CVE2022.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2022\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-04T12:38:58.282865Z",
     "iopub.status.busy": "2025-03-04T12:38:58.282692Z",
     "iopub.status.idle": "2025-03-04T12:38:58.916339Z",
     "shell.execute_reply": "2025-03-04T12:38:58.915771Z"
    },
    "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": "2025-03-04T12:38:58.918372Z",
     "iopub.status.busy": "2025-03-04T12:38:58.918021Z",
     "iopub.status.idle": "2025-03-04T12:39:22.424843Z",
     "shell.execute_reply": "2025-03-04T12:39:22.424212Z"
    },
    "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",
    "                cve_tag = np.nan   \n",
    "            try: \n",
    "                vulnStatus = entry['cve']['vulnStatus']\n",
    "            except IndexError:\n",
    "                vulnStatus = ''  \n",
    "            new_row = {\n",
    "                'CVE': cve,\n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner,\n",
    "                'Status': vulnStatus \n",
    "            }\n",
    "            row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "\n",
    "nvd = nvd[~nvd.Status.str.contains('Rejected')]\n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2022-01-01') & (nvd['Published']  < '2023-01-01'))\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(2022, 1, 1)\n",
    "enddate  = date(2023, 1, 1)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-04T12:39:22.427290Z",
     "iopub.status.busy": "2025-03-04T12:39:22.426899Z",
     "iopub.status.idle": "2025-03-04T12:39:22.433953Z",
     "shell.execute_reply": "2025-03-04T12:39:22.433517Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **25074**<br />Average CVEs Per Day: **68.7**<br />Average CVSS Score: **7.01**"
      ],
      "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": "2025-03-04T12:39:22.435600Z",
     "iopub.status.busy": "2025-03-04T12:39:22.435418Z",
     "iopub.status.idle": "2025-03-04T12:39:22.444939Z",
     "shell.execute_reply": "2025-03-04T12:39:22.444499Z"
    },
    "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": "2025-03-04T12:39:22.446844Z",
     "iopub.status.busy": "2025-03-04T12:39:22.446524Z",
     "iopub.status.idle": "2025-03-04T12:39:23.183826Z",
     "shell.execute_reply": "2025-03-04T12:39:23.183247Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-04T12:39:23.185630Z",
     "iopub.status.busy": "2025-03-04T12:39:23.185452Z",
     "iopub.status.idle": "2025-03-04T12:39:23.379679Z",
     "shell.execute_reply": "2025-03-04T12:39:23.379173Z"
    },
    "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": "2025-03-04T12:39:23.381422Z",
     "iopub.status.busy": "2025-03-04T12:39:23.381242Z",
     "iopub.status.idle": "2025-03-04T12:39:23.626064Z",
     "shell.execute_reply": "2025-03-04T12:39:23.625566Z"
    },
    "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": "2025-03-04T12:39:23.627964Z",
     "iopub.status.busy": "2025-03-04T12:39:23.627768Z",
     "iopub.status.idle": "2025-03-04T12:39:23.906252Z",
     "shell.execute_reply": "2025-03-04T12:39:23.905733Z"
    },
    "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": "2025-03-04T12:39:23.908054Z",
     "iopub.status.busy": "2025-03-04T12:39:23.907871Z",
     "iopub.status.idle": "2025-03-04T12:39:24.033650Z",
     "shell.execute_reply": "2025-03-04T12:39:24.033123Z"
    },
    "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": "2025-03-04T12:39:24.035561Z",
     "iopub.status.busy": "2025-03-04T12:39:24.035342Z",
     "iopub.status.idle": "2025-03-04T12:39:24.268974Z",
     "shell.execute_reply": "2025-03-04T12:39:24.268489Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0aNGCPHnyMGbMGABWr15N5cqVsbW1pVSpUowYMcIYNWDpGM+dO0fTpk0JCQlh586dBAUFUb16dSpVqkRQUBC7d++mefPmNGnShAcPHhixAgQGBmIymYzvqddo1qxZlCxZEltbWwCuX7/OW2+9hYuLC3nz5iUgIIDDhw8bMaTut2DBAtzd3cmXLx/t2rXj999/f+prO3r0aKNeiRIlWLNmDVeuXKFly5bY29vj7e3NgQMHjH3Sm8Lw7bffUq1aNWxtbXF2diYwMNCsj1GjRtGpUyfy5s1rjGaxdO2flJyczCeffIKHhwc2NjYUL17cuJ4AR48eJSAgADs7O5ycnOjRowe3bt0yyjt37kyrVq346KOPKFSoEI6OjowcOZKkpCQGDx5MgQIFKFasGHPmzMk0DhERERERkb/qmScQ3NzcuHjxovE5dOgQTk5O1K1bl71799KtWzf69OlDTEwM9evXZ/To0U/dx+DBg9mxYwerV69m06ZNREZGEh0dnWH9b775hokTJzJjxgwSEhJYtWoVFStWNMo7derEkiVLmDJlCrGxscyYMSPDURAHDx6kbdu2tGvXjqNHjxIWFkZISAhz584F4MCBA/Tr14+RI0cSFxfHhg0bqFu37lMfY1hYGIGBgRw9epSuXbuyc+dOOnXqRP/+/Tlx4gQzZsxg7ty5xs2opWN877336NKlC927d+enn36iWbNmFCxYkEaNGjFq1Ch69uzJyJEjyZMnDwsXLgQeTQMBmDNnDhcvXjS+A5w6dYpvvvmGFStWEBMTA8Brr73G5cuX+e677zh48CCVK1emQYMG/Pbbb8Z+p0+fZtWqVaxdu5a1a9eyY8cOxo0bZ5Rn9dpOnDgRPz8/Dh06xCuvvELHjh3p1KkTb775JtHR0ZQuXZpOnTqRkpKS7vldt24dgYGBNG3alEOHDrF161aqV69uVmf8+PH4+Phw6NAhQkJCLF779AwbNoxx48YREhLCiRMnWLx4MYUKFQIeJUsaNWpE/vz52b9/P19//TVbtmyhT58+Zm1s27aNCxcu8P333zNhwgSGDx9Os2bNyJ8/P3v37uWdd97h7bff5qeffsowjnv37nHz5k2zj4iIiIiIyNN45lMYrKysKFy4MAB//PEHrVq1ombNmoSFhfHmm2/SuHFjhgwZAkDZsmXZvXs3GzZsyHL7t27d4ssvv2ThwoU0aNAAgHnz5lGsWLEM90lMTKRw4cI0bNiQnDlzUrx4ceNmMT4+nmXLlrF582YaNmwIQKlSpTJsa8KECTRo0ICQkBDjGE6cOMGnn35K586dSUxMJE+ePDRr1gwHBwdKlChBpUqVsnx8qd544w26dOlifO/atSvvvfceQUFBRoyjRo1iyJAhDB8+PNNjvHXrFuvWrePHH38EICgoCHt7ezZs2EBsbCzvvPMOr776qlG2ceNGunTpYkwDcXR0NK5pqvv37zN//nyjzq5du9i3bx+XL1/GxsYGeHQDvmrVKpYvX248wU9OTmbu3Lk4ODgA0LFjR7Zu3cqYMWOe6to2bdqUt99+G4DQ0FAiIiKoVq0ar732GgBDhw6lZs2a/PLLL2liBxgzZgzt2rVjxIgRxjYfHx+zOgEBAQwcOND43qFDh0yv/ZN+//13Jk+ezNSpU43rVrp0aWrXrg3A4sWL+eOPP5g/fz558uQBYOrUqTRv3pyPP/7YSDQUKFCAKVOmkCNHDjw9Pfnkk0+4c+cO77//PvB/SYpdu3bRrl27NHEAjB071uxYRUREREREntZzXUSxa9eu/P777yxevJgcOXIQGxvLiy++aFanZs2aGe6/c+dOY00Ee3t7Fi1axOnTp7l//75ZOwUKFMDT0zPDdl577TXu3r1LqVKl6N69OytXrjSG/sfExGBlZUW9evWydEyxsbH4+fmZbfPz8yMhIYGHDx/y0ksvUaJECUqVKkXHjh1ZtGgRd+7cyVLbj6tatarZ98OHDzNy5Eiz89G9e3cuXrzInTt3Mj3G+Ph43N3dcXJy4vbt22zbto2IiAgqV65Mhw4dzG46XV1duXbtmsX4SpQoYbbOxOHDh7l16xZOTk5mMf7444+cPn3aqOfu7m4kD1L7u3z5MsBTXVtvb2/j36k32o+PuEjdltr2k2JiYowkRUaevAaWrv2TYmNjuXfvXob9xMbG4uPjYyQPUttLTk4mLi7O2FahQgVy5Pi/P9VChQqZHauVlRVOTk4ZHis8SjLcuHHD+Jw/fz7DuiIiIiIiIul5bosojh49mo0bN7Jv3z6zG8anUbVqVWN4PDy6cTpz5sxTt+Pm5kZcXBxbtmxh8+bN9OrVi08//ZQdO3b8pYX10uPg4EB0dDSRkZFs2rSJ0NBQwsLC2L9/P46OjuTIkSPNsPrUNQce9/hNJTwaRTBixAhat26dpq6trW2mx5iUlGQcZ2pfj7dvb29vJA2io6Px8PCweJzpxefq6kpkZGSauo+vPfDkYpAmk4nk5GSL/T3p8XZMJlOG2zJqOyvX/cljfFrP6reV3jl72vNoY2NjjAwRERERERH5M57LCIRvvvmGkSNHsmzZMkqXLm1s9/LyYu/evWZ1f/jhhwzbsbOzw8PDw/g4ODhQunRpcubMadbOtWvXLL6iz87OjubNmzNlyhQiIyPZs2cPR48epWLFiiQnJ7Njx44sHZuXlxdRUVFm26KioihbtixWVlYAWFtb07BhQz755BOOHDnC2bNn2bZtG/Do7RAXL1409r1586YxtSAzlStXJi4uzux8pH5Sn05ndIylSpUiPj6eBw8e4OjoSIUKFRgzZgwPHjzg5MmTLF26lOTkZNatW8e0adPM5uDnzJkz3afr6cV36dIlrK2t08Tn7Oxs+cTCn762f4a3t/dTvy40K9f+cWXKlMHOzi7Dfry8vDh8+DC3b982ay91qoKIiIiIiMj/kmc+AuHYsWN06tSJoUOHUqFCBS5dugRArly56NevH35+fowfP56WLVuycePGp1r/AB49Le/WrRuDBw/GycmJggUL8sEHH5gN8X7S3LlzefjwIS+++CK5c+dm4cKF2NnZUaJECZycnAgKCqJr165MmTIFHx8fzp07x+XLl2nbtm2atgYOHEi1atUYNWoUr7/+Onv27GHq1KlMnz4dgLVr13LmzBnq1q1L/vz5Wb9+PcnJycYNYUBAAHPnzqV58+Y4OjoSGhqa7s3nk0JDQ2nWrBnFixenTZs25MiRg8OHD3Ps2DFGjx5t8Ri9vb1ZuHAhXbp0Yc6cObRu3ZoJEyZQuHBhWrRowcyZMzl+/DjLli3Dy8vL6Nfd3Z2tW7fi5+eHjY0N+fPnTze+hg0bUrNmTVq1asUnn3xC2bJluXDhgrFY4ZPTAdLzZ67tnzV8+HAaNGhA6dKladeuHUlJSaxfv56hQ4dmuI+law/QoEEDAgMD6dOnD7a2tgwdOpQhQ4aQK1cu/Pz8uHLlCsePH6dbt2506NCB4cOHExQURFhYGFeuXKFv37507NjRmIIhIiIiIiLyv+KZ35kdOHCAO3fuMHr0aFxdXY1P69atqVGjBjNnzmTy5Mn4+PiwadMmPvzww6fu49NPP6VOnTo0b96chg0bUrt2bapUqZJhfUdHR2bOnImfnx/e3t5s2bKFb7/9FicnJwAiIiJo06YNvXr1oly5cnTv3t3sqfDjKleuzLJly1i6dCkvvPACoaGhjBw50lhEz9HRkRUrVhAQEICXlxeff/45S5YsoUKFCsCjuej16tWjWbNmvPLKK7Rq1cpslEZGGjVqxNq1a9m0aRPVqlWjRo0aTJw4kRIlSmTpGMeOHcugQYOIjo6mWrVqJCYmkpiYyNmzZwkPD+e3337j4MGD1KlTx6zf8PBwNm/ejJubW6aLQZpMJtavX0/dunXp0qULZcuWpV27dpw7d+6pboaf9tr+Wf7+/nz99desWbMGX19fAgIC2LdvX6b7WLr28Ggdh19//dX4HhISwsCBAwkNDcXLy4vXX3/dWKsgd+7cbNy4kd9++41q1arRpk0bGjRowNSpU5/58YqIiIiIiPxVppSM3nMn/zrz5s2jf//+9OvXj06dOlG6dGkePnzIvn37GDt2LAEBAbz77rvZHab8DW7evEm+fPmg6PuQwza7wxHJUEpiSHaHICIiIvKvlnpvcOPGDfLmzZtp3ef6Fgb53xIUFMT333/PiRMn8PHxIVeuXNjY2PDmm29Su3Ztevfund0hioiIiIiIyP+o5/YWBvnf5O3tzfLly0lKSuKXX37BxsYmy4scioiIiIiIyH+XEgj/UdbW1hQtWjS7wxAREREREZF/CE1hEBERERERERGLlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGLtIiiyH/YjRNDLb7rVUREREREBDQCQURERERERESyQAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUivcRT5D8tX/mPIYZvdYYj8ZSmJIdkdgoiIiMi/nkYgiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIEga/v7+BAcH/+v7fBb+qXGLiIiIiIg8LevsDkD+96xYsYKcOXNmWufs2bOULFmSQ4cO4evrm6Y8OTmZr7/+moULF3L48GHu3r1LiRIlaNasGX379sXJyek5Rf/3ysq5EhERERER+TdQAkHSKFCgQKbl9+/fz7T8119/pU2bNpw/f57evXszePBgChQowJkzZ1i8eDHly5dn5cqV1KpV61mGnS0snSsREREREZF/C01h+Jfy9/enT58+9OnTh3z58uHs7ExISAgpKSkATJ8+nTJlymBra0uhQoVo06aN2b6PD8t3d3dn1KhRdOrUibx589KjRw9KliwJQKVKlTCZTPj7+wOQlJREixYtKF26NCdPnmTAgAHUrVuXF154gRYtWrB06VJmz55NYGAgZ86cMYs5OTmZIUOGUKBAAQoXLkxYWJhRdvbsWUwmEzExMca269evYzKZiIyMBODhw4d069aNkiVLYmdnh6enJ5MnTzbqHzt2jBw5cnDlyhUAfvvtN3LkyEG7du2MOqNHj6Z27dpm+zRp0gR7e3sKFSpEx44d+fXXXzM8V+n59ttvqVatGra2tjg7OxMYGGiUXbt2jU6dOpE/f35y585NkyZNSEhIMMrnzp2Lo6Mja9euxdPTk9y5c9OmTRvu3LnDvHnzcHd3J3/+/PTr14+HDx9mGoeIiIiIiMhfoQTCv9i8efOwtrZm3759TJ48mQkTJjBr1iwOHDhAv379GDlyJHFxcWzYsIG6detm2tb48ePx8fHh0KFDhISEsG/fPgC2bNnCxYsXWbFiBQBffvklJpOJL774guTkZPr27UvRokXx9fVl9uzZVKhQgVdeeYUePXowYsSINPHmyZOHvXv38sknnzBy5Eg2b96c5eNNTk6mWLFifP3115w4cYLQ0FDef/99li1bBkCFChVwcnJix44dAOzcudPsO8COHTuMZMj169cJCAigUqVKHDhwgA0bNvDLL7/Qtm3bLMe0bt06AgMDadq0KYcOHWLr1q1Ur17dKO/cuTMHDhxgzZo17Nmzh5SUFJo2bcqDBw+MOnfu3GHKlCksXbqUDRs2EBkZSWBgIOvXr2f9+vUsWLCAGTNmsHz58gzjuHfvHjdv3jT7iIiIiIiIPA1NYfgXc3NzY+LEiZhMJjw9PTl69CgTJ05k9OjR5MmTh2bNmuHg4ECJEiWoVKlSpm0FBAQwcOBA47uVlRUATk5OFC5c2Ng+f/58hg0bhpWVFR999BGbNm1i0aJFpKSk0KtXL+7evQs8unH28/Mz68Pb25vhw4cDUKZMGaZOncrWrVt56aWXsnS8OXPmNEtKlCxZkj179rBs2TLatm2LyWSibt26REZG0qZNGyIjI+nSpQuzZs3i5MmTlC5dmt27dzNkyBAApk6dSqVKlfjoo4+MNmfPno2bmxvx8fGULVvWYkxjxoyhXbt2ZnH5+PgAkJCQwJo1a4iKijKmcyxatAg3NzdWrVrFa6+9BsCDBw+IiIigdOnSALRp04YFCxbwyy+/YG9vT/ny5alfvz7bt2/n9ddfTzeOsWPHpknYiIiIiIiIPA2NQPgXq1GjBiaTyfhes2ZNEhISaNCgASVKlKBUqVJ07NiRRYsWcefOnUzbqlq1apb6PHr0qHEz/O233zJ8+HD8/f2pX78+H374oVHP1dWVa9eume3r7e1t9t3V1ZXLly9nqd9U06ZNo0qVKri4uGBvb88XX3xBYmKiUV6vXj1jysOOHTsICAgwkgr79+/nwYMHRmLj8OHDbN++HXt7e+NTrlw5AE6fPp2leGJiYmjQoEG6ZbGxsVhbW/Piiy8a25ycnPD09CQ2NtbYljt3biN5AFCoUCHc3d2xt7c325bZuRo2bBg3btwwPufPn89S/CIiIiIiIqk0AuE/yN7enujoaCIjI9m0aROhoaGEhYWxf/9+HB0d090nT548WWo7KSkJOzs74NFii4/v9/gNb3R0NB4eHmb7Pvk2A5PJRHJyMgA5cjzKdaWu4QCYDfMHWLp0KYMGDSI8PJyaNWvi4ODAp59+yt69e406qWsWJCQkcOLECWrXrs3JkyeJjIzk2rVrVK1aldy5cwNw69Ytmjdvzscff5zmOF1dXbN0PlLPxV+R3nnJ7Fylx8bGBhsbm78ci4iIiIiI/HdpBMK/2OM3zgA//PADZcqUwcrKCmtraxo2bMgnn3zCkSNHOHv2LNu2bcty27ly5QJIs3Cfh4cHR48eBaB27dpMnjyZa9euce3aNWNBw+PHj9OzZ08GDx6c5f5cXFwAuHjxorHt8QUVAWMqQK9evahUqRIeHh5pRgpUrFiR/PnzM3r0aHx9fbG3t8ff358dO3YQGRlprH8AULlyZY4fP467uzseHh5mn6wmVLy9vdm6dWu6ZV5eXiQlJZldp6tXrxIXF0f58uWz1L6IiIiIiMjfRQmEf7HExEQGDBhAXFwcS5Ys4bPPPqN///6sXbuWKVOmEBMTw7lz55g/fz7Jycl4enpmue2CBQtiZ2dnLCx448YNAAIDA5k2bRoAYWFh3L9/HycnJ4oVK8aLL77IuXPnaNy4MX379qVz585Z7s/Ozo4aNWowbtw4YmNj2bFjh9mUCHi0bsKBAwfYuHEj8fHxhISEsH//frM6qesgLFq0yEgWeHt7c+/ePbZu3Uq9evWMur179+a3336jffv27N+/n9OnT7Nx40a6dOmS4RsPhg0bRqdOnYzvw4cPZ8mSJQwfPpzY2FiOHj1qjGgoU6YMLVu2pHv37uzatYvDhw/z5ptvUrRoUVq2bJnlcyMiIiIiIvJ3UALhX6xTp07cvXuX6tWr07t3b/r370+PHj1wdHRkxYoVBAQE4OXlxeeff86SJUuoUKFCltu2trZmypQpzJgxgyJFihg3vMHBwWzdupVZs2bh7OzMrl27+OWXX7hy5QqjRo3i0qVLnD9/nh49ejz18cyePZukpCSqVKlCcHAwo0ePNit/++23ad26Na+//jovvvgiV69epVevXmnaqVevHg8fPjQSCDly5KBu3bqYTCazhR2LFClCVFQUDx8+5OWXX6ZixYoEBwfj6OhoTKl40sWLF83WXPD39+frr79mzZo1+Pr6EhAQYLzBAmDOnDlUqVKFZs2aUbNmTVJSUli/fn2aKQoiIiIiIiLZzZTy+KRy+dfw9/fH19eXSZMm/e19Hzp0iFdeeYWAgAD69etH5cqVsba2JiEhgc8++4xLly4Zr1aU7HHz5k3y5csHRd+HHLbZHY7IX5aSGJLdIYiIiIj8I6XeG9y4cYO8efNmWlcjEOSZq1SpEjExMTg5OdG8eXNsbGzImTMnNWrUICkpiSlTpmR3iCIiIiIiIvKU9BYGeS4KFizI5MmTmTRpEleuXCEpKYnChQtnOPRfRERERERE/rcpgfAvFRkZmd0hAI8WLSxYsGB2hyEiIiIiIiJ/kR4Hi4iIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFWkRR5D/sxomhFt/1KiIiIiIiAhqBICIiIiIiIiJZoASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKTXOIr8h+Ur/zHksM3uMESeiZTEkOwOQURERORfTSMQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQ5Jny9/cnODg4u8MwnD17FpPJRExMTHaHIiIiIiIi8o9mnd0ByL/LihUryJkzZ6Z1zp49S8mSJTl06BC+vr5pypOTk/n6669ZuHAhhw8f5u7du5QoUYJmzZrRt29fnJycshyPm5sbFy9exNnZ+WkPRURERERERB6jBII8UwUKFMi0/P79+5mW//rrr7Rp04bz58/Tu3dvBg8eTIECBThz5gyLFy+mfPnyrFy5klq1amUpHisrKwoXLpzl+EVERERERCR9msIgafj7+9OnTx/69OlDvnz5cHZ2JiQkhJSUFACmT59OmTJlsLW1pVChQrRp08Zs38enMLi7uzNq1Cg6depE3rx56dGjByVLlgSgUqVKmEwm/P39AUhKSqJFixaULl2akydPMmDAAOrWrcsLL7xAixYtWLp0KbNnzyYwMJAzZ84YfSQnJ/PJJ5/g4eGBjY0NxYsXZ8yYMUDaKQzXrl2jQ4cOuLi4YGdnR5kyZZgzZ47R1k8//UT79u0pUKAAefLkoWrVquzdu9coj4iIoHTp0uTKlQtPT08WLFiQ6bm8d+8eQ4cOxc3NDRsbGzw8PPjyyy+N8h07dlC9enVsbGxwdXXlvffeIykpyex89u3bl+DgYPLnz0+hQoWYOXMmt2/fpkuXLjg4OODh4cF3332XlUsrIiIiIiLypymBIOmaN28e1tbW7Nu3j8mTJzNhwgRmzZrFgQMH6NevHyNHjiQuLo4NGzZQt27dTNsaP348Pj4+HDp0iJCQEPbt2wfAli1buHjxIitWrADgyy+/xGQy8cUXX5CcnEzfvn0pWrQovr6+zJ49mwoVKvDKK6/Qo0cPRowYYbQ/bNgwxo0bR0hICCdOnGDx4sUUKlQo3VhS63z33XfExsYSERFhTG+4desW9erV4+eff2bNmjUcPnyYIUOGkJycDMDKlSvp378/AwcO5NixY7z99tt06dKF7du3Z3jsnTp1YsmSJUyZMoXY2FhmzJiBvb09AD///DNNmzalWrVqHD58mIiICL788ktGjx6d5lo4Ozuzb98++vbtS8+ePXnttdeoVasW0dHRvPzyy3Ts2JE7d+5kGMe9e/e4efOm2UdERERERORpmFJSHyuL/H/+/v5cvnyZ48ePYzKZAHjvvfdYs2YNo0ePpkuXLvz00084ODiku6+vry+TJk0CHo1AqFSpEitXrjTqZLQGgp+fH8OGDaNZs2aMGjWKhQsXMmPGDFJSUujVqxd3797l7NmznD59Gj8/Py5dusTvv/+Oi4sLU6dO5a233koTz5N9tWjRAmdnZ2bPnp2m7hdffMGgQYM4e/ZsulMx/Pz8qFChAl988YWxrW3btty+fZt169alqR8fH4+npyebN2+mYcOGaco/+OADvvnmG2JjY43zPH36dIYOHcqNGzfIkSMH/v7+PHz4kJ07dwLw8OFD8uXLR+vWrZk/fz4Aly5dwtXVlT179lCjRo00/QCEhYWZJV0MRd+HHLbp7iPyT5OSGJLdIYiIiIj849y8eZN8+fJx48YN8ubNm2ldjUCQdNWoUcO4qQWoWbMmCQkJNGjQgBIlSlCqVCk6duzIokWLMn3yDVC1atUs9Xn06FFjbYNvv/2W4cOH4+/vT/369fnwww+Neq6urly7dg2A2NhY7t27R4MGDbLUR8+ePVm6dCm+vr4MGTKE3bt3G2UxMTFUqlQpw3UcYmNj8fPzM9vm5+dHbGxsuvVjYmKwsrKiXr16GbZXs2ZNs/Ps5+fHrVu3+Omnn4xt3t7exr+trKxwcnKiYsWKxrbU0RaXL1/O6LAZNmwYN27cMD7nz5/PsK6IiIiIiEh6lECQp2Jvb090dDRLlizB1dWV0NBQfHx8uH79eob75MmTJ0ttJyUlYWdnBzxabPHx/VKH/QNER0fj4eEBYNTPqiZNmnDu3DneffddLly4QIMGDRg0aNCfasuSZ9Xek2+1MJlMZttSExCpUy3SY2NjQ968ec0+IiIiIiIiT0MJBEnX4wsHAvzwww+UKVMGKysrrK2tadiwIZ988glHjhzh7NmzbNu2Lctt58qVC3g0HP9xHh4eHD16FIDatWszefJkrl27xrVr15g8eTIAx48fp2fPngwePBiAMmXKYGdnx9atW7Pcv4uLC0FBQSxcuJBJkyYZUxK8vb2JiYnht99+S3c/Ly8voqKizLZFRUVRvnz5dOtXrFiR5ORkduzYkWF7e/bs4fFZRFFRUTg4OFCsWLEsH4+IiIiIiMjfQQkESVdiYiIDBgwgLi6OJUuW8Nlnn9G/f3/Wrl3LlClTiImJ4dy5c8yfP5/k5GQ8PT2z3HbBggWxs7Njw4YN/PLLL9y4cQOAwMBApk2bBjyas3///n2cnJwoVqwYL774IufOnaNx48b07duXzp07A2Bra8vQoUMZMmQI8+fP5/Tp0/zwww9mbzp4XGhoKKtXr+bUqVMcP36ctWvX4uXlBUD79u0pXLgwrVq1IioqijNnzvDNN9+wZ88eAAYPHszcuXOJiIggISGBCRMmsGLFCmMEA0C5cuWM9R7c3d0JCgqia9eurFq1ih9//JHIyEiWLVsGQK9evTh//jx9+/bl5MmTrF69muHDhzNgwABy5NCfpoiIiIiI/G+xzu4A5H9Tp06duHv3LtWrV8fKyor+/fvTo0cPoqKiWLFiBWFhYfzxxx+UKVOGJUuWUKFChSy3bW1tzZQpUxg5ciShoaHUqVOHyMhIgoODqVixIrNmzeKtt95i165dXLlyhTx58pArVy6Cg4PTfbtCSEgI1tbWhIaGcuHCBVxdXXnnnXfS7TtXrlwMGzaMs2fPYmdnR506dVi6dKlRtmnTJgYOHEjTpk1JSkqifPnyRlKjVatWTJ48mfHjx9O/f39KlizJnDlzjNdQAsTFxRkJEXj02sf333+fXr16cfXqVYoXL877778PQNGiRVm/fj2DBw/Gx8eHAgUK0K1bN7P1HkRERERERP5X6C0MksaTb1L4Ox06dIhXXnmFgIAA+vXrR+XKlbG2tiYhIYHPPvuMS5cuGU/w5c9LXWlVb2GQfxO9hUFERETk6ektDPKPValSJWJiYnBycqJ58+bY2NiQM2dOatSoQVJSElOmTMnuEEVERERERP6TNIVB/ucULFiQyZMnM2nSJK5cuUJSUhKFCxfWugAiIiIiIiLZSAkESSMyMjK7QwAevZ6wYMGC2R2GiIiIiIiIoCkMIiIiIiIiIpIFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFWkRR5D/sxomhFt/1KiIiIiIiAhqBICIiIiIiIiJZoASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKTXOIr8h+Ur/zHksM3uMET+56UkhmR3CCIiIiLZTiMQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExKJ/TQLB39+f4ODgTOu4u7szadIk47vJZGLVqlXPNa7sEBYWhq+vb3aHISIiIiIiIv8i/5oEQlbs37+fHj16ZHcYz92gQYPYunWr8b1z5860atXqT7d369YtwsPDqV27NoULF6Zo0aIEBAQwY8YMkpKSnkHEIiIiIiIi8r/OOrsD+Du5uLhkdwjPVUpKCg8fPsTe3h57e/tn0ubBgwcJDAykRIkSdO/eHS8vL3LmzMmRI0f4/PPP+fzzz9m4cSMFCxZ8Jv2JiIiIiIjI/6ZsGYHg7+9P3759CQ4OJn/+/BQqVIiZM2dy+/ZtunTpgoODAx4eHnz33XfGPjt27KB69erY2Njg6urKe++9l+bpd1JSEn369CFfvnw4OzsTEhJCSkqKUf7kFIYnnT9/nrZt2+Lo6EiBAgVo2bIlZ8+ezbD+tWvX6NChAy4uLtjZ2VGmTBnmzJnzVO3Nnj2bChUqGMfVp08fAM6ePYvJZCImJsaoe/36dUwmE5GRkQBERkZiMpn47rvvqFKlCjY2NuzatctsCkNYWBjz5s1j9erVmEwmY/+AgACjr1RXrlwhV65cxuiFc+fO0bRpU0JCQti5cydBQUFUr16dSpUqERQUxO7du2nevDlNmjThwYMHwKMkRlhYGMWLF8fGxoYiRYrQr18/o48FCxZQtWpVHBwcKFy4MG+88QaXL182ylOPaePGjVSqVAk7OzsCAgK4fPky3333HV5eXuTNm5c33niDO3fuGPstX76cihUrYmdnh5OTEw0bNuT27dtA+tNbWrVqRefOnY3v7u7ufPTRR3Tt2hUHBweKFy/OF198YbbP7t278fX1xdbWlqpVq7Jq1ao01+hJ9+7dY+jQobi5uWFjY4OHhwdffvmlUW7pd/1n/lZERERERESeh2ybwjBv3jycnZ3Zt28fffv2pWfPnrz22mvUqlWL6OhoXn75ZTp27MidO3f4+eefadq0KdWqVePw4cNERETw5ZdfMnr06DRtWltbs2/fPiZPnsyECROYNWtWluJ58OABjRo1wsHBgZ07dxIVFYW9vT2NGzfm/v376e4TEhLCiRMn+O6774iNjSUiIgJnZ+cstxcREUHv3r3p0aMHR48eZc2aNXh4eDz1uXzvvfcYN24csbGxeHt7m5UNGjSItm3b0rhxYy5evMjFixepVasWb731FosXL+bevXtG3YULFxrTE1Lb7dKlC927d+enn36iWbNmFCxYkEaNGjFq1Ch69uzJyJEjyZMnDwsXLgTgm2++YeLEicyYMYOEhARWrVpFxYoVzc7zqFGjOHz4MKtWreLs2bNmN/KpwsLCmDp1Krt37zYSMZMmTWLx4sWsW7eOTZs28dlnnwFw8eJF2rdvT9euXYmNjSUyMpLWrVubJY+yIjw8nKpVq3Lo0CF69epFz549iYuLA+DmzZs0b96cihUrEh0dzahRoxg6dKjFNjt16sSSJUuYMmUKsbGxzJgxwxgd8jS/66z+rWTk3r173Lx50+wjIiIiIiLyNLJtCoOPjw8ffvghAMOGDWPcuHE4OzvTvXt3AEJDQ4mIiODIkSN8++23uLm5MXXqVEwmE+XKlePChQsMHTqU0NBQcuR4lAdxc3Nj4sSJmEwmPD09OXr0KBMnTjTazMxXX31FcnIys2bNwmQyATBnzhwcHR2JjIzk5ZdfTrNPYmIilSpVomrVqsCjp9hP097o0aMZOHAg/fv3N/arVq3aU5/LkSNH8tJLL6VbZm9vj52dHffu3aNw4cLG9tatW9OnTx9Wr15N27ZtAZg7dy6dO3fGZDJx69Yt1q1bx48//ghAUFAQ9vb2bNiwgdjYWN555x1effVVo2zjxo106dKFxMREChcuTMOGDcmZMyfFixenevXqRr9du3Y1/l2qVCmmTJlCtWrVuHXrltm0i9GjR+Pn5wdAt27dGDZsGKdPn6ZUqVIAtGnThu3btzN06FAuXrxIUlISrVu3pkSJEgBmSYusatq0Kb169QJg6NChTJw4ke3bt+Pp6cnixYsxmUzMnDkTW1tbypcvz88//5zpbys+Pp5ly5axefNmGjZsaBxzqunTp2fpd/00fys1atRIN5axY8cyYsSIpz4nIiIiIiIiqbJtBMLjT8qtrKxwcnIyu+krVKgQAJcvXyY2NpaaNWsaN+IAfn5+3Lp1i59++snYVqNGDbM6NWvWJCEhgYcPH1qM5/Dhw5w6dQoHBwdjDYECBQrwxx9/cPr06XT36dmzJ0uXLsXX15chQ4awe/fuLLd3+fJlLly4QIMGDbJwtjKXmsB4Gra2tnTs2JHZs2cDEB0dzbFjx4zRAPHx8bi7u+Pk5MTt27fZtm0bERERVK5cmQ4dOtCuXTujLVdXV65duwbAa6+9xt27dylVqhTdu3dn5cqVZkPyDx48SPPmzSlevDgODg7Uq1cPeJSMedzjv49ChQqRO3dus5vvQoUKGVMffHx8aNCgARUrVuS1115j5syZRjxP4/E+TSYThQsXNvqIi4vD29sbW1tbo87jiZH0xMTEYGVlZRzjk7L6u36av5WMDBs2jBs3bhif8+fPZxq7iIiIiIjIk7JtBELOnDnNvptMJrNtqTdVycnJf0s8t27dokqVKixatChNWUaLLzZp0oRz586xfv16Nm/eTIMGDejduzfjx4+32F7q0+WMpJY/Pgw/dZ2BJ+XJkyfTtjLy1ltv4evry08//cScOXMICAgwnuAnJSVhZ2dn1u/j/djb2xs36dHR0cbUCzc3N+Li4tiyZQubN2+mV69efPrpp+zYsYP79+/TqFEjGjVqxKJFi3BxcSExMZFGjRqlmSby5G8hvd9L6m/DysqKzZs3s3v3bmNqwwcffMDevXspWbIkOXLkSDOdIb1zmVkff0bq+furnsXfio2NDTY2Ns8kHhERERER+W/6R7zG0cvLiz179pjdBEZFReHg4ECxYsWMbXv37jXb74cffqBMmTJYWVlZ7KNy5cokJCRQsGBBPDw8zD758uXLcD8XFxeCgoJYuHAhkyZNMhbes9Seg4MD7u7uZq9bfLJdeDS/P1Vmi/VlJleuXOmOwqhYsSJVq1Zl5syZLF68OM30gvj4eB48eICjoyMVKlRgzJgxPHjwgJMnT7J06VKSk5NZt24d06ZNM1uQ0c7OjubNmzNlyhQiIyPZs2cPR48e5eTJk1y9epVx48ZRp04dypUrl+lT86dhMpnw8/NjxIgRHDp0iFy5crFy5Urg0bl8/Dw+fPiQY8eOPVX7qVNiHl8zYv/+/ZnuU7FiRZKTk9mxY0e65Vn9XYuIiIiIiPwv+EckEHr16sX58+fp27cvJ0+eZPXq1QwfPpwBAwaYPclPTExkwIABxMXFsWTJEj777DOz9QUy06FDB5ydnWnZsiU7d+7kxx9/JDIykn79+hnDyVeuXEm5cuWMfUJDQ1m9ejWnTp3i+PHjrF27Fi8vryy3FxYWRnh4OFOmTCEhIYHo6GhjYUA7Oztq1KhhLI64Y8cOYx7803J3d+fIkSPExcXx66+/mj19f+uttxg3bhwpKSkEBgYa252dnfH29jYWR5wzZw5LlizBzs6Ohg0b0qJFCxYuXEhoaCjLli0zjnvu3Ll8+eWXHDt2jDNnzrBw4ULs7OwoUaIExYsXJ1euXHz22WecOXOGNWvWMGrUqD91TI/bu3cvH330EQcOHCAxMZEVK1Zw5coVI6aAgADWrVvHunXrOHnyJD179uT69etP1ccbb7xBcnIyPXr0IDY2lo0bNzJ+/HgAsykI5cqVMxIX7u7uBAUF0bVrV1atWmX8BpYtWwZk/XctIiIiIiLyv+AfcZdStGhR1q9fz759+/Dx8eGdd96hW7duaW6oO3XqxN27d6levTq9e/emf//+9OjRI0t95M6dm++//57ixYvTunVrvLy86NatG3/88Qd58+YF4MaNG8aq/PDoyf6wYcPw9vambt26WFlZsXTp0iy3FxQUxKRJk5g+fToVKlSgWbNmJCQkGO3Pnj2bpKQkqlSpQnBwcJrV+bOqe/fueHp6UrVqVVxcXIiKijLK2rdvj7W1Ne3btzeb3w+PFt4bNGgQ0dHRVKtWjcTERBITEzl79izh4eH89ttvHDx4kDp16hj7ODo6MnPmTPz8/PD29mbLli18++23ODk54eLiwty5c/n6668pX74848aNM27C/4q8efPy/fff07RpU8qWLcuHH35IeHg4TZo0AR4t3BgUFESnTp2oV68epUqVon79+k/dx7fffktMTAy+vr588MEHhIaGApidt7i4OG7cuGF8j4iIoE2bNvTq1Yty5crRvXt34/WSWf1di4iIiIiI/C8wpTztu+7kX+Xs2bOULl2a/fv3U7ly5TTl8+bNo3///vTr149OnTpRunRpHj58yL59+xg7diwBAQG8++672RB59lu0aBFdunThxo0bz2y9g7/LzZs3H03NKfo+5LC1vIPIf1xKYkh2hyAiIiLyXKTeG9y4ccN42J2RbFtEUbLXgwcPuHr1Kh9++CE1atRIN3kAj0ZJVKpUiZEjR+Lj48P9+/dJTk6mRIkSvP322/Tu3ftvjjz7zJ8/n1KlSlG0aFEOHz7M0KFDadu27T8ueSAiIiIiIvJnKIHwHxUVFUX9+vUpW7Ysy5cvz7Sut7c3y5cvJykpiV9++QUbGxucnZ3/pkj/d1y6dInQ0FAuXbqEq6srr732GmPGjMnusERERERERP4WmsIg8h+kKQwiT0dTGEREROTf6mmmMPwjFlEUERERERERkeylBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFiktzCI/IfdODHU4kIpIiIiIiIioBEIIiIiIiIiIpIFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRXqNo8h/WL7yH0MO2+wOQ+R/XkpiSHaHICIiIpLtNAJBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCxSAkFERERERERELFICQUREREREREQsUgJBRERERERERCxSAkFERERERERELPrbEwhnz57FZDIRExPzd3f9n9W5c2datWr1l9qIjIzEZDJx/fr1ZxLTP4XJZGLVqlXZHYaIiIiIiEi20wgEyZJatWpx8eJF8uXL99T7Jicn89VXX9G8eXOKFy+Oi4sLVatWJSwsjKtXrz6HaEVERERERORZs87uALLi4cOHmEwmcuRQviO75MqVi8KFCz/1fr/++itt2rTh/Pnz9O7dm8GDB1OgQAHOnDnD4sWLKV++PCtXrqRWrVrPIWoRERERERF5Vp7bHXlycjKffPIJHh4e2NjYULx4ccaMGWOUnzlzhvr165M7d258fHzYs2ePUTZ37lwcHR1Zs2YN5cuXx8bGhsTERK5du0anTp3Inz8/uXPnpkmTJiQkJKTZb+3atXh6epI7d27atGnDnTt3mDdvHu7u7uTPn59+/frx8OFDY7979+4xaNAgihYtSp48eXjxxReJjIy0eIzffvst1apVw9bWFmdnZwIDAwF4//33efHFF9PU9/HxYeTIkcb3WbNm4eXlha2tLeXKlWP69OmZ9vfw4UO6detGyZIlsbOzw9PTk8mTJ6epM2DAABwdHXFycmLIkCGkpKSY1fH396dv374EBweTP39+ChUqxMyZM7l9+zZdunTBwcEBDw8PvvvuO2OfJ6cwpJ7rjRs34uXlhb29PY0bN+bixYvGPklJSbRo0YLSpUtz8uRJBgwYQN26dXnhhRdo0aIFS5cuZfbs2QQGBnLmzBljv99//50OHTqQJ08eXF1dmThxIv7+/gQHBxt1LP0WAL755hsqVKiAjY0N7u7uhIeHm5VfvHiRV155BTs7O0qWLMnixYtxd3dn0qRJGV6D8+fP07ZtWxwdHSlQoAAtW7bk7NmzmV02jh8/TrNmzcibNy8ODg7UqVOH06dPA4/+TkaOHEmxYsWwsbHB19eXDRs2GPumTvlZtmwZderUwc7OjmrVqhEfH8/+/fupWrUq9vb2NGnShCtXrmQah4iIiIiIyF/x3BIIw4YNY9y4cYSEhHDixAkWL15MoUKFjPIPPviAQYMGERMTQ9myZWnfvj1JSUlG+Z07d/j444+ZNWsWx48fp2DBgnTu3JkDBw6wZs0a9uzZQ0pKCk2bNuXBgwdm+02ZMoWlS5eyYcMGIiMjCQwMZP369axfv54FCxYwY8YMli9fbuzTp08f9uzZw9KlSzly5AivvfYajRs3TnND+rh169YRGBhI06ZNOXToEFu3bqV69eoAdOjQgX379hk3ifDoJvLIkSO88cYbACxatIjQ0FDGjBlDbGwsH330ESEhIcybNy/DPpOTkylWrBhff/01J06cIDQ0lPfff59ly5YZdcLDw5k7dy6zZ89m165d/Pbbb6xcuTJNW/PmzcPZ2Zl9+/bRt29fevbsyWuvvUatWrWIjo7m5ZdfpmPHjty5cyfDeO7cucP48eNZsGAB33//PYmJiQwaNMgo//LLLzGZTHzxxRckJyfTt29fihYtiq+vL7Nnz6ZChQq88sor9OjRgxEjRhj7DRgwgKioKNasWcPmzZvZuXMn0dHRZn1b+i0cPHiQtm3b0q5dO44ePUpYWBghISHMnTvXaKNTp05cuHCByMhIvvnmG7744gsuX76c4fE+ePCARo0a4eDgwM6dO4mKijISJ/fv3093n59//pm6detiY2PDtm3bOHjwIF27djV+65MnTyY8PJzx48dz5MgRGjVqRIsWLdL89oYPH86HH35IdHQ01tbWvPHGGwwZMoTJkyezc+dOTp06RWhoaIax37t3j5s3b5p9REREREREnoYp5cnH08/A77//jouLC1OnTuWtt94yKzt79iwlS5Zk1qxZdOvWDYATJ05QoUIFYmNjKVeuHHPnzqVLly7ExMTg4+MDQEJCAmXLliUqKsoY7n716lXc3NyYN28er732mrHfqVOnKF26NADvvPMOCxYs4JdffsHe3h6Axo0b4+7uzueff05iYiKlSpUiMTGRIkWKGHE2bNiQ6tWr89FHH6V7jLVq1aJUqVIsXLgw3XJfX19effVVQkJCgEejErZt28YPP/wAgIeHB6NGjaJ9+/bGPqNHj2b9+vXs3r07y+e6T58+XLp0yUiIFClShHfffZfBgwcDj0YBlCxZkipVqhiLAfr7+/Pw4UN27twJPBq1kC9fPlq3bs38+fMBuHTpEq6uruzZs4caNWoQGRlJ/fr1uXbtGo6Ojume6+nTpzNy5EguXboEgJ+fH8OGDaNZs2aMGjWKhQsXMmPGDFJSUujVqxd3797l7NmznD59Gj8/Py5dusTvv/+Ok5MTixcvpk2bNgDcuHGDIkWK0L17dyZNmpSl30KHDh24cuUKmzZtMs7VkCFDWLduHcePH+fkyZN4eXkZT/EBTp06RZkyZZg4caIx2sFkMrFy5UpatWrFwoULGT16NLGxsZhMJgDu37+Po6Mjq1at4uWXX05zfd5//32WLl1KXFwcOXPmTFNetGhRevfuzfvvv29sq169OtWqVWPatGnp/r0sXbqU9u3bs3XrVgICAgAYN24cc+fO5eTJk+n+TsLCwsySNP8XwPuQwzbdfUTk/6QkhmR3CCIiIiLPxc2bN8mXLx83btwgb968mdZ9LiMQYmNjuXfvHg0aNMiwjre3t/FvV1dXALOnv7ly5TKrExsbi7W1tdnUACcnJzw9PYmNjTW25c6d27ihBShUqBDu7u5G8iB1W2pfR48e5eHDh5QtWxZ7e3vjs2PHDmMEwePb33nnHQBiYmIyPb4OHTqwePFiAFJSUliyZAkdOnQA4Pbt25w+fZpu3bqZtT169GijzyZNmhjbK1SoYLQ7bdo0qlSpgouLC/b29nzxxRckJiYCj260L168aHaOrK2tjRvkjM6/lZUVTk5OVKxY0ewcAZk+kX/yXLu6uprVP3r0qHGD/+233zJ8+HD8/f2pX78+H374odl+165dAx5NbXnw4IExmgMgX758eHp6Gt+z8luIjY3Fz8/PLF4/Pz8SEhJ4+PAhcXFxWFtbU7lyZaPcw8OD/PnzZ3i8hw8f5tSpUzg4OBjXpkCBAvzxxx9mo00eFxMTQ506ddJNHty8eZMLFy6kG+fjv2kwv16p1+bJ65XZtRo2bBg3btwwPufPn8+wroiIiIiISHqeyyKKdnZ2Fus8fkOV+jQ3OTnZrI3U7U/jyRs1k8mU7rbUvm7duoWVlRUHDx7EysrKrF5q0uHxV06mZmQsHWP79u0ZOnQo0dHR3L17l/Pnz/P6668bfQLMnDkzzVoJqTHMmjWLu3fvmh3T0qVLGTRoEOHh4dSsWRMHBwc+/fRT9u7dm2ks6bF0ntK7Jllp4/EBLUlJScZ5un//Pnny5DHKHk/oREdH4+Hh8dTH8He7desWVapUYdGiRWnKXFxc0t0nK38LWZHetXlyW2bXysbGBhsbm2cSi4iIiIiI/Dc9lxEIZcqUwc7Ojq1btz6zNr28vEhKSjK7Wb569SpxcXGUL1/+T7dbqVIlHj58yOXLl/Hw8DD7pL514PFtBQsWBB49Ec7s+IoVK0a9evVYtGgRixYt4qWXXjL2LVSoEEWKFOHMmTNp+ixZsiTwaGh76rYSJUoAGEP2e/XqRaVKlfDw8DB78p0vXz5cXV3NzlFSUhIHDx780+fnr/Dw8ODo0aMA1K5dm8mTJ3Pt2jWuXbtmLP54/PhxevbsaUy5KFWqFDlz5mT//v1GOzdu3CA+Pt74npXfgpeXF1FRUWbxREVFUbZsWaysrPD09CQpKYlDhw4Z5adOnTJGQqSncuXKJCQkULBgwTTXLaPXW3p7e7Nz506zdTpS5c2blyJFiqQb51/5TYuIiIiIiDwPzyWBYGtry9ChQxkyZAjz58/n9OnT/PDDD3z55Zd/us0yZcrQsmVLunfvzq5duzh8+DBvvvkmRYsWpWXLln+63bJly9KhQwc6derEihUr+PHHH9m3bx9jx45l3bp1Ge43fPhwlixZwvDhw4mNjeXo0aN8/PHHZnU6dOjA0qVL+frrr43pC6lGjBjB2LFjmTJlCvHx8Rw9epQ5c+YwYcKETM/BgQMH2LhxI/Hx8YSEhJjdaAP079+fcePGsWrVKk6ePEmvXr2MNyf83QIDA5k2bRrwaA7+/fv3cXJyolixYrz44oucO3eOxo0b07dvXzp37gyAg4MDQUFBDB48mO3bt3P8+HG6detGjhw5jCfvWfktDBw4kK1btzJq1Cji4+OZN28eU6dONRZ5LFeuHA0bNqRHjx7s27ePQ4cO0aNHj0xHvnTo0AFnZ2datmzJzp07+fHHH4mMjKRfv3789NNPAKxcuZJy5coZ+/Tp04ebN2/Srl07Dhw4QEJCAgsWLCAuLg6AwYMH8/HHH/PVV18RFxfHe++9R0xMDP3793/2F0REREREROQveG5vYQgJCWHgwIGEhobi5eXF66+/nukc7ayYM2cOVapUoVmzZtSsWZOUlBTWr1+f7vzyp223U6dODBw4EE9PT1q1asX+/fspXrx4hvv4+/vz9ddfs2bNGnx9fQkICGDfvn1mddq0acPVq1e5c+cOrVq1Mit76623mDVrFnPmzKFixYrUq1ePuXPnGiMQ0vP222/TunVrXn/9dV588UWuXr1Kr169zOoMHDiQjh07EhQUZExzSH295N8tODiYrVu3MmvWLJydndm1axe//PILV65cYdSoUVy6dInz58/To0cPs/0mTJhAzZo1adasGQ0bNsTPz8943WUqS7+FypUrs2zZMpYuXcoLL7xAaGgoI0eONBIVAPPnz6dQoULUrVuXwMBAunfvjoODg1k/j8udOzfff/89xYsXp3Xr1nh5edGtWzf++OMPY2rLjRs3jOQAPFqbYdu2bdy6dYt69epRpUoVZs6cacTZr18/BgwYwMCBA6lYsSIbNmxgzZo1lClT5plcAxERERERkWflubyFQSTVoUOHeOWVVwgICKBfv35UrlwZa2trEhIS+Oyzz7h06ZLZayjTc/v2bYoWLUp4eLjxJoLn4aeffsLNzY0tW7ZkukDmv0HqSqt6C4NI1ugtDCIiIvJvle1vYRBJValSJWJiYnBycqJ58+bY2NiQM2dOatSoQVJSElOmTEmzz6FDh1iyZAmnT58mOjramP7xV6aqpGfbtm2sWbOGH3/8kd27d9OuXTvc3d2pW7fuM+1HRERERETk3+C5vIVB5HEFCxZk8uTJTJo0iStXrpCUlEThwoXJkSPj/NX48eOJi4sjV65cVKlShZ07d+Ls7PxM43rw4AHvv/8+Z86cwcHBgVq1arFo0aK/PCVGRERERETk30hTGET+gzSFQeTpaAqDiIiI/FtpCoOIiIiIiIiIPFNKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEV6C4PIf9iNE0MtLpQiIiIiIiICGoEgIiIiIiIiIlmgBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpNc4ivyH5Sv/MeSwze4wRP7xUhJDsjsEERERkedOIxBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRCywN3dnUmTJmV3GP8zwsLC8PX1ze4wnrvOnTvTqlWr7A5DRERERETkf4ISCNngn35jOmjQILZu3Wp8/6vHc+vWLcLDw6lduzaFCxemaNGiBAQEMGPGDJKSkp5BxCIiIiIiIvJXWWd3AH+X+/fvkytXruwO4x8tJSWFhw8fYm9vj729/TNp8+DBgwQGBlKiRAm6d++Ol5cXOXPm5MiRI3z++ed8/vnnbNy4kYIFCz6T/kREREREROTP+ceOQPD396dPnz706dOHfPny4ezsTEhICCkpKcCjaQejRo2iU6dO5M2blx49egDwzTffUKFCBWxsbHB3dyc8PNys3cuXL9O8eXPs7OwoWbIkixYtMis/e/YsJpOJmJgYY9v169cxmUxERkYa244fP06zZs3ImzcvDg4O1KlTh9OnTxMWFsa8efNYvXo1JpMpzX6Pu3btGh06dMDFxQU7OzvKlCnDnDlzjPLz58/Ttm1bHB0dKVCgAC1btuTs2bNmbcyePds4XldXV/r06ZPl44iMjMRkMvHdd99RpUoVbGxs2LVrl9kUhoyOJyAgwOgr1ZUrV8iVK5cxeuHcuXM0bdqUkJAQdu7cSVBQENWrV6dSpUoEBQWxe/dumjdvTpMmTXjw4IHRzoQJE6hYsSJ58uTBzc2NXr16cevWLaN87ty5ODo6smrVKsqUKYOtrS2NGjXi/PnzRp3UY5gxYwZubm7kzp2btm3bcuPGjXSvBUBycjJjx46lZMmS2NnZ4ePjw/LlyzOsD3Dv3j2GDh2Km5sbNjY2eHh48OWXXxrlO3bsoHr16sb1ee+998xGXfj7+9O3b1+Cg4PJnz8/hQoVYubMmdy+fZsuXbrg4OCAh4cH3333XaZxiIiIiIiI/FX/2AQCwLx587C2tmbfvn1MnjyZCRMmMGvWLKN8/Pjx+Pj4cOjQIUJCQjh48CBt27alXbt2HD16lLCwMEJCQpg7d66xT+fOnTl//jzbt29n+fLlTJ8+ncuXLz9VXD///DN169bFxsaGbdu2cfDgQbp27UpSUhKDBg2ibdu2NG7cmIsXL3Lx4kVq1aqVbjshISGcOHGC7777jtjYWCIiInB2dgbgwYMHNGrUCAcHB3bu3ElUVBT29vY0btyY+/fvAxAREUHv3r3p0aMHR48eZc2aNXh4eDzlWYb33nuPcePGERsbi7e3t1lZRsfz1ltvsXjxYu7du2fUXbhwoTE9IbXdLl260L17d3766SeaNWtGwYIFadSoEaNGjaJnz56MHDmSPHnysHDhQqOdHDlyMGXKFI4fP868efPYtm0bQ4YMMYvrzp07jBkzhvnz5xMVFcX169dp166dWZ1Tp06xbNkyvv32WzZs2MChQ4fo1atXhudh7NixzJ8/n88//5zjx4/z7rvv8uabb7Jjx44M9+nUqRNLlixhypQpxMbGMmPGDGP0xs8//0zTpk2pVq0ahw8fJiIigi+//JLRo0ebtTFv3jycnZ3Zt28fffv2pWfPnrz22mvUqlWL6OhoXn75ZTp27MidO3cyjOPevXvcvHnT7CMiIiIiIvI0/tFTGNzc3Jg4cSImkwlPT0+OHj3KxIkT6d69OwABAQEMHDjQqN+hQwcaNGhASEgIAGXLluXEiRN8+umndO7cmfj4eL777jv27dtHtWrVAPjyyy/x8vJ6qrimTZtGvnz5WLp0KTlz5jT6SmVnZ8e9e/coXLhwpu0kJiZSqVIlqlatCjwaVZHqq6++Ijk5mVmzZmEymQCYM2cOjo6OREZG8vLLLzN69GgGDhxI//79jf1Sj+tpjBw5kpdeeindMnt7+3SPp3Xr1vTp04fVq1fTtm1b4NHIgM6dO2Mymbh16xbr1q3jxx9/BCAoKAh7e3s2bNhAbGws77zzDq+++qpRtnHjRrp06QJAcHCw0Y+7uzujR4/mnXfeYfr06cb2Bw8eMHXqVF588UXg0U24l5cX+/bto3r16gD88ccfzJ8/n6JFiwLw2Wef8corrxAeHp7m2ty7d4+PPvqILVu2ULNmTQBKlSrFrl27mDFjBvXq1UtzbuLj41m2bBmbN2+mYcOGxj6ppk+fjpubG1OnTsVkMlGuXDkuXLjA0KFDCQ0NJUeOR/k9Hx8fPvzwQwCGDRvGuHHjcHZ2Nn7noaGhREREcOTIEWrUqJHudRo7diwjRoxIt0xERERERCQr/tEjEGrUqGHcPAPUrFmThIQEHj58CGDceKeKjY3Fz8/PbJufn5+xT2xsLNbW1lSpUsUoL1euHI6Ojk8VV0xMDHXq1DGSB1nRpEkTY22BChUqANCzZ0+WLl2Kr68vQ4YMYffu3Ub9w4cPc+rUKRwcHIz9ChQowB9//MHp06e5fPkyFy5coEGDBk8Ve3qePI9ZYWtrS8eOHZk9ezYA0dHRHDt2jM6dOwOPbq7d3d1xcnLi9u3bbNu2jYiICCpXrkyHDh3MRgu4urpy7do14/uWLVto0KABRYsWxcHBgY4dO3L16lWzJ/DW1tZmyZLU6xgbG2tsK168uJE8gEe/n+TkZOLi4tIcz6lTp7hz5w4vvfSScb7t7e2ZP38+p0+fTvccxMTEYGVllW5yAR79HmvWrGn2G/bz8+PWrVv89NNPxrbHR31YWVnh5ORExYoVjW2FChUCyHSkzLBhw7hx44bxeXw6h4iIiIiISFb8o0cgWJInT55n3mbqU+HUtRYAs/n58GiEwdOaNWsWd+/eBTASD02aNOHcuXOsX7+ezZs306BBA3r37s348eO5desWVapUSbNGA4CLi4sR5185jlR/9jy+9dZb+Pr68tNPPzFnzhwCAgIoUaIEAElJScZ5Su338X7s7e2NpEF0dLQx9eLs2bM0a9aMnj17MmbMGAoUKMCuXbvo1q0b9+/fJ3fu3H8qVktS11hYt26dWdIBwMbGJt19/szvID1PJqJMJpPZttQERHJycoZt2NjYZBiniIiIiIhIVvyjRyDs3bvX7PsPP/xAmTJlsLKySre+l5cXUVFRZtuioqIoW7YsVlZWlCtXjqSkJA4ePGiUx8XFcf36deO7i4sLABcvXjS2Pb4QITx6Yrxz584Mb8hz5cpljJJIVbRoUTw8PPDw8DBuslP7CwoKYuHChUyaNIkvvvgCgMqVK5OQkEDBggWN/VI/+fLlw8HBAXd3d7PXLT4uK8eRVekdD0DFihWpWrUqM2fOZPHixXTt2tUoK1WqFPHx8Tx48ABHR0cqVKjAmDFjePDgASdPnmTp0qUkJyezbt06pk2bZizIePDgQZKTkwkPD6dGjRqULVuWCxcupOk7KSmJAwcOGN9Tr+Pj01ESExPN9v3hhx/IkSMHnp6eadorX748NjY2JCYmpjnfbm5u6Z6XihUrkpycnOEaCV5eXuzZs8csiRMVFYWDgwPFihVLdx8REREREZHs8o9OICQmJjJgwADi4uJYsmQJn332mdl8/ycNHDiQrVu3MmrUKOLj45k3bx5Tp05l0KBBAHh6etK4cWPefvtt9u7dy8GDB3nrrbfMniTb2dlRo0YNY1HBHTt2GPPTU/Xp04ebN2/Srl07Dhw4QEJCAgsWLDCGxru7u3PkyBHi4uL49ddfM0w0hIaGsnr1ak6dOsXx48dZu3atcQPcoUMHnJ2dadmyJTt37uTHH38kMjKSfv36GcPfw8LCCA8PZ8qUKSQkJBAdHc1nn32W5ePIqsyO56233mLcuHGkpKQQGBhobHd2dsbb29tYHHHOnDksWbIEOzs7GjZsSIsWLVi4cCGhoaEsW7bMOG4PDw8ePHjAZ599xpkzZ1iwYAGff/55mphy5sxJ3759jevYuXNnatSoYax/AI+mWQQFBXH48GF27txJv379aNu2bbprUzg4ODBo0CDeffdd5s2bx+nTp43zOW/ePKNeuXLlWLlypXFegoKC6Nq1K6tWrTKu0bJlywDo1asX58+fp2/fvpw8eZLVq1czfPhwBgwYYHEEiYiIiIiIyN/tH32X0qlTJ+7evUv16tXp3bs3/fv3N17XmJ7KlSuzbNkyli5dygsvvEBoaCgjR4405uXDoxvZIkWKUK9ePVq3bk2PHj0oWLCgWTuzZ88mKSmJKlWqEBwcnGbVfCcnJ7Zt28atW7eoV68eVapUYebMmcaw8+7du+Pp6UnVqlVxcXFJMyoiVa5cuRg2bBje3t7UrVsXKysrli5dCkDu3Ln5/vvvKV68OK1bt8bLy4tu3brxxx9/kDdvXuDR4oOTJk1i+vTpVKhQgWbNmpGQkJDl48iqzI6nffv2WFtb0759e2xtbc32Gzt2LIMGDSI6Oppq1aqRmJhIYmIiZ8+eJTw8nN9++42DBw9Sp04dYx8fHx8mTJjAxx9/zAsvvMCiRYsYO3Zsmphy587N0KFDeeONN/Dz88Pe3p6vvvrKrI6HhwetW7emadOmvPzyy3h7e5stxPikUaNGERISwtixY/Hy8qJx48asW7eOkiVLGnXi4uLMXgUZERFBmzZt6NWrF+XKlaN79+7cvn0beDTqZP369ezbtw8fHx/eeecdunXr9qcTOSIiIiIiIs+TKeXx8dP/IP7+/vj6+jJp0qTsDkUycfbsWUqXLs3+/fupXLlymvJ58+bRv39/+vXrR6dOnShdujQPHz5k3759jB07loCAAN59992n6nPu3LkEBwebTT15UlhYGKtWrfrT0zb+6W7evEm+fPmg6PuQw9byDiKSqZTEkOwOQURERORPSb03uHHjhvEwOiP/6BEI8r/rwYMHXLp0iQ8//JAaNWqkmzyAR6Mkvv/+e06cOIGPjw+5cuXCxsaGN998k9q1a9O7d++/OXIRERERERFJz7/6LQySfaKioqhfvz5ly5Zl+fLlmdb19vZm+fLlJCUl8csvv2BjY4Ozs/PfFKmIiIiIiIhkxT92CoOI/HmawiDybGkKg4iIiPxTaQqDiIiIiIiIiDxTSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFeguDyH/YjRNDLS6UIiIiIiIiAhqBICIiIiIiIiJZoASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKTXOIr8h+Ur/zHksM3uMET+tVISQ7I7BBEREZFnRiMQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEP5h5s6di6Ojo/E9LCwMX1/fbIvneencuTOtWrXK7jDSMJlMrFq1KrvDEBERERER+dspgfAPN2jQILZu3Wp8t3TjnZiYyKBBg/Dx8cHZ2ZlSpUrRpk0bNmzY8Nxi9Pf3Jzg4+Lm1/7/Sp4iIiIiIyL+ZEgj/cPb29jg5OWWp7oIFC3jhhRf4+eefCQsLY+vWrSxZsoQaNWrQo0cPOnXqxMOHD59zxCIiIiIiIvJPpATCc7RhwwZq166No6MjTk5ONGvWjNOnTwMQGRmJyWTi+vXrRv2YmBhMJhNnz541ts2dO5fixYuTO3duAgMDuXr1qlkfj09hCAsLY968eaxevRqTyYTJZCIyMhKAb7/9lsGDB7Np0yaWLFlCYGAgPj4+vPjiiwwaNIjY2FguX75s9tQ+NcZ169bh7e2Nra0tNWrU4NixY0adq1ev0r59e4oWLUru3LmpWLEiS5YsMco7d+7Mjh07mDx5shFT6vEdP36cZs2akTdvXhwcHKhTp45xflKNHz8eV1dXnJyc6N27Nw8ePDDKpk+fTpkyZbC1taVQoUK0adMm0z4fPnxIt27dKFmyJHZ2dnh6ejJ58uQ012327NlUqFABGxsbXF1d6dOnT4bXePjw4bi6unLkyJEM63z77bdUq1YNW1tbnJ2dCQwMNMquXbtGp06dyJ8/P7lz56ZJkyYkJCQY5alTVtauXYunpye5c+emTZs23Llzh3nz5uHu7k7+/Pnp16+fkj8iIiIiIvJcWWd3AP9mt2/fZsCAAXh7e3Pr1i1CQ0MJDAwkJiYmS/vv3buXbt26MXbsWFq1asWGDRsYPnx4hvVTEwE3b95kzpw5ABQoUID79+/Tp08f5s6dS40aNdi1axfBwcGcP3+ewMBA7ty5Q6NGjVi0aBFly5YlODiY0qVLG+0OHjyYyZMnU7hwYd5//32aN29OfHw8OXPm5I8//qBKlSoMHTqUvHnzsm7dOjp27Ejp0qWpXr06kydPJj4+nhdeeIGRI0cC4OLiws8//0zdunXx9/dn27Zt5M2bl6ioKJKSkox+t2/fjqurK9u3b+fUqVO8/vrr+Pr60r17dw4cOEC/fv1YsGABtWrV4rfffmPnzp0AGfaZnJxMsWLF+Prrr3FycmL37t306NEDV1dX2rZtC0BERAQDBgxg3LhxNGnShBs3bhAVFZXmXKekpNCvXz/Wrl3Lzp078fDwSPearFu3jsDAQD744APmz5/P/fv3Wb9+vVHeuXNnEhISWLNmDXnz5mXo0KE0bdqUEydOkDNnTgDu3LnDlClTWLp0Kb///jutW7cmMDAQR0dH1q9fz5kzZ3j11Vfx8/Pj9ddfTzeOe/fuce/ePeP7zZs3M/wdiYiIiIiIpEcJhOfo1VdfNfs+e/ZsXFxcOHHiRJb2nzx5Mo0bN2bIkCEAlC1blt27d2e4XoG9vT12dnbcu3ePwoULG9s3b96Mi4sLjRs35vr167Rs2ZI+ffoQGBjI8uXLGTduHAEBATg5OdG0aVM2b95slkAYPnw4L730EgDz5s2jWLFirFy5krZt21K0aFEGDRpk1O3bty8bN25k2bJlVK9enXz58pErVy5y585tFtO0adPIly8fS5cuNW6Uy5Yta3Y8+fPnZ+rUqVhZWVGuXDleeeUVtm7dSvfu3UlMTCRPnjw0a9YMBwcHSpQoQaVKlQAy7NPKyooRI0YY30uWLMmePXtYtmyZkUAYPXo0AwcOpH///ka9atWqmcWVlJTEm2++yaFDh9i1axdFixbN8BqOGTOGdu3amfXr4+MDYCQOoqKiqFWrFgCLFi3Czc2NVatW8dprrwHw4MEDIiIijGvSpk0bFixYwC+//IK9vT3ly5enfv36bN++PcMEwtixY81iEBEREREReVqawvAcJSQk0L59e0qVKkXevHlxd3cHHi1kmBWxsbG8+OKLZttq1qz51HEcPXrUuEHdvXs3Tk5OjBgxAl9fX0aPHk3JkiWNuq6urly7di3DPgsUKICnpyexsbEAPHz4kFGjRlGxYkUKFCiAvb09GzdutHiMMTEx1KlTx0gepKdChQpYWVmZxXb58mUAXnrpJUqUKEGpUqXo2LEjixYt4s6dOxbPxbRp06hSpQouLi7Y29vzxRdfGLFevnyZCxcu0KBBg0zbePfdd9m7dy/ff/99psmD1OPMqL3Y2Fisra3NrrGTk5PZ+QXInTu3WUKnUKFCuLu7Y29vb7Yt9dykZ9iwYdy4ccP4nD9/PtO4RUREREREnqQEwnPUvHlzfvvtN2bOnMnevXvZu3cvAPfv3ydHjkenPiUlxaj/+Pz+ZykpKQk7Ozuj7zx58piVP34jGh0dneFw/PR8+umnTJ48maFDh7J9+3ZiYmJo1KgR9+/fz3S/1Hgy82RywWQykZycDICDgwPR0dEsWbIEV1dXQkND8fHxMVtT4klLly5l0KBBdOvWjU2bNhETE0OXLl2MWLMSEzxKXvz8889s3LjRYt2stpmZ9M5DZucmPTY2NuTNm9fsIyIiIiIi8jSUQHhOrl69SlxcHB9++CENGjTAy8vL7Mm+i4sLABcvXjS2Pbk2gpeXl5F0SPXDDz9k2m+uXLnSLKbn4eHB0aNHgUfD8U+ePMnq1atJTk5m9erVHD58mLt37/Lpp59y/vx5WrRokWGf165dIz4+Hi8vLwCioqJo2bIlb775Jj4+PpQqVYr4+HiLMXl7e7Nz586/lDSxtramYcOGfPLJJxw5coSzZ8+ybdu2DPtMnSrQq1cvKlWqhIeHh9mijQ4ODri7u5u9FjM9LVq0YPHixbz11lssXbo007re3t4Ztufl5UVSUpLZNU793ZQvXz7TdkVERERERP5uSiA8J/nz58fJyYkvvviCU6dOsW3bNgYMGGCUe3h44ObmRlhYGAkJCaxbt47w8HCzNvr168eGDRsYP348CQkJTJ06NcP1D1K5u7tz5MgR4uLi+PXXX3nw4AENGzZk7969xMfHU7RoUaZNm0b79u3JlSsX48aNo1GjRvTv359du3axdetWbGxszNocOXIkW7du5dixY3Tu3BlnZ2datWoFQJkyZdi8eTO7d+8mNjaWt99+m19++SVNTHv37uXs2bP8+uuvJCcn06dPH27evEm7du04cOAACQkJLFiwgLi4uCyd37Vr1zJlyhRiYmI4d+4c8+fPJzk5GU9Pzwz7LFOmDAcOHGDjxo3Ex8cTEhLC/v37zdoNCwsjPDycKVOmkJCQQHR0NJ999lma/gMDA1mwYAFdunRh+fLlxvZhw4bRqVMn4/vw4cNZsmQJw4cPJzY2lqNHj/Lxxx8b565ly5Z0796dXbt2cfjwYd58802KFi1Ky5Yts3QeRERERERE/i5KIDwnOXLkYOnSpRw8eJAXXniBd999l08//dQoz5kzJ0uWLOHkyZN4e3vz8ccfM3r0aLM2atSowcyZM5k8eTI+Pj5s2rSJDz/8MNN+u3fvjqenJ1WrVsXFxYWoqChjdf+2bdty9epVunbtyvXr1zl//jx79uxh4cKF3Lhxg9WrV1OsWLE0bY4bN47+/ftTpUoVLl26xLfffkuuXLkA+PDDD6lcuTKNGjXC39+fwoULG8mFVIMGDcLKyory5cvj4uJCYmIiTk5ObNu2jVu3blGvXj2qVKnCzJkzM10T4XGOjo6sWLGCgIAAvLy8+Pzzz1myZAkVKlTIsM+3336b1q1b8/rrr/Piiy9y9epVevXqZdZuUFAQkyZNYvr06VSoUIFmzZqZvVbxcW3atGHevHl07NiRFStWAI9GlDy+/oO/vz9ff/01a9aswdfXl4CAAPbt22eUz5kzhypVqtCsWTNq1qxJSkoK69evz/J5EBERERER+buYUh6fhC//WikpKfTq1Yu1a9cSGhpKq1atcHFx4fbt22zYsIFRo0Yxa9YsqlatauwTGRlJ/fr1uXbtGo6OjtkXvDxzN2/eJF++fFD0fchhm93hiPxrpSSGZHcIIiIiIplKvTe4ceOGxbXS9BrH/wiTyURERARNmjThk08+4Z133sHa2pqkpCSqVq3Khx9+aJY8EBEREREREXmcEgj/MS1atKBFixbcvXuXX3/9FUdHRxwcHLI7LBEREREREfkfpwTCf5SdnR1ubm6Z1vH390czXERERERERAS0iKKIiIiIiIiIZIESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpEWURT5D7txYqjFd72KiIiIiIiARiCIiIiIiIiISBYogSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIW6TWOIv9h+cp/DDlsszsMkf+clMSQ7A5BRERE5KlpBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhY9NQJhM6dO9OqVatnFkBYWBi+vr4Zls+dOxdHR8dn1p8lJpOJVatW/W39/dtFRkZiMpm4fv16dociIiIiIiIif8FTJxAmT57M3Llzn0Mo6Xv99deJj4//2/q7ePEiTZo0+dv6S2UpUXLr1i3Cw8OpXbs2hQsXpmjRogQEBDBjxgySkpL+vkBFRERERETkP8n6aXfIly/f84gjQ3Z2dtjZ2f1t/RUuXPhv6yvVgwcPMi0/ePAggYGBlChRgu7du+Pl5UXOnDk5cuQIn3/+OZ9//jkbN26kYMGCf1PE/3sePHhAzpw5szsMERERERGRf62/NIUhOTmZsWPHUrJkSezs7PDx8WH58uVG3dTh61u3bqVq1arkzp2bWrVqERcXl2H7p0+fplSpUvTp04eUlJQ0T+ZTpzwsWLAAd3d38uXLR7t27fj999+NOsuXL6dixYrY2dnh5OREw4YNuX37tlE+e/ZsKlSogI2NDa6urvTp08coy8oUhuPHj9OsWTPy5s2Lg4MDderU4fTp00b5rFmz8PLywtbWlnLlyjF9+nSj7OzZs5hMJr766ivq1auHra0tixYtokuXLty4cQOTyYTJZCIsLAyAc+fO0bRpU0JCQti5cydBQUFUr16dSpUqERQUxO7du2nevDlNmjQxS0ScPHmS2rVrY2trS/ny5dmyZUuaYzt69CgBAQHGeerRowe3bt0yypOTkxk5ciTFihXDxsYGX19fNmzYYHYudu/eja+vL7a2tlStWpVVq1ZhMpmIiYnJ8Pzt2rWLOnXqYGdnh5ubG/369TO7PhcvXuSVV17Bzs6OkiVLsnjxYtzd3Zk0aZLZdYqIiKBFixbkyZOHMWPGABAREUHp0qXJlSsXnp6eLFiwIM25fzy269evYzKZiIyMBP7vN7tu3Tq8vb2xtbWlRo0aHDt2zNjn3LlzNG/enPz585MnTx4qVKjA+vXrMzzee/fuMXToUNzc3LCxscHDw4Mvv/zSKN+xYwfVq1c3fo/vvfee2agSf39/+vbtS3BwMPnz56dQoULMnDmT27dv06VLFxwcHPDw8OC7777LMAYREREREZG/6i8tojh27Fjmz5/P559/zvHjx3n33Xd588032bFjh1m9Dz74gPDwcA4cOIC1tTVdu3ZNt70jR45Qu3Zt3njjDaZOnYrJZEq33unTp1m1ahVr165l7dq17Nixg3HjxgGPbj7bt29P165diY2NJTIyktatW5OSkgI8usHs3bs3PXr04OjRo6xZswYPD48sH/PPP/9M3bp1sbGxYdu2bRw8eJCuXbsaN3yLFi0iNDSUMWPGEBsby0cffURISAjz5s0za+e9996jf//+xMbGUr9+fSZNmkTevHm5ePEiFy9eZNCgQUa9Ll260L17d3766SeaNWtGwYIFadSoEaNGjaJnz56MHDmSPHnysHDhQgAePnxIq1atyJ07N3v37uWLL77ggw8+MOv/9u3bNGrUiPz587N//36+/vprtmzZYpZMmTx5MuHh4YwfP54jR47QqFEjWrRoQUJCAgA3b96kefPmVKxYkejoaEaNGsXQoUMzPX+nT5+mcePGvPrqqxw5coSvvvqKXbt2mfXbqVMnLly4QGRkJN988w1ffPEFly9fTtNWWFgYgYGBHD16lK5du7Jy5Ur69+/PwIEDOXbsGG+//TZdunRh+/btWb28hsGDBxMeHs7+/ftxcXGhefPmRoKmd+/e3Lt3j++//56jR4/y8ccfY29vn2FbnTp1YsmSJUyZMoXY2FhmzJhh1P/5559p2rQp1apV4/Dhw0RERPDll18yevRoszbmzZuHs7Mz+/bto2/fvvTs2ZPXXnuNWrVqER0dzcsvv0zHjh25c+dOujHcu3ePmzdvmn1ERERERESexlNPYUh17949PvroI7Zs2ULNmjUBKFWqFLt27WLGjBnUq1fPqDtmzBjj+3vvvccrr7zCH3/8ga2trVFn9+7dNGvWjA8++ICBAwdm2ndycjJz587FwcEBgI4dO7J161bGjBnDxYsXSUpKonXr1pQoUQKAihUrGvuOHj2agQMH0r9/f2NbtWrVsnzc06ZNI1++fCxdutQYMl+2bFmjfPjw4YSHh9O6dWsASpYsyYkTJ5gxYwZBQUFGveDgYKMOPJoaYjKZzKZQ3Lp1i3Xr1vHjjz8CEBQUhL29PRs2bCA2NpZ33nmHV1991SjbuHEjXbp0YfPmzZw+fZrIyEijvTFjxvDSSy8ZbS9evJg//viD+fPnkydPHgCmTp1K8+bN+fjjjylUqBDjx49n6NChtGvXDoCPP/6Y7du3M2nSJKZNm8bixYsxmUzMnDnTGOnw888/07179wzP39ixY+nQoQPBwcEAlClThilTplCvXj0iIiI4e/YsW7ZsYf/+/VStWhV4NKKjTJkyadp644036NKli/G9ffv2dO7cmV69egEwYMAAfvjhB8aPH0/9+vUzjCk9w4cPN87XvHnzKFasGCtXrqRt27YkJiby6quvGr+rUqVKZdhOfHw8y5YtY/PmzTRs2DBN/enTp+Pm5mYkzMqVK8eFCxcYOnQooaGh5MjxKMfn4+PDhx9+CMCwYcMYN24czs7OxrkODQ0lIiKCI0eOUKNGjTRxjB07lhEjRjzVORAREREREXncn04gnDp1ijt37pjdlALcv3+fSpUqmW3z9vY2/u3q6grA5cuXKV68OACJiYm89NJLjBkzxrixzIy7u7uRPEhtM/UJtY+PDw0aNKBixYo0atSIl19+mTZt2pA/f34uX77MhQsXaNCgQZaOsUmTJuzcuROAEiVKcPz4cWJiYqhTp0668+1v377N6dOn6datm9lNdFJSUpq1I1JvjjMTHx+Pu7s7Tk5O3L59m23btvHzzz9TpEgRKleuTGRkpPFU3NXVlWvXrgEQFxeHm5ubWTKievXqZm3Hxsbi4+NjJA8A/Pz8SE5OJi4uDjs7Oy5cuICfn5/Zfn5+fhw+fNjoJ3WYf0b9POnw4cMcOXKERYsWGdtSUlJITk7mxx9/JD4+HmtraypXrmyUe3h4kD9//jRtPXkOY2Nj6dGjR5p4J0+enGlM6UlNigEUKFAAT09PYmNjAejXrx89e/Zk06ZNNGzYkFdffdXsN/64mJgYrKyszBJqT8Zcs2ZNs9E2fn5+3Lp1i59++sn4G3m8fSsrK5ycnMwSY4UKFQJId6QGPEo6DBgwwPh+8+ZN3NzcMj0HIiIiIiIij/vTCYTUufLr1q2jaNGiZmU2NjZm3x+/2U69UUpOTja2ubi4UKRIEZYsWULXrl3Jmzdvpn0/efNuMpmM9qysrNi8eTO7d+9m06ZNfPbZZ3zwwQfs3bsXZ2fnpzrGWbNmcffuXbM+M1vQMfWczJw5kxdffNGszMrKyuz74zfuGUlKSjL6S00UPL6fvb29kTSIjo5+qqkY2eXWrVu8/fbb9OvXL01Z8eLFn+qNG1k5h49LfZqfOp0FLC9gmZ633nqLRo0asW7dOjZt2sTYsWMJDw+nb9++aeo+qwVA0/vNW/q7epyNjU2av0sREREREZGn8afXQChfvjw2NjYkJibi4eFh9nnaJ5t2dnasXbsWW1tbGjVqZLYg4p9hMpnw8/NjxIgRHDp0iFy5crFy5UocHBxwd3dn69atWWqnaNGixjGlTofw9vZm586d6d54FipUiCJFinDmzJk056RkyZKZ9pUrVy4ePnxotq1UqVLEx8fz4MEDHB0dqVChAmPGjOHBgwecPHmSpUuXkpyczLp165g2bZqxjoCnpyfnz5/nl19+Mdrav3+/WdteXl4cPnzYbPHCqKgocuTIgaenJ3nz5qVIkSJERUWZ7RcVFUX58uWNfo4ePcq9e/cy7OdJlStX5sSJE2nOj4eHh7HwYVJSEocOHTL2OXXqlJEoyYyXl1em8bq4uACP1slIldFijz/88IPx72vXrhEfH4+Xl5exzc3NjXfeeYcVK1YwcOBAZs6cmW47FStWJDk5Oc26II/HvGfPHrOkRlRUFA4ODhQrViyToxUREREREfl7/ekEgoODA4MGDeLdd99l3rx5nD59mujoaD777LM0CwZmRZ48eVi3bh3W1tY0adLE7G0AT2Pv3r189NFHHDhwgMTERFasWMGVK1eMm7+wsDDCw8OZMmUKCQkJRsxZ1adPH27evEm7du04cOAACQkJLFiwwHizxIgRIxg7dixTpkwhPj6eo0ePMmfOHCZMmJBpu+7u7ty6dYutW7fy66+/cufOHZydnfH29jYWR5wzZw5LlizBzs6Ohg0b0qJFCxYuXEhoaCjLli0zjvGll16idOnSBAUFceTIEaKiooz586lPqjt06ICtrS1BQUEcO3aM7du307dvXzp27GgMhx88eDAff/wxX331FXFxcbz33nvExMQY60e88cYbJCcn06NHD2JjY9m4cSPjx4836+dJQ4cOZffu3fTp04eYmBgSEhJYvXq1kfwoV64cDRs2pEePHuzbt49Dhw7Ro0cP7OzsMmwz1eDBg5k7dy4REREkJCQwYcIEVqxYYSxIaWdnR40aNRg3bhyxsbHs2LHDOC9PGjlyJFu3buXYsWN07twZZ2dn4+0jwcHBbNy4kR9//JHo6Gi2b99ullwoV64cK1euNK5rUFAQXbt2ZdWqVfz4449ERkaybNkyAHr16sX58+fp27cvJ0+eZPXq1QwfPpwBAwYYIyZERERERET+F/ylO5RRo0YREhLC2LFj8fLyonHjxqxbt87i0/aM2Nvb891335GSksL/Y+++43u6////315BBkmMiD2CJAQRMWvHaI3aRYV3iVm7atZI7FlUqE0FNdpapbVptI0ZhFQiImjQFDWSRhWR/P7wc75eleRFq6If9+vl8rpccs5zPc558cd5vJ7P53n77bfNfh1/Vo6Ojnz//fc0adIEd3d3Ro8ezcyZM2ncuDHwaLPB2bNnM3/+fMqUKUPTpk2Ntwo8CycnJ/bt20diYiJ16tShYsWKLFmyxJhO3r17d5YuXcry5cvx9PSkTp06BAUFWbwn1atXp1evXrz77rs4Ozszffp04NHmd0OGDOH48eNUrlyZ2NhYYmNjuXjxIjNnzuTmzZscO3aMWrVqGX1lypSJzZs3k5iYSOXKlenevbvxFobH+xVkzZqVnTt3cvPmTSpXrkybNm2oX78+n376qdHPgAEDGDRoEIMHD8bT05MdO3awZcsWY0NDR0dHtm7dSlhYGOXLl2fUqFEEBASYjfNX5cqVY//+/Zw9e5ZatWrh7e1NQEAABQoUMOqsXLmSvHnzUrt2bVq1akWPHj1wcHBIs8/HWrZsSWBgIDNmzKBMmTIsWrSI5cuX4+PjY9T57LPPSEpKomLFigwcOPCptx08NnXqVD744AMqVqzIr7/+ytatW7G2tgYeveWib9++xr95d3d3s1d1RkVFER8fbxwvWLCANm3a0KdPH0qVKkWPHj2Mf9sFCxZk27ZtHDlyBC8vL3r16kW3bt3STGyIiIiIiIhkFFPKk3Onn4Gvry+ZMmUyfhWXf9+KFSv44IMPGDBgAJ06daJEiRI8fPiQI0eOMGXKFOrVq8eHH36Ybh8hISHUrFmTc+fOUaJEiX8t1tWrV9OlSxfi4+Nf2Pr/y5cvU7hwYfbs2fPMG2D+XcHBwdStW5dbt26RI0eOf3WsjJSQkPBoY8+CI8Eq/cSMiLx4KbH+GR2CiIiICPD/ng3i4+Mt7kf4zJsoJiUlcfbsWQ4ePMj777//j4OUZ9e5c2e8vb0ZP348Xl5e3L9/n+TkZIoWLcr7779P3759n2qzadMm7O3tcXNz49y5c3zwwQfUqFHjhScPVq5cSfHixSlYsCAnT55k+PDhtGvX7h8lDx7P8PD09CQuLo5hw4bh4uJC7dq1X2DkIiIiIiIi8jyeOYHw008/Ub16derWrUuvXr3+zZgkFeXKlWP9+vUkJSVx9epVbGxs0n2rxO+//87w4cOJjY0ld+7cNGjQgJkzZ77wuH799VcCAgL49ddfyZ8/P23btmXSpEn/qM8HDx4wcuRIzp8/j4ODA9WrV2f16tWpvjpTREREREREXo7nXsIgIv99WsIgkrG0hEFEREReFc+zhEHbvIuIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRc/8FgYR+b8nPmK4xY1SREREREREQDMQREREREREROQZKIEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWZc7oAEQk42QvPQ2sbDM6DBFJRUqsf0aHICIiImJGMxBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQ/o/w8/OjZcuWGR3GK8nHx4eBAwdmdBgiIiIiIiL/aUogvIL0wAsRERH07t0bDw8PnJyccHNzo3Pnzhw8ePC5+9q4cSMTJkz4F6IUERERERF5fSiBIK+cqVOnUrVqVZKTk5kxYwb79+9n+fLlFC9enObNmzNixIjn6i9Xrlw4ODj8S9GKiIiIiIi8HpRAeMX4+fmxf/9+AgMDMZlMmEwmYmJi6NatG8WKFcPOzo6SJUsSGBiYbj/37t1jwIAB5MmTB1tbW2rWrMnRo0eN8lu3btGxY0ecnZ2xs7PDzc2N5cuXp9vn6dOnadq0KY6Ojjg4OFCrVi1iYmKMuFu2bMmMGTPInz8/Tk5O9O3blwcPHhjtV61aRaVKlXBwcCBfvnx06NCBa9eumY0xb948li5dyrFjx1i0aBFvv/02ZcuWpWbNmowZM4aIiAh27tzJzJkzzdqFhITg4+ND1qxZyZkzJw0bNuTWrVvA0zM65s+fj5ubG7a2tuTNm5c2bdoYZcnJyUyfPh1XV1dsbGwoUqQIkyZNMsrDw8OpV68ednZ2ODk50bNnTxITE9O9b1u3bqVy5crY2tqSO3duWrVqZfY9dOrUiZw5c5I1a1YaN25MdHS0UR4UFESOHDn45ptvKFmyJFmzZqVNmzb88ccfrFixAhcXF3LmzMmAAQN4+PBhunGIiIiIiIj8E0ogvGICAwOpVq0aPXr0IC4ujri4OAoVKkShQoX46quviIiIICAggJEjR/Lll1+m2c+wYcPYsGEDK1as4Pjx47i6utKwYUNu3rwJgL+/PxEREWzfvp3IyEgWLFhA7ty50+zvypUr1K5dGxsbG/bt28exY8fo2rUrSUlJRp3vvvuOmJgYvvvuO1asWEFQUBBBQUFG+YMHD5gwYQInT55k8+bNXLx4ET8/P6P8t99+IyAggE2bNuHu7s6mTZsoW7YsBQoUYPTo0bz55pucOXOGtWvXMmnSJH7//XcAwsLCqF+/PqVLl+bgwYP8+OOPNGvWLNUH6tDQUAYMGMD48eOJiopix44d1K5d2ygfMWIEU6dONe7PmjVryJs3LwB37tyhYcOG5MyZk6NHj/LVV1+xZ88e+vXrl+Z9+/bbb2nVqhVNmjThxIkT7N27lypVqhjlfn5+hIaGsmXLFg4ePEhKSgpNmjQxS7z88ccfzJkzh3Xr1rFjxw6Cg4Np1aoV27ZtY9u2baxatYpFixaxfv36NOO4d+8eCQkJZh8REREREZHnYUpJSUnJ6CDEnI+PD+XLl2f27Nlp1unXrx+//vqr8dDo5+fH7du32bx5M3fu3CFnzpwEBQXRoUMH4NHDu4uLCwMHDmTo0KE0b96c3Llz89lnnz1TTCNHjmTdunVERUWRJUuWp8r9/PwIDg4mJiaGTJkyAdCuXTusrKxYt25dqn2GhoZSuXJlfv/9d+zt7VmyZAk7d+5k/fr1xMTEUKZMGWbOnEmNGjX49NNPCQoKYs+ePfj4+FCrVi1GjRpFo0aN6NChA7Gxsfz4448W7+fGjRvp0qULly9ffmpZw++//46zszOffvop3bt3f6qfJUuWMHz4cC5dukS2bNkA2LZtG82aNeOXX34xEg1Pql69OsWLF+fzzz9/qiw6Ohp3d3dCQkKoXr06ADdu3KBw4cKsWLGCtm3bEhQURJcuXTh37hwlSpQAoFevXqxatYqrV69ib28PQKNGjXBxcWHhwoWp3oOxY8cybty4pwsKjgQr21TbiEjGSon1z+gQRERE5DWQkJBA9uzZiY+Px9HRMd26moHwHzFv3jwqVqyIs7Mz9vb2LF68mNjY2FTrxsTE8ODBA2rUqGGcy5IlC1WqVCEyMhKA3r17s27dOsqXL8+wYcM4cOCAUbdx48bY29tjb29PmTJlgEe/8teqVSvV5MFjZcqUMZIHAPnz5zdbonDs2DGaNWtGkSJFcHBwoE6dOgDGdYSHhxsP0jt37qR27dr07duX8uXLM3/+fGxsbMz6frxE4fEMhGfx5ptvUrRoUYoXL857773H6tWr+eOPPwCIjIzk3r17afYVGRmJl5eXkTwAqFGjBsnJyURFRaXaJr3YIiMjyZw5M1WrVjXOOTk5UbJkSeN7AsiaNauRPADImzcvLi4uRvLg8bm/Lgd50ogRI4iPjzc+ly5dSrOuiIiIiIhIapRA+A9Yt24dQ4YMoVu3buzatYuwsDC6dOnC/fv3/3afjRs35ueff+bDDz/kl19+oX79+gwZMgSApUuXEhYWRlhYGNu2bQPAzs7OYp9/TS6YTCaSk5OB/zf939HRkdWrV3P06FE2bdoEYFxHUlKSMc79+/fNHtStra2xtrYGHu1TEBYWhqur6zPH9piDgwPHjx9n7dq15M+fn4CAALy8vLh9+/Zz9fOsXkSfqd3X9O51amxsbHB0dDT7iIiIiIiIPA8lEF5B1tbWZuv3H09x79OnD97e3ri6uhqbF6amRIkSWFtbExISYpx78OABR48epXTp0sY5Z2dnOnfuzOeff87s2bNZvHgxAAULFsTV1RVXV1eKFi0KQLly5fjhhx/M1uY/jzNnznDjxg2mTp1KrVq1KFWq1FO/mLu6uhIeHg5AzZo12bVrF4cOHeLhw4d8+umn3L59m4SEBAYPHkzBggWpXLmyEdvevXufOZbMmTPToEEDpk+fzqlTp7h48SL79u3Dzc0NOzu7NPvy8PDg5MmT3LlzxzgXEhKClZUVJUuWTLVNerF5eHiQlJTE4cOHjXM3btwgKirK7HsSERERERF5FSiB8ApycXHh8OHDXLx4kd9++w03NzdCQ0PZuXMnZ8+exd/f3+yNCn+VLVs2evfuzdChQ9mxYwcRERH06NGDP/74g27dugEQEBDA119/zblz5zh9+jTffPMNHh4eafbZr18/EhISaN++PaGhoURHR7Nq1ao0p+7/VZEiRbC2tmbu3LmcP3+eLVu2MGHCBLM6zZs356uvvuLmzZtUqlSJjz76iFq1amFjY8OuXbuoWLEi7du359atW8bsBXg0Pf/o0aP06dOHU6dOcebMGRYsWMBvv/32VBzffPMNc+bMISwsjJ9//pmVK1eSnJxMyZIlsbW1Zfjw4QwbNoyVK1cSExPDoUOHWLZsGQAdO3bE1taWzp0789NPP/Hdd9/Rv39/3nvvPWP/gxEjRtCpUydjvDFjxrB27VrGjBlDZGQk4eHhTJs2DQA3NzdatGhBjx49+PHHHzl58iT/+9//KFiwIC1atHim+yoiIiIiIvKyKIHwChoyZAiZMmWidOnSODs707BhQ1q3bs27775L1apVuXHjBn369Em3j6lTp/LOO+/w3nvvUaFCBc6dO8fOnTvJmTMn8GiWw4gRIyhXrhy1a9cmU6ZMaW52CI/W5u/bt4/ExETq1KlDxYoVWbJkSbp7IjzJ2dmZoKAgvvrqK0qXLs3UqVOZMWOGWR1XV1fatm2Lr68vf/zxB/7+/iQkJPDLL7+wZcsWtm3bxu3bt41XGz7m7u7Orl27OHnyJFWqVKFatWp8/fXXZM6c+ak4cuTIwcaNG6lXrx4eHh4sXLiQtWvXGns9+Pv7M3jwYAICAvDw8ODdd981ZkpkzZqVnTt3cvPmTSpXrkybNm2oX78+n376qdF/XFyc2d4UPj4+fPXVV2zZsoXy5ctTr149jhw5YpQvX76cihUr0rRpU6pVq0ZKSgrbtm175vsqIiIiIiLysugtDPJKuX//Pm3btiU6OpqAgAAaN25M9uzZuX37Nhs3bmTWrFns2LGDQoUKZXSo/2mPd1rVWxhEXl16C4OIiIi8DM/zFoanf6IVyUDW1tZs3ryZFStWMG3aNHx9fbG2tiY5OZlatWoxZ84cJQ9EREREREQygBII8soxmUz4+fnh5+dHYmIiN2/exNnZ+V95S4KIiIiIiIg8GyUQ5JVmb2+Pvb19RochIiIiIiLy2tMmiiIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpESCCIiIiIiIiJikTZRFHmNxUcMt/iuVxEREREREdAMBBERERERERF5BkogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEV6jaPIayx76WlgZZvRYYhIOlJi/TM6BBERERFAMxBERERERERE5BkogSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBIOny8fFh4MCBGR3GPzJ27FjKly9vHPv5+dGyZcsMi0dEREREROS/SAkESdfGjRuZMGFCunUuXryIyWQiLCws1fLk5GS++OILmjVrRpEiRXB2dqZSpUqMHTuWGzdu/AtRmxsyZAh79+7918cRERERERH5vyxzRgcgr7ZcuXKlW37//v10y3/77TfatGnDpUuX6Nu3L0OHDiVXrlycP3+eNWvWULp0aTZt2kT16tVfZNhm7O3tsbe3/9f6FxEREREReR1oBsJrwMfHh379+tGvXz+yZ89O7ty58ff3JyUlBYD58+fj5uaGra0tefPmpU2bNmZtn1zC4OLiwoQJE+jUqROOjo707NmTYsWKAeDt7Y3JZMLHxweApKQkmjdvTokSJThz5gyDBg2idu3alC1blubNm7Nu3To+++wzWrVqxfnz583GmD17ttk1lC9fnrFjxwKQkpLC2LFjKVKkCDY2NhQoUIABAwakef1/XcLw2Lhx43B2dsbR0ZFevXqZJUN8fHzo378/AwcOJGfOnOTNm5clS5Zw584dunTpgoODA66urmzfvj3de3/v3j2GDx9O4cKFsbGxwdXVlWXLlhnl+/fvp0qVKtjY2JA/f34++ugjkpKSXngcIiIiIiIi/5QSCK+JFStWkDlzZo4cOUJgYCCzZs1i6dKlhIaGMmDAAMaPH09UVBQ7duygdu3a6fY1Y8YMvLy8OHHiBP7+/hw5cgSAPXv2EBcXx8aNGwFYtmwZJpOJxYsXk5ycTP/+/SlYsCDly5fns88+o0yZMrz99tv07NmTcePGPfO1bNiwgU8++YRFixYRHR3N5s2b8fT0fK77sXfvXiIjIwkODmbt2rVs3LjxqRhWrFhB7ty5OXLkCP3796d37960bduW6tWrc/z4cd566y3ee+89/vjjjzTH6dSpE2vXrmXOnDlERkayaNEiYzbElStXaNKkCZUrV+bkyZMsWLCAZcuWMXHixBcex71790hISDD7iIiIiIiIPA8tYXhNFC5cmE8++QSTyUTJkiUJDw/nk08+YeLEiWTLlo2mTZvi4OBA0aJF8fb2TrevevXqMXjwYOM4U6ZMADg5OZEvXz7j/MqVKxkxYgSZMmVi8uTJ7Nq1i9WrV5OSkkKfPn24e/cu8GhTwxo1ajzztcTGxpIvXz4aNGhAlixZKFKkCFWqVHme24G1tTWfffYZWbNmpUyZMowfP56hQ4cyYcIErKwe5dW8vLwYPXo0ACNGjGDq1Knkzp2bHj16ABAQEMCCBQs4deoUb7zxxlNjnD17li+//JLdu3fToEEDAIoXL26Uz58/n8KFC/Ppp59iMpkoVaoUv/zyC8OHDycgIOCFxQEwZcqU50rSiIiIiIiI/JVmILwm3njjDUwmk3FcrVo1oqOjqV+/PkWLFqV48eK89957rF69Ot1fsgEqVar0TGOGh4cbexts3bqVMWPG4OPjQ926dY0HYoD8+fNz69atZ76Wtm3bcvfuXYoXL06PHj3YtGmT2bT/Z+Hl5UXWrFmN42rVqpGYmMilS5eMc+XKlTP+zpQpE05OTmYzHfLmzQvAtWvXUh0jLCyMTJkyUadOnVTLIyMjqVatmtn3UqNGDRITE7l8+fILiwMeJR7i4+ONz5PXKSIiIiIi8iyUQHjN2dvbc/z4cdauXUv+/PkJCAjAy8uL27dvp9kmW7Zsz9R3UlISdnZ2wKPNFp9s9+SmhsePH8fV1dU4trKyMvZneOzBgwfG34ULFyYqKor58+djZ2dHnz59qF27tlmdFyFLlixmxyaTyezc4wf/5OTkVNs/vvaMjgPAxsYGR0dHs4+IiIiIiMjzUALhNXH48GGz40OHDuHm5kamTJnInDkzDRo0YPr06Zw6dYqLFy+yb9++Z+7b2toagIcPH5qdd3V1JTw8HICaNWsSGBjIrVu3uHXrFoGBgQCcPn2a3r17M3ToUKOds7MzcXFxxnFCQgIXLlww69vOzo5mzZoxZ84cgoODOXjwoDHWszh58qSxhAIe3Q97e3sKFy78zH1Y4unpSXJyMvv370+13MPDg4MHD5olS0JCQnBwcKBQoUIvLA4REREREZEXQQmE10RsbCyDBg0iKiqKtWvXMnfuXD744AO++eYb5syZQ1hYGD///DMrV64kOTmZkiVLPnPfefLkwc7Ojh07dnD16lXi4+MBaNWqFfPmzQMevQnh/v37ODk5UahQIapWrcrPP/9Mo0aN6N+/P35+fkZ/9erVY9WqVfzwww+Eh4fTuXNnY58FgKCgIJYtW8ZPP/3E+fPn+fzzz7Gzs6No0aLAo+n6nTp1Sjfm+/fv061bNyIiIti2bRtjxoyhX79+xr4Df1epUqXYtGkT8OhtEp07d6Zr165s3ryZCxcuEBwczJdffglAnz59uHTpEv379+fMmTN8/fXXjBkzhkGDBv3jOERERERERF40baL4mujUqRN3796lSpUqZMqUiQ8++ICePXsSEhLCxo0bGTt2LH/++Sdubm6sXbuWMmXKPHPfmTNnZs6cOYwfP56AgABq1apFcHAwAwcOxNPTk6VLl9K9e3d+/PFHrl+/TrZs2bC2tmbgwIHG+v0njRgxggsXLtC0aVOyZ8/OhAkTzGYg5MiRg6lTpzJo0CAePnyIp6cnW7duxcnJCYC4uDhiY2PTjbl+/fq4ublRu3Zt7t27h6+vr/GayH8iKirKSKAALFiwgJEjR9KnTx9u3LhBkSJFGDlyJAAFCxZk27ZtDB06FC8vL3LlykW3bt3M9ocQERERERF5VZhS/rrYXP7P8fHxoXz58syePfulj33ixAnefvtt6tWrx4ABA6hQoQKZM2cmOjqauXPn8uuvvxq/yMvLk5CQQPbs2aHgSLCyzehwRCQdKbH+GR2CiIiI/B/2+NkgPj7e4l5pmict/ypvb2/CwsJwcnKiWbNm2NjYkCVLFt544w2SkpKYM2dORocoIiIiIiIiz0BLGORflydPHgIDA5k9ezbXr18nKSmJfPnyaZ2/iIiIiIjIf4gSCK+B4ODgjA4BePS6wTx58mR0GCIiIiIiIvI36CdgEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFImyiKvMbiI4ZbfNeriIiIiIgIaAaCiIiIiIiIiDwDJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIr3GUeQ1lr30NLCyzegwROQZpcT6Z3QIIiIi8hrTDAQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICYT/IBcXF2bPnp3RYbwWTCYTmzdvzugwREREREREMpwSCK8xHx8fBg4cmCFjHzp0iM6dO+Pq6oqTkxMeHh707t2b06dPZ0g8IiIiIiIikj4lEF5D9+/fz7Cxk5OT6d+/P40bNyZv3rzMmzeP77//nvnz52Nvb0/NmjWZN2/ePx7nwYMHLyBaEREREREReUwJhL9p/fr1eHp6Ymdnh5OTEw0aNODOnTsALF26FA8PD2xtbSlVqhTz5883a3v58mV8fX3JlSsX2bJlo1KlShw+fBiAmJgYWrRoQd68ebG3t6dy5crs2bMn3Vhu375N9+7dcXZ2xtHRkXr16nHy5EmjfOzYsZQvX56lS5dSrFgxbG1t8fPzY//+/QQGBmIymTCZTFy8eDHdcYKCgsiRI4fZuc2bN2MymYzjkydPUrduXRwcHHB0dKRixYqEhoYa5cOHD+fw4cNERkYyffp0GjZsSJkyZahbty4ff/wxoaGhzJw5k/Xr15uNs2DBAkqUKIG1tTUlS5Zk1apVZuUmk4kFCxbQvHlzsmXLxqRJk3j48CHdunWjWLFi2NnZUbJkSQIDA5+6rs8++4wyZcpgY2ND/vz56devX5r34NKlS7Rr144cOXKQK1cuWrRoYfG+nT59mqZNm+Lo6IiDgwO1atUiJiYGeJRQGT9+PIUKFcLGxoby5cuzY8cOo+3FixcxmUx8+eWX1KpVCzs7OypXrszZs2c5evQolSpVwt7ensaNG3P9+vU0Y7h37x4JCQlmHxERERERkeehBMLfEBcXh6+vL127diUyMpLg4GBat25NSkoKq1evJiAggEmTJhEZGcnkyZPx9/dnxYoVACQmJlKnTh2uXLnCli1bOHnyJMOGDSM5Odkob9KkCXv37uXEiRM0atSIZs2aERsbm2Y8bdu25dq1a2zfvp1jx45RoUIF6tevz82bN406586dY8OGDWzcuJGwsDACAwOpVq0aPXr0IC4ujri4OAoXLvyP703Hjh0pVKgQR48e5dixY3z00UdkyZIFgIiICIKCgti8eTP58uVjwYIFuLm54eLiwty5cylZsiRZsmRhyZIlDB06lJSUFAA2bdrEBx98wODBg/npp594//336dKlC999953Z2GPHjqVVq1aEh4fTtWtXkpOTKVSoEF999RUREREEBAQwcuRIvvzyS6PNggUL6Nu3Lz179iQ8PJwtW7bg6uqa6rU9ePCAhg0b4uDgwA8//EBISAj29vY0atQozVkdV65coXbt2tjY2LBv3z6OHTtG165dSUpKAiAwMJCZM2cyY8YMTp06RcOGDWnevDnR0dFm/YwZM4bRo0dz/PhxMmfOTIcOHRg2bBiBgYH88MMPnDt3joCAgDS/lylTppA9e3bj8yK+axEREREReb1kzugA/ovi4uJISkqidevWFC1aFABPT0/g0YPezJkzad26NQDFihUjIiKCRYsW0blzZ9asWcP169c5evQouXLlAjB7YPXy8sLLy8s4njBhAps2bWLLli2p/jL+448/cuTIEa5du4aNjQ0AM2bMYPPmzaxfv56ePXsCj5YtrFy5EmdnZ6OttbU1WbNmJV++fC/s3sTGxjJ06FBKlSoFgJubm1G2evVqOnfuTIECBfjhhx8YMmQIS5YsoVSpUowZM4aYmBiSk5OpX78+SUlJREVFUapUKWbMmIGfnx99+vQBYNCgQRw6dIgZM2ZQt25do/8OHTrQpUsXs3jGjRtn/F2sWDEOHjzIl19+Sbt27QCYOHEigwcP5oMPPjDqVa5cOdVr++KLL0hOTmbp0qXGrIvly5eTI0cOgoODeeutt55qM2/ePLJnz866deuMRIq7u7tRPmPGDIYPH0779u0BmDZtGt999x2zZ882W8oxZMgQGjZsCMAHH3yAr68ve/fupUaNGgB069aNoKCgVOMGGDFiBIMGDTKOExISlEQQEREREZHnogTC3+Dl5UX9+vXx9PSkYcOGvPXWW7Rp0wZra2tiYmLo1q0bPXr0MOonJSWRPXt2AMLCwvD29jaSB3+VmJjI2LFj+fbbb41Exd27d9OcgXDy5EkSExNxcnIyO3/37l1jmjxA0aJFzZIH/5ZBgwbRvXt3Vq1aRYMGDWjbti0lSpQAIDw8HD8/PwC2bt1Kx44d6dChAwALFy6kUKFCRj/58+fn1q1bAERGRhqJkMdq1Kjx1HKESpUqPRXPvHnz+Oyzz4iNjeXu3bvcv3+f8uXLA3Dt2jV++eUX6tev/0zXdvLkSc6dO4eDg4PZ+T///NPsXj8pLCyMWrVqGcmDJyUkJPDLL78YSYAnr+3JJSgA5cqVM/7Omzcv8P+SVo/PXbt2Lc3YbWxsjASTiIiIiIjI36EEwt+QKVMmdu/ezYEDB9i1axdz585l1KhRbN26FYAlS5ZQtWrVp9oA2NnZpdv3kCFD2L17NzNmzMDV1RU7OzvatGmT5hT5xMRE8ufPT3Bw8FNlT+5XkC1btue4wtRZWVkZywoe++tmhWPHjqVDhw58++23bN++nTFjxrBu3TpatWpFUlKScf337983i8ne3t74+86dO0RHRxuJh2f112tct24dQ4YMYebMmVSrVg0HBwc+/vhjY78JS9/FXyUmJlKxYkVWr179VFlayZnnHSMtTyYgHs9++Ou5x8tgRERERERE/g3aA+FvMplM1KhRg3HjxnHixAmsra0JCQmhQIECnD9/HldXV7NPsWLFgEe/JIeFhZntT/CkkJAQ/Pz8aNWqFZ6enuTLly/dTfoqVKjAr7/+SubMmZ8aM3fu3Oleg7W1NQ8fPnzma3Z2dub33383NouER7+w/5W7uzsffvghu3btonXr1ixfvhx4tFQjPDwcgJo1a7Ju3TrOnDnDgwcPmDRpEgDXr1+na9eutGjRgjx58gDg4eFBSEiI2RghISGULl063XhDQkKoXr06ffr0wdvbG1dXV7OZAg4ODri4uLB3795nuv4KFSoQHR1Nnjx5nrrXj2eY/FW5cuX44YcfUn0rhKOjIwUKFPhb1yYiIiIiIvKyKYHwNxw+fJjJkycTGhpKbGwsGzdu5Pr163h4eDBu3DimTJnCnDlzOHv2LOHh4SxfvpxZs2YB4OvrS758+WjZsiUhISGcP3+eDRs2cPDgQeDRngGPNzo8efIkHTp0SPeX5QYNGlCtWjVatmzJrl27uHjxIgcOHGDUqFFmbz9IjYuLC4cPH+bixYv89ttvFn/Brlq1KlmzZmXkyJHExMSwZs0as3X3d+/epV+/fgQHB/Pzzz8TEhLC0aNH8fDwAKBVq1YsXbqUBw8e8M4779C8eXNKly5N1qxZuX37NgUKFKBBgwYULFiQhQsXGv0OHTqUoKAgFixYQHR0NLNmzWLjxo0MGTIk3Xjd3NwIDQ1l586dnD17Fn9/f44ePWpWZ+zYscycOZM5c+YQHR3N8ePHmTt3bqr9dezYkdy5c9OiRQt++OEHLly4QHBwMAMGDODy5cvAow0fH+//ANCvXz8SEhJo3749oaGhREdHs2rVKqKiooxrmzZtGl988QVRUVF89NFHhIWFme3JICIiIiIi8ipQAuFvcHR05Pvvv6dJkya4u7szevRoZs6cSePGjenevTtLly5l+fLleHp6UqdOHYKCgowZCNbW1uzatYs8efLQpEkTPD09mTp1qrHEYdasWeTMmZPq1avTrFkzGjZsSIUKFdKMxWQysW3bNmrXrk2XLl1wd3enffv2/Pzzz8Za+bQMGTKETJkyUbp0aZydndN90wNArly5+Pzzz9m2bRuenp6sXbuWsWPHGuWZMmXixo0bdOrUCXd3d9q1a0fjxo2NjQzr1q2Lq6srPXr0IDk5mUWLFhEfH8/Vq1dZvHgxoaGh3Lx5k1mzZmFra2v027JlSwIDA5kxYwZlypRh0aJFLF++HB8fn3Tjff/992ndujXvvvsuVatW5caNG8ZGjI917tyZ2bNnM3/+fMqUKUPTpk2fegPCY1mzZuX777+nSJEitG7dGg8PD7p168aff/6Jo6MjAPHx8UZyAMDJyYl9+/YZb9+oWLEiS5YsMZYfDBgwgEGDBjF48GA8PT3ZsWMHW7ZsMdt8UkRERERE5FVgSvnronaRf9GtW7do0qQJAKNGjaJevXpkzZqVa9eusXr1alauXMmPP/74QvZskLQlJCQ8WnZRcCRY2VpuICKvhJRY/4wOQURERP6PefxsEB8fb/wwmhbNQJCXKmfOnOzfv5927doxePBgsmXLho2NDUWKFCE4OJhly5YpeSAiIiIiIvIKUgJBDL169cLe3j7VT69evV7YONbW1nz44YdERUVx+/Ztzp07R3x8PF9//XW6yzVEREREREQk42gJgxiuXbtGQkJCqmWOjo7GWxHkv09LGET+m7SEQURERF6051nCkPklxST/AXny5FGSQERERERERFKlJQwiIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKR9kAQeY3FRwy3uFGKiIiIiIgIaAaCiIiIiIiIiDwDJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIr3GUeQ1lr30NLCyzegwROQVkhLrn9EhiIiIyCtKMxBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCIlEERERERERETEIiUQ5Jn5+PgwcODAjA7DoosXL2IymQgLC3vmNv+VaxMREREREckoSiDIM9u4cSMTJkxIt46lh/fk5GS++OILmjVrRpEiRXB2dqZSpUqMHTuWGzdu/AtRi4iIiIiIyIuQOaMDkP+OXLlypVt+//79dMt/++032rRpw6VLl+jbty9Dhw4lV65cnD9/njVr1lC6dGk2bdpE9erVX2TYIiIiIiIi8gJoBsJrxsfHh379+tGvXz+yZ89O7ty58ff3JyUlBYD58+fj5uaGra0tefPmpU2bNmZtn5zm7+LiwoQJE+jUqROOjo707NmTYsWKAeDt7Y3JZMLHxweApKQkmjdvTokSJThz5gyDBg2idu3alC1blubNm7Nu3To+++wzWrVqxfnz540xduzYQc2aNcmRIwdOTk40bdqUmJgYs2s6cuQI3t7e2NraUqlSJU6cOPHUde/fv58qVapgY2ND/vz5+eijj0hKSjKrk5SUlOZ9Abh37x5DhgyhYMGCZMuWjapVqxIcHJzu/b59+zbvv/8+efPmxdbWlrJly/LNN98Y5Rs2bKBMmTLY2Njg4uLCzJkzzdq7uLgwceJEOnXqhL29PUWLFmXLli1cv36dFi1aYG9vT7ly5QgNDU03DhERERERkX9KCYTX0IoVK8icOTNHjhwhMDCQWbNmsXTpUkJDQxkwYADjx48nKiqKHTt2ULt27XT7mjFjBl5eXpw4cQJ/f3+OHDkCwJ49e4iLi2Pjxo0ALFu2DJPJxOLFi0lOTqZ///4ULFiQ8uXL89lnn1GmTBnefvttevbsybhx44z+79y5w6BBgwgNDWXv3r1YWVnRqlUrkpOTAUhMTKRp06aULl2aY8eOMXbsWIYMGWIW45UrV2jSpAmVK1fm5MmTLFiwgGXLljFx4sRnui+P9evXj4MHD7Ju3TpOnTpF27ZtadSoEdHR0anem+TkZBo3bkxISAiff/45ERERTJ06lUyZMgFw7Ngx2rVrR/v27QkPD2fs2LH4+/sTFBRk1s8nn3xCjRo1OHHiBG+//TbvvfcenTp14n//+x/Hjx+nRIkSdOrUySzZ8Vf37t0jISHB7CMiIiIiIvI8TCnpPXXI/zk+Pj5cu3aN06dPYzKZAPjoo4/YsmULEydOpEuXLly+fBkHB4dU25YvX57Zs2cDj34d9/b2ZtOmTUadixcvUqxYMU6cOEH58uWN8zVq1GDEiBE0bdqUCRMm8Pnnn7No0SJSUlLo06cPd+/e5eLFi8TExFCjRg1+/fXXVOP/7bffcHZ2Jjw8nLJly7J48WJGjhzJ5cuXsbW1BWDhwoX07t3biGHUqFFs2LCByMhI45rnz5/P8OHDiY+Px8rKKt37EhERQWxsLMWLFyc2NpYCBQoY8TRo0IAqVaowefLkp2LdtWsXjRs3JjIyEnd396fKO3bsyPXr19m1a5dxbtiwYXz77becPn3auMe1atVi1apVAPz666/kz58ff39/xo8fD8ChQ4eoVq0acXFx5MuXL9X7NnbsWLPEjKHgSLCyTbWNiLyeUmL9MzoEEREReYkSEhLInj078fHxODo6pltXMxBeQ2+88YbxkAxQrVo1oqOjqV+/PkWLFqV48eK89957rF69mj/++CPdvipVqvRMY4aHhxt7G2zdupUxY8bg4+ND3bp1GT16tFEvf/783Lp1yziOjo7G19eX4sWL4+joiIuLCwCxsbEAREZGUq5cOSN58Ph6nhQZGUm1atXMrrlGjRokJiZy+fJli/fl4cOHhIeH8/DhQ9zd3bG3tzc++/fvf2pJxWNhYWEUKlQo1eTB47hq1Khhdq5GjRrGmI+VK1fO+Dtv3rwAeHp6PnXu2rVrqY4DMGLECOLj443PpUuX0qwrIiIiIiKSGm2iKAZ7e3uOHz9OcHAwu3btIiAggLFjx3L06FFy5MiRapts2bI9U99JSUnY2dkBjzZbfLKdvb298ffx48dxdXU1jps1a0bRokVZsmQJBQoUIDk5mbJly1rcsPFFS0xMJFOmTBw7dsxYgvDYk/E/6fH1/lNZsmQx/n6c4Ejt3ONlHamxsbHBxsbmhcQjIiIiIiKvJ81AeA0dPnzY7PjQoUO4ubmRKVMmMmfOTIMGDZg+fTqnTp3i4sWL7Nu375n7tra2BjD7BR3A1dWV8PBwAGrWrElgYCC3bt3i1q1bBAYGAnD69Gl69+7N0KFDAbhx4wZRUVGMHj2a+vXr4+HhYTY7AcDDw4NTp07x559/ml3PX+scPHjQbI+AkJAQHBwcKFSo0DPdF29vbx4+fMi1a9dwdXU1+6S1bKBcuXJcvnyZs2fPplru4eFBSEiI2bmQkBDc3d2fSlKIiIiIiIhkNCUQXkOxsbEMGjSIqKgo1q5dy9y5c/nggw/45ptvmDNnDmFhYfz888+sXLmS5ORkSpYs+cx958mTBzs7O3bs2MHVq1eJj48HoFWrVsybNw94tB7//v37ODk5UahQIapWrcrPP/9Mo0aN6N+/P35+fgDkzJkTJycnFi9ezLlz59i3bx+DBg0yG69Dhw6YTCZ69OhBREQE27ZtY8aMGWZ1+vTpw6VLl+jfvz9nzpzh66+/ZsyYMQwaNAgrq//3XyCt+wLg7u5Ox44d6dSpExs3buTChQscOXKEKVOm8O233wKPNmssVaqUsZFknTp1qF27Nu+88w67d+/mwoULbN++nR07dgAwePBg9u7dy4QJEzh79iwrVqzg008/fWoTSBERERERkVeBEgivoU6dOnH37l2qVKlC3759+eCDD+jZsyc5cuRg48aN1KtXDw8PDxYuXMjatWspU6bMM/edOXNm5syZw6JFiyhQoAAtWrQAYODAgezdu5elS5eSO3dufvzxR65evcr169eZMGECv/76K5cuXaJnz55GX1ZWVqxbt45jx45RtmxZPvzwQz7++GOz8ezt7dm6dSvh4eF4e3szatQopk2bZlanYMGCbNu2jSNHjuDl5UWvXr3o1q2b2d4L6d2Xx5YvX06nTp0YPHgwJUuWpGXLlhw9epQiRYoA8ODBA6Kiosz2jdiwYQOVK1fG19eX0qVLM2zYMGN2RoUKFfjyyy9Zt24dZcuWJSAggPHjxxsJFBERERERkVeJ3sLwmvnrmxRepsevIaxXrx4DBgygQoUKZM6cmejoaObOncuvv/7Kl19++dLjeh093mlVb2EQkb/SWxhEREReL3oLg7ySvL29CQsLw8nJiWbNmmFjY0OWLFl44403SEpKYs6cORkdooiIiIiIiKRBb2GQlypPnjwEBgYye/Zsrl+/TlJSEvny5TPbi0BERERERERePUogvGaCg4MzOgTg0asH8+TJk9FhiIiIiIiIyDPSz74iIiIiIiIiYpESCCIiIiIiIiJikRIIIiIiIiIiImKREggiIiIiIiIiYpE2URR5jcVHDLf4rlcRERERERHQDAQREREREREReQZKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFeo2jyGsse+lpYGWb0WGIyP9RKbH+GR2CiIiIvECagSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWKYEgIiIiIiIiIhYpgSAiIiIiIiIiFimBICIiIiIiIiIWKYHwH+Dj48PAgQMzOowMYzKZ2Lx580sf6+LFi5hMJsLCwl7K2CIiIiIiIq8yJRD+AzZu3MiECRMyOoxnFhQURI4cOdIsT0xMZObMmdSsWZN8+fJRsGBB6tWrx6JFi0hKSnp5gYqIiIiIiMgzy5zRAYhluXLlyugQntmDBw/SLT927BitWrWiaNGi9OjRAw8PD7JkycKpU6dYuHAhCxcuZOfOneTJk+clRSwiIiIiIiLPQjMQ/gOeXMJw7949hg8fTuHChbGxscHV1ZVly5YBcOvWLTp27IizszN2dna4ubmxfPnydPs+ffo0TZs2xdHREQcHB2rVqkVMTIxRvnTpUjw8PLC1taVUqVLMnz/fKHs8xf+LL76gTp062Nrasnr1arp06UJ8fDwmkwmTycTYsWMB+Pnnn2nSpAn+/v788MMPdO7cmSpVquDt7U3nzp05cOAAzZo1o3Hjxk8lIn777TdatWpF1qxZcXNzY8uWLWbl27Ztw93dHTs7O+rWrUtQUBAmk4nbt2+nee3R0dHUrl0bW1tbSpcuze7du1Otd/78eerWrUvWrFnx8vLi4MGDRtnPP/9Ms2bNyJkzJ9myZaNMmTJs27YtzTHj4uJ4++23sbOzo1ixYqxZswYXFxdmz55t1ImNjaVFixbY29vj6OhIu3btuHr1KgBnz57FZDJx5swZs34/+eQTSpQokea4IiIiIiIi/5RmIPzHdOrUiYMHDzJnzhy8vLy4cOECv/32GwD+/v5ERESwfft2cufOzblz57h7926afV25coXatWvj4+PDvn37cHR0JCQkxFhGsHr1agICAvj000/x9vbmxIkT9OjRg2zZstG5c2ejn48++oiZM2fi7e2NlZUVs2fPJiAggKioKADs7e2Nel26dKFHjx5cvnyZXr16ceTIEby9valZsyZXrlxh4cKFBAcH8/nnn9OlSxdjjHHjxjF9+nQ+/vhj5s6dS8eOHfn555/JlSsXly5donXr1vTt25eePXsSGhrK4MGD072PycnJtG7dmrx583L48GHi4+PT3Gdi1KhRzJgxAzc3N0aNGoWvry/nzp0jc+bM9O3bl/v37/P999+TLVs2IiIijOtN6/v77bffCA4OJkuWLAwaNIhr166ZxfU4ebB//36SkpLo27cv7777LsHBwbi7u1OpUiVWr15ttqxl9erVdOjQIc1x7927x71794zjhISEdO+PiIiIiIjIXymB8B9y9uxZvvzyS3bv3k2DBg0AKF68uFEeGxuLt7c3lSpVAsDFxSXd/ubNm0f27NlZt24dWbJkAcDd3d0oHzNmDDNnzqR169YAFCtWjIiICBYtWmSWQBg4cKBRByB79uyYTCby5ctnnEtMTOTbb7/lwoULAHTu3Bl7e3t27NhBZGQkvXr14p133jHKdu7caZZA8PPzw9fXF4DJkyczZ84cjhw5QqNGjViwYAElSpRg5syZAJQsWZLw8HCmTZuW5rXv2bOHM2fOsHPnTgoUKGD027hx46fqDhkyhLfffht4lMgoU6YM586do1SpUsTGxvLOO+/g6ekJmH8ff3XmzBn27NnD0aNHje9o6dKluLm5GXX27t1LeHg4Fy5coHDhwgCsXLmSMmXKcPToUSpXrkzHjh359NNPjQTC2bNnOXbsGJ9//nmaY0+ZMoVx48alWS4iIiIiImKJljD8h4SFhZEpUybq1KmTannv3r1Zt24d5cuXZ9iwYRw4cMAoa9y4Mfb29tjb21OmTBmjv1q1ahnJgyfduXOHmJgYunXrZrSzt7dn4sSJZkscAONhOD1nz57FxcUFJycn7ty5w759+1iwYAEVKlSgY8eOtG/f3qibP39+bt26Zda+XLlyxt/ZsmXD0dHR+OU+MjKSqlWrmtWvVq1auvFERkZSuHBhI3mQXpsnx86fPz+AMfaAAQOYOHEiNWrUYMyYMZw6dSrNMaOiosicOTMVKlQwzrm6upIzZ86n4nqcPAAoXbo0OXLkIDIyEoD27dtz8eJFDh06BDyafVChQgVKlSqV5tgjRowgPj7e+Fy6dCnNuiIiIiIiIqlRAuE/xM7OLt3yxo0b8/PPP/Phhx/yyy+/UL9+fYYMGQI8+qU7LCyMsLAwY41+ev0lJiYCsGTJEqNdWFgYP/30k/Hg+li2bNksxp6UlGSM93h/gyfbPTnt//jx47i6upq1/2uSw2QykZycbHHcF+HJsU0mE4Axdvfu3Tl//jzvvfce4eHhVKpUiblz5/6r8eTLl4969eqxZs0aANasWUPHjh3TbWNjY4Ojo6PZR0RERERE5HkogfAf4unpSXJyMvv370+zjrOzM507d+bzzz9n9uzZLF68GICCBQvi6uqKq6srRYsWBR79sv7DDz+k+uaEvHnzUqBAAc6fP2+0e/wpVqxYunFaW1vz8OFDs3PFixfn7NmzPHjwgBw5clCmTBkmTZrEgwcPOHPmDOvWrSM5OZlvv/2WefPm0a9fv2e+Lx4eHhw5csTs3F+THKm1uXTpEnFxcc/cJi2FCxemV69ebNy4kcGDB7NkyZJU65UsWZKkpCROnDhhnDt37pzZbIvHcT05QyAiIoLbt29TunRp41zHjh354osvOHjwIOfPnzebwSEiIiIiIvJvUALhP8TFxYXOnTvTtWtXNm/ezIULFwgODubLL78EICAggK+//ppz585x+vRpvvnmGzw8PNLsr1+/fiQkJNC+fXtCQ0OJjo5m1apVxuaH48aNY8qUKcyZM4ezZ88SHh7O8uXLmTVrlsU4ExMT2bt3L7/99ht//PEHuXPnply5csY6/eXLl7N27Vrs7Oxo0KABzZs35/PPPycgIIAvv/wy3bj/qlevXkRHRzN06FCioqJYs2YNQUFBZnWuXLlCqVKljERDgwYNcHd3p3Pnzpw8eZIffviBUaNGPfOYjw0cOJCdO3dy4cIFjh8/znfffWcWe6lSpdi0aZPxd4MGDejZsydHjhzhxIkT9OzZEzs7O2NmQ4MGDfD09KRjx44cP36cI0eO0KlTJ+rUqWO2VKR169b8/vvv9O7dm7p165otxRAREREREfk3KIHwH7NgwQLatGlDnz59KFWqFD169ODOnTvAo1/+R4wYQbly5ahduzaZMmVi3bp1afbl5OTEvn37SExMpE6dOlSsWJElS5YYU/a7d+/O0qVLWb58OZ6entSpU4egoCCLMxCqV69Or169ePfdd3F2dmb69OnAo438hgwZwvHjx6lcuTKxsbHExsZy8eJFZs6cyc2bNzl27Bi1atV6rntSpEgRNmzYwObNm/Hy8mLhwoVMnjzZrM6DBw+Iiorijz/+AMDKyopNmzZx9+5dqlSpQvfu3Zk0adJzjQvw8OFD+vbti4eHB40aNcLd3d3sVZdRUVHEx8cbxytXriRv3rzUrl2bVq1a0aNHDxwcHLC1tQUeLZH4+uuvyZkzJ7Vr16ZBgwYUL16cL774wmxcBwcHmjVrxsmTJy0uXxAREREREXkRTCkpKSkZHYS8PlasWMEHH3zAgAED6NSpEyVKlODhw4ccOXKEKVOmUK9ePT788MN/PE5wcDB169bl1q1b5MiR458H/i+5fPkyhQsXZs+ePdSvX/+ljZuQkED27Nmh4Eiwsn1p44rI6yUl1j+jQxARERELHj8bxMfHW9wrTa9xlJeqc+fOeHt7M378eLy8vLh//z7JyckULVqU999/n759+2Z0iP+qxzM+PD09iYuLY9iwYbi4uFC7du2MDk1ERERERCRdSiDIS1euXDnWr19PUlISV69excbGhty5c2d0WC/FgwcPGDlyJOfPn8fBwYHq1auzevXqVF+lKSIiIiIi8irREgaR15CWMIjIy6AlDCIiIq++51nCoE0URURERERERMQiJRBERERERERExCIlEERERERERETEIiUQRERERERERMQivYVB5DUWHzHc4kYpIiIiIiIioBkIIiIiIiIiIvIMlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGLlEAQEREREREREYuUQBARERERERERi/QaR5HXWPbS08DKNqPDEBGRJ6TE+md0CCIiIqnSDAQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQTBxcWF2bNnZ3QY/5qgoCBy5MhhHI8dO5by5ctnWDwiIiIiIiL/RUogyAvj4+PDwIED0yyPiIigd+/eeHh44OTkhJubG507d+bgwYMvL8gX5OLFi5hMJsLCwjI6FBERERERkZdCCQT5x+7fv2+xztSpU6latSrJycnMmDGD/fv3s3z5cooXL07z5s0ZMWJEuu0fPnxIcnLyiwpZREREREREnpMSCK+I9evX4+npiZ2dHU5OTjRo0IA7d+4AsHTpUjw8PLC1taVUqVLMnz/frO3ly5fx9fUlV65cZMuWjUqVKnH48GEAYmJiaNGiBXnz5sXe3p7KlSuzZ8+edGO5ffs23bt3x9nZGUdHR+rVq8fJkyeN8sdLAJYuXUqxYsWwtbXFz8+P/fv3ExgYiMlkwmQycfHiRQDmzZvH0qVLOXbsGIsWLeLtt9+mbNmy1KxZkzFjxhAREcHOnTuZOXOmMcbjZQdbtmyhdOnS2NjYEBsby7179xgyZAgFCxYkW7ZsVK1aleDgYLP4g4KCKFKkCFmzZqVVq1bcuHEj1etctWoVLi4uZM+enfbt2/P7778bZTt27KBmzZrkyJEDJycnmjZtSkxMjFFerFgxALy9vTGZTPj4+KR5P0+fPk3Tpk1xdHTEwcGBWrVqGX0lJyczfvx4ChUqhI2NDeXLl2fHjh1G28czHb788ktq1aqFnZ0dlStX5uzZsxw9epRKlSphb29P48aNuX79epox3Lt3j4SEBLOPiIiIiIjI81AC4RUQFxeHr68vXbt2JTIykuDgYFq3bk1KSgqrV68mICCASZMmERkZyeTJk/H392fFihUAJCYmUqdOHa5cucKWLVs4efIkw4YNM36tT0xMpEmTJuzdu5cTJ07QqFEjmjVrRmxsbJrxtG3blmvXrrF9+3aOHTtGhQoVqF+/Pjdv3jTqnDt3jg0bNrBx40bCwsIIDAykWrVq9OjRg7i4OOLi4ihcuDC//fYbAQEBbNq0CXd3dzZt2kTZsmUpUKAAo0eP5s033+TMmTOsXbuWSZMmmT3E//HHH0ybNo2lS5dy+vRp8uTJQ79+/Th48CDr1q3j1KlTtG3blkaNGhEdHQ3A4cOH6datG/369SMsLIy6desyceLEp64xJiaGzZs388033/DNN9+wf/9+pk6dapTfuXOHQYMGERoayt69e7GysqJVq1bGfT1y5AgAe/bsIS4ujo0bN6Z6L69cuULt2rWxsbFh3759HDt2jK5du5KUlARAYGAgM2fOZMaMGZw6dYqGDRvSvHlz43oeGzNmDKNHj+b48eNkzpyZDh06MGzYMAIDA/nhhx84d+4cAQEBaX6nU6ZMIXv27MancOHCadYVERERERFJjSklJSUlo4N43R0/fpyKFSty8eJFihYtalbm6urKhAkT8PX1Nc5NnDiRbdu2ceDAARYvXsyQIUO4ePEiuXLleqbxypYtS69evejXrx/waBPFgQMHMnDgQH788Ufefvttrl27ho2NjVkcw4YNo2fPnowdO5bJkydz5coVnJ2djTo+Pj6UL1/ebEPGJUuWsHPnTtavX09MTAxlypRh5syZ1KhRg08//ZSgoCD27NmDj48PtWrVYtSoUTRq1IigoCC6dOlCWFgYXl5eAMTGxlK8eHFiY2MpUKCAMUaDBg2oUqUKkydPpkOHDsTHx/Ptt98a5e3bt2fHjh3cvn0beDSD4uOPP+bXX3/FwcEBgGHDhvH9999z6NChVO/Zb7/9hrOzM+Hh4ZQtW5aLFy9SrFgxTpw4ke6GjCNHjmTdunVERUWRJUuWp8oLFixI3759GTlypHGuSpUqVK5cmXnz5hnjLF26lG7dugGwbt06fH192bt3L/Xq1QMeLREJCgrizJkzqcZx79497t27ZxwnJCQ8SiIUHAlWtmnGLyIiL19KrH9GhyAiIq+RhIQEsmfPTnx8PI6OjunWzfySYpJ0eHl5Ub9+fTw9PWnYsCFvvfUWbdq0wdrampiYGLp160aPHj2M+klJSWTPnh2AsLAwvL2900weJCYmMnbsWL799lvi4uJISkri7t27ac5AOHnyJImJiTg5OZmdv3v3rtkU/qJFi5olD9ISHh5O9erVAdi5cye1a9emb9++AMyfP5+1a9cadfPnz8+tW7eMY2tra8qVK2fW18OHD3F3dzcb4969e0a8kZGRtGrVyqy8WrVqZssC4FHS5HHy4PHY165dM46jo6MJCAjg8OHD/Pbbb8bMg9jYWMqWLWvxuh8LCwujVq1aqSYPEhIS+OWXX6hRo4bZ+Ro1apgtGQHM7kPevHkB8PT0NDv3ZPx/ZWNjY5YQEhEREREReV5KILwCMmXKxO7duzlw4AC7du1i7ty5jBo1iq1btwKPfsWvWrXqU20A7Ozs0u17yJAh7N69mxkzZuDq6oqdnR1t2rRJc+PDxMRE8ufP/9S+AoDZqxCzZcv2TNeWlJRkxHj//n2zdtbW1lhbWwOP9gIICwtj6NChRrmdnR0mk8kstkyZMnHs2DHj+h+zt7d/pnge++sDvclkMtuksVmzZhQtWpQlS5ZQoEABkpOTKVu27DNtGPkkS9/P34n38T356zltMikiIiIiIv8mJRBeESaTiRo1alCjRg0CAgIoWrQoISEhFChQgPPnz9OxY8dU25UrV46lS5dy8+bNVGchhISE4OfnZ/wqn5iYaGxumJoKFSrw66+/kjlzZlxcXJ7rGqytrXn48KHZOVdXV8LDwwGoWbMmo0aN4tChQ1SuXJkFCxZw+/ZtEhISGDx4MAULFqRy5cpp9u/t7c3Dhw+5du0atWrVSrWOh4eHsYHkY2ktS0jLjRs3iIqKYsmSJcY4P/7441PXCjx1vX9Vrlw5VqxYwYMHD55KWjg6OlKgQAFCQkKoU6eOcT4kJIQqVao8V8wiIiIiIiL/Nm2i+Ao4fPgwkydPJjQ0lNjYWDZu3Mj169fx8PBg3LhxTJkyhTlz5nD27FnCw8NZvnw5s2bNAsDX15d8+fLRsmVLQkJCOH/+PBs2bODgwYMAuLm5GRsdnjx5kg4dOqT7S3WDBg2oVq0aLVu2ZNeuXVy8eJEDBw4watQoQkND070OFxcXDh8+zMWLF41p/82bN+err77i5s2bVKpUiY8++ohatWphY2PDrl27qFixIu3bt+fWrVts2rQp3f7d3d3p2LEjnTp1YuPGjVy4cIEjR44wZcoUY8+DAQMGsGPHDmbMmEF0dDSffvrpU8sXLMmZMydOTk4sXryYc+fOsW/fPgYNGmRWJ0+ePNjZ2bFjxw6uXr1KfHw8AJs2baJUqVJGvX79+pGQkED79u0JDQ0lOjqaVatWERUVBcDQoUOZNm0aX3zxBVFRUXz00UeEhYXxwQcfPFfMIiIiIiIi/zYlEF4Bjo6OfP/99zRp0gR3d3dGjx7NzJkzady4Md27d2fp0qUsX74cT09P6tSpQ1BQkPEaQWtra3bt2kWePHlo0qQJnp6eTJ061ZjiP2vWLHLmzEn16tVp1qwZDRs2pEKFCmnGYjKZ2LZtG7Vr16ZLly64u7vTvn17fv75Z2PtfVqGDBlCpkyZKF26NM7OzsTGxuLq6krbtm3x9fXljz/+wN/f31j7v2XLFrZt28bt27eN1zZasnz5cjp16sTgwYMpWbIkLVu25OjRoxQpUgSAN954gyVLlhAYGIiXlxe7du1i9OjRz/hNPGJlZcW6des4duwYZcuW5cMPP+Tjjz82q5M5c2bmzJnDokWLKFCgAC1atAAgPj7eSA4AODk5sW/fPuNtGRUrVmTJkiXGbIQBAwYwaNAgBg8ejKenJzt27GDLli24ubk9V8wiIiIiIiL/Nr2FQf519+/fp23btsbGhI0bNyZ79uzcvn2bjRs3MmvWLHbs2EGhQoUyOtTXxuOdVvUWBhGRV4/ewiAiIi+T3sIgrxRra2s2b97MihUrmDZtGr6+vlhbW5OcnEytWrWYM2eOkgciIiIiIiKvOCUQ5KUwmUz4+fnh5+dHYmIiN2/exNnZ+YW9pUBERERERET+XUogyEtnb2//3K9dFBERERERkYylTRRFRERERERExCIlEERERERERETEIiUQRERERERERMQiJRBERERERERExCJtoijyGouPGG7xXa8iIiIiIiKgGQgiIiIiIiIi8gyUQBARERERERERi5RAEBERERERERGLlEAQEREREREREYuUQBARERERERERi5RAEBERERERERGL9BpHkddY9tLTwMo2o8MQEZH/kJRY/4wOQUREMohmIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiC85kwmE5s3b87oMF6oixcvYjKZCAsL+0f9BAcHYzKZuH37dpp1goKCyJEjxz8aR0RERERE5L9ACYTXXFxcHI0bNwZezIP3oUOH6Ny5M66urjg5OeHh4UHv3r05ffr0C4r45alevTpxcXFkz549o0MRERERERHJcEogvKbu378PQL58+bCxsfnH/SUnJ9O/f38aN25M3rx5mTdvHt9//z3z58/H3t6emjVrMm/evH88zouQkpJCUlKSxXrW1tbky5cPk8n0EqISERERERF5tSmB8BKtX78eT09P7OzscHJyokGDBty5cweApUuX4uHhga2tLaVKlWL+/PlmbS9fvoyvry+5cuUiW7ZsVKpUicOHDwPg5+dHy5YtzeoPHDgQHx8f49jHx4d+/foxcOBAcufOTcOGDQHzJQzFihUDwNvbG5PJhI+PD99//z1ZsmTh119/far/WrVqGcfDhw/n8OHDREZGMn36dBo2bEiZMmWoW7cuH3/8MaGhocycOZP169cbbWJiYmjRogV58+bF3t6eypUrs2fPHrNxXFxcmDx5Ml27dsXBwYEiRYqwePFiszpHjhzB29sbW1tbKlWqxIkTJ8zKHy9F2L59OxUrVsTGxoYff/yRe/fuMWDAAPLkyYOtrS01a9bk6NGjT7V7cglDUFAQRYoUIWvWrLRq1YobN25gSXrfHcCCBQsoUaIE1tbWlCxZklWrVpm1N5lMLFq0iKZNm5I1a1Y8PDw4ePAg586dw8fHh2zZslG9enViYmIsxiIiIiIiIvJ3KYHwksTFxeHr60vXrl2JjIwkODiY1q1bk5KSwurVqwkICGDSpElERkYyefJk/P39WbFiBQCJiYnUqVOHK1eusGXLFk6ePMmwYcNITk5+rhhWrFiBtbU1ISEhLFy48KnyI0eOALBnzx7i4uLYuHEjtWvXpnjx4mYPtQ8ePGD16tV07doVgIiICIKCgti8eTP58uVjwYIFuLm54eLiwty5cylZsiRZsmRhyZIlDB06lJSUFOO6mjRpwt69ezlx4gSNGjWiWbNmxMbGmsU1c+ZMIzHQp08fevfuTVRUlNFH06ZNKV26NMeOHWPs2LEMGTIk1ev/6KOPmDp1KpGRkZQrV45hw4axYcMGVqxYwfHjx3F1daVhw4bcvHkz1faHDx+mW7du9OvXj7CwMOrWrcvEiRPTveeWvrtNmzbxwQcfMHjwYH766Sfef/99unTpwnfffWfWz4QJE+jUqRNhYWGUKlWKDh068P777zNixAhCQ0NJSUmhX79+acZx7949EhISzD4iIiIiIiLPI3NGB/C6iIuLIykpidatW1O0aFEAPD09ARgzZgwzZ86kdevWwKOZABERESxatIjOnTuzZs0arl+/ztGjR8mVKxcArq6uzx2Dm5sb06dPT7Pc2dkZACcnJ/Lly2ec79atG8uXL2fo0KEAbN26lT///JN27doBsHr1ajp37kyBAgX44YcfGDJkCEuWLKFUqVKMGTOGmJgYkpOTqV+/PklJSURFRVGqVCm8vLzw8vIyxpkwYQKbNm1iy5YtZg/DTZo0oU+fPsCjmQ6ffPIJ3333HSVLlmTNmjUkJyezbNkybG1tKVOmDJcvX6Z3795PXd/48eN58803Abhz5w4LFiwgKCjI2ANiyZIl7N69m2XLlhnX+qTAwEAaNWrEsGHDAHB3d+fAgQPs2LEjzXtq6bubMWMGfn5+xvUNGjSIQ4cOMWPGDOrWrWvU69Kli3G/hw8fTrVq1fD39zdmknzwwQd06dIlzTimTJnCuHHj0iwXERERERGxRDMQXhIvLy/q16+Pp6cnbdu2ZcmSJdy6dYs7d+4QExNDt27dsLe3Nz4TJ040pqSHhYXh7e1tPID+XRUrVvxb7fz8/Dh37hyHDh0CHk3jb9euHdmyZQMgPDyc6tWrA4+SCx07dqRDhw5UqFCBhQsX8vDhQ6Ov/Pnzc+vWLeDRr/NDhgzBw8ODHDlyYG9vT2Rk5FMzEMqVK2f8bTKZyJcvH9euXQMwZhPY2toadapVq5bqdVSqVMn4OyYmhgcPHlCjRg3jXJYsWahSpQqRkZGpto+MjKRq1apm59Ia6zFL311kZKRZDAA1atR4KoYn70HevHmB/5eAenzuzz//THNmwYgRI4iPjzc+ly5dSjduERERERGRv9IMhJckU6ZM7N69mwMHDrBr1y7mzp3LqFGj2Lp1K/Do1++/PpxmypQJADs7u3T7trKyMpYFPPbgwYOn6j1+4H9eefLkoVmzZixfvpxixYqxfft2goODjfKkpCQjxvv375uNY29vb/x9584doqOjKVGiBABDhgxh9+7dzJgxA1dXV+zs7GjTpo2xweNjWbJkMTs2mUzPvXwD/v71/xOWvrtn9eQ9eLypY2rn0rovNjY2L2SzTBEREREReX1pBsJLZDKZqFGjBuPGjePEiRPGfgQFChTg/PnzuLq6mn0eb2pYrlw5wsLC0lyb7+zsTFxcnNm5v/MqRmtrawCzGQOPde/enS+++ILFixdTokQJs1/NXV1dCQ8PB6BmzZqsW7eOM2fO8ODBAyZNmgTA9evX6dq1Ky1atCBPnjwAhISE4OfnR6tWrfD09CRfvnxcvHjxuWL28PDg1KlT/Pnnn8a5xzMl0vN408KQkBDj3IMHDzh69CilS5dOc6wnNz98lrEsfXceHh5mMcCj+5JWDCIiIiIiIhlFCYSX5PDhw0yePJnQ0FBiY2PZuHEj169fx8PDg3HjxjFlyhTmzJnD2bNnCQ8PZ/ny5cyaNQsAX19f8uXLR8uWLQkJCeH8+fNs2LCBgwcPAlCvXj1CQ0NZuXIl0dHRjBkzhp9++um5Y8yTJw92dnbs2LGDq1evEh8fb5Q1bNgQR0dHJk6c+NRa+1atWrF06VIePHjAO++8Q/PmzSldujRZs2bl9u3bFChQgAYNGlCwYEGzzRvd3NzYuHEjYWFhnDx5kg4dOjz3zIIOHTpgMpno0aMHERERbNu2jRkzZlhsly1bNnr37s3QoUPZsWMHERER9OjRgz/++INu3bql2mbAgAHs2LGDGTNmEB0dzaeffvrU/gdHjhyhVKlSXLlyBbD83Q0dOpSgoCAWLFhAdHQ0s2bNYuPGjWluBCkiIiIiIpJRlEB4SRwdHfn+++9p0qQJ7u7ujB49mpkzZ9K4cWO6d+/O0qVLWb58OZ6entSpU4egoCBjBoK1tTW7du0iT548NGnSBE9PT6ZOnWoscWjYsCH+/v4MGzaMypUr8/vvv9OpU6fnjjFz5szMmTOHRYsWUaBAAVq0aGGUWVlZ4efnx8OHD5/qu27duri6utKjRw+Sk5NZtGgR8fHxXL16lcWLFxMaGsrNmzeZNWuW2V4Fs2bNImfOnFSvXp1mzZrRsGFDKlSo8Fwx29vbs3XrVsLDw/H29mbUqFFMmzbtmdpOnTqVd955h/fee48KFSpw7tw5du7cSc6cOVOt/8Ybb7BkyRICAwPx8vJi165djB492qzOH3/8QVRUlLGExNJ317JlSwIDA5kxYwZlypRh0aJFLF++3OwVnCIiIiIiIq8CU8pfF8+LpKFbt25cv36dLVu2PFV269YtmjRpAsCoUaOoV68eWbNm5dq1a6xevZqVK1fy448/Zsg+BPK0hIQEsmfPDgVHgpWt5QYiIiL/v5RY/4wOQUREXqDHzwbx8fE4OjqmW1ebKIpF8fHxhIeHs2bNmlSTBwA5c+Zk//79zJs3j8GDB3P27Fmsra0xmUw0bNiQZcuWKXkgIiIiIiLyH6YZCGKRj48PR44c4f333+eTTz55pjbx8fEkJCSQJ08e7f7/CtIMBBER+bs0A0FE5P8WzUCQF+rJVzY+q+zZsz96QBUREREREZH/E7SJooiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpE0URV5j8RHDLe60KiIiIiIiApqBICIiIiIiIiLPQAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUivcRR5jWUvPQ2sbDM6DBERkddeSqx/RocgImKRZiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogiIiIiIiIiIhFSiCIiIiIiIiIiEVKIIiIiIiIiIiIRUogyAtnMpnYvHlzhow9duxYypcvnyFj/xMuLi7Mnj07o8MQERERERFJkxII8sLFxcXRuHFjAC5evIjJZCIsLOxv93fo0CE6d+6Mq6srTk5OeHh40Lt3b06fPv2CIn5+wcHBmEwmbt++nWExiIiIiIiIvExKIMgLc//+fQDy5cuHjY3NP+4vOTmZ/v3707hxY/Lmzcu8efP4/vvvmT9/Pvb29tSsWZN58+b943H+TY/viYiIiIiIyH+dEgj/cevXr8fT0xM7OzucnJxo0KABd+7cAWDp0qV4eHhga2tLqVKlmD9/vlnby5cv4+vrS65cuciWLRuVKlXi8OHDAPj5+dGyZUuz+gMHDsTHx8c49vHxoV+/fgwcOJDcuXPTsGFDwHwJQ7FixQDw9vbGZDLh4+PD999/T5YsWfj111+f6r9WrVrG8fDhwzl8+DCRkZFMnz6dhg0bUqZMGerWrcvHH39MaGgoM2fOZP369U/dl1WrVuHi4kL27Nlp3749v//+u1GW2nKB8uXLM3bsWOPYZDKxdOlSWrVqRdasWXFzc2PLli3Ao1kVdevWBSBnzpyYTCb8/PzSvSdPunbtGs2aNcPOzo5ixYqxevXqp+rcvn2b7t274+zsjKOjI/Xq1ePkyZMAnD17FpPJxJkzZ8zafPLJJ5QoUeKpvkRERERERF4EJRD+w+Li4vD19aVr165ERkYSHBxM69atSUlJYfXq1QQEBDBp0iQiIyOZPHky/v7+rFixAoDExETq1KnDlStX2LJlCydPnmTYsGEkJyc/VwwrVqzA2tqakJAQFi5c+FT5kSNHANizZw9xcXFs3LiR2rVrU7x4cVatWmXUe/DgAatXr6Zr164AREREEBQUxObNm8mXLx8LFizAzc0NFxcX5s6dS8mSJcmSJQtLlixh6NChpKSkGH3FxMSwefNmvvnmG7755hv279/P1KlTn/v+jhs3jnbt2nHq1CmaNGlCx44duXnzJoULF2bDhg0AREVFERcXR2Bg4DPfEz8/Py5dusR3333H+vXrmT9/PteuXTOr07ZtW65du8b27ds5duwYFSpUoH79+ty8eRN3d3cqVar0VOJh9erVdOjQIdVruXfvHgkJCWYfERERERGR55E5owOQvy8uLo6kpCRat25N0aJFAfD09ARgzJgxzJw5k9atWwOPZgJERESwaNEiOnfuzJo1a7h+/TpHjx4lV65cALi6uj53DG5ubkyfPj3NcmdnZwCcnJzIly+fcb5bt24sX76coUOHArB161b+/PNP2rVrBzx6GO7cuTMFChTghx9+YMiQISxZsoRSpUoxZswYYmJiSE5Opn79+iQlJREVFUWpUqWAR0sfgoKCcHBwAOC9995j7969TJo06bmuzc/PD19fXwAmT57MnDlzOHLkCI0aNTLuWZ48eciRI8cz35OzZ8+yfft2jhw5QuXKlQFYtmwZHh4eRp0ff/yRI0eOcO3aNWMpyIwZM9i8eTPr16+nZ8+edOzYkU8//ZQJEyYY/R47dozPP/881XGnTJnCuHHjnuv6RUREREREnqQZCP9hXl5e1K9fH09PT9q2bcuSJUu4desWd+7cISYmhm7dumFvb298Jk6cSExMDABhYWF4e3sbD8J/V8WKFf9WOz8/P86dO8ehQ4cACAoKol27dmTLlg2A8PBwqlevDjxKLnTs2JEOHTpQoUIFFi5cyMOHD42+8ufPz61bt4xjFxcXI3nwuPyvv/A/i3Llyhl/Z8uWDUdHx2fqJ717EhkZSebMmc3qlCpVyiwJcfLkSRITE3FycjL7/i5cuGB8f+3bt+fixYvG/Vu9ejUVKlQwkih/NWLECOLj443PpUuXLF6HiIiIiIjIkzQD4T8sU6ZM7N69mwMHDrBr1y7mzp3LqFGj2Lp1KwBLliyhatWqT7UBsLOzS7dvKysrs2UB8GiZwV89fuB/Xnny5KFZs2YsX76cYsWKsX37doKDg43ypKQkI8b79++bjWNvb2/8fefOHaKjo83W/mfJksVsLJPJZLY041mvzVI/afm79+SxxMRE8ufPb3Y/HnucaMiXLx/16tVjzZo1vPHGG6xZs4bevXun2aeNjc0L2dhSREREREReX5qB8B9nMpmoUaMG48aN48SJE8ba+wIFCnD+/HlcXV3NPo83NSxXrhxhYWHcvHkz1X6dnZ2Ji4szO/d3XsVobW0NYDZj4LHu3bvzxRdfsHjxYkqUKEGNGjWMMldXV8LDwwGoWbMm69at48yZMzx48MBYinD9+nW6du1KixYtyJMnzzPH9NdrS0hI4MKFCy/sutJTqlQpkpKSOHbsmHEuKirK7HWQFSpU4NdffyVz5sxPfX+5c+c26nXs2JEvvviCgwcPcv78edq3b/9csYiIiIiIiDwPJRD+ww4fPszkyZMJDQ0lNjaWjRs3cv36dTw8PBg3bhxTpkxhzpw5nD17lvDwcJYvX86sWbMA8PX1JV++fLRs2ZKQkBDOnz/Phg0bOHjwIAD16tUjNDSUlStXEh0dzZgxY/jpp5+eO8Y8efJgZ2fHjh07uHr1KvHx8UZZw4YNcXR0ZOLEiXTp0sWsXatWrVi6dCkPHjzgnXfeoXnz5pQuXZqsWbNy+/ZtChQoQIMGDShYsGCqGxWmp169eqxatYoffviB8PBwOnfubMzMeFZFixbFZDLxzTffcP36dRITE9OsW6pUKTZt2gRAyZIladSoEe+//z6HDx/m2LFjdO/e3WxGSIMGDahWrRotW7Zk165dXLx4kQMHDjBq1ChCQ0ONeq1bt+b333+nd+/e1K1blwIFCjzXNYiIiIiIiDwPJRD+wxwdHfn+++9p0qQJ7u7ujB49mpkzZ9K4cWO6d+/O0qVLWb58OZ6entSpU4egoCBjBoK1tTW7du0iT548NGnSBE9PT6ZOnWo8SDds2BB/f3+GDRtG5cqV+f333+nUqdNzx5g5c2bmzJnDokWLKFCgAC1atDDKrKys8PPz4+HDh0/1XbduXVxdXenRowfJycksWrSI+Ph4rl69yuLFiwkNDeXmzZvMmjULW1vb54ppxIgR1KlTh6ZNm/L222/TsmXL5379YcGCBRk3bhwfffQRefPmpV+/fmnWjYqKMkucLF++nAIFClCnTh1at25Nz549zWZQmEwmtm3bRu3atenSpQvu7u60b9+en3/+mbx58xr1HBwcaNasGSdPnqRjx47PFb+IiIiIiMjzMqX8dTG4yEvUrVs3rl+/zpYtW54qu3XrFk2aNAFg1KhR1KtXj6xZs3Lt2jVWr17NypUr+fHHH//xngOvo4SEBLJnzw4FR4LV8yVgRERE5MVLifXP6BBE5DX1+NkgPj4eR0fHdOtqE0XJEPHx8YSHh7NmzZpUkwcAOXPmZP/+/cybN4/Bgwdz9uxZrK2tMZlMNGzYkGXLlil5ICIiIiIi8pJoBoJkCB8fH44cOcL777/PJ5988kxt4uPjSUhIIE+ePHqjwD+kGQgiIiKvFs1AEJGMohkI8spL7RWFlmTPnv3RQ6+IiIiIiIi8dNpEUUREREREREQsUgJBRERERERERCxSAkFERERERERELFICQUREREREREQs0iaKIq+x+IjhFndaFRERERERAc1AEBEREREREZFnoASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKTXOIq8xrKXngZWthkdhoiIiPz/UmL9MzoEEZE0aQaCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKQEgoiIiIiIiIhYpASCvLZcXFyYPXt2unVMJhObN28G4OLFi5hMJsLCwv712ERERERERF41SiDIK+HBgwcsXryYBg0aULBgQfLly0f16tWZMWMGf/zxR0aHJyIiIiIi8trLnNEBiJw/f54WLVpgZWVF7969KVeuHPb29pw5c4bly5czb948du7cibu7e0aHKiIiIiIi8trSDARJV3JyMtOnT8fV1RUbGxuKFCnCpEmTjOn8GzdupG7dumTNmhUvLy8OHjxotL1x4wa+vr4ULFiQrFmz4unpydq1a836j4+Pp2HDhrRq1YqwsDB69epF9erVKVeuHO3atWP79u2MHDmSt956i1u3bgEwcuRIqlat+lSsXl5ejB8/HgAfHx8GDhxoVt6yZUv8/PzSvNbo6Ghq166Nra0tpUuXZvfu3anWO3PmDNWrV8fW1payZcuyf//+dO/hvXv3GD58OIULF8bGxgZXV1eWLVtmlO/fv58qVapgY2ND/vz5+eijj0hKSjLKfXx86N+/PwMHDiRnzpzkzZuXJUuWcOfOHbp06YKDgwOurq5s37493ThERERERET+CSUQJF0jRoxg6tSp+Pv7ExERwZo1a8ibN69RPmrUKIYMGUJYWBju7u74+voaD79//vknFStW5Ntvv+Wnn36iZ8+evPfeexw5csRoP3XqVCpWrMj48eOJj4+nY8eOxvKFOXPm0LhxY3r06EGtWrWM/Qo6duzIkSNHiImJMfo5ffo0p06dokOHDn/rOpOTk2ndujXW1tYcPnyYhQsXMnz48FTrDh06lMGDB3PixAmqVatGs2bNuHHjRpp9d+rUibVr1zJnzhwiIyNZtGgR9vb2AFy5coUmTZpQuXJlTp48yYIFC1i2bBkTJ04062PFihXkzp2bI0eO0L9/f3r37k3btm2pXr06x48f56233uK9995Lc7nHvXv3SEhIMPuIiIiIiIg8DyUQJE2///47gYGBTJ8+nc6dO1OiRAlq1qxJ9+7djTpDhgzh7bffxt3dnXHjxvHzzz9z7tw5AAoWLMiQIUMoX748xYsXp3///jRq1Igvv/zSaL9q1SpGjx4NwODBg7lw4QJff/01I0aMYMqUKdy9excAPz8/du7cCUCZMmXw8vJizZo1Rj+rV6+matWquLq6/q1r3bNnD2fOnGHlypV4eXlRu3ZtJk+enGrdfv368c477+Dh4cGCBQvInj272YyCJ509e5Yvv/ySzz77jFatWlG8eHHq16/Pu+++C8D8+fMpXLgwn376KaVKlaJly5aMGzeOmTNnkpycbPTj5eXF6NGjcXNzY8SIEdja2pI7d2569OiBm5sbAQEB3Lhxg1OnTqUax5QpU8iePbvxKVy48N+6TyIiIiIi8vpSAkHSFBkZyb1796hfv36adcqVK2f8nT9/fgCuXbsGwMOHD5kwYQKenp7kypULe3t7du7cSWxsLAA3b97k999/p2zZsgBs3bqVGTNmULVqVZo1a0a/fv3M+n68hAEezUJ4nEBISUlh7dq1dOzY8R9da+HChSlQoIBxrlq1aqnWffJ85syZqVSpEpGRkanWDQsLI1OmTNSpUyfNcatVq4bJZDLO1ahRg8TERC5fvmyce/I+Z8qUCScnJzw9PY1zj2eFPL73fzVixAji4+ONz6VLl1KtJyIiIiIikhZtoihpsrOzs1gnS5Ysxt+PH4If/3L+8ccfExgYyOzZs/H09CRbtmwMHDiQ+/fvA5CUlIStra3R/v79+2TLls04fjzNH+D48eNmswt8fX0ZPnw4x48f5+7du1y6dMn4VR/AysqKlJQUs1gfPHjwTNf9Ij3LPXwWT95neHSv07v3f2VjY4ONjc0LiUVERERERF5PmoEgaXJzc8POzo69e/f+rfYhISG0aNGC//3vf3h5eVG8eHHOnj1rlOfOnZv79+9z9epVAGrWrMn06dO5e/cuV65cYcmSJQAcOHCAUaNGMWjQIKNtoUKFqFOnDqtXr2b16tW8+eab5MmTxyh3dnYmLi7OOH748CE//fRTmrF6eHhw6dIlszaHDh1Kte6T55OSkjh27BgeHh6p1vX09CQ5OTnNjRY9PDw4ePCgWbIjJCQEBwcHChUqlGa8IiIiIiIiL5sSCJImW1tbhg8fzrBhw1i5ciUxMTEcOnQozfX+f+Xm5sbu3bs5cOAAkZGRvP/++0ayAB7NEmjevDnz588HIDAwkBMnTmBvb4+npydvvvkm+/fvp2vXrgQGBj61lKJjx46sW7eOr7766qnlC/Xq1ePbb7/l22+/5cyZM/Tu3Zvbt2+nGWuDBg1wd3enc+fOnDx5kh9++IFRo0alWnfevHls2rSJM2fO0LdvX27dukXXrl2N8lKlSrFp0yYAXFxc6Ny5M127dmXz5s1cuHCB4OBgYx+IPn36cOnSJfr378+ZM2f4+uuvGTNmDIMGDcLKSv89RURERETk1aElDJIuf39/MmfOTEBAAL/88gv58+enV69ez9R29OjRnD9/noYNG5I1a1Z69uxJy5YtiY+PN+oEBARQpUoV3njjDRo3bkxERAS//vorOXPmJDk5mVGjRpE7d+5U+2/Tpg39+vUjU6ZMtGzZ0qysa9eunDx5kk6dOpE5c2Y+/PBD6tatm2asVlZWbNq0iW7dulGlShVcXFyYM2cOjRo1eqru1KlTmTp1KmFhYbi6urJlyxazGKOiosyuccGCBYwcOZI+ffpw48YNihQpwsiRI4FHG01u27aNoUOH4uXlRa5cuejWrZuxsaSIiIiIiMirwpTy14XiIi/Zrl27aN++Pf/73//o0aMHZcqUASA8PJwZM2bg7OzMrFmzMjjK/1sSEhLInj07FBwJVraWG4iIiMhLkRLrn9EhiMhr5vGzQXx8PI6OjunW1RxpyXBvvfUWx44d4/fff6dWrVpYW1tjbW1N48aNKVSoEGPHjs3oEEVERERERF57moEgr5Tk5GSuXr2KlZWV8WpCefE0A0FEROTVpBkIIvKyPc8MBO2BIK8UKysr8ufPn9FhiIiIiIiIyF9oCYOIiIiIiIiIWKQEgoiIiIiIiIhYpASCiIiIiIiIiFikBIKIiIiIiIiIWKRNFEVeY/ERwy3utCoiIiIiIgKagSAiIiIiIiIiz0AJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFIr3EUeY1lLz0NrGwzOgwRERH5j0qJ9c/oEETkJdIMBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQQRERERERERsUgJBBERERERERGxSAkEEREREREREbFICQTJUEFBQeTIkSOjw7AoJCQET09PsmTJQsuWLTM6HBERERERkZdOCQRJ04MHD1i8eDENGjSgYMGC5MuXj+rVqzNjxgz++OOPFzLGu+++y9mzZ19IX/+mQYMGUb58eS5cuEBQUBBjx46lfPnyGR2WiIiIiIjIS5M5owOQl+f+/ftYW1s/U93z58/TokULrKys6N27N+XKlcPe3p4zZ86wfPly5s2bx86dO3F3d/9HMdnZ2WFnZ/e32z/PNf0TMTEx9OrVi0KFCv3rY4mIiIiIiLyKNAPhX7Z+/Xo8PT2xs7PDycmJBg0acOfOHQCWLl2Kh4cHtra2lCpVivnz55u1vXz5Mr6+vuTKlYts2bJRqVIlDh8+DICfn99TU+kHDhyIj4+Pcezj40O/fv0YOHAguXPnpmHDhgD89NNPNG7cGHt7e/Lmzct7773Hb7/9ZrSLj4+nYcOGtGrVirCwMHr16kX16tUpV64c7dq1Y/v27YwcOZK33nqLW7duGe1cXFyYOHEinTp1wt7enqJFi7JlyxauX79OixYtsLe3p1y5coSGhhptUlvCsHXrVipXroytrS25c+emVatWZmNMmDCBTp064ejoSM+ePQHYsGEDZcqUwcbGBhcXF2bOnGnW5/z583Fzc8PW1pa8efPSpk0bo+zevXsMGDCAPHnyYGtrS82aNTl69CgAFy9exGQycePGDbp27YrJZCIoKIhx48Zx8uRJTCaTcS4tn332mRFb/vz56devn1EWGxtr3BtHR0fatWvH1atXjfLHMx0+++wzihQpgr29PX369OHhw4dMnz6dfPnykSdPHiZNmpTm+CIiIiIiIi+CEgj/ori4OHx9fenatSuRkZEEBwfTunVrUlJSWL16NQEBAUyaNInIyEgmT56Mv78/K1asACAxMZE6depw5coVtmzZwsmTJxk2bBjJycnPFcOKFSuwtrYmJCSEhQsXcvv2berVq4e3tzehoaHs2LGDq1ev0q5dO6PN1KlTqVixIuPHjyc+Pp6OHTsayxfmzJlD48aN6dGjB7Vq1WL27Nlm433yySfUqFGDEydO8Pbbb/Pee+/RqVMn/ve//3H8+HFKlChBp06dSElJSTXeb7/9llatWtGkSRNOnDjB3r17qVKlilmdGTNm4OXlxYkTJ/D39+fYsWO0a9eO9u3bEx4eztixY/H39zce6kNDQxkwYADjx48nKiqKHTt2ULt2baO/YcOGsWHDBlasWMHx48dxdXWlYcOG3Lx5k8KFCxMXF4ejoyOzZ88mLi6Od999l8GDB1OmTBni4uKMc6lZsGABffv2pWfPnoSHh7NlyxZcXV0BSE5OpkWLFty8eZP9+/eze/duzp8//1RfMTExbN++nR07drB27VqWLVvG22+/zeXLl9m/fz/Tpk1j9OjRRnIpNffu3SMhIcHsIyIiIiIi8jy0hOFfFBcXR1JSEq1bt6Zo0aIAeHp6AjBmzBhmzpxJ69atAShWrBgREREsWrSIzp07s2bNGq5fv87Ro0fJlSsXgPHg+Tzc3NyYPn26cTxx4kS8vb2ZPHmyce6zzz6jcOHCnD17Fnd3d1atWsWOHTsAGDx4MBcuXODrr7/m2rVr9OzZk5IlSwKPZkGMGjWKcePGGX01adKE999/H4CAgAAWLFhA5cqVadu2LQDDhw+nWrVqXL16lXz58j0V76RJk2jfvr1Zn15eXmZ16tWrx+DBg43jjh07Ur9+ffz9/QFwd3cnIiKCjz/+GD8/P2JjY8mWLRtNmzbFwcGBokWL4u3tDcCdO3dYsGABQUFBNG7cGIAlS5awe/duli1bxtChQ8mXLx8mk4ns2bMbMdvb25M5c+ZUr+FJEydOZPDgwXzwwQfGucqVKwOwd+9ewsPDuXDhAoULFwZg5cqVlClThqNHjxr1kpOT+eyzz3BwcKB06dLUrVuXqKgotm3bhpWVFSVLlmTatGl89913VK1aNdU4pkyZYnZPRUREREREnpdmIPyLvLy8qF+/Pp6enrRt25YlS5Zw69Yt7ty5Q0xMDN26dcPe3t74TJw4kZiYGADCwsLw9vY2kgd/V8WKFc2OT548yXfffWc2bqlSpYBHv3TfvHmT33//nbJlywKPlhPMmDGDqlWr0qxZM7Pp9/nz5zdbwgBQrlw54++8efMC/y9p8uS5a9eupRpvWFgY9evXT/eaKlWqZHYcGRlJjRo1zM7VqFGD6OhoHj58yJtvvknRokUpXrw47733HqtXrzY2gYyJieHBgwdm7bNkyUKVKlWIjIxMNw5Lrl27xi+//JLm9URGRlK4cGEjeQBQunRpcuTIYTa2i4sLDg4OxnHevHkpXbo0VlZWZufSuqcAI0aMID4+3vhcunTpn1yaiIiIiIi8hjQD4V+UKVMmdu/ezYEDB9i1axdz585l1KhRbN26FXj0S/dffzHOlCkTgMWNBa2srJ5aBvDgwYOn6mXLls3sODExkWbNmjFt2rSn6ubPn587d+5ga2trnLt//75ZH/b29sbfj6f7PylLlizG3yaTKc1zaS3FeJYNFf96TZY4ODhw/PhxgoOD2bVrFwEBAYwdO9bY5+Df8k82h3zSk/cPHt3D1M6lt7zFxsYGGxubFxKPiIiIiIi8njQD4V9mMpmoUaMG48aN48SJE8Z+BAUKFOD8+fO4urqafYoVKwY8+iU/LCyMmzdvptqvs7MzcXFxZufCwsIsxlOhQgVOnz6Ni4vLU2Nny5aN3Llzc//+fWMjv5o1azJ9+nTu3r3LlStXWLJkCQAHDhxg1KhRDBo06B/cnaeVK1eOvXv3PlcbDw8PQkJCzM6FhITg7u5uJGQyZ85MgwYNmD59OqdOneLixYvs27ePEiVKGN/JYw8ePODo0aOULl06zTGtra15+PBhunE5ODjg4uKS5vV4eHhw6dIls9kAERER3L59O92xRUREREREMoISCP+iw4cPM3nyZEJDQ4mNjWXjxo1cv34dDw8Pxo0bx5QpU5gzZw5nz54lPDyc5cuXM2vWLAB8fX3Jly8fLVu2JCQkhPPnz7NhwwYOHjwIPNoHIDQ0lJUrVxIdHc2YMWP46aefLMbUt29fbt68ia+vL0ePHiUmJoadO3fSpUsXHj58iJWVFc2bNzfeCBEYGMiJEyewt7fH09OTN998k/3799O1a1cCAwMtLjd4XmPGjGHt2rWMGTOGyMhIwsPDU50t8aTBgwezd+9eJkyYwP/X3p2H13jn/x9/nSB7IxFZxK6EiFAEQyxpacMoSkubpsKgnbZo7cvYqVLKtJaq0obOUEsb1aotVctQSyRCNBG7mDaxJ7EUWe7fH765f06DQwexPB/Xda5L7vtz7vO+zzul53U+9+fev3+/5s+frxkzZmjAgAGSpBUrVmjatGlKSEjQsWPH9OWXXyovL09Vq1aVi4uL3nrrLQ0cOFCrV69WUlKSXn/9dV26dEndu3e/6WtWqFBBR44cUUJCgk6fPq0rV65IkiIjIzV06FBz3OjRozVlyhRNmzZNBw4cUHx8vKZPny5JatGihYKCghQREaH4+Hjt2LFDkZGRatasWYHLNAAAAACgsHEJwz3k5uamTZs26aOPPlJWVpbKly+vKVOmmIv1OTs7a/LkyRo4cKBcXFwUFBSkPn36SLr2DffatWvVv39//fWvf1VOTo6qV6+umTNnSpLCwsI0YsQIDRo0SJcvX1a3bt0UGRmpxMTEW9bk5+enLVu2aPDgwXruued05coVlS9fXi1btjSvqR85cqTq16+vv/zlL2rVqpWSkpKUnp4uDw8P5eXladiwYSpZsuQ9ec9CQ0O1dOlSjRs3ThMnTpSbm5vVHRNupE6dOlqyZIlGjhypcePGqVSpUho7dqy6du0qSXJ3d1d0dLRGjx6ty5cvq0qVKvrqq68UGBgo6dpdJ/Ly8tS5c2edP39ewcHBWrNmjTw8PG76mi+++KKio6P19NNPKyMjQ1FRUeaCjdevTdClSxddvnxZ//znPzVgwACVLFnSvIWkxWLR8uXL1bt3bzVt2lR2dnZq2bKlGTAAAAAAwIPEYtzsfnp4rK1du1avvPKKXnvtNb3++uvmh+3ExER9+OGH8vLyMmdL4OGTlZWl4sWLS6X/Idk52n4CAADADRipIwq7BAD/o/zPBpmZmXJzc7vlWC5hwA0999xziouL0/nz59WkSRPZ29vL3t5erVq1UpkyZTR69OjCLhEAAAAAcB8xAwE25eXl6cSJE7KzszNvw4iHGzMQAADA3cAMBODhdyczEFgDATbZ2dmpVKlShV0GAAAAAKAQcQkDAAAAAACwiQABAAAAAADYRIAAAAAAAABsIkAAAAAAAAA2sYgi8BjLTBpsc6VVAAAAAJCYgQAAAAAAAG4DAQIAAAAAALCJAAEAAAAAANhEgAAAAAAAAGwiQAAAAAAAADYRIAAAAAAAAJu4jSPwGCte/QPJzrGwywAAAMADzEgdUdgl4AHBDAQAAAAAAGATAQIAAAAAALCJAAEAAAAAANhEgAAAAAAAAGwiQAAAAAAAADYRIAAAAAAAAJsIEAAAAAAAgE0ECAAAAAAAwCYCBAAAAAAAYBMBwiOsQoUK+uijj+7qMY8ePSqLxaKEhIQb7s/Ly9PixYvVpk0blStXTl5eXgoODtbo0aN15syZu1oLAAAAAOD+KVrYBeDRcfr0ab300ks6fvy4evbsqYEDB6pEiRI6fPiwFi5cqOrVq2vZsmVq1KhRYZcKAAAAALhDzEAoRHl5eZo0aZIqV64sBwcHlStXTuPHj5ckJSYm6plnnpGTk5M8PT31xhtv6MKFC+Zzu3btqhdeeEEffvihSpUqJU9PT/Xs2VPZ2dmSpNDQUB07dkx9+/aVxWKRxWKRJJ05c0bh4eEqXbq0nJ2dFRQUpK+++uq266pYsaIkqXbt2rJYLAoNDZUk5eTkqG3btnryySe1b98+9evXT02bNlWNGjXUtm1bLVq0SF988YXat2+vw4cPS5JWrFghd3d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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\");\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-04T12:39:24.271010Z",
     "iopub.status.busy": "2025-03-04T12:39:24.270638Z",
     "iopub.status.idle": "2025-03-04T12:39:24.489930Z",
     "shell.execute_reply": "2025-03-04T12:39:24.489438Z"
    },
    "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\");\n"
   ]
  },
  {
   "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": "2025-03-04T12:39:24.492026Z",
     "iopub.status.busy": "2025-03-04T12:39:24.491671Z",
     "iopub.status.idle": "2025-03-04T12:39:24.502471Z",
     "shell.execute_reply": "2025-03-04T12:39:24.501943Z"
    },
    "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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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
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  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "abdad40c",
   "metadata": {
    "execution": {
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     "iopub.status.idle": "2025-03-04T12:39:24.509933Z",
     "shell.execute_reply": "2025-03-04T12:39:24.509508Z"
    },
    "tags": [
     "remove-input"
    ]
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[\"CWE-285\", 87], [\"CWE-1321\", 85], [\"CWE-668\", 84], [\"CWE-59\", 81], [\"CWE-319\", 79], [\"CWE-404\", 78], [\"CWE-367\", 70], [\"CWE-80\", 69], [\"CWE-312\", 67], [\"CWE-345\", 66], [\"CWE-129\", 64], [\"CWE-755\", 61], [\"CWE-415\", 60], [\"CWE-1333\", 59], [\"CWE-552\", 58], [\"CWE-327\", 58], [\"CWE-754\", 57], [\"CWE-1021\", 54], [\"CWE-835\", 53], [\"CWE-347\", 52], [\"CWE-843\", 47], [\"CWE-613\", 47], [\"CWE-307\", 46], [\"CWE-209\", 43], [\"CWE-428\", 42], [\"CWE-264\", 42], [\"CWE-330\", 41], [\"CWE-88\", 41], [\"CWE-665\", 40], [\"CWE-674\", 39], [\"CWE-116\", 38], [\"CWE-1284\", 38], [\"CWE-281\", 37], [\"CWE-1236\", 37], [\"CWE-384\", 36], [\"CWE-908\", 36], [\"CWE-824\", 36], [\"CWE-294\", 36], [\"CWE-667\", 35], [\"CWE-23\", 35], [\"CWE-290\", 35], [\"CWE-425\", 34], [\"CWE-326\", 33], [\"CWE-311\", 32], [\"CWE-444\", 31], [\"CWE-788\", 31], [\"CWE-521\", 31], [\"CWE-126\", 31], [\"CWE-369\", 31], [\"CWE-134\", 29], [\"CWE-288\", 29], [\"CWE-346\", 28], [\"CWE-266\", 27], [\"CWE-250\", 24], [\"CWE-191\", 24], [\"CWE-610\", 23], [\"CWE-459\", 22], [\"CWE-252\", 22], [\"CWE-321\", 22], [\"CWE-131\", 21], [\"CWE-682\", 20], [\"CWE-354\", 20], [\"CWE-829\", 19], [\"CWE-704\", 19], [\"CWE-426\", 19], [\"CWE-494\", 19], [\"CWE-73\", 18], [\"CWE-212\", 18], [\"CWE-640\", 17], [\"CWE-280\", 17], [\"CWE-193\", 17], [\"CWE-256\", 17], [\"CWE-922\", 15], [\"CWE-840\", 15], [\"CWE-399\", 15], [\"CWE-489\", 15], [\"CWE-1188\", 14], [\"CWE-703\", 14], [\"CWE-697\", 14], [\"CWE-130\", 14], [\"CWE-331\", 14], [\"CWE-377\", 13], [\"CWE-359\", 13], [\"CWE-248\", 12], [\"CWE-91\", 12], [\"CWE-772\", 12], [\"CWE-338\", 11], [\"CWE-305\", 11], [\"CWE-789\", 11], [\"CWE-670\", 11], [\"CWE-916\", 10], [\"CWE-614\", 10], [\"CWE-457\", 10], [\"CWE-664\", 9], [\"CWE-776\", 9], [\"CWE-241\", 9], [\"CWE-672\", 9], [\"CWE-648\", 8], [\"CWE-913\", 8], [\"CWE-565\", 8], [\"CWE-823\", 8], [\"CWE-681\", 8], [\"CWE-213\", 8], [\"CWE-693\", 8], [\"CWE-204\", 7], [\"CWE-909\", 7], [\"CWE-275\", 7], [\"CWE-912\", 7], [\"CWE-259\", 7], [\"CWE-208\", 7], [\"CWE-706\", 7], [\"CWE-763\", 7], [\"CWE-406\", 6], [\"CWE-310\", 6], [\"CWE-16\", 6], [\"CWE-1336\", 6], [\"CWE-497\", 6], [\"CWE-669\", 6], [\"CWE-436\", 6], [\"CWE-201\", 5], [\"CWE-917\", 5], [\"CWE-822\", 5], [\"CWE-335\", 5], [\"CWE-1220\", 5], [\"CWE-358\", 5], [\"CWE-451\", 5], [\"CWE-680\", 5], [\"CWE-123\", 5], [\"CWE-690\", 5], [\"CWE-113\", 5], [\"CWE-470\", 5], [\"CWE-385\", 4], [\"CWE-117\", 4], [\"CWE-99\", 4], [\"CWE-779\", 4], [\"CWE-274\", 4], [\"CWE-192\", 4], [\"CWE-302\", 4], [\"CWE-915\", 4], [\"CWE-1285\", 4], [\"CWE-548\", 4], [\"CWE-1286\", 4], [\"CWE-325\", 4], [\"CWE-257\", 4], [\"CWE-927\", 4], [\"CWE-1022\", 4], [\"CWE-620\", 4], [\"CWE-304\", 4], [\"CWE-1287\", 4], [\"CWE-303\", 4], [\"CWE-202\", 4], [\"CWE-471\", 4], [\"CWE-538\", 4], [\"CWE-95\", 4], [\"CWE-602\", 4], [\"CWE-115\", 4], [\"CWE-379\", 3], [\"CWE-549\", 3], [\"CWE-36\", 3], [\"CWE-778\", 3], [\"CWE-657\", 3], [\"CWE-75\", 3], [\"CWE-141\", 3], [\"CWE-842\", 3], [\"CWE-472\", 3], [\"CWE-561\", 3], [\"CWE-24\", 3], [\"CWE-911\", 3], [\"CWE-1004\", 3], [\"CWE-273\", 3], [\"CWE-334\", 3], [\"CWE-316\", 3], [\"CWE-407\", 3], [\"CWE-603\", 3], [\"CWE-282\", 3], [\"CWE-924\", 3], [\"CWE-255\", 3], [\"CWE-598\", 3], [\"CWE-453\", 3], [\"CWE-424\", 3], [\"CWE-324\", 3], [\"CWE-124\", 3], [\"CWE-233\", 3], [\"CWE-612\", 3], [\"CWE-229\", 3], [\"CWE-158\", 3], [\"CWE-197\", 3], [\"CWE-841\", 3], [\"CWE-410\", 3], [\"CWE-184\", 3], [\"CWE-662\", 3], [\"CWE-691\", 3], [\"CWE-112\", 2], [\"CWE-178\", 2], [\"CWE-114\", 2], [\"CWE-676\", 2], [\"CWE-37\", 2], [\"CWE-815\", 2], [\"CWE-219\", 2], [\"CWE-261\", 2], [\"CWE-93\", 2], [\"CWE-223\", 2], [\"CWE-342\", 2], [\"CWE-757\", 2], [\"CWE-440\", 2], [\"CWE-460\", 2], [\"CWE-98\", 2], [\"CWE-597\", 2], [\"CWE-749\", 2], [\"CWE-328\", 2], [\"CWE-940\", 2], [\"CWE-35\", 2], [\"CWE-348\", 2], [\"CWE-923\", 2], [\"CWE-590\", 2], [\"CWE-138\", 2], [\"CWE-254\", 2], [\"CWE-786\", 2], [\"CWE-807\", 2], [\"CWE-644\", 2], [\"CWE-189\", 2], [\"CWE-244\", 2], [\"CWE-180\", 2], [\"CWE-356\", 2], [\"CWE-501\", 2], [\"CWE-441\", 2], [\"CWE-150\", 2], [\"CWE-1125\", 2], [\"CWE-297\", 2], [\"CWE-1221\", 2], [\"CWE-228\", 2], [\"CWE-25\", 2], [\"CWE-378\", 2], [\"CWE-1038\", 2], [\"CWE-96\", 1], [\"CWE-926\", 1], [\"CWE-1319\", 1], [\"CWE-41\", 1], [\"CWE-183\", 1], [\"CWE-710\", 1], [\"CWE-337\", 1], [\"CWE-642\", 1], [\"CWE-336\", 1], [\"CWE-391\", 1], [\"CWE-684\", 1], [\"CWE-363\", 1], [\"CWE-921\", 1], [\"CWE-296\", 1], [\"CWE-479\", 1], [\"CWE-267\", 1], [\"CWE-1026\", 1], [\"CWE-1190\", 1], [\"CWE-456\", 1], [\"CWE-805\", 1], [\"CWE-1299\", 1], [\"CWE-128\", 1], [\"CWE-83\", 1], [\"CWE-689\", 1], [\"CWE-87\", 1], [\"CWE-357\", 1], [\"CWE-344\", 1], [\"CWE-226\", 1], [\"CWE-277\", 1], [\"CWE-271\", 1], [\"CWE-146\", 1], [\"CWE-1108\", 1], [\"CWE-650\", 1], [\"CWE-85\", 1], [\"CWE-1059\", 1], [\"CWE-268\", 1], [\"CWE-1289\", 1], [\"CWE-215\", 1], [\"CWE-834\", 1], [\"CWE-234\", 1], [\"CWE-1390\", 1], [\"CWE-1173\", 1], [\"CWE-1250\", 1], [\"CWE-90\", 1], [\"CWE-341\", 1], [\"CWE-455\", 1], [\"CWE-562\", 1], [\"CWE-643\", 1], [\"CWE-405\", 1], [\"CWE-420\", 1], [\"CWE-1327\", 1], [\"CWE-413\", 1], [\"CWE-1291\", 1], [\"CWE-804\", 1], [\"CWE-368\", 1], [\"CWE-939\", 1], [\"CWE-1244\", 1], [\"CWE-286\", 1], [\"CWE-402\", 1], [\"CWE-448\", 1], [\"CWE-177\", 1], [\"CWE-262\", 1], [\"CWE-942\", 1], [\"CWE-300\", 1], [\"CWE-671\", 1], [\"CWE-821\", 1], [\"CWE-283\", 1], [\"CWE-480\", 1], [\"CWE-65\", 1], [\"CWE-253\", 1], [\"CWE-477\", 1], [\"CWE-1118\", 1], [\"CWE-176\", 1], [\"CWE-759\", 1], [\"CWE-696\", 1], [\"CWE-1218\", 1], [\"CWE-1083\", 1], [\"CWE-232\", 1], [\"CWE-708\", 1], [\"CWE-571\", 1], [\"CWE-1352\", 1], [\"CWE-187\", 1], [\"CWE-523\", 1], [\"CWE-194\", 1], [\"CWE-836\", 1], [\"CWE-419\", 1], [\"CWE-353\", 1], [\"CWE-29\", 1], [\"CWE-395\", 1], [\"CWE-409\", 1], [\"CWE-242\", 1], [\"CWE-317\", 1], [\"CWE-408\", 1], [\"CWE-641\", 1], [\"CWE-236\", 1], [\"CWE-1283\", 1], [\"CWE-1077\", 1], [\"CWE-833\", 1], [\"CWE-1320\", 1], [\"CWE-214\", 1], [\"CWE-1247\", 1], [\"CWE-450\", 1], [\"CWE-791\", 1], [\"CWE-179\", 1], [\"CWE-366\", 1], [\"CWE-606\", 1], [\"CWE-756\", 1], [\"CWE-118\", 1], [\"CWE-524\", 1], [\"CWE-196\", 1], [\"CWE-1258\", 1], [\"CWE-84\", 1], [\"CWE-61\", 1], [\"CWE-15\", 1], [\"CWE-941\", 1], [\"CWE-235\", 1]];\n",
       "\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",
       "        dt_args[\"data\"] = data;\n",
       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "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": "2025-03-04T12:39:24.511638Z",
     "iopub.status.busy": "2025-03-04T12:39:24.511322Z",
     "iopub.status.idle": "2025-03-04T12:39:24.668352Z",
     "shell.execute_reply": "2025-03-04T12:39:24.667832Z"
    },
    "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:\t3\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t1\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t1\n",
      "CVE-2008:\t1\n",
      "CVE-2009:\t2\n",
      "CVE-2010:\t1\n",
      "CVE-2011:\t4\n",
      "CVE-2012:\t3\n",
      "CVE-2013:\t14\n",
      "CVE-2014:\t37\n",
      "CVE-2015:\t15\n",
      "CVE-2016:\t22\n",
      "CVE-2017:\t148\n",
      "CVE-2018:\t39\n",
      "CVE-2019:\t69\n",
      "CVE-2020:\t507\n",
      "CVE-2021:\t4412\n",
      "CVE-2022:\t19795\n"
     ]
    }
   ],
   "source": [
    "print(\"CVE-1999:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-1999-')]))\n",
    "print(\"CVE-2000:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2000-')]))\n",
    "print(\"CVE-2001:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2001-')]))\n",
    "print(\"CVE-2002:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2002-')]))\n",
    "print(\"CVE-2003:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2003-')]))\n",
    "print(\"CVE-2004:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2004-')]))\n",
    "print(\"CVE-2005:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2005-')]))\n",
    "print(\"CVE-2006:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2006-')]))\n",
    "print(\"CVE-2007:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2007-')]))\n",
    "print(\"CVE-2008:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2008-')]))\n",
    "print(\"CVE-2009:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2009-')]))\n",
    "print(\"CVE-2010:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2010-')]))\n",
    "print(\"CVE-2011:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2011-')]))\n",
    "print(\"CVE-2012:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2012-')]))\n",
    "print(\"CVE-2013:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2013-')]))\n",
    "print(\"CVE-2014:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2014-')]))\n",
    "print(\"CVE-2015:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2015-')]))\n",
    "print(\"CVE-2016:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2016-')]))\n",
    "print(\"CVE-2017:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2017-')]))\n",
    "print(\"CVE-2018:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2018-')]))\n",
    "print(\"CVE-2019:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2019-')]))\n",
    "print(\"CVE-2020:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2020-')]))\n",
    "print(\"CVE-2021:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2021-')]))\n",
    "print(\"CVE-2022:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2022-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-04T12:39:24.670165Z",
     "iopub.status.busy": "2025-03-04T12:39:24.669823Z",
     "iopub.status.idle": "2025-03-04T12:39:24.673657Z",
     "shell.execute_reply": "2025-03-04T12:39:24.673108Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-03-04 12:39:24.670822**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
   ]
  }
 ],
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