CVE2016.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cafd22b6",
   "metadata": {},
   "source": [
    "# 2016-2000\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:25.258793Z",
     "iopub.status.busy": "2024-10-17T12:33:25.258633Z",
     "iopub.status.idle": "2024-10-17T12:33:25.890572Z",
     "shell.execute_reply": "2024-10-17T12:33:25.889970Z"
    },
    "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",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:25.892586Z",
     "iopub.status.busy": "2024-10-17T12:33:25.892325Z",
     "iopub.status.idle": "2024-10-17T12:33:46.080675Z",
     "shell.execute_reply": "2024-10-17T12:33:46.080083Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "row_accumulator = []\n",
    "for filename in glob.glob('nvd.jsonl'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data:\n",
    "            cve = entry['cve']['id']\n",
    "            try:\n",
    "                assigner = entry['cve']['sourceIdentifier']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['cve']['published']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['cve']['metrics']['cvssMetricV31'][0]['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['cve']['metrics']['cvssMetricV31'][0]['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['weaknesses'][0]['description'][0]['value']\n",
    "            except KeyError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['descriptions'][0]['value']\n",
    "            except IndexError:\n",
    "                description = ''\n",
    "            new_row = {\n",
    "                'CVE': cve,\n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner\n",
    "            }\n",
    "            if not description.startswith('rejected reason'): \n",
    "                row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "        \n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2000-01-01') & (nvd['Published']  < '2017-01-01'))\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(2000, 1, 1)\n",
    "enddate  = date(2016, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:46.082989Z",
     "iopub.status.busy": "2024-10-17T12:33:46.082621Z",
     "iopub.status.idle": "2024-10-17T12:33:46.096413Z",
     "shell.execute_reply": "2024-10-17T12:33:46.095937Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **79237**<br />Average CVEs Per Day: **12.76**<br />Average CVSS Score: **7.76**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:46.098265Z",
     "iopub.status.busy": "2024-10-17T12:33:46.097917Z",
     "iopub.status.idle": "2024-10-17T12:33:46.115151Z",
     "shell.execute_reply": "2024-10-17T12:33:46.114666Z"
    },
    "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 Per Year Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:46.117038Z",
     "iopub.status.busy": "2024-10-17T12:33:46.116688Z",
     "iopub.status.idle": "2024-10-17T12:33:46.342698Z",
     "shell.execute_reply": "2024-10-17T12:33:46.342086Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Year_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Year')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:46.344631Z",
     "iopub.status.busy": "2024-10-17T12:33:46.344318Z",
     "iopub.status.idle": "2024-10-17T12:33:46.526788Z",
     "shell.execute_reply": "2024-10-17T12:33:46.526115Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:46.529004Z",
     "iopub.status.busy": "2024-10-17T12:33:46.528589Z",
     "iopub.status.idle": "2024-10-17T12:33:46.727478Z",
     "shell.execute_reply": "2024-10-17T12:33:46.726900Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:46.729541Z",
     "iopub.status.busy": "2024-10-17T12:33:46.729180Z",
     "iopub.status.idle": "2024-10-17T12:33:46.929520Z",
     "shell.execute_reply": "2024-10-17T12:33:46.928955Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AOuBnBwAAAMCLCFgC8ByCl9aoFriBOSwBAAAAeB0BSwAAMoh5DsvklQMAAAAAwiFgCcATCJxEx6I7cB/tCAAAAID3ELAEAKQNYxyXoG50zIUKAAAAwIsIWALwBLIHo6Na4AbzHJZJLAgAAAAAhEHAEgBSEIEmxMo8hyUplgAAAAC8h4AlAE8gAOcMWajRUUUAAAAAkJoIWAJAiiBICbcxhyUAAAAALyJgCcATzHNYJrEgKYLgZXTGoc+olkXFAAAAAPA4ApYAkCLMK2AnrxxIH5WVNCQAAAAA3kPAEoAnEIADagbZuQAAAAC8joAlAKQIhs3DbQQvAQAAAHgRAUsAnmAOxhFEiYY6ghtoRgAAAOmlpKScawWkBQKWAJAi6HfAbcxhCQAAkD527SpSgwYv6vzzRyS7KEDcCFgC8ASCcXADd5Ojo4oAAADS02efrVJlpU/ffrtJ+/aVJLs4QFwIWAJACiIzLjoCc3ZQSQAAAOmouLg82UUA4kLAEoAnsKBMdGQPwm0EvgEAAAB4EQFLAB5EEAUAAAAAgExFwBKAJ5A8GJ2xjsi2RKxoOwAAAAC8joAlAKQgYk7RZWUluwTeV1mZ7BIAAAAgEbheQKojYAnAE5jDMjoy4+A22hQAAAAALyJgCcBziKFERx3BDQQsAQAAAHgRAUsAnkDcBKgZ/NYAAADSUxZzIiGNELAEgBRBoAluo00BAAAA8CIClgA8gaGpzlRWUl+IH+0IAAAAgBcRsATgOQQvrVEvcB9tCgAAAID3ELAE4AnE4pyiwqwY2xFtypox8E0dAQAAAPAiApYAkCIILsFttCkAAAAAXkTAEoAnMNzZGaoLbuB3BwAAAMCLCFgC8BxiKNFRR3ZQSdHQjgAAANITN6aR6ghYAvAEzqfR0elwKivZBfAk8zyftCkAAAAA3kPAEgBSEIEmAAAAAEC6ImAJwBMIwEXHCthwW2UlDQkAAACA9xCwBOA5BC/toI4AAAAAVMtiRiSkEQKWADyBGGV0xkAu9YVY0Y4AAAAAeB0BSwBIQQSa4AbaEQAAAAAvImAJwBMYBh4dVQS38bsDAAAA4EUELAF4DjEUxIoAXHTGKmLRHQAAAABeRMASAFIQgTk73K8j6h0AAAAAEo+AJQBPIA4UHcEyAAAAAEAmIGAJACmI2GV01FF0DAkHAABIT/SFkeoIWALwBGP2IJmE1ozVQhUlRzrUu/m3lsSCAAAAAEAYBCwBICURaYomKysr2UXwPAKWAAAAALyIgCUATyBwEh2ZcQAAAADC4YY90gkBSwBIQQybT450q3efrzLZRQAAAACAEAQsAXgC2YNAzWAuVAAAAABeR8ASAFIEwSW4jTYFAAAAwIsIWALwBAInzlBfyUG9AwAAAEDiEbAEgBSRbvMnIvloUwAAAAC8iIAlAE8wz2FJECUaqsiaeX5GKskK88UCAAAA8DoClgCQIgjGJV/61Xu6fR4AAABI6dhvRaYhYAnAEzifAjWP3x0AAAAALyJgCQBAhuLOOwAAAAAvImAJwBOYVy865vl0Ksv1PaZDtZunFkheOQAAAOCuLEP3l34eUh0BSwAAMhQdWQAAgPRB3w7phIAlAE/g5BqdsY4qK5NXDgAAAADexogspDoClgCQkuiAJEO6dfzS7fMAAABksiz3Z0QCkoaAJQBPYH7G6JjnE27gtwYAAADA6whYAghr48Y87dhRmOxiwAJxpuRIt3pPt88DAACAKlb9vLKyCt188ycaMmRRzRcIcIiAJQBL+/aVqHXrN3TaacNq5P0InDhDZhwAAAAAJz7+eIXGjl2hBx6YqrKyimQXB4iIgCUASzt2FKmoqExbtxZo8+b8ZBcHIqhrB4FcZ6guAACA9GTVL967tzjw78LCsposDuAYAUsAlox33MrKEr8kNfMzOkNgzg736ygd6t34EdLg4wAAAMCmLFblQQohYAnAUnl5dZAyHYI06YCgLtzGbxsAACAz0Q+E1xGwBGDJHLCMvO2OHYV69dV52ratIOb343zpFBUWDW0KAAAAmcSYQWnVFzYmWNJXhtcRsARgyckw8BtvHKfHHsvReee9m8ASwdipqEz8KP2Ul4gRL+nWsePOOgAAQPqgb4d0QsASgCUnQ8JnzfpVkvTLL3tifj+GOztFJSE2/NYAAAAykzkDk44gvI2AJQBLxkV3av5cxsnTCoEmuI12BAAAkD6iBSRZcwephIAlAEs1vegOgRNnqK/k4E40AAAAvMpJX5VuLbyOgCUAS8Y5LDmZeQ/fCdxAABYAACA9WS+6Q4olUgcBSwCWjBmWNYHhztFRL3CDsR3RpgAAANKHk4AkN67hdQQsAVgyBiwrWZLac+hgRFdeXqn8/BJX95lu1U47AgAAyBzGeCbdQHgdAUsAlmp60R1OmNERXHLms89Wq0mTl7Rvn7tBSwAAAMDruHZAqiNgCcCSOcOSk53X8J1Ys+qXPf/8nJovSIqgHQEAAGSOaKuIw301PdVaOiFgCcCScdGdaEGN7Gx3J2/m3GmNuQdjk5u7z7V9pUPHLh0+AwAAACKjy5d8n3yyUvXqPa/33vsx2UVJSQQsAVgy3gmKdrJzI2BpDqJwdoV7ErUaYjosskhHFgAAIHMwh2XNuvHGcaqo8Omf/5yQ7KKkJAKWACwZ57CMtuiO2xmWiI4sOfsSFVjkKwAAAEAqSdSNfCARCFgCsFTzGZZx7yLtGYOU1Jd9bnbM0q3emcMSAAAgfZgzKCP380iAgNcRsARgyRywZA5LpK5E3UhO1RvU/L4AAADSU7R+HkPCkUoIWAKwZF50J/K27s9hCSvmRXeoL7vcDKinW72n2ccBAADA/4nWz0u3fi3Sj6cDln369NFZZ52lRo0a6ZBDDtE111yjNWvWmLYpLi5Wt27d1Lx5cx144IG6/vrrtW3bNtM2v/32my6//HI1aNBAhxxyiB5//HGVl5fX5EcBUk4yMywRHf0LuIOGBAAAkC6ijQAyTpXE9QS8ztMBy1mzZqlbt25asGCBcnJyVFZWpvbt26uwsDCwzSOPPKJJkyZp3LhxmjVrlrZs2aLrrrsu8HxFRYUuv/xylZaWat68eXrvvfc0cuRI9ezZMxkfCUgZ5kV3Ip/NatViDsuawF3Q2BBQD485LAEAADIT1xbwutrJLkAk06ZNM/09cuRIHXLIIVqyZIkuuOAC7d27V++8845Gjx6tiy++WJI0YsQInXjiiVqwYIHOOeccTZ8+XStXrtRXX32lFi1a6PTTT9dzzz2n//znP3r22Wd1wAEHhLxvSUmJSkpKAn/n5+dLksrKylRWVpbAT4x05m87qdKGSkqqs5ArKsojltsYEIr18xlXIs/K8qVMPdWk8vIKw1+V1JEFqzqpVcu9311pafV+atXKSsnvwPgZsrJS55gE70m18xq8iXYEN9CO4IZ0aEfG64Xy8tD4RUWF8fnI13iITbh2RF1XcVIPng5YBtu7d68kqVmzZpKkJUuWqKysTO3atQtsc8IJJ+iII47Q/Pnzdc4552j+/Pk65ZRT1KJFi8A2HTp00H333acVK1boL3/5S8j79OnTR7169Qp5fObMmWrQoIHbHwsZJicnJ9lFsGX16q2Bf//++w/asePHsNuWl1cfdKZMmRLT+61fvznw7+OPr4x5P+lsyZL8wL8PP7yYOrKQm1sS8tif/lTgWl0VFFQH8v/2t8Yp+R1s3Lg/8O9jjqEdIX6pcl6Dt9GO4AbaEdyQyu1o2bLdgX+vWbNAQTPqmZ5ftmyuli2rqZJlnuB2RJ+7SlFRke1tUyZgWVlZqe7du6tt27Y6+eSTJUm5ubk64IAD1LRpU9O2LVq0UG5ubmAbY7DS/7z/OStPPvmkevToEfg7Pz9fhx9+uC666CI1b97crY+EDFNWVqacnBxdcsklqlOnTrKLE9XcuTMlVc0He+ihp+ucc/4Ydtt69dZq796qQE7Hjh1jer+vv86RtEOS9PPP2THvJ51lZf0iab0k6bff6lFHFtat2yNpVdBjjfTAAx1c2X9eXrGknyRJixblp+R3sHz5dklVvdd16+rq2WdT7zPAG1LtvAZvoh3BDbQjuCEd2tHOncsk/SZJ+vOfz9GxxzYzPf/RR58H/n3KKW11+OFNarJ4GcHYjqSlgcdT8bohEXbt2mV725QJWHbr1k0//fST5s6dm/D3qlu3rurWrRvyeJ06dVL2wAXvSJV2ZJzSJCurVsQyG4eEx/rZsrKqp9StrIx9P+msdu3qQ3ZFBXVkpU6d0NOaz5flWl3Vrm2cKsGXkt+BsY74rcENqXJeg7fRjuAG2hHckMrtqHbtWoF/Z2fXNn2OykqfPvpoRdjn4a7guqWuqzipB08vuuP3wAMPaPLkyZo5c6b++MfqLK+WLVuqtLRUeXl5pu23bdumli1bBrYJXjXc/7d/GwChzIvuVEbYUqpVy91DCfM/WzNOjE0d2ZcVbbnEDEPbAQAAyDzBi+yw6E5mmj59ndas2ZnsYtji6YClz+fTAw88oPHjx+vrr7/W0UcfbXr+jDPOUJ06dTRjxozAY2vWrNFvv/2mNm3aSJLatGmj5cuXa/v27YFtcnJy1LhxY5100kk180GAFFReXh2kjHYuc2MVZk6YSJTsBJ3p0iEQys8OAAAgPUW7vqIfmHm+/36rOnT4UCecMCTZRbHF00PCu3XrptGjR+vzzz9Xo0aNAnNONmnSRPXr11eTJk3UpUsX9ejRQ82aNVPjxo314IMPqk2bNjrnnHMkSe3bt9dJJ52k22+/Xf369VNubq6eeuopdevWzXLYN4AqZWXVAcvKyshnMzcClojO2KkgwGufm4HFdKt22hEAAEBmoh+YeX74oXph3Z07i/SHP3h7UWlPByyHDh0qSbrwwgtNj48YMUL//Oc/JUmvvfaasrOzdf3116ukpEQdOnTQG2+8Edi2Vq1amjx5su677z61adNGDRs21J133qnevXvX1McAUpKTDMtatdzIsIx7F4ClNEiEBAAAABwJHQIe/HwNFgaekGoJMJ4OWNqpwHr16mnIkCEaMiR8SuuRRx7JEvKAQ8YMy2i/RTIsawZzWMYmHYZuu4l2BAAAkJ6M/d5o/bxUCFghcVLhGsnTc1gCSB5jhmVNDAk3B1E4eUZDHdnn7pDw9Kr3dPs8AAAAsBYt4xLwGgKWACzV9KI7QKLQPsOjowoAAJCeoiWdlJaW11BJgNgQsARgqaysIvDvmhgSTuAkulSbc8QrUmC0QxLRjgAAADJB8OVDnz7fJqcg8IRUuEYiYAnAkpMh4bVqcSipacQrkyMd6t0c+E5eOQAAAJA40RIcRo9eXkMlgVekWtILUQYAlsyL7kTe1phhGS24GQ4LgUSXaicYr0iFCaUBAAAAN4WuCs61BFILAUsAlmJddCfWgCWcocNhzapa3IxXplu983sFAADIDGnWjUUMUq0NELAEYMk8h2XkbY0By4qKyghbhpdqB89kYChvrMiwBAAAQGbJpOuFvLxitW37rl5/fVGyiwIXEbAEYMm8SnjkIKQ5YJlBZ0akBEaEmzH9AgAAQPoLHhmUbiOFjPr2nat58zbpwQenJrsocBEBSwCWzEPCI2/r/hyW6XsydQt1ZJ+7Q8Ld2xcAAACA+BUWliW7CCkh1RIXCFgCsGRedCfaKuHxDwlHdKl2goH3EfgGAABIT8GJJMHdPkYhZbZUuA4gYAnAknlIeOIX3UmB4yWQdvjdAQAApA8nQch4A5bbtxeqW7cvtHRpbnw7QlK4cR3wxhuL9dpr8+PfURi1E7ZnACkt9kV3iIAkinnRHerZriwXbx+nQ73TjgAAADJPaL8vvj5y166TNHHiGr3xxnfy+Z6Ja1+oefFeBxQXl6tbtymSpIsvPlqnndbSjWKZkGEJwJJ5Dkv7GZaxrxLOcGcnqCMnqCwAAABklmgBqXjv6S9bti2+HbiI4e01z5jg9PnnaxLyHgQsAVgyHoBqYtEdREc2XGzczLA07zchu61RNCkAAIDMQL8P5pFW7u0rO0GRRQKWACwZF92JlqFWq1b1oSTWIeGcQJ0heJkc6VbttCMAAID0FC3pJB1uvvslKkHBq8rKKvThh8v0++/5Me8j3usA4+sTVf8ELAFYinVIOBmWNYM4k32Z1oGJhiAlAABA5gnuA9JHTl2vvjpft98+Xn/60+CY9+FuhiUBSwA1yJhh6WzRHTfmsCSgYoVqic6q7dAXAwAAcN/KlTu0atWOZBfDdYsWbdZZZ72luXN/S3ZR4hJ9Dsv4Osle6mN7qSw14csv10mqWvgmVvFecxsTlRIVsGSVcACWjBmW0Q5mrBJe8wjqJke61Xu6fR4AAFAz9u8vU+vWb0iSior+p/r16yS5RO656KIPVFZWqfPPH5HSq18H9/Po9sHNvr9xX2RYAqhR5kV3Er9KOKJjJXW4jXYEAABikZdXHPj36NHLk1gS95nn8k9f6ZqVyA15exgSDiBlGTMlnQwJN2ZmOsF5BagZbq4OCAAAsH9/WbKLAAvBi+5kSiAvQz5m3FJhSDgBSwAhfD5fzEPCjZmZcJc50MSZ2C43JxSn2gEAAOBVTvq9iQoyJYPxc3OdZE/8GZYELAEkQfA8lNEOZrVqGQOWbiy6E9MuMgp1BDfQoQMAAEgfkfp2wU+ddlqLBJem5hjjtHRvw3MzASbatHFuIGAJIETwsG4nc1hmypwvyUBwKTbpOj+PG2hSAAAA6SnaNdzRRx9UQyWpWVwzhefuojuu7SosApYAQgQP63YyJLy8PLYh4ZxXnOFEnBzpUO/p8BkAAAAQKtKQ8EzpA2bIx4xbvPVkDIgnKkGEgCWAEE4zLGvVqj6UkGFZMzgR2+fmHJbphnYEAACQriJ39OINYHq1j50pgdl4uTsknDksAdSQ4KCjs1XCYzvwsaBMdFRL8qXfd5B2HwgAAGSo995bqtat39C6dbuTXRRPCO63pl8/tpoxeFoTcyumAzczLFl0B0CNCc6wjBZANN5cY5XwmpHJQd25c3/T2We/rUWLNtva3qM3fz0hg5sRAABIM//85+dauXKHzjtvRLKL4knB1w/p1A9k0R3nWHQHKeeXX3YrN7cg2cVAkjmdw9J4Rys42GlXJgfg7KKOqpx//ggtWrRZ5533blLL4dVhMNGYs5mTVw4AAIBE4Hq2SrSAUrpeW6Tr54rX++//qAcemBr4mzkskVLy80t0yilD9de/vpnsoiDJQuewjP21SAzOw9bzpSa6XtKvA5RunwcAANS0tOsepalM+Z4y5XM6deedE1zdnzlgyZBwJNjOnUUqLi7X1q0F2rRpb7KLgyRyOiTc+HysQ8LJ+oqOeT5jk6qZkDWBZgQAAJCeol/D1VBBahjXSfa4OSScDEsknLHB7tmzP4klQbI5XXTHqKKCDEtkCjpD6crn8+mZZ2bqk09WJrsoAAAAtkWayzF0Dsv06csaExTS6GMlVLz1VBPtp3bC3wEpwxghz8srSWJJkGzOMyyr/201TNeOdDph1gSqy/6dPDfv+KVDJrDxt8bvztpXX61X796zJUmlpU+pTp1aSS4RAABAdE66dunaDWSVcHvIsERKMbbXvXuLk1cQJJ3TRXeMmMMyccyBpiQWxCOysxnqjcTYurV6sv4dO4qSWBIAAIDYBAfu3L5+8NKsS+bMUi6U7HBz0R2JOSyRYMYGt3cvGZaZLBmL7qRD5hpqVrLnpvRSJy1W/NasGTu66fA9AwCQSASIvMNJvyVdv7Z0/VxuczPDMlGJJAQsEWBssPn5ZFhmsngW3SHDMnFYdMfMbofMzapKt3pPt8/jFqoFAAD7OG+mhsyZwzL+z3XvvZN16qlDVVJSHve+3PDLL7t11FEDNGjQAtf2Ge/QefPrE9OWCFgiwNjg8vNLk1gSJFt8i+7EdrBKpxNmTaC6kp9hmapoO9GZ5+ShnQEAgNQTvc+Xnp1CN/q6b765RMuXb9cjj3wZ/85c8OCDU/Xrr3v18MPulcfdgCUZlkgw4w973z6GhGey+BbdqQi/IeJCUNfM7tAD6i08qsZaLEPCH3poqjp3/oz2BgDICJzuUk/oquHJKUeiudkXW7Zsm2v7ikcirrHdDFgyJBwJZ2xwBQVkWGayZCy6Y36LND17wlXJGRLu3r68Ie0+kOvsZFj6fD4NHrxIo0cv1yefrKyBUgEAUklFRaVuueVTvfLKvGQXxTXmxSDpT3iRk6STdGI3EPfTT9vVvv0HWrDg97DbpPNIG3cX3WFIOBLMeECLNWA5YMACPfDAFE5aKc7pojvG7zvWIeFwJlV+Y+vX71FpaWKybpPfgUj2+8cvRZpRjTPWi51mZjzuzZu3KQElAgAk0+TJP+vmmz9RXl5s8/xPm/aLPvroJz3+eI4KC0kMyRS7d+/XzTd/oilT1ibl/dN5zspg5lXC7b3m0ks/VE7OerVp846t/aabeNtDTSyaS8ASAcYIeWFhma3X7NmzX8XF1RPRPvLIlxoyZLHeffcH18uX6j79dJWGD/89JRalCZ3D0kmGZWzBqXQ+gbol1apoxoz1OvbYQTrjjDcTsn+rDoRVO0pc20qxL+T/8FuLzukclhUV1cfMRA2JAQAkz5VXjtHYsSt09dUfxfR6YzLI9u2FbhUrqehORPff/36lsWNX6PLLRye7KJbSqU8Yy6I7mzfvc7TfdBPr979vX4ny80sYEo6aZWyvRUXRA5a7d+9Xs2b91LLlKyHPTZy4xs2ipYVbbhmvKVN26umnZya7KFGFzmHp5LXxn/jS6NyZMKlQR++8U3Xj4qefdiRk/8noQKRTx05KjXaUDE6HuRkzLAlYAkD6mjPn12QXwTPM58okFsTDNm3KT+r7B4+Sc3MOy9LSioSNooqXm+0xjeOVUUdRWvH5fDr22EFq0uQlFRQY1z0hYIkEM0bI7QQsFy6smuth794SrV+/J2HlSjeffbY62UWIKp5Fd4yZRk7Q0Yku1eYKSnTgxm4HIt4JpSOUIEH7RbI5HeJiPO7VqkW7AACElwJdOFtqYjhoqvN+fz228lVW+tSixStJD8iG42a9p3OGZWUMEcvS0grt2FEkSXr33aWBxxNVTQQsEWD8Ye/fb29IuB+riqeXeBbdCR5OjsyV+IBl+nYgaorn+9EpggxLAEBmo0NhxWk/y+0AZ2hGZfCclrHtd+/e4pjnc60Jdj+XnUuJdL7ciOX7N/Z5V66sHkWXqOA8AUsEGLOQjPNSwl2pECBwOiTceICK5U5N8D5gLdXuZHslw5JVws1SrR0lg/Mh4cY5LOlaAQDSH3336JzU0f79ZTr++Nd1003j4npP8w39zFkl3Pix7Y6usnOtki4JErNnh05nEVvAsrrPa5yPN1Ej2uhVI8DYYIuLvTkfRTpIhZN7cJakkwMQc1jWjFRoR4k+wadLByK5vN+OksF4zLM3JJwMSwCAtV9/zdO4cSuTXQzXcQM0Oif1MmnSz/rll90aN26ldu/eH8d7hn/TaBmXNW379kKNHr1cJSXxJ0vFsuiOnWsJr/Tr4r3uWbt2V8hjsQQZjX3evXsTP8qWgCUCjA3WjYMGrCX7xGBHfIvuuDGHpffrKFhhYanOPvtt9er1TbKL4hmJTjRLToZl6rXNSNLs47jGfBHmLMOSODoAwOioowbq009XJbsYSIJY+4179sQesDRK3Dzu7jj33HfUufNnuvfeya7uN54h4du3F+ovf3kz4jbJEG85jIFGv1jap7HPa4wZJeqagoAlAowNtqSEDMtESYUAgdM5LN1YdCfVff/9Vi1atFm9e89OWB2k2mqMXhkSnooB8JqSCu0oGZx24IydQOoUQE377rstys0tSHYxkGHS7SZuIjipImO/OZ6qjZSJ59Yclm6Nclq3rmrh3pEjfwx5bvXqnfrll90x7TeeDMtevb7R0qW5hm1iKoLnWAWv482wdHqDPxYELBFAhiX84smwtLp7Y0eqd3r8875WVvpUVORs0ap0lfghFPb2n+pty23m+qBurMSzSjhTWAKoSUuX5uqss97SoYe+muyiIIVs3pyvTZv2xrWPmghWpDon9RLLHIzR/PzzLtPaFKnyNRUUlOrEE4foT38aHJJIY4fdz2l1rbJ/f3AcJPUilhUVlbrllk/12mvzA49ZtalY2kO40ZQELJFwxjbm9MCQKgc/L0iFugoNWEbLsKx+PlMzLI1ZyYWFiQlYptpcQYmfw9Lediy6k3qmTl2rTp0+iWsOp3g4X3SHhgEgvLy8YtPiBG6aM6d6IQVumMKOiopK/fGPr+mIIwaooKDUpb2mXlDHa8wZlqH9ildemafHHpvuaJ/du3+p8857N+zzXgo0L1z4e+Df27ZVZ4x//vlqW683XhfYz7CMvk0q3oieOHGNPvroJ/XoMV3791edF6zqJJbFcsNd68e47m5UKVj9SBRj1D140RVklvgW3Yl/DksPnTttM2Yl79uX+AmIvdTBCMfY8XLrTrFxPyy6Ez+vNqOOHUfr449X6JprPkrK+8eTYclFG4BgBx3UVy1avKK8vGLX9127dvXlXKx9MNjnRt8j2X04YwbZO+98H/N+nN7cy0ROqsW8aEzo848/nqNXX52v8eOdzYe6ZMlWw37dGRKeCOec847l46EZj9ai1V+018Szjdfk51dfi/pv/lvPYel83zV9k56AJQKMBzCnHZ4U/B0nTSqc0J1+/+Y5LL3/+RLBmGG5a1dissJSoe0YJSJgacz+tp9hmZh6S4fjnteb1Jw5v8X82niyRsiwdMd3321Rjx5fau9e94M0QCrq02eO6/usVav6ci5TR7nAGWOfLJ6b7F7vQ9SkiorKQCabkZM+aLQMS7/Jk392VrgE8OI1yfffVwdm7V532Jm+KhX7+8avx/8Z3RoSHu48w5BwJJyxEaf6xVdZWYUnD6SpInhKACcp3pk6h6Uxw3LXrqIklsQ7jJ0Aty6ijNm/Vh2IRDejVG+nUnAdefvzxNpJHDJkkRo16qPBgxfF9HqnX7OTVcJjmYspVZ111lt67bUFuu66j5NdFMATErEwTq1a1QcdMixhh/GaLzuO8a5kWFY7/fQ31aDBiyE36JxlWFb/O1GreweXJ9bvrSa/brtl/OKLtYF/2x3qbNVnC37MCxmW5eWVjurcWGf+8lsHLONbdMeIIeFIOGN7tXOQ9Op5KS+vWH/4w8u67LJRyS5Kygrt8Nr/sjP17r4xwzJR8+6l2rB5c8DS/QxLuxJ1Ak0HXm9HsXYSH3hgqiTpoYemxvR680VY9O3ttu9hw77TAQc8rwkT7M3H5ISXLxa//npjsosAJE2iEwIYEg6njOcLY8A7vn26spuU9dNP2yVJTz45w/R47BmW7pTLb8qUtRo7doVr+6vJPkcs/Xi7r7E3JNz5+7upoKBUhx76qr76an3YbV55ZZ4pYcb49fjLH26V8LfeWqK5c+2PaKrpa30ClggwNuJE3dWJx9ixK7R48eao240bt0L5+SX68st1Kix0ayJp93j5otLP6RyWxs8Uy+S9Vfuw3l+qMGZY1sRCIalQR4kZEm7MZEv+HU8kVuJXmrfm9Hhkt/N2331fSJLrGYe7d+/XEUcM0P33f+HqfgHEz3j+S0RAkYAlnDJnWMZ+nk2BrmiN27Ahz/R3rHNYBvcrrDLmnLj88tG6+eZP9Msvu2Iunxuvi+29nL9ZfBmW5geT1Rf1mzp1rXbujDx67/HHc9Su3QeBv63ai1Vf9YcfcnX33ZN1/vkjbNdzuBtvPl9izj8ELBEQ3EijBRiCf+CJDKCsW7dbN9/8iS69dJSj9ykutjdJb01KhZO701XCza9NgQ+YAMYMy7y8xC+6kwqMxwj3hoRX17PdZunmsSkVfr9OeD3wnbyAZewZlnYuJNyu9jfeWKzff8/X0KHfubtjIENMn75OP/6Ym5B9mzMs3b+gM85hyaKZVX76abumTfsl2cVwLC+vWGPGLE94woXxnGVsP055pQ/x9tvf6+ijB2rVqh3JLkpIoCzWOgq+FnPrxv+YMT+Z/o59SLg3vvtwjF9DZaVPF144UjfdNC5ku1SYw9JugHrp0upzmN0Myy1b9gX+vX17oa33CT+HpfnvX37ZrQkTVsfdVghYIiC4EUcK9r399vfq2HG06bFEHrf8P6bdu/drz57Unrzf48d3SVYBy8jbmxfdyczOsjHDMlELTHi9cxAsEUPCS0uNQ8KTWx8p9nUEOA3GJVOyOomJyrBMlFQ7NgBesnr1TnXo8KFOP/3NhPyWEp1haRzSa+yLZLJTThmqyy4bpW+/jX3htmS47rqPdeutn+mGG8Ym9H3M56zq9jlx4hqdeupQLVu2LaHv77auXSdp48Y8XXDByGQXJaS/6+SQEmlkUrh+yaBBC3XmmcNtz5/v1o3gVMqw/Omn7Zo161eNG7dSa9eaM0ytgoFO57B89NEv9Y9/vJ+wOcpj6QuHG/4drE6dWoF/2030Cp9haf77T38arGuv/VgffrjM1n7DIWCJgOBGZrXSmV/XrpMsXp+4I9fevdUZa17Mmkw3wXfonXy1sd4BTPULbmOGZX4+GZZS4oeE28+wdOWt08KiRZtNq9i7WTc+n0+33PKpHn98umv79EKGpR1eWqgu1Y+lQE374YfqlWV/+WW36/s3BocSPYdlIvvI//73RN133+SE7T8Rnn56ZrKL4MjMmRslSdOmrUvo+5jbYfV59uqrP9Ly5dt1zjlv29qP16ZzijZstiaEBhrt14sxMOXv727cmKcVK7aH3c/DD0/TkiVbdfnloy2fDxbcr4p9SHjNfd+xvJXxezCWdc2a4IBl9H1FC1j2779AX3+9IWHHm1imADBP1+Yz/d+odu3qfYc7f3z//Vbl5hbowQen6J//nOB4lfDgeV2dqh3Xq5FWghvx/v3OOj2JPG4ZA0BFRd6blzJYfn6Jtm7dpz//+Q8hz3nhhB6N0yHhxufd6IynQBWFMGY1JCpg6bWOYTSR5uKJVbJXWE6Feg9n5swNuvji94Mede/zLF2aq48+qhpq9MgjbdSqVaOY9mP8jr0xh2X07ZOdYWlUWelzbREFK6tX79Qjj3ypp5++QGed1TJh75Mpnnrqa+3dW6zBgzsmuygZy3hTvEGDOq7vvyaHhCcqYLl9e6HeeecHSVKXLn/RmWcelpD3cVu0jNZdu4q0d2+JjjnmoBoqUZVkdyWM7dAqFmL3GtDNPtEbbyzWrFm/6sMPrzVlfaWa0Lkn7b/WfKO/aj9HHz1QkvTrrw8HnrMKYC1fbi8r1r2AZWyvi+29Ir/Z668vClk0xjgk3FhfwdcR1hmWWUF/2yvnrFkb7W3oUCwZlgUF1fESf/VFy7Dcty80xrJs2TadccZw02PHHdfM8j19PmnEiB80adLPGjXqusDj8Wb+k2GJgOCDQUGB/aBLZaUv6sFk69Z9ph+PE8YAkLFjaSXZnQBJOvLIATrhhCGOVtzykuCDuZM6jTVg6YXvLR7GDMtY27kTqVBfiVkl3PnFXqKCjKkWvJw6NXQ+Lzc/gnG4/urVO2Pej/FCKZ65teJhHjZvZ0h4ctuCsXPtxne6YcMe3XzzJ/ruuy0hz1111RhNm/aL2rZ9N/438ojdu/frlls+1fTp7mQ1vfzyt/rPf3KibldZ6dMLL8zR668v1tSpa115bziXl1c9jUsiFnMzDwlPbIZlpNFR8TAeB+fP/z0h75EI0Y7ff/jDyzr22EFav36P7X260USS3X8wtsl42rz5Y8RXMd26TdHYsSv02GPujdJIhtAh4U4yLI2BtUrT9Vj//vMN20XeT6T3DL0R7P2RcdHe6sEHp+rjj80roIcLygcHlN28Me4k0L9u3W7bdRjLb/Sxx6r7IP73sQ5YVp8/rBJuZs/+NeQx46gEI59PuuuuiRo/frW6dJkYeDzG9XgDCFgiILgRO1k4xOeLfDDZvr1QrVr118EHv2x6fPXqnfr3vydG7SgY5wSMFrD0An/n178irFGyOyl2xDPRs5cyjWqS8e5RoiZLT4W2Y2QOWCZz0R1X3jrlJXo+SLcu9I0X3G50JGOZUzaeDMtkHwPdmH7hxhvHaezYFTrrrLdCntu4MS/u/XvNY49N10cf/aQOHT50ZX9PPPGV+vWbpylTfo64nfG7+uqrDa68N5wzXqQZv5M1a6r6qOvWxTdMPPEZlsY5LBMzCsF4HEzUeySTnRsMbkp2v8S8UJw7+4z13FNaWqEHHpgS+PvLLxM7HD7RIs09GU3wVEqFhdX9oej9EntfZDpkWG7fXhj1msj4PRg/c/BNI+tVws1/z5hh7/xsN2DZs+dMHXfcYD388DRb28crUoal8fxhd4RgaWm4IeHVj/untwj3vk4QsERA8O8+L69qnrPi4vKoQyp8vsgZlgsX/h7Yl/Fip02bd/TOOz/oggtGRNy/8QcU7ceU7JW8jKwulJPdSbEjNIst2pDw6n/HnmGZAhUTgbEDb+xgJEoq1JfxJJiIOSyTseiO00BWMpSWVlgOnbcKKCbqM8TzfRs7fG4cz5s27WvKoLIjngxLt9p6rNw4NkTKkPVqu49HPBnBwYz1P2mS/YClsaOPmmXsqxm/v4suek/vvPODzjwzNHDvhNvHh9Wrd6pHjy+Vm1sQ8lyihoQbrwPceo+ysoqE3+Cxe7xyeo6IV7L7cG7Vu/lzxPaZhg37TkOGLHalPF7g1hyW5eWVphFbxukqrPtGsWXrRSveV1+t1//+N8PxdGHxCtffHjHiB7Vo8Yq6dZsS+iLT662ziIM/h52b7XaTpewuqvb883MkSYMHL7K1fbx9YX9dWF2jG7MfrW5GWX3P5gVQrbm5jgEBSwQEN6a9e0tUWFiqo48eGHXy5WgZlgccUD0/gnEVM38Hwb8KeDjGA0V+fuqsEp6IoUU1ITTD0v5r3eiMu3EOTMRKnJEYD/JO53+NRSoEDYI7CG58J7FlWKZAZbmkrKxChx76qo48ckDIb9HqcORm3Rj3b1yd0en3noghjb16feNoe6fVYrz4czr0xY3fhbnuE3sMTsffU1GRe23OWD3R+gDmwLhrRTCprPQlPYieDE5+V/n51UEBY11t3VoVEIw3mOV2huWZZw7Xa68t0IUXjgzZf6L6H8b6tHOxGs3mzflq2rRvwlfDts/d/vqSJVv0/POzw9ZVrL/JjRvz9Pjj07VixfZ4ihd20R2n3Dhubdq01/V9JlM8GZbBQ8KNAcu6de0vPeKsDiNvfMklH6hPn7khC6ck+nsy1qPx3w8+OFWSNHTod9qwIfwIzXB9sfJy82/SaiRPuHP3smXb1Lv3LFOfwXgeT9S86/HGEyJlWBrPSWVloecPq+853HoCxjo3Jq3E228kYImA4MaUn1+iX37ZrdzcAi1ZslU7dhRGenXEfRsPsvv2hd6liDZPmTGr0mpC2LClSsDBNNY7ZakktKMfLcPSeFKJrTPu5nf1wQc/6sADX9TYsSuib+wS45DweAIukdpXqnXijCfuu+6aqFatXo17uHy0VcITf8fX21/Chg152r17v7ZuLdCaNeassUTfQDFWjb9T9Pzzs9Ww4YtasMD+nGfG7B27RV6xYrsGDlwQ9uLQH3iwy2p1xUjMGVT2j4Hz5m1SvXrPq3fvWY7KF0mig1Me/wnExM2ApXkYmv1tE1GvlZU+nX76MJ144pC420W0kTRe0rPnTDVs+KLlHKxWzBmW7pfH7Tks/aM4/KvdGstcWhpbwHLx4s0aOnRx2O/YeIFqlWH56acrNXly5Ixio+nT16moqEwTJqwJjOhKJrdPj2ee+ZaefnqmHnpoquXzwb/HZcu2adCghRH36fP51K3bFL3yynxdcskHcZXPGKSIdpyyz51KtHuc+eWX3XrttfmuHr/dELrojvXn+emn7Ro0aGHY4E95eYXpt2acqzYewW3d7jFvxIgfgl5n/UKfz6dhw77T4sWbYyme5f7DlfG004aFfX24m0N2hoSHc9ppw/TMM9/orrs+N7xP9f4SteChWxmW0QKW4YZ6Bwu/AKp18JYMS7gmuDHl55do167qToQxM9JKpBOMMcPSKq062g881oCl2xdu77//ow4++GXbq4DV5BBMNwUfiJzEIJO9+IQkzZnzm0pKKvT//t/XNfaebmRYPvzwVB155ICovzUpNdqR8WQ1e/av2rGjSI8+Gt9k6rGsEp4qF9luMHZugxd/qskbKP5j79NPz1RpaYUuu8z+3IDG34/dr+7kk4eqe/cv9b//zbB83uldb+P7nnvuu3rllXkRtzdnWNpvb3fd9bkqKnx65plvHJUvEjeae+QbJ+n3e0pUwNLJtk7qdcyY5frxx9yo2+3aVaTly7fr5593aeLENbb3H6yy0qe2bd/VRRe9lxLf/3PPzf6/484oW9sb+6WJCPgbjw+JGP1h/E6Ki+2dI3/6abtGjVoWeO3f/va27r9/ioYN+85ye2O5g1d8zcsr1g03jNOVV47Rnj32go/GY/LmzZFHWdWERN3Qe/vt7y0f37AhTyNHLg20jdNOGxZ1PrsrrxyjKVOqFudyehMumHuL7iRvOpTjjx+sHj2mq2vXidE3rkF2MyxPOWWoHn54milz0Vif5eU+U5/XrcByrF+33c81ceIa3XffF/rb3yKPzgznnXd+CHm/cMHLSDGBcJntwYFM61XCI5fRuMCPOfifehmWxgCu1WreVuf8cOcx46bGZDQClnBNcHvct6/EFDiJNH9DtCHhxoZqtZ9od42Mr4m2ArN5zovYfiAFBaU69dSheuIJ8yTcd945Qbt27Ve7dvbubFoduFKhsx/PPCWxHpTcrBd/8DB4mEkiGQ/yVgd8OwYNWqRNm/LVo8eXls+7MVdQTbI6v/7886649hnLKuGJ4sXfsjG71848PYkbEm7er5NF3OLJUB440DpDxU5fb8qUtTrmmIH65puNpnrZvXu/Hn888oIMwXPUlZZWaOzYFdq2LfxF5bvv/hD2OaeM323ih4THvXvPSVTAMtpFRrghb5F89dV63XrrZzr99DcdlWv9evPCMT6fTxMnrtEvv0RfUGbdut2aP/93zZr1qxYtss6a2bmzSCeeOMTVbOF47dwZ/eafFH4OS7cketEdc4ZlVf/nuus+VocOH4b9PKecMlS33TY+EBzw69NnruX2kYaEG/s8H364zHGZE3mj2+7X6V6Wob33v/LKMfrXvz5X377f2tpPRUWlvvhirWvlcqvOEzOSzdl2o0f/5Gj/33yzMewqx7GKFLiNdkwx9lvM2diVQb81+0ErJ6O17B7z7L5uxYodjvdt9O9/T7R8P6f7tBr1I1n1jZ2VL1iiMizvuutztW37jioqKhOcYWkMWIbe8NqwIS/ksXDXYuGHhNstqTUClggIbsT79pWZMiwjLXYTbaiQ8eBgNReQkyHh0QKW5nLZ3tTk3Xd/0PLl2/Xyy/Ms7yLYvUPu5SHhZWUVuvHGcerePfSObvCBKFo9ut3xjPeCwZ9lVlJSoeLimhkqYjzIx5IFaOSkjXuZVcA+3mCKsfNmt53EOEuBJa8Ha4wZlvbmsJS+/36rTjttmKZN+8W1csRTT8YMS6fHk3A3v+zcnb788tHasCHv/7LIHL2tKQixYUOe+vadq5tv/kQnnzw07Gu6dJmY9GlLErmPWP3nPzm6+OL34j6OOpG4DMtoc1ha/zsSY2ZlPIufTJ++Tldf/ZH+9KfBUbc19gnWr99juc3LL3+r1at3upotXFPCrRLulsQHLM0ZMoWFpRo/frWmT1+n8eNXR3ztI49MMwVswx1DjW0gOIvT2HZ373Y+vNtfJz6fTzNmrNfWrfYyLktKyjVlytooU80Ys0+rtq/JIcTR2lO4ALEkDR68UGed9ZZ27SpyfWV2Yzt061oleD8zZ27Q77/nR31dTZ5uNm/O10UXvae//nW4q7/1cMGx4Oec7Ke8vCJoGiTjzTDHRTS8NrZVwkOHukd/TTzfbbgberGU13wMNu8g+Fpl/fo9mj/f/jRGxphAtot3PkaMWKp5837Xyy/Pq8E5LEOPM1aJAOGTR6yDt/73/f33fM2cucFOkU0IWCIg+AKlsLDEcoGc8K8P/5zxB2AdsLQ/JDzaHHjG33SsF13G8sbTuUz2kHCfz6fbbx+vRx8NzdgbM+YnffLJSg0cuFA7d5rnJ01OhmVML7NkvNs/a9av7u04jAcemKK5c38L/B1vFmC4AFssF7fJlIgM45oMYqQic7DP3kqIV145RsuWbYs6fHLZsm06//wRmj07+m8qnhsXxgxLp3Pi1q6dbXkMctqHdNpOjZ/3009X6d13l0qyn+EVbMiQRWrf/oOY5nz1ysJnserXb55mztwYdnh/NKWlFZoz51dHC4O4GQwwZ1ja3/aLL37Wv/71eUjbW79+jy64YITl/IDxXMN8++0m29saj7vhbjC7sRBLshhH8aTCHJaR9l9cXG76DMuXb4v42oKCMp1zzjuBv+vUqWW5XaQh4cbnYglY+ss/efLPatfuAx1++Gu2Xte9+zRdfvloXXqpvaH/99//hS6/fLSuuGJ0yHPJWiQz0ts+9NA0fffdFl155ZiYR+6E416GpXVQ6ZtvNurii9+3/V2G26fbfvuteuTVvHn2j4HRmINr5uecfB7jthUVvqDr0cj7SfR5O5bMzHj6I/G2A+P3YKy7aH3jY48dpB9/jHzcNEr0kPClS62nf4nl2jxawNJuXyh44SKrMhmDt/7HDz/8NV188fuaMCHyjbRgBCwRENyICwrMGZZWi+VUvzbyD8fYmTHeyfWLFrA0Bjmd3Bl1cqxbu3aXZdniYd0RqbkrwZ9/3qUPP1ym/v0X6Ndf80zPffbZqsC/g+cPCg4KRc+wNJ6okz9k15h1MmOGszs55eWV+vHHXNsngoKCUg0ZsjhkH/GwU4epELC0ugCIt3lEW3SnJvl8VcPuvDThuzHYF9y5DbdKuN0VcC+/fLTmzv1Nf//7yJDnBg5coNtvHx/4O9ZO6u7d+3XTTZ8E/g7XQa+oqPqdBr9PnTrZlhd2WVmRuzvBQ7et2tYVV4zW1KnWQ/KCO8B2M4SMUyRs3lydifLAA1OVk7Net9023uplEXl9Rej8/BJdc81H+uijyMP4nGQ4GD344BRdcMFI3XbbZzG9PtjYsSt09dUf6Ycfttqan8+86I79IeEbN+7VyJFLNWmSOTDZpctEzZnzm668ckzI62PN3HHKeNxN1KICyWS8KZ6IDEjjcSyeERRPPfW15SIuxu+2rKwyKBMr+ve1enX1Am116lgfKyMNCTfWWSwrqvt/B/4sf7vBtGHDlkiS6YZxMGPdjBixVJI0c+bG/3su+cfKfftK9cUXkRcrWrZsW1zZ1FbM7dz9VcLnzPnVsE3keo51EZhYmEeEufdbNwcanWciWm1bVlZpOvYa9+tmHdndVyyZo/EFLK33Y39IuPXcwW4PCTfuLxHnx3D9CGftKnzA0ngTze6Nx3A33sxzWIYfEu50PQMClggIbkxFRcEBy8gT20b64Rh/zFZDy6OlUBuDpc4ClvZ+zatW7dDxx7+uli1ftdiH7bcL4fYd2127ihwFVY3vP39+9Z3EkpJyffnlusDfwd9JusxhKcn2KqF+d931uU4//c2Q+UvDsTq4xxsw8HrAwY7ffttr+Tni/WzJXnQneF/jx692LTAiSc89N0vPPvtNzK+PPCTcOuPb7h3hSEG47t2/DKxYW7Vf53VeXl6pf/5zQlD5rPfz+OM5Ov30NwNzHfllZ2eZzlvVj0d+7+DFDqze94sv1qpjx9DMHCn0mBnLXfY//vE1FRWZz7Pfflt1IV5Z6dOGDXvCvtY8ssDxW4ew+/2tW7dHL7+8Ud9/b38+sD595ujzz9folls+jVIG27s0GT68apGLceNWqnv3aXH//m+++RNNnLhGf/3rcDVr1i/q9k6OcVZlM56rpdAsXSfzldqfCy7yhsbj7tixKyJsmZqMv99EBCzNgek8WwvrBSsrq9ALL8zR4MGLQp4LHhJu/DqdZpfbybAM7vdEm/YpGqubvEVFZbrjjvGOM3GccJINbeR23/6KK0JvRgS/n9tDws2f3a0suOp6qVu3duDfTheidLPPFnx9E7zv337b68rInchDwu0HbIMDn+FG/EVrg5HecseOwqBH7AYAnX0uKb4+f7zXC8YbH88/Pzvwb3+dFhaW6o47xlvO0Rjr+8R7bBg8eKEeeWSa6bPXqpVlWRdOFkf0/2l1fjOvEm7vtxDuuzEGMo2jMYLL43REBgFLBAQ3vqqAZXWnyq05LP37MQ8xCv8DLykpN52ogwOWeXnFYU82ds95OTnrJVVd7AffxYzngGnVUYz1PFxUVKY//OFlNW3a1/bJvF696g6Df9GL3bv36733fjR9zngDluYTta2iJZTxs61dG31BAaMPPqiaMP6VV+bb2t7q4O/zxdfhCvdS8yp53g1qzpq1UUceOcC08qFf/AFL5w0s0VX19dfRs3grKiqjDpXbubNIPXt+o169Zmnlyu0xlcXY9oPvgIbrR9kNrjkZQhZLNsgVV4wOyS4Ldzx57bUFkqoyZoy/hV279lsOQYv2GYPn2XI+h6X5BdHmZQ5n+PAllo/fc88kHXPMoMDnNioqKlNhoXEYvXXhCwtLXc8GPvHEofr22zydc84I26/ZscNesMaNGzcDBy4MZFW5ZdasjeradaI2bswLeW737v26++5Jgb+jXbts3x584Vh1wfPoo19q3LiqwGBw23WyKq/dRX2i7cd43B07dmXEbVNdIvowwfUbad5Cv127inTvvZO1cGFVpnGkoI/xeFVSUhFX/yBchqWxnx18fDf2GSMlN4RjVd5XXpmnDz5Ypmuv/djx/uyKd6XsvXuLa2QqhKys+OartWI8Z/l8VX0Uuyu8h1e9z7p1qwPfsUxt4pYmTV4K+9yyZdt15JEDdNZZb8X9PpGOy1bZgeEW3QvOsDS2L2OfLp64WPAiRTWVYdm//3wNGBDahwknXJ3aL2/1v40LVvmveV9+eV7gms/qPe0yXwfG12956KFpGjBgoWnxsuzscAHL8PsJdx1vnWEZeQ5LK+EW6zMOFTfOhxz8vk5vpBGwREDwj7SoqMx0Zz/SCSdaZ9f4Y/APhzEOi4l0MRkcTDOetHNzC3TQQX11wglDAo9FussVjvH9gwNQ8Vw0uTmHpfHi6JtvNjp+/d69xfr993wdd9wg3XPPZNNzwXXsdNEdo1izExI1h2WkVXqDvffeUsfvFW74t9M7yuEmh05Fb7zxXdjn3JzD0ufzqaKi0vWOfCJcfPH7at68n5Yts56LRjJnUjmZX87I2O6MUwts21agZ58NXb3X5/PF1PGNFviKZSizMevbz85vwU7miZPVmqO97/PPz9bEiWsCf8+atVH/+c9Xpm1iHRYUHNT2/1zefrvq4iZ4PuLy8ko1atRHL7wwJ2LZy8oqdOCBfdS4cZ/AsWbq1LV69tlvHHeEa4pbN2XGj18VfaOg943Uvq+99mO9/fYP+tvfQi9yH310usaNqw7oRWp3X3zxs0466Y2Qx997b6n691+gm276RBUVlRH7R4kMWJaWVgSOtzU1d/D332/VE0/kRLxB7rdp01498sg00yJAbgTkE51hKclWhuVDD03Tm28uCcwvGemzGfdfVlYRVx/igAOiZ1gGn3ONwa9YApbl5ZXasmWfqe9gnGswUWLNsJSqjtVNm/bV0UcPdLlUobKzs8IGE6Mdr8IJ7nNedNF7tjLIQ9+/+t/G+jQmTDgNWLp9/lmypGqkVUlJuakd+4fiO5mvMNgnn6xUv37fqn//6iSHcNltxn936WIeHWL12qoMy5obEr5mzU49+uiXYa+b7M5hafwt+dvEnj379eij0/XII19q3Tp7iSThjmOxDAk3ys2tulFonIYn2ntGYr4OjGd6her3Nt68Dx+wDF/WcNfxsawS7kS44fHBRXW6OBEBSwQEN+Li4uAh4ZE7S5GOH8YfTkFB2f/9394JLLjjarwg988ntn79HsthKHYPauaApfOU93CsL1Zi218scwQZv9N9+0r10ENTtWdP6GuDO5jBk+nGMk9GMhk702VllcrPj15flZU+/fOfnzt6n/LyyrABy2gdtODXGX8j4U/Sxn/bq+edO4v07LPfRBxO6rZIZXM7w/K004apWbO+NXYH3+qj2fkq/AvV3H77hLDbGH/XjRvXjbi/tWt3qXfvWaYpIsrLzcHbigpfoJ3deWf4941l+HLDhi/qxRfnRNxm6dLww4RLSyv0wguzAxcS4dhp53a++2gXo07mS3z66Zm6+uqPAnV74YXvhQzbDc6w9Pl8uummcVH3HZrdFXrh89FHP2n06OWSqjL0Ig0/85dx69aqC5CKCl9gnriOHUerV69Z6tt3ruMhbFbsZucYv4tI8/26dS5x2r67dJmohg1f1OLFmy2f959D/Zmixs9gnAswmv/3/762fHzLluqLxX37SkPKb+xXRKujSFkpkTKCyssrddhh/XXEEQNUWemrsQV1zjlnhF5+eZ5uvDH6b+WRR77UgAELdfLJb8jn82nEiB/UsOGLat/+g7jKkIgbhrHcCDeuBi9FDliah4RXBAXinLV/OwHLSIvu+Ke1qKz02a7LysrQ30O8ixf6RfqJxFNPs2ZtlCRt2bJPmzYlNri6d2+Jzj33XcvnOnf+TA0bvqgVK5yNyjBe61RW+jRnTvh5QCMJdwwyBix373Y2TYDb1xG7d+9XcXG5mjfvpwsvfC/weCy/9Tff/M60ANqNN47Tf/7zlf73v+r2G2nRHavFSsrKKvXll7/837YybBs8JNx+eZ3VYdW2Z5wxXP37L9BFF71nuVVpaYUp88/qLYLP6f46NvZN7d5EjCUByShcffnP3Vblj2UxKvOQ8NDn7H4XxmNeTk71Dfzs7Kywo/nCCT5n+xMYrKfqcj4kPBxjXQT3g42Baqf9MgKWCAhu+MXFFaa7wMFzaxlVBSzD/3KsOjPGIFmkH51x9UYptKMU6fElS6LPqzV16lp9/nl1tky8GZbmyc4dvTQiYx3a/aEby75gwe8aP956LiB/8Hj37v3q33++Nm0KHh4ZuQ6cDFGzs494Bd8hsrPwjtOD9O7d+9Wq1au6/vqxls9HCsjPmfOrmjR5Sa++Os/y/e3Uod3quuOO8erVa5bOOGO4vRe4IJ6hh9EEZ/qsWLFD+/eX64UXZod5Rc1krL7zzvdasCB60GvnztAhoH7GgGWDBnUi7ue004bpmWe+0dVXfyRJ+uc/J6hly1dMWSmLF2/WgQe+qIEDF4RdDdPJHJbBwgVc/LZsCT/nZf/+8/XUUzN15pmRh2LZaed2sksifUZ/8M/IzlQSkVYADz725+SsN2XehRMpM8Pvlls+VefOn+nXX/Msz3v+9v7GG4vVpMlL+uqr9ab95uaasyf+97+vdeaZw+M+BufkrLO1D2Ng4A9/6Kd77plkuZ1bpwSngQj/EHI7Q1Efe2y6mjZ9ST//HC5QGT4QbOfzlZSUJyXDcvPmfO3cWaTc3AJ9/fV6x1kX8bal6dNDs62D+YPD+/eX65prPtZdd1VlLPmn+LHrk0/Mv8tIQXR//3DFiu16/fVFthfYc5LB7RfcJ4kcsKz+d1lZRVwrQIcfEh5+JVljPRQWlqmiolKnnDJUZ5wR/rgSnEkWfFPVvaze8HURT4KCsT6SOcpjzJiq4b3XXVfVF7X7GRKRrWc81hoD38EZxRs27NGAAQsi3myM9jleeWVexOeN/Iv0GadOCX6PSAvL+v3003bde+8XuvLKMRGvGSINnT722EEqLg79LV966SiVl1cG/S58pnZm/J25Ozd71bWwv35WrQp/4+3228cHfqtWZWjY8EXTNZfVsc7ulFt2kjciCVdHVfP8Wj8Xf4ZlteLict1770pdeqn13OdW2/sZYx+xZFiGBiyrFu96992lIdsaj4PhVv+2y3jcDu67GKdecDoKiYAlAoJ/DPv3l5suoIMP9EZVc/aF37c5YFn1gzQGdCL96IIzLMN1nKvuEP5qGlZ4/fVjowZSO3Ycbeoch3Zgwr7cknF7N4eEm9OsI/90N23aq3fe+d508Js5c8P/lSl0e/93ceedE/Too9MtMjHslzOejnIs72fFuFKyVJ3dFonTgOWHHy7Tjh1FWrzYOkMs0nyFN9/8iYqKyvTYY9UL+4QLWPp8Pn344TKtXLkjpg6KP5vKKrM2USKd8O1+hvLySo0cudTiIsa6kx280n1N2r+/TP/+9yS1afOOfD6fZs3aGPaCO3hBg5kzN+irr6ousJ3MH+XPNJ81q6ptv/fej9q1a7/eeeeHwDa9e89WSUmFunf/0nIffm4vIOAX7gL7tdfmW85vasVOe4l3GGjnzqGLJgUHMaxEaufG0Qk+n892Bk7wx921a7/lPIeS9P77P1oet/z76NZtioqKynTZZaNMz1sFr3/4Idc0DUEsx+AuXSbpuOMGq6Ag8oWfsbnt3Vui4cO/twy8uncRHfn5cN9juHo3evXV+SosLAssmhG6r+o3X758m1q2fFWvvTZfTz31tZYtiz4MMS+vOGLH3knA0ipb1+rfwX9/9dV6xwGZmrhJdOaZrQL/Nk7R4FRwNme4sk+cuEaNGvXRDTeM1cknD9WDD07V//t/9o5jwfu0008y9nW7dPk8pF9jZDxOlpZWxlX/4fqX5gzL8KuEFxaWacOGPK1cuUNLl+bayl6vrPTpuOOamR6LJ2Bp57xx7bUfBY1CKtFhh/VXr16hU6dYMR57wy1U5GfMyEuULVvytWxZ1TFm0KCFUbc3fnanQX4jO1lwwf3h004bpkce+VJ33DHBcvu9e0t0yCGv6P33l4Z938cft7cwZlW5rM8nxkzIhx6aGnU/xiHEvXvPijhMP9zfv/++T717W7ex9ev3hNx8MLazRExXIVV9b+EWFLTiv8lrVaelpRVRA5bbtkU/t1bt33jDzXbxor5mxowNys7ubeovV78mlgxL6zeaNetX7dhRppkzo1+DSuETssIFLCOVNfj4WVlZqdNOG2a5rbH88Wa2m5OrzM8Zr0O3bSt0dE1LwBIBwQ2nsLDUdDCKNhzFboalv9NlvJsVqc3aDViWllboggtG6rPPzKnmVivGStKECat11FEDIpZVcn7wMv7wY81cshJuXggrTzzxlf7970l6/fXq1ST9B26ruvYHLMN1qpwtuhNrhmVML7MU3EaCM4qsOA1Yhhs25Reu3UnWd+OMJyrj8999t0W33z5el176oaPy+SVjhH6k97RbnsGDF+pf//pcxxwzyPR48ByWfv6sEOsh227eiQ7dl/EEv29fqS688D116PCh5fw4xgub4uJyXXzx+7rkkg+0Y0ehqVNvN3On6j2rj5FOY48+ny/scWrNmp2BYUqxCJ7H9dNPV+qeeyapR4/pDspX9f/ly7dp4MAFmjEj9MLKTmbr8OHfa8iQxbbf146pU9fq2GMHRd2uvLxS9etHzpj1q7ToYV93nXWm36BBCy0DScHD7KuyNqr/fvfdpYEFXYyM2bnGdv7ZZ/YWWSkoKNX69Xt0771fRNzOKkDuX3k63MJiv/+erz//+XW9/PK3tspifr/Iz0cKBNnlX7Qp+MLFeF65557J2r69UD16TDfNORrJrl37Tb/PXr2+0aOPVv9+nAQs7Q6NXbJki6ld9+07L+yFlJ39JUJhYanjINA990xSo0Z99MknK/Xxxz+FzagKF0x8663vtX9/uT79tLqP2b+/vQUk4s2wfPfdpRGnAjJ+t6Wl5ab99+z5jd5//0db5ZTC9y/trhK+f3+Z6bdrZwXeykqf5s41D0mO58LZzil/woQ1+vXXvMDfCxZs1tatBXr22W+ivra83LxATbQ++ZVXRl4F3A2VldJdd32u7dsL9fDD06Jub2znU6asjbBlZOY+kTk70C84sOcfYRd8veaXl1esnTuLdOedzqZpCidcQMlY9nCLiJi3r/73Cy/M0cUXv2+5XbTFaX75xXwjPtxrqzIsrRfdidbGnXR7nR6v/eekmlwlfM6cX3XccYO0fPk2B1nEzt/bzaHnTt8/3I3BWrWyw841Hm5Ni+BjdKTjqbGcpaXxBiyr9xUpGSI/v0QtW75me78ELBEQ/GMIzqiM1KmPNoeluTPjLMPSOEebVNUZsxJukZNwv5drr/3YMisr/oBl9fZWgYBYgyfGckXLiPJnpflXl4wm2hxwiTzxJULwQd/OfKnuByzDDxe1OnEY39/YQfHfidy0Kd90IqnpuUJLSso1ZcpaW/MFujEk/OuvN1o+Hm6uz2gZDjXFeGE/bFjVAgLGzrJxuJ3xmDpixA+mILeTizXjTR2nN0kiDQk/4YQhuvTSUYEMUKeCzyE33DBOw4d/H7JdVlYvZWX1CrufoqJSnXrqMHXv/qXatftATz1lHopud+7ZBx6YogULfjct0hFPFs+//z3JtK9wysoqTfN5RWL1sw43PGvnzv36/PPQaT6uuebjkHl7g48XVllExcXl6tfvW5166lBTOa6/Pvp8gkajRi23rJeLL35PpaUVlufkkSOXavr0dSHzqvm9+OIc/fzzLj3xxFehL44iKytLO3cWhQyN9wt3figrq7R9Ds3OztKGDXtCpqEZNap6uoFYzo27dhWZfp/BC2dZ7bNfv2917rnvaN++kpBs/XCM291wwziLOc3N59SVK3dELLfVW+3Zs19ffvmLK1lC9933RcSbglaGD/9eBQWluvHGcerU6VNdfrl1RpHVTQMpvmNF8IVruPcwCu6TRFrMxvh9lZebMywrK30R5zAOtmTJVrVt+27I78L4+SMFLEtLK4Kyd63bnfHh7dsLtWbNrrDv57S/YzdQbyeLOpyHHqoOCnqh3+vz+Rz1GxKTrWe9gKndefcTJVzgyPi9zZ27KepvPLgdLl1qvYiicb+zZ/+qn382t+1wl3B79uwPmSrB+J0OH74kYvli5fT3VR2wjL5ttCxA/ygw63JV/3vSpJ+1bt0enX/+CAdDwp238Vh+F+br89j3FS5gmZVlXY+Rvjf/TVQ//1Q3VmJZJTz8vsIPCQ/mpH4IWCIguN0H/3AirXpclW5vL8PSf0Fvdw7L4AzLcIElO6tK2hH8A3J6IDe+3s2RluaJbCPv2B/kstuJijakMlwdfPfdFp1//ghThpMX5rAMbiP+hZ6cvCaaunUjB8giDcG2yp4zvr/xDpUxqGUMgkaqrhUrtuuCC0bYXk3+pZfm6qqrxkQ8Ub355hJdfvlo3Xdf5OwpKbFzWBrryVgHBxxQS6WlFSFZGlXb1dzFhHmOoar/G4+dq1bttFyYo7LSF3OGpXGFy3AXLOGqYN26vKgZyE8+GT5IdOGFI0M6Rn5W30UsrrnGnGFoNzvNSps27wSyxzZt2qu+fZ1n7DlVXm4/YFlaWqGOHc1DuCN16p55xnpo2YcfmuflDL5gq1s3tDxPPvmV/vOfr7R8efjFG376yd7CDm3bvqvbbjMPtZ85c2PIKud+X3+9UR06fGgaKhdubmSnx5CsrCydcspQXXLJB3rttQW64Yax6tXrm8Dzkaa78a/QbOc9rKZeMF6oxzLiYvfu/Y7nsPzPf77S/Pm/66abxgXVm3m7cPVr1R8IDg62bv2G2rf/IGzmpVW5zjtvhC69dJStDLZoPvhgWfSNopQn3CIjThe2yMsr1qJFm20HhMOVJ1hwn+TrrzdELEf16+IbEr51a4HmzdukO+4Yb3o8+KK2a9eJeuCBKZKC50CrDNu2jIxBnOBgZdV7RF+IMBy753zjDcRI/fXt2wt18cXWC5FI3glYGj939+7TdNdd4W/muTF9U9X7Wj9ubC/BaxE4sWpV5JsjdlRUVNpqE08/PTPsc3v3FjtYRKp6u7//fWTI88uWWZ9HO3YcZarP8nJf2H65m/1aq8+1YcMerV0b+ruUnF3b+vdtVdw+feaGTFljZPUZ9+4tsf3ZYxtGHkuGZfUbLVq0JdCndrqv8HNFZ1n+XiNVwwUXjDT9HWnaB2P5nVx7WO/LXoalUwQsERD8wwruLEWaw8jnq4z4wzEecP3/jnUOy3AX5G4FLN3MsEzUHJbRjgH+u8Z2OySxBizff/9HzZ37m2nxCTc6bvGciCsqQlfujrRglJ/bGZZ5ec6GhJsDlqEZyZK0cWOerbJde+3HmjPnt7Ar/QV78skZmjTp54hzAvmDUhMmhGZ05eUV66qrxujjj6smf488h6WtIoUVLuuidu1s3X//F7rnnsnxvUEU0cpv/B7987cE/77+9rfQhWZ27dqvgQOr551y0mkwZgqFa8d2sowl64yTSAtuzJr1q9q2tQ7qRFsB3K545tcK5/ff83XEEQMiXqC4pby8MuoNDr8BAxZq6lRzxkEsHcjgdhAc9Pz++9AF6bZvD58V7nfLLZ/aev/c3AJTdqHf3LmbInZin3++evEs42+tYcPqIfW7d4cvp9WQ8ezsrMAFxGOPTdenn67Ss8/OCgQTd+yIPcvK+B7RFm2INWAZac7qSMejBQs2x7TojtXXYxw665eTs17du1sPPbV6L39W5gsvzNHy5dscZVds2rQ34iJX0TiZgzNcPYVrt3/5y5s6++y3Ldt7uH3a6ZsF/4YjTWlhbAclJeW66abIWdF2+mkLF242bW+8MVZYWKa33/5BQ4Ys1tKluSE36swLuvhUVFSm668fG1hhOC+v2HSzyGouQGNf32lwzW4/o3ZtY8Ay/O/zySe/0syZG8M+H1yfffrEflMtVsHzNA4cuFAjRiwNO0Ii1gxLf/t6990fJIWfxsP4ncUTsPzxR+ssRifCnUODrzUiTS9z4olDbF/fRGt/VjetparV1CNlWBpVVvq0bJn94dGRWH2uY44ZpOOPfz1klKORkyHhwe8xcuRSvfde5Kkq4r2eNGay33PPGbZe42Queb/g9tW+/QeS3BsSLllnyQfP8e9ndb42rtAdzFjPwe0t3IKd4cSyQLAdBCwREO3AE+miNdoxyzxcpOrfdlZkk0JPdMYfk7GDES5g6S/br7/mxXRX2+kBM1rHP1bGzkVFhNhaQUFpIEBi92AZKXtWCv/9Bq8mLkWvr7y8Yt1++/iQRUncullo1U79Cz1F4jzDMnLGVF5e+PZtdcc0fMCyOthlzGSLVF925uy0Emm+Qv+JtKCgNORYMWHCak2a9LO6dq1a7deNRXeCX7Nhw56QIU/GfWVnZ1lOoF21XeT99+8/P2IWoRPmjkvVASA4YOnPLjeW66OPzHMK+vdTWemz7HzYe3/nWrR4xdZwRaPffrPOsIw0hDH5ai4jZsKE1YEVXGMRKQMwnOBOZrztwt8OIy0mZkdFRWXE86J5KGlVMLGgoFQNGx4QeDzSjRurIePG9zPuf/XqHbr99vG2sygjycqKPi1FtMXyrOzdWxLzKuElJeUhgSM7+7EK3IQb0jl7tnWWYrSbVqeeOkydOn0SdhujPXv264gjBujgg1+2tb2VcFOZWN2gCddvCjd00d8eI80baCfDcsuWfaZy2u2T/P57vum7XblyhynYaMXO8WDLln2BKREmTlxjuqFm7MPMnftryP7y86s/R2WlT/37z9dnn63S7bdXZW0GzxdoFZQxDi10GlwLbutFRWXati20X2T3VBepP1e1H/P7/e9/X4fZMnF8Pp9lBrzVvM+SvWsb43XTwoW/69ZbP9VLL83VuHEr1aXLxP/L6rR+rfE781+fbd6c77ivPWDAQtNclxs35jnuRxpHLRkF7ybSMXrr1gLb1yk7dxbpkUemxdjfrf73W299HzaA9sUXawOLF1nvx/57R2oLQ4d+Z1nGTZv22mpD4QKW//rX52rcuG7E14b7CHY/mvH3bcymjuS44wbb27lB8DnDP0rFafwgXMBy7VrrYOOpp1ovomO1aKTdOSyDj+Vt274b9nVWjMF4N2MgBCwREO2HFWnS9ao5LMO/3vgD8P871gxLc+DOuNhFuIClT+PGrdBRRw3UFVdEXwUt+GRqLJqdA160RXdiDcyZ7zaHP/AYO+B2Aw/RFh0IH7AMXfnW/13OmrVR3bp9EfK99Ow5Ux9+uEwdOsS2iEw0Vgd8O4sqOO1ERWsLwXPIGVldEBkDrcaOujGYbA5Ehm9IsVwYS1Jxcfg68Nehz1e1GIuRv5O8b1+pSkrKIx5LYrljOnTodzrmmEHq02eu6ULJ2Lyzg5ejC7J69U7dc88ky+Dfo49O10svfaspU8Iv4rB3b7GtizxjO/K3RasM5sLCUlNdBGdA+t+ra9eJOuqogWra9KW4VsJ14ptvftV331VnR/p8kVe9DyeZK7dHE0sQMFZdukx0bQSAXePGrTRlde7YEXt2mlS1kvpRRw3Uli3xfafl5ZW2puiQquarPuSQV9S06Uumjq+x8/7++z/q6ae//r+bGdbHr3CZUwMHLgpkfMUrOzsr7Dlh164iRVrcKpK8vOKoActBgxbq1VfnhTxXWloRcUh48H78rN4vXPs1ZqiF2184n3xiveBGMOPQ4cWLIwfiwgk3iqRFi1dCHuvX79v/396dh0dRpmsDv7vTJCFCUFADwyozAy7IKjLIuA6LR+QbXBEXFGVmUJhxA47O4aB4jqJsw+AxsowElcgSBEEGUEwgCAaEQEzYkX3JAoEkhGy9vN8fbXWqqquqq5LuTofcv+uaa6S7Uls/tT31vO+LzZtPmLonUFc2atmw4YhfVyrq/XP6dAlat56J3r291fdWqknbtv0HduyoPl+bqSY1mwCUkvnqQVnk18KKCrff/ORV0EL496emvi/UOnZr0yRc3XdrmzYz0bLlDL/p5Nshj5HS0iqMGfNvpKcfBxC4GyZ5n721qQS2qk+ff/n+Wy8hMX26/7kBMFfQ0KHDP33Vur/73SdYvHiPoh9d9XVU2Zy5en1KSyuRnZ2PNm3+gS5dEgMuV2779jN45BHvC78PP9yOG274J55/frWleXibhPt/ro6r7dtP+/U3aTS90XSzZm3HPfeYa+UkJ4+fCxfKMWuW9ojv0jVd/iKhpvSaqAPagxHt23ce7drNMtU3rtSVlda+i4+P9vtMznxFq15CWuDUqWL85S9fY88ec10L1OQZXevZYPPmE3jyyZWW5qN3DbE66J3V+xplhWXt+rCUX4tYYUkhEeggNaqwVDdFUM9LfjB7PAIul8evD0shhOZNlLrCUjmaVfU66VXzuN0C7723BQD8mtppUW+n3sAeeifIUPXfIN+H6hsNeUJO/hbZ7Mk+cIWl9ny0Kiylvq7uuedTJCbu9L1Rl+gNUlGTN5FHj17EuHHfKkZj1jqxm7mBt5qwDPTbyisMzDDTh6XZpJHeRaKqym2YdJP2XVWV/wOIPJmZmnpM8d3evdU3Ajk5BTWusNRLLEtv7ObO3WlYYam/TO9bwnnzdqFPn3/hiy9y8OGH3ps8+brqJQTPnr2Eq6/+ALfckhgwTuW/47RpP2DOnJ2a1T0tWkxVxKq6j8N16w7jiSeWY8GCLADe8+Af/7jEcNnBUlhYhqSk6mrVkpJKtGgxNSzLDpcnnjDXtLk+a9q0unrBbPcQepYs2VPb1QHgPT7MjlgsVTW53QInTlS/HJNGM58x4wc8++xX+N///R52+zua3VUA0O2HS+uFW03Z7TbdbkKuvXYahg//skY373l5pYaDXu3alYuXX16PceM2+DWddLuF4vx25kwJxo//VjOhIj+vaV3a9BOW1ROvXVt9fyXNL9DLQpfLg7NnL2HChO+Qm6tchnR+lCdFa1rha+X6npp6DHffvdDyyM56yduBAxf5Vb6p10eqINu//zyWLt1juZpUqwrKiNWK6xtuuFrxb/k9aHm5029+48ZVdy9TUeFS3Fd7PAJLlypbFGiNTBvMJuF6fYrrDeL5zjvpSEzc6Us46f22EqmCfubMjFpVAlv144+BE/h61YVmk9Zffrkf48Z9q/nd9u2nFV0J6TUJLy11IjnZm0TRqxYLpKrK7esneOHCLEt/q3dPqo6Ty5ed6NFjru/f6nO21cT55s0nLE0PoNbdGpkp0LBCq2pXuobv3h24uX737nORlLRbc9/J71G0mO+rUns6j0fgkUeWYd68Xab79K+Jp55a4feZVt+lgeg9q1p9PDYqPtEiPxekp1uPWT2ssKSQCHQiNrrh8/Zhaa7CEvC+fZVXFHk8Aq+99g2aNp2CnJx8xbTqG2X5esrXSa+PNqsXGP8Ky+q/l9+06N3waQ26o+zjxdLq+Cgry6qXsXr1QTRpMsX3FlUacMe7LuYWFujtjdY6V1a6NJtTCaG8YH799SG/79XOnCmpUT9199yzEDNmZCg6F9Y64QczYbl8+T4sWpQd8GbPbJcHUmyY6cNSfiwYxZFeNUDr1jNx443/p/t3lZVuVFa6kJAwHZ06KaeT78Nt25Q3yXv3Vt/Q7NgRaPAB7c/HjPk34uLe02zKJu2bCxcqVAnL6mmMKiCEqB7QJj//Mp56agX+9rf1+P77E6Zu2r/+2pvIPHSoMOAo6eoHrxdf/LdmdU9lpVvRzEndjP+rrw76PdQBoRrZU8k7aEL1v6UE0ZVEb3TPK0mTJo0CTxRmVipN5dPKX1wWFFxGZuZZRVIEAB5/XLuJ8a5d2r+10UtYq2w2m2GT8KVL9was0tKi1bRLTv5wu2yZ//lCfv+TlJSF6dMz8PTTK7B8+T5FhWOgJuF6L4Slbd606biiMsnjEVi5cj/i4t7TrfACgK5dP8bLL6/HrFk/4sUXlRWX0u8vbzEQ6OWqlnff3WxYNaVH3W2NNu0X2oEcP648p8pjvSYvU5R9nGvHmdtdPRiPmZf38r8zSnBeuFDu9/3+/dWtMMaMWatIMFVVuTF3rnK040Dd5Kive06nG++/v0V3ncwmOvTu+9R9DAZqtSJd419/XTuxF4msJNNmzMjQ/Lx//88Vg+utXn3I11ee/DcrK3PWuj/Cjh3/WeN56P2dVr9+8vs19Tk7nAM41kR5uQtxce9hz578oHWzFah7CTNeeGG15r1rkybBqbDUq2r2eISi4i9U9AaeNEvqn1jvWdX64D3WrpPBGoBLLZiDkTFhST5WKofU1BWW6uaq6puZ06cv+d0Ap6TsQ3m5CxMmKB9C1A84ytEQg5+wVB/oygpLu2w67f1hdSQvs/Ru3lavPvhL84NtANRNws0mLN2Gv7/Wd0YnaKnfI8D4gi9th3qUuED767vvjmLZsr2+Ck951abW76IVu+qOws0kLKuq3HjssRQ888zKgAPgmG32KMWL3u8rT/7qJevU9Cp5zp8vw5EjF3UHQ3E63dizpwBFRRU4evSi4uWBfD3kCcqSkkpFpW1NKywTE70VIkOH+lcRSg8z5eVO3UF37Hab5bd5n36aZflCHShO5M35JXrNEdUj75rRs+e8kN80r1hxwHLFDkUedVIkElgZ/ER+3MjPP+fOlWH6dO0HaCv0qqtqIjraHnAgtppUWAY6P8mv97t25eLjj5UDs2jdF33zzRE89liKX4JROq9oXdv1Ro7fvv0MLl+u8qvg9XiEr+rMaDC3/fvPK64nclK/mfIXxVYfxABg4sSNePBBa9WSZslPxQ6HDd99dxQffrgdM2dm+JpCalH3CVqThKr+OmnHzB13LED37nPg8Qg899xXpufXsuUMTJq0Sff7CxfKLV1Hta6hKSn+iXn5b52YuAO5udXdUfzrX7vw5pupusswe4msrNROxKoTqIEqLL3LjOxkltz27ad9rTeCKTs7H926efvVUze3r+3uqU0XM3Pm7NT8feQFHlrUieo33tCPuUhSmz6zQ0EI7efRQF1rmY0Zre4egOAmzIDQHeNjx67F5s0ngvYS1cp9FhC6Qohg7i4mLMkn0IGt9SAu/1ujKkJ13yrHjl1U3Ei7XB7fxUhdYq4eoUxqPg4ob3z0Kp8C9a+pVlXlVryh1msSrpe40KpUUC7f/LpUVLjw6adZKC5WVpbJm3hIIzdKJ7qaNAmvrHQHGAXe/zOt5uAS+WizRlUHUv83eg9DegYM+BzDhmlX02hthzr+UlL2IiFhOjZsOIIlS/bg+uun6XaoLye/ATNqpgeYG5kcAE6eLMKCBbsVca5XYank/VE2bDiC9PTjEEIgOTkbBw6cD1gNkJt7CYsWZfs9JDmdHkXsyx9c5ftVXnGnftg8dKiwVn1Yar0plaoW3W6huKDL49Jms/k1q9aaTs1q07hApxKtShG9apaaVFxlZ+fjpZf+HXjCWghU1UVUUzUdiEneV9qFC+VBaaKu1Qy1ps6eLQ1YZRHM/py0rF9/BC+9tFbxmbz1gZEvvshBQsJ0rFxprl9JOa3kl/o8bzRCqbwaT066l5G/iFqwYLdhxWa4ya8HVVUeDBjwOf72t/V4/fVvdSt+AW8M796di0OHCvH55z8pulWpLb0RmX/88QxycgqQkrLXUqVqoD4Zi4rM9e8sMZt0ll/rJ07cqOivUS9mJMo+LPWn03tpod4eM9fqLl0+DjhNXfnzn79GRYULSUm7cfbsJVN9D9bU5ctOlJU5MX/+Lt9n5eW1r7CsjR07ztaoKbr6nK3Vn2Mkkif3I4XW7x/ovKE32FttllkbweoaR8vddy/ULW6wuh1GA+xoqQ8VlsbD3FKDEnikb+OqKStJgVOnShRNZuU3TwUFlyGE8CVOtJqQVVa6ERvrUByUeoMoqA+YJ55YbngSrKpy6yZf5W+D9BKWyjcVwm8eVt44zJjxAyZO3Ii2bTdi4sS7/Jbhcnl8/YtI2ymvuLDSJNzoQVIr4WvU/9e5c9Xr0KiRHWfOlGDbttN46KGbFNNdvlwVcJQ4q7RuhtVvj6QHiUGDFmH48Ftx/ny57gjTcmZvggH9qjq1/v0/x7FjRWjevLHm+ur1R1NSUoVz5y5j4EDv4EWLFj2Ep59eCQBo0ybecJnp6Sd8FUpCvOX73OVSjuCr7Fi/er/Kjx/1g9apUyVo2bKJ7rID7TetN67yY00+YqK6SjY21mG5yaCZBy15EjfQ+v/hD5/7ffbhhz9qTlvTBMacOZmBJyK6gshfSNZ2pHJJTar1jATqI6umfbeFgzS6ek0qc7QGz1Hfd/32t9ZHXpWqn+Tz+vbbo/j2W+vdx4SDOi7T0o7h+++1m926XB707DkvHKvlJ1CyzyqrCUuz3e+oj0/5S/LGjf0fX/PySpGefgyNGimLFIyahOqti/qB30yF5b59wUs6B9v8+bsQHx+DGTMy0Lx5LFq0iAvp8iZN2ogjR6pbPpWX6w/G+PnnPwWlYj6QkSNXWZo+J+eS6fv4SFNa6sQLL1gbmCjUtAb+W7LEvxsTudomXnftyq3V36s9+aSyr8oxY/6NzEzry9ArotIaFNRoej1WCzFC9TIhmBWprLAkn0ABa1QyHKjCUn3wnDlT4ldhKf9b+Qi1Wm+LpSSO/GZDL7Gj3q6lS/fim2/0+yYyGnRHftMyZMhiTJnyvd/fK5OEWhWW5v37396RGU+dKlFcOKXf4uefL/gSSdJ6yps4mD0JVVW5DZskSaufn1+K22+fj3nzMg0rLOUJy+joKIwduw6PPpqC+fOViZaJE9PwyCNLNedRVubE2rWH/SomA22TVoWlXuJWiOoEr5k3eco4NV4PrcTZ99+fUAwQBADHjhUBUD7sKAfd0X6oLimpUjx4LFqU4/vvQNUAehdx9TGul7B0uwUKCrzVL+oKy4KC0hoPugNAs1ml/DiXX9Dls3K7hUGFpf4yrTaFCNQHn5UbhYkTN1paNlFDJa/ykloV1JbVKoTaMqoyrM+aN4/1+0x9yq3JLdDy5ftw223zdAfqqw/MVriGU7AT9YWF5Zb6xDTbXFErmThxYhqGDPlC8z6hR4+5eOKJFVi//ryFJuHaCUv5dfzIkQs1ag0Radas8fYnf+FCRchfnqj7vKyo0E9YjhjxVUjXpab++7/N9GFLZtWkqvfs2dolLOfN2xV4olpITNxZoz4+u3efq/m53rnZagWk1ecavTxHbbEPywhx6FAh7rlnITZsuDJOatJDvV4/cEYHzIYNR3HffZ/pfq9+iM/LKzWs6JOaJAohNBME0g2P/IZG703YqVPFlh5wnE63qqJKu0n4zp1n8fe/p/kdkNqD7lR/b+XGvXPna33/vWpV9QjG0m8hHxVUq8LSSsLyhx9O6X4vrfP//M9m7NhxFn/5yxrDCsu8PGXCUurv8fPPsxXbv2BBFlas8B/ZVQiBadO2YvDgL/xGJ9Q7EbtcHmzbdlqz0tbjEbjzziS/UVQBaA4cpEe+7EC/ozrRuGXLSdx110K0afMPS8sxqhhcvLg6SWl2xGzAeCQ6eewbNU1PSzsOwL/C8tKlKstNwrWOMfl5SH6cnz2rHJxG4na7ERNjvdGAfBvnzt2FXr3m6Y42DCDkzbGJyJ/8BVmwql60um8IpXrUxZ0lWufdQYMW1Xq+S5bsRWZmrl9VC9VOTbtl0LN37zlLTSXN9t2slUx8993vsWbNYaSmHvP7Thq4bteuS6aLBPQSBPL7gt/85kPY7fX/cfngweD1k2qV02k8MGukeewx/e4cqGYC9fuvRe9+v77LztbOSUybpl1pHOom3srWg97/PnGiyG8QZKv0Blmtifp/Bq5Dw4d/ifT0E74mmfVdoOSW0cVm/vxdhn17qBOW586V6Q6SA1SPXldR4dKsWJIeWJQVlto3HlarmNRNwuXJI63mquq+M7UH3alZH5byZvPp6cf91kmeiJWWUZMKS5fLg61bjRKW3vnIk8dG/XXJRzyOiYnyNeM9ebLYdAXanj3eRNgXX3iTcgUFlzF06BJF4lbumWdWom/fTzB16lbN77dsOYkXX/RPNhklLBcvzsEzz6z0xZt83QPt28pKFyZOTMOrr66HxyPwzTfmKxA8HoHc3EvIyyvVrRwGoGhyI4/TQH1YypO66u0w0yQcgG9kSHXC0u0Whr+x1mlEPu+YmCi/6eT9TOnN27jCUnd1/I7XXbty8dBD2lW/AJCbe2XeQBE1NIEGXCBztF4q6z2Q1UR9bZYZqZKSsup0+b///QJT0xn97kb3bZmZJRg58mtTy9BLWKqrpuT34mRdUVFFyPrJC4VVqw7V9So0eA88kIxly4ybjDcUVl+uWr1mqotx9uwpQIcO/0TXrnMszUeNfVhGiNqWKkeaQC+/pMFubKaG4lXOTP12oLCwzLBp5YED3jeBep2HS39rpkm4ugluIOpmKGvXHsb06RlITBysOYBMcXEFmjat7ocxmBWW8mbK8r+T3lrIE5a1qbB0Oj2GFZYSean4iRP6FZbydWjUKAoFBd5j5fz5MrRpY+7tvlTBWVRUASEE3nprI1atOqibsJTe8Mu7E1A7dKjQbxAnefN1Namyw+PxIDn5EUWyLFDJfVmZE+++6+0yICbGYemC43J58KtfzQQA9OvXVnc6edJYXo0QqPmSPGGpXi95zCgrLJXHV3Z2PoqKKjTPg/KBn9S0YlJ+LtBKOpoZOc8oYanHZrMZJlfz80vRrFkssrL8K3OJiEi//3CKTHWdAA5GVwx6zwaStWvNvSBOTNxparpgNpNsqJh8IiusdDNxpTPb729NyZ+xPB6BW28NzgBiQgSvxJIJSwvKypxo0aL636bydkF28WI5mjWLDclok2aSW1VV5ppdBurDsqioQndUb+l7p9Otm9SUkk7yg1ivmavVNxPqJuGvv74BgPeGReumxZuEa6b4dzUbVq06YNhnZmbmWcybl4l33/0Drr1W2RH2xYva/SpWV1gqm4Q7nW5FX4hWmsUY3cRKsSHffqPyfvk+cLs9vmra8nKXYWWtnNQEUAhv1duFC+ZGi5Menmw2/zgsLq5Ejx7KvkPMvPWVmq3Lpw30d/KK36lTt+Lpp7sGXI5EHtdG+1meGJZXCgR6qSD/rdUVBnpJWXUF89GjF/36r5QY9W+qFZPyJmrSSwGpyhowd7H2eDyW+7AUQr9i89SpYrRrNwutWjVhVSUREVGECDRyuVlSH+KBmBmUkYyZ7QqAiJRCnbDMydF+lqutYL7MZMLSgi5d5uDChUkBm1uGyr5953DLLYm4774OSE19NujzN5Pcqqhw1bqfOMCbiAu0uG+/PaI7grT0dtVMwrKqylqGPzl5D5o2jfb7fOXKA2jfvpnf57m5pejeXZpmv2qUTYGhQ/WblwLAffd9hpKSSmzffgZZWaMV38lHRJZzuwUKC8tw5kx1dZsQ/qOwma2wDJR8k34reeWeUT9I8rffP/+s7DDfqPpOIjWJlqxefQjXXOPfsb9VLpfH9A2qnJT/k8exlcFVhIBhv4hq8nkbDQYkT05XVFQfC4FeaMgTlvK/Uy9bPviP+vg6d+6yX3NwiZU+LGfOzFA8fEhJcfnLCjMvHWrSJNzjEbqVstLbXSYriYiIiIgo3MLd33awZGUFr2sYJiwtKCmpxKpVB/HwwzcBCFzFVBOFhWVITNyBdu2a4eLFClRVuXHPPR3Qu/evkJi4A0D1YBfBZia5VV7uQjP/nJ2fQBWWWtWV6oq4WbO24bvv/DvWBqqTGfKmJXrNRq0e6Nu2ndb83GbT3kfyKre//nWd6m/8Y0SdGJa2RWtgIHlCSs7t9vhNL4TwSwZa7T9Cqyrxl7kDMP+2xKiKsqAg8JvxigqXYj22bj2J3r1/ZWrZoSD9ZvLkltVR2Kx0dC/fdqN9Lp9OWWFpPH958271mzv5MeVyuX9ZjvCrxKyq8mD37jzf8sx2dSCP/927c/H668pBlbSqmM00Cd+8+QSys/XeEupVWOr3t2n19yUiIiIiIgoWvdaWDQkTlhbJBxOpKSEEkpNz0KNHS1y+7ERGxilUVLgwYMCv8f77W5CSsk/z7+6+u73vvz0eAbvdhi+/3IemTWMwcOCvg7Beyv8H/BMRZWXmki5Hj17Etm2n8bvftQHgn7DUSkCoEx56yUqgOvkjT6LodZ4drAO9vNyFzMxcv8+lqsZdu3IVFY+A+SbZWjwe7RHSAe/+VI94LYTw64jcasJSb3W1Bt0xYjRQjBnq5un795/HfffdUKt51oZUgapsLh1ZHYjLj6lAFZbyadXHjTzZLG2vdyAq//msX++tQrQS5vJR48yeT800h9BPVhpXWOolLK1U0BI1ZAkJ0SgqcqKyMrLOiVR/OByAS/sWjoiIqMHSG1S4IWHC0qJAHS/v2VOA+fMz8cQTXdC3r/ZgGStW7Mczz6z0+/yNN1IN552eXt2n2yuvrIfL5cHHH3s7jD53bjxWrTqAoUNvRIsWcXqzMGQmuVVSYi5hefBgIfr2/QQu138jKsru9/BvNY+nTpxeulSJIUMWY82a6pHcjh4tsjZTi/SSdVJz1l695vl9ZyapdeON1+LAgfMAgCNHLuDXv24OwNtPp95+eu21b9GtW4LiM4/Hf9TTWuRLNecTqKPzYC1X3ddNfn5pnVa8SceGlVHCw02e1LNS/a2uhh08+Avff5eVeS+Set0tGPWvqaeg4DLat5+FUaN6aJ6r3G6P376tbf8tO3ZoD8S0du3P+OyzbM3vFizIqtUyiWrDStVyXYqJsWHu3JsxfHg29CqZiQKpD7FORERE4deghj376KOP0KFDB8TGxqJPnz748ccfLc9j9uztaN78A/zzn9sVo+Pu2pWLlJS9uPXWjzF79o+4444FOHSoEIcPF2LdusMAvH3Rvf32JsyebX25ah9++KMvWQkA1103DaNGfY177/20xvPUSsBoDVpihTTSc237X1Cvx7lzZYpkZV0y6kh6+/Yzfp85nR7FSNbyfjp79pyHu+9Owrp1h9Ghwz8Nl+vfhLz2TcL1COFtxr9p0/GgzM8sKe/mdougVDfXVHWTcO0RtCOBvFIyO9t8vyFjxqzV/U5KxuslLGvq5MliTJq0SXPZHo/A0KFLFJ8ZjUhvxv795zU/N+q4nyODU12qLwmcUAwASA2Pw8E4IgqVuhgklqihi4qq6zW4cjSYCsulS5fitddew5w5c9CnTx/MmjULgwYNwsGDB3H99debno80yMQrr6xXfK5VXde58//VbqVrICenAPn5pUhIaGL5b/WaVMsVF1sb5W3y5HSUlFRhw4ajltfHSG0TGMGUmnoUNttk09N7PEDv3vPx2982x/DhXXDuXHVVZElJJTZvPonNm78wmIM2IeDXJDxYHfUKIfD3vxtXAIeCsh/LUzX+22Csx/nzZdizp7rZcaQ1Ca/pCIxG+3X58n149dXfYeDARTVdLcv27j2nO5gPBV+jRjY4nZEVy0TUsNjtNixYcDP+/Oe9bBpOFGT15QUY0ZXm//2/67B6NZ9passmatPJXj3Sp08f9O7dG//3f94kosfjQdu2bfHXv/4Vb7zxhuHflpSUoFmzZgDeAFD7kYpDLTbWgXbtTIyMo3LoUGHAaVq2bIL4+BhT01L4xcfHmO5nsr6x220R1Qw7JibK1GAwRJEqKekWjB69j30PUo01bmzH4sVdMXx4NsrLI6vqnOoPxhEREV1JHA4gJaUbhg/PRkUF77P9VQB4H8XFxYiPjzecskFUWFZVVSEzMxNvvvmm7zO73Y7+/fsjIyPDb/rKykpUVlYnfYqLpWq+4CaCQtVHVUUFcOhQzZvPRkfbIIS3gqxRIxtsNhsqKrw3kHl5FcjTaCkZE2ODxwO/Sh27XepPT0AIbzWP/OHY/kunBFFRNkRFVbdZcLkEXK7q6RwOGxwOG5xOD9w1yBFFRdkghFAM+BEJtGJA2v/S9jscNthsQFWVf7DYbN59Kn1XUuIdYMhuVw5uYrcD0dH+PUB4R3/2/m1MjPe39g5EIn7ZZ1D8Dmrq6iyjaq2oKPj9dna797fR+5voaBvcbm8sBvrtYmKUsSXFTGWlxxd7brfQXF5MjHcfav0WWvsdACo1TgcOhw1RUfCth7QO3uk9tTre1dsXbHrHsJwUR1VVHt/vERVlQ6NG1ceudK4IhVCdMx0Om69i1mj+0vlK2nbpOIuO9h6jRr9PdLQNLpd/HMu3yW73xqn0O0j/1uuTVDqnud3Ctw1ut/I3kd5JStNJn8fG2hET40TjxlWKxLvNVh33QlTHtLQO8nOGRDq2pfV1ubzLkvaXw2GD3e5dP2m7oqPtcDqFb79rxZ+0b6TppW3R2h/StSEqCmjUqPpcJy3TZgNiYsz1giMtR9pOrd9Xfq6Ljrb5Xqi4XAI2W3U8STEiPxdoLctms/mOK2la6TqoPn8L4d0mKZakc7f39xd+MSP/zbTWR348S/MC4Nse+fEtXROkZcTG2lFWVobY2CoI4dH8jaT5SHFg5TdwOoXf/YHWdjVqpD2NmWWY6fNXPq3efpbIz4E1WS8t8t9I73pel6zsSy3qOAK8cSaE+OXeTz8OGiKPR/juTWJjte/t5Od89e8iP4dI5xo5+Tzl54Ga/r56pGNFOofKjy2J+h5V6/wsnVdiYmx4663fYPLkn1Fa6vbdc8bEeL+Xzs/yc7H8OhQV5b1+SvfAdrv3b6T5REXZ4PjlyVnaF9I1BlDuS/W9kSTQ+UNN69gSwnt9Vt+fOhze/WOzea/b8vO1tK1G9yASaX9J+1iKB/W6eOcnfM8i3mm885Dud6R9LV3L5Pfg8uuNfN7SNVva/zab8vlBWj+9/SePK5tNfzr5caR2441X4fTpCpSVueFw2DSPN/n9RXS0/zpJx1lUlHc95NdB6biqvpeW5qncRok6dr3nR/jd6wHS/aP2PYe03dK6eH8Xm2/50vrL7z+k+x2r52CtZ0z59dFu9xajSOsSFeUdfE3+vB4ba1f8TvKYkVRVeWCzVcea3rOMVrzJ10+6d5Xuj6RjSb3fpGMmKqr6Xk86nuV5iquuikJ5eTkaN3ZCCLfu8Sc990vP+lrPIVIsS7+D9PtL5z/1s5e0b9XN0rWOBfVvLZ1n9X5z+TlPfjyoczTSuknzkmK/OsdTqfgtjDSICsuzZ8+idevW+OGHH9C3b1/f5xMmTEB6ejq2b9+umP7tt9/G5Mnmm/gSERERERERERFRYEeOHEHHjh0Np2kQFZZWvfnmm3jttdd8/y4qKkL79u1x8uTJX5qGk5bevXtjx44ddb0aEaukpARt27bFqVOnApY+N2SMI2OMI3MYR8YYR+YwjowxjsxhHBljHJnDODLGODKHcWSMcWQO48gY48hYcXEx2rVrh+bNmwectkEkLK+99lpERUUhP185cm5+fj5atmzpN31MTAxiYmL8Pm/WrBkDzkBUVBT3jwnx8fHcTwYYR+YwjowxjsxhHBljHJnDODLGODKHcWSMcWQO48gY48gcxpExxpE5jCNjdnvgLm4iqxOcEImOjkavXr2Qmlo9yrHH40FqaqqiiTjVzpgxY+p6FegKwDiiYGAcUTAwjigYGEcUDIwjCgbGEQUD44jCpUH0YQkAS5cuxbPPPou5c+fi9ttvx6xZs7Bs2TIcOHAACQkJhn8rjRJuZhQjIj2MIwoGxhEFA+OIgoFxRMHAOKJgYBxRMDCOKBgYR8as7J8G0SQcAIYNG4Zz585h0qRJyMvLQ/fu3bF+/fqAyUrA20T8rbfe0mwmTmQW44iCgXFEwcA4omBgHFEwMI4oGBhHFAyMIwoGxpExK/unwVRYEhERERERERERUeRrEH1YEhERERERERERUf3AhCURERERERERERFFDCYsiYiIiIiIiIiIKGIwYUlEREREREREREQRo8EkLKdMmYLevXujadOmuP766zF06FAcPHhQMU1FRQXGjBmDFi1aoEmTJnjkkUeQn5+vmObkyZMYPHgw4uLicP3112P8+PFwuVyKaTZt2oSePXsiJiYGv/nNb7Bw4cJQbx6FSbjiaMWKFRgwYACuu+46xMfHo2/fvvjmm2/Cso0UeuE8H0m2bt0Kh8OB7t27h2qzKMzCGUeVlZX4r//6L7Rv3x4xMTHo0KEDFixYEPJtpNAKZwwlJyejW7duiIuLQ6tWrfD888+jsLAw5NtIoResOPrb3/6GXr16ISYmRvdalZ2djTvvvBOxsbFo27Ytpk6dGqrNojALVxxt2rQJf/zjH9GqVStcddVV6N69O5KTk0O5aRRG4TwfSX7++Wc0bdoUV199dZC3hupKOONICIHp06ejU6dOiImJQevWrfHuu++GatPqnQaTsExPT8eYMWOwbds2bNiwAU6nEwMHDsTly5d907z66qv4+uuvkZKSgvT0dJw9exYPP/yw73u3243BgwejqqoKP/zwAz799FMsXLgQkyZN8k1z7NgxDB48GPfeey+ysrLwyiuvYNSoUUw2XSHCFUebN2/GgAEDsHbtWmRmZuLee+/FkCFDsHv37rBuL4VGuOJIUlRUhBEjRuAPf/hDWLaPwiOccfT4448jNTUVn3zyCQ4ePIjFixejc+fOYdtWCo1wxdDWrVsxYsQIvPDCC9i7dy9SUlLw448/4k9/+lNYt5dCIxhxJHn++ecxbNgwzeWUlJRg4MCBaN++PTIzMzFt2jS8/fbbmDdvXsi2jcInXHH0ww8/oGvXrvjyyy+RnZ2NkSNHYsSIEVizZk3Ito3CJ1xxJHE6nRg+fDjuvPPOoG8L1Z1wxtHLL7+Mf/3rX5g+fToOHDiA1atX4/bbbw/JdtVLooEqKCgQAER6eroQQoiioiLRqFEjkZKS4ptm//79AoDIyMgQQgixdu1aYbfbRV5enm+ajz/+WMTHx4vKykohhBATJkwQt9xyi2JZw4YNE4MGDQr1JlEdCFUcabn55pvF5MmTQ7QlVJdCHUfDhg0TEydOFG+99Zbo1q1b6DeI6kSo4mjdunWiWbNmorCwMIxbQ3UhVDE0bdo00bFjR8WyZs+eLVq3bh3qTaI6UJM4ktO7ViUmJoprrrlGcY37z//8T9G5c+fgbwTVuVDFkZYHHnhAjBw5MijrTZEl1HE0YcIE8fTTT4ukpCTRrFmzYK8+RYhQxdG+ffuEw+EQBw4cCNm613cNpsJSrbi4GADQvHlzAEBmZiacTif69+/vm+bGG29Eu3btkJGRAQDIyMjArbfeioSEBN80gwYNQklJCfbu3eubRj4PaRppHnRlCVUcqXk8Hly6dMm3HLqyhDKOkpKScPToUbz11lvh2BSqQ6GKo9WrV+O2227D1KlT0bp1a3Tq1Anjxo1DeXl5uDaNwiRUMdS3b1+cOnUKa9euhRAC+fn5WL58OR544IFwbRqFUU3iyIyMjAzcddddiI6O9n02aNAgHDx4EBcvXgzS2lOkCFUc6S2L99hXplDGUVpaGlJSUvDRRx8Fb4UpIoUqjr7++mt07NgRa9aswQ033IAOHTpg1KhRuHDhQnA3oB5z1PUK1AWPx4NXXnkF/fr1Q5cuXQAAeXl5iI6O9ut7IiEhAXl5eb5p5Dfk0vfSd0bTlJSUoLy8HI0bNw7FJlEdCGUcqU2fPh2lpaV4/PHHg7wVVNdCGUeHDx/GG2+8ge+//x4OR4M83TcYoYyjo0ePYsuWLYiNjcXKlStx/vx5vPTSSygsLERSUlKIt4zCJZQx1K9fPyQnJ2PYsGGoqKiAy+XCkCFD+JB3BappHJmRl5eHG264wW8e0nfXXHNN7VaeIkYo40ht2bJl2LFjB+bOnVubVaYIFMo4KiwsxHPPPYdFixYhPj4+mKtNESaUcXT06FGcOHECKSkp+Oyzz+B2u/Hqq6/i0UcfRVpaWjA3o95qkE+wY8aMwZ49e7Bly5a6XhWqx8IVR1988QUmT56MVatW4frrrw/psij8QhVHbrcbTz75JCZPnoxOnToFdd4UeUJ5PvJ4PLDZbEhOTkazZs0AADNnzsSjjz6KxMREvoi7QoQyhvbt24eXX34ZkyZNwqBBg5Cbm4vx48dj9OjR+OSTT4K+PKo7vMemYAhXHG3cuBEjR47E/Pnzccstt4R0WRR+oYyjP/3pT3jyySdx1113BX3eFFlCfY9dWVmJzz77zPe89sknn6BXr144ePAg+4tHAxp0RzJ27FisWbMGGzduRJs2bXyft2zZElVVVSgqKlJMn5+fj5YtW/qmUY/8JP070DTx8fF8qLuChDqOJEuWLMGoUaOwbNkyv64GqP4LZRxdunQJO3fuxNixY+FwOOBwOPDOO+/gp59+gsPh4Fu7K0ioz0etWrVC69atfclKALjpppsghMDp06dDsUkUZqGOoSlTpqBfv34YP348unbtikGDBiExMRELFixAbm5uCLeMwqk2cWSGlfsnqr9CHUeS9PR0DBkyBP/4xz8wYsSI2q42RZhQx1FaWhqmT5/uu8d+4YUXUFxcDIfDgQULFgRrM6iOhTqOWrVqBYfDoSguuemmmwAAJ0+erN3KXyEaTMJSCIGxY8di5cqVSEtL82tS0qtXLzRq1Aipqam+zw4ePIiTJ0+ib9++ALx9MOXk5KCgoMA3zYYNGxAfH4+bb77ZN418HtI00jyofgtXHAHA4sWLMXLkSCxevBiDBw8O8ZZROIUjjuLj45GTk4OsrCzf/0aPHo3OnTsjKysLffr0Cc/GUsiE63zUr18/nD17FqWlpb5pDh06BLvdrrh5o/onXDFUVlYGu115yxkVFeVbB6rfghFHZvTt2xebN2+G0+n0fbZhwwZ07tyZzcGvAOGKIwDYtGkTBg8ejA8++AB//vOfg7L+FBnCFUcZGRmKe+x33nkHTZs2RVZWFh566KGgbQ/VjXDFUb9+/eByuXDkyBHfZ4cOHQIAtG/fvpZbcYWom7F+wu/FF18UzZo1E5s2bRK5ubm+/5WVlfmmGT16tGjXrp1IS0sTO3fuFH379hV9+/b1fe9yuUSXLl3EwIEDRVZWlli/fr247rrrxJtvvumb5ujRoyIuLk6MHz9e7N+/X3z00UciKipKrF+/PqzbS6ERrjhKTk4WDodDfPTRR4rlFBUVhXV7KTTCFUdqHCX8yhKuOLp06ZJo06aNePTRR8XevXtFenq6+O1vfytGjRoV1u2l4AtXDCUlJQmHwyESExPFkSNHxJYtW8Rtt90mbr/99rBuL4VGMOJICCEOHz4sdu/eLf7yl7+ITp06id27d4vdu3f7RgUvKioSCQkJ4plnnhF79uwRS5YsEXFxcWLu3Llh3V4KjXDFUVpamoiLixNvvvmmYjmFhYVh3V4KjXDFkRpHCb+yhCuO3G636Nmzp7jrrrvErl27xM6dO0WfPn3EgAEDwrq9kazBJCwBaP4vKSnJN015ebl46aWXxDXXXCPi4uLEQw89JHJzcxXzOX78uPiP//gP0bhxY3HttdeK119/XTidTsU0GzduFN27dxfR0dGiY8eOimVQ/RauOLr77rs1l/Pss8+GaUsplMJ5PpJjwvLKEs442r9/v+jfv79o3LixaNOmjXjttdcUN21UP4UzhmbPni1uvvlm0bhxY9GqVSvx1FNPidOnT4djMynEghVHevc+x44d803z008/id///vciJiZGtG7dWrz//vth2koKtXDF0bPPPqv5/d133x2+jaWQCef5SI4JyytLOOPozJkz4uGHHxZNmjQRCQkJ4rnnnuMLFBmbEGyLQ0RERERERERERJGhwfRhSURERERERERERJGPCUsiIiIiIiIiIiKKGExYEhERERERERERUcRgwpKIiIiIiIiIiIgiBhOWREREREREREREFDGYsCQiIiIiIiIiIqKIwYQlERERERERERERRQwmLImIiIiIiIiIiChiMGFJREREREREREREEYMJSyIiIiKKGM899xxsNhtsNhsaNWqEhIQEDBgwAAsWLIDH4zE9n4ULF+Lqq68O3YoSERERUcgwYUlEREREEeX+++9Hbm4ujh8/jnXr1uHee+/Fyy+/jAcffBAul6uuV4+IiIiIQowJSyIiIiKKKDExMWjZsiVat26Nnj174u9//ztWrVqFdevWYeHChQCAmTNn4tZbb8VVV12Ftm3b4qWXXkJpaSkAYNOmTRg5ciSKi4t91Zpvv/02AKCyshLjxo1D69atcdVVV6FPnz7YtGlT3WwoEREREWliwpKIiIiIIt59992Hbt26YcWKFQAAu92O2bNnY+/evfj000+RlpaGCRMmAADuuOMOzJo1C/Hx8cjNzUVubi7GjRsHABg7diwyMjKwZMkSZGdn47HHHsP999+Pw4cP19m2EREREZGSTQgh6noliIiIiIgAbx+WRUVF+Oqrr/y+e+KJJ5CdnY19+/b5fbd8+XKMHj0a58+fB+Dtw/KVV15BUVGRb5qTJ0+iY8eOOHnyJH71q1/5Pu/fvz9uv/12vPfee0HfHiIiIiKyzlHXK0BEREREZIYQAjabDQDw3XffYcqUKThw4ABKSkrgcrlQUVGBsrIyxMXFaf59Tk4O3G43OnXqpPi8srISLVq0CPn6ExEREZE5TFgSERERUb2wf/9+3HDDDTh+/DgefPBBvPjii3j33XfRvHlzbNmyBS+88AKqqqp0E5alpaWIiopCZmYmoqKiFN81adIkHJtARERERCYwYUlEREREES8tLQ05OTl49dVXkZmZCY/HgxkzZsBu93bJvmzZMsX00dHRcLvdis969OgBt9uNgoIC3HnnnWFbdyIiIiKyhglLIiIiIooolZWVyMvLg9vtRn5+PtavX48pU6bgwQcfxIgRI7Bnzx44nU58+OGHGDJkCLZu3Yo5c+Yo5tGhQweUlpYiNTUV3bp1Q1xcHDp16oSnnnoKI0aMwIwZM9CjRw+cO3cOqamp6Nq1KwYPHlxHW0xEREREchwlnIiIiIgiyvr169GqVSt06NAB999/PzZu3IjZs2dj1apViIqKQrdu3TBz5kx88MEH6NKlC5KTkzFlyhTFPO644w6MHj0aw4YNw3XXXYepU6cCAJKSkjBixAi8/vrr6Ny5M4YOHYodO3agXbt2dbGpRERERKSBo4QTERERERERERFRxGCFJREREREREREREUUMJiyJiIiIiIiIiIgoYjBhSURERERERERERBGDCUsiIiIiIiIiIiKKGExYEhERERERERERUcRgwpKIiIiIiIiIiIgiBhOWREREREREREREFDGYsCQiIiIiIiIiIqKIwYQlERERERERERERRQwmLImIiIiIiIiIiChiMGFJREREREREREREEeP/AyFUPn2alHqXAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:46.931356Z",
     "iopub.status.busy": "2024-10-17T12:33:46.931179Z",
     "iopub.status.idle": "2024-10-17T12:33:47.075894Z",
     "shell.execute_reply": "2024-10-17T12:33:47.075406Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:47.077894Z",
     "iopub.status.busy": "2024-10-17T12:33:47.077561Z",
     "iopub.status.idle": "2024-10-17T12:33:47.304552Z",
     "shell.execute_reply": "2024-10-17T12:33:47.304046Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:47.306463Z",
     "iopub.status.busy": "2024-10-17T12:33:47.306111Z",
     "iopub.status.idle": "2024-10-17T12:33:47.533768Z",
     "shell.execute_reply": "2024-10-17T12:33:47.533262Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_cwe = nvd['CWE'].value_counts()\n",
    "nvd_cwe = nvd_cwe.reset_index()\n",
    "nvd_cwe.columns = ['CWE', 'CVEs']\n",
    "nvd_cwe_graph = nvd_cwe[nvd_cwe.CVEs > 100].head(25)\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.barh(\"CWE\", \"CVEs\", data = nvd_cwe_graph, color=\"#001d82\");\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"CWE\") ;\n",
    "plt.title(\"Most Common CWE in CVE Records\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:47.535713Z",
     "iopub.status.busy": "2024-10-17T12:33:47.535375Z",
     "iopub.status.idle": "2024-10-17T12:33:47.543145Z",
     "shell.execute_reply": "2024-10-17T12:33:47.542673Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead><tbody><tr>\n",
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    "### Top CWEs"
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       "Loading ITables v2.2.2 from the internet...\n",
       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
       "</div>\n",
       "</tr></tbody>\n",
       "\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.css\" rel=\"stylesheet\">\n",
       "<script type=\"module\">\n",
       "    import {DataTable, jQuery as $} from 'https://www.unpkg.com/dt_for_itables@2.0.13/dt_bundle.js';\n",
       "\n",
       "    document.querySelectorAll(\"#itables_5f0ba94e_30b9_40d6_841b_3da7dff6f692:not(.dataTable)\").forEach(table => {\n",
       "        if (!(table instanceof HTMLTableElement))\n",
       "            return;\n",
       "\n",
       "        // Define the table data\n",
       "        const data = [[\"2000\", 1020], [\"2001\", 1679], [\"2002\", 2170], [\"2003\", 1548], [\"2004\", 2479], [\"2005\", 5010], [\"2006\", 6659], [\"2007\", 6596], [\"2008\", 5664], [\"2009\", 5778], [\"2010\", 4667], [\"2011\", 4172], [\"2012\", 5351], [\"2013\", 5324], [\"2014\", 8008], [\"2015\", 6595], [\"2016\", 6517]];\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": [
    "yg_df = pd.DataFrame(Year_Graph)\n",
    "yg_df.columns = ['Count']\n",
    "yg_df.reset_index()\n",
    "show(yg_df, 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": 15,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:47.560085Z",
     "iopub.status.busy": "2024-10-17T12:33:47.559637Z",
     "iopub.status.idle": "2024-10-17T12:33:47.950751Z",
     "shell.execute_reply": "2024-10-17T12:33:47.950225Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t53\n",
      "CVE-2000:\t1151\n",
      "CVE-2001:\t1539\n",
      "CVE-2002:\t2371\n",
      "CVE-2003:\t1519\n",
      "CVE-2004:\t2671\n",
      "CVE-2005:\t4686\n",
      "CVE-2006:\t7047\n",
      "CVE-2007:\t6510\n",
      "CVE-2008:\t7034\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-2009:\t4888\n",
      "CVE-2010:\t4951\n",
      "CVE-2011:\t4441\n",
      "CVE-2012:\t5200\n",
      "CVE-2013:\t5713\n",
      "CVE-2014:\t7474\n",
      "CVE-2015:\t6402\n",
      "CVE-2016:\t5587\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-')]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "20ee3a71",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-17T12:33:47.952821Z",
     "iopub.status.busy": "2024-10-17T12:33:47.952363Z",
     "iopub.status.idle": "2024-10-17T12:33:47.956479Z",
     "shell.execute_reply": "2024-10-17T12:33:47.956002Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-10-17 12:33:47.953642**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 16,
     "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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