{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2019\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:17:49.658950Z",
     "iopub.status.busy": "2024-07-27T00:17:49.658777Z",
     "iopub.status.idle": "2024-07-27T00:17:50.277341Z",
     "shell.execute_reply": "2024-07-27T00:17:50.276723Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    if (document.body.dataset.jpThemeLight == \"false\" || // Jupyter Lab\n",
       "        document.body.dataset.vscodeThemeKind == \"vscode-dark\" || // VS Code\n",
       "        document.documentElement.dataset.theme == \"dark\" || // Jupyter Book\n",
       "        window.matchMedia('(prefers-color-scheme: dark)').matches) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:17:50.279812Z",
     "iopub.status.busy": "2024-07-27T00:17:50.279462Z",
     "iopub.status.idle": "2024-07-27T00:18:09.988452Z",
     "shell.execute_reply": "2024-07-27T00:18:09.987889Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "row_accumulator = []\n",
    "for filename in glob.glob('nvd.jsonl'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data:\n",
    "            cve = entry['cve']['id']\n",
    "            try:\n",
    "                assigner = entry['cve']['sourceIdentifier']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['cve']['published']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['cve']['metrics']['cvssMetricV31'][0]['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['cve']['metrics']['cvssMetricV31'][0]['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['weaknesses'][0]['description'][0]['value']\n",
    "            except KeyError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['descriptions'][0]['value']\n",
    "            except IndexError:\n",
    "                description = ''\n",
    "            new_row = {\n",
    "                'CVE': cve,\n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner\n",
    "            }\n",
    "            if not description.startswith('rejected reason'): \n",
    "                row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "    \n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2019-01-01') & (nvd['Published']  < '2020-01-01'))\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(2019, 1, 1)\n",
    "enddate  = date(2019, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:09.991027Z",
     "iopub.status.busy": "2024-07-27T00:18:09.990838Z",
     "iopub.status.idle": "2024-07-27T00:18:09.996463Z",
     "shell.execute_reply": "2024-07-27T00:18:09.995990Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18938**<br />Average CVEs Per Day: **52.03**<br />Average CVSS Score: **7.16**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:09.998719Z",
     "iopub.status.busy": "2024-07-27T00:18:09.998379Z",
     "iopub.status.idle": "2024-07-27T00:18:10.007213Z",
     "shell.execute_reply": "2024-07-27T00:18:10.006636Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:10.009588Z",
     "iopub.status.busy": "2024-07-27T00:18:10.009261Z",
     "iopub.status.idle": "2024-07-27T00:18:10.677572Z",
     "shell.execute_reply": "2024-07-27T00:18:10.676935Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:10.680005Z",
     "iopub.status.busy": "2024-07-27T00:18:10.679647Z",
     "iopub.status.idle": "2024-07-27T00:18:10.915211Z",
     "shell.execute_reply": "2024-07-27T00:18:10.914642Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:10.917521Z",
     "iopub.status.busy": "2024-07-27T00:18:10.917192Z",
     "iopub.status.idle": "2024-07-27T00:18:11.193959Z",
     "shell.execute_reply": "2024-07-27T00:18:11.193335Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:11.196629Z",
     "iopub.status.busy": "2024-07-27T00:18:11.196182Z",
     "iopub.status.idle": "2024-07-27T00:18:11.497121Z",
     "shell.execute_reply": "2024-07-27T00:18:11.496542Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:11.499535Z",
     "iopub.status.busy": "2024-07-27T00:18:11.499186Z",
     "iopub.status.idle": "2024-07-27T00:18:11.634976Z",
     "shell.execute_reply": "2024-07-27T00:18:11.634455Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:11.637265Z",
     "iopub.status.busy": "2024-07-27T00:18:11.636900Z",
     "iopub.status.idle": "2024-07-27T00:18:11.853757Z",
     "shell.execute_reply": "2024-07-27T00:18:11.853224Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:11.856145Z",
     "iopub.status.busy": "2024-07-27T00:18:11.855776Z",
     "iopub.status.idle": "2024-07-27T00:18:12.071228Z",
     "shell.execute_reply": "2024-07-27T00:18:12.070654Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Gh4fr+PHj5iOr1X766ScVFBS41Hm+hYeHa8+ePW79Nd3TM9GQ+yedCIb9+vXTpk2btHHjRvn7+6tbt27m9uoXL1W/fOlcBdbT1dDrl6SRI0eqefPmeuONN/TRRx/pyJEjZ/3twNWuvPJK2Ww2zZ49WyUlJZKk6OhoHT58WAMGDFBiYqJb69GjhzlOUp0Bvfr3qqbfvT179tTr967679nJbzKu6ZiSFBISookTJ+rdd9/V999/r5YtW2rWrFmnPA+A3wcCKwDgtPn5+Sk9PV2pqakaMWJEreOGDx+uqqoqPffccy79Tz31lCwWizlTkp+f77Zvz549Jcn8rEz1Nxzr+xbVv//97/L19dW4ceP0008/uW3/9ttv9cwzz5h1StLTTz/tMubJJ5+UpBrfYnq+DB8+XNu3b3cJUiUlJXrhhRcUERGhzp07N8p5GnL/qg0cOFA///yzli1bpr59+7rMsMXHx2vPnj1677331LJlS/MRZk91OtffrFkzXXvttfrwww+Vnp4uX19fXX311eeqZE2dOlWHDx/Wiy++KOnELGVVVZUee+wxt7GVlZXm36XBgwerefPmmjNnjkpLS13GVc9E9+7dW61atdKSJUtcPvX00UcfadeuXfX6O1L99/3ZZ5916T/5711VVZUKCwtd+lq1aqXQ0FC3z0wB+P3ikWAAwBm5/fbbTzlmxIgRstvtevDBB5WTk6MePXro448/1nvvvaf77rvPnNmZOXOmPvnkE1155ZUKDw/XoUOHtHjxYrVt29aciYuOjlZgYKCWLFmi5s2by9fXV3379lVkZGSN546OjtYbb7yhm266SZ06ddLo0aPVtWtXlZeXa/PmzXrrrbd0xx13SDrxOOvtt9+uF154QQUFBbLZbNq+fbteeeUVXXPNNbLb7Y1z0xrBtGnTtHz5cg0bNkz33HOPgoKC9Morr+j777/XypUrz+gxzF9ryP2rVv1ntWXLFqWmprps69evnywWi7Zu3aoRI0bUOmP+0UcfmbPFvxYfH39O1y+ezvVLJx4LfvXVV7V69Wrdeuut5j+01OTf//63/Pz83PqvuOIKtW7dusE1Dxs2TF27dtWTTz6p5ORk2Ww2TZgwQXPmzFFWVpYGDx6spk2bau/evXrrrbf0zDPP6IYbbpC/v7+eeuopjRs3TpdeeqluueUWtWjRQv/v//0/HTt2TK+88oqaNm2qefPmacyYMbLZbLr55pv1008/6ZlnnlFERIQmTZp0yvp69uypm2++WYsXL1ZhYaHi4+O1bt06t+/iFhcXq23btrrhhhvUo0cP+fn5ae3atdqxY4cWLlzY4PsC4DfqfL6iGADw2/Lrz9rU5eTP2hjGiU+uTJo0yQgNDTWaNm1qtG/f3pg/f775uQzDMIx169YZV199tREaGmpceOGFRmhoqHHzzTcb33zzjcux3nvvPaNz586Gl5dXvT9x88033xjjx483IiIijAsvvNBo3ry5MWDAAGPRokVGaWmpOa6iosJ49NFHjcjISKNp06aG1Wo1pk+f7jKmtms0DMPtkyKGYRjff/+9IcmYP3++2Xf77bcbvr6+bvvbbDajS5cubv01ne/bb781brjhBiMwMNDw8fEx+vTpY7z//vsuY6o/6/LWW2/VWFN97p1h1P/+GYZhlJSUmH82H3/8sduxunfvbkgy5s2b57atrs/a1Kfe2j5rcy6v3zAMo7Ky0ggJCTEkGR9++GGNx6zrszY66TNINantd9AwDOPll192u74XXnjBiIuLM5o1a2Y0b97c6Natm/H3v//dOHDggMu+q1atMuLj441mzZoZ/v7+Rp8+fYzly5e7jFmxYoXRq1cvw9vb2wgKCjJuvfVW48cff3QZU9vvuGEYxi+//GLcc889RsuWLQ1fX19jxIgRxr59+1w+a1NWVmZMmTLF6NGjh9G8eXPD19fX6NGjh7F48eI67wuA3xeLYZzBGxwAAAAAADhLWMMKAAAAAPBIBFYAAAAAgEcisAIAAAAAPBKBFQAAAADgkQisAAAAAACPRGAFAAAAAHgkr/NdAP4Yjh8/rgMHDqh58+a1fiQeAAAAwO+fYRgqLi5WaGiomjSpew6VwIpz4sCBA7Jaree7DAAAAAAeYt++fWrbtm2dYwisOCeaN28u6cQvpb+//3muBgAAAMD5UlRUJKvVamaEuhBYcU5UPwbs7+9PYAUAAABQr6WCvHQJAAAAAOCRCKwAAAAAAI9EYAUAAAAAeCQCKwAAAADAIxFYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEcisAIAAAAAPBKBFQAAAADgkQisAAAAAACPRGAFAAAAAHgkAisAAAAAwCMRWAEAAAAAHonACgAAAADwSARWAAAAAIBHIrACAAAAADwSgRUAAAAA4JEIrAAAAAAAj0RgBQAAAAB4JAIrAAAAAMAjEVgBAAAAAB6JwAoAAAAA8EgEVgAAAACARyKwAgAAAAA8EoEVAAAAAOCRCKwAAAAAAI9EYAUAAAAAeCQCKwAAAADAIxFYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEcisAIAAAAAPJLX+S4AfywBnedJTXzOdxm1MnJnnO8SAAAAAPz/mGEFAAAAAHgkAisAAAAAwCMRWAEAAAAAHonACgAAAADwSARWAAAAAIBHIrACAAAAADwSgfUsyMvL0913362oqCh5e3vLarVqxIgRWrdunZKSkjR06FCX8RkZGbJYLEpNTXXpT01NVbt27SRJOTk5slgsNbatW7fWWsvLL7/sNt7Hx/WzMoZh6OGHH1ZISIiaNWumxMRE7d2719yek5OjO++8U5GRkWrWrJmio6P1yCOPqLy8/AzvFAAAAADUju+wNrKcnBwNGDBAgYGBmj9/vrp166aKigqtXr1aycnJmjRpkiZPnqzKykp5eZ24/Q6HQ1arVU6n0+VYDodDdrvdpW/t2rXq0qWLS1/Lli3rrMnf31979uwxf7ZYLC7bn3jiCT377LN65ZVXFBkZqRkzZmjIkCH6+uuv5ePjo927d+v48eN6/vnnFRMToy+//FLjx49XSUmJFixY0NBbBAAAAAD1QmBtZBMnTpTFYtH27dvl6+tr9nfp0kVjx47VoUOHdPToUe3cuVP9+vWTJDmdTk2bNk0pKSkqLS2Vj4+PSktLtW3bNo0ZM8bl+C1btlSbNm0aVJPFYql1H8Mw9PTTT+uhhx7S1VdfLUl69dVX1bp1a7377rvmjPCvZ4WjoqK0Z88epaenE1gBAAAAnDU8EtyI8vPzlZGRoeTkZJewWi0wMFCxsbEKDQ2Vw+GQJBUXFyszM1OjRo1SRESEtmzZIknavHmzysrK3GZYT8fRo0cVHh4uq9Wqq6++Wl999ZW57fvvv1deXp4SExPNvoCAAPXt29espSaFhYUKCgqqdXtZWZmKiopcGgAAAAA0BIG1EWVnZ8swDHXs2LHOcXa73Xz8d8OGDYqNjVVwcLAGDRpk9judTkVGRio8PNxl3/j4ePn5+bm0unTo0EEvvfSS3nvvPf3zn//U8ePHFR8frx9//FHSifW2ktS6dWuX/Vq3bm1uq+k6Fy1apAkTJtR63jlz5iggIMBsVqu1zjoBAAAA4GQE1kZkGEa9xiUkJGjTpk2qqKiQ0+lUQkKCJMlms7kE1ppmV1esWKGsrCyXJkm5ubkuIXb27NmSpP79+2v06NHq2bOnbDab3n77bQUHB+v5558/rWvcv3+/hg4dqlGjRmn8+PG1jps+fboKCwvNtm/fvtM6HwAAAIA/LtawNqL27dvLYrFo9+7ddY6z2+0qKSnRjh075HA4NGXKFEknAuvYsWOVn5+vbdu21TiDabVaFRMT49YfGhpqhldJtT6u27RpU/Xq1UvZ2dmSZK5t/emnnxQSEmKO++mnn9SzZ0+XfQ8cOCC73a74+Hi98MILdV6jt7e3vL296xwDAAAAAHVhhrURBQUFaciQIUpLS1NJSYnb9oKCAklSdHS0rFarVq1apaysLNlsNklSWFiYwsLCtHDhQpWXlzdo/aqXl5diYmLMVltgraqq0hdffGGG08jISLVp00br1q0zxxQVFWnbtm3q37+/2bd//34lJCQoLi5Oy5YtU5Mm/OoAAAAAOLuYYW1kaWlpGjBggPr06aOZM2eqe/fuqqys1Jo1a5Senq5du3ZJOjHLunjxYsXExLisH7XZbFq0aJH5cqaTHT582G1taWBgoNu3VavNnDlT/fr1U0xMjAoKCjR//nz98MMPGjdunKQTbxC+77779Pjjj6t9+/bmZ21CQ0N1zTXXSPpfWA0PD9eCBQv0888/m8dv6BuLAQAAAKC+CKyNLCoqSpmZmZo1a5ZSUlJ08OBBBQcHKy4uTunp6eY4u92uV1991Vy/Ws1ms2nZsmW65ZZbajz+r9/mW2358uVKSkqqcfyRI0c0fvx45eXlqUWLFoqLi9PmzZvVuXNnc8zf//53lZSU6K677lJBQYEGDhyojIwMMwSvWbNG2dnZys7OVtu2bV2OX991uwAAAADQUBaDxIFzoKioSAEBAVLYA1KTmmeDPYGRO+N8lwAAAAD8rlVng8LCQvn7+9c5loWIAAAAAACPRGAFAAAAAHgkAisAAAAAwCMRWAEAAAAAHom3BOOcKvx66ikXVgMAAACAxAwrAAAAAMBDEVgBAAAAAB6JwAoAAAAA8EgEVgAAAACARyKwAgAAAAA8Em8JxjkV0Hme1MTnfJdRJyN3xvkuAQAAAICYYQUAAAAAeCgCKwAAAADAIxFYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEcisAIAAAAAPBKB9SzIy8vT3XffraioKHl7e8tqtWrEiBFat26dkpKSNHToUJfxGRkZslgsSk1NdelPTU1Vu3btJEk5OTmyWCw1tq1bt9ZZT0FBgZKTkxUSEiJvb2/Fxsbqww8/NLd/8sknGjFihEJDQ2WxWPTuu++6HePtt9/W4MGD1bJlS1ksFmVlZZ3WvQEAAACA+uI7rI0sJydHAwYMUGBgoObPn69u3bqpoqJCq1evVnJysiZNmqTJkyersrJSXl4nbr/D4ZDVapXT6XQ5lsPhkN1ud+lbu3atunTp4tLXsmXLWuspLy/XFVdcoVatWunf//63wsLC9MMPPygwMNAcU1JSoh49emjs2LG67rrrajxOSUmJBg4cqBtvvFHjx49vwB0BAAAAgNNDYG1kEydOlMVi0fbt2+Xr62v2d+nSRWPHjtWhQ4d09OhR7dy5U/369ZMkOZ1OTZs2TSkpKSotLZWPj49KS0u1bds2jRkzxuX4LVu2VJs2bepdz0svvaT8/Hxt3rxZTZs2lSRFRES4jBk2bJiGDRtW53Fuu+02SScCOQAAAACcCzwS3Ijy8/OVkZGh5ORkl7BaLTAwULGxsQoNDZXD4ZAkFRcXKzMzU6NGjVJERIS2bNkiSdq8ebPKysrcZlgbatWqVerfv7+Sk5PVunVrde3aVbNnz1ZVVdUZHfdUysrKVFRU5NIAAAAAoCEIrI0oOztbhmGoY8eOdY6z2+3m478bNmxQbGysgoODNWjQILPf6XQqMjJS4eHhLvvGx8fLz8/PpdXlu+++07///W9VVVXpww8/1IwZM7Rw4UI9/vjjp32d9TFnzhwFBASYzWq1ntXzAQAAAPj9IbA2IsMw6jUuISFBmzZtUkVFhZxOpxISEiRJNpvNJbDWNLu6YsUKZWVluTRJys3NdQmxs2fPliQdP35crVq10gsvvKC4uDjddNNNevDBB7VkyZIzvt66TJ8+XYWFhWbbt2/fWT0fAAAAgN8f1rA2ovbt28tisWj37t11jrPb7SopKdGOHTvkcDg0ZcoUSScC69ixY5Wfn69t27ZpwoQJbvtarVbFxMS49YeGhrq8uTcoKEiSFBISoqZNm+qCCy4wt3Xq1El5eXkqLy/XhRdeeDqXekre3t7y9vY+K8cGAAAA8MfADGsjCgoK0pAhQ5SWlqaSkhK37QUFBZKk6OhoWa1WrVq1SllZWbLZbJKksLAwhYWFaeHChSovL2/Q+lUvLy/FxMSYrTqwDhgwQNnZ2Tp+/Lg59ptvvlFISMhZC6sAAAAA0BgIrI0sLS1NVVVV6tOnj1auXKm9e/dq165devbZZ9W/f39znN1u1+LFixUTE6PWrVub/TabTYsWLTJfznSyw4cPKy8vz6WVlpbWWs9f//pX5efn695779U333yjDz74QLNnz1ZycrI55ujRoy6PF3///ffKyspSbm6uOSY/P19ZWVn6+uuvJUl79uxRVlaW8vLyTvteAQAAAEBdCKyNLCoqSpmZmbLb7UpJSVHXrl11xRVXaN26dUpPTzfH2e12FRcXm+tXq9lsNhUXF9c6u5qYmKiQkBCX9u6779Zaj9Vq1erVq7Vjxw51795d99xzj+69915NmzbNHLNz50716tVLvXr1kiTdf//96tWrlx5++GFzzKpVq9SrVy9deeWVkqSkpCT16tXrrK+FBQAAAPDHZTHq+6Yg4AwUFRUpICBACntAauJzvsupk5E743yXAAAAAPxuVWeDwsJC+fv71zmWGVYAAAAAgEcisAIAAAAAPBKBFQAAAADgkQisAAAAAACPRGAFAAAAAHgkr/NdAP5YCr+eeso3gQEAAACAxAwrAAAAAMBDEVgBAAAAAB6JwAoAAAAA8EgEVgAAAACAR+KlSzinAjrPk5r4nO8yTouRO+N8lwAAAAD8oTDDCgAAAADwSARWAAAAAIBHIrACAAAAADwSgRUAAAAA4JEIrAAAAAAAj0RgBQAAAAB4JALrH8jLL7+swMDA810GAAAAANSLRwXWO+64QxaLRXPnznXpf/fdd2WxWLRy5UpdcMEF2r9/f437t2/fXvfff78kKSEhQRaLRRaLRd7e3goLC9OIESP09ttv17uelStXKiEhQQEBAfLz81P37t01c+ZM5efna/fu3bJYLNq6davLPv369ZOPj49KS0vNvtLSUvn4+Gjp0qUu13lyGzp06Clr2rdvn8aOHavQ0FBdeOGFCg8P17333qvDhw+7jIuIiNDTTz9d72sFAAAAAE/jUYFVknx8fDRv3jwdOXLEbdvIkSPVsmVLvfLKK27bPvnkE2VnZ+vOO+80+8aPH6+DBw/q22+/1cqVK9W5c2clJSXprrvuOmUdDz74oG666SZdeuml+uijj/Tll19q4cKF+n//7//ptddeU8eOHdWmTRs5nU5zn+LiYmVmZio4ONglyG7ZskVlZWW6/PLLzb6hQ4fq4MGDLm358uV11vTdd9+pd+/e2rt3r5YvX67s7GwtWbJE69atU//+/ZWfn3/K6zobKioqzst5AQAAAPy+eVxgTUxMVJs2bTRnzhy3bU2bNtVtt92ml19+2W3bSy+9pL59+6pLly5m30UXXaQ2bdqobdu26tevn+bNm6fnn39eL774otauXVtrDdu3b9fs2bO1cOFCzZ8/X/Hx8YqIiNAVV1yhlStX6vbbb5ck2e12l8C6ceNGxcbGasSIES79TqdT4eHhioyMNPu8vb3Vpk0bl9aiRYs6701ycrIuvPBCffzxx7LZbGrXrp2GDRumtWvXav/+/XrwwQclnZhd/uGHHzRp0iRz9vbXVq9erU6dOsnPz88Mzr/2j3/8Q506dZKPj486duyoxYsXm9tycnJksVi0YsUK2Ww2+fj46PXXX3ertaysTEVFRS4NAAAAABrC4wLrBRdcoNmzZ2vRokX68ccf3bbfeeed2rt3rz755BOz7+jRo/r3v//tMrtam9tvv10tWrSo89Hg119/XX5+fpo4cWKN26vXgdrtdm3cuFGVlZWSJIfDoYSEBNlsNjkcDnO8w+GQ3W4/ZW11yc/P1+rVqzVx4kQ1a9bMZVubNm106623asWKFTIMQ2+//bbatm2rmTNnmrO31Y4dO6YFCxbotdde0yeffKLc3FxNnjzZ5doffvhhzZo1S7t27dLs2bM1Y8YMt1ntadOm6d5779WuXbs0ZMgQt3rnzJmjgIAAs1mt1jO6fgAAAAB/PB4XWCXp2muvVc+ePfXII4+4bevcubP69eunl156yez717/+JcMwlJSUdMpjN2nSRLGxscrJyal1zN69exUVFaWmTZvWeSy73a6SkhLt2LFD0omZVJvNpkGDBmnbtm0qLS3VL7/8ou3bt7sF1vfff19+fn4ubfbs2XXWZBiGOnXqVOP2Tp066ciRI/r5558VFBSkCy64QM2bNzdnb6tVVFRoyZIl6t27ty655BL97W9/07p168ztjzzyiBYuXKjrrrtOkZGRuu666zRp0iQ9//zzLue77777zDEhISFu9UyfPl2FhYVm27dvX533EgAAAABO5nW+C6jNvHnzdPnll7vM/lUbO3asJk2apEWLFql58+Z66aWXNGrUKDVv3rxexzYMw3xMdtiwYdqwYYMkKTw8XF999ZUMw6jXcWJiYtS2bVs5nU516dJFn332mWw2m1q1aqV27dppy5YtMgxDZWVlboHVbrcrPT3dpS8oKEiS9Je//EX//Oc/zf6jR4+61H4mLrroIkVHR5s/h4SE6NChQ5KkkpISffvtt7rzzjs1fvx4c0xlZaUCAgJcjtO7d+86z+Pt7S1vb+8zqhUAAADAH5vHBtZBgwZpyJAhmj59uu644w6XbUlJSZo0aZL+9a9/adCgQdq0aVONa15rUlVVpb179+rSSy+VdGK95i+//CJJ5oxqbGysNm7cqIqKilPOsiYkJMjhcKh79+5q3769WrVqJUnmY8GGYSgmJsbtkVhfX1/FxMTUeMyZM2e6BfWYmBhZLBbt2rVL1157rds+u3btUosWLRQcHFxnvSdfj8ViMUNwdTB+8cUX1bdvX5dxF1xwgVv9AAAAAHA2eWxglaS5c+eqZ8+e6tChg0t/8+bNNWrUKL300kv69ttvFRsbq8suu6xex3zllVd05MgRXX/99ZKksLAwtzG33HKLnn32WS1evFj33nuv2/aCggKXdaz33HOPOnfurISEBHPMoEGD9OKLL8owjAavX23VqpUZfKu1bNlSV1xxhRYvXqxJkya5rGPNy8vT66+/rtGjR5szxxdeeKGqqqoadN7WrVsrNDRU3333nW699dYG7QsAAAAAjc2jA2u3bt1066236tlnn3Xbduedd+qyyy7Trl27NHXq1Br3P3bsmPLy8lRZWakff/xR77zzjp566in99a9/rTNE9u3bV3//+9+VkpKi/fv369prr1VoaKj5GZmBAweaQbZ6HetLL72kF1980TyGzWbTuHHjJKnGlzeVlZUpLy/Ppc/Ly0sXX3xxrXU999xzio+P15AhQ/T4448rMjJSX331laZMmaKwsDDNmjXLHBsREaFPPvlESUlJ8vb2rvO4v/boo4/qnnvuUUBAgIYOHaqysjLt3LlTR44cMb9xCwAAAADngke+dOnXZs6cqePHj7v1Dxw4UB06dFBRUZFGjx5d474vvviiQkJCFB0dreuuu05ff/21VqxY4fKZltrMmzdPb7zxhrZt26YhQ4aoS5cuuv/++9W9e3fzszaSFBkZqfDwcBUXF8tms5n97dq1U2hoqMrLy11mXqtlZGQoJCTEpQ0cOLDOmtq3b6+dO3cqKipKN954o6Kjo3XXXXfJbrdry5Yt5hpY6cR9y8nJUXR09CkfE/61cePG6R//+IeWLVumbt26yWaz6eWXX3b5JA8AAAAAnAsW40zf4gPUQ1FR0YkXN4U9IDXxOd/lnBYjd8b5LgEAAAD4zavOBoWFhfL3969zrMfPsAIAAAAA/pgIrAAAAAAAj0RgBQAAAAB4JAIrAAAAAMAjefRnbfD7U/j11FMurAYAAAAAiRlWAAAAAICHIrACAAAAADwSgRUAAAAA4JEIrAAAAAAAj8RLl3BOBXSeJzXxOd9lnDYjd8b5LgEAAAD4w2CGFQAAAADgkQisAAAAAACPRGAFAAAAAHgkAisAAAAAwCMRWAEAAAAAHonACgAAAADwSARWAAAAAIBHIrCeBXl5ebr77rsVFRUlb29vWa1WjRgxQuvWrVNSUpKGDh3qMj4jI0MWi0Wpqaku/ampqWrXrp0kKScnRxaLpca2devWWmt58cUXddlll6lFixZq0aKFEhMTtX37drdxu3bt0siRIxUQECBfX19deumlys3NNbd/++23uvbaaxUcHCx/f3/deOON+umnn87gLgEAAABA3QisjSwnJ0dxcXFav3695s+fry+++EIZGRmy2+1KTk6W3W7Xpk2bVFlZae7jcDhktVrldDpdjuVwOGS321361q5dq4MHD7q0uLi4WutxOp26+eab5XA4tGXLFlmtVg0ePFj79+83x3z77bcaOHCgOnbsKKfTqc8//1wzZsyQj4+PJKmkpESDBw+WxWLR+vXrtWnTJpWXl2vEiBE6fvx4I9w1AAAAAHBnMQzDON9F/J4MHz5cn3/+ufbs2SNfX1+XbQUFBTp06JA6dOigLVu2qF+/fpKkvn376vbbb1dKSoqOHDkiHx8flZaWKjAwUEuWLNEdd9yhnJwcRUZG6rPPPlPPnj1Pu76qqiq1aNFCzz33nEaPHi1JSkpKUtOmTfXaa6/VuM/HH3+sYcOG6ciRI/L395ckFRYWqkWLFvr444+VmJh4yvMWFRUpICBACntAauJz2vWfb0bujPNdAgAAAPCbVp0NCgsLzXxRG2ZYG1F+fr4yMjKUnJzsFlYlKTAwULGxsQoNDZXD4ZAkFRcXKzMzU6NGjVJERIS2bNkiSdq8ebPKysrcZljP1LFjx1RRUaGgoCBJ0vHjx/XBBx8oNjZWQ4YMUatWrdS3b1+9++675j5lZWWyWCzy9vY2+3x8fNSkSRNt3LixxvOUlZWpqKjIpQEAAABAQxBYG1F2drYMw1DHjh3rHGe3283Hfzds2KDY2FgFBwdr0KBBZr/T6VRkZKTCw8Nd9o2Pj5efn59La4ipU6cqNDTUnBU9dOiQjh49qrlz52ro0KH6+OOPde211+q6667Tf/7zH0lSv3795Ovrq6lTp+rYsWMqKSnR5MmTVVVVpYMHD9Z4njlz5iggIMBsVqu1QXUCAAAAAIG1EdX36eqEhARt2rRJFRUVcjqdSkhIkCTZbDaXwFrT7OqKFSuUlZXl0iQpNzfXJcTOnj3bbd+5c+fqzTff1DvvvGOuT61eg3r11Vdr0qRJ6tmzp6ZNm6arrrpKS5YskSQFBwfrrbfe0v/93//Jz89PAQEBKigo0CWXXKImTWr+FZo+fboKCwvNtm/fvnrdGwAAAACo5nW+C/g9ad++vSwWi3bv3l3nOLvdrpKSEu3YsUMOh0NTpkyRdCKwjh07Vvn5+dq2bZsmTJjgtq/ValVMTIxbf2hoqBleJZmP/FZbsGCB5s6dq7Vr16p79+5m/8UXXywvLy917tzZZXynTp1cHvcdPHiwvv32W/33v/+Vl5eXAgMD1aZNG0VFRdV4jd7e3i6PEAMAAABAQzHD2oiCgoI0ZMgQpaWlqaSkxG17QUGBJCk6OlpWq1WrVq1SVlaWbDabJCksLExhYWFauHChysvLG7R+1cvLSzExMWb7dWB94okn9NhjjykjI0O9e/d22e/CCy/UpZdeqj179rj0f/PNN26PI0snAm5gYKDWr1+vQ4cOaeTIkfWuEQAAAAAaghnWRpaWlqYBAwaoT58+mjlzprp3767KykqtWbNG6enp2rVrl6QTs6yLFy9WTEyMWrdube5vs9m0aNEi8+VMJzt8+LDy8vJc+gIDA81HfE82b948Pfzww3rjjTcUERFh7vvr9a9TpkzRTTfdpEGDBslutysjI0P/93//5/KZnWXLlqlTp04KDg7Wli1bdO+992rSpEnq0KHDGd0vAAAAAKgNM6yNLCoqSpmZmbLb7UpJSVHXrl11xRVXaN26dUpPTzfH2e12FRcXm+tXq9lsNhUXF9c6u5qYmKiQkBCX9us3+p4sPT1d5eXluuGGG1z2WbBggTnm2muv1ZIlS/TEE0+oW7du+sc//qGVK1dq4MCB5pg9e/bommuuUadOnTRz5kw9+OCDLscAAAAAgMbGd1hxTvAdVgAAAAAS32EFAAAAAPwOEFgBAAAAAB6JwAoAAAAA8EgEVgAAAACAR+KzNjinCr+eesqF1QAAAAAgMcMKAAAAAPBQBFYAAAAAgEcisAIAAAAAPBKBFQAAAADgkQisAAAAAACPxFuCcU4FdJ4nNfE532WcESN3xvkuAQAAAPhDYIYVAAAAAOCRCKwAAAAAAI9EYAUAAAAAeCQCKwAAAADAIxFYAQAAAAAeicAKAAAAAPBIBNazIC8vT3fffbeioqLk7e0tq9WqESNGaN26dUpKStLQoUNdxmdkZMhisSg1NdWlPzU1Ve3atZMk5eTkyGKx1Ni2bt1aay0vv/yy23gfn/99VqaiokJTp05Vt27d5Ovrq9DQUI0ePVoHDhwwx+Tk5OjOO+9UZGSkmjVrpujoaD3yyCMqLy9vhLsFAAAAADXjO6yNLCcnRwMGDFBgYKDmz5+vbt26qaKiQqtXr1ZycrImTZqkyZMnq7KyUl5eJ26/w+GQ1WqV0+l0OZbD4ZDdbnfpW7t2rbp06eLS17Jlyzpr8vf31549e8yfLRaL+d/Hjh1TZmamZsyYoR49eujIkSO69957NXLkSO3cuVOStHv3bh0/flzPP/+8YmJi9OWXX2r8+PEqKSnRggULGnyPAAAAAKA+CKyNbOLEibJYLNq+fbt8fX3N/i5dumjs2LE6dOiQjh49qp07d6pfv36SJKfTqWnTpiklJUWlpaXy8fFRaWmptm3bpjFjxrgcv2XLlmrTpk2DarJYLLXuExAQoDVr1rj0Pffcc+rTp49yc3PVrl07DR061GVWOCoqSnv27FF6ejqBFQAAAMBZwyPBjSg/P18ZGRlKTk52CavVAgMDFRsbq9DQUDkcDklScXGxMjMzNWrUKEVERGjLli2SpM2bN6usrMxthvV0HD16VOHh4bJarbr66qv11Vdf1Tm+sLBQFotFgYGBdY4JCgqqdXtZWZmKiopcGgAAAAA0BIG1EWVnZ8swDHXs2LHOcXa73Xz8d8OGDYqNjVVwcLAGDRpk9judTkVGRio8PNxl3/j4ePn5+bm0unTo0EEvvfSS3nvvPf3zn//U8ePHFR8frx9//LHG8aWlpZo6dapuvvlm+fv713qdixYt0oQJE2o975w5cxQQEGA2q9VaZ50AAAAAcDICayMyDKNe4xISErRp0yZVVFTI6XQqISFBkmSz2VwCa02zqytWrFBWVpZLk6Tc3FyXEDt79mxJUv/+/TV69Gj17NlTNptNb7/9toKDg/X888+7HbuiokI33nijDMNQenp6jbXv379fQ4cO1ahRozR+/Phar3H69OkqLCw02759++p1bwAAAACgGmtYG1H79u1lsVi0e/fuOsfZ7XaVlJRox44dcjgcmjJliqQTgXXs2LHKz8/Xtm3bapzBtFqtiomJcesPDQ01w6ukWh/Xbdq0qXr16qXs7GyX/uqw+sMPP2j9+vU1zq4eOHBAdrtd8fHxeuGFF+q8Rm9vb3l7e9c5BgAAAADqwgxrIwoKCtKQIUOUlpamkpISt+0FBQWSpOjoaFmtVq1atUpZWVmy2WySpLCwMIWFhWnhwoUqLy9v0PpVLy8vxcTEmK22wFpVVaUvvvhCISEhZl91WN27d6/Wrl1b41uH9+/fr4SEBMXFxWnZsmVq0oRfHQAAAABnFzOsjSwtLU0DBgxQnz59NHPmTHXv3l2VlZVas2aN0tPTtWvXLkknZlkXL16smJgYtW7d2tzfZrNp0aJF5suZTnb48GHl5eW59AUGBrp8W/XXZs6cqX79+ikmJkYFBQWaP3++fvjhB40bN07SibB6ww03KDMzU++//76qqqrM4wcFBenCCy80w2p4eLgWLFign3/+2Tx+Q99YDAAAAAD1RWBtZFFRUcrMzNSsWbOUkpKigwcPKjg4WHFxcS7rQu12u1599VVz/Wo1m82mZcuW6ZZbbqnx+ImJiW59y5cvV1JSUo3jjxw5ovHjxysvL08tWrRQXFycNm/erM6dO0s6MXO6atUqSVLPnj1d9nU4HEpISNCaNWuUnZ2t7OxstW3b1mVMfdftAgAAAEBDWQwSB86BoqIiBQQESGEPSE1qng3+rTByZ5zvEgAAAIDfrOpsUFhYWOuXSaqxEBEAAAAA4JEIrAAAAAAAj0RgBQAAAAB4JAIrAAAAAMAj8ZZgnFOFX0895cJqAAAAAJCYYQUAAAAAeCgCKwAAAADAIxFYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEfiLcE4pwI6z5Oa+JzvMhqdkTvjfJcAAAAA/O4wwwoAAAAA8EgEVgAAAACARyKwAgAAAAA8EoEVAAAAAOCRCKwAAAAAAI9EYAUAAAAAeCQC61mQl5enu+++W1FRUfL29pbVatWIESO0bt06JSUlaejQoS7jMzIyZLFYlJqa6tKfmpqqdu3aSZJycnJksVhqbFu3bq21lrffflu9e/dWYGCgfH191bNnT7322msuYwzD0MMPP6yQkBA1a9ZMiYmJ2rt3r9uxPvjgA/Xt21fNmjVTixYtdM0115zeDQIAAACAeuA7rI0sJydHAwYMUGBgoObPn69u3bqpoqJCq1evVnJysiZNmqTJkyersrJSXl4nbr/D4ZDVapXT6XQ5lsPhkN1ud+lbu3atunTp4tLXsmXLWusJCgrSgw8+qI4dO+rCCy/U+++/rzFjxqhVq1YaMmSIJOmJJ57Qs88+q1deeUWRkZGaMWOGhgwZoq+//lo+Pie+mbpy5UqNHz9es2fP1uWXX67Kykp9+eWXZ3q7AAAAAKBWFsMwjPNdxO/J8OHD9fnnn2vPnj3y9fV12VZQUKBDhw6pQ4cO2rJli/r16ydJ6tu3r26//XalpKToyJEj8vHxUWlpqQIDA7VkyRLdcccdysnJUWRkpD777DP17NnzjGq85JJLdOWVV+qxxx6TYRgKDQ1VSkqKJk+eLEkqLCxU69at9fLLLyspKUmVlZWKiIjQo48+qjvvvPO0zllUVKSAgAAp7AGpic8Z1e+JjNwZ57sEAAAA4DehOhsUFhbK39+/zrE8EtyI8vPzlZGRoeTkZLewKkmBgYGKjY1VaGioHA6HJKm4uFiZmZkaNWqUIiIitGXLFknS5s2bVVZW5jbDeiYMw9C6deu0Z88eDRo0SJL0/fffKy8vT4mJiea4gIAA9e3b16wlMzNT+/fvV5MmTdSrVy+FhIRo2LBhdc6wlpWVqaioyKUBAAAAQEMQWBtRdna2DMNQx44d6xxnt9vNx383bNig2NhYBQcHa9CgQWa/0+lUZGSkwsPDXfaNj4+Xn5+fSzuVwsJC+fn56cILL9SVV16pRYsW6YorrpB0Yr2tJLVu3dpln9atW5vbvvvuO0kn1tQ+9NBDev/999WiRQslJCQoPz+/xnPOmTNHAQEBZrNaraesEwAAAAB+jcDaiOr7dHVCQoI2bdqkiooKOZ1OJSQkSJJsNptLYK1pdnXFihXKyspyaZKUm5vrEmJnz55t7tO8eXNlZWVpx44dmjVrlu6//3639bJ1OX78uCTpwQcf1PXXX6+4uDgtW7ZMFotFb731Vo37TJ8+XYWFhWbbt29fvc8HAAAAABIvXWpU7du3l8Vi0e7du+scZ7fbVVJSoh07dsjhcGjKlCmSTgTWsWPHKj8/X9u2bdOECRPc9rVarYqJiXHrDw0NNcOrdOJlS9WaNGli7tOzZ0/t2rVLc+bMUUJCgtq0aSNJ+umnnxQSEmLu89NPP5lrZav7O3fubG739vZWVFSUcnNza7xGb29veXt713kfAAAAAKAuzLA2oqCgIA0ZMkRpaWkqKSlx215QUCBJio6OltVq1apVq5SVlSWbzSZJCgsLU1hYmBYuXKjy8vIGrV/18vJSTEyM2X4dWE92/PhxlZWVSZIiIyPVpk0brVu3ztxeVFSkbdu2qX///pKkuLg4eXt7a8+ePeaYiooK5eTkuD2yDAAAAACNhRnWRpaWlqYBAwaoT58+mjlzprp3767KykqtWbNG6enp2rVrl6QTs6yLFy9WTEyMy/pRm82mRYsWmS9nOtnhw4fNtaXVAgMDzc/PnGzOnDnq3bu3oqOjVVZWpg8//FCvvfaa0tPTJUkWi0X33XefHn/8cbVv3978rE1oaKj5nVV/f3/95S9/0SOPPCKr1arw8HDNnz9fkjRq1KgzvmcAAAAAUBMCayOLiopSZmamZs2apZSUFB08eFDBwcGKi4szQ6J0IrC++uqr5vrVajabTcuWLdMtt9xS4/F//TbfasuXL1dSUlKN40tKSjRx4kT9+OOPatasmTp27Kh//vOfuummm8wxf//731VSUqK77rpLBQUFGjhwoDIyMlxC8Pz58+Xl5aXbbrtNv/zyi/r27av169erRYsWDbk9AAAAAFBvfIcV5wTfYQUAAAAg8R1WAAAAAMDvAIEVAAAAAOCRCKwAAAAAAI9EYAUAAAAAeCTeEoxzqvDrqadcWA0AAAAAEjOsAAAAAAAPRWAFAAAAAHgkAisAAAAAwCMRWAEAAAAAHonACgAAAADwSLwlGOdUQOd5UhOf813GOWHkzjjfJQAAAAC/acywAgAAAAA8EoEVAAAAAOCRCKwAAAAAAI9EYAUAAAAAeCQCKwAAAADAIxFYAQAAAAAeicB6FuTl5enuu+9WVFSUvL29ZbVaNWLECK1bt05JSUkaOnSoy/iMjAxZLBalpqa69Kempqpdu3aSpJycHFkslhrb1q1b66zn6aefVocOHdSsWTNZrVZNmjRJpaWlLmP279+vP//5z2rZsqWaNWumbt26aefOnZKkiooKTZ06Vd26dZOvr69CQ0M1evRoHThw4AzvFAAAAADUju+wNrKcnBwNGDBAgYGBmj9/vrp166aKigqtXr1aycnJmjRpkiZPnqzKykp5eZ24/Q6HQ1arVU6n0+VYDodDdrvdpW/t2rXq0qWLS1/Lli1rreeNN97QtGnT9NJLLyk+Pl7ffPON7rjjDlksFj355JOSpCNHjmjAgAGy2+366KOPFBwcrL1796pFixaSpGPHjikzM1MzZsxQjx49dOTIEd17770aOXKkGWoBAAAAoLERWBvZxIkTZbFYtH37dvn6+pr9Xbp00dixY3Xo0CEdPXpUO3fuVL9+/SRJTqdT06ZNU0pKikpLS+Xj46PS0lJt27ZNY8aMcTl+y5Yt1aZNm3rXs3nzZg0YMEC33HKLJCkiIkI333yztm3bZo6ZN2+erFarli1bZvZFRkaa/x0QEKA1a9a4HPe5555Tnz59lJuba84CAwAAAEBj4pHgRpSfn6+MjAwlJye7hNVqgYGBio2NVWhoqBwOhySpuLhYmZmZGjVqlCIiIrRlyxZJJ4JmWVmZ2wxrQ8XHx+vTTz/V9u3bJUnfffedPvzwQw0fPtwcs2rVKvXu3VujRo1Sq1at1KtXL7344ot1HrewsFAWi0WBgYE1bi8rK1NRUZFLAwAAAICGILA2ouzsbBmGoY4dO9Y5zm63m4//btiwQbGxsQoODtagQYPMfqfTqcjISIWHh7vsGx8fLz8/P5dWl1tuuUUzZ87UwIED1bRpU0VHRyshIUEPPPCAOea7775Tenq62rdvr9WrV+uvf/2r7rnnHr3yyis1HrO0tFRTp07VzTffLH9//xrHzJkzRwEBAWazWq111gkAAAAAJyOwNiLDMOo1LiEhQZs2bVJFRYWcTqcSEhIkSTabzSWw1jS7umLFCmVlZbk0ScrNzXUJsbNnzzaPM3v2bC1evFiZmZl6++239cEHH+ixxx4zj3n8+HFdcsklmj17tnr16qW77rpL48eP15IlS9zOX1FRoRtvvFGGYSg9Pb3Wa5w+fboKCwvNtm/fvnrdGwAAAACoxhrWRtS+fXtZLBbt3r27znF2u10lJSXasWOHHA6HpkyZIulEYB07dqzy8/O1bds2TZgwwW1fq9WqmJgYt/7Q0FAzvEpSUFCQJGnGjBm67bbbNG7cOElSt27dVFJSorvuuksPPvigmjRpopCQEHXu3NnleJ06ddLKlStd+qrD6g8//KD169fXOrsqSd7e3vL29q7zPgAAAABAXZhhbURBQUEaMmSI0tLSVFJS4ra9oKBAkhQdHS2r1apVq1YpKytLNptNkhQWFqawsDAtXLhQ5eXlDVq/6uXlpZiYGLNVB9Zjx46pSRPXP+YLLrhA0v9mhAcMGKA9e/a4jPnmm29cHkeuDqt79+7V2rVr63wzMQAAAAA0BgJrI0tLS1NVVZX69OmjlStXau/evdq1a5eeffZZ9e/f3xxnt9u1ePFixcTEqHXr1ma/zWbTokWLzJcznezw4cPKy8tzaSd/U/XXRowYofT0dL355pv6/vvvtWbNGs2YMUMjRowwg+ukSZO0detWzZ49W9nZ2XrjjTf0wgsvKDk5WdKJsHrDDTdo586dev3111VVVWWeu7y8vLFuHQAAAAC44JHgRhYVFaXMzEzNmjVLKSkpOnjwoIKDgxUXF+ey5tNut+vVV181169Ws9lsWrZsmfkZmpMlJia69S1fvlxJSUk1jn/ooYdksVj00EMPaf/+/QoODtaIESM0a9Ysc8yll16qd955R9OnT9fMmTMVGRmpp59+Wrfeeqskaf/+/Vq1apUkqWfPni7HdzgcbtcAAAAAAI3BYtT3TUHAGSgqKlJAQIAU9oDUxOd8l3NOGLkzzncJAAAAgMepzgaFhYV1vhdH4pFgAAAAAICHIrACAAAAADwSgRUAAAAA4JEIrAAAAAAAj0RgBQAAAAB4JD5rg3Oq8Oupp3wTGAAAAABIzLACAAAAADwUgRUAAAAA4JEIrAAAAAAAj0RgBQAAAAB4JF66hHMqoPM8qYnP+S7jvDByZ5zvEgAAAIDfFGZYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEcisAIAAAAAPBKBFQAAAADgkQisAAAAAACPRGAFAAAAAHgkAutZkJeXp7vvvltRUVHy9vaW1WrViBEjtG7dOiUlJWno0KEu4zMyMmSxWJSamurSn5qaqnbt2kmScnJyZLFYamxbt26ttZavvvpK119/vSIiImSxWPT000+7jSkuLtZ9992n8PBwNWvWTPHx8dqxY4fLGMMw9PDDDyskJETNmjVTYmKi9u7de3o3CAAAAADqgcDayHJychQXF6f169dr/vz5+uKLL5SRkSG73a7k5GTZ7XZt2rRJlZWV5j4Oh0NWq1VOp9PlWA6HQ3a73aVv7dq1OnjwoEuLi4urtZ5jx44pKipKc+fOVZs2bWocM27cOK1Zs0avvfaavvjiCw0ePFiJiYnav3+/OeaJJ57Qs88+qyVLlmjbtm3y9fXVkCFDVFpaehp3CQAAAABOzWIYhnG+i/g9GT58uD7//HPt2bNHvr6+LtsKCgp06NAhdejQQVu2bFG/fv0kSX379tXtt9+ulJQUHTlyRD4+PiotLVVgYKCWLFmiO+64Qzk5OYqMjNRnn32mnj17nlZtERERuu+++3TfffeZfb/88ouaN2+u9957T1deeaXZHxcXp2HDhunxxx+XYRgKDQ1VSkqKJk+eLEkqLCxU69at9fLLLyspKemU5y4qKlJAQIAU9oDUxOe06v+tM3JnnO8SAAAAgPOuOhsUFhbK39+/zrHMsDai/Px8ZWRkKDk52S2sSlJgYKBiY2MVGhoqh8Mh6cTjuJmZmRo1apQiIiK0ZcsWSdLmzZtVVlbmNsPa2CorK1VVVSUfH9cQ2axZM23cuFGS9P333ysvL0+JiYnm9oCAAPXt29es92RlZWUqKipyaQAAAADQEATWRpSdnS3DMNSxY8c6x9ntdvPx3w0bNig2NlbBwcEaNGiQ2e90OhUZGanw8HCXfePj4+Xn5+fSzkTz5s3Vv39/PfbYYzpw4ICqqqr0z3/+U1u2bNHBgwclnViTK0mtW7d22bd169bmtpPNmTNHAQEBZrNarWdUJwAAAIA/HgJrI6rv09UJCQnatGmTKioq5HQ6lZCQIEmy2WwugbWm2dUVK1YoKyvLpUlSbm6uS4idPXt2vet+7bXXZBiGwsLC5O3trWeffVY333yzmjQ5/V+P6dOnq7Cw0Gz79u077WMBAAAA+GPyOt8F/J60b99eFotFu3fvrnOc3W5XSUmJduzYIYfDoSlTpkg6EVjHjh2r/Px8bdu2TRMmTHDb12q1KiYmxq0/NDTUDK+SFBQUVO+6o6Oj9Z///EclJSUqKipSSEiIbrrpJkVFRUmS+bKmn376SSEhIeZ+P/30U63rab29veXt7V3vGgAAAADgZMywNqKgoCANGTJEaWlpKikpcdteUFAg6URAtFqtWrVqlbKysmSz2SRJYWFhCgsL08KFC1VeXt6g9ateXl6KiYkxW0MCazVfX1+FhIToyJEjWr16ta6++mpJUmRkpNq0aaN169aZY4uKirRt2zb179+/wecBAAAAgPpghrWRpaWlacCAAerTp49mzpyp7t27q7KyUmvWrFF6erp27dol6cQs6+LFixUTE+OyNtRms2nRokXmy5lOdvjwYbd1o4GBgW4vTapWXl6ur7/+2vzv/fv3KysrS35+fuZM7erVq2UYhjp06KDs7GxNmTJFHTt21JgxYyRJFotF9913nx5//HG1b99ekZGRmjFjhkJDQ3XNNdec8T0DAAAAgJoww9rIoqKilJmZKbvdrpSUFHXt2lVXXHGF1q1bp/T0dHOc3W5XcXGxuX61ms1mU3Fxca2zq4mJiQoJCXFp7777bq31HDhwQL169VKvXr108OBBLViwQL169dK4cePMMYWFhUpOTlbHjh01evRoDRw4UKtXr1bTpk3NMX//+991991366677tKll16qo0ePKiMjo9agDAAAAABniu+w4pzgO6x8hxUAAACQ+A4rAAAAAOB3gMAKAAAAAPBIBFYAAAAAgEcisAIAAAAAPBKftcE5Vfj11FMurAYAAAAAiRlWAAAAAICHIrACAAAAADwSgRUAAAAA4JEIrAAAAAAAj0RgBQAAAAB4JN4SjHMqoPM8qYnP+S7jvDFyZ5zvEgAAAIDfDGZYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEcisAIAAAAAPBKBFQAAAADgkQisAAAAAACPRGA9C/Ly8nT33XcrKipK3t7eslqtGjFihNatW6ekpCQNHTrUZXxGRoYsFotSU1Nd+lNTU9WuXTtJUk5OjiwWS41t69at9arrzTfflMVi0TXXXON2no4dO8rX11ctWrRQYmKitm3bVuMxysrK1LNnT1ksFmVlZdXrvAAAAABwOgisjSwnJ0dxcXFav3695s+fry+++EIZGRmy2+1KTk6W3W7Xpk2bVFlZae7jcDhktVrldDpdjuVwOGS321361q5dq4MHD7q0uLi4etU1efJkXXbZZW7bYmNj9dxzz+mLL77Qxo0bFRERocGDB+vnn392G/v3v/9doaGh9bwbAAAAAHD6vM53Ab83EydOlMVi0fbt2+Xr62v2d+nSRWPHjtWhQ4d09OhR7dy5U/369ZMkOZ1OTZs2TSkpKSotLZWPj49KS0u1bds2jRkzxuX4LVu2VJs2bRpUU1VVlW699VY9+uij2rBhgwoKCly233LLLS4/P/nkk1q6dKk+//xz/elPfzL7P/roI3388cdauXKlPvroowbVAAAAAAANxQxrI8rPz1dGRoaSk5Ndwmq1wMBAxcbGKjQ0VA6HQ5JUXFyszMxMjRo1ShEREdqyZYskafPmzSorK3ObYT0dM2fOVKtWrXTnnXeecmx5ebleeOEFBQQEqEePHmb/Tz/9pPHjx+u1117TRRdddMrjlJWVqaioyKUBAAAAQEMQWBtRdna2DMNQx44d6xxnt9vNx383bNig2NhYBQcHa9CgQWa/0+lUZGSkwsPDXfaNj4+Xn5+fS6vLxo0btXTpUr344ot1jnv//ffl5+cnHx8fPfXUU1qzZo0uvvhiSZJhGLrjjjv0l7/8Rb17967zONXmzJmjgIAAs1mt1nrtBwAAAADVCKyNyDCMeo1LSEjQpk2bVFFRIafTqYSEBEmSzWZzCaw1za6uWLFCWVlZLk2ScnNzXULs7NmzVVxcrNtuu00vvviiGT5rY7fblZWVpc2bN2vo0KG68cYbdejQIUnSokWLVFxcrOnTp9fvRkiaPn26CgsLzbZv37567wsAAAAAEmtYG1X79u1lsVi0e/fuOsfZ7XaVlJRox44dcjgcmjJliqQTgXXs2LHKz8/Xtm3bNGHCBLd9rVarYmJi3PpDQ0Nd3tobFBSkb7/9Vjk5ORoxYoTZf/z4cUmSl5eX9uzZo+joaEmSr6+vYmJiFBMTo379+ql9+/ZaunSppk+frvXr12vLli3y9vZ2OWfv3r1166236pVXXnGrx9vb2208AAAAADQEgbURBQUFaciQIUpLS9M999zjto61oKBAgYGBio6OltVq1apVq5SVlSWbzSZJCgsLU1hYmBYuXKjy8vIGrV/18vJyC7IXXXSRvvjiC5e+hx56SMXFxXrmmWfqfEz3+PHjKisrkyQ9++yzevzxx81tBw4c0JAhQ7RixQr17du33jUCAAAAQEMQWBtZWlqaBgwYoD59+mjmzJnq3r27KisrtWbNGqWnp2vXrl2STsyyLl68WDExMWrdurW5v81m06JFi8yXM53s8OHDysvLc+kLDAyUj4+P21gfHx917drVbawks7+kpESzZs3SyJEjFRISov/+979KS0vT/v37NWrUKEkyvwVbrXrdbHR0tNq2bduQ2wMAAAAA9cYa1kYWFRWlzMxM2e12paSkqGvXrrriiiu0bt06paenm+PsdruKi4vN9avVbDabiouLa51dTUxMVEhIiEt79913T7veCy64QLt379b111+v2NhYjRgxQocPH9aGDRvUpUuX0z4uAAAAAJwpi1HfNwUBZ6CoqEgBAQFS2ANSE/fZ4D8KI3fG+S4BAAAAOK+qs0FhYaH8/f3rHMsMKwAAAADAIxFYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEfiszY4pwq/nnrKhdUAAAAAIDHDCgAAAADwUARWAAAAAIBHIrACAAAAADwSgRUAAAAA4JEIrAAAAAAAj8RbgnFOBXSeJzXxOd9lnFdG7ozzXQIAAADwm8AMKwAAAADAIxFYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEcisAIAAAAAPBKBFQAAAADgkQisZ0FeXp7uvvtuRUVFydvbW1arVSNGjNC6deuUlJSkoUOHuozPyMiQxWJRamqqS39qaqratWsnScrJyZHFYqmxbd26tdZaEhISatznyiuvdDlPx44d5evrqxYtWigxMVHbtm0zt+fk5OjOO+9UZGSkmjVrpujoaD3yyCMqLy9vhLsFAAAAADXjO6yNLCcnRwMGDFBgYKDmz5+vbt26qaKiQqtXr1ZycrImTZqkyZMnq7KyUl5eJ26/w+GQ1WqV0+l0OZbD4ZDdbnfpW7t2rbp06eLS17Jly1rrefvtt12C5eHDh9WjRw+NGjXK7IuNjdVzzz2nqKgo/fLLL3rqqac0ePBgZWdnKzg4WLt379bx48f1/PPPKyYmRl9++aXGjx+vkpISLViw4HRvFQAAAADUyWIYhnG+i/g9GT58uD7//HPt2bNHvr6+LtsKCgp06NAhdejQQVu2bFG/fv0kSX379tXtt9+ulJQUHTlyRD4+PiotLVVgYKCWLFmiO+64Qzk5OYqMjNRnn32mnj17nnZ9Tz/9tB5++GEdPHjQrb5qRUVFCggI0Nq1a/WnP/2pxjHz589Xenq6vvvuu3qdt/qYCntAauJz2vX/Hhi5M853CQAAAMB5U50NCgsL5e/vX+dYHgluRPn5+crIyFBycnKNYTAwMFCxsbEKDQ2Vw+GQJBUXFyszM1OjRo1SRESEtmzZIknavHmzysrK3GZYz9TSpUuVlJRUa1gtLy/XCy+8oICAAPXo0aPW4xQWFiooKKjW7WVlZSoqKnJpAAAAANAQBNZGlJ2dLcMw1LFjxzrH2e128/HfDRs2KDY2VsHBwRo0aJDZ73Q6FRkZqfDwcJd94+Pj5efn59Lqa/v27fryyy81btw4t23vv/++/Pz85OPjo6eeekpr1qzRxRdfXOt1Llq0SBMmTKj1XHPmzFFAQIDZrFZrvesEAAAAAInA2qjq+3R1QkKCNm3apIqKCjmdTiUkJEiSbDabS2CtaXZ1xYoVysrKcmmSlJub6xJiZ8+e7bbv0qVL1a1bN/Xp08dtm91uV1ZWljZv3qyhQ4fqxhtv1KFDh9zG7d+/X0OHDtWoUaM0fvz4Wq9x+vTpKiwsNNu+ffvqcWcAAAAA4H946VIjat++vSwWi3bv3l3nOLvdrpKSEu3YsUMOh0NTpkyRdCKwjh07Vvn5+dq2bVuNM5hWq1UxMTFu/aGhoWZ4leT2uG5JSYnefPNNzZw5s8aafH19FRMTo5iYGPXr10/t27fX0qVLNX36dHPMgQMHZLfbFR8frxdeeKHOa/T29pa3t3edYwAAAACgLsywNqKgoCANGTJEaWlpKikpcdteUFAgSYqOjpbVatWqVauUlZUlm80mSQoLC1NYWJgWLlyo8vLyBq1f9fLyMgNnTEyMW2B96623VFZWpj//+c/1Ot7x48dVVlZm/rx//34lJCQoLi5Oy5YtU5Mm/OoAAAAAOLtIHY0sLS1NVVVV6tOnj1auXKm9e/dq165devbZZ9W/f39znN1u1+LFixUTE6PWrVub/TabTYsWLTJfznSyw4cPKy8vz6WVlpaesq6lS5fqmmuucfsETklJiR544AFt3bpVP/zwgz799FONHTtW+/fvNz99Ux1W27VrpwULFujnn382zw0AAAAAZwuPBDeyqKgoZWZmatasWUpJSdHBgwcVHBysuLg4paenm+PsdrteffVVc/1qNZvNpmXLlumWW26p8fiJiYlufcuXL1dSUlKtNe3Zs0cbN27Uxx9/7Lbtggsu0O7du/XKK6/ov//9r1q2bKlLL71UGzZsML/3umbNGmVnZys7O1tt27Z12Z+vIgEAAAA4W/gOK84JvsP6P3yHFQAAAH9kfIcVAAAAAPCbR2AFAAAAAHgkAisAAAAAwCMRWAEAAAAAHom3BOOcKvx66ikXVgMAAACAxAwrAAAAAMBDEVgBAAAAAB6JwAoAAAAA8EgEVgAAAACARyKwAgAAAAA8Em8JxjkV0Hme1MTnfJfh0YzcGee7BAAAAMAjMMMKAAAAAPBIBFYAAAAAgEcisAIAAAAAPBKBFQAAAADgkQisAAAAAACPRGAFAAAAAHgkAutZkJeXp7vvvltRUVHy9vaW1WrViBEjtG7dOiUlJWno0KEu4zMyMmSxWJSamurSn5qaqnbt2kmScnJyZLFYamxbt26tV11vvvmmLBaLrrnmGpf+2o47f/58l3EffPCB+vbtq2bNmqlFixZuxwEAAACAxsR3WBtZTk6OBgwYoMDAQM2fP1/dunVTRUWFVq9ereTkZE2aNEmTJ09WZWWlvLxO3H6HwyGr1Sqn0+lyLIfDIbvd7tK3du1adenSxaWvZcuW9apr8uTJuuyyy9y2HTx40OXnjz76SHfeeaeuv/56s2/lypUaP368Zs+ercsvv1yVlZX68ssvT3leAAAAADhdBNZGNnHiRFksFm3fvl2+vr5mf5cuXTR27FgdOnRIR48e1c6dO9WvXz9JktPp1LRp05SSkqLS0lL5+PiotLRU27Zt05gxY1yO37JlS7Vp06ZBNVVVVenWW2/Vo48+qg0bNqigoMBl+8nHe++992S32xUVFSVJqqys1L333qv58+frzjvvNMd17ty5QXUAAAAAQEPwSHAjys/PV0ZGhpKTk13CarXAwEDFxsYqNDRUDodDklRcXKzMzEyNGjVKERER2rJliyRp8+bNKisrc5thPR0zZ85Uq1atXMJmbX766Sd98MEHLmMzMzO1f/9+NWnSRL169VJISIiGDRtW5wxrWVmZioqKXBoAAAAANASBtRFlZ2fLMAx17NixznF2u918/HfDhg2KjY1VcHCwBg0aZPY7nU5FRkYqPDzcZd/4+Hj5+fm5tLps3LhRS5cu1Ysvvliva3jllVfUvHlzXXfddWbfd999J+nEmtqHHnpI77//vlq0aKGEhATl5+fXeJw5c+YoICDAbFartV7nBwAAAIBqBNZGZBhGvcYlJCRo06ZNqqiokNPpVEJCgiTJZrO5BNaaZldXrFihrKwslyZJubm5LiF29uzZKi4u1m233aYXX3xRF198cb1qe+mll3TrrbfKx8fH7Dt+/Lgk6cEHH9T111+vuLg4LVu2TBaLRW+99VaNx5k+fboKCwvNtm/fvnqdHwAAAACqsYa1EbVv314Wi0W7d++uc5zdbldJSYl27Nghh8OhKVOmSDoRWMeOHav8/Hxt27ZNEyZMcNvXarUqJibGrT80NNQMr5IUFBSkb7/9Vjk5ORoxYoTZXx0+vby8tGfPHkVHR5vbNmzYoD179mjFihUuxw4JCZHkumbV29tbUVFRys3NrfEavb295e3tXed9AAAAAIC6EFgbUVBQkIYMGaK0tDTdc889butYCwoKFBgYqOjoaFmtVq1atUpZWVmy2WySpLCwMIWFhWnhwoUqLy9v0PpVLy8vtyB70UUX6YsvvnDpe+ihh1RcXKxnnnnG7THdpUuXKi4uTj169HDpj4uLk7e3t/bs2aOBAwdKkioqKpSTk+P2yDIAAAAANBYCayNLS0vTgAED1KdPH82cOVPdu3dXZWWl1qxZo/T0dO3atUvSiVnWxYsXKyYmRq1btzb3t9lsWrRokflyppMdPnxYeXl5Ln2BgYEuj/BW8/HxUdeuXd3GSnLrLyoq0ltvvaWFCxe6Hcff319/+ctf9Mgjj8hqtSo8PNz8RuuoUaPqcVcAAAAAoOFYw9rIoqKilJmZKbvdrpSUFHXt2lVXXHGF1q1bp/T0dHOc3W5XcXGxuX61ms1mU3Fxca2zq4mJiQoJCXFp77777hnX/eabb8owDN188801bp8/f76SkpJ022236dJLL9UPP/yg9evXq0WLFmd8bgAAAACoicWo75uCgDNQVFSkgIAAKewBqYn7bDD+x8idcb5LAAAAAM6a6mxQWFgof3//OscywwoAAAAA8EgEVgAAAACARyKwAgAAAAA8EoEVAAAAAOCRCKwAAAAAAI/Ed1hxThV+PfWUbwIDAAAAAIkZVgAAAACAhyKwAgAAAAA8EoEVAAAAAOCRCKwAAAAAAI/ES5dwTgV0nic18TnfZfymGbkzzncJAAAAwDnBDCsAAAAAwCMRWAEAAAAAHonACgAAAADwSARWAAAAAIBHIrACAAAAADwSgRUAAAAA4JEIrAAAAAAAj0RgPQvy8vJ09913KyoqSt7e3rJarRoxYoTWrVunpKQkDR061GV8RkaGLBaLUlNTXfpTU1PVrl07SVJOTo4sFkuNbevWrbXW8uKLL+qyyy5TixYt1KJFCyUmJmr79u0uY44ePaq//e1vatu2rZo1a6bOnTtryZIl5va6zv3WW2+d4d0CAAAAgJp5ne8Cfm9ycnI0YMAABQYGav78+erWrZsqKiq0evVqJScna9KkSZo8ebIqKyvl5XXi9jscDlmtVjmdTpdjORwO2e12l761a9eqS5cuLn0tW7astR6n06mbb75Z8fHx8vHx0bx58zR48GB99dVXCgsLkyTdf//9Wr9+vf75z38qIiJCH3/8sSZOnKjQ0FCNHDlSVqtVBw8edDnuCy+8oPnz52vYsGGne6sAAAAAoE4WwzCM813E78nw4cP1+eefa8+ePfL19XXZVlBQoEOHDqlDhw7asmWL+vXrJ0nq27evbr/9dqWkpOjIkSPy8fFRaWmpAgMDtWTJEt1xxx3KyclRZGSkPvvsM/Xs2fO066uqqlKLFi303HPPafTo0ZKkrl276qabbtKMGTPMcXFxcRo2bJgef/zxGo/Tq1cvXXLJJVq6dGmN28vKylRWVmb+XFRUJKvVKoU9IDXxOe36IRm5M049CAAAAPBQRUVFCggIUGFhofz9/escyyPBjSg/P18ZGRlKTk52C6uSFBgYqNjYWIWGhsrhcEiSiouLlZmZqVGjRikiIkJbtmyRJG3evFllZWVuM6xn6tixY6qoqFBQUJDZFx8fr1WrVmn//v0yDEMOh0PffPONBg8eXOMxPv30U2VlZenOO++s9Txz5sxRQECA2axWa6NeBwAAAIDfPwJrI8rOzpZhGOrYsWOd4+x2u/n474YNGxQbG6vg4GANGjTI7Hc6nYqMjFR4eLjLvvHx8fLz83NpDTF16lSFhoYqMTHR7Fu0aJE6d+6stm3b6sILL9TQoUOVlpamQYMG1XiMpUuXqlOnToqPj6/1PNOnT1dhYaHZ9u3b16A6AQAAAIA1rI2ovk9XJyQk6L777lNFRYWcTqcSEhIkSTabTc8//7ykE4G1ptnVFStWqFOnTm79ubm56ty5s/nzAw88oAceeMBlzNy5c/Xmm2/K6XTKx+d/j+UuWrRIW7du1apVqxQeHq5PPvlEycnJbsFWkn755Re98cYbLo8P18Tb21ve3t513wgAAAAAqAOBtRG1b99eFotFu3fvrnOc3W5XSUmJduzYIYfDoSlTpkg6EVjHjh2r/Px8bdu2TRMmTHDb12q1KiYmxq0/NDRUWVlZ5s+/fuRXkhYsWKC5c+dq7dq16t69u9n/yy+/6IEHHtA777yjK6+8UpLUvXt3ZWVlacGCBW6B9d///reOHTtmrn8FAAAAgLOFR4IbUVBQkIYMGaK0tDSVlJS4bS8oKJAkRUdHy2q1atWqVcrKypLNZpMkhYWFKSwsTAsXLlR5eXmD1q96eXkpJibGbL8OrE888YQee+wxZWRkqHfv3i77VVRUqKKiQk2auP4qXHDBBTp+/LjbeZYuXaqRI0cqODi43rUBAAAAwOlghrWRpaWlacCAAerTp49mzpyp7t27q7KyUmvWrFF6erp27dol6cQs6+LFixUTE6PWrVub+9tsNi1atMh8OdPJDh8+rLy8PJe+wMBAl0d8f23evHl6+OGH9cYbbygiIsLct3r9q7+/v2w2m6ZMmaJmzZopPDxc//nPf/Tqq6/qySefdDlWdna2PvnkE3344YdndI8AAAAAoD6YYW1kUVFRyszMlN1uV0pKirp27aorrrhC69atU3p6ujnObreruLjYXL9azWazqbi4uNbZ1cTERIWEhLi0d999t9Z60tPTVV5erhtuuMFlnwULFphj3nzzTV166aW69dZb1blzZ82dO1ezZs3SX/7yF5djvfTSS2rbtm2tbw8GAAAAgMbEd1hxTlR/a4nvsJ45vsMKAACA3zK+wwoAAAAA+M0jsAIAAAAAPBKBFQAAAADgkQisAAAAAACPxGdtcE4Vfj31lAurAQAAAEBihhUAAAAA4KEIrAAAAAAAj9SgwLp9+3ZVVVXVur2srEz/+te/zrgoAAAAAAAaFFj79++vw4cPmz/7+/vru+++M38uKCjQzTff3HjVAQAAAAD+sBr00iXDMOr8ubY+oFpA53lSE5/zXQYamZE743yXAAAAgN+hRl/DarFYGvuQAAAAAIA/IF66BAAAAADwSA3+DuvXX3+tvLw8SSce/929e7eOHj0qSfrvf//buNUBAAAAAP6wGhxY//SnP7msU73qqqsknXgU2DAMHgkGAAAAADSKBgXW77///mzVAQAAAACAiwYF1vDw8LNVBwAAAAAALhr00qXw8HCNGTNGr776qvbt23e2agIAAAAAoGGBdcyYMfr+++81YcIERUREKCYmRuPHj9fy5cvNFzGhfvLy8nT33XcrKipK3t7eslqtGjFihNatW6ekpCQNHTrUZXxGRoYsFotSU1Nd+lNTU9WuXTtJUk5OjiwWS41t69attdaSkJBQ4z5XXnmlOebo0aP629/+prZt26pZs2bq3LmzlixZ0ng3BAAAAABO0qBHgqvDUllZmTZt2qT//Oc/cjqdeu2111RRUaHY2FhdfvnlSktLOxu1/m7k5ORowIABCgwM1Pz589WtWzdVVFRo9erVSk5O1qRJkzR58mRVVlbKy+vEH5HD4ZDVapXT6XQ5lsPhkN1ud+lbu3atunTp4tLXsmXLWut5++23VV5ebv58+PBh9ejRQ6NGjTL77r//fq1fv17//Oc/FRERoY8//lgTJ05UaGioRo4cebq3AgAAAABqZTF+/crf03TkyBEtXLhQixYt0tGjR1VVVdUYtf1uDR8+XJ9//rn27NkjX19fl20FBQU6dOiQOnTooC1btqhfv36SpL59++r2229XSkqKjhw5Ih8fH5WWliowMFBLlizRHXfcoZycHEVGRuqzzz5Tz549T7u+p59+Wg8//LAOHjxo1te1a1fddNNNmjFjhjkuLi5Ow4YN0+OPP37KYxYVFSkgIEAKe0Bq4nPatcEzGbkzTj0IAAAA0P+yQWFhofz9/esc26BHgquVl5frP//5jx599FHZ7XaFhYVpxYoVuuGGG7Rs2bLTKvqPIj8/XxkZGUpOTnYLq5IUGBio2NhYhYaGyuFwSJKKi4uVmZmpUaNGKSIiQlu2bJEkbd68WWVlZW4zrGdq6dKlSkpKcqkvPj5eq1at0v79+2UYhhwOh7755hsNHjy4xmOUlZWpqKjIpQEAAABAQzQosM6cOVOXX365WrRoob/+9a86ePCg7rrrLmVnZ2vv3r1aunSpRo8efbZq/V3Izs6WYRjq2LFjnePsdrv5+O+GDRsUGxur4OBgDRo0yOx3Op2KjIx0e3tzfHy8/Pz8XFp9bd++XV9++aXGjRvn0r9o0SJ17txZbdu21YUXXqihQ4cqLS1NgwYNqvE4c+bMUUBAgNmsVmu9awAAAAAA6TTWsLZr104LFy7UqFGj6lwXiZrV9wnshIQE3XfffaqoqJDT6VRCQoIkyWaz6fnnn5d0IrDWNLu6YsUKderUya0/NzdXnTt3Nn9+4IEH9MADD7iMWbp0qbp166Y+ffq49C9atEhbt27VqlWrFB4erk8++UTJyckKDQ1VYmKi27mmT5+u+++/3/y5qKiI0AoAAACgQRoUWD/66CM5HA69/PLLuvfeexUbG6uEhATZbDbZbDYFBwefrTp/N9q3by+LxaLdu3fXOc5ut6ukpEQ7duyQw+HQlClTJJ0IrGPHjlV+fr62bdumCRMmuO1rtVoVExPj1h8aGqqsrCzz56CgIJftJSUlevPNNzVz5kyX/l9++UUPPPCA3nnnHfPNwd27d1dWVpYWLFhQY2D19vaWt7d3ndcIAAAAAHVp0CPBQ4YM0dy5c7V161b997//1bx583TRRRfpiSeeUNu2bdWlSxf97W9/O1u1/i4EBQVpyJAhSktLU0lJidv2goICSVJ0dLSsVqtWrVqlrKws2Ww2SVJYWJjCwsK0cOFClZeXN2j9qpeXl2JiYsx2cmB96623VFZWpj//+c8u/RUVFaqoqFCTJq6/LhdccIGOHz9e7/MDAAAAQEOc1kuXJKl58+YaPny4Zs+erWeeeUb333+/fvzxR6Wnpzdmfb9LaWlpqqqqUp8+fbRy5Urt3btXu3bt0rPPPqv+/fub4+x2uxYvXqyYmBi1bt3a7LfZbFq0aJH5cqaTHT58WHl5eS6ttLT0lHUtXbpU11xzjduj3v7+/rLZbJoyZYqcTqe+//57vfzyy3r11Vd17bXXnsGdAAAAAIDaNeiRYEk6fvy4du7cKYfDIafTqU2bNqmkpERt27bVtdde2+hvrP09ioqKUmZmpmbNmqWUlBQdPHhQwcHBiouLcwn8drtdr776qrl+tZrNZtOyZct0yy231Hj8mh7RXb58uZKSkmqtac+ePdq4caM+/vjjGre/+eabmj59um699Vbl5+crPDxcs2bN0l/+8pd6XDEAAAAANFyDvsM6bNgwbd68WcXFxQoNDZXdbldCQoLsdruioqLOZp34jeM7rL9vfIcVAAAA9dWQ77A2aIY1MDBQCxYsUEJCgtq3b39GRQIAAAAAUJcGrWEdP368nnrqKZf1lNUKCwvVpUsXbdiwodGKAwAAAAD8cTUosD7zzDO66667apy2DQgI0IQJE/Tkk082WnEAAAAAgD+uBgXWzz77TEOGDKl1++DBg/Xpp5+ecVEAAAAAADRoDeuhQ4fUtGnT2g/m5aWff/75jIvC71fh11NPubAaAAAAAKQGzrCGhYXpyy+/rHX7559/rpCQkDMuCgAAAACABgXW4cOHa8aMGSotLXXb9ssvv+iRRx7RVVdd1WjFAQAAAAD+uBr0HdaffvpJl1xyiS644AL97W9/U4cOHSRJu3fvVlpamqqqqpSZmVnjW4Txx9aQby0BAAAA+P06a99hbd26tTZv3qy//vWvmj59uqqzrsVi0ZAhQ5SWlkZYBQAAAAA0igYFVkkKDw/Xhx9+qCNHjig7O1uGYah9+/Zq0aLF2agPAAAAAPAH1eDAWq1Fixa69NJLG7MW/AEEdJ4nNfE532XgN87InXG+SwAAAMA50KCXLgEAAAAAcK4QWAEAAAAAHonACgAAAADwSARWAAAAAIBHIrACAAAAADwSgRUAAAAA4JEIrGdBXl6e7r77bkVFRcnb21tWq1UjRozQunXrlJSUpKFDh7qMz8jIkMViUWpqqkt/amqq2rVrJ0nKycmRxWKpsW3durXWWr766itdf/31ioiIkMVi0dNPP+025pNPPtGIESMUGhoqi8Wid999123MTz/9pDvuuEOhoaG66KKLNHToUO3du7fB9wYAAAAA6ovA2shycnIUFxen9evXa/78+friiy+UkZEhu92u5ORk2e12bdq0SZWVleY+DodDVqtVTqfT5VgOh0N2u92lb+3atTp48KBLi4uLq7WeY8eOKSoqSnPnzlWbNm1qHFNSUqIePXooLS2txu2GYeiaa67Rd999p/fee0+fffaZwsPDlZiYqJKSknreGQAAAABoGK/zXcDvzcSJE2WxWLR9+3b5+vqa/V26dNHYsWN16NAhHT16VDt37lS/fv0kSU6nU9OmTVNKSopKS0vl4+Oj0tJSbdu2TWPGjHE5fsuWLWsNnjW59NJLdemll0qSpk2bVuOYYcOGadiwYbUeY+/evdq6dau+/PJLdenSRZKUnp6uNm3aaPny5Ro3bly96wEAAACA+mKGtRHl5+crIyNDycnJLmG1WmBgoGJjYxUaGiqHwyFJKi4uVmZmpkaNGqWIiAht2bJFkrR582aVlZW5zbCeD2VlZZIkHx8fs69Jkyby9vbWxo0ba92nqKjIpQEAAABAQxBYG1F2drYMw1DHjh3rHGe3283Hfzds2KDY2FgFBwdr0KBBZr/T6VRkZKTCw8Nd9o2Pj5efn59LO9s6duyodu3aafr06Tpy5IjKy8s1b948/fjjjzp48GCN+8yZM0cBAQFms1qtZ71OAAAAAL8vBNZGZBhGvcYlJCRo06ZNqqiokNPpVEJCgiTJZrO5BNaaZldXrFihrKwslyZJubm5LiF29uzZjXFJkqSmTZvq7bff1jfffKOgoCBddNFFcjgcGjZsmJo0qflXaPr06SosLDTbvn37Gq0eAAAAAH8MrGFtRO3bt5fFYtHu3bvrHGe321VSUqIdO3bI4XBoypQpkk4E1rFjxyo/P1/btm3ThAkT3Pa1Wq2KiYlx6w8NDTXDqyQFBQWd2cWcJC4uTllZWSosLFR5ebmCg4PVt29f9e7du8bx3t7e8vb2btQaAAAAAPyxMMPaiIKCgjRkyBClpaXV+PbcgoICSVJ0dLSsVqtWrVqlrKws2Ww2SVJYWJjCwsK0cOFClZeXN2j9qpeXl2JiYszW2IG1WkBAgIKDg7V3717t3LlTV1999Vk5DwAAAAAww9rI0tLSNGDAAPXp00czZ85U9+7dVVlZqTVr1ig9PV27du2SdGKWdfHixYqJiVHr1q3N/W02mxYtWmS+nOlkhw8fVl5enktfYGCgywuRfq28vFxff/21+d/79+9XVlaW/Pz8zJnao0ePKjs729zn+++/V1ZWloKCgszvwL711lsKDg5Wu3bt9MUXX+jee+/VNddco8GDB5/B3QIAAACA2jHD2siioqKUmZkpu92ulJQUde3aVVdccYXWrVun9PR0c5zdbldxcbG5frWazWZTcXFxrbOriYmJCgkJcWnvvvturfUcOHBAvXr1Uq9evXTw4EEtWLBAvXr1cvkUzc6dO80xknT//ferV69eevjhh80xBw8e1G233aaOHTvqnnvu0W233ably5efxh0CAAAAgPqxGPV9UxBwBoqKihQQECCFPSA1qXk2GKgvI3fG+S4BAAAAp6k6GxQWFsrf37/OscywAgAAAAA8EoEVAAAAAOCRCKwAAAAAAI9EYAUAAAAAeCQ+a4NzqvDrqadcWA0AAAAAEjOsAAAAAAAPRWAFAAAAAHgkAisAAAAAwCMRWAEAAAAAHonACgAAAADwSLwlGOdUQOd5UhOf810GfkeM3BnnuwQAAACcJcywAgAAAAA8EoEVAAAAAOCRCKwAAAAAAI9EYAUAAAAAeCQCKwAAAADAIxFYAQAAAAAeicB6nuTl5enuu+9WVFSUvL29ZbVaNWLECK1bt05JSUkaOnSoy/iMjAxZLBalpqa69Kempqpdu3aSpJycHFkslhrb1q1ba63lxRdf1GWXXaYWLVqoRYsWSkxM1Pbt283tFRUVmjp1qrp16yZfX1+FhoZq9OjROnDgQOPdEAAAAAA4CYH1PMjJyVFcXJzWr1+v+fPn64svvlBGRobsdruSk5Nlt9u1adMmVVZWmvs4HA5ZrVY5nU6XYzkcDtntdpe+tWvX6uDBgy4tLi6u1nqcTqduvvlmORwObdmyRVarVYMHD9b+/fslSceOHVNmZqZmzJihzMxMvf3229qzZ49GjhzZeDcFAAAAAE5iMQzDON9F/NEMHz5cn3/+ufbs2SNfX1+XbQUFBTp06JA6dOigLVu2qF+/fpKkvn376vbbb1dKSoqOHDkiHx8flZaWKjAwUEuWLNEdd9yhnJwcRUZG6rPPPlPPnj1Pu76qqiq1aNFCzz33nEaPHl3jmB07dqhPnz764YcfzBneuhQVFSkgIEAKe0Bq4nPatQEnM3JnnO8SAAAA0ADV2aCwsFD+/v51jmWG9RzLz89XRkaGkpOT3cKqJAUGBio2NlahoaFyOBySpOLiYmVmZmrUqFGKiIjQli1bJEmbN29WWVmZ2wzrmTp27JgqKioUFBRU65jCwkJZLBYFBgbWuL2srExFRUUuDQAAAAAagsB6jmVnZ8swDHXs2LHOcXa73Xz8d8OGDYqNjVVwcLAGDRpk9judTkVGRio8PNxl3/j4ePn5+bm0hpg6dapCQ0OVmJhY4/bS0lJNnTpVN998c63/IjJnzhwFBASYzWq1NqgGAAAAACCwnmP1fQI7ISFBmzZtUkVFhZxOpxISEiRJNpvNJbDWNLu6YsUKZWVluTRJys3NdQmxs2fPdtt37ty5evPNN/XOO+/Ix8f90d2KigrdeOONMgxD6enptdY/ffp0FRYWmm3fvn31um4AAAAAqOZ1vgv4o2nfvr0sFot2795d5zi73a6SkhLt2LFDDodDU6ZMkXQisI4dO1b5+fnatm2bJkyY4Lav1WpVTEyMW39oaKgZXiW5PfK7YMECzZ07V2vXrlX37t3d9q8Oqz/88IPWr19f5/Pm3t7e8vb2rvMaAQAAAKAuzLCeY0FBQRoyZIjS0tJUUlLitr2goECSFB0dLavVqlWrVikrK0s2m02SFBYWprCwMC1cuFDl5eUNWr/q5eWlmJgYs/06sD7xxBN67LHHlJGRod69e7vtWx1W9+7dq7Vr16ply5YNvHIAAAAAaBgC63mQlpamqqoq9enTRytXrtTevXu1a9cuPfvss+rfv785zm63a/HixYqJiVHr1q3NfpvNpkWLFpkvZzrZ4cOHlZeX59JKS0trrWfevHmaMWOGXnrpJUVERJj7HD16VNKJsHrDDTdo586dev3111VVVWWOKS8vb8Q7AwAAAAD/Q2A9D6KiopSZmSm73a6UlBR17dpVV1xxhdatW+eyLtRut6u4uNhcv1rNZrOpuLi41tnVxMREhYSEuLR333231nrS09NVXl6uG264wWWfBQsWSJL279+vVatW6ccff1TPnj1dxmzevPmM7wcAAAAA1ITvsOKc4DusOFv4DisAAMBvC99hBQAAAAD85hFYAQAAAAAeicAKAAAAAPBIBFYAAAAAgEfyOt8F4I+l8Oupp1xYDQAAAAASM6wAAAAAAA9FYAUAAAAAeCQCKwAAAADAIxFYAQAAAAAeicAKAAAAAPBIvCUY51RA53lSE5/zXQYgSTJyZ5zvEgAAAFAHZlgB4P9r797Dqirz/o9/NqKgIiCGcnArICKpaGaeC9gTCtXjZAcLOyp2lGwytNSyzCYPmT2Vg9Q0mh2mtIOa09Pgo7S3pSKYxHTwkFQMZZDzkzgmJ12/P/y5fu04CIqwq/fruu7rct/rXvf6rj3r0j5zr7U2AAAAXBKBFQAAAADgkgisAAAAAACXRGAFAAAAALgkAisAAAAAwCURWAEAAAAALonACgAAAABwSQTWc6CoqEgzZ85UWFiYPDw8ZLVaNXHiRGVkZCgxMVEJCQlO49PT02WxWLRw4UKn/oULF6pPnz6SpPz8fFkslgbb7t27G63lxRdf1CWXXKLu3bure/fuiouLU3Z2ttMYwzD0yCOPKDAwUJ07d1ZcXJwOHTrkNKa4uFg33nijvL295evrq+nTp6uiouIsviUAAAAAaBqBtZXl5+dr+PDh+uCDD7R8+XJ99tlnSk9Pl81mU3Jysmw2m3bu3Km6ujpzH7vdLqvVKofD4TSX3W6XzWZz6tu2bZsKCwud2vDhwxutx+FwaMqUKbLb7crMzJTVatWECRN0+PBhc8yTTz6p5557Ts8//7yysrLUtWtXxcfHq6qqyhxz44036osvvtDWrVv13nvv6cMPP9Qdd9xxlt8WAAAAADTOYhiG0d5F/JZcfvnl+vTTT3Xw4EF17drVaVtJSYmOHDmiAQMGKDMzU6NHj5YkjRo1SrfeeqtSUlL0448/ytPTU1VVVfL19dXzzz+vqVOnKj8/X6Ghofrkk090wQUXnHF9x48fV/fu3fWXv/xFt9xyiwzDUFBQkFJSUjR79mxJUmlpqXr16qW1a9cqMTFR+/fv18CBA7Vnzx5ddNFFkk6uCl9++eX67rvvFBQUVO841dXVqq6uNj+XlZXJarVKwfMlN88zrh9oTUbBgvYuAQAA4HenrKxMPj4+Ki0tlbe3d5NjWWFtRcXFxUpPT1dycnK9sCpJvr6+ioiIUFBQkOx2uySpvLxcOTk5mjx5skJCQpSZmSlJ2rVrl6qrq+utsJ6tn376SbW1tfLz85MkffPNNyoqKlJcXJw5xsfHR6NGjTJryczMlK+vrxlWJSkuLk5ubm7Kyspq8DhLliyRj4+P2axWa6ueBwAAAIDfPgJrK8rLy5NhGIqMjGxynM1mM2///eijjxQRESF/f39FR0eb/Q6HQ6Ghoerbt6/TvmPHjpWXl5dTa4kHH3xQQUFBZkAtKiqSJPXq1ctpXK9evcxtRUVF6tmzp9N2d3d3+fn5mWN+ad68eSotLTXbt99+26I6AQAAAIDA2oqae3d1bGysdu7cqdraWjkcDsXGxkqSYmJinAJrQ6ur69evV25urlOTpIKCAqcQu3jx4nr7Ll26VOvWrdPGjRvl6Xlub8v18PCQt7e3UwMAAACAlnBv7wJ+S/r37y+LxaIDBw40Oc5ms6myslJ79uyR3W7XnDlzJJ0MrElJSSouLlZWVpbuvPPOevtarVaFh4fX6w8KCjLDqyTzlt9TnnrqKS1dulTbtm3TkCFDzP6AgABJ0g8//KDAwECz/4cffjCflQ0ICNCRI0ec5qurq1NxcbG5PwAAAAC0NlZYW5Gfn5/i4+OVmpqqysrKettLSkokSf369ZPVatXmzZuVm5urmJgYSVJwcLCCg4O1YsUK1dTUtOj5VXd3d4WHh5vt54H1ySef1OOPP6709HSn51AlKTQ0VAEBAcrIyDD7ysrKlJWVpTFjxkiSxowZo5KSEu3du9cc88EHH+jEiRMaNWpUs2sEAAAAgJYgsLay1NRUHT9+XCNHjtQ777yjQ4cOaf/+/XruuefMACidXGVdtWqVwsPDnZ4fjYmJ0cqVK82XM/3S0aNHVVRU5NR+/vMzv7Rs2TItWLBAa9asUUhIiLnPqd9QtVgsuu+++/TnP/9Zmzdv1meffaZbbrlFQUFBmjRpkiTp/PPPV0JCgm6//XZlZ2dr586duueee5SYmNhgjQAAAADQGgisrSwsLEw5OTmy2WxKSUnR4MGDNX78eGVkZCgtLc0cZ7PZVF5ebj6/ekpMTIzKy8sbXV2Ni4tTYGCgU9u0aVOj9aSlpammpkbXXnut0z5PPfWUOeaBBx7QzJkzdccdd2jEiBGqqKhQenq603Ouf//73xUZGalLL71Ul19+uS6++GL99a9/PbMvCQAAAACagd9hRZs49VtL/A4rXAm/wwoAAND2+B1WAAAAAMCvHoEVAAAAAOCSCKwAAAAAAJdEYAUAAAAAuCT39i4Avy+l+x487YPVAAAAACCxwgoAAAAAcFEEVgAAAACASyKwAgAAAABcEoEVAAAAAOCSeOkS2pTPwGWSm2d7lwE0yihY0N4lAAAA4P9hhRUAAAAA4JIIrAAAAAAAl0RgBQAAAAC4JAIrAAAAAMAlEVgBAAAAAC6JwAoAAAAAcEkEVgAAAACASyKwngNFRUWaOXOmwsLC5OHhIavVqokTJyojI0OJiYlKSEhwGp+eni6LxaKFCxc69S9cuFB9+vSRJOXn58tisTTYdu/e3WgtGzZs0EUXXSRfX1917dpVF1xwgV599VWnMVOnTq03589rzM/P1/Tp0xUaGqrOnTurX79+evTRR1VTU3OW3xQAAAAANM69vQv4rcnPz9e4cePk6+ur5cuXKyoqSrW1tdqyZYuSk5M1a9YszZ49W3V1dXJ3P/n12+12Wa1WORwOp7nsdrtsNptT37Zt2zRo0CCnvh49ejRaj5+fnx566CFFRkaqU6dOeu+99zRt2jT17NlT8fHx5riEhAS99NJL5mcPDw/zzwcOHNCJEyf0wgsvKDw8XJ9//rluv/12VVZW6qmnnmrxdwQAAAAAzUFgbWUzZsyQxWJRdna2unbtavYPGjRISUlJOnLkiCoqKvTxxx9r9OjRkiSHw6G5c+cqJSVFVVVV8vT0VFVVlbKysjRt2jSn+Xv06KGAgIBm1xMbG+v0+U9/+pNefvll7dixwymwenh4NDpvQkKC04prWFiYDh48qLS0NAIrAAAAgHOGW4JbUXFxsdLT05WcnOwUVk/x9fVVRESEgoKCZLfbJUnl5eXKycnR5MmTFRISoszMTEnSrl27VF1dXW+F9WwYhqGMjAwdPHhQ0dHRTtscDod69uypAQMG6O6779bRo0ebnKu0tFR+fn6Nbq+urlZZWZlTAwAAAICWILC2ory8PBmGocjIyCbH2Ww28/bfjz76SBEREfL391d0dLTZ73A4FBoaqr59+zrtO3bsWHl5eTm10yktLZWXl5c6deqkK664QitXrtT48ePN7QkJCXrllVeUkZGhZcuWafv27brssst0/PjxRs9z5cqVuvPOOxs95pIlS+Tj42M2q9V62joBAAAA4Oe4JbgVGYbRrHGxsbG67777VFtbK4fDYd62GxMToxdeeEHSycDa0Orq+vXrdf7559frLygo0MCBA83P8+fP1/z58yVJ3bp1U25urioqKpSRkaH7779fYWFh5nETExPN/aKiojRkyBD169dPDodDl156qdNxDh8+rISEBE2ePFm33357o+c4b9483X///ebnsrIyQisAAACAFiGwtqL+/fvLYrHowIEDTY6z2WyqrKzUnj17ZLfbNWfOHEknA2tSUpKKi4uVlZXV4Aqm1WpVeHh4vf6goCDl5uaan39+u66bm5u5zwUXXKD9+/dryZIl9Z5vPSUsLEznnXee8vLynALr999/L5vNprFjx+qvf/1rk+fo4eHh9OImAAAAAGgpbgluRX5+foqPj1dqaqoqKyvrbS8pKZEk9evXT1arVZs3b1Zubq5iYmIkScHBwQoODtaKFStUU1PToudX3d3dFR4ebramni89ceKEqqurG93+3Xff6ejRowoMDDT7Dh8+rNjYWA0fPlwvvfSS3Ny4dAAAAACcW6ywtrLU1FSNGzdOI0eO1KJFizRkyBDV1dVp69atSktL0/79+yWdXGVdtWqVwsPD1atXL3P/mJgYrVy50nw50y8dPXpURUVFTn2+vr7y9PRssJ4lS5booosuUr9+/VRdXa33339fr776qtLS0iRJFRUVeuyxx3TNNdcoICBAX331lR544AGFh4ebbxE+FVb79u2rp556Sv/5z3/M+VvyxmIAAAAAaAkCaysLCwtTTk6OnnjiCaWkpKiwsFD+/v4aPny4GRKlk4H1lVdeqXdbbkxMjF566SXdcMMNDc4fFxdXr++NN95weg715yorKzVjxgx999136ty5syIjI/Xaa6/p+uuvlyR16NBBn376qV5++WWVlJQoKChIEyZM0OOPP27e0rt161bl5eUpLy9PvXv3dpq/uc/tAgAAAEBLWQwSB9pAWVmZfHx8pOD5klvDq8GAKzAKFrR3CQAAAL9pp7JBaWmpvL29mxzLg4gAAAAAAJdEYAUAAAAAuCQCKwAAAADAJRFYAQAAAAAuibcEo02V7nvwtA9WAwAAAIDECisAAAAAwEURWAEAAAAALonACgAAAABwSQRWAAAAAIBLIrACAAAAAFwSbwlGm/IZuExy82zvMoAmGQUL2rsEAAAAiBVWAAAAAICLIrACAAAAAFwSgRUAAAAA4JIIrAAAAAAAl0RgBQAAAAC4JAIrAAAAAMAlEVjbQVFRkWbOnKmwsDB5eHjIarVq4sSJysjIUGJiohISEpzGp6eny2KxaOHChU79CxcuVJ8+fSRJ+fn5slgsDbbdu3c3Wc8zzzyjAQMGqHPnzrJarZo1a5aqqqrM7eXl5brvvvvUt29fde7cWWPHjtWePXta58sAAAAAgEbwO6xtLD8/X+PGjZOvr6+WL1+uqKgo1dbWasuWLUpOTtasWbM0e/Zs1dXVyd395P88drtdVqtVDofDaS673S6bzebUt23bNg0aNMipr0ePHo3W8/rrr2vu3Llas2aNxo4dqy+//FJTp06VxWLR008/LUm67bbb9Pnnn+vVV19VUFCQXnvtNcXFxWnfvn0KDg5uhW8FAAAAAOojsLaxGTNmyGKxKDs7W127djX7Bw0apKSkJB05ckQVFRX6+OOPNXr0aEmSw+HQ3LlzlZKSoqqqKnl6eqqqqkpZWVmaNm2a0/w9evRQQEBAs+vZtWuXxo0bpxtuuEGSFBISoilTpigrK0uSdOzYMb3zzjt69913FR0dLenkyu4//vEPpaWl6c9//vNZfR8AAAAA0BhuCW5DxcXFSk9PV3JyslNYPcXX11cREREKCgqS3W6XdPJ23JycHE2ePFkhISHKzMyUdDJoVldX11thbamxY8dq7969ys7OliR9/fXXev/993X55ZdLkurq6nT8+HF5eno67de5c2ft2LGj0Xmrq6tVVlbm1AAAAACgJQisbSgvL0+GYSgyMrLJcTabzbz996OPPlJERIT8/f0VHR1t9jscDoWGhqpv375O+44dO1ZeXl5OrSk33HCDFi1apIsvvlgdO3ZUv379FBsbq/nz50uSunXrpjFjxujxxx/X999/r+PHj+u1115TZmamCgsLG513yZIl8vHxMZvVaj3NtwMAAAAAzgisbcgwjGaNi42N1c6dO1VbWyuHw6HY2FhJUkxMjFNgbWh1df369crNzXVqklRQUOAUYhcvXmzOs3jxYq1atUo5OTnasGGD/ud//kePP/64Oeerr74qwzAUHBwsDw8PPffcc5oyZYrc3Bq/fObNm6fS0lKzffvtt806dwAAAAA4hWdY21D//v1lsVh04MCBJsfZbDZVVlZqz549stvtmjNnjqSTgTUpKUnFxcXKysrSnXfeWW9fq9Wq8PDwev1BQUFmeJUkPz8/SdKCBQt0880367bbbpMkRUVFqbKyUnfccYceeughubm5qV+/ftq+fbsqKytVVlamwMBAXX/99QoLC2v0HDw8POTh4XHa7wQAAAAAGsMKaxvy8/NTfHy8UlNTVVlZWW97SUmJJKlfv36yWq3avHmzcnNzFRMTI0kKDg5WcHCwVqxYoZqamhY9v+ru7q7w8HCznQqsP/30U72V0g4dOkiqvyLctWtXBQYG6scff9SWLVt05ZVXNvv4AAAAANBSrLC2sdTUVI0bN04jR47UokWLNGTIENXV1Wnr1q1KS0vT/v37JZ1cZV21apXCw8PVq1cvc/+YmBitXLnSfDnTLx09elRFRUVOfb6+vvVemnTKxIkT9fTTT2vYsGEaNWqU8vLytGDBAk2cONEMrlu2bJFhGBowYIDy8vI0Z84cRUZG1ntDMQAAAAC0JgJrGwsLC1NOTo6eeOIJpaSkqLCwUP7+/ho+fLjS0tLMcTabTa+88or5/OopMTExeumll8yfofmluLi4en1vvPGGEhMTGxz/8MMPy2Kx6OGHH9bhw4fl7++viRMn6oknnjDHlJaWat68efruu+/k5+ena665Rk888YQ6dux4Bt8AAAAAADSPxWjum4CAs1BWViYfHx8peL7k1vBqL+AqjIIF7V0CAADAb9apbFBaWipvb+8mx/IMKwAAAADAJRFYAQAAAAAuicAKAAAAAHBJBFYAAAAAgEviLcFoU6X7Hjztg9UAAAAAILHCCgAAAABwUQRWAAAAAIBLIrACAAAAAFwSgRUAAAAA4JIIrAAAAAAAl8RbgtGmfAYuk9w827sM4LSMggXtXQIAAMDvHiusAAAAAACXRGAFAAAAALgkAisAAAAAwCURWAEAAAAALonACgAAAABwSQRWAAAAAIBLIrCeA0VFRZo5c6bCwsLk4eEhq9WqiRMnKiMjQ4mJiUpISHAan56eLovFooULFzr1L1y4UH369JEk5efny2KxNNh2797drLrWrVsni8WiSZMmOfVv2LBBEyZMUI8ePWSxWJSbm9vg/pmZmfrDH/6grl27ytvbW9HR0Tp27Fizjg0AAAAALcXvsLay/Px8jRs3Tr6+vlq+fLmioqJUW1urLVu2KDk5WbNmzdLs2bNVV1cnd/eTX7/dbpfVapXD4XCay263y2azOfVt27ZNgwYNcurr0aNHs+qaPXu2LrnkknrbKisrdfHFF+u6667T7bff3uD+mZmZSkhI0Lx587Ry5Uq5u7vrX//6l9zc+P88AAAAAJwbBNZWNmPGDFksFmVnZ6tr165m/6BBg5SUlKQjR46ooqJCH3/8sUaPHi1Jcjgcmjt3rlJSUlRVVSVPT09VVVUpKytL06ZNc5q/R48eCggIaFFNx48f14033qjHHntMH330kUpKSpy233zzzZJOhtrGzJo1S/fee6/mzp1r9g0YMKBFdQAAAABAS7A81oqKi4uVnp6u5ORkp7B6iq+vryIiIhQUFCS73S5JKi8vV05OjiZPnqyQkBBlZmZKknbt2qXq6up6K6xnYtGiRerZs6emT59+RvsfOXJEWVlZ6tmzp8aOHatevXopJiZGO3bsaHSf6upqlZWVOTUAAAAAaAkCayvKy8uTYRiKjIxscpzNZjNv//3oo48UEREhf39/RUdHm/0Oh0OhoaHq27ev075jx46Vl5eXU2vKjh07tHr1ar344otnfF5ff/21pJPP1N5+++1KT0/XhRdeqEsvvVSHDh1qcJ8lS5bIx8fHbFar9YyPDwAAAOD3icDaigzDaNa42NhY7dy5U7W1tXI4HIqNjZUkxcTEOAXWhlZX169fr9zcXKcmSQUFBU4hdvHixSovL9fNN9+sF198Ueedd94Zn9eJEyckSXfeeaemTZumYcOG6b//+781YMAArVmzpsF95s2bp9LSUrN9++23Z3x8AAAAAL9PPMPaivr37y+LxaIDBw40Oc5ms6myslJ79uyR3W7XnDlzJJ0MrElJSSouLlZWVpbuvPPOevtarVaFh4fX6w8KCnJ6u6+fn5+++uor5efna+LEiWb/qfDp7u6ugwcPql+/fqc9r8DAQEnSwIEDnfrPP/98FRQUNLiPh4eHPDw8Tjs3AAAAADSGwNqK/Pz8FB8fr9TUVN177731nmMtKSmRr6+v+vXrJ6vVqs2bNys3N1cxMTGSpODgYAUHB2vFihWqqalp0fOr7u7u9YJsly5d9Nlnnzn1PfzwwyovL9ezzz7b7Nt0Q0JCFBQUpIMHDzr1f/nll7rsssuaXSMAAAAAtASBtZWlpqZq3LhxGjlypBYtWqQhQ4aorq5OW7duVVpamvbv3y/p5CrrqlWrFB4erl69epn7x8TEaOXKlebLmX7p6NGjKioqcurz9fWVp6dnvbGenp4aPHhwvbGSnPqLi4tVUFCg77//XpLMYBoQEKCAgABZLBbNmTNHjz76qIYOHaoLLrhAL7/8sg4cOKC33377DL4lAAAAADg9nmFtZWFhYcrJyZHNZlNKSooGDx6s8ePHKyMjQ2lpaeY4m82m8vJy8/nVU2JiYlReXt7o6mpcXJwCAwOd2qZNm86q5s2bN2vYsGG64oorJEmJiYkaNmyYnn/+eXPMfffdp3nz5mnWrFkaOnSoMjIytHXr1mbdUgwAAAAAZ8JiNPdNQcBZKCsrk4+PjxQ8X3KrvxoMuBqjYEF7lwAAAPCbdCoblJaWytvbu8mxrLACAAAAAFwSgRUAAAAA4JIIrAAAAAAAl0RgBQAAAAC4JH7WBm2qdN+Dp32wGgAAAAAkVlgBAAAAAC6KwAoAAAAAcEkEVgAAAACASyKwAgAAAABcEoEVAAAAAOCSeEsw2pTPwGWSm2d7lwHgV8QoWNDeJQAAgHbCCisAAAAAwCURWAEAAAAALonACgAAAABwSQRWAAAAAIBLIrACAAAAAFwSgRUAAAAA4JIIrO2kqKhIM2fOVFhYmDw8PGS1WjVx4kRlZGQoMTFRCQkJTuPT09NlsVi0cOFCp/6FCxeqT58+kqT8/HxZLJYG2+7duxut5cUXX9Qll1yi7t27q3v37oqLi1N2drbTGMMw9MgjjygwMFCdO3dWXFycDh061DpfBgAAAAA0gMDaDvLz8zV8+HB98MEHWr58uT777DOlp6fLZrMpOTlZNptNO3fuVF1dnbmP3W6X1WqVw+Fwmstut8tmszn1bdu2TYWFhU5t+PDhjdbjcDg0ZcoU2e12ZWZmymq1asKECTp8+LA55sknn9Rzzz2n559/XllZWeratavi4+NVVVXVOl8KAAAAAPyCxTAMo72L+L25/PLL9emnn+rgwYPq2rWr07aSkhIdOXJEAwYMUGZmpkaPHi1JGjVqlG699ValpKToxx9/lKenp6qqquTr66vnn39eU6dOVX5+vkJDQ/XJJ5/oggsuOOP6jh8/ru7du+svf/mLbrnlFhmGoaCgIKWkpGj27NmSpNLSUvXq1Utr165VYmLiaecsKyuTj4+PFDxfcvM849oA/P4YBQvauwQAANCKTmWD0tJSeXt7NzmWFdY2VlxcrPT0dCUnJ9cLq5Lk6+uriIgIBQUFyW63S5LKy8uVk5OjyZMnKyQkRJmZmZKkXbt2qbq6ut4K69n66aefVFtbKz8/P0nSN998o6KiIsXFxZljfHx8NGrUKLOWX6qurlZZWZlTAwAAAICWILC2sby8PBmGocjIyCbH2Ww28/bfjz76SBEREfL391d0dLTZ73A4FBoaqr59+zrtO3bsWHl5eTm1lnjwwQcVFBRkBtSioiJJUq9evZzG9erVy9z2S0uWLJGPj4/ZrFZri2oAAAAAAAJrG2vuHdixsbHauXOnamtr5XA4FBsbK0mKiYlxCqwNra6uX79eubm5Tk2SCgoKnELs4sWL6+27dOlSrVu3Ths3bpSn55nfujtv3jyVlpaa7dtvvz3juQAAAAD8Prm3dwG/N/3795fFYtGBAweaHGez2VRZWak9e/bIbrdrzpw5kk4G1qSkJBUXFysrK0t33nlnvX2tVqvCw8Pr9QcFBZnhVZJ5y+8pTz31lJYuXapt27ZpyJAhZn9AQIAk6YcfflBgYKDZ/8MPPzT6rKyHh4c8PDyaPEcAAAAAaAorrG3Mz89P8fHxSk1NVWVlZb3tJSUlkqR+/frJarVq8+bNys3NVUxMjCQpODhYwcHBWrFihWpqalr0/Kq7u7vCw8PN9vPA+uSTT+rxxx9Xenq6LrroIqf9QkNDFRAQoIyMDLOvrKxMWVlZGjNmTEtOHwAAAACajcDaDlJTU3X8+HGNHDlS77zzjg4dOqT9+/frueeecwqANptNq1atUnh4uNPzozExMVq5cqX5cqZfOnr0qIqKipxaUz8/s2zZMi1YsEBr1qxRSEiIuU9FRYUkyWKx6L777tOf//xnbd68WZ999pluueUWBQUFadKkSa33xQAAAADAzxBY20FYWJhycnJks9mUkpKiwYMHa/z48crIyFBaWpo5zmazqby83Hx+9ZSYmBiVl5c3uroaFxenwMBAp7Zp06ZG60lLS1NNTY2uvfZap32eeuopc8wDDzygmTNn6o477tCIESNUUVGh9PT0s3rOFQAAAACawu+wok3wO6wAzhS/wwoAwG8Lv8MKAAAAAPjVI7ACAAAAAFwSgRUAAAAA4JIIrAAAAAAAl0RgBQAAAAC4JPf2LgC/L6X7Hjztm8AAAAAAQGKFFQAAAADgogisAAAAAACXRGAFAAAAALgkAisAAAAAwCXx0iW0KZ+ByyQ3z/YuA8DviFGwoL1LAAAAZ4gVVgAAAACASyKwAgAAAABcEoEVAAAAAOCSCKwAAAAAAJdEYAUAAAAAuCQCKwAAAADAJRFYAQAAAAAuicB6DhQVFWnmzJkKCwuTh4eHrFarJk6cqIyMDCUmJiohIcFpfHp6uiwWixYuXOjUv3DhQvXp00eSlJ+fL4vF0mDbvXt3o7V88cUXuuaaaxQSEiKLxaJnnnmm3pglS5ZoxIgR6tatm3r27KlJkybp4MGDTmNiY2PrHfeuu+46sy8IAAAAAJqBwNrK8vPzNXz4cH3wwQdavny5PvvsM6Wnp8tmsyk5OVk2m007d+5UXV2duY/dbpfVapXD4XCay263y2azOfVt27ZNhYWFTm348OGN1vPTTz8pLCxMS5cuVUBAQINjtm/fruTkZO3evVtbt25VbW2tJkyYoMrKSqdxt99+u9Nxn3zyyRZ+OwAAAADQfO7tXcBvzYwZM2SxWJSdna2uXbua/YMGDVJSUpKOHDmiiooKffzxxxo9erQkyeFwaO7cuUpJSVFVVZU8PT1VVVWlrKwsTZs2zWn+Hj16NBo8GzJixAiNGDFCkjR37twGx6Snpzt9Xrt2rXr27Km9e/cqOjra7O/SpUuLjg0AAAAAZ4MV1lZUXFys9PR0JScnO4XVU3x9fRUREaGgoCDZ7XZJUnl5uXJycjR58mSFhIQoMzNTkrRr1y5VV1fXW2FtC6WlpZIkPz8/p/6///3vOu+88zR48GDNmzdPP/30U6NzVFdXq6yszKkBAAAAQEsQWFtRXl6eDMNQZGRkk+NsNpt5++9HH32kiIgI+fv7Kzo62ux3OBwKDQ1V3759nfYdO3asvLy8nFprOnHihO677z6NGzdOgwcPNvtvuOEGvfbaa7Lb7Zo3b55effVV3XTTTY3Os2TJEvn4+JjNarW2ap0AAAAAfvu4JbgVGYbRrHGxsbG67777VFtbK4fDodjYWElSTEyMXnjhBUknA2tDq6vr16/X+eefX6+/oKBAAwcOND/Pnz9f8+fPb/E5JCcn6/PPP9eOHTuc+u+44w7zz1FRUQoMDNSll16qr776Sv369as3z7x583T//febn8vKygitAAAAAFqEwNqK+vfvL4vFogMHDjQ5zmazqbKyUnv27JHdbtecOXMknQysSUlJKi4uVlZWlu688856+1qtVoWHh9frDwoKUm5urvn5l7fzNsc999yj9957Tx9++KF69+7d5NhRo0ZJOrmq3FBg9fDwkIeHR4trAAAAAIBTuCW4Ffn5+Sk+Pl6pqan13rArSSUlJZKkfv36yWq1avPmzcrNzVVMTIwkKTg4WMHBwVqxYoVqampa9Pyqu7u7wsPDzdaSwGoYhu655x5t3LhRH3zwgUJDQ0+7z6lwHBgY2OzjAAAAAEBLsMLaylJTUzVu3DiNHDlSixYt0pAhQ1RXV6etW7cqLS1N+/fvl3RylXXVqlUKDw9Xr169zP1jYmK0cuVK8+VMv3T06FEVFRU59fn6+srT07PBempqarRv3z7zz4cPH1Zubq68vLzMldrk5GS9/vrrevfdd9WtWzdzfh8fH3Xu3FlfffWVXn/9dV1++eXq0aOHPv30U82aNUvR0dEaMmTI2X9pAAAAANAAVlhbWVhYmHJycmSz2ZSSkqLBgwdr/PjxysjIUFpamjnOZrOpvLzcfH71lJiYGJWXlze6uhoXF6fAwECntmnTpkbr+f777zVs2DANGzZMhYWFeuqppzRs2DDddttt5pi0tDSVlpYqNjbWad7169dLkjp16qRt27ZpwoQJioyMVEpKiq655hr94x//OPMvCgAAAABOw2I0901BwFkoKyuTj4+PFDxfcmt4NRgAzgWjYEF7lwAAAH7mVDYoLS2Vt7d3k2NZYQUAAAAAuCQCKwAAAADAJRFYAQAAAAAuicAKAAAAAHBJ/KwN2lTpvgdP+2A1AAAAAEissAIAAAAAXBSBFQAAAADgkgisAAAAAACXRGAFAAAAALgkXrqENuUzcJnk5tneZQDAb4pRsKC9SwAA4JxghRUAAAAA4JIIrAAAAAAAl0RgBQAAAAC4JAIrAAAAAMAlEVgBAAAAAC6JwAoAAAAAcEkEVgAAAACASyKwngNFRUWaOXOmwsLC5OHhIavVqokTJyojI0OJiYlKSEhwGp+eni6LxaKFCxc69S9cuFB9+vSRJOXn58tisTTYdu/e3WgtsbGxDe5zxRVXmGMqKip0zz33qHfv3urcubMGDhyo559/3tze1LHfeuutVvjGAAAAAKA+9/Yu4LcmPz9f48aNk6+vr5YvX66oqCjV1tZqy5YtSk5O1qxZszR79mzV1dXJ3f3k12+322W1WuVwOJzmstvtstlsTn3btm3ToEGDnPp69OjRaD0bNmxQTU2N+fno0aMaOnSoJk+ebPbdf//9+uCDD/Taa68pJCRE//u//6sZM2YoKChIf/zjH2W1WlVYWOg071//+lctX75cl112WYu+HwAAAABoLgJrK5sxY4YsFouys7PVtWtXs3/QoEFKSkrSkSNHVFFRoY8//lijR4+WJDkcDs2dO1cpKSmqqqqSp6enqqqqlJWVpWnTpjnN36NHDwUEBDS7Hj8/P6fP69atU5cuXZwC665du3TrrbcqNjZWknTHHXfohRdeUHZ2tv74xz+qQ4cO9Y65ceNGXXfddfLy8mp2LQAAAADQEtwS3IqKi4uVnp6u5ORkp7B6iq+vryIiIhQUFCS73S5JKi8vV05OjiZPnqyQkBBlZmZKOhkiq6ur662wnq3Vq1crMTHRqb6xY8dq8+bNOnz4sAzDkN1u15dffqkJEyY0OMfevXuVm5ur6dOnN3qc6upqlZWVOTUAAAAAaAkCayvKy8uTYRiKjIxscpzNZjNv//3oo48UEREhf39/RUdHm/0Oh0OhoaHq27ev075jx46Vl5eXU2uu7Oxsff7557rtttuc+leuXKmBAweqd+/e6tSpkxISEpSamqro6OgG51m9erXOP/98jR07ttFjLVmyRD4+PmazWq3NrhMAAAAAJAJrqzIMo1njYmNjtXPnTtXW1srhcJi34sbExDgF1oZWV9evX6/c3FynJkkFBQVOIXbx4sX19l29erWioqI0cuRIp/6VK1dq9+7d2rx5s/bu3asVK1YoOTlZ27ZtqzfHsWPH9Prrrze5uipJ8+bNU2lpqdm+/fbbZnwzAAAAAPD/8QxrK+rfv78sFosOHDjQ5DibzabKykrt2bNHdrtdc+bMkXQysCYlJam4uFhZWVm688476+1rtVoVHh5erz8oKMgMr1L9Z1crKyu1bt06LVq0yKn/2LFjmj9/vjZu3Gi+OXjIkCHKzc3VU089pbi4OKfxb7/9tn766SfdcsstTZ6jh4eHPDw8mhwDAAAAAE1hhbUV+fn5KT4+XqmpqaqsrKy3vaSkRJLUr18/Wa1Wbd68Wbm5uYqJiZEkBQcHKzg4WCtWrFBNTU2Lnl91d3dXeHi42X4ZWN966y1VV1frpptucuqvra1VbW2t3NycL4UOHTroxIkT9Y6zevVq/fGPf5S/v3+zawMAAACAM8EKaytLTU3VuHHjNHLkSC1atEhDhgxRXV2dtm7dqrS0NO3fv1/SyVXWVatWKTw8XL169TL3j4mJ0cqVK82XM/3S0aNHVVRU5NTn6+srT0/PJutavXq1Jk2aVO8ncLy9vRUTE6M5c+aoc+fO6tu3r7Zv365XXnlFTz/9tNPYvLw8ffjhh3r//fdb9J0AAAAAwJlghbWVhYWFKScnRzabTSkpKRo8eLDGjx+vjIwMpaWlmeNsNpvKy8vN51dPiYmJUXl5eaOrq3FxcQoMDHRqmzZtarKmgwcPaseOHY0+d7pu3TqNGDFCN954owYOHKilS5fqiSee0F133eU0bs2aNerdu3ejbw8GAAAAgNZkMZr7piDgLJSVlcnHx0cKni+5Nb0aDABoGaNgQXuXAABAs53KBqWlpfL29m5yLCusAAAAAACXRGAFAAAAALgkAisAAAAAwCURWAEAAAAALomftUGbKt334GkfrAYAAAAAiRVWAAAAAICLIrACAAAAAFwSgRUAAAAA4JIIrAAAAAAAl0RgBQAAAAC4JN4SjDblM3CZ5ObZ3mUAAIB2ZBQsaO8SAPxKsMIKAAAAAHBJBFYAAAAAgEsisAIAAAAAXBKBFQAAAADgkgisAAAAAACXRGD9f2JjY3Xfffed9TxTp07VpEmTznoeAAAAAPi9+00H1qlTp8piseiuu+6qty05OVkWi0VTp06VJG3YsEGPP/74WR/z2Wef1dq1a896npawWCxm69q1q/r376+pU6dq7969LZ6rtYI7AAAAAJyt33RglSSr1ap169bp2LFjZl9VVZVef/119enTx+zz8/NTt27dzvp4Pj4+8vX1Pet5Wuqll15SYWGhvvjiC6WmpqqiokKjRo3SK6+80ua1AAAAAEBr+M0H1gsvvFBWq1UbNmww+zZs2KA+ffpo2LBhZt8vVxZXrVql/v37y9PTU7169dK1115rbnv77bcVFRWlzp07q0ePHoqLi1NlZaWk+rcEx8bG6t5779UDDzwgPz8/BQQEaOHChU41HjhwQBdffLE8PT01cOBAbdu2TRaLRZs2bWr2efr6+iogIEAhISGaMGGC3n77bd14442655579OOPP0qSjh49qilTpig4OFhdunRRVFSU3njjDXOOqVOnavv27Xr22WfNFdv8/HwdP35c06dPV2hoqDp37qwBAwbo2WefbXZtAAAAAHAmfvOBVZKSkpL00ksvmZ/XrFmjadOmNTr+448/1r333qtFixbp4MGDSk9PV3R0tCSpsLBQU6ZMUVJSkvbv3y+Hw6Grr75ahmE0Ot/LL7+srl27KisrS08++aQWLVqkrVu3SpKOHz+uSZMmqUuXLsrKytJf//pXPfTQQ61y3rNmzVJ5ebl5rKqqKg0fPlz/8z//o88//1x33HGHbr75ZmVnZ0s6eTvzmDFjdPvtt6uwsFCFhYWyWq06ceKEevfurbfeekv79u3TI488ovnz5+vNN99s9NjV1dUqKytzagAAAADQEu7tXUBbuOmmmzRv3jz9+9//liTt3LlT69atk8PhaHB8QUGBunbtqv/6r/9St27d1LdvX3M1trCwUHV1dbr66qvVt29fSVJUVFSTxx8yZIgeffRRSVL//v31l7/8RRkZGRo/fry2bt2qr776Sg6HQwEBAZKkJ554QuPHjz/r846MjJQk5efnS5KCg4M1e/Zsc/vMmTO1ZcsWvfnmmxo5cqR8fHzUqVMndenSxaxFkjp06KDHHnvM/BwaGqrMzEy9+eabuu666xo89pIlS5z2AQAAAICW+l0EVn9/f11xxRVau3atDMPQFVdcofPOO6/R8ePHj1ffvn0VFhamhIQEJSQk6KqrrlKXLl00dOhQXXrppYqKilJ8fLwmTJiga6+9Vt27d290viFDhjh9DgwM1JEjRyRJBw8elNVqdQqII0eOPMszPunUqq/FYpF0cjV38eLFevPNN3X48GHV1NSourpaXbp0Oe1cqampWrNmjQoKCnTs2DHV1NToggsuaHT8vHnzdP/995ufy8rKZLVaz+6EAAAAAPyu/C5uCZZO3ha8du1avfzyy0pKSmpybLdu3ZSTk6M33nhDgYGBeuSRRzR06FCVlJSoQ4cO2rp1q/75z39q4MCBWrlypQYMGKBvvvmm0fk6duzo9NlisejEiROtcl5N2b9/v6STK6KStHz5cj377LN68MEHZbfblZubq/j4eNXU1DQ5z7p16zR79mxNnz5d//u//6vc3FxNmzatyf08PDzk7e3t1AAAAACgJX43gTUhIUE1NTWqra1VfHz8ace7u7srLi5OTz75pD799FPl5+frgw8+kHQycI4bN06PPfaYPvnkE3Xq1EkbN248o7oGDBigb7/9Vj/88IPZt2fPnjOa65eeeeYZeXt7Ky4uTtLJW6GvvPJK3XTTTRo6dKjCwsL05ZdfOu3TqVMnHT9+3Klv586dGjt2rGbMmKFhw4YpPDxcX331VavUCAAAAACN+V3cEiydfA7z1Ipjhw4dmhz73nvv6euvv1Z0dLS6d++u999/XydOnNCAAQOUlZWljIwMTZgwQT179lRWVpb+85//6Pzzzz+jusaPH69+/frp1ltv1ZNPPqny8nI9/PDDkv7/rbzNUVJSoqKiIlVXV+vLL7/UCy+8oE2bNumVV14xf2anf//+evvtt7Vr1y51795dTz/9tH744QcNHDjQnCckJERZWVnKz8+Xl5eX/Pz81L9/f73yyivasmWLQkND9eqrr2rPnj3myi0AAAAAnAu/mxVWSc2+NdXX11cbNmzQH/7wB51//vl6/vnn9cYbb2jQoEHy9vbWhx9+qMsvv1wRERF6+OGHtWLFCl122WVnVFOHDh20adMmVVRUaMSIEbrtttvMtwR7eno2e55p06YpMDBQkZGRuvvuu+Xl5aXs7GzdcMMN5piHH35YF154oeLj4xUbG6uAgACnn+CRpNmzZ6tDhw4aOHCg/P39VVBQoDvvvFNXX321rr/+eo0aNUpHjx7VjBkzzuh8AQAAAKC5LEZTv8eCdrFz505dfPHFysvLU79+/dq7nFZRVlYmHx8fKXi+5Nb8IA4AAH57jIIF7V0CgHZ0KhuUlpaedkHxd3NLsCvbuHGjvLy81L9/f+Xl5elPf/qTxo0b95sJqwAAAABwJn5XtwS7qvLyciUnJysyMlJTp07ViBEj9O6770qSFi9eLC8vrwbbmd6GDAAAAAC/BtwS7OKKi4tVXFzc4LbOnTsrODi4jSs6M9wSDAAATuGWYOD3jVuCf0P8/Pzk5+fX3mUAAAAAQJsjsKJNle57sFlvagYAAAAAnmEFAAAAALgkAisAAAAAwCURWAEAAAAALonACgAAAABwSQRWAAAAAIBL4i3BaFM+A5fxO6wAAABAK/ut/r4xK6wAAAAAAJdEYAUAAAAAuCQCKwAAAADAJRFYAQAAAAAuicAKAAAAAHBJBFYAAAAAgEsisLaToqIizZw5U2FhYfLw8JDVatXEiROVkZGhxMREJSQkOI1PT0+XxWLRwoULnfoXLlyoPn36SJLy8/NlsVgabLt37260ltjY2Ab3ueKKK8wxP/zwg6ZOnaqgoCB16dJFCQkJOnToUOt9IQAAAADwC/wOazvIz8/XuHHj5Ovrq+XLlysqKkq1tbXasmWLkpOTNWvWLM2ePVt1dXVydz/5P5HdbpfVapXD4XCay263y2azOfVt27ZNgwYNcurr0aNHo/Vs2LBBNTU15uejR49q6NChmjx5siTJMAxNmjRJHTt21Lvvvitvb289/fTTiouL0759+9S1a9ez+ToAAAAAoEEE1nYwY8YMWSwWZWdnO4W9QYMGKSkpSUeOHFFFRYU+/vhjjR49WpLkcDg0d+5cpaSkqKqqSp6enqqqqlJWVpamTZvmNH+PHj0UEBDQ7Hr8/PycPq9bt05dunQxA+uhQ4e0e/duff7552YQTktLU0BAgN544w3ddtttZ/Q9AAAAAEBTuCW4jRUXFys9PV3JyckNrkz6+voqIiJCQUFBstvtkqTy8nLl5ORo8uTJCgkJUWZmpiRp165dqq6urrfCerZWr16txMREs77q6mpJkqenpznGzc1NHh4e2rFjR4NzVFdXq6yszKkBAAAAQEsQWNtYXl6eDMNQZGRkk+NsNpt5++9HH32kiIgI+fv7Kzo62ux3OBwKDQ1V3759nfYdO3asvLy8nFpzZWdn6/PPP3daNY2MjFSfPn00b948/fjjj6qpqdGyZcv03XffqbCwsMF5lixZIh8fH7NZrdZm1wAAAAAAEoG1zRmG0axxsbGx2rlzp2pra+VwOBQbGytJiomJcQqsDa2url+/Xrm5uU5NkgoKCpxC7OLFi+vtu3r1akVFRWnkyJFmX8eOHbVhwwZ9+eWX8vPzU5cuXWS323XZZZfJza3hS2jevHkqLS0127ffftus8wYAAACAU3iGtY31799fFotFBw4caHKczWZTZWWl9uzZI7vdrjlz5kg6GViTkpJUXFysrKws3XnnnfX2tVqtCg8Pr9cfFBRkhlep/rOrlZWVWrdunRYtWlRv3+HDhys3N1elpaWqqamRv7+/Ro0apYsuuqjB+j08POTh4dHkOQIAAABAU1hhbWN+fn6Kj49XamqqKisr620vKSmRJPXr109Wq1WbN29Wbm6uYmJiJEnBwcEKDg7WihUrVFNT06LnV93d3RUeHm62XwbWt956S9XV1brpppsancPHx0f+/v46dOiQPv74Y1155ZXNPj4AAAAAtASBtR2kpqbq+PHjGjlypN555x0dOnRI+/fv13PPPacxY8aY42w2m1atWqXw8HD16tXL7I+JidHKlSvNlzP90tGjR1VUVOTUqqqqTlvX6tWrNWnSpAZ/Auett96Sw+HQ119/rXfffVfjx4/XpEmTNGHChDP8FgAAAACgaQTWdhAWFqacnBzZbDalpKRo8ODBGj9+vDIyMpSWlmaOs9lsKi8vN59fPSUmJkbl5eWNrq7GxcUpMDDQqW3atKnJmg4ePKgdO3Zo+vTpDW4vLCzUzTffrMjISN177726+eab9cYbb7TovAEAAACgJSxGc98CBJyFsrIy+fj4SMHzJTfP0+8AAAAAoNmMggXtXUKzncoGpaWl8vb2bnIsK6wAAAAAAJdEYAUAAAAAuCQCKwAAAADAJRFYAQAAAAAuyb29C8DvS+m+B0/7YDUAAAAASKywAgAAAABcFIEVAAAAAOCSCKwAAAAAAJdEYAUAAAAAuCQCKwAAAADAJfGWYLQpn4HLJDfP9i4DAAAA+N0wCha0dwlnjBVWAAAAAIBLIrACAAAAAFwSgRUAAAAA4JIIrAAAAAAAl0RgBQAAAAC4JAIrAAAAAMAlEVh/40JCQvTMM8+0aJ+dO3cqKipKHTt21KRJk85JXQAAAABwOu0aWKdOnSqLxaKlS5c69W/atEkWi0XvvPOOOnTooMOHDze4f//+/XX//fdLkmJjY2WxWGSxWOTh4aHg4GBNnDhRGzZsaHY977zzjmJjY+Xj4yMvLy8NGTJEixYtUnFxsQ4cOCCLxaLdu3c77TN69Gh5enqqqqrK7KuqqpKnp6dWr17tdJ6/bAkJCc2u7Uzt2bNHd9xxR4v2uf/++3XBBRfom2++0dq1a89NYQAAAABwGu2+wurp6ally5bpxx9/rLftj3/8o3r06KGXX3653rYPP/xQeXl5mj59utl3++23q7CwUF999ZXeeecdDRw4UImJic0KbA899JCuv/56jRgxQv/85z/1+eefa8WKFfrXv/6lV199VZGRkQoICJDD4TD3KS8vV05Ojvz9/Z2CbGZmpqqrq/WHP/zB7EtISFBhYaFTe+ONN5r7NZ0xf39/denSpUX7fPXVV/rDH/6g3r17y9fX99wUBgAAAACn0e6BNS4uTgEBAVqyZEm9bR07dtTNN9/c4CrfmjVrNGrUKA0aNMjs69KliwICAtS7d2+NHj1ay5Yt0wsvvKAXX3xR27Zta7SG7OxsLV68WCtWrNDy5cs1duxYhYSEaPz48XrnnXd06623SpJsNptTYN2xY4ciIiI0ceJEp36Hw6G+ffsqNDTU7PPw8FBAQIBT6969e6M15efny2KxaMOGDbLZbOrSpYuGDh2qzMxMp3HvvPOOBg0aJA8PD4WEhGjFihVO2395S7DFYtHf/vY3XXXVVerSpYv69++vzZs3Ox3z6NGjSkpKksViMb/77du3a+TIkfLw8FBgYKDmzp2rurq6Ruuvrq5WWVmZUwMAAACAlmj3wNqhQwctXrxYK1eu1HfffVdv+/Tp03Xo0CF9+OGHZl9FRYXefvttp9XVxtx6663q3r17k7cG//3vf5eXl5dmzJjR4PZTq4w2m007duwwg5rdbldsbKxiYmJkt9vN8Xa7XTab7bS1NcdDDz2k2bNnKzc3VxEREZoyZYp5/L179+q6665TYmKiPvvsMy1cuFALFiw47W28jz32mK677jp9+umnuvzyy3XjjTequLhYVqtVhYWF8vb21jPPPKPCwkJdf/31Onz4sC6//HKNGDFC//rXv5SWlqbVq1frz3/+c6PHWLJkiXx8fMxmtVpb5fsAAAAA8PvR7oFVkq666ipdcMEFevTRR+ttGzhwoEaPHq01a9aYfW+++aYMw1BiYuJp53Zzc1NERITy8/MbHXPo0CGFhYWpY8eOTc5ls9lUWVmpPXv2SDq5khoTE6Po6GhlZWWpqqpKx44dU3Z2dr3A+t5778nLy8upLV68+LT1z549W1dccYUiIiL02GOP6d///rfy8vIkSU8//bQuvfRSLViwQBEREZo6daruueceLV++vMk5p06dqilTpig8PFyLFy9WRUWFsrOz1aFDBwUEBMhiscjHx0cBAQHq3LmzVq1aJavVqr/85S+KjIzUpEmT9Nhjj2nFihU6ceJEg8eYN2+eSktLzfbtt9+e9lwBAAAA4OdcIrBK0rJly/Tyyy9r//799bYlJSXp7bffVnl5uaSTtwNPnjxZ3bp1a9bchmHIYrFIki677DIzMJ66ndgwjGbNEx4ert69e8vhcKisrEyffPKJYmJiFBgYqD59+igzM9N8fvWXgdVmsyk3N9ep3XXXXZKku+66yynI/tyQIUPMPwcGBkqSjhw5Iknav3+/xo0b5zR+3LhxOnTokI4fP97oefx8zq5du8rb29ucsyH79+/XmDFjzO/w1HEqKioaXBWXTt4C7e3t7dQAAAAAoCXc27uAU6KjoxUfH6958+Zp6tSpTtsSExM1a9Ysvfnmm4qOjtbOnTsbfOa1IcePH9ehQ4c0YsQISdLf/vY3HTt2TJLMFdWIiAjt2LFDtbW1p11ljY2Nld1u15AhQ9S/f3/17NlTkszbgg3DUHh4eL1bYLt27arw8PAG51y0aJFmz57d4Laf13MqMDa2qtlcvzxHi8Vy1nMCAAAAQGtzmcAqSUuXLtUFF1ygAQMGOPV369ZNkydP1po1a/TVV18pIiJCl1xySbPmfPnll/Xjjz/qmmuukSQFBwfXG3PDDTfoueee06pVq/SnP/2p3vaSkhKn51jvvfdeDRw4ULGxseaY6OhovfjiizIMo8XPr/bs2dMMvi1x/vnna+fOnU59O3fuVEREhDp06NDi+Zo6zjvvvOO0Ur1z505169ZNvXv3brXjAAAAAMDPuVRgjYqK0o033qjnnnuu3rbp06frkksu0f79+/Xggw82uP9PP/2koqIi1dXV6bvvvtPGjRv13//937r77rubDJGjRo3SAw88oJSUFB0+fFhXXXWVgoKClJeXp+eff14XX3yxGWRPPce6Zs0avfjii+YcMTExuu222ySpwZc3VVdXq6ioyKnP3d1d55133um/mEakpKRoxIgRevzxx3X99dcrMzNTf/nLX7Rq1aoznrMhM2bM0DPPPKOZM2fqnnvu0cGDB/Xoo4/q/vvvl5uby9xVDgAAAOA3xuXSxqJFixq8PfXiiy/WgAEDVFZWpltuuaXBfV988UUFBgaqX79+uvrqq7Vv3z6tX7++WQFu2bJlev3115WVlaX4+HgNGjRI999/v4YMGWL+rI0khYaGqm/fviovL1dMTIzZ36dPHwUFBammpsZp5fWU9PR0BQYGOrWLL764Gd9I4y688EK9+eabWrdunQYPHqxHHnlEixYtqndL9dkKDg7W+++/r+zsbA0dOlR33XWXpk+frocffrhVjwMAAAAAP2cxmvvGIeAslJWVycfHRwqeL7l5tnc5AAAAwO+GUbCgvUtwcioblJaWnvblrC63wgoAAAAAgERgBQAAAAC4KAIrAAAAAMAlEVgBAAAAAC7JpX7WBr99pfsePO2D1QAAAAAgscIKAAAAAHBRBFYAAAAAgEsisAIAAAAAXBKBFQAAAADgkgisAAAAAACXRGAFAAAAALgkAisAAAAAwCURWAEAAAAALonACgAAAABwSQRWAAAAAIBLIrACAAAAAFwSgRUAAAAA4JIIrAAAAAAAl0RgBQAAAAC4JAIrAAAAAMAlEVgBAAAAAC6JwAoAAAAAcEkEVgAAAACASyKwAgAAAABcEoEVAAAAAOCSCKwAAAAAAJdEYAUAAAAAuCQCKwAAAADAJRFYAQAAAAAuicAKAAAAAHBJBFYAAAAAgEsisAIAAAAAXBKBFQAAAADgkgisAAAAAACXRGAFAAAAALgkAisAAAAAwCURWAEAAAAALonACgAAAABwSe7tXQB+HwzDkCSVlZW1cyUAAAAA2tOpTHAqIzSFwIo2cfToUUmS1Wpt50oAAAAAuILy8nL5+Pg0OYbAijbh5+cnSSooKDjtRQm0prKyMlmtVn377bfy9vZu73LwO8F1h/bCtYf2wHWHljIMQ+Xl5QoKCjrtWAIr2oSb28nHpX18fPiLDO3C29ubaw9tjusO7YVrD+2B6w4t0dxFLF66BAAAAABwSQRWAAAAAIBLIrCiTXh4eOjRRx+Vh4dHe5eC3xmuPbQHrju0F649tAeuO5xLFqM57xIGAAAAAKCNscIKAAAAAHBJBFYAAAAAgEsisAIAAAAAXBKBFQAAAADgkgisaBOpqakKCQmRp6enRo0apezs7PYuCb9iCxculMVicWqRkZHm9qqqKiUnJ6tHjx7y8vLSNddcox9++MFpjoKCAl1xxRXq0qWLevbsqTlz5qiurq6tTwUu7MMPP9TEiRMVFBQki8WiTZs2OW03DEOPPPKIAgMD1blzZ8XFxenQoUNOY4qLi3XjjTfK29tbvr6+mj59uioqKpzGfPrpp7rkkkvk6ekpq9WqJ5988lyfGlzc6a69qVOn1vs7MCEhwWkM1x5aasmSJRoxYoS6deumnj17atKkSTp48KDTmNb699XhcOjCCy+Uh4eHwsPDtXbt2nN9evgVI7DinFu/fr3uv/9+Pfroo8rJydHQoUMVHx+vI0eOtHdp+BU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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_cwe = nvd['CWE'].value_counts()\n",
    "nvd_cwe = nvd_cwe.reset_index()\n",
    "nvd_cwe.columns = ['CWE', 'CVEs']\n",
    "nvd_cwe_graph = nvd_cwe[nvd_cwe.CVEs > 100].head(25)\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.barh(\"CWE\", \"CVEs\", data = nvd_cwe_graph, color=\"#001d82\");\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"CWE\") ;\n",
    "plt.title(\"Most Common CWE in CVE Records\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:12.073632Z",
     "iopub.status.busy": "2024-07-27T00:18:12.073252Z",
     "iopub.status.idle": "2024-07-27T00:18:12.082043Z",
     "shell.execute_reply": "2024-07-27T00:18:12.081456Z"
    },
    "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",
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       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
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       "\n",
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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
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   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
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   "id": "9ac246fc",
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     "shell.execute_reply": "2024-07-27T00:18:12.089503Z"
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    "tags": [
     "remove-input"
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   "outputs": [
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       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>CWE</th>\n",
       "      <th>CVEs</th>\n",
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       "<div>\n",
       "Loading ITables v2.1.4 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</div>\n",
       "</tr></tbody>\n",
       "\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.11/dt_bundle.css\" rel=\"stylesheet\">\n",
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       "        // Define the table data\n",
       "        const data = [[\"NVD-CWE-noinfo\", 2328], [\"CWE-79\", 2304], [\"Missing_Data\", 1631], [\"CWE-787\", 1084], [\"CWE-125\", 904], [\"CWE-20\", 855], [\"CWE-416\", 542], [\"CWE-89\", 539], [\"CWE-352\", 535], [\"CWE-200\", 521], [\"CWE-22\", 473], [\"CWE-119\", 464], [\"CWE-78\", 373], [\"CWE-287\", 259], [\"CWE-476\", 232], [\"CWE-732\", 206], [\"CWE-434\", 205], [\"CWE-190\", 200], [\"CWE-862\", 188], [\"CWE-306\", 174], [\"CWE-522\", 156], [\"CWE-269\", 155], [\"NVD-CWE-Other\", 150], [\"CWE-611\", 132], [\"CWE-502\", 129], [\"CWE-798\", 127], [\"CWE-400\", 125], [\"CWE-401\", 123], [\"CWE-94\", 121], [\"CWE-601\", 117], [\"CWE-295\", 113], [\"CWE-59\", 105], [\"CWE-863\", 105], [\"CWE-120\", 104], [\"CWE-770\", 97], [\"CWE-362\", 97], [\"CWE-319\", 97], [\"CWE-918\", 92], [\"CWE-74\", 92], [\"CWE-532\", 91], [\"CWE-276\", 89], [\"CWE-77\", 88], [\"CWE-311\", 76], [\"CWE-427\", 69], [\"CWE-755\", 68], [\"CWE-426\", 64], [\"CWE-284\", 63], [\"CWE-908\", 62], [\"CWE-917\", 61], [\"CWE-312\", 57], [\"CWE-668\", 56], [\"CWE-203\", 53], [\"CWE-835\", 51], [\"CWE-674\", 51], [\"CWE-415\", 51], [\"CWE-327\", 50], [\"CWE-639\", 47], [\"CWE-347\", 46], [\"CWE-384\", 42], [\"CWE-264\", 42], [\"CWE-843\", 41], [\"CWE-19\", 41], [\"CWE-88\", 39], [\"CWE-346\", 39], [\"CWE-129\", 38], [\"CWE-209\", 37], [\"CWE-326\", 36], [\"CWE-345\", 36], [\"CWE-617\", 35], [\"CWE-330\", 35], [\"CWE-665\", 34], [\"CWE-369\", 32], [\"CWE-754\", 32], [\"CWE-610\", 30], [\"CWE-1188\", 29], [\"CWE-254\", 29], [\"CWE-307\", 27], [\"CWE-1021\", 26], [\"CWE-1236\", 25], [\"CWE-134\", 24], [\"CWE-290\", 23], [\"CWE-425\", 23], [\"CWE-285\", 23], [\"CWE-772\", 23], [\"CWE-613\", 22], [\"CWE-116\", 21], [\"CWE-191\", 21], [\"CWE-367\", 20], [\"CWE-255\", 20], [\"CWE-704\", 19], [\"CWE-640\", 18], [\"CWE-521\", 18], [\"CWE-909\", 17], [\"CWE-428\", 15], [\"CWE-552\", 14], [\"CWE-667\", 14], [\"CWE-193\", 13], [\"CWE-310\", 13], [\"CWE-281\", 13], [\"CWE-275\", 13], [\"CWE-1321\", 12], [\"CWE-922\", 12], [\"CWE-338\", 12], [\"CWE-459\", 12], [\"CWE-91\", 12], [\"CWE-404\", 11], [\"CWE-444\", 11], [\"CWE-494\", 11], [\"CWE-93\", 11], [\"CWE-669\", 10], [\"CWE-682\", 10], [\"CWE-824\", 10], [\"CWE-706\", 10], [\"CWE-294\", 10], [\"CWE-354\", 10], [\"CWE-829\", 9], [\"CWE-916\", 9], [\"CWE-122\", 8], [\"CWE-681\", 8], [\"CWE-320\", 8], [\"CWE-399\", 8], [\"CWE-776\", 8], [\"CWE-331\", 8], [\"CWE-693\", 8], [\"CWE-252\", 7], [\"CWE-662\", 6], [\"CWE-565\", 6], [\"CWE-189\", 5], [\"CWE-388\", 5], [\"CWE-763\", 5], [\"CWE-358\", 5], [\"CWE-670\", 4], [\"CWE-436\", 4], [\"CWE-538\", 4], [\"CWE-185\", 4], [\"CWE-470\", 4], [\"CWE-131\", 4], [\"CWE-335\", 4], [\"CWE-121\", 4], [\"CWE-273\", 4], [\"CWE-113\", 3], [\"CWE-672\", 3], [\"CWE-332\", 3], [\"CWE-212\", 3], [\"CWE-913\", 3], [\"CWE-834\", 3], [\"CWE-838\", 2], [\"CWE-117\", 2], [\"CWE-1333\", 2], [\"CWE-417\", 2], [\"CWE-16\", 2], [\"CWE-441\", 2], [\"CWE-749\", 2], [\"CWE-178\", 1], [\"CWE-118\", 1], [\"CWE-184\", 1], [\"CWE-256\", 1], [\"CWE-260\", 1], [\"CWE-21\", 1], [\"CWE-592\", 1], [\"CWE-248\", 1], [\"CWE-280\", 1], [\"CWE-268\", 1], [\"CWE-440\", 1], [\"CWE-297\", 1], [\"CWE-321\", 1], [\"CWE-943\", 1], [\"CWE-664\", 1], [\"CWE-172\", 1], [\"CWE-250\", 1], [\"CWE-99\", 1], [\"CWE-353\", 1], [\"CWE-199\", 1], [\"CWE-18\", 1], [\"CWE-216\", 1], [\"CWE-90\", 1], [\"CWE-325\", 1], [\"CWE-707\", 1], [\"CWE-371\", 1], [\"CWE-628\", 1], [\"CWE-1187\", 1], [\"CWE-267\", 1], [\"CWE-300\", 1], [\"CWE-201\", 1], [\"CWE-317\", 1], [\"CWE-23\", 1], [\"CWE-61\", 1]];\n",
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       "\n",
       "        \n",
       "        new DataTable(table, dt_args);\n",
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    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa164366-d0e6-4ca5-890b-95ea69f2801c",
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     "hide-input"
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   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T00:18:12.092065Z",
     "iopub.status.busy": "2024-07-27T00:18:12.091795Z",
     "iopub.status.idle": "2024-07-27T00:18:12.202961Z",
     "shell.execute_reply": "2024-07-27T00:18:12.202431Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t3\n",
      "CVE-2003:\t0\n",
      "CVE-2004:\t1\n",
      "CVE-2005:\t8\n",
      "CVE-2006:\t6\n",
      "CVE-2007:\t9\n",
      "CVE-2008:\t6\n",
      "CVE-2009:\t24\n",
      "CVE-2010:\t86\n",
      "CVE-2011:\t115\n",
      "CVE-2012:\t110\n",
      "CVE-2013:\t207\n",
      "CVE-2014:\t131\n",
      "CVE-2015:\t354\n",
      "CVE-2016:\t371\n",
      "CVE-2017:\t844\n",
      "CVE-2018:\t3290\n",
      "CVE-2019:\t13373\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
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     "iopub.status.idle": "2024-07-27T00:18:12.208824Z",
     "shell.execute_reply": "2024-07-27T00:18:12.208254Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-07-27 00:18:12.205770**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
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