRcPPdfb25svvviCjIwMfv75Z2xsbChcuPBTilREREREREQexb92CYOI/HlawiDyv0NLGEREROSv0BIGEREREREREXmilEAQEREREREREYuUQBARERERERERi5RAEBERERERERGL9BYGkedYatxIixuliIiIiIiIgGYgiIiIiIiIiMgjUAJBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCxSAkFERERERERELNJrHEWeY85VpoKV7bMOQ0T+YbKSQ551CCIiIvIPpBkIIiIiIiIiImKREggiIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpESCCIiIiIiIiJi0XOZQDCZTGzYsOFZhwHAuXPnMJlMxMTEPHKdpxG/v78/Q4YM+Vv7eBJCQ0OpVq3aQ8/5M9c4J926deOVV175S22IiIiIiIj8W+V91gE8CykpKRQsWBC493BZrlw5jh49avFB9J/i/vj/LuvWrSNfvnxPvN24uDhmz55NREQEly5dolChQtSrV48+ffpQt27dx24vODiYgQMHGt+7devGtWvX/jEJIhERERERkf8Vz9UMhDt37gBQvHhxbGxsnnE0f97fGX/2NSpUqBCOjo5PtO0pU6bw4osvkpmZybRp09izZw/h4eGUL1+etm3bMmrUqMdu08HBARcXlycap4iIiIiIiDzob08gfPHFF3h5eWFnZ4eLiwvNmjXjxo0bACxevBgPDw9sbW2pXLky8+bNM6t74cIFOnfuTKFChbC3t6dmzZocPHgQyHk6+ZAhQ/D39ze++/v7M2DAAIYMGULhwoVp3rw5YL4EoFy5cgD4+vpiMpnw9/fn22+/JV++fPz0008PtN+gQYNcx7p161bq169PgQIFcHFxoXXr1iQlJZmdExUVha+vL7a2ttSsWZOjR48aZZmZmbzwwgvMnz/frM7Ro0exsrLihx9+eCD+O3fuMGDAAEqUKIGtrS1ly5Zl8uTJRt3k5GTatWuHg4MDTk5OdOzYkZ9//tkoz14CsHjxYsqVK4etra1x7e5fwnD79m2Cg4MpVaoU9vb2vPjii0RERBjlP/zwA23atKFgwYLY29vj6enJ5s2bjfK5c+eyePFioqOjWbhwIS+//DJVq1alfv36jBs3jri4OLZt20ZYWJjZ2BctWkTp0qXJnz8/7du3Z/r06RQoUOCB+LP/vWzZMr788ktMJhMmk8ksxjNnztC4cWPy58+Pj48P+/fvz7GdbDNmzMDV1ZU/Gj9+PEWKFMHJyYk+ffoYSZfcREZG4u/vT/78+SlYsCDNmzfn6tWrxnUdNGgQRYsWxdbWlvr163Po0CGjbkREBCaTiW3btuHr64udnR1NmjTh0qVLbNmyBQ8PD5ycnHjjjTe4efNmrjHcvn2b69evm31EREREREQex9+aQEhJSaFz58706NGD+Ph4IiIi6NChA1lZWaxYsYKxY8fy3nvvER8fz/vvv09ISAjLli0DIC0tjUaNGnHx4kU2btzIsWPHGDFiBJmZmY8Vw7Jly7C2tiYyMpIFCxY8UB4VFQXAzp07SUlJYd26dTRs2JDy5cvz6aefGuelp6ezYsUKevTokWtfN27cYOjQoRw+fJhdu3ZhZWVF+/btjZjT0tJo3bo1VapUITo6mtDQUIKDg436VlZWdO7cmZUrV5q1u2LFCvz8/ChbtuwDfc6aNYuNGzeyZs0aEhISWLFihfHQm5mZSbt27fj111/Zs2cPO3bs4MyZM/z3v/81a+P06dOsXbuWdevW5bpPwIABA9i/fz+rV6/m+PHjvP7667Ro0YLExEQA+vfvz+3bt/n222+JjY1l6tSpODg4AHDlyhXGjh3L+vXrcXd3Z/369VStWpWSJUsyZswYXnrpJU6ePMmqVat47733+O2334B7D959+vRh8ODBxMTE8NJLL/Hee+/lev2Dg4Pp2LEjLVq0ICUlhZSUFOrVq2eUjx49muDgYGJiYnB3d6dz585kZGTk2l5Odu3aZfwtr1q1inXr1jF+/Phcz4+JiaFp06ZUqVKF/fv3891339GmTRvu3r0LwIgRI1i7di3Lli3jyJEjuLm50bx5c3799VezdkJDQ5kzZw779u3j/PnzdOzYkRkzZrBy5Uo2bdrE9u3bmT17dq5xTJ48GWdnZ+NTunTpxxq3iIiIiIjI37oHQkpKChkZGXTo0MF4+PXy8gJg3LhxhIWF0aFDB+DeTIC4uDgWLlxIYGAgK1eu5PLlyxw6dIhChQoB4Obm9tgxVKxYkQ8++CDX8iJFigDg4uJC8eLFjeM9e/YkPDyc4cOHA/DVV1/x+++/07Fjx1zbevXVV82+f/LJJxQpUoS4uDiqVq3KypUryczMZMmSJdja2uLp6cmFCxfo27evUadLly6EhYWRnJxMmTJlyMzMZPXq1YwZMybHPpOTk6lYsSL169fHZDKZJRl27dpFbGwsZ8+eNR4Yly9fjqenJ4cOHaJWrVrAvVkMy5cvN65FTn2Eh4eTnJxMyZIlgXsP61u3biU8PJz333+f5ORkXn31VeP+li9f3qi/fv16GjdujJeXF0lJSXTu3JmwsDD8/PyYM2cO33zzDaNHj6ZSpUp4enoSGRlJixYtmD17Ni1btjSSLO7u7uzbt4+vv/46xzgdHByws7Pj9u3bZvcyW3BwMC+//DJwbxaBp6cnp0+fpnLlyjm2lxNra2s++eQT8ufPj6enJxMmTGD48OFMnDgRK6sH83EffPABNWvWNJtd4+npCdxLOM2fP5+lS5fSsmVL4N6Mix07drBkyRLjbw9g0qRJ+Pn5Aff+NkeNGkVSUpJxnV977TW++eYbRo4cmWPco0aNYujQocb369evK4kgIiIiIiKP5W+dgeDj40PTpk3x8vLi9ddfZ9GiRVy9epUbN26QlJREz549cXBwMD6TJk0ypvzHxMTg6+trJA/+rBo1avypet26deP06dMcOHAAgKVLl9KxY0fs7e3Zu3evWdwrVqwAIDExkc6dO1O+fHmcnJyMmQDJyckAxMfH4+3tbSwTAB7YOLBatWp4eHgYsxD27NnDpUuXeP3113ONMyYmhkqVKjFo0CC2b99ulMXHx1O6dGmzB8UqVapQoEAB4uPjjWNly5bNNXkAEBsby927d3F3dzcb9549e4z7NWjQIOMhd9y4cRw/ftysfvZMgG3bttGwYUP69+9PtWrVmDdvntl+DiVKlDCm9yckJFC7dm2zWP74/XF4e3ub9QNw6dKlx2rDx8eH/PnzG9/r1q1LWloa58+fz/H87BkIOUlKSiI9Pd1IDADky5eP2rVrm92fP8ZerFgx8ufPb5akKVas2EPHYmNjg5OTk9lHRERERETkcfytMxDy5MnDjh072LdvnzHFevTo0Xz11VfAvV9bX3zxxQfqANjZ2T20bSsrK7KyssyOpaenP3Cevb39n4q9aNGitGnThvDwcMqVK8eWLVuM9fQ1a9Y0m+pfrFgxANq0aUPZsmVZtGgRJUuWJDMzk6pVq1pcI/9HXbp0YeXKlbzzzjusXLmSFi1a5LpRYPXq1Tl79ixbtmxh586ddOzYkWbNmvHFF188cn+WrlFaWhp58uQhOjrauD/Zspcp9OrVi+bNmxvT6SdPnkxYWBgDBw4kIyPDuJ937twx68/a2hpra2vg3pKLmJgYs1/en6T73yphMpmMPuHR/54el6W/40f1x9j/+IYMk8n02Mt7REREREREHsffvomiyWTCz8+P8ePHc/ToUWM/gpIlS3LmzBnc3NzMPtmbGnp7exMTE/PAWvBsRYoUISUlxexYbuv3Hyb74TV7Tfr9evXqxeeff87HH39MhQoVjF+K7ezszGJ2dHTkl19+ISEhgTFjxtC0aVM8PDyMX9KzeXh4cPz4cX7//XfjWPYMh/u98cYbfP/990RHR/PFF1/QpUuXh47BycmJ//73vyxatIjPP/+ctWvX8uuvv+Lh4cH58+fNfh2Pi4vj2rVrVKlS5ZGvka+vL3fv3uXSpUsP3K/7lwqULl2aPn36sG7dOoYNG8aiRYuAe0tPYmNjAahfvz7bt2/nwIED3L17lzlz5nDt2jWuX7/OsGHDKFWqlLG0olKlSmYbCgIPfP8ja2vrHO+lJUWKFOGnn34ySyLk9Pd07Ngxbt26ZXw/cOAADg4OuS4H8Pb2ZteuXTmWVahQwfj/kC09PZ1Dhw491v0RERERERF5Gv7WBMLBgwd5//33OXz4MMnJyaxbt47Lly/j4eHB+PHjmTx5MrNmzeLUqVPExsYSHh7O9OnTAejcuTPFixfnlVdeITIykjNnzrB27Vpj5/wmTZpw+PBhli9fTmJiIuPGjeP7779/7BiLFi2KnZ0dW7du5eeffyY1NdUoa968OU5OTkyaNInu3bs/tJ2CBQvi4uLCxx9/zOnTp9m9e7fZmnO4lxgwmUwEBQURFxfH5s2bmTZt2gNtubq6Uq9ePXr27Mndu3dp27Ztrv1Onz6dVatWcfLkSU6dOsX//d//Ubx4cQoUKECzZs3w8vKiS5cuHDlyhKioKAICAmjUqBE1a9Z85Gvk7u5Oly5dCAgIYN26dZw9e5aoqCgmT57Mpk2bgHtvqNi2bRtnz57lyJEjfPPNN3h4eADQtm1b/u///o9ff/2VmjVr8s4779CgQQNsbGzYvn07NWrUoFOnTly9epX169cb/Q4cOJDNmzczffp0EhMTWbhwIVu2bDFmD+TE1dWV48ePk5CQwJUrVx55FoG/vz+XL1/mgw8+ICkpiblz57Jly5YHzrtz5w49e/Y07t+4ceMYMGCAsf/BnDlzzJYsjBo1ikOHDtGvXz+OHz/OyZMnmT9/PleuXMHe3p6+ffsyfPhwtm7dSlxcHEFBQdy8eZOePXs+UtwiIiIiIiJPy9+aQHBycuLbb7+lVatWuLu7M2bMGMLCwmjZsiW9evVi8eLFhIeH4+XlRaNGjVi6dKkxA8Ha2prt27dTtGhRWrVqhZeXF1OmTDGm0Ddv3pyQkBBGjBhBrVq1+O233wgICHjsGPPmzcusWbNYuHAhJUuWpF27dkaZlZUV3bp14+7duxbbtrKyYvXq1URHR1O1alXefvttPvzwQ7NzHBwc+Oqrr4iNjcXX15fRo0czderUHNvr0qULx44do3379g+dBu/o6Ghs1FerVi3OnTvH5s2bsbKywmQy8eWXX1KwYEEaNmxIs2bNKF++PJ9//vljXKF7wsPDCQgIYNiwYVSqVIlXXnmFQ4cOUaZMGeDeDI7+/fvj4eFBixYtcHd3NzYOdHNz4/XXX6dz587cvHmTkJAQrl+/zo8//sjGjRvZvHkz165dY+nSpWavaPTz82PBggVMnz4dHx8ftm7dyttvv222h8QfBQUFUalSJWrWrEmRIkXMft1/GA8PD+bNm8fcuXPx8fEhKirK7A0Z2Zo2bUrFihVp2LAh//3vf2nbti2hoaFG+ZUrV8xe3enu7s727ds5duwYtWvXpm7dunz55ZfkzXtv9dCUKVN49dVX6dq1K9WrV+f06dNs27aNggULPlLcIiIiIiIiT4sp648Lv8VMz549uXz5Mhs3bnzWofyr3blzh9dff53ExETGjh1Ly5YtcXZ25tq1a6xbt47p06ezdetWXnjhhYe2ExQUxMmTJ9m7d+9Tivx/0/Xr13F2doZS74JV7gkZEXk+ZSWHPOsQRERE5CnJfjZITU21uNn637qJ4r9ZamoqsbGxrFy5UsmDJ8Da2poNGzawbNkypk6dSufOnbG2tiYzM5MGDRowa9asHJMH06ZN46WXXsLe3p4tW7awbNkys1ciioiIiIiIyNOhBEIu2rVrR1RUFH369OGll1561uH8TzCZTHTr1o1u3bqRlpbGr7/+SpEiRR66RCMqKooPPviA3377jfLlyzNr1ix69er1FKMWERERERERUAIhV9mvbJS/h4ODg/EKyIdZs2bNU4hGRERERERELPnbX+MoIiIiIiIiIv9+SiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhF2kRR5DmWGjfS4rteRUREREREQDMQREREREREROQRKIEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFuk1jiLPMecqU8HK9lmHISL/w7KSQ551CCIiIvKEaAaCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEwnPOZDKxYcOGZx3GE3Xu3DlMJhMxMTF/qZ2IiAhMJhPXrl3L9ZylS5dSoECBv9SPiIiIiIjIv4ESCM+5lJQUWrZsCTyZB+8DBw4QGBiIm5sbLi4ueHh40LdvX06cOPGEIn566tWrR0pKCs7Ozs86FBERERERkWdOCYTn1J07dwAoXrw4NjY2f7m9zMxMBg4cSMuWLSlWrBhz587l22+/Zd68eTg4OFC/fn3mzp37l/t5ErKyssjIyLB4nrW1NcWLF8dkMj2FqERERERERP7ZlEB4ir744gu8vLyws7PDxcWFZs2acePGDQAWL16Mh4cHtra2VK5cmXnz5pnVvXDhAp07d6ZQoULY29tTs2ZNDh48CEC3bt145ZVXzM4fMmQI/v7+xnd/f38GDBjAkCFDKFy4MM2bNwfMlzCUK1cOAF9fX0wmE/7+/nz77bfky5ePn3766YH2GzRoYHwfOXIkBw8eJD4+ng8++IDmzZvj6elJ48aN+fDDDzl8+DBhYWF88cUXRp2kpCTatWtHsWLFcHBwoFatWuzcudOsH1dXV95//3169OiBo6MjZcqU4eOPPzY7JyoqCl9fX2xtbalZsyZHjx41K89eirBlyxZq1KiBjY0N3333Hbdv32bQoEEULVoUW1tb6tevz6FDhx6od/8ShqVLl1KmTBny589P+/bt+eWXX7DkYfcOYP78+VSoUAFra2sqVarEp59+albfZDKxcOFCWrduTf78+fHw8GD//v2cPn0af39/7O3tqVevHklJSRZjERERERER+bOUQHhKUlJS6Ny5Mz169CA+Pp6IiAg6dOhAVlYWK1asYOzYsbz33nvEx8fz/vvvExISwrJlywBIS0ujUaNGXLx4kY0bN3Ls2DFGjBhBZmbmY8WwbNkyrK2tiYyMZMGCBQ+UR0VFAbBz505SUlJYt24dDRs2pHz58mYPtenp6axYsYIePXoAEBcXx9KlS9mwYQPFixdn/vz5VKxYEVdXV2bPnk2lSpXIly8fixYtYvjw4WRlZRnjatWqFbt27eLo0aO0aNGCNm3akJycbBZXWFiYkRjo168fffv2JSEhwWijdevWVKlShejoaEJDQwkODs5x/O+88w5TpkwhPj4eb29vRowYwdq1a1m2bBlHjhzBzc2N5s2b8+uvv+ZY/+DBg/Ts2ZMBAwYQExND48aNmTRp0kOvuaV7t379egYPHsywYcP4/vvveeutt+jevTvffPONWTsTJ04kICCAmJgYKleuzBtvvMFbb73FqFGjOHz4MFlZWQwYMCDXOG7fvs3169fNPiIiIiIiIo8j77MO4HmRkpJCRkYGHTp0oGzZsgB4eXkBMG7cOMLCwujQoQNwbyZAXFwcCxcuJDAwkJUrV3L58mUOHTpEoUKFAHBzc3vsGCpWrMgHH3yQa3mRIkUAcHFxoXjx4sbxnj17Eh4ezvDhwwH46quv+P333+nYsSMAK1asIDAwkJIlS7J3716Cg4NZtGgRlStXZty4cSQlJZGZmUnTpk3JyMggISGBypUr4+Pjg4+Pj9HPxIkTWb9+PRs3bjR7GG7VqhX9+vUD7s10+Oijj/jmm2+oVKkSK1euJDMzkyVLlmBra4unpycXLlygb9++D4xvwoQJvPTSSwDcuHGD+fPns3TpUmMPiEWLFrFjxw6WLFlijPV+M2fOpEWLFowYMQIAd3d39u3bx9atW3O9ppbu3bRp0+jWrZsxvqFDh3LgwAGmTZtG48aNjfO6d+9uXO+RI0dSt25dQkJCjJkkgwcPpnv37rnGMXnyZMaPH59ruYiIiIiIiCWagfCU+Pj40LRpU7y8vHj99ddZtGgRV69e5caNGyQlJdGzZ08cHByMz6RJk4wp6TExMfj6+hoPoH9WjRo1/lS9bt26cfr0aQ4cOADcm8bfsWNH7O3tAYiNjaVevXrAveRCly5deOONN6hevToLFizg7t27RlslSpTg6tWrwL1f54ODg/Hw8KBAgQI4ODgQHx//wAwEb29v498mk4nixYtz6dIlAGM2ga2trXFO3bp1cxxHzZo1jX8nJSWRnp6On5+fcSxfvnzUrl2b+Pj4HOvHx8fz4osvmh3Lra9slu5dfHy8WQwAfn5+D8Rw/zUoVqwY8P8TUNnHfv/991xnFowaNYrU1FTjc/78+YfGLSIiIiIi8keagfCU5MmThx07drBv3z62b9/O7NmzGT16NF999RVw79fvPz6c5smTBwA7O7uHtm1lZWUsC8iWnp7+wHnZD/yPq2jRorRp04bw8HDKlSvHli1biIiIMMozMjKMGO/cuWPWj4ODg/HvGzdukJiYSIUKFQAIDg5mx44dTJs2DTc3N+zs7HjttdeMDR6z5cuXz+y7yWR67OUb8OfH/1dYuneP6v5rkL2pY07HcrsuNjY2T2SzTBEREREReX5pBsJTZDKZ8PPzY/z48Rw9etTYj6BkyZKcOXMGNzc3s0/2pobe3t7ExMTkuja/SJEipKSkmB37M69itLa2BjCbMZCtV69efP7553z88cdUqFDB7FdzNzc3YmNjAahfvz6rV6/m5MmTpKen89577wFw+fJlevToQbt27ShatCgAkZGRdOvWjfbt2+Pl5UXx4sU5d+7cY8Xs4eHB8ePH+f33341j2TMlHiZ708LIyEjjWHp6OocOHaJKlSq59nX/5oeP0pele+fh4WEWA9y7LrnFICIiIiIi8qwogfCUHDx4kPfff5/Dhw+TnJzMunXruHz5Mh4eHowfP57Jkycza9YsTp06RWxsLOHh4UyfPh2Azp07U7x4cV555RUiIyM5c+YMa9euZf/+/QA0adKEw4cPs3z5chITExk3bhzff//9Y8dYtGhR7Ozs2Lp1Kz///DOpqalGWfPmzXFycmLSpEkPrLVv3749ixcvJj09nVdffZW2bdtSpUoV8ufPz7Vr1yhZsiTNmjWjVKlSZps3VqxYkXXr1hETE8OxY8d44403HntmwRtvvIHJZCIoKIi4uDg2b97MtGnTLNazt7enb9++DB8+nK1btxIXF0dQUBA3b96kZ8+eOdYZNGgQW7duZdq0aSQmJjJnzpwH9j+IioqicuXKXLx4EbB874YPH87SpUuZP38+iYmJTJ8+nXXr1uW6EaSIiIiIiMizogTCU+Lk5MS3335Lq1atcHd3Z8yYMYSFhdGyZUt69erF4sWLCQ8Px8vLi0aNGrF06VJjBoK1tTXbt2+naNGitGrVCi8vL6ZMmWIscWjevDkhISGMGDGCWrVq8dtvvxEQEPDYMebNm5dZs2axcOFCSpYsSbt27YwyKysrunXrxt27dx9ou3Hjxri5uREUFERmZiYLFy4kNTWVn3/+mY8//pjDhw/z66+/Mn36dLO9CqZPn07BggWpV68ebdq0oXnz5lSvXv2xYnZwcOCrr74iNjYWX19fRo8ezdSpUx+p7pQpU3j11Vfp2rUr1atX5/Tp02zbto2CBQvmeH6dOnVYtGgRM2fOxMfHh+3btzNmzBizc27evElCQoKxhMTSvXvllVeYOXMm06ZNw9PTk4ULFxIeHm72Ck4REREREZF/AlPWHxfPi+SiZ8+eXL58mY0bNz5QdvXqVVq1agXA6NGjadKkCfnz5+fSpUusWLGC5cuX89133z2TfQjkQdevX8fZ2RlKvQtWtpYriIj8SVnJIc86BBEREXmI7GeD1NRUnJycHnquNlEUi1JTU4mNjWXlypU5Jg8AChYsyJ49e5g7dy7Dhg3j1KlTWFtbYzKZaN68OUuWLFHyQERERERE5F9MMxDEIn9/f6Kionjrrbf46KOPHqlOamoq169fp2jRotr9/x9IMxBE5GnRDAQREZF/Ns1AkCfq/lc2PipnZ+d7D6giIiIiIiLyP0GbKIqIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRdpEUeQ5lho30uJOqyIiIiIiIqAZCCIiIiIiIiLyCJRAEBERERERERGLlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGLlEAQEREREREREYv0GkeR55hzlalgZfuswxARISs55FmHICIiIhZoBoKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpATCv0RoaCjVqlV71mH8K0VERGAymbh27dqzDkVERERERORfSwkE+UdKT0/n448/plmzZpQqVYrixYtTr149pk2bxs2bNx+rrXr16pGSkoKzs/PfFK2IiIiIiMj/vrzPOgD5e9y9exeTyYSV1T8nR3Tnzh2sra0tnnfmzBnatWuHlZUVffv2xdvbGwcHB06ePEl4eDhz585l27ZtuLu7P1K/1tbWFC9e/K+GLyIiIiIi8lz75zxdPueWL1+Oi4sLt2/fNjv+yiuv0LVr1wfOT0pKonz58gwYMICsrCyWLl1KgQIF2LhxI1WqVMHGxobk5GQOHTrESy+9ROHChXF2dqZRo0YcOXLErC2TycTChQtp3bo1+fPnx8PDg/3793P69Gn8/f2xt7enXr16JCUlmfXfrl07ihUrhoODA7Vq1WLnzp1m7bq6ujJx4kQCAgJwcnKid+/ehIaGYjKZHvgsXboUgNTUVJo3b0779u2JiYmhT58+1KtXD29vbzp27MiWLVt49913+c9//sPVq1eNvm7fvs3IkSMpXbo0NjY2uLm5sWTJEuDBJQw//PADbdq0oWDBgtjb2+Pp6cnmzZuNtk6cOEHr1q1xcnLC0dGRBg0aGGPPzMxkwoQJvPDCC9jY2FCtWjW2bt360Ht77do13nrrLYoVK4atrS1Vq1bl66+/NsrXrl2Lp6cnNjY2uLq6EhYW9sB1nDRpEgEBATg4OFC2bFk2btzI5cuXadeuHQ4ODnh7e3P48OGHxiEiIiIiIvJXKIHwD/H6669z9+5dNm7caBy7dOkSmzZtokePHmbnHj9+nPr16/PGG28wZ84cTCYTADdv3mTq1KksXryYEydOULRoUX777TcCAwP57rvvOHDgABUrVqRVq1b89ttvZm1mP+jHxMRQuXJl3njjDd566y1GjRrF4cOHycrKYsCAAcb5aWlptGrVil27dnH06FFatGhBmzZtSE5ONmt32rRp+Pj4cPToUUJCQggODiYlJcX4TJs2jfz581OzZk0ApkyZQo0aNZgwYQKpqal06dLFWL4wa9YsWrZsSVBQEA0aNGDGjBlGPwEBAaxatYpZs2YRHx/PwoULcXBwyPFa9+/fn9u3b/Ptt98SGxvL1KlTjXMvXrxIw4YNsbGxYffu3URHR9OjRw8yMjIAmDlzJmFhYUybNo3jx4/TvHlz2rZtS2JiYo59ZWZm0rJlSyIjI/nss8+Ii4tjypQp5MmTB4Do6Gg6duxIp06diI2NJTQ0lJCQECOhku2jjz7Cz8+Po0eP8vLLL9O1a1cCAgJ48803OXLkCBUqVCAgIICsrKwc47h9+zbXr183+4iIiIiIiDwOU1ZuTxzy1PXr149z584Zv4ZPnz6duXPncvr0acaPH8+GDRuYN28erVu3ZvTo0QwbNsyou3TpUrp3705MTAw+Pj659pGZmUmBAgVYuXIlrVu3Bu7NQBgzZgwTJ04E4MCBA9StW5clS5YYyYvVq1fTvXt3bt26lWvbVatWpU+fPkaiwdXVFV9fX9avX5/j+QcOHKBx48YsW7aMjh07AvDCCy+wdetWqlatSs+ePYmPj+ejjz7i0qVL9O7dm0qVKhEREcGuXbsYPXo0Bw4c4NSpU1SqVIkdO3bQrFmzB/qJiIigcePGXL16lQIFCuDt7c2rr77KuHHjHjj33XffZfXq1SQkJJAvX74HykuVKkX//v159913jWO1a9emVq1azJ0794Hzt2/fTsuWLYmPj89xyUWXLl24fPky27dvN46NGDGCTZs2ceLECeM6NmjQgE8//RSAn376iRIlShASEsKECROMa1m3bl1SUlJyXK4RGhrK+PHjHzhOqXfByvbB4yIiT1lWcsizDkFEROS5dP36dZydnUlNTcXJyemh52oGwj9IUFAQ27dv5+LFi8C9pEC3bt2MGQbJycm89NJLjB071ix5kM3a2hpvb2+zYz///DNBQUFUrFgRZ2dnnJycSEtLe2CmwP31ihUrBoCXl5fZsd9//9345TotLY3g4GA8PDwoUKAADg4OxMfHP9Bu9syCP0pOTuaVV14hODjYSB78+uuv/Pbbb1StWhWAr776imnTpvHiiy/Spk0bsxkQJUqUMJYwxMTEkCdPHho1apRjX380aNAgJk2ahJ+fH+PGjeP48eNGWUxMDA0aNMgxeXD9+nV+/PFH/Pz8zI77+fkRHx+fY18xMTG88MILue7XEB8fn2N7iYmJ3L171zj2KPcH7s1aycmoUaNITU01PufPn8/xPBERERERkdwogfAP4uvri4+PD8uXLyc6OpoTJ07QrVs3o7xIkSLUrl2bVatW5TgF3c7Ozkg2ZAsMDCQmJoaZM2eyb98+YmJicHFx4c6dO2bn3f/AnN1GTscyMzMBCA4OZv369bz//vvs3buXmJgYvLy8HmjX3t7+gThv3LhB27ZtqVu3rvELOkBGRga2tv//1/A7d+6Y1b9/ScKRI0dwc3Mzxv04evXqxZkzZ+jatSuxsbHUrFmT2bNn/6m2LHlS7T3u/fkjGxsbnJyczD4iIiIiIiKPQwmEf5hevXqxdOlSwsPDadasGaVLlzbK7Ozs+Prrr7G1taV58+YP7GOQk8jISAYNGkSrVq2MjfquXLnyl+OMjIykW7dutG/fHi8vL4oXL865c+cs1svKyuLNN98kMzOTTz/91CzhUbhwYe7cucPPP/8MQP369fnggw+4desWFy9eZNGiRQDs27eP0aNHM3ToUODeL/GZmZns2bPnkeMvXbo0ffr0Yd26dQwbNsxo29vbm71795Kenv5AHScnJ0qWLElkZOQD16JKlSo59uPt7c2FCxc4depUjuUeHh45tufu7m7skyAiIiIiIvJPoATCP8wbb7zBhQsXWLRo0QObJ8K9X/Q3bdpE3rx5admyJWlpaQ9tr2LFinz66afEx8dz8OBBunTp8kR+Fa9YsSLr1q0jJiaGY8eO8cYbb+T66/f9QkND2blzJwsXLiQtLY2ffvqJn376iVu3bmFlZUXbtm2ZN28ecG/DwqNHj+Lg4ICXlxcvvfQSe/bsoUePHsycOZOmTZsC9/YICAwMpEePHmzYsIGzZ88SERHBmjVrcoxhyJAhbNu2jbNnz3LkyBG++eYbPDw8ABgwYADXr1+nU6dOHD58mMTERD799FMSEhIAGD58OFOnTuXzzz8nISGBd955h5iYGAYPHgzc24SxcuXKREVFAdCoUSMaNmzIq6++yo4dOzh79ixbtmwx3twwbNgwdu3axcSJEzl16hTLli1jzpw5BAcH/4W7IyIiIiIi8uQpgfAP4+zszKuvvoqDgwOvvPJKjuc4ODiwZcsWsrKyePnll7lx40au7S1ZsoSrV69SvXp1unbtyqBBgyhatOhfjnP69OkULFiQevXq0aZNG5o3b0716tUt1tuzZw9paWnUq1ePEiVKGJ/PP/8cgLFjxzJnzhy2bNlChQoViIuL4+LFi6SkpPD+++9z+fJlTp48+cC1mT9/Pq+99hr9+vWjcuXKBAUF5Xpd7t69S//+/fHw8KBFixa4u7sbSQsXFxd2795NWloajRo1okaNGixatMhYLjBo0CCGDh3KsGHD8PLyYuvWrWzcuJGKFSsCkJ6eTkJCAjdv3jT6W7t2LbVq1aJz585UqVKFESNGGPsbVK9enTVr1rB69WqqVq3K2LFjmTBhgtnSFRERERERkX8CvYXhH6hp06Z4enoya9asZx3KM7F9+3Y6derEm2++SVBQEJ6engDExsYybdo0ihQpwvTp059xlP9u2Tut6i0MIvJPobcwiIiIPBt6C8O/1NWrV1m/fj0RERH079//WYfzzPznP/8hOjqa3377jQYNGmBtbY21tTUtW7bkhRdeIDQ09FmHKCIiIiIi8tzJ+6wDkP/P19eXq1evMnXqVCpVqvSsw3mmypUrR3h4OEuWLOHnn3/GysrKeFWhiIiIiIiIPH1KIPyDPMpbDJ43VlZWlChR4lmHISIiIiIi8tzTEgYRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUibKIo8x1LjRlp816uIiIiIiAhoBoKIiIiIiIiIPAIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQivcZR5DnmXGUqWNk+6zBERADISg551iGIiIjIQ2gGgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgjyUv78/Q4YMedZh/CWhoaFUq1bN+N6tWzdeeeWVZxaPiIiIiIjIv5ESCPJQ69atY+LEiQ8959y5c5hMJmJiYnIsz8zM5PPPP6dNmzaUKVOGIkWKULNmTUJDQ/nll1/+hqjNBQcHs2vXrr+9HxERERERkf9leZ91APLPVqhQoYeW37lz56HlV65c4bXXXuP8+fP079+f4cOHU6hQIc6cOcPKlSupUqUK69evp169ek8ybDMODg44ODj8be2LiIiIiIg8DzQD4Tng7+/PgAEDGDBgAM7OzhQuXJiQkBCysrIAmDdvHhUrVsTW1pZixYrx2muvmdW9fwmDq6srEydOJCAgACcnJ3r37k25cuUA8PX1xWQy4e/vD0BGRgZt27alQoUKnDx5kqFDh9KwYUOqVq1K27ZtWb16NZ988gnt27fnzJkzZn3MmDHDbAzVqlUjNDQUgKysLEJDQylTpgw2NjaULFmSQYMG5Tr+Py5hyDZ+/HiKFCmCk5MTffr0MUuG+Pv7M3DgQIYMGULBggUpVqwYixYt4saNG3Tv3h1HR0fc3NzYsmXLQ6/97du3GTlyJKVLl8bGxgY3NzeWLFlilO/Zs4fatWtjY2NDiRIleOedd8jIyHjicYiIiIiIiPxVSiA8J5YtW0bevHmJiopi5syZTJ8+ncWLF3P48GEGDRrEhAkTSEhIYOvWrTRs2PChbU2bNg0fHx+OHj1KSEgIUVFRAOzcuZOUlBTWrVsHwJIlSzCZTHz88cdkZmYycOBASpUqRbVq1fjkk0/w9PTk5Zdfpnfv3owfP/6Rx7J27Vo++ugjFi5cSGJiIhs2bMDLy+uxrseuXbuIj48nIiKCVatWsW7dugdiWLZsGYULFyYqKoqBAwfSt29fXn/9derVq8eRI0f4z3/+Q9euXbl582au/QQEBLBq1SpmzZpFfHw8CxcuNGZDXLx4kVatWlGrVi2OHTvG/PnzWbJkCZMmTXricdy+fZvr16+bfURERERERB6HljA8J0qXLs1HH32EyWSiUqVKxMbG8tFHHzFp0iTs7e1p3bo1jo6OlC1bFl9f34e21aRJE4YNG2Z8z5MnDwAuLi4UL17cOL58+XJGjRpFnjx5eP/999m+fTsrVqwgKyuLfv36cevWLeDepoZ+fn6PPJbk5GSKFy9Os2bNyJcvH2XKlKF27dqPczmwtrbmk08+IX/+/Hh6ejJhwgSGDx/OxIkTsbK6l1fz8fFhzJgxAIwaNYopU6ZQuHBhgoKCABg7dizz58/n+PHj1KlT54E+Tp06xZo1a9ixYwfNmjUDoHz58kb5vHnzKF26NHPmzMFkMlG5cmV+/PFHRo4cydixY59YHACTJ09+rCSNiIiIiIjIH2kGwnOiTp06mEwm43vdunVJTEykadOmlC1blvLly9O1a1dWrFjx0F+yAWrWrPlIfcbGxhp7G3z11VeMGzcOf39/GjdubDwQA5QoUYKrV68+8lhef/11bt26Rfny5QkKCmL9+vVm0/4fhY+PD/nz5ze+161bl7S0NM6fP28c8/b2Nv6dJ08eXFxczGY6FCtWDIBLly7l2EdMTAx58uShUaNGOZbHx8dTt25ds/vi5+dHWloaFy5ceGJxwL3EQ2pqqvG5f5wiIiIiIiKPQgmE55yDgwNHjhxh1apVlChRgrFjx+Lj48O1a9dyrWNvb/9IbWdkZGBnZwfc22zx/nr3b2p45MgR3NzcjO9WVlbG/gzZ0tPTjX+XLl2ahIQE5s2bh52dHf369aNhw4Zm5zwJ+fLlM/tuMpnMjmU/+GdmZuZYP3vszzoOABsbG5ycnMw+IiIiIiIij0MJhOfEwYMHzb4fOHCAihUrkidPHvLmzUuzZs344IMPOH78OOfOnWP37t2P3La1tTUAd+/eNTvu5uZGbGwsAPXr12fmzJlcvXqVq1evMnPmTABOnDhB3759GT58uFGvSJEipKSkGN+vX7/O2bNnzdq2s7OjTZs2zJo1i4iICPbv32/09SiOHTtmLKGAe9fDwcGB0qVLP3Iblnh5eZGZmcmePXtyLPfw8GD//v1myZLIyEgcHR154YUXnlgcIiIiIiIiT4ISCM+J5ORkhg4dSkJCAqtWrWL27NkMHjyYr7/+mlmzZhETE8MPP/zA8uXLyczMpFKlSo/cdtGiRbGzs2Pr1q38/PPPpKamAtC+fXvmzp0L3HsTwp07d3BxceGFF17gxRdf5IcffqBFixYMHDiQbt26Ge01adKETz/9lL179xIbG0tgYKCxzwLA0qVLWbJkCd9//z1nzpzhs88+w87OjrJlywL3pusHBAQ8NOY7d+7Qs2dP4uLi2Lx5M+PGjWPAgAHGvgN/VuXKlVm/fj1w720SgYGB9OjRgw0bNnD27FkiIiJYs2YNAP369eP8+fMMHDiQkydP8uWXXzJu3DiGDh36l+MQERERERF50rSJ4nMiICCAW7duUbt2bfLkycPgwYPp3bs3kZGRrFu3jtDQUH7//XcqVqzIqlWr8PT0fOS28+bNy6xZs5gwYQJjx46lQYMGREREMGTIELy8vFi8eDG9evXiu+++4/Lly9jb22Ntbc2QIUOM9fv3GzVqFGfPnqV169Y4OzszceJEsxkIBQoUYMqUKQwdOpS7d+/i5eXFV199hYuLCwApKSkkJyc/NOamTZtSsWJFGjZsyO3bt+ncubPxmsi/IiEhwUigAMyfP593332Xfv368csvv1CmTBneffddAEqVKsXmzZsZPnw4Pj4+FCpUiJ49e5rtDyEiIiIiIvJPYcr642Jz+Z/j7+9PtWrVmDFjxlPv++jRo7z88ss0adKEQYMGUb16dfLmzUtiYiKzZ8/mp59+Mn6Rl6fn+vXrODs7Q6l3wcr2WYcjIgJAVnLIsw5BRETkuZP9bJCammpxrzTNk5a/la+vLzExMbi4uNCmTRtsbGzIly8fderUISMjg1mzZj3rEEVEREREROQRaAmD/O2KFi3KzJkzmTFjBpcvXyYjI4PixYtrnb+IiIiIiMi/iBIIz4GIiIhnHQJw73WDRYsWfdZhiIiIiIiIyJ+gn4BFRERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCJtoijyHEuNG2nxXa8iIiIiIiKgGQgiIiIiIiIi8giUQBARERERERERi5RAEBERERERERGLlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGL9BpHkeeYc5WpYGX7rMMQEZHnXFZyyLMOQUREHoFmIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiAIrq6uzJgx41mH8bdZunQpBQoUML6HhoZSrVq1ZxaPiIiIiIjIv5ESCPLE+Pv7M2TIkFzL4+Li6Nu3Lx4eHri4uFCxYkUCAwPZv3//0wvyCTl37hwmk4mYmJhnHYqIiIiIiMhToQSC/GV37tyxeM6UKVN48cUXyczMZNq0aezZs4fw8HDKly9P27ZtGTVq1EPr3717l8zMzCcVsoiIiIiIiDwmJRD+Ib744gu8vLyws7PDxcWFZs2acePGDQAWL16Mh4cHtra2VK5cmXnz5pnVvXDhAp07d6ZQoULY29tTs2ZNDh48CEBSUhLt2rWjWLFiODg4UKtWLXbu3PnQWK5du0avXr0oUqQITk5ONGnShGPHjhnl2UsAFi9eTLly5bC1taVbt27s2bOHmTNnYjKZMJlMnDt3DoC5c+eyePFioqOjWbhwIS+//DJVq1alfv36jBs3jri4OLZt20ZYWJjRR/ayg40bN1KlShVsbGxITk7m9u3bBAcHU6pUKezt7XnxxReJiIgwi3/p0qWUKVOG/Pnz0759e3755Zccx/npp5/i6uqKs7MznTp14rfffjPKtm7dSv369SlQoAAuLi60bt2apKQko7xcuXIA+Pr6YjKZ8Pf3z/V6njhxgtatW+Pk5ISjoyMNGjQw2srMzGTChAm88MIL2NjYUK1aNbZu3WrUzZ7psGbNGho0aICdnR21atXi1KlTHDp0iJo1a+Lg4EDLli25fPnyQ++riIiIiIjIX6EEwj9ASkoKnTt3pkePHsTHxxMREUGHDh3IyspixYoVjB07lvfee4/4+Hjef/99QkJCWLZsGQBpaWk0atSIixcvsnHjRo4dO8aIESOMX+vT0tJo1aoVu3bt4ujRo7Ro0YI2bdqQnJycazyvv/46ly5dYsuWLURHR1O9enWaNm3Kr7/+apxz+vRp1q5dy7p164iJiWHmzJnUrVuXoKAgUlJSSElJoXTp0ly5coWxY8eyfv163N3dWb9+PVWrVqVkyZKMGTOGl156iZMnT7Jq1Sree+89s4f4mzdvMnXqVBYvXsyJEycoWrQoAwYMYP/+/axevZrjx4/z+uuv06JFCxITEwE4ePAgPXv2ZMCAAcTExNC4cWMmTZr0wBiTkpLYsGEDX3/9NV9//TV79uxhypQpRvmNGzcYOnQohw8fZteuXVhZWdG+fXvjukZFRQGwc+dOUlJSWLduXY7X8uLFizRs2BAbGxt2795NdHQ0PXr0ICMjA4CZM2cSFhbGtGnTOH78OM2bN6dt27bGeLKNGzeOMWPGcOTIEfLmzcsbb7zBiBEjmDlzJnv37uX06dOMHTs213t6+/Ztrl+/bvYRERERERF5HHmfdQByL4GQkZFBhw4dKFu2LABeXl7AvQfHsLAwOnToANz75TsuLo6FCxcSGBjIypUruXz5MocOHaJQoUIAuLm5GW37+Pjg4+NjfJ84cSLr169n48aNDBgw4IFYvvvuO6Kiorh06RI2NjYATJs2jQ0bNvDFF1/Qu3dv4N6yheXLl1OkSBGjrrW1Nfnz56d48eLGsfXr19O4cWO8vLxISkqic+fOhIWF4efnx5w5c/jmm28YPXo0lSpVwtPTk8jISFq0aAFAeno68+bNM+JPTk4mPDyc5ORkSpYsCUBwcDBbt24lPDyc999/n5kzZ9KiRQtGjBgBgLu7O/v27TP7VR/u/fK/dOlSHB0dAejatSu7du3ivffeA+DVV181O/+TTz6hSJEixMXFUbVqVWPcLi4uZuP9o7lz5+Ls7Mzq1avJly+fEVO2adOmMXLkSDp16gTA1KlT+eabb5gxYwZz5841zgsODqZ58+YADB48mM6dO7Nr1y78/PwA6NmzJ0uXLs01jsmTJzN+/Phcy0VERERERCzRDIR/AB8fH5o2bYqXlxevv/46ixYt4urVq9y4cYOkpCR69uyJg4OD8Zk0aZIxBT4mJgZfX18jefBHaWlpBAcH4+HhQYECBXBwcCA+Pj7XGQjHjh0jLS0NFxcXsz7Pnj1rNoW/bNmyZsmD3MTGxlKvXj0Atm3bRsOGDenfvz/VqlVj3rx5RpICoESJEly9etX4bm1tjbe3t1lbd+/exd3d3Sy2PXv2GLHFx8fz4osvmsVQt27dB+JydXU1kgfZfV+6dMn4npiYSOfOnSlfvjxOTk64uroCPHTmRk5iYmJo0KCBkTy43/Xr1/nxxx+NJEA2Pz8/4uPjzY7dfx2KFSsG/P8kU/ax++P/o1GjRpGammp8zp8//1jjEBERERER0QyEf4A8efKwY8cO9u3bx/bt2/l/7d15XFZl/v/x943IIou4IeICFi5oaO6juFQyEjZuTJpELmk5lY6aaFbmlrmD4zJGhhNYY9mmpU2ijGvixiKGySCuWKFYCqhlIpzfH/48X+9E7ywVlNfz8bgfD+5zrnPO57o/D5Hzua/rOosWLdKECRO0Zs0aSVJMTMw1N8UVKlSQJDk7O9/w3GPHjlVCQoIiIyPl5+cnZ2dnPf7449dd+PDcuXOqVavWNesKSLJ6FKKLi8tv6tulS5fMGC9evGh1nIODgxwcHCRdHhGQlpamcePGmfudnZ1lsVisYqtQoYJSUlLM/l/h6ur6m+K54tc39BaLxWqRxh49esjHx0cxMTHy9vZWcXGxHnjggd+0YOTVbOXn98R75TP59bYbLTLp6OhoVawBAAAAgJtFAaGMsFgsCgwMVGBgoCZNmiQfHx8lJibK29tbhw8fVnh4eInHNWvWTEuXLtXp06dLHIWQmJiowYMHq0+fPpIu34RfWdywJC1bttSJEydkb29vfuv+Wzk4OKioqMhqm5+fn9LT0yVJHTt21IQJE7Rz5061adNG0dHRysvLU0FBgSIiIlS7dm21adPmuudv0aKFioqKlJubq06dOpXYxt/f31xA8oqdO3feVD9+/PFHZWZmKiYmxrzOtm3brumrpGv6+2vNmjXTsmXLVFhYeE3Rwt3dXd7e3kpMTFSXLl3M7YmJiWrbtu1NxQwAAAAAtxtTGMqAXbt2acaMGUpOTlZ2drZWrlypU6dOyd/fX1OnTtXMmTO1cOFCHThwQOnp6YqNjdW8efMkSWFhYfLy8lLv3r2VmJiow4cP69NPP9WOHTskSQ0aNDAXOty7d6+efPLJG35THRQUpPbt26t3795av369jh49qu3bt2vChAlKTk6+YT98fX21a9cuHT16VD/88IOKi4vVs2dPffzxxzp9+rRat26tl19+WZ06dZKjo6PWr1+vVq1aqX///jpz5oxWrVp1w/M3bNhQ4eHhGjhwoFauXKkjR45o9+7dmjlzpv7zn/9IkkaOHKn4+HhFRkYqKytL//znP69Z/8CWKlWqqFq1anr77bd18OBBbdy4UWPGjLFq4+npKWdnZ8XHx+vkyZPKz8+XdHnNh8aNG5vtRowYoYKCAvXv31/JycnKysrSe++9p8zMTEnSuHHjNHv2bH344YfKzMzUyy+/rLS0NI0aNeqmYgYAAACA240CQhng7u6urVu3qnv37mrYsKFee+01RUVFKSQkRM8884yWLl2q2NhYBQQEqEuXLoqLizMfI+jg4KD169fL09NT3bt3V0BAgGbNmmUO8Z83b56qVKmiDh06qEePHgoODlbLli2vG4vFYtGXX36pzp076+mnn1bDhg3Vv39/HTt2zJx7fz1jx45VhQoV1KRJE9WoUUPZ2dny8/NT3759FRYWpp9++kkTJ0405/6vXr1aX375pfLy8szHNtoSGxurgQMHKiIiQo0aNVLv3r2VlJSkevXqSZL+9Kc/KSYmRgsWLFDz5s21fv16vfbaa78xE5fZ2dlpxYoVSklJ0QMPPKAXX3xRc+fOtWpjb2+vhQsXasmSJfL29lavXr0kSfn5+WZxQLq8yOLGjRvNp2W0atVKMTEx5miEkSNHasyYMYqIiFBAQIDi4+O1evVqNWjQ4KZiBgAAAIDbzWIYhlHaQeDedvHiRfXt21dZWVmaNGmSQkJCVLlyZeXl5WnlypWaN2+e4uPjVadOndIOtdwoKCh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15zIMQydOnLhmu6enp5KSkrRhwwZ169ZNnp6e2rVrl06dOiV/f//b3kcAQNlAAQEAAOAudt999yk1NVXTp09XRESEcnJyVKNGDbVq1UrR0dFmO4vFoiFDhujVV1/VK6+8UuK5CgoKVKtWrWu25+TkyN3dXVu3btX8+fNVUFAgHx8fRUVFmYssAgDufRaDZ+8AAAAAAAAbWAMBAAAAAADYRAEBAAAAAADYRAEBAAAAAADYRAEBAAAAAADYRAEBAAAAAADYRAEBAAAAAADYRAEBAAAAAADYRAEBAAAAAADYRAEBAAAAAADYRAEBAAAAAADYRAEBAAAAAADY9P8ABDZvaUNYdTIAAAAASUVORK5CYII=",
      "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\");\n"
   ]
  },
  {
   "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": "2024-05-07T16:07:33.127307Z",
     "iopub.status.busy": "2024-05-07T16:07:33.126882Z",
     "iopub.status.idle": "2024-05-07T16:07:33.366347Z",
     "shell.execute_reply": "2024-05-07T16:07:33.365831Z"
    },
    "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": "2024-05-07T16:07:33.368535Z",
     "iopub.status.busy": "2024-05-07T16:07:33.368250Z",
     "iopub.status.idle": "2024-05-07T16:07:33.377185Z",
     "shell.execute_reply": "2024-05-07T16:07:33.376750Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_ed059e30_44f1_4cbc_b9a7_7733e5871d13\" class=\"display nowrap\" data-quarto-disable-processing=\"true\" style=\"table-layout:auto;width:auto\">\n",
       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead><tbody><tr>\n",
       "<td style=\"vertical-align:middle; text-align:left\">\n",
       "<div style=\"float:left; margin-right: 10px;\">\n",
       "<a href=https://mwouts.github.io/itables/><svg class=\"main-svg\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n",
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       "        <path d=\"M100,400H500V357H100Z\" />\n",
       "        <path d=\"M100,300H400V257H100Z\" />\n",
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       "        <path d=\"M0,150H400V107H0Z\" />\n",
       "        <path d=\"M100,50H500V7H100Z\" />\n",
       "    </g>\n",
       "    <g style=\"fill:#1a1366;stroke:#1a1366;\">\n",
       "   <rect x=\"100\" y=\"7\" width=\"400\" height=\"43\">\n",
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       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
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   "source": [
    "### Top CWEs"
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   "id": "c54abbca",
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     "shell.execute_reply": "2024-05-07T16:07:33.384925Z"
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       "      \n",
       "      <th>CWE</th>\n",
       "      <th>CVEs</th>\n",
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       "<div>\n",
       "Loading ITables v2.0.1 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</div>\n",
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   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
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    "execution": {
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     "iopub.status.busy": "2024-05-07T16:07:33.387384Z",
     "iopub.status.idle": "2024-05-07T16:07:33.508148Z",
     "shell.execute_reply": "2024-05-07T16:07:33.507577Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t6\n",
      "CVE-2000:\t5\n",
      "CVE-2001:\t5\n",
      "CVE-2002:\t3\n",
      "CVE-2003:\t3\n",
      "CVE-2004:\t4\n",
      "CVE-2005:\t4\n",
      "CVE-2006:\t2\n",
      "CVE-2007:\t7\n",
      "CVE-2008:\t7\n",
      "CVE-2009:\t14\n",
      "CVE-2010:\t14\n",
      "CVE-2011:\t77\n",
      "CVE-2012:\t164\n",
      "CVE-2013:\t266\n",
      "CVE-2014:\t223\n",
      "CVE-2015:\t151\n",
      "CVE-2016:\t118\n",
      "CVE-2017:\t450\n",
      "CVE-2018:\t493\n",
      "CVE-2019:\t2829\n",
      "CVE-2020:\t14377\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-')]))\n",
    "print(\"CVE-2019:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2019-')]))\n",
    "print(\"CVE-2020:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2020-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-07T16:07:33.510337Z",
     "iopub.status.busy": "2024-05-07T16:07:33.510024Z",
     "iopub.status.idle": "2024-05-07T16:07:33.513798Z",
     "shell.execute_reply": "2024-05-07T16:07:33.513350Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-05-07 16:07:33.511014**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
   ]
  }
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