CVE2023.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2023\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T04:24:33.365215Z",
     "iopub.status.busy": "2025-02-22T04:24:33.365044Z",
     "iopub.status.idle": "2025-02-22T04:24:34.018288Z",
     "shell.execute_reply": "2025-02-22T04:24:34.017694Z"
    },
    "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": "2025-02-22T04:24:34.021155Z",
     "iopub.status.busy": "2025-02-22T04:24:34.020647Z",
     "iopub.status.idle": "2025-02-22T04:24:57.892867Z",
     "shell.execute_reply": "2025-02-22T04:24:57.892215Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "row_accumulator = []\n",
    "for filename in glob.glob('nvd.jsonl'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data:\n",
    "            cve = entry['cve']['id']\n",
    "            try:\n",
    "                assigner = entry['cve']['sourceIdentifier']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['cve']['published']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['cve']['metrics']['cvssMetricV31'][0]['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['cve']['metrics']['cvssMetricV31'][0]['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['weaknesses'][0]['description'][0]['value']\n",
    "            except KeyError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['descriptions'][0]['value']\n",
    "            except IndexError:\n",
    "                description = ''  \n",
    "            try: \n",
    "                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'] > '2023-01-01') & (nvd['Published']  < '2024-01-01'))\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(2023, 1, 1)\n",
    "enddate  = date(2024, 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": "2025-02-22T04:24:57.895099Z",
     "iopub.status.busy": "2025-02-22T04:24:57.894727Z",
     "iopub.status.idle": "2025-02-22T04:24:57.903562Z",
     "shell.execute_reply": "2025-02-22T04:24:57.902999Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **28818**<br />Average CVEs Per Day: **78.95**<br />Average CVSS Score: **6.79**"
      ],
      "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": "2025-02-22T04:24:57.905460Z",
     "iopub.status.busy": "2025-02-22T04:24:57.905115Z",
     "iopub.status.idle": "2025-02-22T04:24:57.915449Z",
     "shell.execute_reply": "2025-02-22T04:24:57.914988Z"
    },
    "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": "2025-02-22T04:24:57.917408Z",
     "iopub.status.busy": "2025-02-22T04:24:57.917047Z",
     "iopub.status.idle": "2025-02-22T04:24:58.697037Z",
     "shell.execute_reply": "2025-02-22T04:24:58.696453Z"
    },
    "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": "2025-02-22T04:24:58.698950Z",
     "iopub.status.busy": "2025-02-22T04:24:58.698770Z",
     "iopub.status.idle": "2025-02-22T04:24:58.896181Z",
     "shell.execute_reply": "2025-02-22T04:24:58.895673Z"
    },
    "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": "2025-02-22T04:24:58.898172Z",
     "iopub.status.busy": "2025-02-22T04:24:58.897766Z",
     "iopub.status.idle": "2025-02-22T04:24:59.132861Z",
     "shell.execute_reply": "2025-02-22T04:24:59.132260Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ERERERERERGQJBiOJiIiIiIiIiIjIEgxGEhERERERERERkSUYjCQiIiIiIiIiIiJLMBhJRERERERERERElmAwkoiIiIiIiIiIiCzBYCQRERERERERERFZgsFIIiIiIiIiIiIisgSDkURERERERERERGQJBiOJiIiIiIiIiIjIEgxGEhERERERERERkSUYjCQiIiIiIiIiIiJLMBhJRERERERERERElmAwkoiIiIiIiIiIiCzBYCQRERERERERERFZgsFIIiIiIiIiIiIisgSDkURERERERERERIL5fAH09ARFL8N0DEYSEREREREREREJ1NsbwkknTcMpp7wDTdNEL8dUDEYSEREREREREREJtH17I5qbe1Bb60NGRp3o5ZiKwUgiIiIiIiIiIiKBtm1riP53ZmbDCLe0PwYjiYiIiIhMpGkavF6/6GUQERGRxLZta4z+d1FRq8CVmI/BSCIiIiIiEz3++GocdNBLSE0tF70UIiIiklT/YGR5eafAlZiPwUgiIiIiIhOlpdVCVTW8+OJG0UshIiIiCfX0BFFU1Bb9d329T+BqzMdgJBERERGRiVpbewAADQ1dgldCREREMsrOboKq7pyg3dLSI3A15mMwkoiIiIjIRHowsqOjT/BKiIiISEb9S7QBwOcLClqJNRiMJCIiIiIyiaKoaG+PBCG7ugKCV0NEREQyGhyMDAaVAZmSTsNgJBERERGRSdrb+6D991rC71fELoaIiIiktG1bwy5fc3J7FwYjiYiIiIhM0r/nk6pqCAYZkCQiIqKdenqCKCxs2+XrWVmNQ9zaGRiMJCIiIiIyid4vUufkLAciIiKKX05O85Al2Tk5zQJWYw0GI4mIiIiITNLa2jvg30VFu2Y+EBERkXsNVaINACUl7RavxDoMRhIRERERmaR/mTYAFBczGElEREQ7DR5eo6us7LR4JdZhMJKIiIiIyCSDy7QrKpx7YUFERETxGy4Y2djYbfFKrMNgJBERERGRSQZnRtbW+gSthIiIiGTT2xtCQUHrkN8b3OrFSRiMJCIiIiIyyeALicZGDrAhIiKiiJycpiGH1wCRKdtOxWAkERERRWna0CdDRJSYwZmRbW19glZCREREshmuRBsAFEVDMKhYuBrrMBhJREREAICaGi+OOOI1PPbYKtFLIXKMwZmRHR0MRhIREVGEHoxMSRn6+6WlzpyozWAkERERAQA2bqxBU1M3Xn01XfRSiBxj8AAbJ5dcERERUXy2bWsAAAxXnDRS5qSdMRhJREREAHZmbAWDKkIhZ5aEEFkpHFbR3j4wE9Kp5VZEREQUn76+4YfX6PLzR/6+XTEYSURERAAGlo82N/eMcEsiikV7+65TMDUN6O5mdiQREZHb5eQ0Q1FG7tfOMm0iIiJytP7ByJKSNoErIXKGwcNrdNXVHmsXQkRERNLRS7RHUlPjtWAl1mMwkoiIiAAAHR3+6H+XlnYIXAmRMwweXqMrLHRmyRURERHFbrThNYBzq5UYjCQiIiIAAzMjKys94hZC5BCDh9foyso6LV4JERERyUYPRg43vAYYeH7uJAxGEhEREQCgs3PnyY5TS0KIrKSXaQ/OeKisZDCSiIjIzfr6QsjPb4npdk7EYCQREREBGLjz2tjYLXAlRM4wXJl2XZ3P4pUQERGRTHbsGH14DRDJmvT5/KPezm4YjCQiIiIAA4ORbW3O7E9DZCU9M3Jw+VVTE4P9REREbqaXaMciL895vaYZjCQiIiJomjYgGNl/mA0RJWa4zMi2Nmf2fyIiIqLY6JO0Rxpeo9u+PfbApV0wGElERETo6QkhFFKj/3ZiOQiR1YYbYOP18vVFRETkZrEMr9EVFjIzkoiIiBxo8KQ+v18RtBIi59DLtAfr7XVmM3oiIiIand8fRn5+7AHG8nLnDb5jMJKIiIgGTNIGgHBYharGsFVLRMMarkw7FFKhxZIKQURERI6Tm9uMcFgd/Yb/VV/vvMF3DEYSERHRLpmRANDePnQghYhGFwopQ76udIM3AIiIiMgd4hleAwDNzc4bLMlgJBEREQ0ZNKms9Fi/ECKHaG8fOdhYVtZh0UqIiIhIJvEMrwEAny9g4mrEYDCSiIiIosHI/idFxcVtglZDZH/DDa/RFRby9UVERORG8QyvAYBAQHFcexcGI4mIiGjIzEgnNssmsspww2t05eXMjCQiInKbQCCMvLyWuH+uqanbhNWIw2AkERERobPTD2DgDm1trVfQaojsb7jhNbqqKr6+iIiI3CY3twWhUOzDa3RZWfH1mZQdg5FEREQ0ZGZkfX2XgJUQOYOeGTlcP6iGBr6+iIiI3EbvFxmvnJxmg1ciFoORRERENGQwcrQyUyIa3mg9I504GZOIiIhGpveLjHV4ja64uN2E1YjDYCQRERENGYwc6mtEFBu9THu4fvPt7SOXcRMREZHzxDu8RldZ6axe7gxGEhER0ZCBR4/HL2AlRM4wWmaxzxewaCVEREQkg0AgjNzcxMqtGxo4wIaIiIgcZqhgZF9fSMBKiJxhtAE2fn/YopUQERGRDPLyEhteAwBtbc5q78JgJBEREQ0ZjAyFVGjx1pAQEYDRMyMVRYOiJHZBQkRERPajl2gnorvbWUkCDEYSERG5XDCooKdn1xMcTQO6u4MCVkRkf6MNsAGApiZnlVwRERHR8PRJ2vEOrwGAcFhFKKQYvCJxGIwkIiJyuc7O4QfV1NR4LVwJkTOEQgo6O0fvueq0yZhEREQ0vESH1+gqKpwzxIbBSCIiIpcbaWo2gyVE8Wtri21SdnFxm8krISIiIhkEgwpyc1uSOkYyZd6yERqMVBQFU6ZMwXHHHYc999wTJ5xwAp5++ukB/ak0TcPUqVNx+OGHY88998TFF1+M0tLSAcfp6OjApEmTsN9+++GAAw7AP/7xD3R3s+yFiIgoFiMFI8vKOixcCZEzjDa8RuekDAciIiIaXl5eC4LB5Mqs8/KSC2bKRGgw8sUXX8T06dPx9ttvo7CwEC+++CJeeuklTJs2LXqbl156CW+99Rbee+89bN68GXvvvTcuu+wy+P07S18mTZqE/Px8pKamYvHixVi/fj1uueUWEb8SERGR7YwUjKyu9li3ECKHGG14ja66mm0QiIiI3EDvF5mM0lLnVCyNE3nn6enpuPLKK3H55ZcDAH7wgx9g9uzZ2LJlC4BIVuQbb7yBxx9/HFdeeSUA4NNPP8Whhx6KBQsW4LrrrkNhYSGWL1+OzMxMnHXWWQCAadOm4be//S1eeeUVHHHEEbvcbyAQQCAQiP7b5/MBAEKhEEIhZ00ocjv978m/q/X42IvFx9+5zPjb6oM2xo5NwW67RTpqBwIqVBWor/fyefRffF2JZafHv7Excm45diyw22677v0HgyoUBWhq6rLF72M2O/1tnYaPvVh8/J2Lf1txZH3sMzPrAQDjx6dg3Lj4Jtjo5w21tR7pfq/BYl2f0GDkhAkT8MEHH6CkpAQnnXQScnJykJaWhtdeew0AUFlZiaamJlx88cXRn9l///1x9tlnIyMjA9dddx0yMjJwwAEHRAORAHDxxRdjzJgx2Lx5M6666qpd7vf555/Hk08+ucvX16xZg7322suE35RES01NFb0E1+JjLxYff+cy8m+7cWOk5GPChP3xwAM/AABMm1aDVas6sO++3Vi6dKlh9+UEfF2JZYfHf/36VgDAOeccgAcf/MEu3585sx4LFrTiwAP9fH31Y4e/rVPxsReLj79z8W8rjmyP/Zo1xQCAe+89BhMnHhjXz86d24TZs5uw334B6c8bentja1UjNBj5yCOPwOfz4eSTT8bYsWOhKAqeffZZTJo0CQDQ1NQEADj00EMH/Nyhhx4a/V5TUxMOOeSQAd8fN24cDjrooOhtBnv00Udx//33R//t8/lw9NFH48ILL8TBBx9s2O9H4oVCIaSmpuKSSy7B+PHjRS/HVfjYi8XH37nM+Ntu2bIOQAM2bfLiL3/Z8d/7Uf/7PT9mzPitIfdjd3xdiWWnx3/TprUA6rFly87XVH+hUKQ/+ubNPfjqK76+7PS3dRo+9mLx8Xcu/m3FkfGxDwYV1NTkAohs+L/zTm1cPx8OR84bNm3qwpIlcp83tLfHVkouNBj55Zdf4osvvsCsWbNw6qmnIjs7G//6179wxBFH4KabbjLtfnfffXfsvvvuu3x9/Pjx0jxZyVj824rDx14sPv7OZeTf1usNAogESPQgia693c/n0CB8XYllh8e/oyPS23yo11R/Xm9Q+t/FSnb42zoVH3ux+Pg7F/+24sj02OfltUWH1wQCGoDhzw1G0tMTluZ3Gk6s6xMajHzwwQfxyCOP4LrrrgMAnH766aiursbzzz+Pm266CYcddhgAoLm5GYcffnj055qbm3HGGWcAAA477DC0tAycKBQOh9HR0RH9eSIiIhreSANsenrk7ktDJKOWlthKlJKdqklERETy27at0ZDjqKqG7u4A9tln1+Q6uxE6Tbu3txdjxgxcwtixY6GqkdKw4447DocddhhWrVoV/b7P58PmzZtx7rnnAgDOPfdceDwebNu2LXqb1atXQ1VVnH322Rb8FkRERPY2UjAyGAxbuBIiZ9CHQo1GVTX4/XyNEREROZk+STslvrk1Q8rPb03+IBIQGoz8/e9/j2effRZLlixBVVUV5s+fj9deey06dCYlJQX/+te/8Mwzz2DhwoXIzc3FjTfeiCOOOAJ/+MMfAACnnHIKfv3rX+Pmm2/Gli1bsHHjRtx111247rrrhpykTURERAN1dvqH/Z6qgsESoji1tsaWGQkAtbVeE1dCREREoumZkVpi1dkDbN8+9GwUuxFapj1t2jRMmTIFd9xxB1paWnDEEUfg1ltvxdSpU6O3eeihh9DT04NbbrkFHo8HEydOxPLly7HHHntEb/PFF1/grrvuwq9+9SuMGTMGf/zjH/HWW2+J+JWIiIhsZ6TMSABobOzCccfFN/WPyM1aWmLLjASAoqI2/PCHHKBIRETkRKGQgh07mg07XmGhMzIjhQYj9913X7zxxht44403hr1NSkoKnnrqKTz11FPD3uaggw7CrFmzTFghERGR87W3j5zFVVzczmAkUYyCQQUez/DZxoOVlMQ2dZKIiIjsJz+/FYGAcT2iy8o6DDuWSELLtImIiEgsVdVGDZyUljJYQhSrtrbYS7QBoLLSY85CKGrz5jp0do6cAU5ERGQGvV+kUerqfIYeTxQGI4mIiFzM6/WP2r+mqspjyVqInCDW4TU69ow0V0ZGLc455yP87nesoiIiIuvp/SKNGF4DxNcKRmYMRhIREbnYaP0iAefswBJZIZ7hNQDQ1NRt0koIQLRPV0ZGHTQjJgcQERHFwcjhNQDiagUjMwYjiYiIXGykSdq6xkYGS4hiFW/GQrxl3RSf+vouAJGLwHizVomIiJIRCinIyTF2+nUgoDhic43BSCIiIheLJTOSwRKi2OkBr1jLsWLZEKDE1dfvzOzOyjL2gpCIiGgkBQXGDq/ROaFUm8FIIiIiF9ODkSMFTjj4gSh28V4g9PSETFoJATszIwEgO5vBSCIiso5eom00o7MtRWAwkoiIyMViyYzs6gpasBIiZ9B7RsZaQRUKOaPcSlb9e94WFbUJXAkREbmNPknbqOE1OidsrjEYSURE5GKxBCP9/rAFKyFyhngH2GgaA/5m6p8ZWVnpEbcQIiJyHaOH1+iKi9uNPaAADEYSERG5mB6MHOkkSVE0KIpq0YqI7C2RPk7l5R0mrIR6e0MDpo72D0wSERGZKRxWkZPTbMqxKyo6TTmulRiMJCIicrFYh2dwCi1RbBJ5rRQXs3zYDP2H1wB8HyMiIusUFLSaVl3U0NBtynGtxGAkERGRi8VSpg0ApaXM3CKKRSKZkXx9mWNwJmRPD8vhiYjIGnq/SDM4YXONwUgiIiIXYzCSyDjBoAKvNxD3z1VVeYxfDO2SGRkOawgGFUGrISIiN9H7RRo9vAZwRq9pBiOJiIhcLNZgpBN60xCZra0tvuE1uv4Tn8k4emZk/wvB0lL7N/0nIiL5mTW8Boj0owyH7d3PncFIIiIiF4s1GFlT4zV5JUT2l0iJdjI/RyPTMyP7XwjqF4dERERmiQyvaTL1Pqqq7J0owGAkERGRS2mahs7O2IKRjY2cQks0mkR7OLW3x/Y6pPgMNT07L69FwEqIiMhNCgtb0ddnzvAa3fbt9t5cYzCSiIjIpfr6wggEYuuf1tKSWPkpkZvoGY7x9ofyeGKbak/xGSoYyTJtIiIymxVZ+Lm59t5cYzCSiIjIpWIt0Y73tkRu1dqaWNDe7OwJtxo8wAZgywkiIjKfnrVoxvAaXUmJvTfXGIwkIiJyqXgCjD5f/BOCidwm0TLtcFiFqprQ4d7FFEVFY2P3Ll9vamJ/TiIiMpeZw2t01dX23lxjMJKIiMil4glG9vWFTFwJkTPoZdqJXHy0t7MVgpFaWnqGnDQaa59cIiKiRCiKiuxsc4fXAEBT064bbnbCYCQREZFLxROMDIVUaGZu7xI5QKJl2oD9y61kM1S/SADw+8N8LyMiItMUFbWht9f8TXy7D79jMJKIiMil9AyhWPvZeL0s1SYaiZ4ZmYiiojYDV0JD9YsEIlmr7IFLRERmsWJ4DQBLAp5mYjCSiIjIpeK9IK+s7DRpJUTOkExmZHk5X19G0jMjh9pssaJ8joiI3GnbtgYA5g6vAQBV1WwdkGQwkoiIyKXiDUYWF7OMlGgkiQ6wAYDqao9xC6FhMyMBICen2cKVEBGRm1gxvEZXWNhq/p2YhMFIIiIil9KDkbGeLDFzi2h4gUA4qVYGDQ1D9zikxOiZkUO9vxUU2PfijYiI5KUoKrKyrMu+377dmpJwMzAYSURE5FIdHf64bl9T4zFnIUQO0NaW3DTsZPpN0q6GG2ADsOUEERGZo7i43dLSaTtvrjEYSURE5FLxlmmPdHFP5HbJBhM5VMVYI5Vp872MiIjMoPeLtEppaYel92ckBiOJiIhcSp+mHavmZmZuEQ0nmeE1AODzBQ1aCQEjBxyZhUpERGbQ+0WaPbxGV1c3/Mab7BiMJCIicql4M7Ha25MLthA5mT68JtELEL8/bOBq3K27Owifb/j+nV1dDPwSEZHxrBxeA9g7UYDBSCIiIpeKNxjp8cTXY5LITZLNtlNVDaGQYtBq3G2kEm0ACIdVhMOqRashIiI3iAyvsXagjJ3PzRmMJCIicqFQSIk7O8jKhtxEdpNsmTYANDayl6ERYilbq6jgEBsiIjJOSUk7enqsPVcOBMLQrErDNBiDkURERC7U2Rn/TmowyKwtouHomZHJXBMUFrYZtBp3i2VAjdVDBoiIyNn0Em0raRrQ3m7PAXgMRhIREblQIpN7NY3ZkUTDMSIzsqSk3YCVkF6mPVL/ztzcFotWQ0REbqBvclk1vEaXk9Nk7R0ahMFIIiIiF4p3krauttZr8EqInEEfYJMMlg4bQ8+MHClLlYFfIiIyktXDa3TZ2QxGEhGRJDZurEVPD0tqaXiJZEYCvIAnGk6yA2wAoKaGwX4jxFKmXV3Nx5qIiIyhqhqyssQEBYuK7NnihcFIIiKHmT+/EBde+BlmzKgXvRSSmB6MjLeUpKysw4TVENmfMQNsug1YCY02TRsAmpr4WBMRkTFKStrR3R3fYEij2LWqgsFIIiKHWbasDACwY0eXbaerkfkSzYysrPQYuxAiBwgEwvD5Akkfp60t+YAmxZYZmeh7IBER0WAih6LF8pknIwYjiYgcJj29FgDQ2hpCXh4b9NPQEr0QjyXjiMhtjMiKBBggM0I4rMaU9djXx2FcRERkDL1f5BgBETajzkGsxmAkEZGDeDx+5Oe3Rv+9cGGxwNWQzPSgR7zJs01NyffFI3IaI4bXABBW4uUkzc3dUNXR39g0DfB4GPwlIqLk6cFIVbX+vru6kq/MEIHBSCIiB9m8uW7Av9PS6oa5JbldZ6c/oZ9jGSnRrowYXgMAwSAHjyUrnnK1HTtYPUBERMmJDK9pFHb/oZAKRREQBU0Sg5FERA6il2jrCgvtOV2NzJdoOWhnJzOJiAbTS6TiHQg1mKYBPT3MjkxGPK0kRE0+JSIi5ygtbUdXl9jP7poar9D7TwSDkUREDpKeHsmE1PuVGJWtQ86TaDCSZaREuzLyvdaOFxQy0TMjYwkMFxa2jn4jIiKiEegl2iJt3y5+DfFiMJKIyCEURcWmTZFg5LhxkauwcFhDSQmzI2lXiQYjAwGWkRINZlTPSIAZ7cmqq4s9M7K8vMPElRAR2ZOqati2rQGhEM/5YqFP0hYxvEaXm2u/tiMMRhIROUReXks0a23MGOD73x8PAPjmmyKRyyJJJRqMVFWNJ6dEg+hl2vEOhBpKSUl78gdxMT0zMpa/RTz9JYmI3OKTT7Jx1ln/we23LxG9FFsQObxGV1xsv3MHBiOJiBwiI2PnsJqUlBQcf/xeAIB166oErYhkpapawgNsAKC5meX/RP0ZWaZdVeUx7FhuFE/PSLYyISLa1fLl5QCAefMKBK9EfqqqSVEiXV3tEb2EuDEYSUTkEPrwGr1P1gkn7AkAyMtjTywaqKsrAFVNPIWLpf9EA+mZkUaoq2PPyGTEk+3o8wVMXAkRkT3p1xS9vSHBK5FfWVmH8OE1ANDU1C16CXFjMJKIyCH0Ewe9NE3PjLTjhxOZK9ESbV1pKfusEfVnZIZdUxOz9RKlaVpcmZGhkApFEVhXR0Qkmbo6X7T3bjjM98jR6P0iRWtrM25T1CoMRhIROUBzczfKyzsHfE3PjAyHVVRVdQ71Y+RSyQYjKyo8xiyEyCGMHGBjxwsKWfh8AfT0xJfJY8fSNiIis2Rk1A74d2Mje+uORO8XKXJ4DWDPLFYGI4mIHKB/v0jdgQeOj/73ggXFVi6HJJdsMLK2lmWkRDq/P2xoiZbHk3g/V7dLZCCNDL2+iIhkMfiaIj+frXlGIsPwGgBQFA1+f1jsIuLEYCQRkQPou5h6v0idvku3Zk2lxSsimSUbjGTpP9FORmZFAvbMbpBFPCXauh07WkxYCRGRPQ0ORhYWsvf8cGQZXqMrLLRX4JjBSCIiB0hPj5w4aINmkujBSF5sUX/6JO3BwetYcQIt0U5GDq8BIn0MtcFv5hQTPTMynvc2DuQiIooIBMK7BNfKytgnfDjl5R1SDULLypInMBoLBiOJiGwuGFSQmVk/5PfGjIlckSWSLULOlWxmpB7MJCJzgvOdncm9Rt0qkc+6qiq2nSAiAiJtK4JBZcDX2Fd3eHqJtizy8+2VfMJgJBGRzWVlNSIQUIb8np4dEgqptimtDYdVDnAwmR6MTDT5SqZdYCLR9DLtRDONh8IhUYnRMyPjeW9rbLTHZyMRkdmG6kHP98jh6ZO0RQ+v0dkti1WSh42IiBKVnl477Pf6Xxx/+22RBatJ3mOPrcIhh7yMJUtKRC/FsZLNjLRbg2wiMxldpg2wR1ei6uriz4zs6ODmFxERsDMY2f/6wei+yE4iy/AaXW2tvSrhGIwkIrK5oU4cdCn9vrhyZYVVS0rK3Ln50DRgypQ1opfiWMkGI8NhFarKnnZEgDll2nbLbpBFItO0e3u5uUJEBOwciNk/u5yteYamaXINrwHsN2CSwUgiIhvTNA0bN+564jCU7OxmC1aUnLo6H2pqIv27SkraBa/GuZINRgJAezuziYiAnVkjRs6cqa5mH8NEJNIzUlU1dHWx9QQRuVttrXfIDZ2+Pm7YDKW8vBNer1yfHR6PvQLHDEYSEdlYba0PDQ2xZYLU1sp/cbtxY030v3t6QujtDQpcjXMZsctdUdFpwEqI7K+lxfjAPIeOxS8UUhLOUs3Ls1fTfyIiow3VLxKIVMMoiiR1yBLR+0XKxO8PQzNyZ9RkDEYSEdnYSP0iBwsEFOkntOpZnrqFC9k30gxGZEYyc5Uowox+Ws3N7NEVr8bG7oSzU7Oy5Cq1IyKyml6iPVTbp8bG+FtgOJ3eL1KW4TVApELDTtmREj10REQUr5FOHIby7bfFJq4meYODkYsXMxhpBiOCkeXlzIwkAswZYNPeLvfGkYySySbNz+fAICJyNz0zcqhNHb5H7kq24TW6nBz523LpGIwkIrKx9PThTxyGkppabuJqktPdHUROTtOAr2VmylcCYXd9fSFDpmHrvT2J3M6MATY+n30yG2SRyPAaHTdXiMjN/P7wiMNYCgvbLFyN/GQcXqPLzpZzXUNhMJKIyKZ6eoJxl5Zt3940+o0E2by5DooyMKpaXe0RsxgHMyIrEkDMvUqJnKyvL4TubuN723JgQPz0zMhYKwX6q6tjj04icq/t2xsRCg2f4ldW1mHhauRXWemRthy6qMg+bZQYjCQisqmtWxt2Cd6NRubgnl6i3f9CMhBQTOnH5mZGBSPNyAYjshszSrQBQFE0DgyIUzKZkXw/IyI3G60HvczXDyLIOLxGV15un8Axg5FERDalnzjEkwXS1xdGd3fApBUlRw9GDi45nzevQMBqnMuISdqAcUFNIjszc7OEAbL46MHIRIbYeL1yfi4SEVlhuEnaOlbDDCTj8BpdMhtzVpPw4aN4NDV1Y968fITD3D13GkVRsWBBEbxeOVPASbyRGk2PZMmSUhNWkxxFUbFp09AnQitWyNvn0o6MCiLKWp5CZCUzA4bFxezRFY9kBtgEgwpUNcFR3ERENqZpWnQg5nDa2sypArArWYfXAPbayGQw0ubuu+87XHvtV3jttQzRSyGDTZu2BVddNRf/7/99K3opJCFN00YtqRjOd9/JF9zLz2+Fzzd0ZkpWlrx9Lu1ID0Ym0letv76+kAGrIbI3vUw72dfTUIqL7dP3SQbJ9n1MJphJRGRXNTVeNDZ2j3gbo6pqnEDm4TUA0NVln0x/BiNtLjs7cpH+6ac5gldCRlu0qAQAsHJlheCVkIxKSzvQ3p5YhtvWrfL1Odm4sWbY7zU08ALRSEZlRoZCKrRE6iGJHMTMMm079X0STdO0pEvTZL64JCIyy2gl2gDQ28sNaF1dnU/qVkXBoGqbTH8GI21MUVRUVHQCAGprebHuJL29IaSlRYIzzD6ioSSaFQkg+r4hk6GG1+jCYQ1lZcwQMopRJ1CaBlOmCBPZiZnlUDU1XtOO7TSdnX74/clNIN+xo9mg1RAR2Ydeoj1Shj+Hqu2kJ4PJrK7OHucPDEbaWG2tD8GgAiCSjssMFedIS6uJ/m0VRWNPUNpFIsNrdD09oaQv2ow23PAa3ZdfcoiNUfRgpBEfGdXV9jjZITKLXqZtxilYQ8PIZXO0kxEl1kVF3PQiIveJtQc9h9hE6MFIM9qzGMUumf4MRtpYWdnO8h1NA/LyWgSuhow0uDSbfYxosESH1+hkGgrT0NCFqirPiLdZvbrSmsW4gJF9f0pKePFO7mZmZqSdmtCLZsT00Koq+aoGiIjM1NcXirk3e34+Yw0AkJ0dyaKXOQ8sN9cefysGI22stHTgRaBMwQVKzuBgZEFBq6CVkIw8Hn/SJwRLl8ozUXukfpE6brYYx8g+NyyfJ7fTMyPNwIEBsdM3bZPJVBltgAMRkdNs29YYcwVeYWGbyauxBzuUadtlAB6DkTZWWjqwsXkszWdJfq2tPbvsUPHNn/rbvLku6d24LVvqjVmMAUbqF6lraelhKwqDGBmMZJk2uZ2ZA2zsNBFTNCMyI9vazAssExHJSO8XGYuyMmaP+3wBKXvvDzZaxZksGIy0sf5l2gCz55xiqHLU8nL53/TIOsn0i9TJ9JwarV+k/r3MTPmmgNuRkcHIujq2kCB3M7OUOhBQTDu20+iZkcnsWfX0cGAgEblLPMlMNTUe8xZiE3YZdGaXTH8GI21scGYkLwqdQS/R7h9o4ps/9Zeenly/SCCysxcKib/Q7ekJIisrtibLX33FITZG6OgwLvunuZk97ci9entDpgawVFVDICDXsDFZGZEZqaoa+voYkCQid9A0La5gJAfY2KNEG7BPpj+DkTalKOouKcJdXUGoKssY7UzTNKSmVvz3v3d+3S67G2Q+RVGxebMxLRnWrq0y5DjJ2LKlHooS2/vWhg2j95akkYXDKny+oGHHa2+3x8kOkRnMLNHWcaM5NkYEIwFWGRGRe1RXe9HUFPs1ppk9ku3CDpO0gUiyhx0wGGlTtbU+BIO7ZjXl5tojdZiGVl7eOWQPNr75ky4/vxVdXcZ8wCxeXGLIcZIRT8l5URF7pybL4zF2IAYHbJCbWfHZzJ7RsdHLtJO1fXtsmfpERHYXT79IwPhzSDvKyZF/kjYAKIo9KisYjLSpwf0idd99x4nadjZ4iraOb/6k04N3Rti0SfzQq1j6Reo8Hj/CYfGl5XZmZL9IgD3WyN2syIwsKbHHREyRAoGwYYHhvDxmRhKRO+gl2rFm+fX2uvucLxxWbZX4ZYfzBwYjbaq0NPLkGvzmIUNwgRI3VL9IgG/+tJMRw2t0g/vOWk1V4+tVAwArV+464IliZ3QwMhiUf9eVyCz68Bozy7UqK+UZNiYrI/uYDbfZT0TkNPo5eKxZfoqiIRxWTVyR3IqL22w1WM4Omf4MRtrUcEGEwkLu6NqVoqjRSdqDPxTCYZX9QAnAzmCkEeUBnZ1+oc+rgoLWuLN+v/22yKTVuIPRwUhVBfx+BiTJnawo066tZc/I0RjVLxIAamt3bZVDROQ0vb2hhIaxuHmIjV2G1+jy8+WPCzEYaVP6zu3ggAQbndtXVlbTiP3X9AwMcq+Wlh6UlxubJWNk2Xe8Nm6MfyBNvJmUNJAejDQyk6ux0b0npuRu+ueymb2j+PoanVH9IgGeaxGRO2zd2pBQlmNBQYsJq7EHvV/kGJtE0PRKWpnZ5KGkwYbLjOzuDjGDzqZSU0fu98msV4q30XQsFi4sNvyYsdL7RcYTGGMJXXKMzowEgOJi+U92iMxgRWZkW5vxr1mn0TMjjdhkYY9uInID/Zoi3vdNNw9V0zMjVZtUqtfUyJ+kxmCkDSmKioqK4bOjsrLk7w9AuxqtF56b3/wpwsh+kYOPKUI8w2t0PT0h9PQYM03cjTo7jQ9s2GHnlcgMVgywYXBsdEZmRgYCCjTZx6QSESUp3n6ROrcmBWiaZrsy7ebmbtFLGBWDkTZUW+tDMDh889QVKzhR2256e0NISxu5ZFX0sBESLz09sROHkRQViQlyNzV1j7ipMhL2jUycnhlp5HOoqspj3MGIbMSKkl5uvoxOz4w06n3NDhdwRG7Q1RXgOYYJNC3+AZK66mp39tVtbOy2pBrCSCO1f5MFg5E2NFoWyubN9RathIyycWPNiAFmAKiu9lizGJJSMKhg69YGw4/b0dEnJAskkX6RuiVLSg1cibt0dBh/YsIBG+RWVlyYBIPM1BuNkQNsAHtMICVyulWrKnDiidPwwx9Ow3fflYlejqNUVnoS3kxzax/jnBx7ZUUCQF9fSPQSRsVgpA3p6dHDlWqynNd+UlMrAIxcfuvm6WUU6VNixtRiTRNz4aWXaCfSBNqMoKxbmNEzsqmJWUTkTlZkRmoa0N3N7MiRGFmmDewcUkBE1lNVDU8/vQ6XXPIZWlp6EA6r+Mtfvoai2KRRnw0k04PebtmBRtFLtI1slWU2TQO8XrmzIxmMtKHRynWNPikj861cGQlGjpT84NY3f4ows7fjt99aP8RGD0Ym0gTarSUiRjAjGNnWxvcmcp/e3hB6e63JOki0pYUbaJpm+GatqPYlRG7X1taL3/72C0yduhaatjPw09npx+OPrxa7OAfRS7QTCay5tY9xdnZkk8puhQq5uXJvrjEYaUN6ZuRwL4aenhB3j2ykra0XWVmjp36bMXiC7MOM4TW6DRuqjT/oCHp7Q0llYwYCCnt6JciMYCTfm8iNrBheo2NwbHjt7X0IBEZucxOvykqPoccjotFlZNTizDPfx3ffRWYfpKQMvNZ95ZUMtLdz89MIiQ6vAWDZJpxs7Da8RhdLjEEkBiNtKJZBJixjtI/Vq0eeoq1jE3t304ORZuzIWd3aYevWBoTDyW2YfPVVgUGrcRczAoddXXxvIvexokRb59bppbEwoxqIbXGIrKNpGl5/PQPnnz8TdXW+fl8feLtwWMX1139j8eqcp6cnmFT/Q0XRkj6Ht5uenuCoMztkJXv7PgYjbUZR1JjKdfQehCQ/vUR7tIy3YFBlE3uXqq31Gt6gv7/W1l5Ln1vJDK/RrVhRbsBK3EXTNFMyI83oZUokOytbpzBTb3j9gxdGYVscImt4vX786U/zcP/9KxAOq6NeC61YUY6tWzmoNRlbtzZAUZI753fbhk1ubovtyrN15eVyb2YyGGkztbW+UacuA8CWLXyjtgNN06KB41je5MwIJJD8zOwXCUSahRcWtpp6H/3p/SKTIXvZgYy6uoJJn4AORVE0tgYh19EzI61oZs9e4MPTN+qM/DuwEoXIfNnZTfif//kA33xTCCAy0DCWa6FrrvmKyRlJSKZfpC4/v8Wg1diDXUu0AZiazGIEBiNtJtYUYfYXsoeKik5UVXlivn1xsT1TxCk5ZvaL1M2fX2TewftRVc2Q4KrbdmWNYOZmhpX984hkYOVzvrmZr6/hmBGoVRQNgQAzvonMoGka/vOfbTjnnA9RXr6z2i/WgYZVVR588ME2k1bnfMn0i9TJXvprNDtO0tbJfv7AYKTN6H2DRnsxcBfdHvQS7VhZmb1G8khPT/7EYTTr11szxKaoqA2dnclP4lMUDSUlDM7Hw8xgZCy9jImcRC/ltSJBhxPrh6dnfRj9d+CmPpHxenqCuOmmBbjllsVJDZ66//4V3DBIgKZpyMhIPiFA9tJfo+Xk2HOSNgD4fAHRSxgRg5E2E+sFX29v2HXNZe1o5crI8JpYd1p4we8+vb0hS8oD8vOtCXQb0S9S9+WX+YYdyw3MnHpdUsL3JnIXKwfYeL1yX0yIZFYJ2vbtjaYcl8itioracPbZH+Kzz3YAAMaMSTzNrLc3hDvuWGrU0lyjoqLTkJ641dWe5BdjE4qiYseOZtHLSFgwqEBV5Y2iMhhpM3pmZCyR+S1b6kxeDSVDUVSsWhV7v0gAcZV0kzMYMXk6Fk1N3abfB7CzX6QRpQ5r1lQlfxAXMTMzsrJy9MFqRE5i5ZCT3t6QZfdlN2ZVAuXluasnGpGZZs/OxVlnfTBg4zvZAMnHH2ehpsaT5MrcRS/RTlZjozXXDDIoK+uw/WdwY6O8ra0YjLSZeDLjUlMrTVwJJSsrqynuclWW37uPFf0igUjZsxUBJT0YaUSpQ16efXcqRdCDkWY8l2pqvMYflEhiVmZGhsOq1JkNIpmVGalv/hNR4gKBMO64Ywmuv/4b9PQYG9DRNOCPf5xn6DGdzqhrCis340Sz8/AaXVaWvJn+DEbaiKKoqKiIPViQmcnMSJnF2y8SsPbih+SgnzhY0adEn2holubmbkMv8FpbezlRMQ5mZkbKvOtKZAarhzZ1dLjn4i9WfX0h097XuMFClJzKyk5MnPgxpk/fCsCcjdCtWxuwfHmZ8Qd2KCOG1wCAx5N873e70PtFjrFx1GzHDnkz/W38sLpPba0PwWDszX6LijjcQWaJBCPb280LJpB8NM2YydOxWru2ytTjG/27aBqwZUu9ocd0Mv2i3Yz4bUsLAyXkLlZnhrAv664aGszbBGlq4uYvUaIWLSrGz372AbZubQAQCUSatXd8443zmTkeg+7uoGG9D+1ethwPPTMy1mnvMpJ5IBuDkTZSWhpfcNHMkzRKTl9fCGlp8Q/y6O4OmrAaklVpaYelAWizd870Em0jdxe/+qrAuIM5nJmZkWYem0g2PT1Byy/GiovlvZgQxawSbcBdmT9ERgmHVTz8cCquuGLOgNeQmUUsra29eOaZ9ebdgUNkZtYbFrRVFM01g3KdUKYt88wJBiNtRC9vjDXNva8vjGAwbOKKKFFpaTUIBGLPctXFkxlL9peRYV1WJGB+qa2eGWnk7uKGDcZN53a6eHvUxsPn47Rfcg8R/bLYw3BXZvbRDgTCbANCFIeGhi5cdNEneOmldADm9zrv75ln1sPn4wbCSPQSbaP+Lm5Iempp6XHEsB6ZWykxGGkj8Qyv0W3axBJGGekl2vF+IGga0NXFi363sGp4jS4UUtHQYM7Fnd8fxrZtxjdQZrZQ7MzMXuzrc0/JDpGI/s3V1exhOJieGWnGZ6SmAW1tbD9BFItVqypw5pnvRzeIzSzLHkoopOKGG+Zbd4c2ZFS/SF1+vrx9CI2Sk2P/rEhA7oFDDEbaiL4rHs+byKpV8fclJPOtXBmZdJ7IB0IiQWmyp/R0Y08cYrFgQbEpx926tcGUzF6PJ4BQiBnDsTAzGBkKqcwiItewengN4I4slHjV1UU2z8x668nKcsaFKJFZVFXD00+vwyWXfDZgk0bE6cDChSXIzTWmJ6IRfL4Abr55MRYsEB+00zQNmzYZO9i2oMD5yQB6ibaVWb5m6OmRt80bg5E2kkgQisMd5NPW1ousrMQzxAoKxH+okfm8Xr+QXcdEBivFYuNG88qpzVqz05jd19HrZdY2uYOeZWDlBYqIbEzZmdkzEnBOVgyRWf797zWYOnUtNE2OgM2f/vSl6CUAiJzDX3bZ5/jkkx345JMGbN4s9nq8rKzD8Ezv8nLnJ8dkZ0eC23bfaw+HNWlbvTEYaROKoqKiojPunysp4URt2axeXZnUmxonarrD5s31Qj78cnLM2VXWh9eYYcGCItOO7SRmByMrKvjeRO4gIjBo5TAzuzCzZyQg9wRSIhnMmxcZImh1WfZwSko68OmnOULX4PH4cckln0UzETUNuOee5ULXpJdoG6mmxmP4MWXjhOE1OlmDxwxG2kRtrS+hiHZDg/2brjpNov0idVVV8QelyX6s7hep08vejKRpWvT3MYPRpSdO5PeH0ddn7kAzbpSQW+hl2lZefHNI1K7MzoxMJAmAyC06O/tQXBxJepEhEKm7666lwtr3dHT04eKLP0VmZgMAYPz4yEl8Vlaz0M0NfSCmkdcUTo8x9PWFHNWX3oy+/UZgMNImSksTy3D0+8MIBDhRWyZ6MDLRD+7aWnMzAUgOevDO6hO8YFAxvJSjuLjd1Kye8nJeMI6ms9P8rCr+HcgtWlqsbwbPc7mBVFUzvY+m2cFOIjuTtRVYV1cQ9933neX3297ei4sv/nRA0GfcuBScdto+AIBbbllk+Zp0Rg+vAZw/4Cs/vxWKIlGUPUmyDhxiMNIm9OE1iexomJmRRPGpqOhEZaUnqWM0N7NvlNMpiio02+/bb40tezazXyQA9PSE0N0tb3NmGZhdog0A1dUe0++DSAYiBtgoisZhXf20tvYgHFZNvg9nX2wTJUPvgyhDr8jBpk/fisZG6zYT2tp68atffTrk0Ks//vEQAMCGDTWmt5YYSldXALm5xgeiPB6/4ceUiZNKtAF5W/cxGGkTyUxQXrWq0sCVUDKMGLRhRVCBxMrPb0VXl7jgmtEDYfR+kWaesLJv5MiseN/gtF9yC1FBqqYmZ5fFxcOKrEVuchENTw9GylSirVNVDdde+5Ul99Xa2oOLLvpk2J7rZ5yxb/T897bbFluypv4yMxugqsb/kXp7Q4YfUyZOmaStq6mRs7KSwUib0IORibzhZ2bKmUbvRqmpyfWLBNg3yg303i6iDLWzmww9GGnmCevSpaXmHdwBrAhGMmub3ELUZGsOVNnJigyjcFhlNirREDRNw+bNcvfrTkurwbp1VabeR3NzNy688JMRMw9TUlKivSOXLi2Dx2NtUokZ/SKBSLa+2dnpIunBZRmD7YmQdTOTwUib0Mu0E8GhAnJQFBWrV0eyVJN5YwsEeGLsdOnpkRM8Ubtx1dVew47V2tpjSWnA1q0Npt+HnenBSDOfU+3tLGkk59M0TUiZNoDosAjamRlp9udkMuffRE5VXt5pai9wo/zlL19DMyma1NQUCUTm57eOetsx/424qKqGu+9eZsp6hmNGv0idiLJzK6iqhpwcZ5VpW9E7PhEMRtqAoqhJTfSzsmcGDS87u8mQ7CRV1dDX5+zUeLcTNbxG5/eHDcvAtapnrZEBVCeyIjPS6f2DiIBIj1qzJ9MPh9Odd7LqIljWCaREIsmeFalrbOzGK6+kG37choYu/PKXM1FYGFu2ekq/XZM5c/Lh91tzHadpWjQYaYZYArF2VFnZKbRdlhlkLatnMNIGamt9CAYTz4YLBBTL3vRoeEb24auq8hh2LJJLS0uPFJkYixeXGHIcPRhpdvZKMKhIW4Igg85O8wOFsp7oEBlJVFYkANTUcNNFp2dGmr1pZ8bgByK704cs2qGf3pQpa9DTY1xgqb7eh1/+cmbCmerhsIqHH15p2HpGUlLSbupmdKzBWLtx2vAaIPJZ2dUlX6s3BiNtoLQ0+bKcDRvMnWZLo9P7RRohL48nx04lul+k7rvvyg05jhX9InXz5uWbfyc2pZ+Mmvl3SGbTjMguRE5YZqXLTnV11mRGGnEOTuQ0Mg+vGSwQUPD3vy805Fh1dT788pefJDVYFgA++GC7Jf0WzcyKBJzbxkLvF2mHYHs8ZIwfMBhpA/oLPZkXhN6rkMTo6wshLc24gLAVPfhIDP3EQfQH4LZtyfdgDATClvZyNDLg7zRWlGlrGrMjyflEDa8BxAZCZWPFNG2ALUCIBvP7w7bLHJs3Lz/pnrs1NV5ccMFMQwJwfn8Yzz23IenjjMas4TW6mhqPOQcWTH9+2yHYHo+sLPnajjAYaQPJ7r4AHO4g2saNtYYOnmHfKOcS3S9SV1npSfoY27Y1Wjpwyegp4E5iRTASAGpreeFOzqaXaYvYMLKi3YJdWNUzsrmZ7T+I+svKakQoZK8pypoG/OlPcxP++aoqDy64YKah11+vvppu2nAdnZnDa4BIT04nsluwPVYyltUzGGkDejAymTcSTtQWS+8XadTFS22tM6eXuV0wqCAzU46Ng97eUNKDkjZutLY9BEsYh2dVMJJZ2+R0IjMju7ud1VA/UT09QXi91vS+suq9k8gu9BJtu8nLa02onU9lZScuuGCm4f36fb4gpk/faugxBx4/YHpZrhOz9Ts6+hx7nV1WJl8yE4ORNmBEOjh3dsXSg5FG7Uw1N4u7GCLzZGc3we8XM6V1KMuXlyX183q/SKsoioaiImdO9kuWVRfURmTyE8lMv/gSkb0eCMjz+SCSVSXaQKSc0uzsJSI70YORotsJJeKWWxbH1auxvLwDF1ww07ThYU88sdaU4wLAli31pn9Oeb3Oy9bPyXFmViRgXa/leDAYKTlFUQ1JCQ8ElKSznCgx7e292L7d2B4NbW0MRjqRXqIti2XLEg9Gapom5PeZN6/A8vu0g85Oa4KRRmcOEMlGZCYI+7JGWFWiDUQec5bHk1n8/jCeemo9amvt8xzTJ2nbMUbv8fjx6KOxTbIuK+vAL3/5ialZcq2tvfjyS3OGL5rdLxJw5ueRXqJtx2D7aFpa5EtOYzBScrW1PsMmlK5bV2XIcSg+q1dXGv6BbVV5EllLluE1ui1bEi/FKS3tEHLRvmZNleX3KTtFUeHxWPOeYWWQgEgEkWXagHMHBsTDysxIwNmZMiTW55/vwDPPpOGDD8ydemyUlpYe2286vv76JrS1jXx+WlLSjgsumGlJJtmDD6aaclyz+0UCkYokK6aCWyk7u1n0EkwjY/yAwUjJlZYa139r9eoqw45FsTO6XyQA9PWxVMuJZBleo0smK9vqfpE6s/vj2JHHY13GRVOTfLuuREbSB9iIImMDeqvpmx5Wbdw5dZgBiaf3WS4q6kFHh/z99zZvtkfQdCSKouG6674a9vtFRW244IKZaGiwZtOjpsaLVasqDD2mqmrRDFazOW0T2qmTtIFIpaxsbUcYjJSc3n/LiBOubdvkGIzhNitXVgIw9k1NVTXDMmZJDrW1Xul6eXR1BREMJhb41vtFWp3l2dbWK90HrWhWDmBoa+OwB3I20ZmRRm5S25WeGWnVW31hIXsRkzkqKz0AgFBIw6ef7hC7mBjoAS5ZKngStWpV5ZDBuoKCVvzylzMt31i9++5lhh6vpKTdsvYSTkoCCATCKChw9vu9bHNEGIyUnBHDa3QcLGC9iopOQ3p+DqWuzpxmyiSGbP0idatWVSb0c3ow0uq4oKbBst1gu7AyGGlVb0oiETRNEz49tLKSn/1Wl2lXVHgsvT9yj8rKndcIixaVClxJbPThNU7Y8/3zn78asHmdl9eCCy/8RMiQ0MLCNkPnC+j9Iq1QVOScbP3CwjbHlZ0PlpUlV6Y/g5GS0wOIRrzpcwKz9fQSbTPk5zvnzZ/k6xepW7Ik/pPj9vZeoScnX3/NITb9WRmM7O4OWnZfRFbr6QnB7xfbJoUbkdaXBcpWtUDOoWdGAkBOjty96hRFTaqXuGxqarx4991MAMCOHc248MJPhGa+33bbYsOOZeU1RVmZOUk3IrihJYds7zMMRkrOyMzIYFBBTw8vFK1kRr9IXXGxs9PI3Ua2fpG6RPoD6SdBoqSlyZllKopeqmPFSWkgwPYR5FyiS7QBoKlJ/BpEszozUnQ2LDmTzxcYsFno8wWF96QdSVFRG7q6nHUd+eCDqdi8uQ4XXfTJqENtzJaZ2YDycmOu+60YXqNz0lA1J0/S1hUXy5XMxGCkxBRFNbzEd+3aKkOPR8NTVS1a4mrGh0F5ucf4g5IQvb0h6dLmdYlsiOjDa0R9mDupZMQIVmZGqqqGUIgBSXImGQIFoi+YRVMUFY2N1gYju7rkm0BK9td/KvVBB40HAHz8cbaYxcRAL9F2kr6+MCZMmIH2djlazNx6a/LZkV6vH/n51vVxbGyUqwdhMpw8vEbXPxtbBgxGSqy21mf4kJI1a6oMPR4NLzu7ydQggJN2otxu69YGaXuUeDwBKEp8axPVL1Ln9QYYEOvHymAkwIna5FwyZEZ6PNYMJZBVc3MPFMXaD5dQSJX2M5rsS+8XmZICnHbaPgCAhQuLRS5pRHqljNOyxlRVnsjT6tWVaGlJ7hxqy5Z6S8+/nZI5rmmadCXMZrBqSnyshAcj6+vr8de//hUHH3ww9txzT5x++unYunVr9PuapmHq1Kk4/PDDseeee+Liiy9GaenAHmYdHR2YNGkS9ttvPxxwwAH4xz/+ge5u+18MmTExkRO1rZOaWm7q8Z20E+V2sg6v0aWl1cR822BQQWam+PeZFSvMff3ZiR6MtOrklNN+yan0iy6RF+Nub7djdb9IXf9BI0RG0DOUxo5NwemnR4KRMgdDNm1yzvAaWWkacPvtS5I6hn5NYdXnlFM2yGpqvI75XUYiW/BYaDCys7MT5513HsaPH49ly5ahoKAAr776Kg488MDobV566SW89dZbeO+997B582bsvffeuOyyy+D373yyTJo0Cfn5+UhNTcXixYuxfv163HLLLSJ+JUPpw2uMfDMxsgcljWzlysSmEMfK7aVaTiK6x+JoFi0qifm227c3Ch/wAAALFsibXWA1qzMj9c8uIqeRoUw7FFIHTIB1G6v7ReqMnHRLBAydGdndHZQiA3uw7u4g8vKsK/11swULipNqDWFlv0gA6OsLWXNHJnPD8BpAvkGTQoORL774Io4++mh8/PHH+PnPf47jjjsOl156KU444QQAkazIN954A48//jiuvPJK/OQnP8Gnn36KhoYGLFiwAABQWFiI5cuX48MPP8TZZ5+NiRMnYtq0aZgzZw4aGsRn5yTDjMAhJ2pbo68vhA0bqk29Dzfs3riBpmnSZ0bGsz69X6RoiQzecSp9gI1VKio8lt4fkVX0IIHoWKCbP//1zEirs1Nzc+XNWCN76t+77bDDdov+94wZWQJWM7Jt2xqkKmd2MlXV8K9/fZfwz27aZO35r6Jojmhj4YbhNQAQDsvVdmScyDtfuHAhLrvsMlxzzTVYt24djjzySNxxxx24+eabAQCVlZVoamrCxRdfHP2Z/fffH2effTYyMjJw3XXXISMjAwcccADOOuus6G0uvvhijBkzBps3b8ZVV121y/0GAgEEAjt3HHy+yIlNKBRCKCRPdF+fdjRuXArGjUvulaGqGgIBDaGQCo+nB3vvvdvoP+QA+t/T6r/r+vWV0amye+yRghQD39kURUMwqMHvD0v1fB1M1GNvN6WlHdEsVyOfK3vuOWbA/yciHNYQCmkoLW2P+e+oB+HHj0/+fSsR+porKzsd+9yL97XV3h55fu22WwrGjjXvbxIIqFBVoK6Ojz2ZQ/Tj39wcaY8yblwKxo+39v1N0zT4/ZFgQGlpK84883BL799ssf5ta2q8AIw5N46F/r5WWtrm2Ne96NeVW+lDSnffPXLut9tuKQgGNSxeXIwHHjhb8OoG0jeaRbz32Vm85+L6Oeznn+fgzTcvwe67xxeqKShohdcbiXEYff05WP/PpJqaDhx99P6m3Vci4n1fy8qKZL9b9dlitcHnECeeeJCp9xfr4y40GFlRUYHp06fj/vvvx2OPPYbMzEzcc8892G233XDTTTehqSkSoT700EMH/Nyhhx4a/V5TUxMOOeSQAd8fN24cDjrooOhtBnv++efx5JNP7vL1NWvWYK+99jLiVzPEjh2RbKTHHz8eP/3pvkkdS1E0XHfdDoRCGubOXYLDDtvdiCXaRmpqqqX39+mnkazcCy88EPfee6yhxy4r68XkySXYd9+xWLp0qaHHNoPVj73drF4dyYA+5ZS98fzzPzT8+DNmnJbwzxYUdOOxx8qgaeGYnmuapmHt2goAwFNPnYBTTtkn4ftOVF2dH3fdVYRgMIxFi5aYGnwTLdbXVm1tKwBgypTjcfrpyX2WjOSVV6qQlubBHnt4bPHelAy+r4kl6vEvKIhsttx++1H41a8Otvz+r7tuB/x+Fdu2bUJjozPP40b722ZmRv4G1113GP74x0NHvK0R3nmnBqmpHRg7lu9rZBxN01BeHumv/OKLJwEAbr75KLzzTi06Ojqle64tWhRpPfXXvx6OP/zhkFFuTYPFei4eDKq49dYCdHaG8dhjs+P+nElNjTynTj11bzz7rPHXFP2pqoY//SkHqgqsXbsGBx8sZ6JTrO9rmzZVAQCmTjX3XFkUTdNw3XW5CARUrF27DiUl5p5D9PbG1k5OaDBSVVWcddZZeO655wAAZ555JvLy8vDee+/hpptuMu1+H330Udx///3Rf/t8Phx99NG48MILcfDB1p9cDkVRVLS05AIAnnuuAmPGJH9BHQ5HouFFRfvi73+/eJRbO0MoFEJqaiouueQSjB8/3rL7feqpGQCAtDQPNm3yGnpsvVdUR0cIZ5zxCxxxhJxvmKIee7tZvHgpgBqUlfXiL3/ZYdhx99xzDGbMOA1//3se+voSS8fXn2vt7SEccsgZOOusI0a8fVlZB7zeHADAk0+Wm7ojOxx9zcGghq6uY3D99adbvgazxfvaCgQiPT+fecaYz5LhBIOR51lmZgjvvfdb0+5HJL6viSX68X/yyRkAuvD++3X48MN6y+8/EIi8xlpavod//vMXlt+/mWL927711iwAnZgzpwlffWV+6XQoFPlMSU/vxSef8H2NjNHW1gu/P3K+9Pjjpfj449Px+eeRRIbCwh78z/+cj0MPtX5DdyiapuH226cBAGbNasTcue7orWeERM7F9fecGTMa8dJLkzB2bOwVTt9+uwRALUpLjb2mGI7esqSj4zDccMM5pt9fPOJ5X/N4/GhuzgYAPPtshZDrFyvo5+n19Qfhn/+8wNT7am+PbZil0GDk4Ycfjh//+McDvnbKKafg66+/BgAcdthhAIDm5mYcfvjOcpTm5macccYZ0du0tAxsqBsOh9HR0RH9+cF233137L77rtHg8ePHS/MhXFfXiWAwUuYbCGgAjOvTsX17kzS/p1Ws/Nu2t/ciKyvyQR0KadEPFTOUlHTi2GPNTbNOlkyvKxlt3hw5+TTrudLXpyYcjOxv8eJynHvuyFm+W7bsbPAfKQUQ219o2bIK3HTTz4SuwUyxvLY0TYv2jDT6s2Q4bW19jn/N831NLFGPv95SIxgU+/5WVeVz7PNvtL9tQ0OkVN7s86vB+L5GRqqr647+t146qW82AMCnn+bhscfk2HCorfWisTGyXtHvfXaVyLl4T08Yb721FQ89dF7MP6NfU1j9dyovl/czKZb3tcLCnXNGZLh+MVtxcYfpf69Yjy90gM15552H4uKBE09LSkpw7LGRC97jjjsOhx12GFatWhX9vs/nw+bNm3HuuecCAM4991x4PB5s27YtepvVq1dDVVWcfbZc/TbiYebU67KyTtOOTcCaNVWWNbcvKmqz5o7IFF6v3zbTCdPSRh/ItHFjpLWELBuK27Zx+ml3d9DyRtVdXXJN6iMygqZp0ky5FTVRWgb6ABur9faynyIZp//wGl3/bKxFi4p3+b4omzdbnwVOEc8/nxat+BmNx+NHQUGrySsaWk2NR8j9GiUnx13ZvjU1Yj5HhyI0GHnfffdh06ZNeO6551BWVoZZs2bhgw8+wJ133gkg8qb8r3/9C8888wwWLlyI3Nxc3HjjjTjiiCPwhz/8AUAkk/LXv/41br75ZmzZsgUbN27EXXfdheuuuw5HHDFySaHMSksjwUgzLupbW+U4mXaqlSsjPfOsCMiYGbQm823eXC98KmusiopGT7fXp27L8jvpgw7czOpJ2gDg94ctv08is3V3B6OD6URrbnbneZzPFxC22aFpkQ1EIiNUVkYSQ4a7VsjNlWejevPmyHTmMUKjBu7k8fgxY0Z2TLfV/04i6BnrduWWSdq6piZ5/l5C31b+93//F/Pnz8fs2bNx2mmn4emnn8Ybb7yBSZMmRW/z0EMP4e6778Ytt9yC//3f/0V3dzeWL1+OPfbYI3qbL774AieffDJ+9atf4be//S0mTpyIDz74QMSvZBgzg0yhkMoTKhOlpkaCkVYEZKqrGWyxMz14Z4cPv7a23hF3Zzs7+5CfL2ZHdjjBoILGRvdmEAFAR0ef5fcZDqtQVUki0kQGkSUrEoi0g3EjUVmRutxc83tUkjvomZHDnVb19ISkOX/ZtCmSGalaW2RB//X446tjul1GRiQYKeKaQm9hYlfZ2ZH3dlmSKczW0SHP30v4Hsfvfvc75Obmwu/3o7CwEDfffPOA76ekpOCpp55CU1MT/H4/Vq5ciZNOOmnAbQ466CDMmjULXV1d8Hq9mDFjBvbZR46mv4nSMyPNelGsWlVhzoFdrqKiExUV1pXBy3KiQomRLZNwJKqqjVhSrp8EyWbevALRSxBKRDAScG+whJyrtVWe57TXGxC9BCFEl6fr/cCJkjVUmfZgH32UZf5CRhEKKdi2rWH0G5Jpmpq68e23RaPeTj8PF3FN4fHYN8kpFFJs0zLLKL298lQwCQ9G0tBKS2ObQJSotWtH7/9G8bM6yCvTxRHFR1FU2/XhmT9/+JOhjRtrAMiX5ZmaWi56CUKJCkZauSlDZAWZWtz09bmzf6HozMjCQvbpJmPoZdojWby4xIKVjCwvrwV9ffIELtzq/vu/G/H7qqoJLdO282dScXF7dGiwW6iqhp4eOfq7MxgpIUVRTb+Qy8riYAczrFxZCcC6gExnp5hAAyWvoKAVPp+9sls2bBh+E0MfXiNblqfeB8at9GCk1UHi4mJzN9SIrKaXacuw4aIoGhTFfTWTemakqL9BeTn7dFPyVFWLqc2SDH0jN22Ss+rFbSoqPEhLqxn2+4WFrUIz5hVFQyhkz4CeW68TRA07GozBSAnV1HgRCpl7kllezqwVo6mqFs2MtCog09Nj350ot9NLtO1kuJ6QoZCCLVvkzPJsbJSnSbMIzIwkMoZslQiyrccKemakqE2vujp5JpCSfTU2dsWUidXbGxKeDaxX8MiwCeN2d9yxZNjvydAqya7vj24bXqPbvl2OxDQGIyVkxYRkN57Emi07uwnt7dZe+IdC6ohDRUhe6eniGk0nargBDllZTdKW8SiKhsJCOXb/RNCzp61+m+Akc3Ia/f1Plo/ckhL3ZR+L7hkp0xAju+G56k6x9IvUie4bqQcj+ecTLze3BXl5Qw/RysgQPxBTtiGWsdKDkW57jhcUyNF2hMFICenDa8x8QwmHVXg8LPE10sqVYoYC2X2CmVvpJw52+vBTFG3IfrZ6v0hZzZuXL3oJwojKjGxo4HAtchbZNnGLiuS4kLCS6GCk3VqryOLyy2fhqKNeR0uLuysVdLH0i9SJ7Bvp8fhd+T4js1tvHTo7UuTwGl1Rkf2CkZqmISdn6ACv01mR/BaLcaIXQLuy6smRmlqBa6451ZL7cgNRwciiojZ8//t7C7lvSkxra09008Fu5s8vwkMPnTfga3q/yJQUOYOra9ZUY+pU0asQo6NDzIRDZhCZT9M0+P1h+HwBeL2B//6/Hz5fYJivBeHzBXDOOUdiypQLRC/fdmQaYAO4s92O6JLVYFCFoqgYO5a5HLGqqOjE0qWlAIDbbluCb775s+AViadnRsZyziQy20zW9jtulp5ei5oaD4455oDo1zo6+qQYrlVWZr/PpIaGLtcm9dTVyVHBxGCkhPQghdkX9evWVTMYaRC/P4wNG8RkhxUWtuEXvzhWyH1TYmbPzhO9hIStW1c1IBipaZq0w2t0+fnim8CLIiozUtT92l1xcRtWraocJqi4M7jo9QbQ1RVIqL/00qWlOOCAPXD33Web8Bs4l2wB9poaj+glWCocVtHcLP5vUFvrww9+cIDoZdjGkiU7M/sWLixGIBDG7ru7+/JTD0bGcs7U2xtCba0XRx+9v7mLGoI+nVnWjWa3uvXWJVi2bFL03yKnaPdXWytHcCsebh1eA0CKz1OAwUgpDVUGaQZO1DbOxo018PvF9Myz6vlCxgiHVbz2WgYAe57gDZ7uWFnpQVOT3KVXbW290DQNKXZq0GkQUUFBj0dMRqadffVVAf76128QCCQ/kbL/U32o95gHHliBP//5NBxyCLPqYyVbmbbbWiE0NXVDVcV/YG7f3shgZBwWLy6N/reiaHjiibV4/vmLBa5IvHjKtAHgo4+244knLjRpNcNjv0g5ffddGdrbe3HwwXsB2FmiLfqaoqFB7muBofQfXuO257nXK8d5OusMJKMoqmVTSN1Y4mMWvURbRKyjutp+O1FuNm9efvRvZscPvsHTqe0wFVzT5O9raRZRwcje3pCQ+7UjTdPw2msZuPbaedFAZLKfJZq2839DCYVU/O53s5K7ExfRNE26zMiWFrmCo2YTXaKt27HDnf3FEtHdHcTatVUDvvbuu1tdP8wmngE2ALBkSenoNzKYpmnYtEmOjDsaSNOAu+5aFv23DP0iAXvOMND7RYp+7ETw+xUp3osZjJRMTY03obKrRLS32+9NQ1YrV1YCEPNmJssJOo1O0zS89FI6AGCMTd99w2F1QCmGHuSTPenwm2+KRC9BCH2attXCYVWKkxzZKYqKe+9djgceWAFN2/k6suKhy8xswEcfbTf/jhygqyuIYDD5jFUjua0VgujhNbriYvG92exi5cqKXV43Pl8Ac+bYt1VNskIhBXV18Z23i+gbWVHRifZ2d73H2Mm8efno7Q1CUVRpyrTtWBHj5jJtQI4Ask0vh53LyslG4bDGgKQBOjr6sG1bg7D7d1t2hJ2tXFkR/eBTrdlzMMX8+TsDe7L3i9S5MTMyEAijp0dMhqKmRbJiaHi9vSH88Y9fYtq0LQDElAndeedSYQFrO5FteA0AdHe7a7KzHsARvfFVVcVqlFjpk6AH/82mTFkjYDVyqK31xd1uoK8vjOpqjzkLGoZeok1yUhQNkyenoqCgFV1dcpxr9fXZqyKmqysgzURpUbKyxAdjGYyUjD68xqqTrRUryq25IwdbvbpSaCDGbdkRdqZnRYq+mErWmjWRTGCPx4+8PHsMhykqcl9v1c5OsbvUbCExvJaWHlx44Sf49ttiAJFMaRGfI4GAgiuvnGP9HduMbCXaQKTEyk1kqQJpbJQjQ1N2qqpFp2gPfm8rL+90bbl7vP0idR99lGXwSkaml2jb/XzVyWbMyBI2PHUoiqIhFLLP51Jubov0iRRm08vURWIwUjJWDyNZv77a0vtzIpH9IgFmH9nF9u2N0eeK3T/89A+vTZvqbPO7+HwBW50kGUH0RkVJifsCwLEoLm7Dued+hC1bdmaeiMyU3rChBrNn54pbgA3INrwGiAR7AgExg/NE0Mu0RX/msHQ1NllZjbv0mO7vnnuWDfs9J9P7RcZ7zaAHdq3C4TXyCwSUaJaxLEHjeFsQiJSTIz4rULSiIutbQAzGYKRkysoiO2ZWvfm7vVeCEUQHmIJBORrQ0sheftkZWZHAzgwVu/SL1C1fXiZ6CZYSHYwsK2MwcrCNG2swYcIMywbVxeof/1gIn89+/Z6somdGyvZeJ0u2oBVk6RnJ4Vyx0Uu0h7N+fbUrW0QkmhlZUGBd0CAQCPP60Cb08zxZLgPz8sQHt2LVf5K2W8U7TMsMDEZKxurMyIoKj6X35zSVlZ1STCX3enkRKbPKyk7Mm5cPQJ4ThmQEgypaWrpt0y9Sp5fEuoXoYCR7qw00b14+fvWrT4X/XYbS1xfGNdfME70MacnYMxIAiorcM0xFlsCrqmqu69eZiNEmQGsa8OCDqRatRh76xX+85019fWFUVXkMX89QsrKapBvYRfZQXGynYKR7J2nrGhrEb/IxGCkRRVEtz5bgAJvkrFpVKXoJAHZm1JKcXn99ExTFWZ92X31VaLsG53Zbb7L0rBNRu76yZDKJpmkaXn01Hdde+xUCAXkv8FasqMC337pz6vxo9DJt2S5a3NIKQdM0qd5PREw3tpOmpm5kZo4+2PGLL3LjHuZid8lkIn344XbjFjICWaYzk/3Y5XpUUVTk5orvlyiaDP2wGYyUSE2NF6GQtY2jFEWTdsffDlJTxfaL1OXn22OIiBu1tfVadgJppc8+22G7crXycndNzROdgdfcPHy/MLdQFBX33LMMkydHMoBEf1aM5q9/nW+717UVZDhhH4ps5f5m8XoDUj0vt29nCetIYu1v6PeH8eabm0xejVwSLdMGgGXLrOkbqW/cyv55RfKpqfGIXkJMSks70Nfnnp7Lw5Fh7gSDkRIRNV7+u+84UTsRqqph1So5BpLoU9hJPu++m+nID7zMTPtlGfb1heHzuae8TnQwsq3N3Zn3vb0hXH31l3j77UwA4iZmx6O7O4i//OUr0cuQjowDbACgtlaO0mWzyVKirSso4AbwSPQS7ViCWS+9tNHk1cijtzeE5ubENzYKCqxpy6BP0pb984rk09go58bdYOyJGhEKqWhsFFt1wGCkRPSAktU7URs2cKJ2IrKzm6SZqpjMTiuZp7c3hGnTtohehin0snO77ZzPn18oegmWEd3Y3ONxby/blpYeXHjhJ1i4MNKndMwYsROz47FwYQlWrOAmZX+yZkaONK3YSWQq0QbsU4ooQiAQjr5/xPLZ09TUE93Yd7rqak9SP+/3h1FRYW7yQWtrjxRDLcie7LIJrQcjxzAShtdfF5udzj+BRKweXqPj7kBivvlGnqBGXZ1cWQMUMXNmtm0+mBNlt53zWMvHnKCjQ2wwsKdHnrJKKxUXt+Gccz7Eli07s4ftEojUXXvtPPj9zsvoTpSs7Wyc/vmi0zMjZdn84jnX8DZsqIm79G/y5BUmrUYuRgT5PvwwK/mFjMBtvbXJWHbZhNZjH3Y7NzOD6HgGg5ES0Xdarb645w5Y/DRNw5w5eaKXESVr1oabKYqKV1/NACDPBRQB27Y1il6CZUSXaQeD7gtmpaXVYMKEGbb/XPV6A/h//2+B6GVIQdM0acu0OzvtceGXLNkyI9kPd3iLF5cAiO+8Jzu7OemsQTvQq5iSOSdctqzMoNUMTS/R5nkrJaKvzx6b0Dk5HF6jq6joRDAobrgig5ESEZUZKfqC1Y62bWtEebk8ZTqylIvTTt98UxgdLmC37EEnc0uPNWDnNG1RVBWuyq6bNy8fF1/8qWM+U+fOzcf69Wzj4vMFhJ6oj6SnR3zzeSvomYiyfJZ6ve7pPRwPTdOiwch4/1b33rvchBXJxYhNqqIicye565mRsrzWyF4URUMoJOfnpa6pqRtNTdxQ0mkaMGOGuRnXI2EwUhKKogqbiqgoGl+UcdKzImXZOezqcscFiV1omoYXX4w0ZZflOWIGO/5uwaAi3TAEs8gQFBPdGNsKmqbhlVfSce21XyEQkPskPF5XXTVX2kCcVWTNigTgmr+NbJmRwaACVWW0ZrCSkvaEN+oXLy6B32+PrKpE6cHIZAJ9fr9i2sBTVdUGtBchSoTsbSxyctiebrCZM7OF3TeDkZKoqfEiFBLXuOC778xN+3cSVdUwd24+AHl2DgMB92Qf2cHatVXRcmBZniNmsOvvNm9egeglWEKGYGRxsZiMf6soioq7716GBx9MBWDPAP1IOjr6cNtti0UvQyiZ26BoGuLuz2dHMm4guWGjJV56VmQiFEXDE0+sM3A18jFq2OSHH2435DiDFRW1wedj1i8lJy/P3OzdZOn9Ip12vpaMrCxxLawYjJSEPklblA0baoTev52kp9dKt+ujaZHJzSSHl15KB8APOlmlpjp/UrCiqFI0EhfVfsQKPT1BXHXVXLzzTiaAyFRGuwboR/Lxx9muzpaRdXiNzqgAh8xky4wEgO3b3dN/OFaLFyc3IG769K3QnPgm+l9G9RJevtycBJLNm+tMOS65S2Gh3MFIvV+kg99q4hYMqli1qkLIfTMYKQk95V5U8GLHDjZyjZVsJdq6igqxAW2K2LGjOXqiyA86ObmhcbXXG5Di+VdV5RG9BFM0N3fjwgs/waJFkUygMWOcPZXxiitmIxx28C84Ar1MW7bPfF1hYZvoJZgqGFSkzE51w+dIPDweP9LSkkts8PkCmD1bnuGQRvJ4/IZtEBYVmfOa1/tFyvpeR/Ygqu1crPTMSBpo2rQtQu6XwUhJiM4esfvkT6uEw2q0xFOGC/3+8vJaRC+BALz8MrMiZeeGHrmih9fonDgwqL7ej/PP/xSZmQ3Rrzk5EAkAzc09rhgwMRQZA2H9ia6sMZus5dBmBYTsasWKckM2LKZMWWPAauRj5MZcIKCgpMT4558+SVu26xuyl5oaj+glDKu3N+T49kGJWru2Ssj9MhgpibIysVN3ZegtZgdr11ZJe2FSUuLsCxI7qKnxYvbsXAA8mZOZomjIz3d28F6W93SnBX43barDww+XunIDb/r0TFdWUehl2rK+p1dXe0QvwVQylmgDzs36TtSSJZES7WQ3YisqOpGd7bwSeKPbKXz4obHTb3t6gsjNdfZ5EVmjoUHe8768vBYOHxuG1xtAVZX1Wa0MRkpCdGakqmpSNgiXjawl2oA7+kbJ7o03NkFR+CFnB04fYiNLMLKtTd5JxPHq6grguuu+QXe3gjEuPHvSNODyy79w3Yl8S4vcz2HZelgbTdZz04YGOYOkIiiKiqVLI8FII4L2TszC1jewjLp++O47Y3tfb9vW6Lr3djJHe7sc559DYYn2yF59NcPy+3Th6bR8FEWVor+CiInaq1ZVRE9gZBcMKvj660IAcmZIOLEc0k46O/vwwQfbRC+DYiSqHMEqejBS9MaJLOXiRnjqqXVoaOjGoYfuht12k3BHygJ1dV14+OFU0cuwlOwDbJyWfTyYnhkp+r1sMCdttCRry5Z6Qx+PDRtqHPXZAexMGDDq+sHoNgF6ibZsrzOyH49H3tduTg4naY9k4cJiy++TwUgJ1NR4EQqJbzhl9UTtvLwWXHbZ57j88lm2mOD23XdlUkynHU5zs9wXTE43ffpW9PRworldsEzbGj5fUPQSDJGf34I33tgMALj55iOR4uIz2VdfzUBxsXv65ekDbGTV3i73+pIla2Zkby8/73VGlWjrNA2YPHmFMQeThNGtPYJBxdCApD68RsZkC7KXvr6w6CUMKzubk7RHUlPjQ0+PteftDEZKQJbm41b2gtI0Dffeuzxa0nrffd9Zdt+JmjMnH4C8uylOvyCRmd8fxptvRgIVsj4/aKD29j5HlyTJEowMBOQ9KY2Vpmm4665lCIdVjB0LnHXW/qKXJJSmAb/5zRfQXHI2L2ufaJ3HExC9BFPpmZGyPd0URUNfHwOSALB4cQkAY/9GX3yR66jPaDP6DH/00XbDjmWHpBCyB0XREAopopexC1XVopmRNLz33ttq6f0xGCmBsrJIMFJ0EKOqymvZfS1YUITVqyuj/960qQ4+n7xZh729IXz7bREA+U6IdV6vsy9IZPbppznRC1ZZnx80kKYBGzdamw1upc7OyPup6OejomhQFPGZ/8mYMycvWtY/bhx3G4DIhfUTT6wVvQzTaZomfZm20wNisg6wAYDCwlbRSxCuttaLnBzjkxkCAQVvvGF9/zIzaJpmysAjo/pG1tX5pH6dkf3U1loXU4hVeXkHK9hi8PnnuZbeH4OREhA9vEZnVQmy3x/GAw9Eyi/0AKymAf/3f6stuf9ELFlSIv0bmN9v/wwkO1IUFa+8kg5A/IYCxee11zaJXoJpZMmMBOTPLBuJzxeIfl6NGZOCMWP4Itc988wGxw9O83oDUrTRGUkopDoqg2wwmQf0bN/uvKnP8TKz7/tLL6WbdmwrtbT0mFLWX1xszPUjsyLJaPn58rVyMWPTxIlyc5uhqtad9zAYKYGyMmObGidKVTVUV3tMv59XX02Pliv0/50/+SRH2rIv2Uu0gcjfzwklkXazcGFxtNWCpE9fGsaiRcXo6nJmRrFMwcjycjlakSTiqafWobExMiDEyQGfRKiq5vhybdmzInUdHc5s06JpmrQ9IwEgP5+ZkYsXG9svsr/m5h6sXFlh/IEtZkZWJBDpG1lQkHz/a71f5BhGBcggMmaN65O0Zb6Wl4GiaFi0qMSy++PbjgRkyYwEzJ+oXV/vw3PPpQHY9c2gqyuI+fMLTb3/RPh8ASxZYnw/HDPU1MiXFu9kmqbhxRc3AuCHmx0pSqR3rRPJFIwsLrZnMDIvrwVvvOHc7FkjFBe3R98DncguWb3l5c7MUO3o6EMgIF/vMZ0sPd9F6esLYdWqSLDQrPNjJwyyMaNfpO6jj7KSPoY+SdvCZChyOBk3ofVgpOzX8jKYPt26vpEMRgoWDquoqJDnJHLjxlpTj//wwyujpQpDvRlMnbrW1PtPxLffFkl9Mtwfd+mtlZZWwwmENvf55zvg98vdgiERMgUjKyrkOykdTWRozdLokDUa3uOPr0ZdnTM3wmSfpK0zcqquTGTvYydjXzQrrVlTZfrk3JycZkuqtsykt7MwY9N6xYrk+kaGwyq2bWO7ATKWjO+NejCSRmdlT30GIwWrrfVK1Y8oNzf5dP/hpKfX4osvRm6Kmp/fKt1FjV6ibYfyheJiZ16QyErvZ8SsSPsKhVQ88sgq0cswnEzByNpaecsshzN7dh7WrasWvQxbUBQNv/3tLEeWa+tl2rK/x+uDEJ1G5hJtIFJG7Gb6FG2zXx92r2AYqjWVUUpKkquuy8trMaWfJblbQ0O36CUM0NbWK/3mlky6u0PIyzMvJtSfDcIrziZbiYdZfU1UVcM99ywDMPpJy4MPppqyhkS0t/dGdx3tUL4gU5at0+Xnt0RPxB14De4q77+/DeGwDV7gMdI0LTpNWwaNjfY6AfT5AtHSQA6siU1ubgumTdsiehmGs0uZdlWVXJu4RtEvHmUNBls1+FFGmqZhyZLS//63ufe1eHGJrSsYzCzTDgZV5OUlPphDL9EmMlJbm1xVBTk5zIqM12uvZVhyPwxGCqbvZstyouXx+E3Jbpg5MztaBjDa4efPL5JmUMA33xTaKkghY1q8U73yijVv0mQ+vz+Mp59eJ3oZhuntDSEYlKe1REuLXCelo3nyybUcWpOAyZNXoLlZrmyIZOll2rJvODU0yJ1BmCjZMyMDAcWRGcGxyMtrsaxPuaJo+Pe/7fsZrZdpmyWZvpF6qyFZrkPJGbxeuTZqOLwmfsuXmztHRMdgpGAyDa8BIifcRu/geb1+PPpopAwyllLnQEDBe+9Z1zh1JHaYot2fbGnxTlVf78MXX+wQvQwy0GuvZTgm8CRTiTYg33pGkpfXgjff3Cx6GbYUCqn4/e9ni16GoeySGenUcmE9M1LmeJ9dniNG0ytDrPLee1ttGfhVFNX0oO2KFYlPHN+8OZIZacOHliRmdi/ZeGVnJ5497FaNjd3weMw/f2cwUrCysshumUwfAkZP1H766fXRk7VYS51fekn8dM7Gxi6sWVMJQK6/z0ja2+1z0W9nb765Waper5S87u4Q3nzTGZOTZQv++XwB0UuIiaZpuPNODq1JRmZmgzSbiUawywAb2V7zRrFDj6+sLHeW/+kl2lbx+QKYPTvP0vs0Qn19l+nni4kmtng8fhQWstc8GU9RNKkqdPQybbtcz8virbfM35xnMFIw2TIjAWMnahcXtyWUZVJd7UV+vjWNU4czb16B7d603Ny/yCper99RF9u009NPr7dl5sVgsgUm+vrs0etr1qxcrF/PoTXJuv32Jbjmmi9NL020gj7ARnZ2CfjHS/YybcCdE1rb23uRkWF9r8EpU9ZYfp/JMqsXf3+hkIodO+LP/MrMrDdhNUQRsgyk9fvDDLonaO7cfNPvg8FIgcJhVcqBI0ZOT7r//hUJ91x84IEVhq0jEXPmRHZg7VKiDdjnot/O3n9/G7q6gqKXQSbo7PRjxoxs0ctImmzByFBIlT7IGxlaExmeFks7ERrZV18V4oc/nIY77lhim4DeUOxSguv3y1USZxQ7ZEYWFbnvInf58jIhbU0qKjqRnd1o+f0mw6pNmY8+2h73z7BfJJnJqmnMoyksbLPV/AeZFBW1Q1HMfex4yi1Qba1XylLP6mqPIcdZurQUS5cmXsaxcmUFgkExJ9hVVZ7orq/k19ADKIrGN1wTBQJhvPFGpJSXJ2/O9H//t0r0EpKmT9KW6Tnq9cqdufXEE2vR1KQPrRG8GIdQFA3Tp2/F0Ue/jqlT16CrS+7nwGCaptmmTNuJn/1+f1i6iaxDcUIGcLwWL46c24v4jLn33uXW32kS9D78Zj9WK1fG3zdSn6Rtp+scso+iIjmqP3Ny2C8yUaqqRednmIXBSIFKSztEL2FIXm8g6SyWYFDBffd9ByDxD2BF0fDcc2lJrSNRX35pflqyWRob5c8ksKsvvsiNTtnlyZszNTf34OuvC0QvIymyZUYCQEWFnJ93AJCb22xJXxy3CgQUPP30ehx11OuYNm2zVH2kRuLx+G0V4GtqctZnf0ODPX4fu6zTKOGwGp2yKuI8aMOGGnR2yvcZNxw9GGn2YxXvNaWmadHMSCIzlJfLcd6ntzCQaYPeTv7zn22mHp/BSIHKyiIvUtleHJq2c22JmjZtM0pK2qPHS9S772YmtY5E2bFEW1dQ0Cp6CY6kqhpefjkdgD2fFxS7++8X2yIiWTIGI4uL5dghH4xDa6zj8wVwzz3L8YMfvIFZs3Kln15vl6xInayvsUTZoV8kYL/nSbLS02uF9ifXNGDyZPt8RluVORsKqXGVsFdWemyReUz2VV0tR89IPTOSSSSJ2bLF3E0LBiMFknF4jS6ZidrNzd146qn1AJIP2rS29mL9+qrkDhKn4uK26HREO75xsUmvOZYsKYn2hrLj84JiV1PjRWpquehlJEwPRsr0PK2o8IhewpBmzcrFhg01opfhKo2N3Zg06Rv8+Mfv4LvvyqTtJ2q3XpfFxc767LdDv0gA6O52Vw/pxYtLAIjdlP3iC/k3M3R6ZqQVPvooK+bb6iXaRGbRW9+IpGkay7ST1NcXNnXYFYORAukp9TKeh6enJ/4h9dhjq6KTHY343R56aGXyB4mDFZOjzJRsVisN7aWXmBXpJnffvUz0EhImY2akUb2IjeT1+vsNreEL22rFxe349a+/wIQJM6Sc6mqX4TW68nJn9S7UMyNl/8xVFA2BgDMHCA1FD0aKvHYJBBS88UaGuAXEKBAIW5rhu3JlZcy33bw5cp0n++uL7EuGzNuWliB8PndtGJnh9dc3mXZsBiMFkjlolOgErK1bG/Dxx9mGrmXLlnp4vdaUhGiahtmz8yy5L7PU1MiRFu8k6em1SEuLZE/JuHlAxisubo+erNuNjMFIGUsuBw6t4QtblE2b6vDzn3+I3/9+drS9iwz08lu7XKw77bPfLpmRAKR63pqpoqJTmuobfYNYZjU1XkvPGeO5rtT7RfKclswisp2DrrJSvvNhO0pNjX9AVqwYjBQkHFZRUSHvLnYiJ7WapuHee5dD04w9edc04NFHrZlwm5vbEi3FtSsOsDEee0W60223LRa9hITo07Rl0tIifoe8vx07mjFt2hbRy6B+Fi8uwcknv42//e1bKYaC2C0zUh+u5hR6MNIOwZLt22Pv1WdnS5aUiF5CVHNzT0ITpK1UVeWx9P7CYRVbtzaMertAIBxtR0VkFr9ffMa4Hozk9Vty2tp6TRuSx2CkILW1XoRC8k5p9Pnin6g9a1Yu0tNrARh/8vjZZzss6Ss1e3au6fdhNrc1UzdbUVEbvv22CIA9LorIONnZzcjPTyxLXCQZMyPb2+V5X+LQGnlpGjBzZjZ+8IM38NBDqUIzK/SekXZ533faZ7+M2dTDSbSayG4WLy4FIM+FveyDbPR+kVY+XrFUp2VnNyEYVMxfDLmaomjCn2d6MNIun+MyM6tUm8FIQfR+kbLStPgmM3Z3B6O9Hc3ovdXdHcRXXxUYftz+NE3DnDn27hcJyJkVZWevvprODzEXu+WWRaKXELeODvmCEjKU6+i++CI32naB5BQKqXj55XQcddRreOmljUIyLOwW3OvslG8TIhl2KtOW/ZzeCN3dQaxdWwVAngv7nJxmKfsR66yapN3fqlWjZ4vqJdpEZqutFds+hGXaxvnmm0JTjstgpCB6Xw9ZdheHEs9E7RdeSIuWVZnVe+uJJ9aZclzdli31lpdUmKG3NyR6CY7R2NiFTz/dIXoZJFB6ep2t3heCQQXd3fK9B8jyvhQZWhPJpuHQGvn19ITw8MMrccwxr2PGjCwoinUVJXYr0+7qck6Tfk3TpCjVj5XT+nUOZeXKCuFZTkO5997lopcwLD0z0srgbSyDrPRJ2jJfg5IziKwu8nj8aG2V49zTCcrLOxEKGf8ZwGCkIKWl8je7jnWidkVFJ155xfyeegUFrairM++Eb86cyOAau384h8MqhzEYZNq0LVKefJO1br7ZPtmRsmZHyfI6+ve/16K5ORJk4vukfbS29uIf/1iIU055D2Vl1mQs2i0zMhgU35/LKG1tvdK8Z8RCH4TlZHq/SNnOkRcvLoHfL2fAQQ9GWikcVpGZOXLmI4fXkFVEDrzasaMZgHzvWXalacCMGVmGH9eQYKTH4zHiMK6il3TI/EEQ627G5MkrEAhEThrN/n0mT0415biKomLu3EiJtsx/k1jZLaNDRl1dAbz7bqboZZAEVq2qQHOzPS42ZewXCUTeV0VnR3Jojf1VVXnwyitVlgSq7PY5qqpAX5+cQZl42alEG5CrDYUZVFXDkiWRfpGynSMrioZ//9vcyqlEiSjTBoAZM7KH/V5ra4/UA1TJWUQ+13JyIsHIsWMZjTTKzJnZhh8z7mDkiy++iLlz50b/fe211+Lggw/GkUceiZycHEMX52R6mbbMamtHbx6+alUF5s8vsmA1EQsWFJmSzZKWVuOoSZSFha2il2B7//nPdni9AdHLIAlomn0ma8vcM7amxiPsvvWhNcyGtL+mpiAefniVqfehaRra2uyVGQk4p1y4rs4+w2uAyNRYK4YsipKV1Sj1OfJ7722V7vHv7g4Ky65evbpy2O+xXyRZqbpa3GdSTk4kqYqZkcbZvr3J8GPGHYx87733cPTRRwMAUlNTkZqaimXLluE3v/kNHnzwQcMX6EThsGqLXamurpEnaofDarRXi1Uv9EBAwbvvGp/Z4pQSbV1Rkbi0eLtTFBVz5uThxRc3AnDOc4KSs3BhCTweObMO+5M1MxIQO+Th8893cGiNA4wfH3lDfv/9baZmo3k8foTD1vWnNIpTPvv1Sdp2+fzVNLnfe5OlZ0XKyucLYPbsPNHLGEBkr+mRrjE3b2a/SLKOyBYWmZkNAPhcN1IwqIy42ZGIuIORTU1N0WDk4sWLce211+LSSy/FQw89hMxMljTGorbWi1BI/pNcTQPy84fPsHvvva3R71u5IfnyyxmGHi8UUvDVV5EJUZJtrCbMDpm3sgkGFXz00XacfPI7+Mtfvo6W6DnlOUHJUVUNd9+9TPQyRqVfEMt48iUqGOnx+KMtPji0xt7GjgWOPHJ3hMMa/va3Babdj91KtHUlJfL3I4+F3cq0gUj2oFMtXlwiegmjmjJljeglDCAyGBkOq9Gg42DsF0lWElVh0NDQhcLCNqSkAGM4IcVQ06ZtNvR4cf95DjzwQNTW1gIAli9fjosvvhhApKRFUezTbFokkdkh8VqxYuiJ2u3tvZg6NfLBb/VFb02NF7m5xk3nWr260pblWCMRmRZvN729Ibz11maccMJb+Oc/F0UDuQxa0GBz5uRL35NN5uycqioxFQH//veaaHCJZdr2lpKSghtuOBwA8O23xaioMOd8ym7Da3QiBmaYQc+MtFPAJDu7WfQSTNHU1B3NMJJZRUWnqUMu46X3ixS1MTjUoAlV1VimTZYS1U931aoKAMDxx++JFBl3521s7dpqQ48XdzDy6quvxvXXX49LLrkE7e3t+M1vfgMAyMrKwoknnmjo4pxKn6Rth9dGRsbQO2tTp66J9iYTcbL4wAPfGXasOXMig2vs8PeIlX4iT8Pz+QJ44YU0/OAHb+Dee5dHe1TpzwMGLWiwcFg1bYiWUWQORorIdsrJacLbb7Nqw0nOPnt/jBkTOfeYNOkbU+7DrpmRduu1OBw7ZkYWFTmzV/eyZXKXaPf32Wc7RC8hSvTGwJo1Vbt8rbi4DT4fe6GTdfr6wkLud+XKSCnxGWfsK+T+nczj8RuaXBB3MPL111/HXXfdhR//+MdITU3FPvvsAwBobGzEHXfcYdjCnMxOJbQFBbv2H9qxoxnvvbdNwGp2Wr26EoFA8m9wgUAY33zjrBJtwL5ZHVZoa4tk9R577Bt49NFV0cdKD0I66XlAxvvww+0IBsWcXMWiszMSjJTxeWx17yAOrXGmlJQUjBsXecPetKkeGRm1ht9Ha2vPf+/L8EObSmR/LiPZMRhZUeERvQRTLF4cCUba4bWwYkW56CVE6cFIUZ/FQ/WNZFYkWU1VNQSD1lbOapqGlSsjmZE/+QmDkWZ49dVNhh0r7mDk+PHjMXnyZLz55ps488wzo1+/77778M9//tOwhTmZXqYt48XiYLW1A0seNE3DvfcuF35xpygannlmfdLHWbaszJG7hDJnR4nS0NCFBx74Dj/4wRt4+un10dIBBiEpHsGggn//e63oZQyro0Peadptbda+L3322Q5s3Gh8oIrEGzt2Z2TkhhvmG358u27oOaXljB2rO+wYQB1NMKhEA3x2OEcysoVTsvQybVEURdtlo2bTJg6vIevV1FjbPqGoqA0NDZH341NO2dvS+3aLRYuKDTtWzMHIO+64A93dO3dcZ8+ejZ6enWUsHo8Hv/3tbw1bmJPZKTOyqys4IPD49deFWLu2StyC+nnvva1JH8NpU7R1PT1B0UuQRmVlJ26/fTGOO+5NvPbaJvT0DOz5Z4cTbJLLW29tgaLIOYRM5o0IPWvTCh6PHw8+qA+tsexuSYDy8k7Mm5dv6DHtOsBMVH8uI/X1haJtgOxEz6Z1kvXrq9HdbZ/zyfb2PoTD4ucXaJomvEwbAD7+eGDfSA6vIRHy863dJEhNjWRFjhkD7LYbTwDNUF3tRW+vMT30Y/4Lvf/+++jt3bnjeuutt6K5eWez5kAggO++M66Pn1OFw+qQqfMyy8uLvIn09YUwefIKAHIE79ra+rBmTeLj5Xt6gli0KDIh0GkfzMGgCs1pv1ScCgtbceON8/HDH07De+9ts7xMgJyrtzeEl19OF72MIckcjLTyonbq1P5Dayy7WxLkjjuWGvqZZ9fMyMGbbXZk1wzDri77BO1ipU/RluGcP1bLlw89eNNKnZ1+Kaqu1qzZOWiipyeI3FxnDlkiuRUV7dryzUx6iXb/CgoynhFJYUAcwcjBJ3luD3QkqrbWi1DIXldG330X+WB/5ZX06JRmWf78Dz+8MuGfXbSoxLCovoyszEIayscfZ+P++4tx9dXz8MAD32H69EykppajsrLT1Kyy7dsb8ac/fYlTT30Xn322A4oiyZOVHOWFF9Kk/ByUORgZCFizIZCT04R33uHQGjdpa+vFa69lGHY8uw6wCQYVKd+X4qGX19lNOKwiFHLOpqemadFgpJ2eUt98UyR6CcJLtHWVlZ3R94Nt2xp5PkxClJdbVxEaCinRCk5WxZjr88+NGRg2zpCjUMz0fpF2smlTHWprvXj++TQAkR1SWU5Mtm5tQGdnHw48cM+4f7Z/ibYsv4+RSko6cM45ewm7/+ee24jq6j5UVJQCGDiNcdy4MfjBD/bHSSd9DyeeeCBOPPEgnHjiQfjhDw/Gscfuj/Hjx8Z9f2lpNXj22Q1S7IqT83m9Abz//lbcdtv/il7KADIHI1VVQyikJPT6juc+OLTGnaZMWYO77z4bu+2W/PPLziW3Pl8A+++/h+hlJKy+3r5DeCoqOvGjH31P9DIMUVLSjvJyOYJq8TBjoFW8qqo8opcAINI3cuPGWkyceAw2b97ZL9KJ1zwkr5oa63oAZ2Y2RLPU7ZTRbUe5uc1QVRVjkoz6MhhpsdLSdgD2+jAoKGjDQw+tRF9fZIKsTOvWNODRR1fhvfd+F9fPeTx+LFtWFj2GExUUtOKcc44Sct8NDV2orvZizJhImnwoNPBBDodVlJV1oqxs1xPdsWNTcPTR++NHPzo4GqTU/3fccQdg9913vm1pmobU1Ao8++wGrF+/sxzFTq8vsq+pU9fi1lvPQookZzyqqknfM66pqRtHH72/acefMSOLQ2tcqq8vjAce+A7TpiXfv9yuZdpAJAvlZz87QvQyEqYPr7Hj5/i2bQ2OCUbqWZF2I8NUc71fpAzP4Zkzs/8bjOQkbRKjsdG6DabU1MjArZQUSHNu7lThsIbFi0txxRU/Suo4cQUjp06dir32imRaBYNBPPvss9h//8hFRf9+kjQ8Ow2v0ZWXd1je7yEen3++A9OnXx7Xm86CBUWO7yEoMgtX35k+5pg90Nwc3CUYORJF0VBV5UFVlQfffVc+4HspKcCRR+4XDVRu29aIrVsbBnxf08Sf/JE7tLb2Ys6cPPzlL6eLXgqASEaU7BmBJSXtpgUjt2ypx113LQUAjBmTIv1jQcabPn0rnn76IhxwQOKZgaqq2TozsqiozdbBSL1M246f4zJNc07WkiWRihYZAmrxCAYV1NZ6Td30Go1epi3D46aXrOqTtGVYE7lLe7t1MaKVKyOzJPg8t8b06ZlJByNjzqs8//zzUVxcjKysLGRlZWHChAmoqKiI/ru4uBjnn39+UotxAz1AZKcXid7jUtYNhp6eEObOjW+SplOnaPdXVSWuvCYjI3LSc/LJext6XE0D6up8WLWqEu+/vy0aiNT/jnZ6XZEz6BObZSBzibbOrA25+nof/vCHOdG+lAxEupOiaPjb3xYkdQyPx2/r3mpZWU2il5AUuw6wASKbLU7g9fqxYUMNAHueV82alSv0/mWYpK2rqvKgrs5r69cV2ZtVFTtdXYFo0J2skZaWfCVSzJmRa9euTfrOyJ6ZkTqZT0iefHIdrrvutJhu29raE520JfPvlCyRJx7p6ZE3px/9aG+sW2d+UNTJf0eSW319F5YsKcHll58keim2CEaaUULX1xfCH/4w19JSIJLXt98Wo7KyE8cdd2BCP2/X4TW6OXPy8fLLl4peRsIaGuz7Oi4qakcgEB7QTsaOVqwoRzhsr2Gb/a1YUY6HH54o7P5lCkYqiobp042ZekuUCL3Nm9nWr6+29fuWHXV3B1FQ0Iof//j7CR8j5szIyZMno6hI/IQyOwuHVVRU2K8ZNCB/BmFRURuqqz0x3fbrrwttnfUQq+ZmMRdUgUAY27Y1AogEI4mc7l//Wi56CQDsEYysrfUaejxN0/CPfywc0K6B3E3TgOuv/zrhn7dziTYQqR7IzW0WvYyE2TmDq6CgFQcc8CJ+//vZmD49U5qpyvFavHhnibYd7dghrlxe0zRpBtjo9GAkpwuTCKqqWdIaTU804vPcWq+9lpHUz8f85/r2229x6qmnYsKECZgxYwZ6eux9siZCTY03WvJsN3bIPHvwwRUx3c4NJdqAuMDE9u2N0Q+dww/fTcgaiKxUVtaJtLQa0cuwRTCysdHYQMMLL6Rh9uw8Q49J9rdpU33C5Vp2Hl6jk6l9RDxUVUNTk30zIwHA7w9j8eIS3HHHUhx//Fs4/vg38a9/Lcfy5WXo6wuJXt6oFEXF0qWRYKQdzv2H0tbWC0URc73V1NQNv9+aTLBYdXZGymRVe16CkgPU1Bi7ET2U1NRIMJLPc2vpnxeJijkYWVpaijVr1uCkk07Cvffei8MOOwx///vfkZ6entQC3MTOJdp28O23JaP2Cauv90WnLtv1JCtWXV0BIfer94scO5aTzMg9br99iegloLMzEoyU+WVnZKBn4cJi/N//rQYg9+9MYtxwwzcJ/Zxepm3n59TKlRUIhew3pM/rDTuuzK6y0oM339yM3/zmCxxwwIu45JLP8Oabm1Bc3AZNwhPRzMwGtLXZPyC/YkX56DcygUwl2kSyyMszN1u5sbEL+fmtpt4HDa2xsRseT+LJEHElsp5//vmYOXMmmpqa8Oabb6K0tBQTJ07EKaecgldeeQXNzfYtC7FCaWmksbWdT3BlFgwqmDZt84i3+fLLfMcHIXWipoXrwcgxY/hEJ/fIy2tBTo7YwRF2yIw0ao25uc2YNOkbaJr9pr2SNcrKOvHVV/ENtwPsX6YNRPrEvfKK/ZIF2tvlzxxMRjCoYOXKCvzrX9/h5JPfwdFHv47bbluMhQuLhW0gD7Z4cQkA+1+rfP11oZD7la1Em0gGxcVtph5/1apKU49PI3vrrS0J/2xCVfV77703/v73v2PDhg0oKSnB1Vdfjeeffx7HHHNMwgtxA2ZGmu+VV0buWzBnTuTCxO4nWbHQtEhjWWvvU4sOr3HDY0zU3803LxJ6/3qgT+bAXFdX8u9JbW29uOKKOdH3N5l/XxLr9tuXxp19pmdG2v159fbbiV8ciNLR4exg5GD19V14//1tuPLKOTjooJdwwQUz8dJLG7FjR7OwrEk9GGn3579+Lmo1vU8oz4GJdiovNzcGoveL5OtOjC+/jH/jV5dUi8+enh5s2LAB69atQ2dnJ44//vhkDud4paWRF6LdP+BlVlfnGzY7qaKiE1u21ANwz9/A7Df/wWprfWhoiPSEYwNhcpvMzAahm04dHX5h9x2rZHtpBYMK/vSnL5l9QjFpa+uNu7m6E3pGApGp1FlZjaKXERc9M9KNF5ThsIr166vx8MMr8dOfvofDDnsFf//7t5g3Lx8ejzXv7ZFzaGdUuYkaGKqXact2neHG1xTJo6bGZ9qxNU2L9ouU7XXnFoWFbVATbNaZULggLS0Nf//733H44YfjnnvuwUknnYQNGzagsFBMSrxdMDPSGg88MPQgm7lz3TfkwOweHYP134lmv0hyo5tvXijsvu1Qph0Oq6P29h2Opmm4555lWLeu2uBVkZNNmbImrrYlTglGAsBDD9lrkI3bMiNH0tLSi48/zsa1136Fgw9+Ceec8yFefDHN1HLHZcvKTDu21QIBBfX15gVAhiNrz0gGaUikxkbzBpMVFbVFE2FIDFXVMHduYtmRMQcjGxsb8cILL+Dkk0/G+eefj6KiIrz22mtobGzEjBkzcN555yW0ALcIh1Vhu3Rus2ZN1ZATC/USbTcpKWm39P4yMliiTe62bl21sJMiOwQjAaC9PbFgz7vvZuL997cB4HsMxa6vL4zJk4fepByKXqbtBGvWVCEYlGuy70j0zEgGTgZSVQ2bN9fjkUdW4eST38EJJ7yJRx5ZiYyM2oQ3d4aydGlk6ItT3l9nzcq1/D71Mm0i2qmtzbzPVb1Em8T64INtCf1czMHIo48+Gq+//jp+97vfIT8/H+np6fjnP/+JffbZJ6E7dpuaGi9CIWdNCJSVqmp4+un1A75WUNCKHTucUXoSD6t3aNPTI8NreCFBbqVpwK23iukdqU/Tll0iG3OrVlXg3nuXA4gMx+J7DMXj3XczYy51dcIAG52iaHjxxY2ilxGz9nZr+1zbVUWFBy++uBETJszA97//Mm6+eRGWLClJqg1GIKBi9erIEAinvL9+9521E7XDYRU1NV5L75PIDrxe8wZ0rVwZed9yyiaKXW3eXJ/Qz8UcjPzyyy9RX1+PV155BaecckpCd+ZmLNG21uDo/Lx57mwhUFdnXYlKX18I2dlipwkTyWDJktKEs/+SYZfMyOLi+DK2y8o6cM0186AoGlJSYGgmELmDomj4+9+/HfV2qqqhrc05ZdoA8M47maKXEDOnT9M2Q0dHHz78cDt+97vZOPDAF3H11XPx+ec74t6cys3tRl+ffbJoY2F1EkJdnQ+Kws8nosHMem8Jh1WsWeOsTRS76usLIzOzIe6fizkYec455+CRRx6Bz7drcMPr9eLBBx9Ec7P7Ms9iVVoaufhi1N4a7e190bRtTdPw5ZcFglckRnOzdRkeW7c2IBxm9i+RpgF33bXU4vvUbBOMjCcz0uv144orZqOzM5LVxpNNStSCBUWjllB2dvY5LpjQ3NwTHd4nO/aMTI7fH8b8+UW44Yb5+N73XsYFF8zEW29tRnW1Z9Sf3bYtcn3npOuUtrZeKIp156Us0SYamqpqCASMD0hu2VKPri5m1Mvi9dfjGxgIxBGMfO211+Dz+bDffvvt8r39998fXV1deO211+JegFswM9J6jz66CgBQWdkXnWTuNlZmZ+nDa5x0IkuUqHnzCobsXWuWvr4wAoHYh3SIFGsZm6KouP76b1BYaN7ABnIPTQOuv/7rEW/jpOE1/T38sPyDbLq7g+jt5YamUVRVw/r11bj33uX4wQ/exGmnvYsnn1yL7OwmaIN2dTRNw9at3v/+t4jVmkPTgFWrKi27v6oqj2X3RWQ3ZrQwYL9IuSTy94g5GLl8+XLceOONw37/xhtvxOLFi+NegFvowTAnfcjLbtu2BnR09GL9eg8AdwbJfD7zenQMlpHBfpFEOkXRosNWrGCXrEgAMQ/4efTRVVi6tNTk1ZCbbNpUj02b6ob9vpOG1/S3fn1NUv0ErVBfz2moZsrPb8UTT6zDmWe+j6OOeh333LMMq1dXIhRSkJfXitZWZ2alfvWVdcMr9T7tbrzeIBpNfn6r4cdkMFIura29aG6Ob3J6zMHIyspKHHPMMcN+/6ijjkJVVVVcd+4mbs3ME0nTgMcfX4ONGzuj/3YbqzKlNE2LZkYSUcSXX1p3EWSnYGQsAZ9PP83Byy+nA+CFHRnrhhu+GfZ7Thpe05+qanj22fWj31AgfZOCr3fzNTR0Ydq0LfjVrz7FwQe/hL/9bSEAYOxYwQszwcaN1p2b6sFIN15vEI2mqMjYKpfu7mA0EYbk8cYbm+K6fczByD333HPEYGNVVRX23HPPuO7cLcJhlX1EBJk5M9exu72xUFXNklLRiopOx5a3ESXKyoFOdpmkDYweON20qQ433xyZSJ6Swgs7MlZZWSe++mroPtJ6oNyJATErM7UToWdGjon5yoSM0NUVxI4dLQCAMWOc98QvL7fu+ovXekTDq6gwNjFr3boqziqQ0Ndfxzc0OOaP/LPPPhufffbZsN//9NNP8fOf/zyuO3eLmhovQiG+WETQ36TGjXPeCVasYmlcnizuTBHtqq8vjKIi48tShmKnzEiPxz/s9+rqfPjDH+YgGIxkdTMQSWa4/fYlu/TNA5zbMxKI/G4ZGfJWMOiZkU4MiMlu3DjgkksOcmRmZCCgoLHRmhYAemYkEe2qutrYnpF6ibYTNw/trKysA6FQ7JWZMQcjJ0+ejI8//hiTJ08eMDW7ubkZDzzwAGbOnInJkyfHt1qX4PAa8dy8025Gj47BOLyGaGjTp2+15H70YKQdXoO9vUNna/f2hnDllXPQ3OzMUlmSR1tbL157bdepj3qZtlOD4A8/vFL0EoalByOHChKTucaPH4M77zwGKXb4AEnA7Nl5pt+H3x+OuR8ykRs1NRl7brdyZWQ4FT8y5KJpwMcfZ8d8+5hDNBdeeCHeeecdvP322zjiiCNw4IEH4qCDDsIRRxyBd955B9OmTcNFF12UyJodr7S0HYA9LhKd6IADxrk6GFlc3G76fXB4DdHQli0rs+R+7JQZGQqpQ05z/fvfv8X27Y2CVkVuM3Xq2mgGrq6lxbmZkUCkf54VrVsSoZdpOzUgRuIsX27+57AVVUhEdtbWZlwwsqmpG3l5LYYdj4w1c2Z2zLeNK0Rz6623ory8HK+88gquv/56XHfddXj11VdRVlaG22+/Pd51ugYzI8XZbbcUPP30ia4+ua2oMLeHTVdXADt2NI9+QyIXKi/vhKqa36bDTsFIINJ4vL9nn92AuXOtG/hD1NsbwuTJKwZ8zakDbHSqquHJJ9eJXsaQGhoiEzhdfLpGJsnJMb9/M0u0iUbm9QYMOxanaMtt27bYEwvGxXvwI488Evfdd1+8P+Zq+iRtZo1Zb+zYFBx99B6ilyFUba2xPToGy8xsgKryyU00FFXVsHRpKX73ux+Zej96MNIunzPV1V6cdtohAID58wsxZcoaABxYQ9Z6991MPPXUhTjggMh5QiyT3u3uww+344UXLha9jF3U1fkAMBhJxmtt7YWiqBg71rwyqaoqDwB+hhENp68vbNix+veL5OtNPsGggo0ba2K6rYuLV62jByOJRDC6R8dg7BdJNLIZM7JNv4/OzuGHwsiouLgNALBjRzNuuGE+AJ5UkvUUJdIeQOfkATa69vY+rFtXJXoZA4TDarRXLM8lyGiaBqxdW2XqfXCSNtHIVFVDIJB8QFLTtGgwkueM8vrPf7Jiuh2DkSYLh1V+QJFQ7e3mXlyxXyTRyNLSYtsdTIbdyrTLyzvQ0tKDK66YjZ6eSA87voeQCAsWFKGyshOqqqGtzfnBSAB49NFVopcwQF2dD6qqubq/N5nryy/NbQOil2nzc4xoeDU1yVfrFRe3R3sMk7w2bqyN6Xb82DdZTY0XoZD5/cKIhuPxmJcxpaoaNm2qM+34RE7Q2toLn8/czEW7BSPLyjrxpz99iepqc9tIEI1G04BJk75BR0efa1qObNpUh+5u4/p3Jev//m81AOD44/d0dY9vMk+sF8aJYs9IotEZMXSG/SLtIdaKLQYjTcbhNSSa329cj47BSkrabRcEIRLho49iK1dIlN1eh19+mY8NG8zPGCWKRUZGHZYuLRW9DMtoGvDEE3IMslmwoAizZuUCAG655SjBqyGnKi83t0qNVXBEoysubk/6GKmpO/tFkv3FHYycOnUq1qxZA7/fXv2pRCktjbzo+IIhURRFQyikmHLsjAxzd5qJnGLevAJTj2+3YKQ+VZGfjSSLu+5aKnoJlpoxw9wNkli0t/fittsWAwB22y0FJ520t+AVkVP5/WE0N3ebcuyurgDa2+31GUwkQnl5ckla4bCKNWsqAbAlglPEHYzMyMjA73//exxwwAH4xS9+gccffxwrV65EXx/fhIfCtH2SgVm9NTi8hig22dlNph07FFLQ1RU07fhm4cAakokdX0PJ6Oz0Y9UqseVud9+9LDq4hv0iyWyzZ+eZclxe6xHFJtmekZmZ9a77rHa6uD/6U1NT4fF4sGrVKvz2t7/F1q1bcfXVV+OAAw7AxIkTzVijreknWbzgIpHy85Pv0TEUDq8hik1fXxhFRa2mHNvMvrBm4vsGychNm2uPPbZa2H1/803hgOAQe0WS2ZYtM6cVA0u0iWLT1NST1M+zX6R97L57bJ/pCe1Djhs3Dueddx7++Mc/4qqrrsJll10GVVVRVFSUyOEcrbU1uRcdkRGKipLv0TGYx+NHfr45wRUiJ5o+faspx7VbiTYRySEzsx4+n/WDbNraenH77UsAuCv4S2Ll5DSbctyqKg8APpeJRpNsXETvF0nyi3WDMe5g5AcffIDrr78eRx55JCZMmIDly5dj4sSJ2Lp1K1pbGZgYrLW1V/QSiJLu0TGUzZs5RZsoHsuWlZlyXAYjiYzjpoxdTQOmTLE+O/Kuu5aipYWVQ2StlpYeqKpq+HH1Mm0+l4lGlszmV3d3MFqRR84xLt4fuO222/D9738fDzzwAO644w7ss88+ZqzLMfSTLSKRku3RMRT9A4F934hiU17eCVVVMcbg5mgMRhJRoj75JAdvvvkby+7v668LMHduvmX3R6TTNGDdumpceOFxhh6XPSOJYtPXF074Z9evr0Y4bPxmAokV9xXRN998g0mTJmHOnDn4/ve/jwkTJuCxxx7DihUr0NvLLMD+NE1jmTZJobHR+AE2+vAaBiKJYqOqGpYuNb5nlR6MZIkYEcXL6w2Y1ktvsNbWHpZnk1Dz5hUYfkz2jCSKjapqCAQSC0jq/SL52eEscQcj//CHP+C1117D9u3b0dTUhMceewz19fX43e9+h4MOOsiMNdpWV1cQgYAiehlEaGszdqNAUVRs3lxv6DGJ3GDGjGzDj9nZac8BNkQkhylT1lhyP3fdtSzavogbmSTChg01hh5P0zRmRhLFIdFqPT0Yyc8OZ4m7TBsA2tvbsW7dOqxduxZr165Ffn4+DjzwQPziF78wen22xqxIkoXRwYqCglYhTe+J7C4tzdgLIYBl2kSUnO3bG9HZ2YcDD9zTtPuYNy8fX37J8mwSq6zM2B7q7e196O4OGnpMIifLy2vBD394cFw/09TUjdzcFpNWRCLFnRl5+umn49BDD8Wtt96K+vp63HzzzcjKykJbWxvmz59vxhpti/0iSRbJ9OgYChsIEyWmtbUXPp+xmwN6MJK7xUSUCE0D/u//zBtk09LSgzvuWAqAJXYklt8fNjRZhCXaRPEpKmqL+2dWreIUbaeKOxh52223ITs7G62trfj6669x99134yc/+YkZa7M9TtImWYTDKhTFuKa/er9IXlQQxe+jj7IMPR4zI4koWV98kWvase+8c2m0XQw3TUi0OXPyDDsWS7SJ4lNeHn8Af+XKSgC87nSiuIORd955J0477TQEg0EUFxcjHDY248pJ9MxIvnBIBs3Nxu0E65mRvKggit9XXxnbQJ/BSCJKls8XwKJFxYYf98sv8w1/zyNKhpGD5KqqPAB4rUcUq9ra+HpGaprGfpEOFncwsq+vD//4xz+w11574dRTT0VNTaT/1d13340XXnjB8AXaGXtGkkwKC1sNOU5bWy9KStoNORaRG2VlNRl6PAYjicgIU6euNfR4zc3duOMOTs8muWRnG/cZrJdpM0hCFJumpvjiI8XF7air85m0GhIt7mDkI488gpycHKxduxZ77LFH9OsXX3wx5s6da+ji7E7PjOQHFMmgoCD+Hh1D2bSJ/SKJktHXF0ZRkTGbAwCnaRORMbKzm9DebkyLIU3TcMcdS9Hezp62JJfm5h5oBj0hWaZNFJ94k7X0rEhypriDkQsWLMDbb7+NiRMnIqXfNuepp56K8vJyQxdnd+wZSTIpLzcmmzEjg/0iiZI1ffpWw47V0cHPGiIyxqOPrjLkOHPn5uObbwoNORaRkTQN2LCh2pBjMRhJFB+vNxDX7fVgJK87nSnuYGRraysOOeSQXb7e09MzIDhJDEaSXKqrjUlxT09nv0iiZC1bVmbIcVRVQ0cHMyOJyBizZ+clnTXW3NyNu+6KTM8eM4bXBiSfuXOT72Oqqlq0ZyQRxcbvj33eSDisYs2aKgC87nSquIORZ511FpYsWRL9tx6A/PDDD3HuuecatzIH0Mu0iWTQ0JB8MDIcVrFlS70BqyFyt/LyTqhq8hPuu7oCUFWeoRGRMbq7g5g/vyjhn9c0DbffviRans33J5JRWlrymZGNjV0IBhUDVkPkHqqqIRCILSC5dWsDfL74MinJXsbF+wPPPfccfvOb36CgoADhcBhvvvkmCgoKkJ6ejnXr1pmxRtviABuSSVtb8pm6O3Y0o7c3ZMBqiNxNVTUsW1aGyy8/KanjcHgNERntiSfW4uqrT0noZ+fMyUsqmElkhdLSjqSPwRJtosRUVXnwox99b9TbpaayBaDTxZ0ZOXHiRGRnZyMcDuP000/HihUrcMghhyAjIwP/8z//Y8YabUnTNGZGklSMKOXU+0USUfI++igr6WMwGElERsvNbUFLS3fcP9fU1I277loGgOXZJLe+vnDSw5r0SdpEFJ/8/NiGOK5cWWnySki0uDMjAeCEE07Af/7zH6PX4ig+XwChUPIleERG6ekJJn2MjIxIv8iUFPbuIEpWWlpN0sfgJG0iMsMjj6zCjBlXxnx7TdNw222LoxskLM8m2c2Zk4c77/x5wj+v94vkOTFRfIqL20a9TXd3kEkwLhB3ZiTFhlmRJJtQSE26KX16euRDgSddRMlrbe1FV1dyvXCYGUlEZpg7Nz+uc4ZZs3Lx7bfFJq6IyFhLl5Ym9fN6mTbPiYniU14+epuEDRuqmdjlAjEHI8eMGYOxY8eO+L9x4xJKtHQkTtImGSVTktLU1M3+OEQGS7ZUWw9GprAikogM1Nsbwty5+THdtrGxC3ffzfJsspesrKakfp7nxESJqakZfahqamoFAJ7fOl3M0cP58+cP+72MjAy89dZbhkwGdQpmRpKMiovb8b3v7Z3QzzJVnsh48+bl41//Oifhn2dmJBGZ5emn1+G6604b8TaapuHWWxdHW0awPJvsoqmpG5qmISXBaAd7RhIlpqlp9J7EK1dGgpHMPHa2mIORV165a9+Y4uJiPPLII1i0aBEmTZqEp556ytDF2Zk+SZt9REgmBQWtOO+8YxL6Wb1f5JgxAPcdiIyRbGaGHozk5wwRGa2goA2NjV04/PB9h73N55/vwKJFJRauisgYmgakpdXiF7+I/7w4FFJQWzt6dhcR7aqtbeRKvaambuTmtli0GhIpoZ6RDQ0NuPnmm3H66acjHA4jOzsbn3zyCY499lij12dbzIwkGZWVjd6jYzh6v0gGIomM09cXRlFRbFMFh8LMSCIy00MPrRz2ew0NXbjnnuUAWJ5N9jRvXmytCAarrfUxC5goQV7vyP3SV6/mFG23iCsY6fV68fDDD+PEE09Efn4+Vq1ahUWLFuG000Yu4XAjvWcks1VIJvrkv3gFgwq2bm0wdjFEBACYPn1rwj/LadpEZKavvy4YcpCNXp7t8bA8m+xr/frqhH6OJdpEifP7wyN+Xy/RZr9I54s5GPnSSy/h+OOPx+LFizF79mykp6fjF7/4hZlrszUOsCEZ1dd3JfRz2dlNCAQUg1dDRACwfHlZwj/LzEgiMlNfXxiff75jl69/9tkOLF7M8myyt9LSxCqGOLyGKHGqqiEQGDogqWladHgNk7qcL+aekY888gj23HNPnHjiifjkk0/wySefDHm7b775xrDF2RnLtElGiT4v9RJtIjJeWVknVFXFmDHxd05hMJKIzPbssxtwww0/jf67vt6He+/dWZ7NrEiyq97eEDo7+3DggXvG9XN6pRFnAxAlpqrKgx/96Hu7fL2kpB11dezH6hYxByNvvPHGhKeNuZE+wIZIJokGLvThNTzpIjKeqmpYtqwMl19+Utw/y2AkEZmtuLgddXVeHHXU/tA0DbfcwvJsco45c/Jw++3/G9fP6JmRPCcmSkx+fuuQwUi9RJvcIeZg5MyZM01cBvDCCy/g0Ucfxb333os33ngDAOD3+/HAAw9gzpw5CAQCuOyyy/Duu+/i0EMPjf5cTU0Nbr/9dqxZswb77LMPbrrpJjz//PMYNy7mX80UzIwkGXV3BxP6OT0zkiddROb46KMsBiOJSFoPPpiK2bP/hE8+ycHSpaWil0NkmCVLShMIRrJnJFEyiorahvz6ypWR4TVMgHGHhKZpGy0zMxPvv/8+fvKTnwz4+n333YdFixZh3rx5WLduHRoaGnD11VdHv68oCi6//HIEg0Gkp6fjk08+wcyZMzF16lSrf4UBNE1jz0iSUjCoDNmIfiS1tV6myxOZLC2tJu6f6esLjdoEnIjICAsWFKOuzod//Usvzxa8ICKDZGU1xf0z7BlJlJyKil37tYbDanSSNgOR7iA2fRBAd3c3Jk2ahP/85z945plnol/3er346KOPMGvWLFx00UUAgI8//hinnHIKNm3ahHPOOQcrVqxAQUEBVq5ciUMPPRRnnHEGnn76aTz88MN44oknsNtuuw15n4FAAIHAzpHyPl8k0BIKhRAKhZL+nTo7+xAOqwCAPfZIYXm7QHvuOWbA/7tVpFGwBk0DOjt7se++Q782hrJhQxWAyA7VHnvE/jjysReLj7896K/N1tZedHZ2Y599dh/1Z/TPqdbW7ujX+FljDb6uxOLjbz1N0+D3a/D7w5g4cQa83gBSUoDddjP2PYd/W3Hc+tgrioZgUENzczeCwWDMz+e+vhCamiKfv0Z89rr18XcD/m13FQioUFWgrs63S9xl8+Z6+HyRGE2yry0+9mLtsccY+P2j3y5FizdNymA33fT/27vvMKvqO3/gn2EoQxEUVDAK2NbCDwGJBXRXBQtGyWrEqEiC3VXBGElMxBgFE+OaXcuaaOImlBRBNLErGEXBhoqoCIioWREMVaSXYZg5vz/YmWUYypQ798wdXq/n8ZE559wzn/O9c9v7fstF0bp167jnnnvipJNOim7dusW9994bL730Upx88smxfPny2H333cuO79ixY3z/+9+P66+/Pm655ZZ46qmn4v333y/b/9lnn8WBBx4Y7777bhx55JHb/J3Dhg2L4cOHV9g+ZsyYaNasWY2v6R//2BCDBn0UzZo1iDFjuuz8BlDLNmwojgsumBEREWPHHhFNm+ZX+rYjRvwjnn56aZxxxp5x5ZX71VaJsEsqKUnikktmxcqVm+LnPz84OnduUenbfv75+rjuujnRsmV+/PGPR9RilcCu7De/mR/PP78sIiIaNcqLu+8+NNq3L0i5KqiZ9euLY8CAGVFSEjFy5P+L1q0bVep28+dviGuv3fw576GHjvBFIFTB7373RTz77Jdx7rlt4zvf2afcvkceWRRjxiyKHj1axY03HpBShWTCunXr4sILL4yVK1dGy5Ytt3tcqj0jH3744Xj33Xdj6tSpFfYtWrQoGjduXC6IjIho27ZtLFq0qOyYLeePLN1fum97hg4dGkOGDCn7edWqVdG+ffvo1atXtGnTprqXU+b11+dHxEexfn1J9O//QY3PR/U1bdogRo7sHJdeOjPWry9Ju5w6obBw/+jXr/LBxS9+MToiIl54YVm8/HLFLvXbo+3Tpf1zx8aNm++f8eM3xI9+dN5Ojy8qKooXXnghDjvsyIiYE6tXF3utyRKPq3Rp/3RsuUhNgwZ58aMffZzx3+G+Tc+u3PalXXKmT28W//Efp1bqNuPHfxqln/MuvHBGjWvYldu/vnPfVlRUtPlBN2XK2hgz5oxy++6++88RETFt2qoav6/V9ukqKKjcOhWphZHz58+P6667Ll544YUoKMjut6tNmjSJJk0qDoVr1KhRNGpUuW/FdmT58s3di5Mk/PHXEevXl7gv/tenn66o9N/5hg2byubSKSpKyl5AqkLbp0v75453311UpdegVas2D2/xWpN9Hlfp0v7pKSys3XZ336ZnV277yZPnV/r1d/781WX/zmR77crtX9+5bytavryw3GNuzZqNMWXKFxFR/c+c26Lt05EklWvz1AbRT5s2LZYsWRLdu3ePhg0bRsOGDWPy5Mlx3333RcOGDaNt27axcePGWLFiRbnbLV68ONq1axcREe3atYvFixdX2F+6Ly2li9fotU9dVJVJt6dNWxBFRZ7AIRvWr98UH3+8rNLHL1++eTIWrzUAUH1Vee2dO3dF7RUCu4itF2B89dXPfebcBaUWRp588skxY8aMeP/998v+O+qoo2LAgAFl/27UqFFMnDix7DZz5syJefPmRc+ePSMiomfPnjFjxoxYsmRJ2TEvvPBCtGzZMjp16pT1ayq1ZMna1H437ExVVsZ+4435tVgJsLUHHqg4bcn2lIaRAED1rVtXFCtWVO41tfRLfav9QvWVlCTlAskXX/yfiPAF+64mtTByt912i86dO5f7r3nz5tGmTZvo3LlztGrVKi677LIYMmRIvPzyyzFt2rS45JJLomfPntGjR4+IiDjttNOiU6dO8d3vfjemT58ezz//fNx8880xaNCgbQ7DzpalSzeHkV6kqIuqEpaXdpcHsmP8+E8qfexXX62vxUoAYNcxbtysSh1XlRFGwPZ9/vmKsn+/+OJnESE/2dXU6bXO77nnnujbt2/069cvTjjhhGjXrl089thjZfvz8/PjmWeeifz8/OjZs2d85zvfiYEDB8Ztt92WYtURS5asS/X3w44sW1a5ACNJEmEkZNmnny6PkpLKDVNZvnzzY9kbNwComeeeq9zCTJ99tryWK4Fdw6xZSyMiYvHiNfHBB4t3cjT1UaqraW9t0qRJ5X4uKCiI+++/P+6///7t3qZjx47x3HPP1XJlVVPaMxLqolWrCit13Ny5K2LRojW1XA2wpZKSJMaP/zTOPPOQnR771VeGaQNAJkybtnCnx6xcucEUKZAhs2d/GREREyd+lnIlpKVO94zMVeaMpC4rLNy084PCEG1Iy8iR71XquNKekQBAzSxcuCaSnQw1MEQbMud//ueriDBf5K5MGFkLSlfThrooSTZP1L0zpYvXeGGA7Hr11XmVOk7PSADIjJKSJKZO/ccOjzFEGzJn/vxVkSRJWRhp2qFdjzAyw0pKEsO0qfMq82aqtGekFwbIrqVL18Xq1TufTsFQMQDInIcfnrnD/aU9I31RDzW3aNGa+OSTr2L+/FVpl0JKhJEZtmLFhigult5Qt5VOGLw9a9dujOnTF2WpGmBrI0bsfKi21bQBIHMmT/58h/vnzl0REb6oh0z48st18cILf0+7DFIkjMww80WSC+bM+XKH+6dOXSBUhxQ9+uisHe4vLk4qvRgVALBzc+Ys2+F+c0ZC5qxcWRgvvrh58Rq9jXdNwsgMM0SbXLCzN1NTppgvEtL03ns77pm8dm1xlioBgF3D2rVFsWrV9qdAMWckZM6GDZvi5Zc3h5F6G++ahJEZZvEacsH8+St3uP+NN8wXCWlav35TfPzx9ntorF69KYvVAMCu4ZFHPtzm9iRJ9IyEDCopSWLlSqN8dmXCyAwrHaatRxl12aJF2+/BmyRJWc9IID0PPDB1u/vWrNEzEgAy7ZlnPt7m9qVL18W6dUVZrgag/hJGZphh2uSCZcu234P3k0++imXLLIwBaRs//pPt7hNGAkDmTZu2YJvbDdEGyCxhZIaV9ow0vJW6bEdd4vWKhLrh00+XR0lJyTb3rVmzeZi2XvgAkDkLFqyJZBsf5AzRBsgsYWSGmTOSXLBhw/bnm3vjDYvXQF1QUpLEhAmfbnPf6tV6RgJAppWUJNvsHVnaM9L7Y4DMEEZmWGnPSKjLSkqS2Lhx22HGlCkWr4G6YuTI97e53TBtAKgdDz88q8K2uXNXRIT3x5BJwv1dmzAyw/SMJFfMm1dxRe1Vqwpj5swlKVQDbMsrr3y+ze2lw7R9KAKAzJo0aW6FbYZpQ+Z5H7trE0ZmmJ6R5IoPP6wYOr711hdeFKAOWbp0XaxeXXGOV8O0AaB2zJmzrMI2YSRAZgkjM6ikJIkvv9Qzktzw0UcV32iVDtHWZR7qjpEj36uwbe1aYSQA1IY1azaW+yKwuLgkPv98RXoFAdRDwsgM+uqr9VFSolsZueHvf19eYVvp4jV6R0Ld8cgjH1bYtnr19hehAgBq5tFH/2/eyAULVkdRUUmK1QDUP8LIDFq61BBtcsf8+eXnjCwpSeLNN79IqRpge95/f1GFbRawAYDa88wzn5T92xBtgMwTRmaQxWvIJYsWrSn38+zZS2Plyopz0wHpWreuKD7+uPy0CsJIAKg977yzoOzfn31WcTQRADUjjMwgi9eQS7YOz0vniwTqngcemFr27yRJDNMGgFr0j3+sjuR/5y0q7RlpTnWAzBFGZlDpMG0vVOSClSs3lPt5ypTN80X6+4W6Z/z4/xsutnr1xigxdRUA1JqSkqRsmpS5c1dEhDnVATJJGJlBekaSS9atKyr38xtvbO4Z6Y0W1D2ffro8Sv43gVy+fMNOjgYAamrs2JkRYc5IgNogjMyg0mGvwhxyQXFxEps2bQ43vvpqfXz00ZcpVwRsT0lJEs8///eI2Px4BQBq18svfxYR5owEqA3CyAzSM5Jcs3Dh6ogIq2hDDhgx4r2IiFi+fHMYaUoFAKg9H320LDZuLI4vvliVdikA9Y4wMoOspk2u+fDDpRFhvkjIBa+++nlERHz11eZh2h6vAFB71qzZGB99tNSoN4BaIIzMID0jyTWlQ7PNFwl135Il62L16sKynpENGkgjAaA2/fd/v5t2CQD1UsO0C6hPSlfThlzx979/FcXFJfH22/9IuxSgEkaOfC9Wry6MCD0jAaC2Pf74RxGx+TXXl/YAmaNnZIYUF5fEl18apk1u+fzzlTFz5pJYs2Zj2qUAlfDIIx+WrabtQxEA1K4FC1anXQJAvSSMzJCvvlrvgyE5Z+HCNfHGG/PTLgOopPffX1Q2TBsAyA6f8wAySxiZIRavIRctXboupkzZPF+kIZ9Q961bVxQffbQsIjxmAQCA3CSMzBCL15CLli9fX9Yz0je+kBvefPOLtEsAAACoNgvYZIjFa8hFa9ZsjJUrC9MuA6iC0i8O9IwEAABykZ6RGVLaM9KHQ3JJcbHukJCrvN4AAAC5SBiZIeaMJJcJNQAAAIBsEEZmSGnPSPPukYv83ULu8SUCAACQi4SRGaJnJADZ0sCrNwAAkKN8nMkQq2kDkC177NEo8nSNBAAAcpAwMkOspg1ANjRqlBc33LB/2mUAAABUizAyQwzTJlfpXAW5pWHDvDjssOZplwEAAFAtwsgMKC4uiWXLhJHkJovXAAAAANkijMyAZcvWC3QAAAAAYCeEkRlg8RoAAAAA2DlhZAZYvAYAAAAAdk4YmQF6RgIAAADAzgkjM6B0JW2rEgMAAADA9gkjM0DPSAAAAADYOWFkBpTOGWlFbQAAAADYPmFkBixZsi7tEgAAAACgzhNGZoDVtAEAAABg54SRGVC6gA0AAAAAsH3CyAywgA0AAAAA7JwwsoY2bSqJr75an3YZAAAAAFDnCSNr6MsvDdEGAAAAgMoQRtaQxWsAAAAAoHKEkTVkvkgAAAAAqBxhZA1ZSRsAAAAAKkcYWUOlPSPz8lIuBAAAAADqOGFkDZkzEgAAAAAqRxhZQ6U9I5Mk5UIAAAAAoI4TRtaQOSMBAAAAoHKEkTUkjAQAAACAyhFG1lDpMG0AAAAAYMeEkTVkARsAAAAAqBxhZA0UFRXH8uUb0i4DAAAAAHKCMLIGvvzSfJEAAAAAUFnCyBowXyQAAAAAVJ4wsgaspA0AAAAAlSeMrAE9IwEAAACg8oSRNVC6knZeXsqFAAAAAEAOEEbWgGHaAAAAAFB5wsgaKB2mnSQpFwIAAAAAOUAYWQN6RgIAAABA5Qkja8ACNgAAAABQecLIGihdwAYAAAAA2DlhZA3oGQkAAAAAlSeMrKaNG4tj5crCtMsAAAAAgJwhjKwmQ7QBAAAAoGqEkdVkJW0AAAAAqBphZDWZLxIAAAAAqkYYWU2lw7Tz8lIuBAAAAAByhDCymgzTBgAAAICqEUZWk2HaAAAAAFA1wshqKh2mnSQpFwIAAAAAOUIYWU1LlhimDQAAAABVIYysptKekQAAAABA5Qgjq8mckQAAAABQNcLIarKaNgAAAABUjTCyGgoLN8WqVYVplwEAAAAAOUUYWQ16RQIAAABA1Qkjq8F8kQAAAABQdcLIarCSNgAAAABUnTCyGkqHaeflpVwIAAAAAOQQYWQ1GKYNAAAAAFUnjKwGw7QBAAAAoOqEkdVQ2jMySVIuBAAAAAByiDCyGkrnjAQAAAAAKk8YWQ3mjAQAAACAqhNGVoOekQAAAABQdcLIatAzEgAAAACqThhZRevXF8WaNRvTLgMAAAAAco4wsooM0QYAAACA6hFGVtHSpYZoAwAAAEB1CCOrSM9IAAAAAKgeYWQVlS5ek5eXciEAAAAAkGOEkVVkmDYAAAAAVI8wsopKe0YCAAAAAFUjjKyi0jkjkyTlQgAAAAAgxwgjq0jPSAAAAACoHmFkFVlNGwAAAACqRxhZRXpGAgAAAED1CCOryGraAAAAAFA9wsgqWLeuKNauLUq7DAAAAADIScLIKtArEgAAAACqTxhZBRavAQAAAIDqE0ZWgcVrAAAAAKD6hJFVUDpMOy8v5UIAAAAAIAcJI6tAz0gAAAAAqD5hZBWYMxIAAAAAqk8YWQWlPSOTJOVCAAAAACAHCSOrQM9IAAAAAKg+YWQVmDMSAAAAAKpPGFkFpatpAwAAAABVJ4ysAsO0AQAAAKD6hJGVtHbtxli3rijtMgAAAAAgZ6UaRt5xxx1x9NFHx2677RZ77713nH322TFnzpxyx2zYsCEGDRoUbdq0iRYtWkS/fv1i8eLF5Y6ZN29enHnmmdGsWbPYe++944YbbohNmzZltFa9IgEAAACgZlINIydPnhyDBg2KN998M1544YUoKiqK0047Ldau/b+5Ga+//vp4+umn49FHH43JkyfHggUL4pxzzinbX1xcHGeeeWZs3Lgx3njjjfjDH/4Qo0ePjltuuSWjtVq8BgAAAABqpmGav3zChAnlfh49enTsvffeMW3atDjhhBNi5cqVMWLEiBgzZkz07t07IiJGjRoVhx9+eLz55pvRo0eP+Nvf/hYffvhhvPjii9G2bdvo1q1b/OxnP4sf//jHMWzYsGjcuHFGarV4DQAAAADUTKph5NZWrlwZERGtW7eOiIhp06ZFUVFRnHLKKWXHHHbYYdGhQ4eYMmVK9OjRI6ZMmRJHHHFEtG3btuyYPn36xNVXXx2zZs2KI488ssLvKSwsjMLCwrKfV61aFRERRUVFUVS07XkhFy7cfEx+fl40bpxXwyslW5o2bVDu/2SPtk+X9q+/3Lfp0fbp0v71l/s2Pdo+Xdq//nLfpkfbp6ugoEFs2LDz4/KSJElqv5ydKykpiX/913+NFStWxGuvvRYREWPGjIlLLrmkXHAYEXHMMcdEr1694s4774wrr7wyPv/883j++efL9q9bty6aN28ezz33XHzjG9+o8LuGDRsWw4cPr7B9zJgx0axZs23W99hji+OPf1wYJ520R3z/+x1rcqkAAAAAUK+sW7cuLrzwwli5cmW0bNlyu8fVmZ6RgwYNipkzZ5YFkbVp6NChMWTIkLKfV61aFe3bt49evXpFmzZttnmbyZMnRsTCeO21FfHWWytrvUYyo2nTBjFyZOe49NKZsX59Sdrl7FK0fbq0f/3lvk2Ptk+X9q+/3Lfp0fbp0v71l/s2Pdo+XQUFGyt1XJ0IIwcPHhzPPPNMvPLKK7HffvuVbW/Xrl1s3LgxVqxYEbvvvnvZ9sWLF0e7du3Kjnn77bfLna90te3SY7bWpEmTaNKkSYXtjRo1ikaNGm3zNsuWbe5numlTEps21YnOpFTB+vUlnohSou3Tpf3rL/dterR9urR//eW+TY+2T5f2r7/ct+nR9ulIksq1eaqD6JMkicGDB8fjjz8eL730UhxwwAHl9n/961+PRo0axcSJE8u2zZkzJ+bNmxc9e/aMiIiePXvGjBkzYsmSJWXHvPDCC9GyZcvo1KlTxmq1mjYAAAAA1EyqPSMHDRoUY8aMiSeffDJ22223WLRoUUREtGrVKpo2bRqtWrWKyy67LIYMGRKtW7eOli1bxrXXXhs9e/aMHj16RETEaaedFp06dYrvfve78ctf/jIWLVoUN998cwwaNGibvR+ry2raAAAAAFAzqYaRv/nNbyIi4qSTTiq3fdSoUXHxxRdHRMQ999wTDRo0iH79+kVhYWH06dMnHnjggbJj8/Pz45lnnomrr746evbsGc2bN4+LLroobrvttozWunTpuoyeDwAAAAB2NamGkZVZyLugoCDuv//+uP/++7d7TMeOHeO5557LZGnlJElimDYAAAAA1FCqc0bmirVri2LDhk1plwEAAAAAOU0YWQl6RQIAAABAzQkjK8HiNQAAAABQc8LIStAzEgAAAABqThhZCaUraeflpVwIAAAAAOQwYWQl6BkJAAAAADUnjKyE0jkjkyTlQgAAAAAghwkjK6F0mDYAAAAAUH3CyEowTBsAAAAAak4YWQl6RgIAAABAzQkjK0HPSAAAAACoOWHkTiRJUraADQAAAABQfcLInVi9emMUFhanXQYAAAAA5Dxh5E7oFQkAAAAAmSGM3AnzRQIAAABAZggjd8JK2gAAAACQGcLInSjtGZmXl3IhAAAAAJDjhJE7Yc5IAAAAAMgMYeROlA7TTpKUCwEAAACAHCeM3AkL2AAAAABAZggjd8ICNgAAAACQGcLIndAzEgAAAAAyQxi5ExawAQAAAIDMEEbuQJIkekYCAAAAQIYII3dg1arCKCoqSbsMAAAAAKgXhJE7oFckAAAAAGSOMHIHrKQNAAAAAJkjjNwBPSMBAAAAIHOEkTtQupJ2Xl7KhQAAAABAPSCM3AHDtAEAAAAgc4SRO1A6TDtJUi4EAAAAAOoBYeQO6BkJAAAAAJkjjNwBC9gAAAAAQOYII3egdAEbAAAAAKDmhJE7oGckAAAAAGSOMHI7kiQxZyQAAAAAZJAwcjtWrNgQmzaVpF0GAAAAANQbwsjt0CsSAAAAADJLGLkd5osEAAAAgMwSRm6HlbQBAAAAILOEkdtROkw7Ly/lQgAAAACgnhBGbodh2gAAAACQWcLI7Sgdpp0kKRcCAAAAAPWEMHI7liyxmjYAAAAAZJIwcjssYAMAAAAAmSWM3A5zRgIAAABAZgkjt6N0NW0AAAAAIDOEkdtQUpIYpg0AAAAAGSaM3IYVKzZEcbFltAEAAAAgk4SR26BXJAAAAABknjByGyxeAwAAAACZJ4zcBovXAAAAAEDmCSO3obRnZF5eyoUAAAAAQD0ijNwGc0YCAAAAQOYJI7ehtGdkYkFtAAAAAMgYYeQ2mDMSAAAAADJPGLkNVtMGAAAAgMwTRm6DnpEAAAAAkHnCyG3QMxIAAAAAMk8YuZWSkiSWLdMzEgAAAAAyTRi5leXL10dxsWW0AQAAACDThJFbMUQbAAAAAGqHMHIrFq8BAAAAgNohjNyKnpEAAAAAUDuEkVtZunRzGJmXl3IhAAAAAFDPCCO3omckAAAAANQOYeRWSueMTCyoDQAAAAAZJYzcip6RAAAAAFA7hJFbsZo2AAAAANQOYeRW9IwEAAAAgNohjNxK6WraAAAAAEBmCSO3UFxcEsuWrU+7DAAAAACol4SRW1i+fH2UlFhGGwAAAABqgzByC19+qVckAAAAANQWYeQWvvzSStoAAAAAUFuEkVvQMxIAAAAAao8wcgvLlm3uGZmXl3IhAAAAAFAPCSO3YJg2AAAAANQeYeQWSodpJxbUBgAAAICME0ZuQc9IAAAAAKg9wsgtCCMBAAAAoPYII7cgjAQAAACA2iOM3ELpnJEAAAAAQOYJI7ewfLkwEgAAAABqizASAAAAAMgKYSQAAAAAkBXCSAAAAAAgK4SRAAAAAEBWCCO3kpeXdgUAAAAAUD8JIwEAAACArBBGbiVJ0q4AAAAAAOonYSQAAAAAkBXCSAAAAAAgK4SRAAAAAEBWCCMBAAAAgKwQRgIAAAAAWSGMBAAAAACyQhgJAAAAAGSFMBIAAAAAyAph5Bby8tKuAAAAAADqL2HkFho0kEYCAAAAQG0RRm5Bz0gAAAAAqD3CyC0kSZJ2CQAAAABQbwkjt5CnayQAAAAA1Bph5BZkkQAAAABQe4SRAAAAAEBWCCO3oGckAAAAANQeYeQWhJEAAAAAUHuEkQAAAABAVggjt2A1bQAAAACoPcJIAAAAACArhJEAAAAAQFYIIwEAAACArBBGAgAAAABZIYwEAAAAALJCGAkAAAAAZIUwEgAAAADICmEkAAAAAJAVwkgAAAAAICuEkQAAAABAVggjAQAAAICsEEYCAAAAAFkhjAQAAAAAskIYCQAAAABkRb0JI++///7Yf//9o6CgII499th4++230y4JAAAAANhCvQgjx40bF0OGDIlbb7013n333ejatWv06dMnlixZknZpAAAAAMD/qhdh5N133x1XXHFFXHLJJdGpU6f47W9/G82aNYuRI0emXRoAAAAA8L8apl1ATW3cuDGmTZsWQ4cOLdvWoEGDOOWUU2LKlCnbvE1hYWEUFhaW/bxy5cqIiCgoKKrdYsm6goIGsW7duigo2BhJUpJ2ObsUbZ8u7V9/uW/To+3Tpf3rL/dterR9urR//eW+TY+2T1dBQVFs2BCRJMkOj8tLdnZEHbdgwYLYd99944033oiePXuWbf/Rj34UkydPjrfeeqvCbYYNGxbDhw/PZpkAAAAAUO/9/e9/jwMPPHC7+3O+Z2R1DB06NIYMGVL284oVK6Jjx44xb968aNWqVcZ/39FHHx1Tp07N+Hmdf+dWrVoV7du3j/nz50fLli1r5Xfkcvto+/p7/tpu/1xum1w/v8dWeufW9ume3/Na/T2/x1Z659b26Z7f81r9Pb/HVnrn1vbpnn/lypXRoUOHaN269Q6Py/kwcs8994z8/PxYvHhxue2LFy+Odu3abfM2TZo0iSZNmlTY3qpVq1r5Y83Pz6+1B4HzV07Lli1r7Xfkcvto+/p9/ojaa/9cb5tcP3+Ex1Ya5y6l7dM7f4Tntfp6/giPrTTOXUrbp3f+CM9r9fX8ER5baZy7lLZP7/wRm6dP3OH+Wv3tWdC4ceP4+te/HhMnTizbVlJSEhMnTiw3bDtNgwYNcv4Uz1/bcrl9tH39Pn9tyvW2yfXz17Zcbh9tX7/PX5tyvW1y/fy1LZfbR9vX7/PXplxvm1w/f23L5fbR9vX7/JWR83NGRkSMGzcuLrroonjwwQfjmGOOiXvvvTceeeSR+Oijj6Jt27Y7vf2qVauiVatWsXLlylpPh8ku9216tH26tH/95b5Nj7ZPl/avv9y36dH26dL+9Zf7Nj3aPl2Vbf+cH6YdEXH++efH0qVL45ZbbolFixZFt27dYsKECZUKIiM2D9u+9dZbtzl0m9zmvk2Ptk+X9q+/3Lfp0fbp0v71l/s2Pdo+Xdq//nLfpkfbp6uy7V8vekYCAAAAAHVfzs8ZCQAAAADkBmEkAAAAAJAVwkgAAAAAICuEkexy8vLy4oknnki7DAAgA7yuAwDklnofRl588cVx9tlnp10GGXbxxRdHXl5ehf8+/fTTtEur10rb/aqrrqqwb9CgQZGXlxcXX3xx9gvbBU2ZMiXy8/PjzDPPTLsUasjjqu7wnqFucD/UH16r0rN06dK4+uqro0OHDtGkSZNo165d9OnTJ15//fW0S9tlzJ8/Py699NL42te+Fo0bN46OHTvGddddF8uWLavU7SdNmhR5eXmxYsWK2i2USit9z/bv//7v5bY/8cQTkZeXl1JVu4YtP/83atQo2rZtG6eeemqMHDkySkpK0i6Paqj3YST11+mnnx4LFy4s998BBxyQdln1Xvv27ePhhx+O9evXl23bsGFDjBkzJjp06FCjcxcVFdW0vF3GiBEj4tprr41XXnklFixYUKNzFRcXexFPWW0+rgDSksnXKqqmX79+8d5778Uf/vCH+Pjjj+Opp56Kk046qdJBGDXzP//zP3HUUUfFJ598EmPHjo1PP/00fvvb38bEiROjZ8+e8dVXX6VdItVUUFAQd955ZyxfvjztUnY5pZ//586dG+PHj49evXrFddddF3379o1NmzalXR5VtEuFkRMmTIh//ud/jt133z3atGkTffv2jb///e9l++fOnRt5eXnx2GOPRa9evaJZs2bRtWvXmDJlSopVsz2l3/Ju+V9+fn48+eST0b179ygoKIgDDzwwhg8fXuHJaeHChfGNb3wjmjZtGgceeGD85S9/Sekqck/37t2jffv28dhjj5Vte+yxx6JDhw5x5JFHlm2r7ONt3LhxceKJJ0ZBQUE89NBDWb2WXLVmzZoYN25cXH311XHmmWfG6NGjy/aVfov+7LPPRpcuXaKgoCB69OgRM2fOLDtm9OjRsfvuu8dTTz0VnTp1iiZNmsS8efNSuBJKZepx1bt37xg8eHC5cy9dujQaN24cEydOrP0LqUf233//uPfee8tt69atWwwbNqzs57y8vPj9738f3/rWt6JZs2bxT//0T/HUU09lt9B6rjL3A3XTjl6rSl+HtrStnkU///nPY++9947ddtstLr/88rjxxhujW7dutV98jluxYkW8+uqrceedd0avXr2iY8eOccwxx8TQoUPjX//1X8uOufzyy2OvvfaKli1bRu/evWP69Oll5xg2bFh069YtHnzwwWjfvn00a9YszjvvvFi5cmVal5VTBg0aFI0bN46//e1vceKJJ0aHDh3iG9/4Rrz44ovxj3/8I37yk59ERERhYWH8+Mc/jvbt20eTJk3i4IMPjhEjRsTcuXOjV69eERGxxx57GCVRh5xyyinRrl27uOOOO7Z7zF//+tf4f//v/0WTJk1i//33j7vuuqts30033RTHHntshdt07do1brvttlqpub4o/fy/7777Rvfu3eOmm26KJ598MsaPH1/2GrOz57aIiKeffjqOPvroKCgoiD333DO+9a1vpXA17FJh5Nq1a2PIkCHxzjvvxMSJE6NBgwbxrW99q0KPoJ/85Cfxwx/+MN5///045JBDon///pL2HPHqq6/GwIED47rrrosPP/wwHnzwwRg9enTcfvvt5Y776U9/Gv369Yvp06fHgAED4oILLojZs2enVHXuufTSS2PUqFFlP48cOTIuueSScsdU9vF24403xnXXXRezZ8+OPn36ZKX+XPfII4/EYYcdFoceemh85zvfiZEjR0aSJOWOueGGG+Kuu+6KqVOnxl577RXf/OY3y/U8XbduXdx5553x+9//PmbNmhV77713ti+DrWTicXX55ZfHmDFjorCwsOw2f/7zn2PfffeN3r17Z+dCdjHDhw+P8847Lz744IM444wzYsCAAXq8QFTutWpHHnroobj99tvjzjvvjGnTpkWHDh3iN7/5TS1WXH+0aNEiWrRoEU888US514Mtffvb344lS5bE+PHjY9q0adG9e/c4+eSTyz1/ffrpp/HII4/E008/HRMmTIj33nsvrrnmmmxdRs766quv4vnnn49rrrkmmjZtWm5fu3btYsCAATFu3LhIkiQGDhwYY8eOjfvuuy9mz54dDz74YLRo0SLat28ff/3rXyMiYs6cObFw4cL4r//6rzQuh63k5+fHL37xi/jVr34VX3zxRYX906ZNi/POOy8uuOCCmDFjRgwbNix++tOfloVlAwYMiLfffrvcl8mzZs2KDz74IC688MJsXUa90bt37+jatWvZF/o7e2579tln41vf+lacccYZ8d5778XEiRPjmGOOSfMSdl1JPXfRRRclZ5111jb3LV26NImIZMaMGUmSJMlnn32WRETy+9//vuyYWbNmJRGRzJ49OxvlUkkXXXRRkp+fnzRv3rzsv3PPPTc5+eSTk1/84hfljv3Tn/6U7LPPPmU/R0Ry1VVXlTvm2GOPTa6++uqs1J7LSh9PS5YsSZo0aZLMnTs3mTt3blJQUJAsXbo0Oeuss5KLLrpom7fd3uPt3nvvzeIV1A/HHXdcWbsVFRUle+65Z/Lyyy8nSZIkL7/8chIRycMPP1x2/LJly5KmTZsm48aNS5IkSUaNGpVERPL+++9nvXYqyuTjav369ckee+xRdl8nSZJ06dIlGTZsWDYuJedt+Z6hY8eOyT333FNuf9euXZNbb7217OeISG6++eayn9esWZNERDJ+/PgsVFt/Ved+ePzxx7NWH5Wzo9eqUaNGJa1atSp3/OOPP55s+dHk2GOPTQYNGlTumOOPPz7p2rVrbZZdb/zlL39J9thjj6SgoCA57rjjkqFDhybTp09PkiRJXn311aRly5bJhg0byt3moIMOSh588MEkSZLk1ltvTfLz85MvvviibP/48eOTBg0aJAsXLszeheSgN998c4fPS3fffXcSEclbb72VRETywgsvbPO40vd0y5cvr71iqZItX5969OiRXHrppUmSlH/+uvDCC5NTTz213O1uuOGGpFOnTmU/d+3aNbntttvKfh46dGhy7LHH1nL1uW1Huc7555+fHH744ZV6buvZs2cyYMCA2i6XStilekZ+8skn0b9//zjwwAOjZcuWsf/++0dEVBie2KVLl7J/77PPPhERsWTJkqzVSeX06tUr3n///bL/7rvvvpg+fXrcdtttZd8It2jRIq644opYuHBhrFu3ruy2PXv2LHeunj176hlZBXvttVfZkKtRo0bFmWeeGXvuuWe5Yyr7eDvqqKOyVXa9MGfOnHj77bejf//+ERHRsGHDOP/882PEiBHljtvyb7x169Zx6KGHlvsbb9y4cbnnOtKXicdVQUFBfPe7342RI0dGRMS7774bM2fONLSrFm35OGrevHm0bNnSewZ2eZV9rdrZObburaL3SuX169cvFixYEE899VScfvrpMWnSpOjevXuMHj06pk+fHmvWrIk2bdqUe8/82Wefleut1aFDh9h3333Lfu7Zs2eUlJTEnDlz0riknJPspCfw3LlzIz8/P0488cQsVUQm3XnnnfGHP/yhwmfI2bNnx/HHH19u2/HHHx+ffPJJFBcXR8Tm3pFjxoyJiM1/J2PHjo0BAwZkp/B6KEmSyMvLq9Rz2/vvvx8nn3xyyhUTEdEw7QKy6Zvf/GZ07Ngxfve738XXvva1KCkpic6dO8fGjRvLHdeoUaOyf5fOXWNxh7qnefPmcfDBB5fbtmbNmhg+fHicc845FY4vKCjIVmm7hEsvvbRsbrr777+/wv7KPt6aN2+elXrrixEjRsSmTZvia1/7Wtm2JEmiSZMm8etf/7rS52natKlV/+qgTDyuLr/88ujWrVt88cUXMWrUqOjdu3d07Ngxa9dQXzRo0KDCB8ltLbK15XuGiM3vG7xnyJzK3g/ULTt7rXK/ZkdBQUGceuqpceqpp8ZPf/rTuPzyy+PWW2+Na665JvbZZ5+YNGlShdtsPZcnVXfwwQdHXl5ezJ49e5tz0c2ePTv22GOPCkO4yS0nnHBC9OnTJ4YOHVrlL3379+8fP/7xj+Pdd9+N9evXx/z58+P888+vnUJ3AbNnz44DDjgg1qxZs9PnNo+7umOXCSOXLVsWc+bMid/97nfxL//yLxER8dprr6VcFZnWvXv3mDNnToWQcmtvvvlmDBw4sNzPWy4Swc6dfvrpsXHjxsjLy6sw16PHW+3YtGlT/PGPf4y77rorTjvttHL7zj777Bg7dmwcdthhEbH5b7p0Febly5fHxx9/HIcffnjWa6ZqMvG4OuKII+Koo46K3/3udzFmzJgqhdT8n7322isWLlxY9vOqVavis88+S7GiXZP7IfdU5rWqY8eOsXr16li7dm3Zl5Lvv/9+uWMPPfTQmDp1arn3a1OnTq31+uuzTp06xRNPPBHdu3ePRYsWRcOGDct62G/LvHnzYsGCBWWh8ptvvhkNGjSIQw89NEsV56Y2bdrEqaeeGg888EBcf/315cKPRYsWxUMPPRQDBw6MI444IkpKSmLy5MlxyimnVDhP48aNIyLKetNR9/z7v/97dOvWrdxj4vDDD4/XX3+93HGvv/56HHLIIZGfnx8REfvtt1+ceOKJ8dBDD8X69evj1FNPNX97Nb300ksxY8aMuP7662O//fbb6XNbly5dYuLEiRXmZSf7dpkwco899og2bdrEf//3f8c+++wT8+bNixtvvDHtssiwW265Jfr27RsdOnSIc889Nxo0aBDTp0+PmTNnxs9//vOy4x599NE46qij4p//+Z/joYceirfffrtKQ4fYPHlz6bCE0hfWUh5vteOZZ56J5cuXx2WXXRatWrUqt69fv34xYsSI+I//+I+IiLjtttuiTZs20bZt2/jJT34Se+65Z5x99tkpVE1VZOpxdfnll8fgwYOjefPmVgispt69e8fo0aPjm9/8Zuy+++5xyy23VLhPqH3uh9xTmdeq559/Ppo1axY33XRTfO9734u33nqr3GrbERHXXnttXHHFFXHUUUfFcccdF+PGjYsPPvggDjzwwCxeTW5atmxZfPvb345LL700unTpErvttlu888478ctf/jLOOuusOOWUU6Jnz55x9tlnxy9/+cs45JBDYsGCBWULO5ROoVNQUBAXXXRR/Od//mesWrUqvve978V5550X7dq1S/kK675f//rXcdxxx0WfPn3i5z//eRxwwAExa9asuOGGG2LfffeN22+/PVq3bh0XXXRRXHrppXHfffdF165d4/PPP48lS5bEeeedFx07doy8vLx45pln4owzzoimTZtGixYt0r40tnDEEUfEgAED4r777ivb9oMf/CCOPvro+NnPfhbnn39+TJkyJX7961/HAw88UO62AwYMiFtvvTU2btwY99xzT7ZLz0mFhYWxaNGiKC4ujsWLF8eECRPijjvuiL59+8bAgQOjQYMGO31uu/XWW+Pkk0+Ogw46KC644ILYtGlTPPfcc/HjH/847cvb5dT7OSNLSkqiYcOG0aBBg3j44Ydj2rRp0blz57j++uvLPrRTf/Tp0yeeeeaZ+Nvf/hZHH3109OjRI+65554KQxSHDx8eDz/8cHTp0iX++Mc/xtixY6NTp04pVZ27WrZsGS1btqyw3eOtdowYMSJOOeWUCh/uIjZ/wHvnnXfigw8+iIjN39Red9118fWvfz0WLVoUTz/9dNk37NRtmXhc9e/fPxo2bBj9+/c3RUUVlL5niIgYOnRonHjiidG3b98488wz4+yzz46DDjoo5Qp3De6H3FaZ16ovvvgi/vznP8dzzz0XRxxxRIwdOzaGDRtW7tgBAwbE0KFD44c//GF07949Pvvss7j44os9p1VCixYt4thjj4177rknTjjhhOjcuXP89Kc/jSuuuCJ+/etfR15eXjz33HNxwgknxCWXXBKHHHJIXHDBBfH5559H27Zty85z8MEHxznnnBNnnHFGnHbaadGlS5cKgQrb9k//9E/xzjvvxIEHHhjnnXdeHHTQQXHllVdGr169YsqUKdG6deuIiPjNb34T5557blxzzTVx2GGHxRVXXBFr166NiIh99903hg8fHjfeeGO0bdu2bBoX6pbbbrut3PQs3bt3j0ceeSQefvjh6Ny5c9xyyy1x2223VRjKfe6558ayZcti3bp1OgxU0oQJE2KfffaJ/fffP04//fR4+eWX47777osnn3wy8vPzK/XcdtJJJ8Wjjz4aTz31VHTr1i169+4db7/9dspXtmvKS3Y2s26OO/300+Pggw82TA3YJUyaNCl69eoVy5cvN+/TLmzu3Llx0EEHxdSpU6N79+5pl5MzvGeoG9wPbM+pp54a7dq1iz/96U9pl1LvDRs2LJ544okKw+cBIBPq7TDt5cuXx+uvvx6TJk2Kq666Ku1yAKDWFRUVxbJly+Lmm2+OHj16CCIryXuGusH9wJbWrVsXv/3tb6NPnz6Rn58fY8eOjRdffDFeeOGFtEsDAGqo3oaRl156aUydOjV+8IMfxFlnnZV2OQBQ615//fXo1atXHHLIIfGXv/wl7XJyhvcMdYP7gS2VDre7/fbbY8OGDXHooYfGX//6120u9AEA5JZ6P0wbAAAAAKgb6v0CNgAAAABA3SCMBAAAAACyol6EkXfccUccffTRsdtuu8Xee+8dZ599dsyZM6fcMRs2bIhBgwZFmzZtokWLFtGvX79YvHhx2f7p06dH//79o3379tG0adM4/PDD47/+67/KneO1116L448/Ptq0aRNNmzaNww47LO65556sXCMAAAAA5Lp6sYDN5MmTY9CgQXH00UfHpk2b4qabborTTjstPvzww2jevHlERFx//fXx7LPPxqOPPhqtWrWKwYMHxznnnBOvv/56RERMmzYt9t577/jzn/8c7du3jzfeeCOuvPLKyM/Pj8GDB0dERPPmzWPw4MHRpUuXaN68ebz22mvxb//2b9G8efO48sorU7t+AAAAAMgF9XIBm6VLl8bee+8dkydPjhNOOCFWrlwZe+21V4wZMybOPffciIj46KOP4vDDD48pU6ZEjx49tnmeQYMGxezZs+Oll17a7u8655xzonnz5vGnP/2pVq4FAAAAAOqLejFMe2srV66MiIjWrVtHxOZej0VFRXHKKaeUHXPYYYdFhw4dYsqUKTs8T+k5tuW9996LN954I0488cQMVQ4AAAAA9Ve9GKa9pZKSkvj+978fxx9/fHTu3DkiIhYtWhSNGzeO3Xffvdyxbdu2jUWLFm3zPG+88UaMGzcunn322Qr79ttvv1i6dGls2rQphg0bFpdffnnGrwMAAAAA6pt6F0YOGjQoZs6cGa+99lq1zzFz5sw466yz4tZbb43TTjutwv5XX3011qxZE2+++WbceOONcfDBB0f//v1rUjYAAAAA1Hv1KowcPHhwPPPMM/HKK6/EfvvtV7a9Xbt2sXHjxlixYkW53pGLFy+Odu3alTvHhx9+GCeffHJceeWVcfPNN2/z9xxwwAEREXHEEUfE4sWLY9iwYcJIAAAAANiJejFnZJIkMXjw4Hj88cfjpZdeKgsLS33961+PRo0axcSJE8u2zZkzJ+bNmxc9e/Ys2zZr1qzo1atXXHTRRXH77bdX6neXlJREYWFhZi4EAAAAAOqxetEzctCgQTFmzJh48sknY7fddiubB7JVq1bRtGnTaNWqVVx22WUxZMiQaN26dbRs2TKuvfba6NmzZ9lK2jNnzozevXtHnz59YsiQIWXnyM/Pj7322isiIu6///7o0KFDHHbYYRER8corr8R//ud/xve+970UrhoAAAAAcktekiRJ2kXUVF5e3ja3jxo1Ki6++OKIiNiwYUP84Ac/iLFjx0ZhYWH06dMnHnjggbJh2sOGDYvhw4dXOEfHjh1j7ty5ERHxq1/9Kh588MH47LPPomHDhnHQQQfFFVdcEf/2b/8WDRrUi06mAAAAAFBr6kUYCQAAAADUfbrzAQAAAABZIYwEAAAAALJCGAkAAAAAZIUwEgAAAADICmEkAAAAAJAVwkgAAAAAICuEkQAAAABAVggjAQAAAICsEEYCAAAAAFkhjAQAICsuvvjiyMvLi7y8vGjUqFG0bds2Tj311Bg5cmSUlJRU+jyjR4+O3XffvfYKBQCg1ggjAQDImtNPPz0WLlwYc+fOjfHjx0evXr3iuuuui759+8amTZvSLg8AgFomjAQAIGuaNGkS7dq1i3333Te6d+8eN910Uzz55JMxfvz4GD16dERE3H333XHEEUdE8+bNo3379nHNNdfEmjVrIiJi0qRJcckll8TKlSvLelkOGzYsIiIKCwvjhz/8Yey7777RvHnzOPbYY2PSpEnpXCgAANskjAQAIFW9e/eOrl27xmOPPRYREQ0aNIj77rsvZs2aFX/4wx/ipZdeih/96EcREXHcccfFvffeGy1btoyFCxfGwoUL44c//GFERAwePDimTJkSDz/8cHzwwQfx7W9/O04//fT45JNPUrs2AADKy0uSJEm7CAAA6r+LL744VqxYEU888USFfRdccEF88MEH8eGHH1bY95e//CWuuuqq+PLLLyNi85yR3//+92PFihVlx8ybNy8OPPDAmDdvXnzta18r237KKafEMcccE7/4xS8yfj0AAFRdw7QLAACAJEkiLy8vIiJefPHFuOOOO+Kjjz6KVatWxaZNm2LDhg2xbt26aNas2TZvP2PGjCguLo5DDjmk3PbCwsJo06ZNrdcPAEDlCCMBAEjd7Nmz44ADDoi5c+dG37594+qrr47bb789WrduHa+99lpcdtllsXHjxu2GkWvWrIn8/PyYNm1a5Ofnl9vXokWLbFwCAACVIIwEACBVL730UsyYMSOuv/76mDZtWpSUlMRdd90VDRpsnt78kUceKXd848aNo7i4uNy2I488MoqLi2PJkiXxL//yL1mrHQCAqhFGAgCQNYWFhbFo0aIoLi6OxYsXx4QJE+KOO+6Ivn37xsCBA2PmzJlRVFQUv/rVr+Kb3/xmvP766/Hb3/623Dn233//WLNmTUycODG6du0azZo1i0MOOSQGDBgQAwcOjLvuuiuOPPLIWLp0aUycODG6dOkSZ555ZkpXDADAlqymDQBA1kyYMCH22Wef2H///eP000+Pl19+Oe6777548sknIz8/P7p27Rp333133HnnndG5c+d46KGH4o477ih3juOOOy6uuuqqOP/882OvvfaKX/7ylxERMWrUqBg4cGD84Ac/iEMPPTTOPvvsmDp1anTo0CGNSwUAYBuspg0AAAAAZIWekQAAAABAVggjAQAAAICsEEYCAAAAAFkhjAQAAAAAskIYCQAAAABkhTASAAAAAMgKYSQAAAAAkBXCSAAAAAAgK4SRAAAAAEBWCCMBAAAAgKwQRgIAAAAAWfH/AeogWWKcEx9CAAAAAElFTkSuQmCC",
      "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": "2025-02-22T04:24:59.134994Z",
     "iopub.status.busy": "2025-02-22T04:24:59.134587Z",
     "iopub.status.idle": "2025-02-22T04:24:59.424357Z",
     "shell.execute_reply": "2025-02-22T04:24:59.423750Z"
    },
    "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": "2025-02-22T04:24:59.426351Z",
     "iopub.status.busy": "2025-02-22T04:24:59.426003Z",
     "iopub.status.idle": "2025-02-22T04:24:59.559233Z",
     "shell.execute_reply": "2025-02-22T04:24:59.558624Z"
    },
    "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": "2025-02-22T04:24:59.561085Z",
     "iopub.status.busy": "2025-02-22T04:24:59.560895Z",
     "iopub.status.idle": "2025-02-22T04:24:59.782188Z",
     "shell.execute_reply": "2025-02-22T04:24:59.781604Z"
    },
    "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": "2025-02-22T04:24:59.784263Z",
     "iopub.status.busy": "2025-02-22T04:24:59.783918Z",
     "iopub.status.idle": "2025-02-22T04:25:00.006012Z",
     "shell.execute_reply": "2025-02-22T04:25:00.005459Z"
    },
    "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 > 10].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"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T04:25:00.007776Z",
     "iopub.status.busy": "2025-02-22T04:25:00.007600Z",
     "iopub.status.idle": "2025-02-22T04:25:00.020488Z",
     "shell.execute_reply": "2025-02-22T04:25:00.019987Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\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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   "execution_count": 13,
   "id": "8af1def8",
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2025-02-22T04:25:00.022137Z",
     "iopub.status.idle": "2025-02-22T04:25:00.028913Z",
     "shell.execute_reply": "2025-02-22T04:25:00.028477Z"
    },
    "tags": [
     "remove-input"
    ]
   },
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       "        // Define the table data\n",
       "        const data = [[\"CWE-79\", 4485], [\"NVD-CWE-noinfo\", 2442], [\"CWE-89\", 1961], [\"CWE-787\", 1448], [\"CWE-352\", 1146], [\"Missing_Data\", 1104], [\"CWE-125\", 885], [\"CWE-20\", 768], [\"CWE-862\", 694], [\"CWE-22\", 660], [\"CWE-416\", 616], [\"CWE-120\", 564], [\"CWE-78\", 548], [\"CWE-434\", 485], [\"CWE-200\", 470], [\"CWE-77\", 445], [\"NVD-CWE-Other\", 368], [\"CWE-284\", 357], [\"CWE-400\", 322], [\"CWE-287\", 294], [\"CWE-121\", 281], [\"CWE-863\", 257], [\"CWE-94\", 255], [\"CWE-502\", 253], [\"CWE-122\", 243], [\"CWE-476\", 243], [\"CWE-190\", 243], [\"CWE-918\", 215], [\"CWE-269\", 211], [\"CWE-119\", 189], [\"CWE-601\", 180], [\"CWE-306\", 155], [\"CWE-74\", 141], [\"CWE-798\", 141], [\"CWE-427\", 137], [\"CWE-770\", 132], [\"CWE-611\", 131], [\"CWE-285\", 123], [\"CWE-732\", 120], [\"CWE-276\", 116], [\"CWE-532\", 114], [\"CWE-126\", 111], [\"CWE-639\", 110], [\"CWE-312\", 102], [\"CWE-295\", 98], [\"CWE-668\", 98], [\"CWE-367\", 96], [\"CWE-59\", 96], [\"CWE-362\", 94], [\"CWE-522\", 93], [\"CWE-843\", 88], [\"CWE-319\", 86], [\"CWE-203\", 83], [\"CWE-307\", 81], [\"CWE-404\", 74], [\"CWE-401\", 71], [\"CWE-1333\", 68], [\"CWE-617\", 66], [\"CWE-209\", 65], [\"CWE-347\", 61], [\"CWE-345\", 60], [\"CWE-835\", 60], [\"CWE-755\", 60], [\"CWE-613\", 60], [\"CWE-415\", 58], [\"CWE-1236\", 54], [\"CWE-327\", 52], [\"CWE-552\", 52], [\"CWE-426\", 51], [\"CWE-326\", 49], [\"CWE-754\", 45], [\"CWE-824\", 44], [\"CWE-191\", 43], [\"CWE-23\", 41], [\"CWE-129\", 40], [\"CWE-665\", 40], [\"CWE-311\", 39], [\"CWE-290\", 38], [\"CWE-384\", 36], [\"CWE-908\", 36], [\"CWE-330\", 36], [\"CWE-281\", 36], [\"CWE-591\", 35], [\"CWE-73\", 35], [\"CWE-80\", 34], [\"CWE-1321\", 33], [\"CWE-1021\", 31], [\"CWE-697\", 31], [\"CWE-369\", 31], [\"CWE-116\", 29], [\"CWE-321\", 29], [\"CWE-521\", 28], [\"CWE-428\", 27], [\"CWE-288\", 25], [\"CWE-248\", 25], [\"CWE-640\", 25], [\"CWE-294\", 25], [\"CWE-346\", 24], [\"CWE-444\", 24], [\"CWE-134\", 24], [\"CWE-250\", 23], [\"CWE-354\", 22], [\"CWE-256\", 21], [\"CWE-822\", 21], [\"CWE-922\", 20], [\"CWE-674\", 20], [\"CWE-494\", 20], [\"CWE-24\", 19], [\"CWE-693\", 19], [\"CWE-670\", 18], [\"CWE-667\", 18], [\"CWE-95\", 18], [\"CWE-749\", 17], [\"CWE-201\", 17], [\"CWE-829\", 17], [\"CWE-359\", 17], [\"CWE-425\", 16], [\"CWE-436\", 16], [\"CWE-703\", 16], [\"CWE-259\", 16], [\"CWE-88\", 16], [\"CWE-823\", 16], [\"CWE-266\", 15], [\"CWE-305\", 15], [\"CWE-204\", 15], [\"CWE-252\", 15], [\"CWE-1188\", 14], [\"CWE-264\", 14], [\"CWE-1284\", 14], [\"CWE-459\", 13], [\"CWE-29\", 13], [\"CWE-35\", 13], [\"CWE-277\", 13], [\"CWE-338\", 13], [\"CWE-208\", 13], [\"CWE-92\", 12], [\"CWE-91\", 12], [\"CWE-682\", 12], [\"CWE-680\", 12], [\"CWE-610\", 12], [\"CWE-840\", 12], [\"CWE-131\", 12], [\"CWE-117\", 12], [\"CWE-916\", 12], [\"CWE-457\", 11], [\"CWE-36\", 11], [\"CWE-789\", 11], [\"CWE-267\", 11], [\"CWE-113\", 10], [\"CWE-497\", 10], [\"CWE-331\", 10], [\"CWE-280\", 10], [\"CWE-1386\", 9], [\"CWE-489\", 9], [\"CWE-328\", 9], [\"CWE-193\", 9], [\"CWE-184\", 9], [\"CWE-763\", 9], [\"CWE-691\", 9], [\"CWE-602\", 9], [\"CWE-377\", 9], [\"CWE-704\", 9], [\"CWE-257\", 8], [\"CWE-648\", 8], [\"CWE-297\", 8], [\"CWE-1220\", 8], [\"CWE-1336\", 8], [\"CWE-14\", 8], [\"CWE-286\", 8], [\"CWE-1287\", 8], [\"CWE-303\", 8], [\"CWE-917\", 8], [\"CWE-261\", 8], [\"CWE-93\", 8], [\"CWE-662\", 8], [\"CWE-275\", 7], [\"CWE-87\", 7], [\"CWE-1385\", 7], [\"CWE-681\", 7], [\"CWE-379\", 7], [\"CWE-834\", 7], [\"CWE-772\", 7], [\"CWE-912\", 7], [\"CWE-924\", 7], [\"CWE-923\", 7], [\"CWE-913\", 6], [\"CWE-1286\", 6], [\"CWE-614\", 6], [\"CWE-150\", 6], [\"CWE-289\", 6], [\"CWE-15\", 6], [\"CWE-538\", 6], [\"CWE-669\", 6], [\"CWE-788\", 6], [\"CWE-420\", 6], [\"CWE-27\", 5], [\"CWE-449\", 5], [\"CWE-274\", 5], [\"CWE-130\", 5], [\"CWE-1393\", 5], [\"CWE-325\", 5], [\"CWE-926\", 5], [\"CWE-598\", 5], [\"CWE-706\", 5], [\"CWE-942\", 5], [\"CWE-268\", 5], [\"CWE-927\", 5], [\"CWE-310\", 5], [\"CWE-1320\", 5], [\"CWE-620\", 5], [\"CWE-358\", 5], [\"CWE-453\", 5], [\"CWE-701\", 5], [\"CWE-644\", 4], [\"CWE-313\", 4], [\"CWE-316\", 4], [\"CWE-684\", 4], [\"CWE-90\", 4], [\"CWE-421\", 4], [\"CWE-349\", 4], [\"CWE-402\", 4], [\"CWE-253\", 4], [\"CWE-75\", 4], [\"CWE-366\", 4], [\"CWE-911\", 4], [\"CWE-940\", 4], [\"CWE-170\", 4], [\"CWE-249\", 4], [\"CWE-395\", 4], [\"CWE-833\", 4], [\"CWE-323\", 4], [\"CWE-424\", 4], [\"CWE-378\", 4], [\"CWE-440\", 4], [\"CWE-837\", 4], [\"CWE-197\", 4], [\"CWE-776\", 4], [\"CWE-407\", 4], [\"CWE-1390\", 4], [\"CWE-470\", 4], [\"CWE-140\", 4], [\"CWE-1004\", 4], [\"CWE-836\", 4], [\"CWE-540\", 4], [\"CWE-300\", 4], [\"CWE-232\", 4], [\"CWE-16\", 4], [\"CWE-302\", 3], [\"CWE-213\", 3], [\"CWE-304\", 3], [\"CWE-471\", 3], [\"CWE-842\", 3], [\"CWE-565\", 3], [\"CWE-807\", 3], [\"CWE-279\", 3], [\"CWE-176\", 3], [\"CWE-606\", 3], [\"CWE-548\", 3], [\"CWE-1077\", 3], [\"CWE-526\", 3], [\"CWE-792\", 3], [\"CWE-708\", 3], [\"CWE-805\", 3], [\"CWE-475\", 3], [\"CWE-83\", 3], [\"CWE-223\", 3], [\"CWE-202\", 3], [\"CWE-233\", 3], [\"CWE-124\", 3], [\"CWE-1391\", 3], [\"CWE-1392\", 3], [\"CWE-799\", 3], [\"CWE-183\", 3], [\"CWE-409\", 3], [\"CWE-167\", 3], [\"CWE-410\", 3], [\"CWE-413\", 3], [\"CWE-841\", 3], [\"CWE-98\", 3], [\"CWE-915\", 3], [\"CWE-643\", 3], [\"CWE-195\", 3], [\"CWE-399\", 3], [\"CWE-226\", 3], [\"CWE-394\", 3], [\"CWE-241\", 3], [\"CWE-146\", 3], [\"CWE-523\", 3], [\"CWE-1263\", 3], [\"CWE-244\", 3], [\"CWE-664\", 3], [\"CWE-337\", 3], [\"CWE-1258\", 2], [\"CWE-1104\", 2], [\"CWE-1299\", 2], [\"CWE-273\", 2], [\"CWE-694\", 2], [\"CWE-282\", 2], [\"CWE-653\", 2], [\"CWE-501\", 2], [\"CWE-1303\", 2], [\"CWE-178\", 2], [\"CWE-118\", 2], [\"CWE-1230\", 2], [\"CWE-96\", 2], [\"CWE-265\", 2], [\"CWE-272\", 2], [\"CWE-477\", 2], [\"CWE-364\", 2], [\"CWE-791\", 2], [\"CWE-372\", 2], [\"CWE-21\", 2], [\"CWE-473\", 2], [\"CWE-262\", 2], [\"CWE-696\", 2], [\"CWE-353\", 2], [\"CWE-61\", 2], [\"CWE-1270\", 2], [\"CWE-99\", 2], [\"CWE-212\", 2], [\"CWE-76\", 2], [\"CWE-308\", 2], [\"CWE-820\", 2], [\"CWE-260\", 2], [\"CWE-784\", 2], [\"CWE-549\", 2], [\"CWE-1285\", 2], [\"CWE-1295\", 2], [\"CWE-590\", 2], [\"CWE-636\", 2], [\"CWE-37\", 2], [\"CWE-1022\", 2], [\"CWE-460\", 2], [\"CWE-173\", 2], [\"CWE-215\", 2], [\"CWE-86\", 2], [\"CWE-270\", 2], [\"CWE-544\", 2], [\"CWE-1327\", 2], [\"CWE-825\", 2], [\"CWE-1234\", 2], [\"CWE-334\", 2], [\"CWE-1274\", 2], [\"CWE-320\", 2], [\"CWE-81\", 2], [\"CWE-757\", 2], [\"CWE-1288\", 2], [\"CWE-196\", 1], [\"CWE-567\", 1], [\"CWE-158\", 1], [\"CWE-821\", 1], [\"CWE-1039\", 1], [\"CWE-230\", 1], [\"CWE-28\", 1], [\"CWE-1260\", 1], [\"CWE-168\", 1], [\"CWE-771\", 1], [\"CWE-456\", 1], [\"CWE-385\", 1], [\"CWE-388\", 1], [\"CWE-939\", 1], [\"CWE-1281\", 1], [\"CWE-41\", 1], [\"CWE-25\", 1], [\"CWE-437\", 1], [\"CWE-231\", 1], [\"CWE-112\", 1], [\"CWE-530\", 1], [\"CWE-647\", 1], [\"CWE-446\", 1], [\"CWE-263\", 1], [\"CWE-356\", 1], [\"CWE-332\", 1], [\"CWE-555\", 1], [\"CWE-283\", 1], [\"CWE-1325\", 1], [\"CWE-318\", 1], [\"CWE-329\", 1], [\"CWE-115\", 1], [\"CWE-1103\", 1], [\"CWE-539\", 1], [\"CWE-914\", 1], [\"CWE-551\", 1], [\"CWE-271\", 1], [\"CWE-441\", 1], [\"CWE-830\", 1], [\"CWE-355\", 1], [\"CWE-1224\", 1], [\"CWE-50\", 1], [\"CWE-941\", 1], [\"CWE-790\", 1], [\"CWE-488\", 1], [\"CWE-683\", 1], [\"CWE-921\", 1], [\"CWE-412\", 1], [\"CWE-672\", 1], [\"CWE-138\", 1], [\"CWE-177\", 1], [\"CWE-1050\", 1], [\"CWE-758\", 1], [\"CWE-780\", 1], [\"CWE-419\", 1], [\"CWE-547\", 1], [\"CWE-1250\", 1], [\"CWE-760\", 1], [\"CWE-1204\", 1], [\"CWE-1246\", 1], [\"CWE-351\", 1], [\"CWE-1335\", 1], [\"CWE-1231\", 1], [\"CWE-826\", 1], [\"CWE-299\", 1], [\"CWE-293\", 1], [\"CWE-406\", 1], [\"CWE-1125\", 1], [\"CWE-391\", 1], [\"CWE-1112\", 1], [\"CWE-762\", 1], [\"CWE-506\", 1], [\"CWE-1283\", 1], [\"CWE-641\", 1], [\"CWE-690\", 1], [\"CWE-1282\", 1], [\"CWE-342\", 1], [\"CWE-278\", 1], [\"CWE-237\", 1], [\"CWE-1173\", 1], [\"CWE-524\", 1], [\"CWE-839\", 1], [\"CWE-144\", 1], [\"CWE-258\", 1], [\"CWE-82\", 1], [\"CWE-324\", 1], [\"CWE-405\", 1], [\"CWE-1326\", 1], [\"CWE-19\", 1], [\"CWE-1334\", 1], [\"CWE-1342\", 1], [\"CWE-657\", 1], [\"CWE-778\", 1], [\"CWE-612\", 1], [\"CWE-1241\", 1], [\"CWE-671\", 1], [\"CWE-645\", 1], [\"CWE-686\", 1], [\"CWE-392\", 1], [\"CWE-1319\", 1], [\"CWE-1018\", 1], [\"CWE-1279\", 1], [\"CWE-291\", 1], [\"CWE-114\", 1], [\"CWE-242\", 1], [\"CWE-550\", 1], [\"CWE-756\", 1], [\"CWE-149\", 1], [\"CWE-534\", 1], [\"CWE-298\", 1], [\"CWE-148\", 1], [\"CWE-210\", 1], [\"CWE-227\", 1], [\"CWE-84\", 1], [\"CWE-710\", 1], [\"CWE-925\", 1], [\"CWE-1049\", 1], [\"CWE-1047\", 1], [\"CWE-1272\", 1], [\"CWE-1253\", 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": "2025-02-22T04:25:00.030595Z",
     "iopub.status.busy": "2025-02-22T04:25:00.030439Z",
     "iopub.status.idle": "2025-02-22T04:25:00.245371Z",
     "shell.execute_reply": "2025-02-22T04:25:00.244801Z"
    },
    "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:\t0\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t1\n",
      "CVE-2006:\t2\n",
      "CVE-2007:\t3\n",
      "CVE-2008:\t3\n",
      "CVE-2009:\t5\n",
      "CVE-2010:\t8\n",
      "CVE-2011:\t4\n",
      "CVE-2012:\t18\n",
      "CVE-2013:\t26\n",
      "CVE-2014:\t79\n",
      "CVE-2015:\t136\n",
      "CVE-2016:\t32\n",
      "CVE-2017:\t114\n",
      "CVE-2018:\t55\n",
      "CVE-2019:\t49\n",
      "CVE-2020:\t422\n",
      "CVE-2021:\t666\n",
      "CVE-2022:\t3859\n",
      "CVE-2023:\t23336\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-')]))\n",
    "print(\"CVE-2023:\\t%s\" % len(nvd[nvd['CVE'].str.contains('CVE-2023-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T04:25:00.247492Z",
     "iopub.status.busy": "2025-02-22T04:25:00.247059Z",
     "iopub.status.idle": "2025-02-22T04:25:00.250996Z",
     "shell.execute_reply": "2025-02-22T04:25:00.250550Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2025-02-22 04:25:00.248229**"
      ],
      "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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