CVE2018.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2018\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:18:50.902876Z",
     "iopub.status.busy": "2025-01-31T20:18:50.902476Z",
     "iopub.status.idle": "2025-01-31T20:18:51.533628Z",
     "shell.execute_reply": "2025-01-31T20:18:51.533078Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    let is_dark_theme = function () {\n",
       "        // Jupyter Lab\n",
       "        if ('jpThemeLight' in document.body.dataset)\n",
       "            return (document.body.dataset.jpThemeLight === \"false\");\n",
       "\n",
       "        // VS Code\n",
       "        if ('vscodeThemeKind' in document.body.dataset)\n",
       "            return document.body.dataset.vscodeThemeKind.includes('dark');\n",
       "\n",
       "        // Jupyter Book\n",
       "        if ('theme' in document.documentElement.dataset)\n",
       "            return document.documentElement.dataset.theme.includes('dark');\n",
       "\n",
       "        // Default\n",
       "        return window.matchMedia('(prefers-color-scheme: dark)').matches;\n",
       "    }\n",
       "\n",
       "    if (is_dark_theme()) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:18:51.535709Z",
     "iopub.status.busy": "2025-01-31T20:18:51.535317Z",
     "iopub.status.idle": "2025-01-31T20:19:14.976592Z",
     "shell.execute_reply": "2025-01-31T20:19:14.975958Z"
    },
    "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'] > '2018-01-01') & (nvd['Published']  < '2019-01-01'))\n",
    "nvd = nvd.loc[thisyear]\n",
    "nvd = nvd.sort_values(by=['Published'])\n",
    "nvd = nvd.reset_index(drop=True)\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = pd.to_numeric(nvd['BaseScore']);\n",
    "nvd['BaseScore'] = nvd['BaseScore'].replace(0, np.nan);\n",
    "nvdcount = nvd['Published'].count()\n",
    "nvdunique = nvd['Published'].nunique()\n",
    "startdate = date(2018, 1, 1)\n",
    "enddate  = date(2018, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:19:14.979191Z",
     "iopub.status.busy": "2025-01-31T20:19:14.978611Z",
     "iopub.status.idle": "2025-01-31T20:19:14.983836Z",
     "shell.execute_reply": "2025-01-31T20:19:14.983383Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18154**<br />Average CVEs Per Day: **49.87**<br />Average CVSS Score: **7.48**"
      ],
      "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": "2025-01-31T20:19:14.985734Z",
     "iopub.status.busy": "2025-01-31T20:19:14.985339Z",
     "iopub.status.idle": "2025-01-31T20:19:14.993695Z",
     "shell.execute_reply": "2025-01-31T20:19:14.993132Z"
    },
    "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": "2025-01-31T20:19:14.995805Z",
     "iopub.status.busy": "2025-01-31T20:19:14.995462Z",
     "iopub.status.idle": "2025-01-31T20:19:15.674599Z",
     "shell.execute_reply": "2025-01-31T20:19:15.673989Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 2 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": "2025-01-31T20:19:15.676473Z",
     "iopub.status.busy": "2025-01-31T20:19:15.676189Z",
     "iopub.status.idle": "2025-01-31T20:19:15.874355Z",
     "shell.execute_reply": "2025-01-31T20:19:15.873853Z"
    },
    "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": "2025-01-31T20:19:15.876158Z",
     "iopub.status.busy": "2025-01-31T20:19:15.875978Z",
     "iopub.status.idle": "2025-01-31T20:19:16.108356Z",
     "shell.execute_reply": "2025-01-31T20:19:16.107875Z"
    },
    "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": "2025-01-31T20:19:16.110276Z",
     "iopub.status.busy": "2025-01-31T20:19:16.109921Z",
     "iopub.status.idle": "2025-01-31T20:19:16.352467Z",
     "shell.execute_reply": "2025-01-31T20:19:16.351996Z"
    },
    "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": "2025-01-31T20:19:16.354355Z",
     "iopub.status.busy": "2025-01-31T20:19:16.354006Z",
     "iopub.status.idle": "2025-01-31T20:19:16.496475Z",
     "shell.execute_reply": "2025-01-31T20:19:16.495969Z"
    },
    "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": "2025-01-31T20:19:16.498300Z",
     "iopub.status.busy": "2025-01-31T20:19:16.497959Z",
     "iopub.status.idle": "2025-01-31T20:19:16.713067Z",
     "shell.execute_reply": "2025-01-31T20:19:16.712558Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QEMDVq1eN8tTUVIYOHUqBAgVwc3Nj1KhRZu2vXbtGz549KVSoEE5OTvj7+3PkyBEsiY2Nxd/f37jfvXv3Nosr/b6NHz+eokWL4unpCcDevXupVKkStra2VKtWjbVr1/7pESEiIiIiIiKWKHnwD5GQkECHDh3o3r07cXFxRERE0Lp1a9LS0ggPDyc4OJjx48cTFxfHhAkTCAoKYvHixQDcuHGDevXq8csvv7B+/XqOHDnC0KFDSU1NfawYFi9ejLW1NZGRkcyfPz9DeVRUFADbtm0jISGB1atXU7duXUqVKsXSpUuNeklJSYSHh9O9e3cAjh8/TlhYGGvXrsXNzY158+ZRpkwZ3N3d+eijj/D09CRPnjwsXLiQIUOGkJaWZpxXkyZN2L59O4cPH6ZRo0Y0a9aM+Ph4s7imTp2Kj48Phw8f5r333mPgwIFs3brVKLeysmLWrFkcO3aMxYsXs2PHDoYOHWqUx8TE0KBBA8qXL8++ffvYs2cPzZo1IyUlxezaODg4sH//fqZMmcKYMWPMjtG2bVsuXbrEN998w8GDB6lSpQoNGjTgypUrmV7rmzdvEhAQQP78+Tlw4ABffPEF27Zto1+/fmb1tm/fzokTJ9i6dStfffUV169fp1mzZnh7e3Po0CHGjh3LsGHDLN9Y4O7du1y/ft3sJyIiIiIikl25czoAuS8hIYHk5GRat25NiRIlAPD29gZg5MiRhISE0Lp1a+D+CIDjx4+zYMECunTpwrJly7h8+TIHDhygQIECAHh4eDx2DGXKlGHKlClZlhcqVAgAFxcX3NzcjP09evQgNDSUIUOGALBhwwbu3LlDu3btAAgPD6dLly4ULVqU3bt3M3jwYBYuXEi5cuUYOXIkZ86cITU1lQYNGpCcnMyJEycoV64cPj4++Pj4GMcZO3Ysa9asYf369WYP2b6+vrz33nsAlC1blsjISGbMmMHLL78MYLbYobu7O+PGjePtt982Rm9MmTKFatWqmY3mqFChgtm5V6xYkZEjRxrXafbs2Wzfvp2XX36ZPXv2EBUVxaVLl4wpHtOmTWPt2rWsWrWK3r17Z7iWy5Yt486dOyxZsgQHBwcAZs+eTbNmzZg8eTKFCxcGwMHBgUWLFmFtbQ3A/PnzMZlMLFy4EFtbW8qXL88vv/xCr169srxvABMnTmT06NEW64iIiIiIiGRFIw/+IXx8fGjQoAHe3t60bduWhQsXcvXqVW7evMmZM2fo0aMHjo6Oxm/cuHGcOXMGuP/mvHLlykbi4ElVrVr1idp17dqV06dP89133wEQFhZGu3btjIfi2NhYateuDdxPLHTs2JE33niDKlWqMH/+fLM3/EWKFDGmC9y4cYPBgwfj5eWFs7Mzjo6OxMXFZRh5UKtWrQzbcXFxxva2bdto0KABxYoVI2/evHTq1Inff/+dW7duAf8/8sCSihUrmm0XKVKES5cuAXDkyBFu3LiBi4uL2T368ccfjXv0sLi4OHx8fIxrBPeTIKmpqZw4ccLY5+3tbSQOAE6cOEHFihWxtbU19tWoUcNi7ADDhw8nMTHR+J0/f/6RbURERERERNJp5ME/RK5cudi6dSt79+5ly5YtfPTRR3zwwQds2LABgIULF/Liiy9maANgZ2dnsW8rKytjKkC6pKSkDPUefJB9HK6urjRr1ozQ0FBKlizJN998Q0REhFGenJxsxHjv3j2z4zg6Ohr/vnnzJqdOnaJ06dIADB48mK1btzJt2jQ8PDyws7OjTZs2j7Vw4Llz52jatCl9+vRh/PjxFChQgD179tCjRw/u3buHvb39I68fQJ48ecy2TSaTMS3kxo0bFClSxOyc0zk7O2c71sw86T15mI2NzVNZ+FJERERERJ5NGnnwD2IymfD19WX06NEcPnzYWH+gaNGinD17Fg8PD7Nf+gKGFStWJCYmJsv59YUKFSIhIcFs35Msrpf+BvzBkQLpevbsyeeff87HH39M6dKl8fX1Nco8PDyIjY0FoE6dOqxYsYIffviBpKQkxo8fD8Dly5fp3r07LVq0wNXVFbi/iGHXrl1p1aoV3t7euLm5ce7cuQzHTh/x8OC2l5cXAAcPHiQ1NZWQkBBq1qxJ2bJl+fXXX83qV6xYke3btz/29UhXpUoVLly4QO7cuTPco4IFC2baxsvLiyNHjhgLYqafr5WVlbEwYmY8PT2JjY3l7t27xr4DBw48cewiIiIiIiLZoeTBP8T+/fuZMGEC0dHRxMfHs3r1ai5fvoyXlxejR49m4sSJzJo1i5MnTxIbG0toaCjTp08HoEOHDri5udGyZUsiIyM5e/YsX375Jfv27QPA39+f6OholixZwqlTpxg5ciRHjx597BhdXV2xs7Nj06ZNXLx4kcTERKMsICAAJycnxo0bR7du3czatWrVikWLFpGUlMRrr71G8+bNKV++PPb29ly7do2iRYvSsGFDihUrZrZQY5kyZVi9ejUxMTEcOXKEN954I9NFICMjI5kyZQonT55kzpw5fPHFFwwcOBC4n7hISkrio48+4uzZsyxdujTDYpDDhw/nwIED9O3bl++//54ffviBefPm8dtvv2XrujRs2JBatWrRsmVLtmzZwrlz59i7dy8ffPAB0dHRwP3FJsuVK8cvv/wCQMeOHbG1taVLly4cPXqUb7/9lv79+9OpUydjvYPMpF+D3r17ExcXx+bNm5k2bRpwP/kkIiIiIiLyV1Dy4B/CycmJXbt20aRJE8qWLcuIESMICQmhcePG9OzZk0WLFhEaGoq3tzf16tUjLCzMGHlgbW3Nli1bcHV1pUmTJnh7ezNp0iRjWkNAQABBQUEMHTqU6tWr88cff9C5c+fHjjF37tzMmjWLBQsWULRoUVq0aGGUWVlZ0bVrV1JSUjL0Xb9+fTw8POjVqxepqaksWLCAxMRELl68yMcff0x0dDRXrlxh+vTpZnP5p0+fTv78+alduzbNmjUjICCAKlWqZIhr0KBBREdHU7lyZcaNG8f06dONT036+Pgwffp0Jk+ezAsvvEB4eDgTJ040a1+2bFm2bNnCkSNHqFGjBrVq1WLdunXkzp29WT0mk4mNGzdSt25dunXrRtmyZWnfvj0//fSTkQi4desWJ06cMKaL2Nvbs3nzZq5cuUL16tVp06YNDRo0YPbs2RaP5eTkxIYNG4iJiaFSpUp88MEHBAcHA5hdOxERERERkafJlPbwZHiRJ9SjRw8uX77M+vXrM5RdvXqVJk2aAPDBBx/g7++Pvb09ly5dIjw8nCVLlrBnz57HnuPv7u5OYGCg2RcVnjXh4eF069aNxMTEbK3fAHD9+nXy5csHxd4HKyUdniVp8UE5HYKIiIiI/IOkPxskJibi5OSUZT0tmCh/WmJiIrGxsSxbtizTxAFA/vz52blzJ3PmzGHQoEGcPHkSa2trTCYTAQEBfPLJJ09tccD/uiVLllCqVCmKFSvGkSNHGDZsGO3atct24kBERERERORxKXkgf1qLFi2Iiori7bff5uWXX86ynrW1Nf/73//43//+R2JiItevX8fV1VVfAXhMFy5cIDg4mAsXLlCkSBHatm1rLDwpIiIiIiLyV9C0BZFnkKYtPLs0bUFEREREHpTdaQtaMFFERERERERELFLyQEREREREREQsUvJARERERERERCxS8kBERERERERELNLXFkSeYYnHh1lcFEVERERERAQ08kBEREREREREHkHJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIn2oUeYblKz8ZrGxzOgz5m6XFB+V0CCIiIiLyL6ORByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgfZ4O7uzocffpjTYfxjjBo1ikqVKuV0GH+5rl270rJly5wOQ0REREREJMcpeZAD/u0PpYMHD2b79u3G9p89nxs3bhASEkKdOnVwc3OjWLFi+Pv7s2DBApKTk59CxCIiIiIiIvJn5M7pAP4u9+7dw9raOqfD+FdLS0sjJSUFR0dHHB0dn0qfBw8epFWrVpQoUYJevXrh5eVFnjx5+P7775k/fz7z589n8+bNuLq6PpXjiYiIiIiIyOP714488PPzo1+/fvTr1498+fJRsGBBgoKCSEtLA+5PNRg7diydO3fGycmJ3r17A/Dll19SoUIFbGxscHd3JyQkxKzfS5cu0axZM+zs7ChZsiTh4eFm5efOncNkMhETE2Psu3btGiaTiYiICGPfsWPHaNq0KU5OTuTNm5eXXnqJM2fOMGrUKBYvXsy6deswmUwZ2j3o6tWrdOzYkUKFCmFnZ0eZMmUIDQ01ys+fP0+7du1wdnamQIECtGjRgnPnzpn18emnnxrnW6RIEfr165ft84iIiMBkMvHNN99QtWpVbGxs2LNnj9m0hazOx9/f3zhWusuXL2NtbW2MWvjpp59o0qQJQUFB7N69my5dulCjRg0qV65Mly5d2Lt3L82aNaNx48YkJSUZ/UyfPh1vb28cHBwoXrw4ffv25caNG0Z5WFgYzs7OrF27ljJlymBra0tAQADnz5836qSfw4IFCyhevDj29va0a9eOxMTETO8FQGpqKhMnTqRkyZLY2dnh4+PDqlWrsqwPcPfuXYYNG0bx4sWxsbHBw8ODTz75xCjfuXMnNWrUMO7Pe++9Zzbaws/Pj/79+xMYGEj+/PkpXLgwCxcu5ObNm3Tr1o28efPi4eHBN998YzEOERERERGRP+NfmzwAWLx4Mblz5yYqKoqZM2cyffp0Fi1aZJRPmzYNHx8fDh8+TFBQEAcPHqRdu3a0b9+e2NhYRo0aRVBQEGFhYUabrl27cv78eb799ltWrVrF3LlzuXTp0mPF9csvv1C3bl1sbGzYsWMHBw8epHv37iQnJzN48GDatWtHo0aNSEhIICEhgdq1a2faT1BQEMePH+ebb74hLi6OefPmUbBgQQCSkpIICAggb9687N69m8jISBwdHWnUqBH37t0DYN68ebzzzjv07t2b2NhY1q9fj4eHx2NeZXjvvfeYNGkScXFxVKxY0awsq/Pp2bMny5Yt4+7du0bdzz77zJiSkN5vt27d6NWrFz///DNNmzbF1dWVgIAAxo4dS58+fRgzZgwODg589tlnRj9WVlbMmjWLY8eOsXjxYnbs2MHQoUPN4rp16xbjx49nyZIlREZGcu3aNdq3b29W5/Tp06xcuZINGzawadMmDh8+TN++fbO8DhMnTmTJkiXMnz+fY8eO8b///Y8333yTnTt3Ztmmc+fOLF++nFmzZhEXF8eCBQuMURu//PILTZo0oXr16hw5coR58+bxySefMG7cOLM+Fi9eTMGCBYmKiqJ///706dOHtm3bUrt2bQ4dOsQrr7xCp06duHXrVpZx3L17l+vXr5v9REREREREsutfPW2hePHizJgxA5PJhKenJ7GxscyYMYNevXoB4O/vz6BBg4z6HTt2pEGDBgQFBQFQtmxZjh8/ztSpU+natSsnT57km2++ISoqiurVqwPwySef4OXl9VhxzZkzh3z58rFixQry5MljHCudnZ0dd+/exc3NzWI/8fHxVK5cmWrVqgH3R1Ok+/zzz0lNTWXRokWYTCYAQkNDcXZ2JiIigldeeYVx48YxaNAgBg4caLRLP6/HMWbMGF5++eVMyxwdHTM9n9atW9OvXz/WrVtHu3btgPsjArp27YrJZOLGjRt8/fXX/PjjjwB06dIFR0dHNm3aRFxcHG+//TavvfaaUbZ582a6desGQGBgoHEcd3d3xo0bx9tvv83cuXON/UlJScyePZsXX3wRuP8A7uXlRVRUFDVq1ADgzp07LFmyhGLFigHw0Ucf8eqrrxISEpLh3ty9e5cJEyawbds2atWqBUCpUqXYs2cPCxYsoF69ehmuzcmTJ1m5ciVbt26lYcOGRpt0c+fOpXjx4syePRuTyUS5cuX49ddfGTZsGMHBwVhZ3c/t+fj4MGLECACGDx/OpEmTKFiwoPF3HhwczLx58/j++++pWbNmpvdp4sSJjB49OtMyERERERGRR/lXjzyoWbOm8eAMUKtWLU6dOkVKSgqA8dCdLi4uDl9fX7N9vr6+Rpu4uDhy585N1apVjfJy5crh7Oz8WHHFxMTw0ksvGYmD7GjcuLGxlkCFChUA6NOnDytWrKBSpUoMHTqUvXv3GvWPHDnC6dOnyZs3r9GuQIEC3LlzhzNnznDp0iV+/fVXGjRo8FixZ+bh65gdtra2dOrUiU8//RSAQ4cOcfToUbp27Qrcf7B2d3fHxcWFmzdvsmPHDubNm0eVKlXo2LGj2SiBIkWKcPXqVWN727ZtNGjQgGLFipE3b146derE77//bvbmPXfu3GaJkvT7GBcXZ+x7/vnnjcQB3P/7SU1N5cSJExnO5/Tp09y6dYuXX37ZuN6Ojo4sWbKEM2fOZHoNYmJiyJUrV6aJBbj/91irVi2zv2FfX19u3LjBzz//bOx7cLRHrly5cHFxwdvb29hXuHBhAIsjZIYPH05iYqLxe3AKh4iIiIiIyKP8q0cePIqDg8NT7zP9bXD62gqA2Xx8uD+y4HEtWrSI27dvAxhJh8aNG/PTTz+xceNGtm7dSoMGDXjnnXeYNm0aN27coGrVqhnWZAAoVKiQEeefOY90T3ode/bsSaVKlfj5558JDQ3F39+fEiVKAJCcnGxcp/TjPngcR0dHI2Fw6NAhY7rFuXPnaNq0KX369GH8+PEUKFCAPXv20KNHD+7du4e9vf0Txfoo6WsqfP3112YJBwAbG5tM2zzJ30FmHk5CmUwms33pyYfU1NQs+7CxsckyThERERERkUf5V4882L9/v9n2d999R5kyZciVK1em9b28vIiMjDTbFxkZSdmyZcmVKxflypUjOTmZgwcPGuUnTpzg2rVrxnahQoUASEhIMPY9uOgg3H9TvHv37iwfxq2trY3REemKFSuGh4cHHh4exgN2+vG6dOnCZ599xocffsjHH38MQJUqVTh16hSurq5Gu/Rfvnz5yJs3L+7u7mafVHxQds4juzI7HwBvb2+qVavGwoULWbZsGd27dzfKSpUqxcmTJ0lKSsLZ2ZkKFSowfvx4kpKS+OGHH1ixYgWpqal8/fXXzJkzx1h88eDBg6SmphISEkLNmjUpW7Ysv/76a4ZjJycnEx0dbWyn38cHp6DEx8ebtf3uu++wsrLC09MzQ3/ly5fHxsaG+Pj4DNe7ePHimV4Xb29vUlNTs1wTwcvLi3379pklcCIjI8mbNy/PPfdcpm1ERERERERywr86eRAfH8+7777LiRMnWL58OR999JHZ/P6HDRo0iO3btzN27FhOnjzJ4sWLmT17NoMHDwbA09OTRo0a8dZbb7F//34OHjxIz549zd4g29nZUbNmTWMBwZ07dxrz0dP169eP69ev0759e6Kjozl16hRLly41hsO7u7vz/fffc+LECX777bcskwzBwcGsW7eO06dPc+zYMb766ivj4bdjx44ULFiQFi1asHv3bn788UciIiIYMGCAMeR91KhRhISEMGvWLE6dOsWhQ4f46KOPsn0e2WXpfHr27MmkSZNIS0ujVatWxv6CBQtSsWJFYyHE0NBQli9fjp2dHQ0bNqR58+Z89tlnBAcHs3LlSuO8PTw8SEpK4qOPPuLs2bMsXbqU+fPnZ4gpT5489O/f37iPXbt2pWbNmsZ6B3B/akWXLl04cuQIu3fvZsCAAbRr1y7TtSjy5s3L4MGD+d///sfixYs5c+aMcT0XL15s1CtXrhxr1qwxrkuXLl3o3r07a9euNe7RypUrAejbty/nz5+nf//+/PDDD6xbt46RI0fy7rvvPnLkiIiIiIiIyN/pX/2E0rlzZ27fvk2NGjV45513GDhwoPFJxsxUqVKFlStXsmLFCl544QWCg4MZM2aMMQ8f7j/EFi1alHr16tG6dWt69+6Nq6urWT+ffvopycnJVK1alcDAwAyr47u4uLBjxw5u3LhBvXr1qFq1KgsXLjSGmvfq1QtPT0+qVatGoUKFMoyGSGdtbc3w4cOpWLEidevWJVeuXKxYsQIAe3t7du3axfPPP0/r1q3x8vKiR48e3LlzBycnJ+D+QoMffvghc+fOpUKFCjRt2pRTp05l+zyyy9L5dOjQgdy5c9OhQwdsbW3N2k2cOJHBgwdz6NAhqlevTnx8PPHx8Zw7d46QkBCuXLnCwYMHeemll4w2Pj4+TJ8+ncmTJ/PCCy8QHh7OxIkTM8Rkb2/PsGHDeOONN/D19cXR0ZHPP//crI6HhwetW7emSZMmvPLKK1SsWNFs0cWHjR07lqCgICZOnIiXlxeNGjXi66+/pmTJkkadEydOmH3ucd68ebRp04a+fftSrlw5evXqxc2bN4H7o002btxIVFQUPj4+vP322/To0eOJkzgiIiIiIiJ/FVPag2Om/0X8/PyoVKkSH374YU6HIhacO3eO0qVLc+DAAapUqZKhfPHixQwcOJABAwbQuXNnSpcuTUpKClFRUUycOBF/f3/+97//PdYxw8LCCAwMNJtu8rBRo0axdu3aJ56q8W93/fp18uXLB8XeByvbRzeQ/5S0+KCcDkFERERE/iHSnw0SExONF9GZ+VePPJB/rqSkJC5cuMCIESOoWbNmpokDuD86YteuXRw/fhwfHx+sra2xsbHhzTffpE6dOrzzzjt/c+QiIiIiIiLysP/01xYk50RGRlK/fn3Kli3LqlWrLNatWLEiq1atIjk5mYsXL2JjY0PBggX/pkhFRERERETkUf610xZE5Mlp2sKzTdMWRERERCSdpi2IiIiIiIiIyFOh5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFikry2IPMMSjw+zuCiKiIiIiIgIaOSBiIiIiIiIiDyCkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikT7VKPIMy1d+MljZ5nQY8gxLiw/K6RBEREREJBs08kBERERERERELFLyQEREREREREQsUvJARERERERERCxS8kBERERERERELFLyQEREREREREQsUvJARERERERERCxS8kBERERERERELFLyQEREREREREQsUvJARERERERERCxS8kDM+Pn5ERgY+J8/5tPwb41bRERERETkceXO6QDkn2X16tXkyZPHYp1z585RsmRJDh8+TKVKlTKUp6am8sUXX/DZZ59x5MgRbt++TYkSJWjatCn9+/fHxcXlL4r+75WdayUiIiIiIvJfoOSBmClQoIDF8nv37lks/+2332jTpg3nz5/nnXfeYciQIRQoUICzZ8+ybNkyypcvz5o1a6hdu/bTDDtHPOpaiYiIiIiI/Fdo2sJ/kJ+fH/369aNfv37ky5ePggULEhQURFpaGgBz586lTJky2NraUrhwYdq0aWPW9sGh+O7u7owdO5bOnTvj5ORE7969KVmyJACVK1fGZDLh5+cHQHJyMs2bN6d06dL88MMPvPvuu9StW5cXXniB5s2bs2LFCj799FNatWrF2bNnzWJOTU1l6NChFChQADc3N0aNGmWUnTt3DpPJRExMjLHv2rVrmEwmIiIiAEhJSaFHjx6ULFkSOzs7PD09mTlzplH/6NGjWFlZcfnyZQCuXLmClZUV7du3N+qMGzeOOnXqmLVp3Lgxjo6OFC5cmE6dOvHbb79lea0ys2HDBqpXr46trS0FCxakVatWRtnVq1fp3Lkz+fPnx97ensaNG3Pq1CmjPCwsDGdnZ7766is8PT2xt7enTZs23Lp1i8WLF+Pu7k7+/PkZMGAAKSkpFuMQERERERH5M5Q8+I9avHgxuXPnJioqipkzZzJ9+nQWLVpEdHQ0AwYMYMyYMZw4cYJNmzZRt25di31NmzYNHx8fDh8+TFBQEFFRUQBs27aNhIQEVq9eDcAnn3yCyWTi448/JjU1lf79+1OsWDEqVarEp59+SoUKFXj11Vfp3bs3o0ePzhCvg4MD+/fvZ8qUKYwZM4atW7dm+3xTU1N57rnn+OKLLzh+/DjBwcG8//77rFy5EoAKFSrg4uLCzp07Adi9e7fZNsDOnTuNRMi1a9fw9/encuXKREdHs2nTJi5evEi7du2yHdPXX39Nq1ataNKkCYcPH2b79u3UqFHDKO/atSvR0dGsX7+effv2kZaWRpMmTUhKSjLq3Lp1i1mzZrFixQo2bdpEREQErVq1YuPGjWzcuJGlS5eyYMECVq1aZTGWu3fvcv36dbOfiIiIiIhIdmnawn9U8eLFmTFjBiaTCU9PT2JjY5kxYwbjxo3DwcGBpk2bkjdvXkqUKEHlypUt9uXv78+gQYOM7Vy5cgHg4uKCm5ubsX/JkiUMHz6cXLlyMWHCBLZs2UJ4eDhpaWn07duX27dvA/cfmn19fc2OUbFiRUaOHAlAmTJlmD17Ntu3b+fll1/O1vnmyZPHLCFRsmRJ9u3bx8qVK2nXrh0mk4m6desSERFBmzZtiIiIoFu3bixatIgffviB0qVLs3fvXoYOHQrA7NmzqVy5MhMmTDD6/PTTTylevDgnT56kbNmyj4xp/PjxtG/f3iwuHx8fAE6dOsX69euJjIw0pnCEh4dTvHhx1q5dS9u2bQFISkpi3rx5lC5dGoA2bdqwdOlSLl68iKOjI+XLl6d+/fp8++23vP7661nGMnHixAwJGxERERERkezSyIP/qJo1a2IymYztWrVqcerUKRo0aECJEiUoVaoUnTp1Ijw8nFu3blnsq1q1atk6ZmxsrPEgvGHDBkaOHImfnx/169dnxIgRRr0iRYpw9epVs7YVK1Y02y5SpAiXLl3K1nHTzZkzh6pVq1KoUCEcHR35+OOPiY+PN8rr1atnTHPYuXMn/v7+RkLhwIEDJCUlGUmNI0eO8O233+Lo6Gj8ypUrB8CZM2eyFU9MTAwNGjTItCwuLo7cuXPz4osvGvtcXFzw9PQkLi7O2Gdvb28kDgAKFy6Mu7s7jo6OZvseda2GDx9OYmKi8Tt//ny2zkFERERERAQ08uCZ4+joyKFDh4iIiGDLli0EBwczatQoDhw4gLOzc6ZtHBwcstV3cnIydnZ2wP2FFR9s9+DD7qFDh/Dw8DBr+/BXC0wmE6mpqQBYWd3PcaWv2QCYDe0HWLFiBYMHDyYkJIRatWqRN29epk6dyv79+4066WsUnDp1iuPHj1OnTh1++OEHIiIiuHr1KtWqVcPe3h6AGzdu0KxZMyZPnpzhPIsUKZKt65F+Lf6MzK6LpWuVFRsbG2xsbP50PCIiIiIi8mzSyIP/qAcfmgG+++47ypQpQ65cucidOzcNGzZkypQpfP/995w7d44dO3Zku29ra2uADIv0eXh4EBsbC0CdOnWYOXMmV69e5erVq8bihceOHaNPnz4MGTIk28crVKgQAAkJCca+BxdPBIzh/3379qVy5cp4eHhkGCHg7e1N/vz5GTduHJUqVcLR0RE/Pz927txJRESEsd4BQJUqVTh27Bju7u54eHiY/bKbTKlYsSLbt2/PtMzLy4vk5GSz+/T7779z4sQJypcvn63+RURERERE/i5KHvxHxcfH8+6773LixAmWL1/ORx99xMCBA/nqq6+YNWsWMTEx/PTTTyxZsoTU1FQ8PT2z3berqyt2dnbGIoKJiYkAtGrVijlz5gAwatQo7t27h4uLC8899xwvvvgiP/30E40aNaJ///507do128ezs7OjZs2aTJo0ibi4OHbu3Gk2DQLur5MQHR3N5s2bOXnyJEFBQRw4cMCsTvq6B+Hh4UaioGLFity9e5ft27dTr149o+4777zDlStX6NChAwcOHODMmTNs3ryZbt26Zfllg+HDh9O5c2dje+TIkSxfvpyRI0cSFxdHbGysMZKhTJkytGjRgl69erFnzx6OHDnCm2++SbFixWjRokW2r42IiIiIiMjfQcmD/6jOnTtz+/ZtatSowTvvvMPAgQPp3bs3zs7OrF69Gn9/f7y8vJg/fz7Lly+nQoUK2e47d+7czJo1iwULFlC0aFHjYTcwMJDt27ezaNEiChYsyJ49e7h48SKXL19m7NixXLhwgfPnz9O7d+/HPp9PP/2U5ORkqlatSmBgIOPGjTMrf+utt2jdujWvv/46L774Ir///jt9+/bN0E+9evVISUkxkgdWVlbUrVsXk8lktohj0aJFiYyMJCUlhVdeeQVvb28CAwNxdnY2plE8LCEhwWyNBT8/P7744gvWr19PpUqV8Pf3N75UARAaGkrVqlVp2rQptWrVIi0tjY0bN2aYliAiIiIiIpLTTGkPTiSX/wQ/Pz8qVarEhx9++Lcf+/Dhw7z66qv4+/szYMAAqlSpQu7cuTl16hQfffQRFy5cMD6fKDnn+vXr5MuXD4q9D1a2OR2OPMPS4oNyOgQRERGRZ1r6s0FiYiJOTk5Z1tPIA3mqKleuTExMDC4uLjRr1gwbGxvy5MlDzZo1SU5OZtasWTkdooiIiIiIiDwmfW1BnjpXV1dmzpzJhx9+yOXLl0lOTsbNzS3L4f4iIiIiIiLyz6bkwX9QRERETocA3F+g0NXVNafDEBERERERkT9Jr4JFRERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCItmCjyDEs8Pszit1xFRERERERAIw9ERERERERE5BGUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGL9KlGkWdYvvKTwco2p8MQyZa0+KCcDkFERETkmaWRByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgf/ciaTibVr1+ZoDH5+fgQGBuZoDCIiIiIiIvLXUfLgXy4hIYHGjRsDcO7cOUwmEzExMTkb1BPq2rUrLVu2zLI8Pj6ewYMH4+PjQ8GCBSlVqhRt2rRh06ZNf1+QIiIiIiIizyAlD/6l7t27B4Cbmxs2NjY5HM2fk5KSQmpqqsU6S5cu5YUXXuCXX35h1KhRbN++neXLl1OzZk169+5N586dSUlJ+ZsiFhERERERebYoefAYVq1ahbe3N3Z2dri4uNCwYUNu3rwJwKJFi/Dy8sLW1pZy5coxd+5cs7Y///wzHTp0oECBAjg4OFCtWjX2798PZP7GPTAwED8/P2Pbz8+Pfv36ERgYSMGCBQkICADMpy2ULFkSgMqVK2MymfDz82PXrl3kyZOHCxcuZOj/pZdeeuQ5//7773To0IFixYphb2+Pt7c3y5cvt9jm7t27DB48mGLFiuHg4MCLL75IRESEUR4WFoazszPr16+nfPny2NjY0L17dxYvXsy6deswmUyYTCajzYYNGxgyZAhbtmxh+fLltGrVCh8fH1588UUGDx5MXFwcly5dyjB14ujRozRu3BhHR0cKFy5Mp06d+O2338yuaf/+/QkMDCR//vwULlyYhQsXcvPmTbp160bevHnx8PDgm2++Mev32LFjNG3aFCcnJ/LmzctLL73EmTNnsrweluqnpqYyZswYnnvuOWxsbKhUqZLZSIr00SQrV67kpZdews7OjurVq3Py5EkOHDhAtWrVcHR0pHHjxly+fNnifREREREREXlSSh5kU0JCAh06dKB79+7ExcURERFB69atSUtLIzw8nODgYMaPH09cXBwTJkwgKCiIxYsXA3Djxg3q1avHL7/8wvr16zly5AhDhw595Nv2hy1evBhra2siIyOZP39+hvKoqCgAtm3bRkJCAqtXr6Zu3bqUKlWKpUuXGvWSkpIIDw+ne/fujzzmnTt3qFq1Kl9//TVHjx6ld+/edOrUyThWZvr168e+fftYsWIF33//PW3btqVRo0acOnXKqHPr1i0mT57MokWLOHbsGLNmzaJdu3Y0atSIhIQEEhISqF27Nvfu3aNfv36EhYVRs2ZN9uzZQ7Vq1ShcuDBvv/02nTt3Zu3atYSHh7Ns2TLjofzatWv4+/tTuXJloqOj2bRpExcvXqRdu3YZrmnBggWJioqif//+9OnTh7Zt21K7dm0OHTrEK6+8QqdOnbh16xYAv/zyC3Xr1sXGxoYdO3Zw8OBBunfvTnJycqbX4lH1Z86cSUhICNOmTeP7778nICCA5s2bm10rgJEjRzJixAgOHTpE7ty5eeONNxg6dCgzZ85k9+7dnD59muDg4Czvyd27d7l+/brZT0REREREJLty53QA/xYJCQkkJyfTunVrSpQoAYC3tzdw/8EuJCSE1q1bA/dHABw/fpwFCxbQpUsXli1bxuXLlzlw4AAFChQAwMPD47FjKFOmDFOmTMmyvFChQgC4uLjg5uZm7O/RowehoaEMGTIEuP8m/86dOxkepDNTrFgxBg8ebGz379+fzZs3s3LlSmrUqJGhfnx8PKGhocTHx1O0aFEABg8ezKZNmwgNDWXChAnA/QTG3Llz8fHxMdra2dlx9+5ds9i3bt1KoUKFaNSoEdeuXaNFixb069ePVq1asWrVKiZNmoS/vz8uLi40adKErVu3Urp0aWbPnk3lypWN4wF8+umnFC9enJMnT1K2bFkAfHx8GDFiBADDhw9n0qRJFCxYkF69egEQHBzMvHnz+P7776lZsyZz5swhX758rFixgjx58gAYfWXmUfWnTZvGsGHDaN++PQCTJ0/m22+/5cMPP2TOnDlGvcGDBxujTQYOHEiHDh3Yvn07vr6+wP17HBYWlmUcEydOZPTo0VmWi4iIiIiIWKLkQTb5+PjQoEEDvL29CQgI4JVXXqFNmzZYW1tz5swZevToYTxwAiQnJ5MvXz4AYmJiqFy5spE4eFJVq1Z9onZdu3ZlxIgRfPfdd9SsWZOwsDDatWuHg4PDI9umpKQwYcIEVq5cyS+//MK9e/e4e/cu9vb2mdaPjY0lJSUlwwP13bt3cXFxMbatra2pWLHiI48fGxtL7dq1Adi7dy8uLi7GQ3ClSpX4/PPPjbpFihTh6tWrABw5coRvv/0WR0fHDH2eOXPGiO/BGHLlyoWLi4uRFAIoXLgwAJcuXQLu38uXXnrJSAQ8iqX6169f59dffzUSAOl8fX05cuSI2b4H40yP6eE402PMzPDhw3n33XfNjl28ePFsnYOIiIiIiIiSB9mUK1cutm7dyt69e9myZQsfffQRH3zwARs2bABg4cKFvPjiixnawP036pZYWVmRlpZmti8pKSlDvew87GfG1dWVZs2aERoaSsmSJfnmm2/M1iCwZOrUqcycOZMPP/wQb29vHBwcCAwMNBZsfNiNGzfIlSsXBw8eNM4/3YMP8nZ2dphMpkcePzk52bh+9+7dy3ANHuzz0KFDvPXWW0YczZo1Y/LkyRn6LFKkiPHvhx/qTSaT2b70GNOnmDzqXj7scetnJbOYHt5naRqMjY3Nv35hTRERERERyTlKHjwGk8mEr68vvr6+BAcHU6JECSIjIylatChnz56lY8eOmbarWLEiixYt4sqVK5mOPihUqBBHjx412xcTE5Ptt9vprK2tATL96kDPnj3p0KEDzz33HKVLl87wtjsrkZGRtGjRgjfffBO4/xB98uRJypcvn2n9ypUrk5KSwqVLl7K1IOPD8T8cu4eHh5HoqF69Oj/88APr1q2jWbNmbNiwgSNHjnD79m2mTp3K+fPnad68OQBVqlThyy+/xN3dndy5n96fecWKFVm8eDFJSUnZuj+W6js5OVG0aFEiIyOpV6+esT8yMjLTKSEiIiIiIiI5RQsmZtP+/fuZMGEC0dHRxMfHs3r1ai5fvoyXlxejR49m4sSJzJo1i5MnTxIbG0toaCjTp08HoEOHDri5udGyZUsiIyM5e/YsX375Jfv27QPA39+f6OholixZwqlTpxg5cmSGZEJ2uLq6YmdnZywOmJiYaJQFBATg5OTEuHHj6NatW7b7LFOmjDHiIi4ujrfeeouLFy9mWb9s2bJ07NiRzp07s3r1an788UeioqKYOHEiX3/9tcVjubu78/3333PixAl+++03kpKSaNiwIfv37+fkyZMUK1aMOXPm0KFDB6ytrZk0aRIBAQEMHDiQPXv2sH37duPt+jvvvMOVK1fo0KEDBw4c4MyZM2zevJlu3br9qU869uvXj+vXr9O+fXuio6M5deoUS5cu5cSJEwCsWbOGcuXKZbv+kCFDmDx5Mp9//jknTpzgvffeIyYmhoEDBz5xjCIiIiIiIk+bkgfZ5OTkxK5du2jSpAlly5ZlxIgRhISE0LhxY3r27MmiRYsIDQ3F29ubevXqERYWZnw60drami1btuDq6kqTJk3w9vZm0qRJxrD+gIAAgoKCGDp0KNWrV+ePP/6gc+fOjx1j7ty5mTVrFgsWLKBo0aK0aNHCKLOysqJr166kpKQ8Vt8jRoygSpUqBAQE4OfnZyRBLAkNDaVz584MGjQIT09PWrZsyYEDB3j++ecttuvVqxeenp5Uq1aNQoUKERkZiZOTE8OGDaNdu3b8/vvvdO/enWvXrnH+/Hn27dvHZ599RmJiIuvWreO5554z+kp/o5+SksIrr7yCt7c3gYGBODs7Y2X15H/2Li4u7Nixw/iCRtWqVVm4cKExqiAxMdFIDGSn/oABA3j33XcZNGgQ3t7ebNq0ifXr11OmTJknjlFERERERORpM6U9PNle/rN69OjB5cuXWb9+fU6H8ljS0tLo27cvX331FcHBwbRs2ZJChQpx8+ZNNm3axNixY1m0aBHVqlXL6VD/Na5fv35/Qc9i74OVbU6HI5ItafFBOR2CiIiIyH9O+rNBYmIiTk5OWdbTmgfPgMTERGJjY1m2bNm/LnEA99eamDdvHo0bN2bKlCm8/fbb5M6dm+TkZKpVq8aIESOUOBAREREREfkLKXnwDGjRogVRUVG8/fbbvPzyy2ZljRs3Zvfu3Zm2e//993n//ff/jhCzpXnz5jRv3pzbt2/z22+/4ezsTN68eXM6LBERERERkf88JQ+eAZY+y7ho0SJu376daVlmX4b4J7Czs6N48eI5HYaIiIiIiMgzQ8mDZ1yxYsVyOgQRERERERH5h9PXFkRERERERETEIiUPRERERERERMQiJQ9ERERERERExCKteSDyDEs8Pszit1xFRERERERAIw9ERERERERE5BGUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGL9KlGkWdYvvKTwco2p8MQeWxp8UE5HYKIiIjIM0UjD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUPRERERERERMSivz15cO7cOUwmEzExMX/3oZ9ZXbt2pWXLln+qj4iICEwmE9euXXsqMf1bmEwm1q5dm9NhiIiIiIiI5CiNPJBsqV27NgkJCeTLl++x26ampvL555/TrFkznn/+eQoVKkS1atUYNWoUv//++18QrYiIiIiIiDxNuXM6gOxISUnBZDJhZaVcR06xtrbGzc3tsdv99ttvtGnThvPnz/POO+8wZMgQChQowNmzZ1m2bBnly5dnzZo11K5d+y+IWkRERERERJ6Gv+xpPDU1lSlTpuDh4YGNjQ3PP/8848ePN8rPnj1L/fr1sbe3x8fHh3379hllYWFhODs7s379esqXL4+NjQ3x8fFcvXqVzp07kz9/fuzt7WncuDGnTp3K0O6rr77C09MTe3t72rRpw61bt1i8eDHu7u7kz5+fAQMGkJKSYrS7e/cugwcPplixYjg4OPDiiy8SERHxyHPcsGED1atXx9bWloIFC9KqVSsA3n//fV588cUM9X18fBgzZoyxvWjRIry8vLC1taVcuXLMnTvX4vFSUlLo0aMHJUuWxM7ODk9PT2bOnJmhzrvvvouzszMuLi4MHTqUtLQ0szp+fn7079+fwMBA8ufPT+HChVm4cCE3b96kW7du5M2bFw8PD7755hujzcPTFtKv9ebNm/Hy8sLR0ZFGjRqRkJBgtElOTqZ58+aULl2aH374gXfffZe6devywgsv0Lx5c1asWMGnn35Kq1atOHv2rNHujz/+oGPHjjg4OFCkSBFmzJiBn58fgYGBRp1H/S0AfPnll1SoUAEbGxvc3d0JCQkxK09ISODVV1/Fzs6OkiVLsmzZMtzd3fnwww+zvAfnz5+nXbt2ODs7U6BAAVq0aMG5c+cs3TaOHTtG06ZNcXJyIm/evLz00kucOXMGuP/fyZgxY3juueewsbGhUqVKbNq0yWibPs1n5cqVvPTSS9jZ2VG9enVOnjzJgQMHqFatGo6OjjRu3JjLly9bjENERERERORJ/WXJg+HDhzNp0iSCgoI4fvw4y5Yto3Dhwkb5Bx98wODBg4mJiaFs2bJ06NCB5ORko/zWrVtMnjyZRYsWcezYMVxdXenatSvR0dGsX7+effv2kZaWRpMmTUhKSjJrN2vWLFasWMGmTZuIiIigVatWbNy4kY0bN7J06VIWLFjAqlWrjDb9+vVj3759rFixgu+//562bdvSqFGjDA+jD/r6669p1aoVTZo04fDhw2zfvp0aNWoA0LFjR6KioowHRLj/APn999/zxhtvABAeHk5wcDDjx48nLi6OCRMmEBQUxOLFi7M8ZmpqKs899xxffPEFx48fJzg4mPfff5+VK1cadUJCQggLC+PTTz9lz549XLlyhTVr1mToa/HixRQsWJCoqCj69+9Pnz59aNu2LbVr1+bQoUO88sordOrUiVu3bmUZz61bt5g2bRpLly5l165dxMfHM3jwYKP8k08+wWQy8fHHH5Oamkr//v0pVqwYlSpV4tNPP6VChQq8+uqr9O7dm9GjRxvt3n33XSIjI1m/fj1bt25l9+7dHDp0yOzYj/pbOHjwIO3ataN9+/bExsYyatQogoKCCAsLM/ro3Lkzv/76KxEREXz55Zd8/PHHXLp0KcvzTUpKIiAggLx587J7924iIyONpMm9e/cybfPLL79Qt25dbGxs2LFjBwcPHqR79+7G3/rMmTMJCQlh2rRpfP/99wQEBNC8efMMf3sjR45kxIgRHDp0iNy5c/PGG28wdOhQZs6cye7duzl9+jTBwcFZxn737l2uX79u9hMREREREckuU9rDr6Wfgj/++INChQoxe/ZsevbsaVZ27tw5SpYsyaJFi+jRowcAx48fp0KFCsTFxVGuXDnCwsLo1q0bMTEx+Pj4AHDq1CnKli1LZGSkMcT9999/p3jx4ixevJi2bdsa7U6fPk3p0qUBePvtt1m6dCkXL17E0dERgEaNGuHu7s78+fOJj4+nVKlSxMfHU7RoUSPOhg0bUqNGDSZMmJDpOdauXZtSpUrx2WefZVpeqVIlXnvtNYKCgoD7oxF27NjBd999B4CHhwdjx46lQ4cORptx48axceNG9u7dm+1r3a9fPy5cuGAkQ4oWLcr//vc/hgwZAtx/+1+yZEmqVq1qLPzn5+dHSkoKu3fvBu6PVsiXLx+tW7dmyZIlAFy4cIEiRYqwb98+atasSUREBPXr1+fq1as4Oztneq3nzp3LmDFjuHDhAgC+vr4MHz6cpk2bMnbsWD777DMWLFhAWloaffv25fbt25w7d44zZ87g6+vLhQsX+OOPP3BxcWHZsmW0adMGgMTERIoWLUqvXr348MMPs/W30LFjRy5fvsyWLVuMazV06FC+/vprjh07xg8//ICXl5fx9h7g9OnTlClThhkzZhijHEwmE2vWrKFly5Z89tlnjBs3jri4OEwmEwD37t3D2dmZtWvX8sorr2S4P++//z4rVqzgxIkT5MmTJ0N5sWLFeOedd3j//feNfTVq1KB69erMmTMn0/9eVqxYQYcOHdi+fTv+/v4ATJo0ibCwMH744YdM/05GjRpllqD5/wDeByvbTNuI/JOlxQfldAgiIiIi/wnXr18nX758JCYm4uTklGW9v2TkQVxcHHfv3qVBgwZZ1qlYsaLx7yJFigCYvfW1trY2qxMXF0fu3LnNpgO4uLjg6elJXFycsc/e3t54mAUoXLgw7u7uRuIgfV/6sWJjY0lJSaFs2bI4Ojoav507dxojBx7c//bbbwMQExNj8fw6duzIsmXLAEhLS2P58uV07NgRgJs3b3LmzBl69Ohh1ve4ceOMYzZu3NjYX6FCBaPfOXPmULVqVQoVKoSjoyMff/wx8fHxwP2H7ISEBLNrlDt3buPhOKvrnytXLlxcXPD29ja7RoDFN/EPX+siRYqY1Y+NjTUe7jds2MDIkSPx8/Ojfv36jBgxwqzd1atXgfvTWZKSkoxRHAD58uXD09PT2M7O30JcXBy+vr5m8fr6+nLq1ClSUlI4ceIEuXPnpkqVKka5h4cH+fPnz/J8jxw5wunTp8mbN69xbwoUKMCdO3fMRpk8KCYmhpdeeinTxMH169f59ddfM43zwb9pML9f6ffm4ftl6V4NHz6cxMRE43f+/Pks64qIiIiIiDzsL1kw0c7O7pF1HnyYSn+Lm5qaatZH+v7H8fBDmslkynRf+rFu3LhBrly5OHjwILly5TKrl55wePCzkumZmEedY4cOHRg2bBiHDh3i9u3bnD9/ntdff904JsDChQszrI2QHsOiRYu4ffu22TmtWLGCwYMHExISQq1atcibNy9Tp05l//79FmPJzKOuU2b3JDt9PDiQJTk52bhO9+7dw8HBwSh7MJlz6NAhPDw8Hvsc/m43btygatWqhIeHZygrVKhQpm2y899CdmR2bx7eZ+le2djYYGNj81RiERERERGRZ89fMvKgTJky2NnZsX379qfWp5eXF8nJyWYPyr///jsnTpygfPnyT9xv5cqVSUlJ4dKlS3h4eJj90r8u8OA+V1dX4P6bYEvn99xzz1GvXj3Cw8MJDw/n5ZdfNtoWLlyYokWLcvbs2QzHLFmyJHB/OHv6vhIlSgAYw/T79u1L5cqV8fDwMHvjnS9fPooUKWJ2jZKTkzl48OATX58/w8PDg9jYWADq1KnDzJkzuXr1KlevXjUWejx27Bh9+vQxplmUKlWKPHnycODAAaOfxMRETp48aWxn52/By8uLyMhIs3giIyMpW7YsuXLlwtPTk+TkZA4fPmyUnz592hgBkZkqVapw6tQpXF1dM9y3rD5hWbFiRXbv3m22Lkc6JycnihYtmmmcf+ZvWkRERERE5Gn7S5IHtra2DBs2jKFDh7JkyRLOnDnDd999xyeffPLEfZYpU4YWLVrQq1cv9uzZw5EjR3jzzTcpVqwYLVq0eOJ+y5YtS8eOHencuTOrV6/mxx9/JCoqiokTJ/L1119n2W7kyJEsX76ckSNHEhcXR2xsLJMnTzar07FjR1asWMEXX3xhTFlIN3r0aCZOnMisWbM4efIksbGxhIaGMn36dIvXIDo6ms2bN3Py5EmCgoLMHrIBBg4cyKRJk1i7di0//PADffv2Nb6Q8Hdr1aoVc+bMAe7Pub937x4uLi4899xzvPjii/z00080atSI/v3707VrVwDy5s1Lly5dGDJkCN9++y3Hjh2jR48eWFlZGW/cs/O3MGjQILZv387YsWM5efIkixcvZvbs2caCjuXKlaNhw4b07t2bqKgoDh8+TO/evS2OeOnYsSMFCxakRYsW7N69mx9//JGIiAgGDBjAzz//DMCaNWsoV66c0aZfv35cv36d9u3bEx0dzalTp1i6dCknTpwAYMiQIUyePJnPP/+cEydO8N577xETE8PAgQOf/g0RERERERF5Qn/Z1xaCgoIYNGgQwcHBeHl58frrr1uck50doaGhVK1alaZNm1KrVi3S0tLYuHFjpvPJH7ffzp07M2jQIDw9PWnZsiUHDhzg+eefz7KNn58fX3zxBevXr6dSpUr4+/sTFRVlVqdNmzb8/vvv3Lp1i5YtW5qV9ezZk0WLFhEaGoq3tzf16tUjLCzMGHmQmbfeeovWrVvz+uuv8+KLL/L777/Tt29fszqDBg2iU6dOdOnSxZjakP4Jyb9bYGAg27dvZ9GiRRQsWJA9e/Zw8eJFLl++zNixY7lw4QLnz5+nd+/eZu2mT59OrVq1aNq0KQ0bNsTX19f4pGW6R/0tVKlShZUrV7JixQpeeOEFgoODGTNmjJGkAFiyZAmFCxembt26tGrVil69epE3b16z4zzI3t6eXbt28fzzz9O6dWu8vLzo0aMHd+7cMaazJCYmGokBuL8Ww44dO7hx4wb16tWjatWqLFy40IhzwIABvPvuuwwaNAhvb282bdrE+vXrKVOmzFO5ByIiIiIiIk/DX/K1BZF0hw8f5tVXX8Xf358BAwZQpUoVcufOzalTp/joo4+4cOGC2acmM3Pz5k2KFStGSEiI8cWBv8LPP/9M8eLF2bZtm8XFMP8L0ldU1dcW5N9KX1sQEREReTpy9GsLIukqV65MTEwMLi4uNGvWDBsbG/LkyUPNmjVJTk5m1qxZGdocPnyY5cuXc+bMGQ4dOmRM+fgz01Mys2PHDtavX8+PP/7I3r17ad++Pe7u7tStW/epHkdEREREROTf7i/52oLIg1xdXZk5cyYffvghly9fJjk5GTc3N6ysss5dTZs2jRMnTmBtbU3VqlXZvXs3BQsWfKpxJSUl8f7773P27Fny5s1L7dq1CQ8P/9PTYERERERERP5rNG1B5BmkaQvyb6dpCyIiIiJPh6YtiIiIiIiIiMhToeSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpK8tiDzDEo8Ps7goioiIiIiICGjkgYiIiIiIiIg8gpIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpE+1SjyDMtXfjJY2eZ0GCJPJC0+KKdDEBEREXlmaOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYlOPJg7CwMJydnY3tUaNGUalSpcfux8/Pj8DAQGPb3d2dDz/88E/HFxERgclk4tq1a3+6L3kyD9/bJ/Hw35mIiIiIiIhkX44nDx42ePBgtm/f/qf7OXDgAL17934KEf233Lhxg5CQEOrUqYObmxvFihXD39+fBQsWkJycnKG+yWRi7dq1f3+gT9nrr7/OyZMnczoMERERERGRf6XcOR3AwxwdHXF0dPzT/RQqVOgpRPPPkJSURJ48ef50PwcPHqRVq1aUKFGCXr164eXlRZ48efj++++ZP38+8+fPZ/Pmzbi6uj5Wv/fu3cPa2vpPx/dXsrOzw87O7onb/xvOUURERERE5K/y1EcenDt3DpPJlOHn5+cH3B8+/vzzz2Nvb0+rVq34/fffzdpnZ9rCzZs36dy5M46OjhQpUoSQkJAMdR6ctpCWlsaoUaN4/vnnsbGxoWjRogwYMMCoe/fuXYYNG0bx4sWxsbHBw8ODTz75JMvjf/nll1SoUAEbGxvc3d0zHH/u3LmUKVMGW1tbChcuTJs2bTKNK12lSpUYNWqUsW0ymZg3bx7NmzfHwcGB8ePHA7Bu3TqqVKmCra0tpUqVYvTo0cZogUed408//USTJk0ICgpi9+7ddOnShRo1alC5cmW6dOnC3r17adasGY0bNyYpKcmIFaBVq1aYTCZjO/0eLVq0iJIlS2JrawvAtWvX6NmzJ4UKFcLJyQl/f3+OHDlixJDebunSpbi7u5MvXz7at2/PH3/88dj3dty4cUa9EiVKsH79ei5fvkyLFi1wdHSkYsWKREdHG20ym7awYcMGqlevjq2tLQULFqRVq1Zmxxg7diydO3fGycnJGMXyqHv/sNTUVKZMmYKHhwc2NjY8//zzxv0EiI2Nxd/fHzs7O1xcXOjduzc3btwwyrt27UrLli2ZMGEChQsXxtnZmTFjxpCcnMyQIUMoUKAAzz33HKGhoRbjEBERERER+TOeevKgePHiJCQkGL/Dhw/j4uJC3bp12b9/Pz169KBfv37ExMRQv359xo0b99jHGDJkCDt37mTdunVs2bKFiIgIDh06lGX9L7/8khkzZrBgwQJOnTrF2rVr8fb2Nso7d+7M8uXLmTVrFnFxcSxYsCDL0Q8HDx6kXbt2tG/fntjYWEaNGkVQUBBhYWEAREdHM2DAAMaMGcOJEyfYtGkTdevWfexzHDVqFK1atSI2Npbu3buze/duOnfuzMCBAzl+/DgLFiwgLCzMeBB91Dm+9957dOvWjV69evHzzz/TtGlTXF1dCQgIYOzYsfTp04cxY8bg4ODAZ599Btyf+gEQGhpKQkKCsQ1w+vRpvvzyS1avXk1MTAwAbdu25dKlS3zzzTccPHiQKlWq0KBBA65cuWK0O3PmDGvXruWrr77iq6++YufOnUyaNMkoz+69nTFjBr6+vhw+fJhXX32VTp060blzZ958800OHTpE6dKl6dy5M2lpaZle36+//ppWrVrRpEkTDh8+zPbt26lRo4ZZnWnTpuHj48Phw4cJCgp65L3PzPDhw5k0aRJBQUEcP36cZcuWUbhwYeB+oiQgIID8+fNz4MABvvjiC7Zt20a/fv3M+tixYwe//voru3btYvr06YwcOZKmTZuSP39+9u/fz9tvv81bb73Fzz//nGUcd+/e5fr162Y/ERERERGR7Hrq0xZy5cqFm5sbAHfu3KFly5bUqlWLUaNG8eabb9KoUSOGDh0KQNmyZdm7dy+bNm3Kdv83btzgk08+4bPPPqNBgwYALF68mOeeey7LNvHx8bi5udGwYUPy5MnD888/bzwonjx5kpUrV7J161YaNmwIQKlSpbLsa/r06TRo0ICgoCDjHI4fP87UqVPp2rUr8fHxODg40LRpU/LmzUuJEiWoXLlyts8v3RtvvEG3bt2M7e7du/Pee+/RpUsXI8axY8cydOhQRo4cafEcb9y4wddff82PP/4IQJcuXXB0dGTTpk3ExcXx9ttv89prrxllmzdvplu3bsbUD2dnZ+Oeprt37x5Lliwx6uzZs4eoqCguXbqEjY0NcP/he+3ataxatcp4c5+amkpYWBh58+YFoFOnTmzfvp3x48c/1r1t0qQJb731FgDBwcHMmzeP6tWr07ZtWwCGDRtGrVq1uHjxYobYAcaPH0/79u0ZPXq0sc/Hx8esjr+/P4MGDTK2O3bsaPHeP+yPP/5g5syZzJ4927hvpUuXpk6dOgAsW7aMO3fusGTJEhwcHACYPXs2zZo1Y/LkyUaSoUCBAsyaNQsrKys8PT2ZMmUKt27d4v333wf+P0GxZ88e2rdvnyEOgIkTJ5qdq4iIiIiIyOP4SxdM7N69O3/88QfLli3DysqKuLg4XnzxRbM6tWrVyrL97t27jTUQHB0dCQ8P58yZM9y7d8+snwIFCuDp6ZllP23btuX27duUKlWKXr16sWbNGmO4f0xMDLly5aJevXrZOqe4uDh8fX3N9vn6+nLq1ClSUlJ4+eWXKVGiBKVKlaJTp06Eh4dz69atbPX9oGrVqpltHzlyhDFjxphdj169epGQkMCtW7csnuPJkydxd3fHxcWFmzdvsmPHDubNm0eVKlXo2LGj2QNnkSJFuHr16iPjK1GihNm6EkeOHOHGjRu4uLiYxfjjjz9y5swZo567u7uROEg/3qVLlwAe695WrFjR+Hf6Q/aDIy3S96X3/bCYmBgjQZGVh+/Bo+79w+Li4rh7926Wx4mLi8PHx8dIHKT3l5qayokTJ4x9FSpUwMrq//9TLVy4sNm55sqVCxcXlyzPFe4nGBITE43f+fPns6wrIiIiIiLysL9swcRx48axefNmoqKizB4WH0e1atWMIfFw/6Hp7Nmzj91P8eLFOXHiBNu2bWPr1q307duXqVOnsnPnzj+1iF5m8ubNy6FDh4iIiGDLli0EBwczatQoDhw4gLOzM1ZWVhmG0qevMfCgBx8o4f7ogdGjR9O6desMdW1tbS2eY3JysnGe6cd6sH9HR0cjYXDo0CE8PDweeZ6ZxVekSBEiIiIy1H1wrYGHF340mUykpqY+8ngPe7Afk8mU5b6s+s7OfX/4HB/X0/rbyuyaPe51tLGxMUaEiIiIiIiIPK6/ZOTBl19+yZgxY1i5ciWlS5c29nt5ebF//36zut99912W/djZ2eHh4WH88ubNS+nSpcmTJ49ZP1evXn3kZ/js7Oxo1qwZs2bNIiIign379hEbG4u3tzepqans3LkzW+fm5eVFZGSk2b7IyEjKli1Lrly5AMidOzcNGzZkypQpfP/995w7d44dO3YA978CkZCQYLS9fv26MZ3AkipVqnDixAmz65H+S38rndU5lipVipMnT5KUlISzszMVKlRg/PjxJCUl8cMPP7BixQpSU1P5+uuvmTNnjtmc+zx58mT6Vj2z+C5cuEDu3LkzxFewYMFHX1h44nv7JCpWrPjYnwTNzr1/UJkyZbCzs8vyOF5eXhw5coSbN2+a9Zc+PUFEREREROSf4qmPPDh69CidO3dm2LBhVKhQgQsXLgBgbW3NgAED8PX1Zdq0abRo0YLNmzc/1noHcP8teY8ePRgyZAguLi64urrywQcfmA3rflhYWBgpKSm8+OKL2Nvb89lnn2FnZ0eJEiVwcXGhS5cudO/enVmzZuHj48NPP/3EpUuXaNeuXYa+Bg0aRPXq1Rk7diyvv/46+/btY/bs2cydOxeAr776irNnz1K3bl3y58/Pxo0bSU1NNR4G/f39CQsLo1mzZjg7OxMcHJzpg+fDgoODadq0Kc8//zxt2rTBysqKI0eOcPToUcaNG/fIc6xYsSKfffYZ3bp1IzQ0lNatWzN9+nTc3Nxo3rw5Cxcu5NixY6xcuRIvLy/juO7u7mzfvh1fX19sbGzInz9/pvE1bNiQWrVq0bJlS6ZMmULZsmX59ddfjYUJH54CkJknubdPauTIkTRo0IDSpUvTvn17kpOT2bhxI8OGDcuyzaPuPUCDBg1o1aoV/fr1w9bWlmHDhjF06FCsra3x9fXl8uXLHDt2jB49etCxY0dGjhxJly5dGDVqFJcvX6Z///506tTJmHYhIiIiIiLyT/DUn8qio6O5desW48aNo0iRIsavdevW1KxZk4ULFzJz5kx8fHzYsmULI0aMeOxjTJ06lZdeeolmzZrRsGFD6tSpQ9WqVbOs7+zszMKFC/H19aVixYps27aNDRs24OLiAsC8efNo06YNffv2pVy5cvTq1cvsbfCDqlSpwsqVK1mxYgUvvPACwcHBjBkzxlgwz9nZmdWrV+Pv74+Xlxfz589n+fLlVKhQAbg/97xevXo0bdqUV199lZYtW5qNzshKQEAAX331FVu2bKF69erUrFmTGTNmUKJEiWyd48SJExk8eDCHDh2ievXqxMfHEx8fz7lz5wgJCeHKlSscPHiQl156yey4ISEhbN26leLFi1tc+NFkMrFx40bq1q1Lt27dKFu2LO3bt+enn356rAfhx723T8rPz48vvviC9evXU6lSJfz9/YmKirLY5lH3Hu6v2/Dbb78Z20FBQQwaNIjg4GC8vLx4/fXXjbUJ7O3t2bx5M1euXKF69eq0adOGBg0aMHv27Kd+viIiIiIiIn+GKS2rb9nJf87ixYsZOHAgAwYMoHPnzpQuXZqUlBSioqKYOHEi/v7+/O9//8vpMOVvcP36dfLlywfF3gcr25wOR+SJpMUH5XQIIiIiIv966c8GiYmJODk5ZVnvL/3agvyzdOnShV27dnH8+HF8fHywtrbGxsaGN998kzp16vDOO+/kdIgiIiIiIiLyD/SXfW1B/pkqVqzIqlWrSE5O5uLFi9jY2GR7QUMRERERERF5Nil58IzKnTs3xYoVy+kwRERERERE5F9A0xZERERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCItmCjyDEs8Pszit1xFRERERERAIw9ERERERERE5BGUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGL9KlGkWdYvvKTwco2p8MQ+UukxQfldAgiIiIi/xkaeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXnwH2QymVi7du3fftxz585hMpmIiYn5249tSdeuXWnZsmVOhyEiIiIiIvKvpeTBf1BCQgKNGzcG/rkP9I/yqATIpk2baNeuHe7u7hQsWJCKFSsyePBg4uPj/74gRUREREREnhFKHvyH3Lt3DwA3NzdsbGxyOJonk34OWbl16xZt27alW7duvPDCC3zyySfs3LmTqVOn8scff+Dj48OaNWv+pmhFRERERESeDUoe/EmrVq3C29sbOzs7XFxcaNiwITdv3gRg0aJFeHl5YWtrS7ly5Zg7d65Z259//pkOHTpQoEABHBwcqFatGvv37wcyH2ofGBiIn5+fse3n50e/fv0IDAykYMGCBAQEAOZv7UuWLAlA5cqVMZlM+Pn5sWvXLvLkycOFCxcy9P/SSy9lea6bNm2iTp06ODs74+LiQtOmTTlz5ozF63P06FEaN26Mo6MjhQsXplOnTvz2228Wz8Hd3R2AVq1aYTKZjG2ALl26cOvWLU6ePElwcDANGjSgQoUKBAQEsGDBArZs2UKfPn3Yt29fhlimTZtGkSJFcHFx4Z133iEpKckoc3d3Z+zYsXTo0AEHBweKFSvGnDlzzNpfu3aNnj17UqhQIZycnPD39+fIkSMWz9/SPQaYN28epUuXxtraGk9PT5YuXWrW3mQysWDBApo2bYq9vT1eXl7s27eP06dP4+fnh4ODA7Vr137kfRAREREREfkzlDz4ExISEujQoQPdu3cnLi6OiIgIWrduTVpaGuHh4QQHBzN+/Hji4uKYMGECQUFBLF68GIAbN25Qr149fvnlF9avX8+RI0cYOnQoqampjxXD4sWLsba2JjIykvnz52coj4qKAmDbtm0kJCSwevVq6tatS6lSpcweVJOSkggPD6d79+5ZHuvmzZu8++67REdHs337dqysrGjVqlWWMV+7dg1/f38qV65MdHQ0mzZt4uLFi7Rr187iORw4cACA0NBQEhISjO3Nmzdz+PBhVq5ciaOjI6NGjaJEiRJ4enqyfPlyHB0dqV69OuPHj+e9994zO8a3337LmTNn+Pbbb1m8eDFhYWGEhYWZ1Zk6dSo+Pj4cPnyY9957j4EDB7J161ajvG3btly6dIlvvvmGgwcPUqVKFRo0aMCVK1cyPf9H3eM1a9YwcOBABg0axNGjR3nrrbfo1q0b3377rVk/Y8eOpXPnzsTExFCuXDneeOMN3nrrLYYPH050dDRpaWn069cvy/sGcPfuXa5fv272ExERERERya7cOR3Av1lCQgLJycm0bt2aEiVKAODt7Q3AyJEjCQkJoXXr1sD9EQDHjx9nwYIFdOnShWXLlnH58mUOHDhAgQIFAPDw8HjsGMqUKcOUKVOyLC9UqBAALi4uuLm5Gft79OhBaGgoQ4YMAWDDhg3cuXMnw4P9g1577TWz7U8//ZRChQpx/PhxXnjhhQz1Z8+eTeXKlZkwYYJZm+LFi3Py5EnKli1r8RycnZ3NYl6yZAmBgYE4ODiwdOlS5s+fz6JFiyhYsCCDBg0yRny8+eab9O3bl5s3b+Lg4ABA/vz5mT17Nrly5aJcuXK8+uqrbN++nV69ehn9+/r6GkmHsmXLEhkZyYwZM3j55ZfZs2cPUVFRXLp0yZgSMm3aNNauXcuqVavo3bt3hvgfdY+nTZtG165d6du3LwDvvvsu3333HdOmTaN+/fpGvW7duhn3ZdiwYdSqVYugoCBjpMnAgQPp1q1bhuM/aOLEiYwePdpiHRERERERkaxo5MGf4OPjQ4MGDfD29qZt27YsXLiQq1evcvPmTc6cOUOPHj1wdHQ0fuPGjTOGl8fExFC5cmXjofJJVa1a9Ynade3aldOnT/Pdd98BEBYWRrt27XBwcGD37t1mcYeHhwNw6tQpOnToQKlSpXBycjKmE2S1SOGRI0f49ttvzfoqV64cgNkw++yeQ2xsLLVr1wbuJzsGDBhA06ZNqVmzplnywcbGhnz58pm9Xa9QoQK5cuUytosUKcKlS5fM+q9Vq1aG7bi4OONcbty4gYuLi9n5/Pjjj1lOGXjUPY6Li8PX19dsn6+vr3HMdBUrVjT+XbhwYeD/k1Tp++7cuWNxNMHw4cNJTEw0fufPn8+yroiIiIiIyMM08uBPyJUrF1u3bmXv3r1s2bKFjz76iA8++IANGzYAsHDhQl588cUMbQDs7Ows9m1lZUVaWprZvgfn6KdLf7P+uFxdXWnWrBmhoaGULFmSb775hoiICACqVatm9nWG9AfWZs2aUaJECRYuXEjRokVJTU3lhRdeyHKRwxs3btCsWTMmT56coaxIkSKPfQ7JycnGdbt3755ZO0dHR+Pf58+f5969e7i6uhr78uTJY9aXyWR6rCkiN27coEiRIsY1epCzs3OmbR51j7PrwdhNJlOW+yydj42Nzb92EU0REREREcl5Sh78SSaTCV9fX3x9fQkODqZEiRJERkZStGhRzp49S8eOHTNtV7FiRRYtWsSVK1cyfTNdqFAhjh49arYvJiYmw0Pwo1hbWwOQkpKSoaxnz5506NCB5557jtKlSxtvwe3s7DJMofj99985ceIECxcuNBZV3LNnj8VjV6lShS+//BJ3d3dy5368P7U8efJkiNnDw4PY2Fi8vLyoU6cOCxcupE2bNhQoUMAYeRAfH0+XLl0IDAw0G2mQHemjMB7c9vLyMs7lwoUL5M6d22wBR0sedY+9vLyIjIykS5cuxr7IyEjKly//WHGLiIiIiIj81TRt4U/Yv38/EyZMIDo6mvj4eFavXs3ly5fx8vJi9OjRTJw4kVmzZnHy5EliY2MJDQ1l+vTpAHTo0AE3NzdatmxJZGQkZ8+e5csvvzS+EuDv7090dDRLlizh1KlTjBw5MkMyITtcXV2xs7MzFitMTEw0ygICAnBycmLcuHGPnDOfP39+XFxc+Pjjjzl9+jQ7duzg3XfftdjmnXfe4cqVK3To0IEDBw5w5swZNm/eTLdu3TJNZjzI3d2d7du3c+HCBa5evQrc//pC+hcr+vXrR+nSpXnuuefInz8/pUqVAu6PmmjYsCHBwcGPvDYPi4yMZMqUKZw8eZI5c+bwxRdfMHDgQAAaNmxIrVq1aNmyJVu2bOHcuXPs3buXDz74gOjoaOD+4pTlypXjl19+AR59j4cMGUJYWBjz5s3j1KlTTJ8+ndWrVzN48ODHjl1EREREROSvpOTBn+Dk5MSuXbto0qQJZcuWZcSIEYSEhNC4cWN69uzJokWLCA0Nxdvbm3r16hEWFmZ8OtHa2potW7bg6upKkyZN8Pb2ZtKkScbb8oCAAIKCghg6dCjVq1fnjz/+oHPnzo8dY+7cuZk1axYLFiygaNGitGjRwiizsrKia9eupKSkPLJvKysrVqxYwcGDB3nhhRf43//+x9SpUy22KVq0KJGRkaSkpPDKK6/g7e1NYGAgzs7OWFlZ/tMLCQlh69atFC9enMqVKwPQqVMnrl69SlBQELa2tqxbt44rV65w6dIlxo4dyy+//MLFixf54IMPHtl/ZgYNGkR0dDSVK1dm3LhxTJ8+3ezzlxs3bqRu3bp069aNsmXL0r59e3766SdjWsetW7c4ceKEMb3kUfe4ZcuWzJw5k2nTplGhQgUWLFhAaGio2ec4RURERERE/glMaQ9PrJdnSo8ePbh8+TLr16/P6VCy5dy5czRq1IiSJUsydOhQfH19sba25vz58yxcuJCdO3fy7bffPnbywN3dncDAQAIDA/+awP9hrl+/Tr58+aDY+2Blm9PhiPwl0uKDcjoEERERkX+89GeDxMREnJycsqynkQfPqMTERPbs2cOyZcvo379/ToeTbe7u7hw4cIAaNWrQtWtXbG1tsba2pnz58pw9e5ZPPvnkiUYdiIiIiIiISNa0YOIzqkWLFkRFRfH222/z8ssv53Q4jyVv3ryMHj2a0aNH8/vvv3P79m3c3Nwee1FGERERERERyR49bT2jMvvk4L+Ri4vLU+nn3LlzT6UfERERERGR/yKN7xYRERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi7RgosgzLPH4MIvfchUREREREQGNPBARERERERGRR1DyQEREREREREQsUvJARERERERERCxS8kBERERERERELFLyQEREREREREQsUvJARERERERERCzSpxpFnmH5yk8GK9ucDkPkXyMtPiinQxARERHJERp5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpefAMM5lMrF27NqfDeKrOnTuHyWQiJibmT/UTERGByWTi2rVrWdYJCwvD2dn5Tx1HRERERETk30DJg2dYQkICjRs3Bp7OQ/d3331Hly5d8PDwwMXFBS8vL/r06cOxY8eeUsR/n9q1a5OQkEC+fPlyOhQREREREZEcp+TBM+jevXsAuLm5YWNj86f7S01NpX///jRu3JjChQszZ84cdu3axdy5c3F0dKROnTrMmTPnTx/naUhLSyM5OfmR9aytrXFzc8NkMv0NUYmIiIiIiPyzKXnwN1m1ahXe3t7Y2dnh4uJCw4YNuXnzJgCLFi3Cy8sLW1tbypUrx9y5c83a/vzzz3To0IECBQrg4OBAtWrV2L9/PwBdu3alZcuWZvUDAwPx8/Mztv38/OjXrx+BgYEULFiQgIAAwHzaQsmSJQGoXLkyJpMJPz8/du3aRZ48ebhw4UKG/l966SVje9iwYezfv5+4uDimTJlCQEAAFSpUoH79+kydOpXo6GhCQkJYtWqV0ebMmTO0aNGCwoUL4+joSPXq1dm2bZvZcdzd3ZkwYQLdu3cnb968PP/883z88cdmdaKioqhcuTK2trZUq1aNw4cPm5WnTz/45ptvqFq1KjY2NuzZs4e7d+8yYMAAXF1dsbW1pU6dOhw4cCBDuwenLYSFhfH8889jb29Pq1at+P3333kUS/cOYN68eZQuXRpra2s8PT1ZunSpWXuTycSCBQto2rQp9vb2eHl5sW/fPk6fPo2fnx8ODg7Url2bM2fOPDIWERERERGRJ6Xkwd8gISGBDh060L17d+Li4oiIiKB169akpaURHh5OcHAw48ePJy4ujgkTJhAUFMTixYsBuHHjBvXq1eOXX35h/fr1HDlyhKFDh5KamvpYMSxevBhra2siIyOZP39+hvKoqCgAtm3bRkJCAqtXr6Zu3bqUKlXK7IE2KSmJ8PBwunfvDsDx48cJCwtj7dq1uLm5MW/ePMqUKYO7uzsfffQRnp6e5MmTh4ULFzJkyBDS0tKM82rSpAnbt2/n8OHDNGrUiGbNmhEfH28WV0hIiJEU6Nu3L3369OHEiRNGH02bNqV8+fIcPHiQUaNGMXjw4EzP/7333mPSpEnExcVRsWJFhg4dypdffsnixYs5dOgQHh4eBAQEcOXKlUzb79+/nx49etCvXz9iYmKoX78+48aNs3jNH3Xv1qxZw8CBAxk0aBBHjx7lrbfeolu3bnz77bdm/YwdO5bOnTsTExNDuXLleOONN3jrrbcYPnw40dHRpKWl0a9fP4ux3L17l+vXr5v9REREREREsit3TgfwLEhISCA5OZnWrVtTokQJALy9vQEYOXIkISEhtG7dGrg/AuD48eMsWLCALl26sGzZMi5fvsyBAwcoUKAAAB4eHo8dQ5kyZZgyZUqW5YUKFQLAxcUFNzc3Y3+PHj0IDQ1lyJAhAGzYsIE7d+7Qrl07AMLDw+nSpQtFixZl9+7dDB48mIULF1KuXDlGjhzJmTNnSE1NpUGDBiQnJ3PixAnKlSuHj48PPj4+xnHGjh3LmjVrWL9+vdmDcJMmTejbty9wf4TDjBkz+Pbbb/H09GTZsmWkpqbyySefYGtrS4UKFfj555/p06dPhvMbM2YML7/8MgA3b95k3rx5hIWFGWs+LFy4kK1bt/LJJ58Y5/qgmTNn0qhRI4YOHQpA2bJl2bt3L5s2bcrymj7q3k2bNo2uXbsa5/fuu+/y3XffMW3aNOrXr2/U69atm3G9hw0bRq1atQgKCjJGkAwcOJBu3bplGQfAxIkTGT16tMU6IiIiIiIiWdHIg7+Bj48PDRo0wNvbm7Zt27Jw4UKuXr3KzZs3OXPmDD169MDR0dH4jRs3zhiGHhMTQ+XKlY2HzydVtWrVJ2rXtWtXTp8+zXfffQfcH7rfrl07HBwcAIiNjaV27drA/cRCx44deeONN6hSpQrz588nJSXF6KtIkSJcvXoVuP9WfvDgwXh5eeHs7IyjoyNxcXEZRh5UrFjR+LfJZMLNzY1Lly4BGKMIbG1tjTq1atXK9DyqVatm/PvMmTMkJSXh6+tr7MuTJw81atQgLi4u0/ZxcXG8+OKLZvuyOla6R927uLg4sxgAfH19M8Tw4DUoXLgw8P/Jp/R9d+7csTiaYPjw4SQmJhq/8+fPW4xdRERERETkQRp58DfIlSsXW7duZe/evWzZsoWPPvqIDz74gA0bNgD333o//GCaK1cuAOzs7Cz2bWVlZUwFSJeUlJShXvrD/uNydXWlWbNmhIaGUrJkSb755hsiIiKM8uTkZCPGe/fumR3H0dHR+PfNmzc5deoUpUuXBmDw4MFs3bqVadOm4eHhgZ2dHW3atDEWc0yXJ08es22TyfTYUzbgyc//z3jUvcuuB69B+gKOme2zdF1sbGyeyuKYIiIiIiLybNLIg7+JyWTC19eX0aNHc/jwYWP9gaJFi3L27Fk8PDzMfukLGFasWJGYmJgs5+IXKlSIhIQEs31P8rlFa2trALORAul69uzJ559/zscff0zp0qXN3pZ7eHgQGxsLQJ06dVixYgU//PADSUlJjB8/HoDLly/TvXt3WrRogaurKwCRkZF07dqVVq1a4e3tjZubG+fOnXusmL28vPj++++5c+eOsS99hIQl6QsURkZGGvuSkpI4cOAA5cuXz/JYDy50mJ1jPereeXl5mcUA969LVjGIiIiIiIjkFCUP/gb79+9nwoQJREdHEx8fz+rVq7l8+TJeXl6MHj2aiRMnMmvWLE6ePElsbCyhoaFMnz4dgA4dOuDm5kbLli2JjIzk7NmzfPnll+zbtw8Af39/oqOjWbJkCadOnWLkyJEcPXr0sWN0dXXFzs6OTZs2cfHiRRITE42ygIAAnJycGDduXIa59a1atWLRokUkJSXx2muv0bx5c8qXL4+9vT3Xrl2jaNGiNGzYkGLFipkt1FimTBlWr15NTEwMR44c4Y033njsEQVvvPEGJpOJXr16cfz4cTZu3Mi0adMe2c7BwYE+ffowZMgQNm3axPHjx+nVqxe3bt2iR48embYZMGAAmzZtYtq0aZw6dYrZs2dnWO8gKiqKcuXK8csvvwCPvndDhgwhLCyMefPmcerUKaZPn87q1auzXPRRREREREQkpyh58DdwcnJi165dNGnShLJlyzJixAhCQkJo3LgxPXv2ZNGiRYSGhuLt7U29evUICwszRh5YW1uzZcsWXF1dadKkCd7e3kyaNMmY1hAQEEBQUBBDhw6levXq/PHHH3Tu3PmxY8ydOzezZs1iwYIFFC1alBYtWhhlVlZWdO3alZSUlAx9169fHw8PD3r16kVqaioLFiwgMTGRixcv8vHHHxMdHc2VK1eYPn262doE06dPJ3/+/NSuXZtmzZoREBBAlSpVHitmR0dHNmzYQGxsLJUrV+aDDz5g8uTJ2Wo7adIkXnvtNTp16kSVKlU4ffo0mzdvJn/+/JnWr1mzJgsXLmTmzJn4+PiwZcsWRowYYVbn1q1bnDhxwpg28qh717JlS2bOnMm0adOoUKECCxYsIDQ01OwzmyIiIiIiIv8EprSHJ8yLZKJHjx5cvnyZ9evXZyi7evUqTZo0AeCDDz7A398fe3t7Ll26RHh4OEuWLGHPnj05su6AZO769evky5cPir0PVraPbiAiAKTFB+V0CCIiIiJPVfqzQWJiIk5OTlnW04KJYlFiYiKxsbEsW7Ys08QBQP78+dm5cydz5sxh0KBBnDx5Emtra0wmEwEBAXzyySdKHIiIiIiIiPyLaeSBWOTn50dUVBRvvfUWM2bMyFabxMRErl+/jqurq1b4/4fSyAORJ6ORByIiIvJfo5EH8lQ8+FnG7MqXL9/9B1MRERERERH5T9CCiSIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikRZMFHmGJR4fZnFFVREREREREdDIAxERERERERF5BCUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEotw5HYCI5Jx85SeDlW1OhyEiTyAtPiinQxAREZFniEYeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh7I/7F33/E53f//xx9XkCHDiIgtyJAQsVuNEaMfonbLR+ojYraKUrNKYs/iYwdBQmtUa1Rr12qbWkFIJYiQBk2NIhpaRPL7w8/5uiq50JX243m/3a7bLee81+uciz/O63q/30dERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUP/keEhITQpk2b3A7jbykgIIABAwbkdhgiIiIiIiL/WEoe/A3pYRfi4+Pp3bs33t7eODs74+HhQZcuXdi3b98z97Vu3TrGjRv3J0QpIiIiIiLyfFDyQP52Jk+ezAsvvEBmZibTpk1j7969REZGUr58eVq1asXw4cOfqb/ChQvj6Oj4J0UrIiIiIiLyv0/Jg7+ZkJAQ9u7dy6xZszCZTJhMJpKSkujevTvlypXDzs4OLy8vZs2aZbGfO3fu8Pbbb1O0aFFsbW2pW7cuhw4dMsqvX79Op06dcHFxwc7ODg8PDyIjIy32eeLECVq0aIGTkxOOjo7Uq1ePpKQkI+42bdowbdo0ihcvjrOzM3369OHevXtG+w8++ICaNWvi6OhIsWLFeP3117l8+bLZGPPmzWPx4sUcPnyYhQsX8sorr1C5cmXq1q3LqFGjiI+PZ9u2bUyfPt2sXXR0NAEBAeTPn59ChQrRtGlTrl+/Djw+k2P+/Pl4eHhga2uLq6srr732mlGWmZnJ1KlTcXd3x8bGhjJlyjBhwgSjPC4ujkaNGmFnZ4ezszO9evUiPT3d4n377LPPqFWrFra2thQpUoS2bduafQ/BwcEUKlSI/PnzExgYSGJiolEeFRVFwYIF+fzzz/Hy8iJ//vy89tpr3L59m2XLluHm5kahQoV4++23uX//vsU4REREREREfislD/5mZs2aRZ06dejZsyepqamkpqZSqlQpSpUqxccff0x8fDxhYWG89957rFmzJsd+hg4dytq1a1m2bBlHjhzB3d2dpk2bcu3aNQBCQ0OJj49ny5YtJCQkEB4eTpEiRXLs7+LFi9SvXx8bGxt27drF4cOH6datGxkZGUad3bt3k5SUxO7du1m2bBlRUVFERUUZ5ffu3WPcuHEcO3aMDRs2kJycTEhIiFF+9epVwsLCWL9+PZ6enqxfv57KlStTokQJRo4cycsvv8zJkydZtWoVEyZM4KeffgIgNjaWxo0b4+Pjw759+/j6669p2bJltg/TMTExvP3224wdO5ZTp06xdetW6tevb5QPHz6cyZMnG/dn5cqVuLq6AnDr1i2aNm1KoUKFOHToEB9//DFffPEFffv2zfG+bdq0ibZt29K8eXOOHj3Kzp07qV27tlEeEhJCTEwMGzduZN++fWRlZdG8eXOzpMvt27eZPXs2q1evZuvWrezZs4e2bduyefNmNm/ezAcffMDChQv55JNPcozjzp073Lx50+wjIiIiIiLytExZWVlZuR2EmAsICKBq1arMnDkzxzp9+/blhx9+MB4YQ0JCuHHjBhs2bODWrVsUKlSIqKgoXn/9deDBg7ubmxsDBgxgyJAhtGrViiJFirB06dKnium9995j9erVnDp1inz58j1WHhISwp49e0hKSiJPnjwAdOjQASsrK1avXp1tnzExMdSqVYuffvoJBwcHIiIi2LZtG5988glJSUlUqlSJ6dOn4+/vz9y5c4mKiuKLL74gICCAevXqMWLECJo1a8brr79OSkoKX3/99RPv57p16+jatSsXLlx4bCnDTz/9hIuLC3PnzqVHjx6P9RMREcGwYcM4f/489vb2AGzevJmWLVvy/fffG0mGR7300kuUL1+eDz/88LGyxMREPD09iY6O5qWXXgLgxx9/pHTp0ixbtoz27dsTFRVF165dOXPmDBUqVADgzTff5IMPPuDSpUs4ODgA0KxZM9zc3FiwYEG292D06NGMGTPm8YKS74GVbbZtROTvLSslNLdDEBERkf8BN2/epECBAqSlpeHk5JRjPc08+IeYN28eNWrUwMXFBQcHBxYtWkRKSkq2dZOSkrh37x7+/v7GuXz58lG7dm0SEhIA6N27N6tXr6Zq1aoMHTqUb775xqgbGBiIg4MDDg4OVKpUCXjw6369evWyTRw8VKlSJSNxAFC8eHGzZQmHDx+mZcuWlClTBkdHRxo0aABgXEdcXJzxEL1t2zbq169Pnz59qFq1KvPnz8fGxsas74fLEh7OPHgaL7/8MmXLlqV8+fJ07tyZFStWcPv2bQASEhK4c+dOjn0lJCTg5+dnJA4A/P39yczM5NSpU9m2sRRbQkICefPm5YUXXjDOOTs74+XlZXxPAPnz5zcSBwCurq64ubkZiYOH5369BORRw4cPJy0tzficP38+x7oiIiIiIiK/puTBP8Dq1asZPHgw3bt3Z/v27cTGxtK1a1fu3r37m/sMDAzku+++45133uH777+ncePGDB48GIDFixcTGxtLbGwsmzdvBsDOzu6Jff46sWAymcjMzAT+b8q/k5MTK1as4NChQ6xfvx7AuI6MjAxjnLt375o9pFtbW2NtbQ082JcgNjYWd3f3p47tIUdHR44cOcKqVasoXrw4YWFh+Pn5cePGjWfq52n9EX1md18t3evs2NjY4OTkZPYRERERERF5Wkoe/A1ZW1ubrdd/OK39rbfeolq1ari7uxsbFWanQoUKWFtbEx0dbZy7d+8ehw4dwsfHxzjn4uJCly5d+PDDD5k5cyaLFi0CoGTJkri7u+Pu7k7ZsmUBqFKlCl999ZXZWvxncfLkSX788UcmT55MvXr1qFix4mO/lLu7uxMXFwdA3bp12b59O/v37+f+/fvMnTuXGzducPPmTQYNGkTJkiWpVauWEdvOnTufOpa8efPSpEkTpk6dyvHjx0lOTmbXrl14eHhgZ2eXY1/e3t4cO3aMW7duGeeio6OxsrLCy8sr2zaWYvP29iYjI4MDBw4Y53788UdOnTpl9j2JiIiIiIjkNiUP/obc3Nw4cOAAycnJXL16FQ8PD2JiYti2bRunT58mNDTU7M0Jv2Zvb0/v3r0ZMmQIW7duJT4+np49e3L79m26d+8OQFhYGJ9++ilnzpzhxIkTfP7553h7e+fYZ9++fbl58yYdO3YkJiaGxMREPvjggxyn6/9amTJlsLa2Zs6cOZw9e5aNGzcybtw4szqtWrXi448/5tq1a9SsWZN3332XevXqYWNjw/bt26lRowYdO3bk+vXrxqwFeDAl/9ChQ7z11lscP36ckydPEh4eztWrVx+L4/PPP2f27NnExsby3XffsXz5cjIzM/Hy8sLW1pZhw4YxdOhQli9fTlJSEvv372fJkiUAdOrUCVtbW7p06cK3337L7t276devH507dzb2Oxg+fDjBwcHGeKNGjWLVqlWMGjWKhIQE4uLimDJlCgAeHh60bt2anj178vXXX3Ps2DH+85//ULJkSVq3bv1U91VEREREROSvoOTB39DgwYPJkycPPj4+uLi40LRpU9q1a8e///1vXnjhBX788Ufeeusti31MnjyZV199lc6dO1O9enXOnDnDtm3bKFSoEPBgdsPw4cOpUqUK9evXJ0+ePDlubAgP1uLv2rWL9PR0GjRoQI0aNYiIiLC4B8KjXFxciIqK4uOPP8bHx4fJkyczbdo0szru7u60b9+eoKAgbt++TWhoKDdv3uT7779n48aNbN68mRs3bhivL3zI09OT7du3c+zYMWrXrk2dOnX49NNPyZs372NxFCxYkHXr1tGoUSO8vb1ZsGABq1atMvZ2CA0NZdCgQYSFheHt7c2///1vY4ZE/vz52bZtG9euXaNWrVq89tprNG7cmLlz5xr9p6ammu1FERAQwMcff8zGjRupWrUqjRo14uDBg0Z5ZGQkNWrUoEWLFtSpU4esrCw2b9781PdVRERERETkr6C3Lcjfyt27d2nfvj2JiYmEhYURGBhIgQIFuHHjBuvWrWPGjBls3bqVUqVK5Xao/2gPd1TV2xZE/rn0tgURERH5Izzt2xYe/2lWJBdZW1uzYcMGli1bxpQpUwgKCsLa2prMzEzq1avH7NmzlTgQERERERH5iyl5IH87JpOJkJAQQkJCSE9P59q1a7i4uPwpb0MQERERERGRJ1PyQP7WHBwccHBwyO0wREREREREnmvaMFFERERERERELFLyQEREREREREQsUvJARERERERERCxS8kBERERERERELNKGiSLPsbT4YRbf5SoiIiIiIgKaeSAiIiIiIiIiT6DkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFikVzWKPMcK+EwBK9vcDkNEfoeslNDcDkFERESeA5p5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpefAPEBAQwIABA3I7jFxjMpnYsGHDXz5WcnIyJpOJ2NjYv2RsERERERGRvyslD/4B1q1bx7hx43I7jKcWFRVFwYIFcyxPT09n+vTp1K1bl2LFilGyZEkaNWrEwoULycjI+OsCFRERERERkaeSN7cDkCcrXLhwbofw1O7du2ex/PDhw7Rt25ayZcvSs2dPvL29yZcvH8ePH2fBggUsWLCAbdu2UbRo0b8oYhEREREREXkSzTz4B3h02cKdO3cYNmwYpUuXxsbGBnd3d5YsWQLA9evX6dSpEy4uLtjZ2eHh4UFkZKTFvk+cOEGLFi1wcnLC0dGRevXqkZSUZJQvXrwYb29vbG1tqVixIvPnzzfKHk7r/+ijj2jQoAG2trasWLGCrl27kpaWhslkwmQyMXr0aAC+++47mjdvTmhoKF999RVdunShdu3aVKtWjS5duvDNN9/QsmVLAgMDH0tCXL16lbZt25I/f348PDzYuHGjWfnmzZvx9PTEzs6Ohg0bEhUVhclk4saNGzlee2JiIvXr18fW1hYfHx927NiRbb2zZ8/SsGFD8ufPj5+fH/v27TPKvvvuO1q2bEmhQoWwt7enUqVKbN68OccxU1NTeeWVV7Czs6NcuXKsXLkSNzc3Zs6cadRJSUmhdevWODg44OTkRIcOHbh06RIAp0+fxmQycfLkSbN+//vf/1KhQoUcxxUREREREfk9NPPgHyY4OJh9+/Yxe/Zs/Pz8OHfuHFevXgUgNDSU+Ph4tmzZQpEiRThz5gw///xzjn1dvHiR+vXrExAQwK5du3ByciI6OtpYOrBixQrCwsKYO3cu1apV4+jRo/Ts2RN7e3u6dOli9PPuu+8yffp0qlWrhpWVFTNnziQsLIxTp04B4ODgYNTr2rUrPXv25MKFC7z55pscPHiQatWqUbduXS5evMiCBQvYs2cPH374IV27djXGGDNmDFOnTuX9999nzpw5dOrUie+++47ChQtz/vx52rVrR58+fejVqxcxMTEMGjTI4n3MzMykXbt2uLq6cuDAAdLS0nLcV2LEiBFMmzYNDw8PRowYQVBQEGfOnCFv3rz06dOHu3fv8uWXX2Jvb098fLxxvTl9f1evXmXPnj3ky5ePgQMHcvnyZbO4HiYO9u7dS0ZGBn369OHf//43e/bswdPTk5o1a7JixQqzpSwrVqzg9ddfz3HcO3fucOfOHeP45s2bFu+PiIiIiIjIo5Q8+Ac5ffo0a9asYceOHTRp0gSA8uXLG+UpKSlUq1aNmjVrAuDm5maxv3nz5lGgQAFWr15Nvnz5APD09DTKR40axfTp02nXrh0A5cqVIz4+noULF5olDwYMGGDUAShQoAAmk4lixYoZ59LT09m0aRPnzp0DoEuXLjg4OLB161YSEhJ48803efXVV42ybdu2mSUPQkJCCAoKAmDixInMnj2bgwcP0qxZM8LDw6lQoQLTp08HwMvLi7i4OKZMmZLjtX/xxRecPHmSbdu2UaJECaPfwMDAx+oOHjyYV155BXiQxKhUqRJnzpyhYsWKpKSk8Oqrr+Lr6wuYfx+/dvLkSb744gsOHTpkfEeLFy/Gw8PDqLNz507i4uI4d+4cpUuXBmD58uVUqlSJQ4cOUatWLTp16sTcuXON5MHp06c5fPgwH374YY5jT5o0iTFjxuRYLiIiIiIiYomWLfyDxMbGkidPHho0aJBtee/evVm9ejVVq1Zl6NChfPPNN0ZZYGAgDg4OODg4UKlSJaO/evXqGYmDR926dYukpCS6d+9utHNwcGD8+PFmyxoA40HYktOnT+Pm5oazszO3bt1i165dhIeHU716dTp16kTHjh2NusWLF+f69etm7atUqWL8bW9vj5OTk/GLfUJCAi+88IJZ/Tp16liMJyEhgdKlSxuJA0ttHh27ePHiAMbYb7/9NuPHj8ff359Ro0Zx/PjxHMc8deoUefPmpXr16sY5d3d3ChUq9FhcDxMHAD4+PhQsWJCEhAQAOnbsSHJyMvv37wcezDqoXr06FStWzHHs4cOHk5aWZnzOnz+fY10REREREZFfU/LgH8TOzs5ieWBgIN999x3vvPMO33//PY0bN2bw4MHAg1+4Y2NjiY2NNdbkW+ovPT0dgIiICKNdbGws3377rfHQ+pC9vf0TY8/IyDDGe7ifwaPtHp3qf+TIEdzd3c3a/zrBYTKZyMzMfOK4f4RHxzaZTADG2D169ODs2bN07tyZuLg4atasyZw5c/7UeIoVK0ajRo1YuXIlACtXrqRTp04W29jY2ODk5GT2EREREREReVpKHvyD+Pr6kpmZyd69e3Os4+LiQpcuXfjwww+ZOXMmixYtAqBkyZK4u7vj7u5O2bJlgQe/qH/11VfZviHB1dWVEiVKcPbsWaPdw0+5cuUsxmltbc39+/fNzpUvX57Tp09z7949ChYsSKVKlZgwYQL37t3j5MmTrF69mszMTDZt2sS8efPo27fvU98Xb29vDh48aHbu1wmO7NqcP3+e1NTUp26Tk9KlS/Pmm2+ybt06Bg0aRERERLb1vLy8yMjI4OjRo8a5M2fOmM2yeBjXozMD4uPjuXHjBj4+Psa5Tp068dFHH7Fv3z7Onj1rNnNDRERERETkj6bkwT+Im5sbXbp0oVu3bmzYsIFz586xZ88e1qxZA0BYWBiffvopZ86c4cSJE3z++ed4e3vn2F/fvn25efMmHTt2JCYmhsTERD744ANjo8MxY8YwadIkZs+ezenTp4mLiyMyMpIZM2Y8Mc709HR27tzJ1atXuX37NkWKFKFKlSrGuvzIyEhWrVqFnZ0dTZo0oVWrVnz44YeEhYWxZs0ai3H/2ptvvkliYiJDhgzh1KlTrFy5kqioKLM6Fy9epGLFikaSoUmTJnh6etKlSxeOHTvGV199xYgRI556zIcGDBjAtm3bOHfuHEeOHGH37t1msVesWJH169cbfzdp0oRevXpx8OBBjh49Sq9evbCzszNmNDRp0gRfX186derEkSNHOHjwIMHBwTRo0MBseUi7du346aef6N27Nw0bNjRbfiEiIiIiIvJHU/LgHyY8PJzXXnuNt956i4oVK9KzZ09u3boFPPjFf/jw4VSpUoX69euTJ08eVq9enWNfzs7O7Nq1i/T0dBo0aECNGjWIiIgwpun36NGDxYsXExkZia+vLw0aNCAqKuqJMw9eeukl3nzzTf7973/j4uLC1KlTgQeb9g0ePJgjR45Qq1YtUlJSSElJITk5menTp3Pt2jUOHz5MvXr1numelClThrVr17Jhwwb8/PxYsGABEydONKtz7949Tp06xe3btwGwsrJi/fr1/Pzzz9SuXZsePXowYcKEZxoX4P79+/Tp0wdvb2+aNWuGp6en2essT506RVpamnG8fPlyXF1dqV+/Pm3btqVnz544Ojpia2sLPFgW8emnn1KoUCHq169PkyZNKF++PB999JHZuI6OjrRs2ZJjx449ccmCiIiIiIjI72XKysrKyu0g5PmxbNky+vfvz9tvv01wcDAVKlTg/v37HDx4kEmTJtGoUSPeeeed3z3Onj17aNiwIdevX6dgwYK/P/A/yYULFyhdujRffPEFjRs3/svGvXnzJgUKFICS74GV7V82roj88bJSQnM7BBEREfkHe/hskJaWZnFvNL2qUf5SXbp0oVq1aowdOxY/Pz/u3r1LZmYmZcuW5Y033qBPnz65HeKf6uFMD19fX1JTUxk6dChubm7Ur18/t0MTERERERHJkZIH8perUqUKn3zyCRkZGVy6dAkbGxuKFCmS22H9Je7du8d7773H2bNncXR05KWXXmLFihXZvi5TRERERETk70LLFkSeQ1q2IPK/Q8sWRERE5Pd42mUL2jBRRERERERERCxS8kBERERERERELFLyQEREREREREQsUvJARERERERERCzS2xZEnmNp8cMsbooiIiIiIiICmnkgIiIiIiIiIk+g5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpFc1ijzHCvhMASvb3A5DRP5kWSmhuR2CiIiI/MNp5oGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IE8FZPJxIYNG3I7jL9McnIyJpOJ2NhYAPbs2YPJZOLGjRsAREVFUbBgwVyLT0RERERE5K+k5IE8ldTUVAIDA4HHH6x/i/3799OlSxfc3d1xdnbG29ub3r17c+LEiT8o4t+ndOnSpKamUrly5dwORUREREREJNcpeSAW3b17F4BixYphY2Pzu/vLzMykX79+BAYG4urqyrx58/jyyy+ZP38+Dg4O1K1bl3nz5v3ucX6vPHnyUKxYMfLmzZvboZi5d+9ebocgIiIiIiLPISUP/oY++eQTfH19sbOzw9nZmSZNmnDr1i0AFi9ejLe3N7a2tlSsWJH58+ebtb1w4QJBQUEULlwYe3t7atasyYEDBwAICQmhTZs2ZvUHDBhAQECAcRwQEEDfvn0ZMGAARYoUoWnTpoD5soVy5coBUK1aNUwmEwEBAXz55Zfky5ePH3744bH+69WrZxwPGzaMAwcOkJCQwNSpU2natCmVKlWiYcOGvP/++8TExDB9+nQ++eQTo83o0aOpWrUqS5cupUyZMjg4OPDWW29x//59pk6dSrFixShatCgTJkwwGzslJYXWrVvj4OCAk5MTHTp04NKlS0a5m5sbJpPpsQ88++yKpKQkWrdujaurKw4ODtSqVYsvvvjiie3Cw8OpUKEC1tbWeHl58cEHH5iVm0wmwsPDadWqFfb29sY1jh8/nqJFi+Lo6EiPHj149913qVq1ao7j3Llzh5s3b5p9REREREREnpaSB38zqampBAUF0a1bNxISEtizZw/t2rUjKyuLFStWEBYWxoQJE0hISGDixImEhoaybNkyANLT02nQoAEXL15k48aNHDt2jKFDh5KZmflMMSxbtgxra2uio6NZsGDBY+UHDx4E4IsvviA1NZV169ZRv359ypcvb/bwe+/ePVasWEG3bt0AiI+PJyoqig0bNlCsWDHCw8Px8PDAzc2NOXPm4OXlRb58+YiIiGDIkCFkZWUZfSUlJbFlyxa2bt3KqlWrWLJkCa+88goXLlxg7969TJkyhZEjRxqJkszMTFq3bs21a9fYu3cvO3bs4OzZs/z73/82+jx06BCpqamkpqZy4cIFXnzxRbNEx7NIT0+nefPm7Ny5k6NHj9KsWTNatmxJSkpKjm3Wr19P//79GTRoEN9++y1vvPEGXbt2Zffu3Wb1Ro8eTdu2bYmLi6Nbt26sWLGCCRMmMGXKFA4fPkyZMmUIDw+3GN+kSZMoUKCA8SlduvRvuk4REREREXk+/b3mZAupqalkZGTQrl07ypYtC4Cvry8Ao0aNYvr06bRr1w54MAMgPj6ehQsX0qVLF1auXMmVK1c4dOgQhQsXBsDd3f2ZY/Dw8GDq1Kk5lru4uADg7OxMsWLFjPPdu3cnMjKSIUOGAPDZZ5/xyy+/0KFDBwBWrFhBly5dKFGiBF999RWDBw8mIiKCihUrMmrUKJKSksjMzKRx48ZkZGRw6tQpKlasCDxIBixduhRHR0d8fHxo2LAhp06dYvPmzVhZWeHl5cWUKVPYvXs3L7zwAjt37iQuLo5z584ZD8rLly+nUqVKHDp0iFq1ahnXAdC/f39SU1M5dOjQM98vAD8/P/z8/IzjcePGsX79ejZu3Ejfvn2zbTNt2jRCQkJ46623ABg4cCD79+9n2rRpNGzY0Kj3+uuv07VrV+N4zpw5dO/e3TgXFhbG9u3bSU9PzzG+4cOHM3DgQOP45s2bSiCIiIiIiMhT08yDvxk/Pz8aN26Mr68v7du3JyIiguvXr3Pr1i2SkpLo3r07Dg4Oxmf8+PEkJSUBEBsbS7Vq1YzEwW9Vo0aN39QuJCSEM2fOsH//fuDBGwk6dOiAvb09AHFxcbz00kvAg8RCp06deP3116levToLFizg/v37Rl/Fixfn+vXrxrGbmxuOjo7GsaurKz4+PlhZWZmdu3z5MgAJCQmULl3a7AHZx8eHggULkpCQYBb3okWLWLJkCRs3bjRLKDyL9PR0Bg8ejLe3NwULFsTBwYGEhASLMw8SEhLw9/c3O+fv7/9YfDVr1jQ7PnXqFLVr1zY79+vjX7OxscHJycnsIyIiIiIi8rQ08+BvJk+ePOzYsYNvvvmG7du3M2fOHEaMGMFnn30GQEREBC+88MJjbQDs7Ows9m1lZWW2FACy34Dv4cP+sypatCgtW7YkMjKScuXKsWXLFvbs2WOUZ2RkGDHevXvXbBwHBwfj71u3bpGYmEiFChWMc/ny5TMby2QyZXvuWZdo7N69m379+rFq1SqqVKnyTG0fNXjwYHbs2MG0adNwd3fHzs6O1157zdhw8vf4rd+HiIiIiIjIH0UzD/6GTCYT/v7+jBkzhqNHjxr7D5QoUYKzZ8/i7u5u9nm4gWGVKlWIjY3l2rVr2fbr4uJCamqq2bnf8rpFa2trALOZAg/16NGDjz76iEWLFlGhQgWzX9bd3d2Ji4sDoG7duqxevZqTJ09y7949YyPAK1eu0K1bN1q3bk3RokWfObaHvL29OX/+POfPnzfOxcfHc+PGDXx8fAA4c+YMr732Gu+9956xFOS3io6OJiQkhLZt2+Lr60uxYsVITk5+YozR0dGP9fMwvpx4eXk9trzity63EBEREREReRpKHvzNHDhwgIkTJxITE0NKSgrr1q3jypUreHt7M2bMGCZNmsTs2bM5ffo0cXFxREZGMmPGDACCgoIoVqwYbdq0ITo6mrNnz7J27Vr27dsHQKNGjYiJiWH58uUkJiYyatQovv3222eOsWjRotjZ2bF161YuXbpEWlqaUda0aVOcnJwYP3682Tp9gLZt27J48WLu3bvHq6++SqtWrfDx8SF//vzcuHGDEiVK0KRJE0qWLJntRo3PokmTJvj6+tKpUyeOHDnCwYMHCQ4OpkGDBtSsWZOff/6Zli1bUq1aNXr16sUPP/xgfH4LDw8P1q1bR2xsLMeOHeP1119/bBbE8OHDCQ4ONo6HDBlCVFQU4eHhJCYmMmPGDNatW8fgwYMtjtWvXz+WLFnCsmXLSExMZPz48Rw/ftx4U4SIiIiIiMgfTcmDvxknJye+/PJLmjdvjqenJyNHjmT69OkEBgbSo0cPFi9eTGRkJL6+vjRo0ICoqChj5oG1tTXbt2+naNGiNG/eHF9fXyZPnmwsa2jatCmhoaEMHTqUWrVq8dNPP5k9zD6tvHnzMnv2bBYuXEiJEiVo3bq1UWZlZUVISAj3799/rO+GDRvi7u5Oz549yczMZOHChaSlpXHp0iUWLVpETEwM165dY8aMGdja2v6Ou/hg9sann35KoUKFqF+/Pk2aNKF8+fJ89NFHAFy6dImTJ0+yc+dOSpQoQfHixY3PbzFjxgwKFSrESy+9RMuWLWnatCnVq1c3q5Oammq2B0KbNm2YNWsW06ZNo1KlSixcuJDIyEizV2dmp1OnTgwfPpzBgwdTvXp1zp07R0hIyO++ZyIiIiIiIjkxZf16EbzI79S9e3euXLnCxo0bHyu7fv06zZs3B2DEiBE0atSI/Pnzc/nyZVasWMHy5cv5+uuvtc7/Gb388ssUK1bM7FWZlty8eZMCBQpAyffASkkHkf91WSmhuR2CiIiI/E09fDZIS0uzuLG6NkyUP0xaWhpxcXGsXLky28QBQKFChdi7dy/z5s1j0KBBnD59Gmtra0wmE02bNmXJkiVKHDzB7du3WbBgAU2bNiVPnjysWrWKL774gh07duR2aCIiIiIi8j9KMw/kDxMQEMDBgwd54403+O9///tUbdLS0rh58yZFixbFxsbmT47wf8PD/RqOHj3KL7/8gpeXFyNHjnymTR8180Dk+aKZByIiIpITzTyQv9yjr2V8WgUKFHjwECtPzc7Oji+++CK3wxARERERkeeINkwUEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYu0YaLIcywtfpjFHVVFRERERERAMw9ERERERERE5AmUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGL9KpGkedYAZ8pYGWb22GIyP+QrJTQ3A5BRERE/gSaeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgTy0gIIABAwbkdhhPlJycjMlkIjY29qnb/FOuTUREREREJDcoeSBPbd26dYwbN85inSc9uGdmZvLRRx/RsmVLypQpg4uLCzVr1mT06NH8+OOPf0LUIiIiIiIi8nvlze0A5J+jcOHCFsvv3r1rsfzq1au89tprnD9/nj59+jBkyBAKFy7M2bNnWblyJT4+Pqxfv56XXnrpjwxbREREREREfifNPHjOBAQE0LdvX/r27UuBAgUoUqQIoaGhZGVlATB//nw8PDywtbXF1dWV1157zazto1P73dzcGDduHMHBwTg5OdGrVy/KlSsHQLVq1TCZTAQEBACQkZFBq1atqFChAidPnmTgwIHUr1+fypUr06pVK1avXs3SpUtp27YtZ8+eNcbYunUrdevWpWDBgjg7O9OiRQuSkpLMrungwYNUq1YNW1tbatasydGjRx+77r1791K7dm1sbGwoXrw47777LhkZGWZ1MjIycrwvAHfu3GHw4MGULFkSe3t7XnjhBfbs2WPxft+4cYM33ngDV1dXbG1tqVy5Mp9//rlRvnbtWipVqoSNjQ1ubm5Mnz7drL2bmxvjx48nODgYBwcHypYty8aNG7ly5QqtW7fGwcGBKlWqEBMTYzEOERERERGR30PJg+fQsmXLyJs3LwcPHmTWrFnMmDGDxYsXExMTw9tvv83YsWM5deoUW7dupX79+hb7mjZtGn5+fhw9epTQ0FAOHjwIwBdffEFqairr1q0DYMmSJZhMJhYtWkRmZib9+vWjZMmSVK1alaVLl1KpUiVeeeUVevXqxZgxY4z+b926xcCBA4mJiWHnzp1YWVnRtm1bMjMzAUhPT6dFixb4+Phw+PBhRo8ezeDBg81ivHjxIs2bN6dWrVocO3aM8PBwlixZwvjx45/qvjzUt29f9u3bx+rVqzl+/Djt27enWbNmJCYmZntvMjMzCQwMJDo6mg8//JD4+HgmT55Mnjx5ADh8+DAdOnSgY8eOxMXFMXr0aEJDQ4mKijLr57///S/+/v4cPXqUV155hc6dOxMcHMx//vMfjhw5QoUKFQgODjZLdPzanTt3uHnzptlHRERERETkaZmyLD1xyP+cgIAALl++zIkTJzCZTAC8++67bNy4kfHjx9O1a1cuXLiAo6Njtm2rVq3KzJkzgQe/ilerVo3169cbdZKTkylXrhxHjx6latWqxnl/f3+GDx9OixYtGDduHB9++CELFy4kKyuLt956i59//pnk5GSSkpLw9/fnhx9+yDb+q1ev4uLiQlxcHJUrV2bRokW89957XLhwAVtbWwAWLFhA7969jRhGjBjB2rVrSUhIMK55/vz5DBs2jLS0NKysrCzel/j4eFJSUihfvjwpKSmUKFHCiKdJkybUrl2biRMnPhbr9u3bCQwMJCEhAU9Pz8fKO3XqxJUrV9i+fbtxbujQoWzatIkTJ04Y97hevXp88MEHAPzwww8UL16c0NBQxo4dC8D+/fupU6cOqampFCtWLNv7Nnr0aLOkjKHke2Blm20bEZHfIislNLdDEBERkWdw8+ZNChQoQFpaGk5OTjnW08yD59CLL75oPCAD1KlTh8TERBo3bkzZsmUpX748nTt3ZsWKFdy+fdtiXzVr1nyqMePi4oy9DD777DNGjRpFQEAADRs2ZOTIkUa94sWLc/36deM4MTGRoKAgypcvj5OTE25ubgCkpKQAkJCQQJUqVYzEwcPreVRCQgJ16tQxu2Z/f3/S09O5cOHCE+/L/fv3iYuL4/79+3h6euLg4GB89u7d+9gyiodiY2MpVapUtomDh3H5+/ubnfP39zfGfKhKlSrG366urgD4+vo+du7y5cvZjgMwfPhw0tLSjM/58+dzrCsiIiIiIvJr2jBRDA4ODhw5coQ9e/awfft2wsLCGD16NIcOHaJgwYLZtrG3t3+qvjMyMrCzswMebKz4aDsHBwfj7yNHjuDu7m4ct2zZkrJlyxIREUGJEiXIzMykcuXKT9yc8Y+Wnp5Onjx5OHz4sLHs4KFH43/Uw+v9vfLly2f8/TC5kd25h0s5smNjY4ONjc0fEo+IiIiIiDx/NPPgOXTgwAGz4/379+Ph4UGePHnImzcvTZo0YerUqRw/fpzk5GR27dr11H1bW1sDmP1yDuDu7k5cXBwAdevWZdasWVy/fp3r168za9YsAE6cOEHv3r0ZMmQIAD/++COnTp1i5MiRNG7cGG9vb7NZCQDe3t4cP36cX375xex6fl1n3759ZnsCREdH4+joSKlSpZ7qvlSrVo379+9z+fJl3N3dzT45LRWoUqUKFy5c4PTp09mWe3t7Ex0dbXYuOjoaT0/PxxIUIiIiIiIiuUnJg+dQSkoKAwcO5NSpU6xatYo5c+bQv39/Pv/8c2bPnk1sbCzfffcdy5cvJzMzEy8vr6fuu2jRotjZ2bF161YuXbpEWloaAG3btmXevHnAg/X3d+/exdnZmVKlSvHCCy/w3Xff0axZM/r160dISAgAhQoVwtnZmUWLFnHmzBl27drFwIEDzcZ7/fXXMZlM9OzZk/j4eDZv3sy0adPM6rz11lucP3+efv36cfLkST799FNGjRrFwIEDsbL6v/8COd0XAE9PTzp16kRwcDDr1q3j3LlzHDx4kEmTJrFp0ybgwcaMFStWNDaNbNCgAfXr1+fVV19lx44dnDt3ji1btrB161YABg0axM6dOxk3bhynT59m2bJlzJ0797ENH0VERERERHKbkgfPoeDgYH7++Wdq165Nnz596N+/P7169aJgwYKsW7eORo0a4e3tzYIFC1i1ahWVKlV66r7z5s3L7NmzWbhwISVKlKB169YADBgwgJ07d7J48WKKFCnC119/zaVLl7hy5Qrjxo3jhx9+4Pz58/Tq1cvoy8rKitWrV3P48GEqV67MO++8w/vvv282noODA5999hlxcXFUq1aNESNGMGXKFLM6JUuWZPPmzRw8eBA/Pz/efPNNunfvbrbXgqX78lBkZCTBwcEMGjQILy8v2rRpw6FDhyhTpgwA9+7d49SpU2b7RKxdu5ZatWoRFBSEj48PQ4cONWZlVK9enTVr1rB69WoqV65MWFgYY8eONZInIiIiIiIifxd628Jz5tdvTPgrPXzVYKNGjXj77bepXr06efPmJTExkTlz5vDDDz+wZs2avzyu59HDHVX1tgUR+aPpbQsiIiL/LHrbgvztVKtWjdjYWJydnWnZsiU2Njbky5ePF198kYyMDGbPnp3bIYqIiIiIiEg29LYF+UsVLVqUWbNmMXPmTK5cuUJGRgbFihUz23tARERERERE/l6UPHjO7NmzJ7dDAB68XrBo0aK5HYaIiIiIiIg8Bf3cKyIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWacNEkedYWvwwi+9yFRERERERAc08EBEREREREZEnUPJARERERERERCxS8kBERERERERELFLyQEREREREREQsUvJARERERERERCxS8kBERERERERELNKrGkWeYwV8poCVbW6HISLyj5CVEprbIYiIiOQazTwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8kD9UQEAAAwYMyO0wDMnJyZhMJmJjY3M7FBERERERkX+svLkdgPxvWbduHfny5bNYJzk5mXLlynH06FGqVq36WHlmZiYff/wxH374IceOHePnn3+mbNmytGjRgn79+uHs7PzU8ZQuXZrU1FSKFCnyrJciIiIiIiIi/5+SB/KHKly4sMXyu3fvWiy/evUqr732GufPn6dPnz4MGTKEwoULc/bsWVauXImPjw/r16/npZdeeqp48uTJQ7FixZ46fhEREREREXmcli3IYwICAujbty99+/alQIECFClShNDQULKysgCYP38+Hh4e2Nra4urqymuvvWbW9tFlC25ubowbN47g4GCcnJzo1asX5cqVA6BatWqYTCYCAgIAyMjIoFWrVlSoUIGTJ08ycOBA6tevT+XKlWnVqhWrV69m6dKltG3blrNnzxpjZGZmMnXqVNzd3bGxsaFMmTJMmDABeHzZwvXr1+nUqRMuLi7Y2dnh4eFBZGSk0deFCxcICgqicOHC2NvbU7NmTQ4cOGCUh4eHU6FCBaytrfHy8uKDDz6weC/v3LnDsGHDKF26NDY2Nri7u7NkyRKjfO/evdSuXRsbGxuKFy/Ou+++S0ZGhtn97NevHwMGDKBQoUK4uroSERHBrVu36Nq1K46Ojri7u7Nly5an+WpFRERERER+EyUPJFvLli0jb968HDx4kFmzZjFjxgwWL15MTEwMb7/9NmPHjuXUqVNs3bqV+vXrW+xr2rRp+Pn5cfToUUJDQzl48CAAX3zxBampqaxbtw6AJUuWYDKZWLRoEZmZmfTr14+SJUtStWpVli5dSqVKlXjllVfo1asXY8aMMfofPnw4kydPJjQ0lPj4eFauXImrq2u2sTyss2XLFhISEggPDzeWNKSnp9OgQQMuXrzIxo0bOXbsGEOHDiUzMxOA9evX079/fwYNGsS3337LG2+8QdeuXdm9e3eO1x4cHMyqVauYPXs2CQkJLFy4EAcHBwAuXrxI8+bNqVWrFseOHSM8PJwlS5Ywfvz4x76LIkWKcPDgQfr160fv3r1p3749L730EkeOHOFf//oXnTt35vbt2znGcefOHW7evGn2EREREREReVqmrIc/J4v8fwEBAVy+fJkTJ05gMpkAePfdd9m4cSPjx4+na9euXLhwAUdHx2zbVq1alZkzZwIPZh5Uq1aN9evXG3Vy2vPA39+f4cOH06JFC8aNG8eHH37IwoULycrK4q233uLnn38mOTmZpKQk/P39+eGHH/jpp59wcXFh7ty59OjR47F4fj1Wq1atKFKkCEuXLn2s7qJFixg8eDDJycnZLr/w9/enUqVKLFq0yDjXoUMHbt26xaZNmx6rf/r0aby8vNixYwdNmjR5rHzEiBGsXbuWhIQE4z7Pnz+fYcOGkZaWhpWVFQEBAdy/f5+vvvoKgPv371OgQAHatWvH8uXLAfjhhx8oXrw4+/bt48UXX3xsHIDRo0ebJVwMJd8DK9ts24iIiLmslNDcDkFEROQPd/PmTQoUKEBaWhpOTk451tPMA8nWiy++aDzQAtSpU4fExEQaN25M2bJlKV++PJ07d2bFihUWf/EGqFmz5lONGRcXZ+xl8NlnnzFq1CgCAgJo2LAhI0eONOoVL16c69evA5CQkMCdO3do3LjxU43Ru3dvVq9eTdWqVRk6dCjffPONURYbG0u1atVy3LchISEBf39/s3P+/v4kJCRkWz82NpY8efLQoEGDHPurU6eO2X329/cnPT2dCxcuGOeqVKli/J0nTx6cnZ3x9fU1zj2cZXH58uWcLpvhw4eTlpZmfM6fP59jXRERERERkV9T8kCeiYODA0eOHGHVqlUUL16csLAw/Pz8uHHjRo5t7O3tn6rvjIwM7OzsgAcbKz7a7uFUf4AjR47g7u4OYNR/WoGBgXz33Xe88847fP/99zRu3JjBgwf/pr6e5I/q79dvrzCZTGbnHiYfHi6vyI6NjQ1OTk5mHxERERERkael5IFk69FNAgH279+Ph4cHefLkIW/evDRp0oSpU6dy/PhxkpOT2bVr11P3bW1tDTyYgv8od3d34uLiAKhbty6zZs3i+vXrXL9+nVmzZgFw4sQJevfuzZAhQwDw8PDAzs6OnTt3PvX4Li4udOnShQ8//JCZM2cayxCqVKlCbGws165dy7adt7c30dHRZueio6Px8fHJtr6vry+ZmZns3bs3x/727dvHoyuHoqOjcXR0pFSpUk99PSIiIiIiIn82JQ8kWykpKQwcOJBTp06xatUq5syZQ//+/fn888+ZPXs2sbGxfPfddyxfvpzMzEy8vLyeuu+iRYtiZ2fH1q1buXTpEmlpaQC0bduWefPmAQ/W6N+9exdnZ2dKlSrFCy+8wHfffUezZs3o168fISEhANja2jJs2DCGDh3K8uXLSUpKYv/+/WZvNHhUWFgYn376KWfOnOHEiRN8/vnneHt7AxAUFESxYsVo06YN0dHRnD17lrVr17Jv3z4AhgwZQlRUFOHh4SQmJjJjxgzWrVtnzFwAqFixorG/g5ubG126dKFbt25s2LCBc+fOsWfPHtasWQPAW2+9xfnz5+nXrx8nT57k008/ZdSoUQwcOBArK/3XFBERERGRv4+8uR2A/D0FBwfz888/U7t2bfLkyUP//v3p1asX0dHRrFu3jtGjR/PLL7/g4eHBqlWrqFSp0lP3nTdvXmbPns3YsWMJCwujXr167NmzhwEDBuDr68vixYvp0aMHX3/9NVeuXMHe3h5ra2sGDBiQ7VsUQkNDyZs3L2FhYXz//fcUL16cN998M9uxra2tGT58OMnJydjZ2VGvXj1Wr15tlG3fvp1BgwbRvHlzMjIy8PHxMRIabdq0YdasWUybNo3+/ftTrlw5IiMjjVdNApw6dcpIhsCDVzu+9957vPXWW/z444+UKVOG9957D4CSJUuyefNmhgwZgp+fH4ULF6Z79+5m+zuIiIiIiIj8HehtC/KYX78x4a909OhRXnnlFRo1asTbb79N9erVyZs3L4mJicyZM4cffvjB+OVefruHO6rqbQsiIk9Pb1sQEZH/RXrbgvwjVatWjdjYWJydnWnZsiU2Njbky5ePF198kYyMDGbPnp3bIYqIiIiIiDx3tGxB/naKFi3KrFmzmDlzJleuXCEjI4NixYppHwAREREREZFcouSBPGbPnj25HQLw4BWERYsWze0wREREREREnnv6KVdERERERERELFLyQEREREREREQsUvJARERERERERCxS8kBERERERERELNKGiSLPsbT4YRbf5SoiIiIiIgKaeSAiIiIiIiIiT6DkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFikVzWKPMcK+EwBK9vcDkNERP5iWSmhuR2CiIj8w2jmgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgTy10aNHU7Vq1X/8GCIiIiIiIvJslDz4H+fm5sbMmTNzLN+/fz9dunTB3d0dZ2dnvL296d27NydOnPjrghQREREREZG/NSUP/kfdvXvXYnlmZib9+vUjMDAQV1dX5s2bx5dffsn8+fNxcHCgbt26zJs37y+K9s9z//59MjMzczsMERERERGRfzQlD57CJ598gq+vL3Z2djg7O9OkSRNu3bpFQEAAAwYMMKvbpk0bQkJCjGM3NzfGjRtHUFAQ9vb2lCxZ8rGHcpPJRHh4OIGBgdjZ2VG+fHk++eQTszpxcXE0atTIiKFXr16kp6cb5SEhIbRp04YJEyZQokQJvLy8CAgI4LvvvuOdd97BZDJhMpmM+sOGDePAgQMkJCQwdepUmjZtSqVKlWjYsCHvv/8+MTExTJ8+/bE4AD744APc3NwoUKAAHTt25KeffjLKtm7dSt26dSlYsCDOzs60aNGCpKQks/YXLlwgKCiIwoULY29vT82aNTlw4EC29z4pKYny5cvTt29fsrKyuHPnDoMHD6ZkyZLY29vzwgsvsGfPHqN+VFQUBQsWZOPGjfj4+GBjY0NKSgrXr18nODiYQoUKkT9/fgIDA0lMTHys3bZt2/D29sbBwYFmzZqRmppqFs/ixYvx9vbG1taWihUrMn/+/GzjfigzM5OpU6fi7u6OjY0NZcqUYcKECc/8vU6cOBFXV1cKFizI2LFjycjIYMiQIRQuXJhSpUoRGRlpMY47d+5w8+ZNs4+IiIiIiMjTUvLgCVJTUwkKCqJbt24kJCSwZ88e2rVrR1ZW1lP38f777+Pn58fRo0d599136d+/Pzt27DCrExoayquvvsqxY8fo1KkTHTt2JCEhAYBbt27RtGlTChUqxKFDh/j444/54osv6Nu3r1kfO3fu5NSpU+zYsYPPP/+cdevWUapUKcaOHUtqaqrxIBwfH09UVBQbNmygWLFihIeH4+HhgZubG3PmzMHLy4t8+fIRERHBkCFDzK41KSmJDRs28Pnnn/P555+zd+9eJk+ebJTfunWLgQMHEhMTw86dO7GysqJt27bGr//p6ek0aNCAixcvsnHjRo4dO8bQoUOznR1w/Phx6taty+uvv87cuXMxmUz07duXffv2sXr1ao4fP0779u1p1qyZWSLg9u3bTJkyhcWLF3PixAmKFi1KSEgIMTExbNy4kX379pGVlUXz5s25d++eWbtp06bxwQcf8OWXX5KSksLgwYON8hUrVhAWFsaECRNISEhg4sSJhIaGsmzZshy/++HDhzN58mRCQ0OJj49n5cqVuLq6PtP3umvXLr7//nu+/PJLZsyYwahRo2jRogWFChXiwIEDvPnmm7zxxhtcuHAhxzgmTZpEgQIFjE/p0qVzrCsiIiIiIvJrpqxneQp+Dh05coQaNWqQnJxM2bJlzcoCAgKoWrWq2Z4Cbdq0oWDBgkRFRQEPZh54e3uzZcsWo07Hjh25efMmmzdvBh7MPHjzzTcJDw836rz44otUr16d+fPnExERwbBhwzh//jz29vYAbN68mZYtW/L999/j6upKSEgIW7duJSUlBWtra6MfNzc3BgwYYDZDYsSIEdy5c4dp06bx1Vdf0axZMyIiIqhYsSKjRo1iy5YtnDlzBjc3N0qXLs2OHTuoWLEio0eP5v333+eHH37A0dERgKFDh/Lll1+yf//+bO/f1atXcXFxIS4ujsqVK7No0SIGDx5McnIyhQsXfqz+6NGj2bBhA/Pnz6dFixaMGDGCQYMGAZCSkkL58uVJSUmhRIkSRpsmTZpQu3ZtJk6cSFRUFF27diU2NhY/Pz8AEhMT8fT0JDo6mpdeegmAH3/8kdKlS7Ns2TLat29vtDtz5gwVKlQAYP78+YwdO5YffvgBAHd3d2MWyUPjx49n8+bNfPPNN49dy08//YSLiwtz586lR48ej5U/7fe6Z88ezp49i5XVg1xfxYoVKVq0KF9++SXwYGlGgQIFWLx4MR07dsz2e7hz5w537twxjm/evPkggVDyPbCyzbaNiIj878pKCc3tEERE5G/i5s2bFChQgLS0NJycnHKsp5kHT+Dn50fjxo3x9fWlffv2REREcP369Wfqo06dOo8dP5xV8DR1EhIS8PPzMx4wAfz9/cnMzOTUqVPGOV9fX7PEQU7i4uKMh+jPPvuMTp068frrr1O9enUWLFjA/fv3jbrFixc3u143NzcjcfCw/PLly8ZxYmIiQUFBlC9fHicnJ9zc3IAHD/4AsbGxVKtWLdvEwUMpKSm8/PLLhIWFGYmDh3Hfv38fT09PHBwcjM/evXvNlkZYW1tTpUoV4zghIYG8efPywgsvGOecnZ3x8vIy+x7y589vJA5+fW23bt0iKSmJ7t27m409fvz4x5ZlPDrunTt3aNy4cY7lT/O9VqpUyUgcALi6uuLr62sc58mTB2dnZ7Pv4ddsbGxwcnIy+4iIiIiIiDytvLkdwN9dnjx52LFjB9988w3bt29nzpw5jBgxggMHDmBlZfXY8oVHp8H/1R59CLUkIyMDOzs74MHGio+2c3BwMP6+desWiYmJZg/U+fLlM+vLZDKZLTlo2bIlZcuWJSIighIlSpCZmUnlypWNDRwfjmuJi4sLJUqUYNWqVXTr1s140E1PTydPnjwcPnyYPHnymLV5NG47Ozuz/R2eVnbX9vD7fbgPQUREhFkSAngslkfj+CNkF9eTvgcREREREZE/kmYePAWTyYS/vz9jxozh6NGjWFtbs379elxcXMw21Lt//z7ffvvtY+1/PaV///79eHt7P3Udb29vjh07xq1bt4zy6OhorKys8PLyshi7tbW12UwCeDD9Pi4uDoC6deuyevVqTp48yb1794zN/K5cuUK3bt1o3bo1RYsWtTjGQz/++COnTp1i5MiRNG7cGG9v78dmaVSpUoXY2FiuXbuWYz92dnZ8/vnn2Nra0rRpU2NDxmrVqnH//n0uX76Mu7u72adYsWI59uft7U1GRobZpowPY/Xx8Xmqa3N1daVEiRKcPXv2sbHLlSuXbRsPDw/s7OzYuXNnjnH91u9VRERERETkr6TkwRMcOHCAiRMnEhMTQ0pKCuvWrePKlSt4e3vTqFEjNm3axKZNmzh58iS9e/fmxo0bj/URHR3N1KlTOX36NPPmzePjjz+mf//+ZnU+/vhjli5dyunTpxk1ahQHDx40Ns7r1KkTtra2dOnShW+//Zbdu3fTr18/OnfubGy+lxM3Nze+/PJLLl68yNWrVwFo27Ytixcv5t69e7z66qu0atUKHx8f8ufPz40bNyhRogRNmjShZMmSLFiw4KnvVaFChXB2dmbRokWcOXOGXbt2MXDgQLM6QUFBFCtWjDZt2hAdHc3Zs2dZu3Yt+/btM6tnb2/Ppk2byJs3L4GBgaSnp+Pp6UmnTp0IDg5m3bp1nDt3joMHDzJp0iQ2bdqUY1weHh60bt2anj178vXXX3Ps2DH+85//ULJkSVq3bv3U1zdmzBgmTZrE7NmzOX36NHFxcURGRjJjxgyjTuPGjZk7dy4Atra2DBs2jKFDh7J8+XKSkpLYv38/S5YsAX7f9yoiIiIiIvJXUvLgCZycnPjyyy9p3rw5np6ejBw5kunTpxMYGEi3bt3o0qULwcHBNGjQgPLly9OwYcPH+hg0aBAxMTFUq1aN8ePHM2PGDJo2bWpWZ8yYMaxevZoqVaqwfPlyVq1aZfwqnj9/frZt28a1a9eoVasWr732mtlDqiVjx44lOTmZChUq4OLiAkDDhg1xd3enZ8+eZGZmsnDhQtLS0rh06RKLFi0iJiaGa9euMWPGDGxtn34zPSsrK1avXs3hw4epXLky77zzDu+//75ZHWtra7Zv307RokVp3rw5vr6+TJ48Odup/w4ODmzZsoWsrCxeeeUVbt26RWRkJMHBwQwaNAgvLy/atGnDoUOHKFOmjMXYIiMjqVGjBi1atKBOnTpkZWWxefPmx6b/W9KjRw8WL15MZGQkvr6+NGjQgKioKLOZB0lJSUaSBh68RWPQoEGEhYXh7e3Nv//9b2Nvgt/zvYqIiIiIiPyV9LaFP1l2bzv4NZPJxPr162nTps1fFtf169dp3rw58ODtC40aNSJ//vxcvnyZFStWsHz5cr7++uun3kdB/lke7qiqty2IiDyf9LYFERF5SG9bEIsKFSrE3r176dChA4MGDcLe3h4bGxvKlCnDnj17WLJkiRIHIiIiIiIiAuhtC881a2tr3nnnHd555x3S0tK4efMmRYsWxcbGJrdDExERERERkb8RJQ/+ZMnJyU+s83dYOVKgQIEH09hFREREREREfkXLFkRERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIm2YKPIcS4sfZvFdriIiIiIiIqCZByIiIiIiIiLyBEoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEV6VaPIc6yAzxSwss3tMERE5DmTlRKa2yGIiMgz0swDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJA8HNzY2ZM2fmdhh/mqioKAoWLGgcjx49mqpVq+ZaPCIiIiIiIv80Sh7IHyYgIIABAwbkWB4fH0/v3r3x9vbG2dkZDw8PunTpwr59+/66IP8gycnJmEwmYmNjczsUERERERGRP52SB/K73b1794l1Jk+ezAsvvEBmZibTpk1j7969REZGUr58eVq1asXw4cMttr9//z6ZmZl/VMgiIiIiIiLyDJQ8+Jv45JNP8PX1xc7ODmdnZ5o0acKtW7cAWLx4Md7e3tja2lKxYkXmz59v1vbChQsEBQVRuHBh7O3tqVmzJgcOHAAgKSmJ1q1b4+rqioODA7Vq1eKLL76wGMuNGzfo0aMHLi4uODk50ahRI44dO2aUP5z2v3jxYsqVK4etrS0hISHs3buXWbNmYTKZMJlMJCcnAzBv3jwWL17M4cOHWbhwIa+88gqVK1embt26jBo1ivj4eLZt28b06dONMR4uNdi4cSM+Pj7Y2NiQkpLCnTt3GDx4MCVLlsTe3p4XXniBPXv2mMUfFRVFmTJlyJ8/P23btuXHH3/M9jo/+OAD3NzcKFCgAB07duSnn34yyrZu3UrdunUpWLAgzs7OtGjRgqSkJKO8XLlyAFSrVg2TyURAQECO9/PEiRO0aNECJycnHB0dqVevntFXZmYmY8eOpVSpUtjY2FC1alW2bt1qtH04w2HNmjXUq1cPOzs7atWqxenTpzl06BA1a9bEwcGBwMBArly5YvF7FRERERER+a2UPPgbSE1NJSgoiG7dupGQkMCePXto164dWVlZrFixgrCwMCZMmEBCQgITJ04kNDSUZcuWAZCenk6DBg24ePEiGzdu5NixYwwdOtT4lT49PZ3mzZuzc+dOjh49SrNmzWjZsiUpKSk5xtO+fXsuX77Mli1bOHz4MNWrV6dx48Zcu3bNqHPmzBnWrl3LunXriI2NZdasWdSpU4eePXuSmppKamoqpUuX5urVq4SFhbF+/Xo8PT1Zv349lStXpkSJEowcOZKXX36ZkydPsmrVKiZMmGD2AH/79m2mTJnC4sWLOXHiBEWLFqVv377s27eP1atXc/z4cdq3b0+zZs1ITEwE4MCBA3Tv3p2+ffsSGxtLw4YNGT9+/GPXmJSUxIYNG/j888/5/PPP2bt3L5MnTzbKb926xcCBA4mJiWHnzp1YWVnRtm1b474ePHgQgC+++ILU1FTWrVuX7b28ePEi9evXx8bGhl27dnH48GG6detGRkYGALNmzWL69OlMmzaN48eP07RpU1q1amVcz0OjRo1i5MiRHDlyhLx58/L6668zdOhQZs2axVdffcWZM2cICwvL8Tu9c+cON2/eNPuIiIiIiIg8rby5HYA8SB5kZGTQrl07ypYtC4Cvry/w4KFx+vTptGvXDnjwi3d8fDwLFy6kS5curFy5kitXrnDo0CEKFy4MgLu7u9G3n58ffn5+xvG4ceNYv349GzdupG/fvo/F8vXXX3Pw4EEuX76MjY0NANOmTWPDhg188skn9OrVC3iwVGH58uW4uLgYba2trcmfPz/FihUzzq1fv56GDRvi6+tLUlISQUFBTJ8+HX9/f+bOncvu3bsZMWIEXl5eVKpUiejoaJo1awbAvXv3mD9/vhF/SkoKkZGRpKSkUKJECQAGDx7M1q1biYyMZOLEicyaNYtmzZoxdOhQADw9Pfnmm2/Mfs2HB7/4R0VF4ejoCEDnzp3ZuXMnEyZMAODVV181q7906VJcXFyIj4+ncuXKxnU7OzubXe+vzZs3jwIFCrB69Wry5ctnxPTQtGnTGDZsGB07dgRgypQp7N69m5kzZzJv3jyj3uDBg2natCkA/fv3JygoiJ07d+Lv7w9A9+7diYqKyjGOSZMmMWbMmBzLRURERERELNHMg78BPz8/GjdujK+vL+3btyciIoLr169z69YtkpKS6N69Ow4ODsZn/PjxxrT32NhYqlWrZiQOfi09PZ3Bgwfj7e1NwYIFcXBwICEhIceZB8eOHSM9PR1nZ2ezMc+dO2c2bb9s2bJmiYOcxMXF8dJLLwGwbds26tevT58+fahatSrz5883EhQAxYsX5/r168axtbU1VapUMevr/v37eHp6msW2d+9eI7aEhAReeOEFsxjq1KnzWFxubm5G4uDh2JcvXzaOExMTCQoKonz58jg5OeHm5gZgccZGdmJjY6lXr56ROHjUzZs3+f77740EwEP+/v4kJCSYnXv0Pri6ugL/l2B6eO7R+H9t+PDhpKWlGZ/z588/03WIiIiIiMjzTTMP/gby5MnDjh07+Oabb9i+fTtz5sxhxIgRfPbZZwBEREQ89kCcJ08eAOzs7Cz2PXjwYHbs2MG0adNwd3fHzs6O1157LcdNDtPT0ylevPhj+wgAZq87tLe3f6pry8jIMGK8e/euWTtra2usra2BBzMBYmNjGTJkiFFuZ2eHyWQyiy1PnjwcPnzYuP6HHBwcniqeh379MG8ymcw2ZGzZsiVly5YlIiKCEiVKkJmZSeXKlZ9qc8hHPen7+S3xPrwnvz5naUNJGxsbs0SNiIiIiIjIs1Dy4G/CZDLh7++Pv78/YWFhlC1blujoaEqUKMHZs2fp1KlTtu2qVKnC4sWLuXbtWrazD6KjowkJCaFt27bAgwfwhxsZZqd69er88MMP5M2b1/i1/WlZW1tz//59s3Pu7u7ExcUBULduXUaMGMH+/fupVasW4eHh3Lhxg5s3bzJo0CBKlixJrVq1cuy/WrVq3L9/n8uXL1OvXr1s63h7exubRT60f//+Z7qOH3/8kVOnThEREWGM8/XXXz92rcBj1/trVapUYdmyZdy7d++xhIWTkxMlSpQgOjqaBg0aGOejo6OpXbv2M8UsIiIiIiLyZ9Kyhb+BAwcOMHHiRGJiYkhJSWHdunVcuXIFb29vxowZw6RJk5g9ezanT58mLi6OyMhIZsyYAUBQUBDFihWjTZs2REdHc/bsWdauXcu+ffsA8PDwMDY1PHbsGK+//rrFX6ibNGlCnTp1aNOmDdu3byc5OZlvvvmGESNGEBMTY/E63NzcOHDgAMnJyVy9epXMzExatWrFxx9/zLVr16hZsybvvvsu9erVw8bGhu3bt1OjRg06duzI9evXWb9+vcX+PT096dSpE8HBwaxbt45z585x8OBBJk2axKZNmwB4++232bp1K9OmTSMxMZG5c+c+tt/BkxQqVAhnZ2cWLVrEmTNn2LVrFwMHDjSrU7RoUezs7Ni6dSuXLl0iLS0NeLDHQ8WKFY16ffv25ebNm3Ts2JGYmBgSExP54IMPOHXqFABDhgxhypQpfPTRR5w6dYp3332X2NhY+vfv/0wxi4iIiIiI/JmUPPgbcHJy4ssvv6R58+Z4enoycuRIpk+fTmBgID169GDx4sVERkbi6+tLgwYNiIqKMl4VaG1tzfbt2ylatCjNmzfH19eXyZMnG9P6Z8yYQaFChXjppZdo2bIlTZs2pXr16jnGYjKZ2Lx5M/Xr16dr1654enrSsWNHvvvuO2OtfU4GDx5Mnjx58PHxwcXFhZSUFNzd3Wnfvj1BQUHcvn2b0NBQY63/xo0b2bx5Mzdu3DBezfgkkZGRBAcHM2jQILy8vGjTpg2HDh2iTJkyALz44otEREQwa9Ys/Pz82L59OyNHjnzKb+IBKysrVq9ezeHDh6lcuTLvvPMO77//vlmdvHnzMnv2bBYuXEiJEiVo3bo1AGlpaUZiAB5sqLhr1y7jrRg1atQgIiLCmIXw9ttvM3DgQAYNGoSvry9bt25l48aNeHh4PFPMIiIiIiIifyZTVlZWVm4HIf/b7t69S/v27UlMTCQsLIzAwEAKFCjAjRs3WLduHTNmzGDr1q2UKlUqt0N9bty8eZMCBQpAyffAyja3wxERkedMVkpobocgIiL/38Nng7S0NJycnHKspz0P5E9nbW3Nhg0bWLZsGVOmTCEoKAhra2syMzOpV68es2fPVuJARERERETkb0zJA/lLmEwmQkJCCAkJIT09nWvXruHi4vKHvY1ARERERERE/jxKHshfzsHB4ZlfrSgiIiIiIiK5RxsmioiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhF2jBR5DmWFj/M4rtcRUREREREQDMPREREREREROQJlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi/SqRpHnWAGfKWBlm9thiIiIPHeyUkJzOwQRkWeimQciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJi0d82eeDm5sbMmTNzO4y/jdGjR1O1atXcDuNPFxAQwIABA3I7DBEREREREXnE3zZ58EcLCQmhTZs2uR3GbzZ48GB27txpHP/e60lPT2f69OnUrVuXYsWKUbJkSRo1asTChQvJyMj4AyIWERERERGR/xV5/8zO7969i7W19Z85xP+8rKws7t+/j4ODAw4ODn9In4cPH6Zt27aULVuWnj174u3tTb58+Th+/DgLFixgwYIFbNu2jaJFi/4h44mIiIiIiMg/2zPNPAgICKBv37707duXAgUKUKRIEUJDQ8nKygIeLDUYN24cwcHBODk50atXLwDWrl1LpUqVsLGxwc3NjenTp5v1e/nyZVq2bImdnR3lypVjxYoVZuXJycmYTCZiY2ONczdu3MBkMrFnzx7j3IkTJ2jRogVOTk44OjpSr149kpKSGD16NMuWLePTTz/FZDI91u5R169fp1OnTri4uGBnZ4eHhweRkZFG+fnz5+nQoQMFCxakcOHCtG7dmuTkZLM+li5dalxv8eLF6du371Nfx549ezCZTGzZsoUaNWpgY2PD119/bbZsIafradSokTHWQ1euXMHa2tqYtfDdd9/RvHlzQkND+eqrr+jSpQu1a9emWrVqdOnShW+++YaWLVsSGBjIvXv3jH4SExOpX78+tra2+Pj4sGPHDkwmExs2bDCL+8aNG0ab2NhYTCaTcX9+/PFHgoKCKFmyJPnz58fX15dVq1Zl+z08dOfOHYYNG0bp0qWxsbHB3d2dJUuWGOV79+6ldu3axr1+9913zWZOBAQE0K9fPwYMGEChQoVwdXUlIiKCW7du0bVrVxwdHXF3d2fLli1Gm4fXsm3bNqpVq4adnR2NGjXi8uXLbNmyBW9vb5ycnHj99de5ffu2xfijo6MJCAggf/78FCpUiKZNm3L9+nXj2t5++22KFi2Kra0tdevW5dChQ39KHCIiIiIiIr/HMy9bWLZsGXnz5uXgwYPMmjWLGTNmsHjxYqN82rRp+Pn5cfToUUJDQzl8+DAdOnSgY8eOxMXFMXr0aEJDQ4mKijLahISEcP78eXbv3s0nn3zC/PnzuXz58jPFdfHiRerXr4+NjQ27du3i8OHDdOvWjYyMDAYPHkyHDh1o1qwZqamppKam8tJLL2XbT2hoKPHx8WzZsoWEhATCw8MpUqQIAPfu3aNp06Y4Ojry1VdfER0djYODA82aNePu3bsAhIeH06dPH3r16kVcXBwbN27E3d39Ge8yvPvuu0yePJmEhASqVKliVpbT9fTo0YOVK1dy584do+6HH35oLEl42G/Xrl3p2bMnFy5coEWLFhQtWpSmTZsybtw4evfuzdixY7G3t+fDDz8EIDMzk3bt2mFtbc2BAwdYsGABw4YNe+Zr+uWXX6hRowabNm3i22+/pVevXnTu3JmDBw/m2CY4OJhVq1Yxe/ZsEhISWLhwoTED4+LFizRv3pxatWpx7NgxwsPDWbJkCePHjzfrY9myZRQpUoSDBw/Sr18/evfuTfv27XnppZc4cuQI//rXv+jcufNjD+CjR49m7ty5fPPNN0bSaObMmaxcuZJNmzaxfft25syZk2PssbGxNG7cGB8fH/bt28fXX39Ny5YtuX//PgBDhw5l7dq1LFu2jCNHjuDu7k7Tpk25du3aHxoHPEhU3Lx50+wjIiIiIiLytJ552ULp0qX573//i8lkwsvLi7i4OP773//Ss2dPABo1asSgQYOM+p06daJx48aEhoYC4OnpSXx8PO+//z4hISGcPn2aLVu2cPDgQWrVqgXAkiVL8Pb2fqa45s2bR4ECBVi9ejX58uUzxnrIzs6OO3fuUKxYMYv9pKSkUK1aNWrWrAk8mE3x0EcffURmZiaLFy/GZDIBEBkZScGCBdmzZw//+te/GD9+PIMGDaJ///5Gu4fX9SzGjh3Lyy+/nG2Zg4NDttfTrl07+vbty6effkqHDh0AiIqKIiQkBJPJRHp6Ops2beLcuXMAdOnSBQcHB7Zu3UpCQgJvvvkmr776qlG2bds2unbtyhdffMHJkyfZtm0bJUqUAGDixIkEBgY+0zWVLFmSwYMHG8f9+vVj27ZtrFmzhtq1az9W//Tp06xZs4YdO3bQpEkTAMqXL2+Uz58/n9KlSzN37lxMJhMVK1bk+++/Z9iwYYSFhWFl9SA35ufnx8iRIwEYPnw4kydPpkiRIsa/2bCwMMLDwzl+/Dgvvvii0f/48ePx9/cHoHv37gwfPpykpCQjhtdee43du3fnmEiZOnUqNWvWZP78+ca5SpUqAXDr1i3Cw8OJiooy7mNERAQ7duxgyZIlDBky5A+LA2DSpEmMGTMmx3IRERERERFLnnnmwYsvvmg8OAPUqVOHxMRE49fUhw/dDyUkJBgPPg/5+/sbbRISEsibNy81atQwyitWrEjBggWfKa7Y2Fjq1atnJA6eRmBgoLGXwMOHut69e7N69WqqVq3K0KFD+eabb4z6x44d48yZMzg6OhrtChcuzC+//EJSUhKXL1/m+++/p3Hjxs8Ue3Z+fR+fhq2tLZ07d2bp0qUAHDlyhG+//ZaQkBDgwcO4m5sbzs7O3Lp1i127dhEeHk716tXp1KkTHTt2NPoqXry4Mb0+ISGB0qVLG4kDePC9P6v79+8zbtw4fH19KVy4MA4ODmzbto2UlJRs68fGxpInTx4aNGiQbXlCQgJ16tQx+/fo7+9Peno6Fy5cMM49OnMjT548ODs74+vra5xzdXUFeGy2y6PtXF1dyZ8/v1nywtXV1eIMmYczD7KTlJTEvXv3zP5v5MuXj9q1a5OQkPCHxgEPkiZpaWnG5/z58xbri4iIiIiIPOoP3zDR3t7+j+7S+AX54d4KgNl6fHgws+BZLV68mJ9//hnASDoEBgby3XffsXnzZnbs2EHjxo3p06cP06ZNIz09nRo1ajy2JwOAi4uLEefvuY6Hfut97NGjB1WrVuXChQtERkbSqFEjypYtC0BGRoZxnx6O++g4Dg4ORsLg4TT6p/U01/b+++8za9YsZs6cia+vL/b29gwYMMBY8vFrv+U7zc6vE0omk8ns3MPkQ2ZmZo7tft3m4blft3nUnxH/b4kDwMbGBhsbmz8kHhERERERef4888yDAwcOmB3v378fDw8P8uTJk219b29voqOjzc5FR0fj6elJnjx5qFixIhkZGRw+fNgoP3XqlNnGey4uLgCkpqYa5x7ddBAe/Dr71Vdf5fgwbm1tbcyOeKhkyZK4u7vj7u5uPGA/HK9Lly58+OGHzJw5k0WLFgFQvXp1EhMTKVq0qNHu4adAgQI4Ojri5uZm9krFRz3NdTyt7K4HwNfXl5o1axIREcHKlSvp1q2bUVa+fHlOnz7NvXv3KFiwIJUqVWLChAncu3ePkydPsnr1ajIzM9m0aRPz5s0zNl/09vbm/PnzZnHv37//ma8tOjqa1q1b85///Ac/Pz8jnpz4+vqSmZnJ3r17sy339vZm3759ZgmL6OhoHB0dKVWqVI79/lWqVKmS47+FChUqYG1tbfZ/4969exw6dAgfH5+/KkQREREREZGn8szJg5SUFAYOHMipU6dYtWoVc+bMMVvf/2uDBg1i586djBs3jtOnT7Ns2TLmzp1rrH338vKiWbNmvPHGGxw4cIDDhw/To0cPs19t7ezsePHFF40NBPfu3WusYX+ob9++3Lx5k44dOxITE0NiYiIffPABp06dAh7sXXD8+HFOnTrF1atXc0wyhIWF8emnn3LmzBlOnDjB559/buy/0KlTJ4oUKULr1q356quvOHfuHHv27OHtt982psmPHj2a6dOnM3v2bBITEzly5Iixmd3TXMfTsnQ9PXr0YPLkyWRlZdG2bVvjfJEiRahSpYqxEWJkZCSrVq3Czs6OJk2a0KpVKz788EPCwsJYs2aNcd1NmjTB09OTLl26cOzYMb766itGjBhhFo+7uzulS5dm9OjRJCYmsmnTpsfequHh4cGOHTv45ptvSEhI4I033uDSpUsWr7FLly5069aNDRs2GPd7zZo1ALz11lucP3+efv36cfLkST799FNGjRrFwIEDnzgL5M8wd+5cs2UKw4cP59ChQ7z11lscP36ckydPEh4eztWrV7G3t6d3794MGTKErVu3Eh8fT8+ePbl9+zbdu3f/y2MXERERERGx5JmfsIKDg/n555+pXbs2ffr0oX///sYrGbNTvXp11qxZw+rVq6lcuTJhYWGMHTvWWIcPDx5iS5QoQYMGDWjXrh29evWiaNGiZv0sXbqUjIwMatSowYABAx7bUd/Z2Zldu3aRnp5OgwYNqFGjBhEREcYU7549e+Ll5UXNmjVxcXF5bDbEQ9bW1gwfPpwqVapQv3598uTJw+rVqwHInz8/X375JWXKlKFdu3Z4e3vTvXt3fvnlF5ycnIAHGw3OnDmT+fPnU6lSJVq0aEFiYuJTX8fTsnQ9QUFB5M2bl6CgIGxtbc3aTZo0icGDB3PkyBFq1apFSkoKKSkpJCcnM336dK5du8bhw4epV6+e0cbKyor169cb33uPHj2YMGGCWb/58uVj1apVnDx5kipVqjBlypTHrm3kyJFUr16dpk2bEhAQQLFixWjTpo3F6wwPD+e1117jrbfeomLFivTs2ZNbt24BD2aObN68mYMHD+Ln58ebb75J9+7df3NC5ve6evUqSUlJxrGnpyfbt2/n2LFj1K5dmzp16vDpp5+SN++D1UKTJ0/m1VdfpXPnzlSvXp0zZ86wbds2ChUqlCvxi4iIiIiI5MSU9eic7ycICAigatWqzJw5808MSX6v5ORkKlSowKFDh6hevfpj5cuWLaN///68/fbbBAcHU6FCBe7fv8/BgweZNGkSjRo14p133nniOCaTifXr1z8xASB/Pzdv3qRAgQJQ8j2wsn1yAxEREflDZaWE5nYIIiLA/z0bpKWlGT+KZ+evn9stf5p79+7xww8/MHLkSF588cVsEwfwYHbEl19+SXx8PH5+flhbW2NjY8N//vMf6tatS58+ff7iyEVEREREROTv7A9/24LknujoaBo2bIinpyeffPKJxbpVqlThk08+ISMjg0uXLmFjY0ORIkX+okhFRERERETkn+SZkgd79uz5k8KQP0JAQADPsAoFgLx581KyZMnfNN6zjiUiIiIiIiL/TFq2ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIW6W0LIs+xtPhhFt/lKiIiIiIiApp5ICIiIiIiIiJPoOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKRXNYo8xwr4TAEr29wOQ0RERP5gWSmhuR2CiPyP0cwDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDyVVRUVEULFgwt8N4oujoaHx9fcmXLx9t2rTJ7XBERERERET+UkoeSI7u3bvHokWLaNKkCSVLlqRYsWK89NJLTJs2jdu3b/8hY/z73//m9OnTf0hff6aBAwdStWpVzp07R1RUFKNHj6Zq1aq5HZaIiIiIiMhfIm9uByB/nbt372Jtbf1Udc+ePUvr1q2xsrKid+/eVKlSBQcHB06ePElkZCTz5s1j27ZteHp6/q6Y7OzssLOz+83tn+Wafo+kpCTefPNNSpUq9aePJSIiIiIi8nejmQd/sk8++QRfX1/s7OxwdnamSZMm3Lp1C4DFixfj7e2Nra0tFStWZP78+WZtL1y4QFBQEIULF8be3p6aNWty4MABAEJCQh6bPj9gwAACAgKM44CAAPr27cuAAQMoUqQITZs2BeDbb78lMDAQBwcHXF1d6dy5M1evXjXapaWl0bRpU9q2bUtsbCxvvvkmL730ElWqVKFDhw5s2bKF9957j3/9619cv37daOfm5sb48eMJDg7GwcGBsmXLsnHjRq5cuULr1q1xcHCgSpUqxMTEGG2yW7bw2WefUatWLWxtbSlSpAht27Y1G2PcuHEEBwfj5OREr169AFi7di2VKlXCxsYGNzc3pk+fbtbn/Pnz8fDwwNbWFldXV1577TWj7M6dO7z99tsULVoUW1tb6taty6FDhwBITk7GZDLx448/0q1bN0wmE1FRUYwZM4Zjx45hMpmMczlZunSpEVvx4sXp27evUZaSkmLcGycnJzp06MClS5eM8oczHJYuXUqZMmVwcHDgrbfe4v79+0ydOpVixYpRtGhRJkyYkOP4IiIiIiIiv5eSB3+i1NRUgoKC6NatGwkJCezZs4d27dqRlZXFihUrCAsLY8KECSQkJDBx4kRCQ0NZtmwZAOnp6TRo0ICLFy+yceNGjh07xtChQ8nMzHymGJYtW4a1tTXR0dEsWLCAGzdu0KhRI6pVq0ZMTAxbt27l0qVLdOjQwWgzefJkatSowdixY0lLS6NTp07GkoXZs2cTGBhIz549qVevHjNnzjQb77///S/+/v4cPXqUV155hc6dOxMcHMx//vMfjhw5QoUKFQgODiYrKyvbeDdt2kTbtm1p3rw5R48eZefOndSuXduszrRp0/Dz8+Po0aOEhoZy+PBhOnToQMeOHYmLi2P06NGEhoYaD/QxMTG8/fbbjB07llOnTrF161bq169v9Dd06FDWrl3LsmXLOHLkCO7u7jRt2pRr165RunRpUlNTcXJyYubMmaSmpvLvf/+bQYMGUalSJVJTU41z2QkPD6dPnz706tWLuLg4Nm7ciLu7OwCZmZm0bt2aa9eusXfvXnbs2MHZs2cf6yspKYktW7awdetWVq1axZIlS3jllVe4cOECe/fuZcqUKYwcOdJILGXnzp073Lx50+wjIiIiIiLytLRs4U+UmppKRkYG7dq1o2zZsgD4+voCMGrUKKZPn067du0AKFeuHPHx8SxcuJAuXbqwcuVKrly5wqFDhyhcuDCA8dD5LDw8PJg6dapxPH78eKpVq8bEiRONc0uXLqV06dKcPn0aT09PPvjgA7Zu3QrAoEGDOHfuHJ9++imXL1+mV69eeHl5AQ9mP4wYMYIxY8YYfTVv3pw33ngDgLCwMMLDw6lVqxbt27cHYNiwYdSpU4dLly5RrFixx+KdMGECHTt2NOvTz8/PrE6jRo0YNGiQcdypUycaN25MaGgoAJ6ensTHx/P+++8TEhJCSkoK9vb2tGjRAkdHR8qWLUu1atUAuHXrFuHh4URFRREYGAhAREQEO3bsYMmSJQwZMoRixYphMpkoUKCAEbODgwN58+bN9hoeNX78eAYNGkT//v2Nc7Vq1QJg586dxMXFce7cOUqXLg3A8uXLqVSpEocOHTLqZWZmsnTpUhwdHfHx8aFhw4acOnWKzZs3Y2VlhZeXF1OmTGH37t288MIL2cYxadIks3sqIiIiIiLyLDTz4E/k5+dH48aN8fX1pX379kRERHD9+nVu3bpFUlIS3bt3x8HBwfiMHz+epKQkAGJjY6lWrZqROPitatSoYXZ87Ngxdu/ebTZuxYoVgQe/cF+7do2ffvqJypUrAw+WEEybNo0XXniBli1bmk25L168uNmyBYAqVaoYf7u6ugL/lzB59Nzly5ezjTc2NpbGjRtbvKaaNWuaHSckJODv7292zt/fn8TERO7fv8/LL79M2bJlKV++PJ07d2bFihXGho9JSUncu3fPrH2+fPmoXbs2CQkJFuN4ksuXL/P999/neD0JCQmULl3aSBwA+Pj4ULBgQbOx3dzccHR0NI5dXV3x8fHBysrK7FxO9xRg+PDhpKWlGZ/z58//nksTEREREZHnjGYe/Iny5MnDjh07+Oabb9i+fTtz5sxhxIgRfPbZZ8CDX7h//Utxnjx5AJ64iaCVldVjU//v3bv3WD17e3uz4/T0dFq2bMmUKVMeq1u8eHFu3bqFra2tce7u3btmfTg4OBh/P5zi/6h8+fIZf5tMphzP5bT84mk2T/z1NT2Jo6MjR44cYc+ePWzfvp2wsDBGjx5t7GvwZ/k9G0E+6tH7Bw/uYXbnLC1psbGxwcbG5g+JR0REREREnj+aefAnM5lM+Pv7M2bMGI4ePWrsP1CiRAnOnj2Lu7u72adcuXLAg1/wY2NjuXbtWrb9uri4kJqaanYuNjb2ifFUr16dEydO4Obm9tjY9vb2FClShLt37xqb9tWtW5epU6fy888/c/HiRSIiIgD45ptvGDFiBAMHDvwdd+dxVapUYefOnc/Uxtvbm+joaLNz0dHReHp6GsmYvHnz0qRJE6ZOncrx48dJTk5m165dVKhQwfhOHrp37x6HDh3Cx8cnxzGtra25f/++xbgcHR1xc3PL8Xq8vb05f/682SyA+Ph4bty4YXFsERERERGRv5qSB3+iAwcOMHHiRGJiYkhJSWHdunVcuXIFb29vxowZw6RJk5g9ezanT58mLi6OyMhIZsyYAUBQUBDFihWjTZs2REdHc/bsWdauXcu+ffuAB+v+Y2JiWL58OYmJiYwaNYpvv/32iTH16dOHa9euERQUxKFDh0hKSmLbtm107dqV+/fvY2VlRatWrYw3P8yaNYujR4/i4OCAr68vL7/8Mnv37qVbt27MmjXriUsMntWoUaNYtWoVo0aNIiEhgbi4uGxnSTxq0KBB7Ny5k3HjxnH69GmWLVvG3LlzGTx4MACff/45s2fPJjY2lu+++47ly5eTmZmJl5cX9vb29O7dmyFDhrB161bi4+Pp2bMnt2/fpnv37jmO6ebmxrlz54iNjeXq1avcuXMHgODgYIYPH27UGz16NNOnT2f27NkkJiZy5MgR5syZA0CTJk3w9fWlU6dOHDlyhIMHDxIcHEyDBg0eW5ohIiIiIiKSm7Rs4U/k5OTEl19+ycyZM7l58yZly5Zl+vTpxsZ8+fPn5/3332fIkCHY29vj6+vLgAEDgAe/bG/fvp1BgwbRvHlzMjIy8PHxYd68eQA0bdqU0NBQhg4dyi+//EK3bt0IDg4mLi7OYkwlSpQgOjqaYcOG8a9//Ys7d+5QtmxZmjVrZqyhDwsLo3bt2rz44osEBgYSHx/PDz/8QKFChcjMzGTEiBEUKVLkT7lnAQEBfPzxx4wbN47Jkyfj5ORk9maE7FSvXp01a9YQFhbGuHHjKF68OGPHjiUkJASAggULsm7dOkaPHs0vv/yCh4cHq1atolKlSsCDt0tkZmbSuXNnfvrpJ2rWrMm2bdsoVKhQjmO++uqrrFu3joYNG3Ljxg0iIyONzRkf3YugS5cu/PLLL/z3v/9l8ODBFClSxHhNpMlk4tNPP6Vfv37Ur18fKysrmjVrZiQXRERERERE/i5MWTm9M0+ea9u3b6djx4785z//oWfPnsaDdlxcHNOmTcPFxcWYJSH/PDdv3qRAgQJQ8j2wsn1yAxEREflHyUoJze0QROQf4uGzQVpaGk5OTjnW07IFyda//vUvDh8+zE8//US9evWwtrbG2tqawMBASpUqxejRo3M7RBEREREREfmLaOaBPFFmZiaXLl3CysrKeNWi/LNp5oGIiMj/Ns08EJGn9bQzD7TngTyRlZUVxYsXz+0wREREREREJJdo2YKIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKQNE0WeY2nxwyzuqCoiIiIiIgKaeSAiIiIiIiIiT6DkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFikVzWKPMcK+EwBK9vcDkNERET+JFkpobkdgoj8j9DMAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyYN/IDc3N2bOnJnbYTwXTCYTGzZsyO0wREREREREcpWSB8+xgIAABgwYkCtj79+/ny5duuDu7o6zszPe3t707t2bEydO5Eo8IiIiIiIikjMlD55Dd+/ezbWxMzMz6devH4GBgbi6ujJv3jy+/PJL5s+fj4ODA3Xr1mXevHm/e5x79+79AdGKiIiIiIgIKHnwm33yySf4+vpiZ2eHs7MzTZo04datWwAsXrwYb29vbG1tqVixIvPnzzdre+HCBYKCgihcuDD29vbUrFmTAwcOAJCUlETr1q1xdXXFwcGBWrVq8cUXX1iM5caNG/To0QMXFxecnJxo1KgRx44dM8pHjx5N1apVWbx4MeXKlcPW1paQkBD27t3LrFmzMJlMmEwmkpOTLY4TFRVFwYIFzc5t2LABk8lkHB87doyGDRvi6OiIk5MTNWrUICYmxigfNmwYBw4cICEhgalTp9K0aVMqVapEw4YNef/994mJiWH69Ol88sknZuOEh4dToUIFrK2t8fLy4oMPPjArN5lMhIeH06pVK+zt7ZkwYQL379+ne/fulCtXDjs7O7y8vJg1a9Zj17V06VIqVaqEjY0NxYsXp2/fvjneg/Pnz9OhQwcKFixI4cKFad269RPv24kTJ2jRogVOTk44OjpSr149kpKSgAfJlLFjx1KqVClsbGyoWrUqW7duNdomJydjMplYs2YN9erVw87Ojlq1anH69GkOHTpEzZo1cXBwIDAwkCtXrliMQ0RERERE5LdS8uA3SE1NJSgoiG7dupGQkMCePXto164dWVlZrFixgrCwMCZMmEBCQgITJ04kNDSUZcuWAZCenk6DBg24ePEiGzdu5NixYwwdOpTMzEyjvHnz5uzcuZOjR4/SrFkzWrZsSUpKSo7xtG/fnsuXL7NlyxYOHz5M9erVady4MdeuXTPqnDlzhrVr17Ju3TpiY2OZNWsWderUoWfPnqSmppKamkrp0qV/973p1KkTpUqV4tChQxw+fJh3332XfPnyARAfH09UVBQbNmygWLFihIeH4+HhgZubG3PmzMHLy4t8+fIRERHBkCFDyMrKAmD9+vX079+fQYMG8e233/LGG2/QtWtXdu/ebTb26NGjadu2LXFxcXTr1o3MzExKlSrFxx9/THx8PGFhYbz33nusWbPGaBMeHk6fPn3o1asXcXFxbNy4EXd392yv7d69ezRt2hRHR0e++uoroqOjcXBwoFmzZjnO5rh48SL169fHxsaGXbt2cfjwYbp160ZGRgYAs2bNYvr06UybNo3jx4/TtGlTWrVqRWJiolk/o0aNYuTIkRw5coS8efPy+uuvM3ToUGbNmsVXX33FmTNnCAsLy/F7uXPnDjdv3jT7iIiIiIiIPK28uR3AP1FqaioZGRm0a9eOsmXLAuDr6ws8eMibPn067dq1A6BcuXLEx8ezcOFCunTpwsqVK7ly5QqHDh2icOHCAGYPq35+fvj5+RnH48aNY/369WzcuDHbX8S//vprDh48yOXLl7GxsQFg2rRpbNiwgU8++YRevXoBD5YqLF++HBcXF6OttbU1+fPnp1ixYn/YvUlJSWHIkCFUrFgRAA8PD6NsxYoVdOnShRIlSvDVV18xePBgIiIiqFixIqNGjSIpKYnMzEwaN25MRkYGp06domLFikybNo2QkBDeeustAAYOHMj+/fuZNm0aDRs2NPp//fXX6dq1q1k8Y8aMMf4uV64c+/btY82aNXTo0AGA8ePHM2jQIPr372/Uq1WrVrbX9tFHH5GZmcnixYuN2RaRkZEULFiQPXv28K9//euxNvPmzaNAgQKsXr3aSKJ4enoa5dOmTWPYsGF07NgRgClTprB7925mzpxptnxj8ODBNG3aFID+/fsTFBTEzp078ff3B6B79+5ERUVlGzfApEmTzO6FiIiIiIjIs9DMg9/Az8+Pxo0b4+vrS/v27YmIiOD69evcunWLpKQkunfvjoODg/EZP368MU09NjaW/9fevcf3WD/+H3++t9nZDDvSDM3ZaIhmQuxDSA6VT0tGROV8/Dh9MBQiYnKWQyU6oOITWWpkhGGazCg0FSZsM6edrt8fft5f73BZOYz2uN9u79tt13W9rut6vd573cz7+X69XldISIg1OPizzMxMDR48WFWqVJGnp6fc3d2VlJR005EHe/fuVWZmpkqWLGlzzyNHjljvKUmBgYE2wcHdMnDgQL388ssKDw/XpEmTbOqQmJio+vXrS5LWrFmjjh076oUXXlCtWrU0d+5c5ebmWsv6+/vr7NmzkqSkpCTrh+SrwsLClJSUZLOvTp0619Vn1qxZql27try9veXu7q758+db38vU1FT9/vvvatq0ab7atnfvXv30008qWrSo9X0uUaKELl26ZNPOayUkJOjxxx+3BgfXysjI0O+//56vttWoUcP6s6+vr6T/C6yu7ktNTb1p3YcPH6709HTr69ixY7duMAAAAAD8f4w8+Bvs7e0VExOjrVu3asOGDZo5c6ZGjhypNWvWSJIWLFigevXqXXeOJLm4uJhee/DgwYqJidFbb72loKAgubi46Nlnn73psPjMzEz5+/srNjb2umPXrk/g5ub2F1p4Y3Z2dtapBFf9eWHCqKgovfDCC/rf//6ndevWacyYMVqxYoXatWunnJwca/uzsrJs6uTu7m79+fz58zp06JAefvjhv1S/P7dxxYoVGjx4sKZOnarQ0FAVLVpUU6ZMsa4vcavfxZ9lZmaqdu3aWrZs2XXHbhbM/NV73My14cPVUQ9/3nd16suNODk5WUemAAAAAMBfxciDv8lisSgsLExjx47Vnj175OjoqLi4OJUqVUqHDx9WUFCQzatcuXKSrnyDnJCQYLMewbXi4uLUpUsXtWvXTsHBwfLz8zNdkK9WrVo6ceKEHBwcrrunl5eXaRscHR1tvu2/FW9vb507d866MKR05Zv1P6tYsaIGDBigDRs2qH379lq8eLGkK9MzEhMTJUkNGjTQihUrdODAAWVnZ+uNN96QJJ06dUpdu3ZVmzZt5OPjI0mqUqWK4uLibO4RFxenqlWrmtY3Li5O9evXV8+ePRUSEqKgoCCbEQJFixZV2bJltXHjxny1v1atWjp06JB8fHyue6+LFSt2w3Nq1Kih77777oZPf/Dw8FCpUqX+VtsAAAAA4F4iPPgbtm/frgkTJig+Pl4pKSlatWqVTp06pSpVqmjs2LGaOHGioqOjdfDgQSUmJmrx4sWaNm2aJCkiIkJ+fn5q27at4uLidPjwYa1cuVLbtm2TdGWNgKuLGu7du1cvvPCC6TfK4eHhCg0NVdu2bbVhwwYdPXpUW7du1ciRI22ecnAjZcuW1fbt23X06FH98ccfpveRpHr16snV1VUjRozQzz//rA8//NBmnv3FixfVu3dvxcbG6pdfflFcXJx27typKlWqSJLatWunhQsXKjs7W88884yefvppVa1aVa6urkpLS1OpUqUUHh6u0qVLa+7cudbrDhkyREuWLNGcOXN06NAhTZs2TatWrdLgwYNN61uhQgXFx8frq6++0sGDBzVq1Cjt3LnTpkxUVJSmTp2q6OhoHTp0SLt379bMmTNveL2OHTvKy8tLbdq00XfffacjR44oNjZWffv21a+//irpyuKOV9d7kKTevXsrIyNDzz//vOLj43Xo0CG9//77Sk5OtrbtzTff1EcffaTk5GQNGzZMCQkJNmswAAAAAEBBIzz4Gzw8PLR582a1bNlSFStW1H//+19NnTpVLVq00Msvv6yFCxdq8eLFCg4OVqNGjbRkyRLryANHR0dt2LBBPj4+atmypYKDgzVp0iTrtIZp06apePHiql+/vlq3bq3mzZurVq1aN62LxWLRl19+qYYNG+qll15SxYoV9fzzz+uXX36xzo2/mcGDB8ve3l5Vq1aVt7e36RMdJKlEiRL64IMP9OWXXyo4OFjLly9XVFSU9bi9vb1Onz6tyMhIVaxYUR06dFCLFi2sC/U98cQTCgoKUvfu3ZWXl6d58+Y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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:19:16.715262Z",
     "iopub.status.busy": "2025-01-31T20:19:16.714822Z",
     "iopub.status.idle": "2025-01-31T20:19:16.939200Z",
     "shell.execute_reply": "2025-01-31T20:19:16.938631Z"
    },
    "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": "2025-01-31T20:19:16.941073Z",
     "iopub.status.busy": "2025-01-31T20:19:16.940898Z",
     "iopub.status.idle": "2025-01-31T20:19:16.949003Z",
     "shell.execute_reply": "2025-01-31T20:19:16.948546Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead><tbody><tr>\n",
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       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
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       "\n",
       "        // Define the dt_args\n",
       "        let dt_args = {\"scrollY\": \"400px\", \"scrollCollapse\": true, \"paging\": false, \"dom\": \"tpir\", \"order\": [], \"warn_on_selected_rows_not_rendered\": true};\n",
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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d41f70e4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:19:16.950861Z",
     "iopub.status.busy": "2025-01-31T20:19:16.950494Z",
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     "shell.execute_reply": "2025-01-31T20:19:16.955880Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
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       "<thead>\n",
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       "      \n",
       "      <th>CWE</th>\n",
       "      <th>CVEs</th>\n",
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       "Loading ITables v2.2.4 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
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       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.css\" rel=\"stylesheet\">\n",
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       "\n",
       "        // Define the table data\n",
       "        const data = [[\"CWE-79\", 2006], [\"NVD-CWE-noinfo\", 1867], [\"Missing_Data\", 1643], [\"CWE-20\", 1180], [\"CWE-200\", 949], [\"CWE-119\", 915], [\"CWE-787\", 744], [\"CWE-125\", 736], [\"CWE-190\", 686], [\"CWE-22\", 543], [\"CWE-89\", 500], [\"CWE-352\", 433], [\"CWE-416\", 416], [\"CWE-476\", 323], [\"CWE-78\", 298], [\"CWE-287\", 259], [\"CWE-732\", 202], [\"CWE-400\", 201], [\"CWE-611\", 185], [\"CWE-434\", 165], [\"CWE-311\", 163], [\"CWE-94\", 158], [\"CWE-798\", 129], [\"CWE-295\", 116], [\"CWE-264\", 115], [\"CWE-502\", 109], [\"CWE-522\", 107], [\"CWE-772\", 105], [\"CWE-835\", 103], [\"CWE-269\", 102], [\"CWE-362\", 98], [\"CWE-284\", 89], [\"CWE-863\", 88], [\"CWE-601\", 83], [\"CWE-426\", 75], [\"CWE-77\", 70], [\"CWE-918\", 64], [\"CWE-415\", 62], [\"CWE-532\", 61], [\"CWE-120\", 61], [\"CWE-121\", 59], [\"CWE-843\", 58], [\"CWE-862\", 57], [\"CWE-399\", 55], [\"CWE-306\", 51], [\"CWE-59\", 46], [\"CWE-704\", 44], [\"CWE-384\", 44], [\"CWE-506\", 44], [\"CWE-122\", 43], [\"CWE-74\", 41], [\"CWE-404\", 41], [\"CWE-319\", 39], [\"CWE-326\", 39], [\"CWE-347\", 35], [\"CWE-285\", 35], [\"CWE-310\", 32], [\"CWE-665\", 32], [\"CWE-129\", 32], [\"CWE-770\", 31], [\"CWE-693\", 29], [\"CWE-327\", 27], [\"CWE-369\", 27], [\"CWE-617\", 27], [\"CWE-255\", 23], [\"CWE-427\", 23], [\"CWE-640\", 21], [\"CWE-254\", 19], [\"CWE-1236\", 19], [\"CWE-276\", 19], [\"CWE-428\", 18], [\"CWE-674\", 18], [\"CWE-203\", 18], [\"CWE-346\", 17], [\"CWE-338\", 16], [\"CWE-134\", 16], [\"CWE-358\", 16], [\"CWE-275\", 16], [\"CWE-330\", 16], [\"CWE-668\", 15], [\"CWE-312\", 15], [\"CWE-191\", 15], [\"CWE-824\", 14], [\"CWE-345\", 14], [\"CWE-391\", 14], [\"CWE-425\", 13], [\"CWE-613\", 13], [\"CWE-521\", 13], [\"CWE-88\", 13], [\"CWE-19\", 13], [\"CWE-444\", 12], [\"CWE-209\", 12], [\"CWE-320\", 11], [\"CWE-639\", 11], [\"CWE-908\", 11], [\"CWE-1188\", 11], [\"CWE-755\", 11], [\"CWE-290\", 10], [\"CWE-592\", 10], [\"CWE-834\", 10], [\"CWE-307\", 10], [\"CWE-113\", 9], [\"CWE-294\", 9], [\"CWE-193\", 9], [\"CWE-388\", 9], [\"CWE-377\", 8], [\"CWE-91\", 8], [\"CWE-184\", 8], [\"CWE-682\", 7], [\"CWE-552\", 7], [\"CWE-16\", 7], [\"CWE-916\", 7], [\"CWE-250\", 7], [\"CWE-829\", 7], [\"CWE-118\", 7], [\"CWE-754\", 7], [\"CWE-93\", 7], [\"CWE-401\", 7], [\"CWE-1021\", 7], [\"CWE-822\", 6], [\"CWE-116\", 6], [\"CWE-300\", 6], [\"CWE-23\", 6], [\"CWE-331\", 6], [\"CWE-459\", 6], [\"CWE-288\", 6], [\"CWE-471\", 6], [\"CWE-80\", 6], [\"CWE-123\", 5], [\"CWE-367\", 5], [\"CWE-201\", 5], [\"CWE-417\", 5], [\"CWE-494\", 5], [\"CWE-325\", 5], [\"CWE-321\", 5], [\"CWE-385\", 5], [\"CWE-256\", 4], [\"CWE-212\", 4], [\"CWE-185\", 4], [\"CWE-749\", 4], [\"CWE-252\", 4], [\"CWE-538\", 4], [\"CWE-266\", 4], [\"CWE-172\", 3], [\"CWE-73\", 3], [\"CWE-789\", 3], [\"CWE-115\", 3], [\"CWE-248\", 3], [\"CWE-313\", 3], [\"CWE-917\", 3], [\"CWE-565\", 3], [\"CWE-598\", 3], [\"CWE-90\", 3], [\"CWE-354\", 3], [\"CWE-763\", 3], [\"CWE-460\", 3], [\"CWE-670\", 3], [\"CWE-17\", 3], [\"CWE-335\", 3], [\"CWE-131\", 3], [\"CWE-281\", 3], [\"CWE-274\", 2], [\"CWE-419\", 2], [\"CWE-441\", 2], [\"CWE-98\", 2], [\"CWE-1321\", 2], [\"CWE-922\", 2], [\"CWE-681\", 2], [\"CWE-214\", 2], [\"CWE-680\", 2], [\"CWE-126\", 2], [\"CWE-436\", 2], [\"CWE-329\", 2], [\"CWE-642\", 2], [\"CWE-361\", 2], [\"NVD-CWE-Other\", 2], [\"CWE-909\", 2], [\"CWE-610\", 2], [\"CWE-913\", 2], [\"CWE-924\", 2], [\"CWE-757\", 2], [\"CWE-189\", 2], [\"CWE-356\", 2], [\"CWE-178\", 2], [\"CWE-703\", 2], [\"CWE-470\", 2], [\"CWE-257\", 2], [\"CWE-548\", 2], [\"CWE-359\", 1], [\"CWE-602\", 1], [\"CWE-228\", 1], [\"CWE-360\", 1], [\"CWE-39\", 1], [\"CWE-282\", 1], [\"CWE-289\", 1], [\"CWE-920\", 1], [\"CWE-760\", 1], [\"CWE-130\", 1], [\"CWE-61\", 1], [\"CWE-489\", 1], [\"CWE-303\", 1], [\"CWE-332\", 1], [\"CWE-215\", 1], [\"CWE-437\", 1], [\"CWE-697\", 1], [\"CWE-124\", 1], [\"CWE-35\", 1], [\"CWE-350\", 1], [\"CWE-349\", 1], [\"CWE-838\", 1], [\"CWE-767\", 1], [\"CWE-304\", 1], [\"CWE-1187\", 1], [\"CWE-620\", 1], [\"CWE-625\", 1], [\"CWE-706\", 1], [\"CWE-177\", 1], [\"CWE-409\", 1], [\"CWE-509\", 1], [\"CWE-208\", 1], [\"CWE-378\", 1], [\"CWE-302\", 1], [\"CWE-799\", 1], [\"CWE-561\", 1], [\"CWE-194\", 1], [\"CWE-259\", 1], [\"CWE-923\", 1], [\"CWE-774\", 1], [\"CWE-407\", 1], [\"CWE-6\", 1], [\"CWE-769\", 1], [\"CWE-267\", 1], [\"CWE-99\", 1], [\"CWE-270\", 1], [\"CWE-379\", 1], [\"CWE-204\", 1], [\"CWE-297\", 1], [\"CWE-707\", 1], [\"CWE-117\", 1], [\"CWE-226\", 1], [\"CWE-405\", 1], [\"CWE-37\", 1], [\"CWE-456\", 1], [\"CWE-138\", 1], [\"CWE-623\", 1], [\"CWE-912\", 1], [\"CWE-341\", 1], [\"CWE-477\", 1], [\"CWE-258\", 1], [\"CWE-273\", 1], [\"CWE-410\", 1], [\"CWE-621\", 1]];\n",
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       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-01-31T20:19:16.958021Z",
     "iopub.status.busy": "2025-01-31T20:19:16.957733Z",
     "iopub.status.idle": "2025-01-31T20:19:17.055285Z",
     "shell.execute_reply": "2025-01-31T20:19:17.054690Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t0\n",
      "CVE-2003:\t1\n",
      "CVE-2004:\t1\n",
      "CVE-2005:\t0\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t1\n",
      "CVE-2008:\t1\n",
      "CVE-2009:\t8\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t20\n",
      "CVE-2012:\t23\n",
      "CVE-2013:\t54\n",
      "CVE-2014:\t229\n",
      "CVE-2015:\t274\n",
      "CVE-2016:\t683\n",
      "CVE-2017:\t4141\n",
      "CVE-2018:\t12717\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-')]))"
   ]
  },
  {
   "cell_type": "code",
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     "shell.execute_reply": "2025-01-31T20:19:17.060008Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-01-31 20:19:17.057439**"
      ],
      "text/plain": [
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      ]
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