{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2021\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:22:01.519343Z",
     "iopub.status.busy": "2024-10-22T00:22:01.519169Z",
     "iopub.status.idle": "2024-10-22T00:22:02.163522Z",
     "shell.execute_reply": "2024-10-22T00:22:02.162934Z"
    },
    "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": "2024-10-22T00:22:02.165642Z",
     "iopub.status.busy": "2024-10-22T00:22:02.165210Z",
     "iopub.status.idle": "2024-10-22T00:22:22.579163Z",
     "shell.execute_reply": "2024-10-22T00:22:22.578577Z"
    },
    "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",
    "                cve_tag = entry['cve']['cveTags'][0]['tags'] \n",
    "            except IndexError:\n",
    "                cve_tag = np.nan   \n",
    "            try: \n",
    "                vulnStatus = entry['cve']['vulnStatus']\n",
    "            except IndexError:\n",
    "                vulnStatus = ''  \n",
    "            new_row = {\n",
    "                'CVE': cve,\n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner,\n",
    "                'Tag' : cve_tag,\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'] > '2021-01-01') & (nvd['Published']  < '2022-01-01'))\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(2021, 1, 1)\n",
    "enddate  = date(2021, 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": "2024-10-22T00:22:22.581334Z",
     "iopub.status.busy": "2024-10-22T00:22:22.580967Z",
     "iopub.status.idle": "2024-10-22T00:22:22.586976Z",
     "shell.execute_reply": "2024-10-22T00:22:22.586495Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **20150**<br />Average CVEs Per Day: **55.36**<br />Average CVSS Score: **7.09**"
      ],
      "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": "2024-10-22T00:22:22.588779Z",
     "iopub.status.busy": "2024-10-22T00:22:22.588436Z",
     "iopub.status.idle": "2024-10-22T00:22:22.597284Z",
     "shell.execute_reply": "2024-10-22T00:22:22.596835Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:22:22.599209Z",
     "iopub.status.busy": "2024-10-22T00:22:22.598862Z",
     "iopub.status.idle": "2024-10-22T00:22:23.263228Z",
     "shell.execute_reply": "2024-10-22T00:22:23.262620Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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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": "2024-10-22T00:22:23.265187Z",
     "iopub.status.busy": "2024-10-22T00:22:23.264830Z",
     "iopub.status.idle": "2024-10-22T00:22:23.472429Z",
     "shell.execute_reply": "2024-10-22T00:22:23.471929Z"
    },
    "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": "2024-10-22T00:22:23.474241Z",
     "iopub.status.busy": "2024-10-22T00:22:23.474050Z",
     "iopub.status.idle": "2024-10-22T00:22:23.709759Z",
     "shell.execute_reply": "2024-10-22T00:22:23.709226Z"
    },
    "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": "2024-10-22T00:22:23.711590Z",
     "iopub.status.busy": "2024-10-22T00:22:23.711393Z",
     "iopub.status.idle": "2024-10-22T00:22:23.977318Z",
     "shell.execute_reply": "2024-10-22T00:22:23.976742Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uuugiOeKII+SAAw4QEZHjjjtO9tlnH/nCF74g1157raxatUouu+wyOe+881xLsQEAzcW+TxvBSAAA1LFXH4iI9PURjAQAP/b5iLMNbSaZZkbefPPNsnHjRjnyyCNlhx12GPi/v/zlLyIissUWW8ijjz4qxx13nOy1117yrW99S0499VR54IEHBj5j6NChMmXKFBk6dKhMnDhRPv/5z8uZZ54pV155ZVa/FgDAIPYO3x6YBAAAyTRmRjZvlg8AhGEPQDZzMDLTzMigSeHOO+8s06dPD/ycXXfdVaZOnarqsAAABVIfjMzwQAAAKBgyIwEgGvtLnGYu0zZiAxsAAHRhzUgAAPRgAxsAiMbavEakuTMjCUYCAArNng1JMBIAAHWcZdr9/WRGAoAfewCymecmBCMBAIVGmTYAAHo0lmmTGQkAfuwvcciMBACgoNjABgAAPRozIwlGAoCf+szI5m0zCUYCAArNHoBs5lIIAABUc2b1lEqUaQOAH/tLnP7+5p2bEIwEABQamZEAAOjBBjYAEA1rRtYQjAQAFFr9btoZHggAAAXDBjYAEA27adcQjAQAFBqZkQAA6OGcSDdzySEAhGF/icOakQAANAGCkQAAqOPMjGTNSADwR5l2DcFIAEChUaYNAIAejRvY0NECgB/7SxzKtAEAKKj6YGTzdvgAAKjm7Ffta6EBABqRGVlDMBIAUGisGQkAgB5sYAMA0dSvGdm8cxOCkQCAQrPHH4lFAgCgDhvYAEA09gxygpEAABSQMxOSzEgAANRpzIykTBsA/Nhf4jjb0GZCMBIAUFjOt43N/PYRAADVGjMjKdMGAD+UadcQjAQAFJYzEZLMSAAA1GnMjKSfBQA/9ZmRzdtmEowEABSW820jsUgAANSpOCoMKdMGAH9kRtYQjAQAFFZjMLJ5O3wAAFRzZkY28/pnABAGG9jUEIwEABRW45qRGR0IAAAF1LhmJB0tAPixt5sEI9HUpk6dL0cddbssWrQh60MBAKXYTRsAAH3YTRsAoqFMu4ZgJOS222bKk08ulksvfTTrQwEApVgzEgAAfZyZkc28GQMAhGFvJ5s5UYJgJAbeYK5cuSnjIwEAtZr5bSMAALo5+1kyIwHAH5mRNQQjMfAANPODAKCYnC8bm/ntIwAAqrGBDQBEY8+MbOZscoKRIBgJoLDYTRsAAH0o0waAaNhNu4ZgJAYGDQweABQNa0YCAKAPmZEAEA1l2jUEI0FmJIDCIhgJAIA+ZEYCQDRsYFNDMBIDk/VmfhAAFJOzXaOdAwBAHedLPzIjAcAfmZE1BCMx8DDwJhNA0ZAZCQCAPo1l2nS0AODH3k5Wmvj9DcFIUKYNoLDYwAYAAH0o0waAaOwb2DTz3IRgJAhGAigsZ//exP09AADKsYENAERDmXYNwUgMvMFs5gcBQDHRrgEAoA+ZkQAQTX2ZdvO2mQQjQWYkgMKiTBsAAH2cmZDMJwDAH5mRNQQjQTASQGHRrgEAoA+7aQNANPbMyGZOlCAYiYFBA5N2AEXj7OCbuL8HAEA5Z1k28wkA8EdmZA3BSAw8AM0clQdQTI0dPO0cAACqUKYNANHYd9OuNHEyOcFIUKYNoLAa14zM6EAAACggNrABgGjYwKaGYCTYTRtAYTmDjwQjAQBQx5kZyZqRAODP3k42c3UqwUjYMiMzPhAAUIwybQAA9HH2syQ3AIA/MiNrCEaCMm0AhUWZNgAA+lCmDQDR1GdGZnggGSMYCXbTBlBYtGsAAOjDBjYAEA2ZkTUEI8Fu2gAKy9mu0cwBAKCOfVdYEeYTABDE3m42c5tJMBKUaQMoLNo1AAD0cZZl0+8CgD97Rnkzt5kEIzHwMDRzVB5AMTVzBw8AgG5sYAMA0dhf4jRzCIZgJAYeBnbTBlA0jRvYNHGPDwCAYqwZCQDR1G9g07xtJsFIUKYNoLCauH8HAEA7yrQBIJr6zMjmbTMJRmLgYWjmBwFAMTEpAgBAH2dmJNMJAPBXv4FNhgeSMYKRsO2mnfGBAIBijWXaGR0IAAAORUgEcGZGFuF3AgCd7O1mMydOEIyELRjZvA8CgGKiXQMAmOiSSx6R3Xa7XtraurM+lETYwAYAoqlfMzLDA8kYwUgMPAwMHgAUDe0aAMBE99//pixZslF+85sXsz6URKhAAIBoWDOyhmAkmKwDKCzaNwCAiaw1w/KeGdm4ZiT9LgD4ITOyhmAk2E0bQGG5tWtMlAAAWbMmo/39+e6TGteMzOhAACAnTM6MTPN4CEbCtpt2xgcCAIq5tWu0dQCArJVKtWCkM7MwT3jhBwDRmbqb9ssvr5B3vOO/5YYbnk/l+whGgoxIAIXFRAkAYKLBzMj8BiPzHEgFgKzUl2mbMy955pm3Zf36zfLjHz+VyvcRjMTAA2DSgwAAKrgFI3kBAwDImhWEzHMw0v2FXwYHAgA54lzewhRWm97T05/K9xGMBGXaAArL7SULwUgAQNas8bepk9Iw3I6d5AYA8GfqBjZp7yVCMBIDNxuDBwBFQ2YkAMBElGkDQHOqf5Fjzrwk7bgQwUjYbrqMDwQAFKOEDABgIisImeeAnntmZAYHAgA5YuoGNoOZkel8H8HIJlc/UTfoSQAABciMBACYyOqL8l2mnd9AKgBkxfQybTIjkQr7pNykBwEAVHBr1whGAgCyVtQNbERY+gkA/Jheps2akUgFwUgARUZmJADANNVq1baBTX6DkV5ZnXnO9gQA3czPjEzn+whGNrk8D4AAIAjBSABF0tdXzvoQoIC9H8pz4M5rHsH8AgC82dt9M4ORZEYiBUzKARSZW2dK+RiAPLruuhkyZszP5PHH38r6UJCQfSKa58AdmZEAEJ2p7T6ZkUhVfZk2AwcAxUJmJICieOaZt6Wnp19+9rNnsj4UJGSfiOY5cEdmJABEZ+pawVbbTWYkUpHnARAABCEYCaAorDFbV1cp4yNBUvaJaJ4Dd179KfMLAPBWX6ZtTnuZ9hyJYGSTYwMbAEVGMBJAUVhtV56DV6ipL9POb5/kdeymZv0AgAlM7ccp00aqmJQDKDK3zpQXLwDyyJq8EOjJv/rMyPx2SpRpA0B0pm9gkxaCkU2OwQKAIiMzEkBRDGZG0oblnX38XankdyzOBjYAEJ2pMZi09xMhGNnknJNyk9YsAICkCEYCKAorwGPqJAbhkRkJAM2rVDKzjbTPkdLomwhGNjnnpJxJOoAiIRgJoCisAE+eg1eoKfqakXn+nQBAN1Nf2NjnSGksCUMwssk5BwtM0gEUiVu2N+0cgDxiA5viKEqZtvdu2vn9nQBAN2cMxpTq1PrMSIKR0IzMSABFZrVpLS2Df2ZKhw8AUViTF8Zq+WfPOMnz9fSarJZK5ZSPBADyw9l2mtIPUKaNVDlvfMoqABQJZdoAioINbIqj6GXafX1kRgKAF1OrUynTRqpMjcoDgApuSZCUjwHIo8E1I2nD8q7omZF9ff0pHwkA5IepMZj6F2UEI6FZY2YkA1wAxeHWuafxpg8AVGPNyOKwX8MiZkaaulMsAJjAORcxJRhJZiRSxZqRAIrMvUw7gwMBgISswE+eg1eoKUpmpNex9/WxZiQAeDE1BsOakUiVqesVAIAKbm0aWUUA8shquxir5Z99/J3n6+m9gQ39LAB4MTUGQ2YkUsUGNgCKzG3nbMq0AeSRNWYzZdKC+OrLtPPbJ3lvYENmJAB4MXXNyPrMSIKR0MzUFGEAUIE1IwEUBWXaxVGUMm3vzEiCkQDgplqtNmywaUq/bu+P0nipRDCyyZkalQdQPL29/bJhw+ZUv9N9zUjaOQD5Q2ZkcRSnTJvMSACIwq3dNKUfIBiJVLGbNoC0HHvsn2Snna6Tdeu6U/tOlypt2jkAucSakcVRlMxIr2NnzUgAcOdWoWVKP0AwEqmiTBtAWl57bY10d5fkrrtmp/ad7hvY0M4ByB8yI4vD/lIsz9fT6+Uey6EAgDu3dtOUfoBgJFJl6k5OAIrH6nw7O/tS+07WjARQFNaYjbFa/lGmDQDNiTLtQQQjmxy7aQNIi9W+pLmwvXtmJMFIAPlTqdTarqrb+hPIlaKUaVv9aUtL/Z+zgQ0AuDM5M9IeCyIYCe0o0waQFqvzTXMtKbdJe4VYJIAc6u8nM7IoilOmzZqRABAFmZGDCEY2OWdknowhALpYHVyakxQyIwEUhdV2kRiZf/bMyDxfT+8NbMiMBAA3bGAziGBkk3Pe+KzxAkAX601gf3+2ZdqsGQkgj6z2jDLt/CvOmpFsYAMAUZhcpk0wEqlqXDOSwQMAPaz2Js1JitucnbVxAeSR1XYRi8y/+szI/F5Qr/6UYCQAuHNrN02JwdhjQ2lUshGMbHLOh4E1XgDokHbn5vxe+1yPYCSAPCIzsjiKs2ake39OmTYAuHNrN00MRhY+M/Lqq6+WQw45REaNGiXjxo2TT3ziEzJv3ry6n+np6ZHzzjtPxo4dK1tvvbWceuqpsnr16rqfWbp0qZx00kkycuRIGTdunFxyySXS39+f5q+SW84BEG8yAehg72Sz3k27wg42AHKINSOLw/5SLM/BZe8NbPL7OwGATm7tpikxmPrkkYIHI6dPny7nnXeePPfcczJt2jQplUpy3HHHSVdX18DPXHTRRfLAAw/I3XffLdOnT5cVK1bIKaecMvD35XJZTjrpJOnr65Nnn31Wbr/9drntttvk8ssvz+JXyh2CkQDSYO94rR1h08AGNgCKIs8ZdKhXlA1svNeMJDMSANy4tZumxGDSzowcpv0bfDz00EN1/33bbbfJuHHj5OWXX5YjjjhCNm7cKL///e9l8uTJcvTRR4uIyK233ip77723PPfcc3LYYYfJI488InPmzJFHH31Uxo8fLwceeKBcddVVcumll8qPfvQj2WKLLbL41XLD+TCY8iAAKBZ7W5PmJMUt44QybQB5NLhmJG1Y3hWlTNvr2JlPAIA7t/bRlLlJ2stqZRqMdNq4caOIiGy33XYiIvLyyy9LqVSSY445ZuBn9tprL9lll11kxowZcthhh8mMGTNk//33l/Hjxw/8zPHHHy9f+9rXZPbs2XLQQQc1fE9vb6/09vYO/HdHR4eIiJRKJSmVSlp+N1P19fU7/tvMc2Adk4nH1gw4/+Yz/Rr19PQN/O9yuZzacVolBsOGiVird/T396f4/WZfF9RwnczEdalnBbBaWsw6J1yn6Hp7B8/VkCH6z52ua2TNI4YNa5Fhw1qkp6ci1Wq6/Wze8fyYj2tkprxel56exuPt6+sz4vcolwcTRkql+O142H9nTDCyUqnIhRdeKIcffrjst99+IiKyatUq2WKLLWSbbbap+9nx48fLqlWrBn7GHoi0/t76OzdXX321XHHFFQ1//sQTT8jIkSOT/iq58tJL7XX/vW7d6zJ16txsDiaEadOmZX0ITY3zbz5Tr1Fn5+CLjwkTOmXq1KmpfO+CBStERGTSpO1l2rQ22by5IqXSWzJ16vJUvt9i6nVBPa6TmbguNVYwcscdh6fWhkbBdQrvtdfWDPzvPfYYkdr1VH2NZs+u/R4f/OA28s1v7ioXXTRPFi3aLNtuu97Ie9RkPD/m4xqZKW/X5a23ukVEZOTIIdLdXevXly59RdaseTXLwxIRkbVr2wb+97Bhy2K3493d3aF+zphg5HnnnSevv/66PP3009q/63vf+55cfPHFA//d0dEhO++8sxx11FEyduxY7d9vkq6uOSKyeOC/R43aSyZN2jOz4/FSKpVk2rRpcuyxx0pra2vWh9N0OP/mM/0arVvXLSKvi4jI4sUj5Cc/mZTK9z711GMiskamTl0rg/uavUsmTWrMmtfB9OuCGq6Tmbgu9arV2kRl+fJeOfHEE6WlpSXjI6rhOkU3d+5zIlJ7Wfbmm5tl0iS9faKua/T668+KyAr55z/b5bnnNkpPT21ivXLlaPnBD9Lp5/OO58d8XCMz5fW6vPzyShF5cyAQKSIyfvyBcvjhO2d3UP927bV/FJHa/i0dHeNk0qQPx/qctra24B8SQ4KR559/vkyZMkWeeuop2WmnnQb+fMKECdLX1yft7e112ZGrV6+WCRMmDPzMCy+8UPd51m7b1s84DR8+XIYPH97w562trbm6kVUYMmRo3X+Xyy1Gn4NmvEYm4fybz9RrZG9rSqVKasfY0lLbp63ftiJFpZJ+O2fqdUE9rpOZuC411lpO1arIkCHDZNiwTPehbMB1imIwkFwup9cnqr9Gtd+jXK7WbU5XKgn3QkQ8P+bjGpkpb9fFmpvYVatmxGDsS1InacfD/rtMRzHValXOP/98uffee+Xxxx+X3Xbbre7vDz74YGltbZXHHnts4M/mzZsnS5culYkTJ4qIyMSJE+W1116TNWsGyx2mTZsmo0ePln322SedXyTHGnfTNmPxVADFYl+YOc1FmtlNG0ARVKvVukkCG4Tkm70fzPN+RGxgAwDRuLWPaWwWE0b9BjYF3037vPPOk8mTJ8vf//53GTVq1MAaj2PGjJERI0bImDFj5Oyzz5aLL75YtttuOxk9erRccMEFMnHiRDnssMNEROS4446TffbZR77whS/ItddeK6tWrZLLLrtMzjvvPNfsR9RzTsqZpAPQoX437fTaGfdgZI5nfgCakrMtY7yWb/Z+MM/BSK/+lGAkALhzazdNaTPtY400jinTYOTNN98sIiJHHnlk3Z/feuut8sUvflFERK677joZMmSInHrqqdLb2yvHH3+8/OY3vxn42aFDh8qUKVPka1/7mkycOFG22morOeuss+TKK69M69fINefgNo0IOIDmY+940+xwqy6zPK9MDgAwlXPyYsrEBfEUJZhs/R7OrrYovx8AqObWPprSZjZVZqTbJNFpyy23lJtuukluuukmz5/Zdddd2bEtpsY37UzSAahn72TT7HAp0wZQBIzXiqU+MzK/15LMSACIJi+ZkaWS/r7JrJWvkTretANIg71zy37NyPxO/AA0J+dLFMZr+VaUfsjr5R73JwC4c8+MNKNPqC/T1p8ZSTCyyTVuYMPgAYB6WZVpuwUjKxXaOQD54pyokOGdb0VZM9Jr2RNTJtYAYBq39tGUPj3tNSMJRjY5yn4ApKG+TDu9dsZtkkcsEkDe8PK4WEyZeCZFmTYAROPWPpoSg6kPRlKmDc0ay37YwAaAevZOljUjASAaZ7tlysQF8RTl+nn1p0X5/QBANbd205QXOPWVbJRpQ7PGzEgzHgQAxZJVZiRrRgIoAjIji8V5/bzKnU3n1Z8ynwAAd5RpDyIY2eQo0waQhqwyI912KaWdA5A3znarVKKSJc8aM13NmIhGxQY2ABCN1W62tAz+mSltJsFIpIrdtAGkIbvMyMY/q1Zp5wDki/PlcW9vf0ZHAhWc4+28viTzzozM5+8DALrlJzOSNSOhGZmRANJg1pqRtHMA8sXZbvb1kRmZZ0XZHd17N+18/j4AoJv7mpFmzE0qFXvyCJmR0Iw1IwGkwd62pLk2FsFIAEXgbLf6+hiv5RmZkQDQnNx30zajT6/fwIZgJDRr3E3bjAcBQLHUZ0amN0lxWzOy4la7DQAGc75YITMy34qSGel13HndkAfp27SpV554YlFunwEgKvcybTPaTNaMRKrIjASQBpMyI5kkAcibxjJt1ozMM+f1zGu/5DWBJrkBYX3/+4/J0Uf/UW666cWsDwVIhVu8xZQYjL0vokwb2rFmJIA0mLRmJImRAPKGzMhiKU6ZtldmJB0twnn77Q4REbnnnjkZHwmQjrxkRqZxTAQjmxy7aQNIQ1a7abtUaRvz9hEAwmLNyGIpSpm29wY2ZkysYT7rxUqplM9nAIgqL5mRlGlDOzIjAaQh7bR/t+/1+zMAMBmZkcVSnMxI9+Omn0VYVltmSjAG0M19Axsz2sy01/gnGNnkWDMSQBrsHVrWa0aa0uEDQFjO8VmpRDAyz5zXM6/jb6/jpp9FWIPBSO4ZNAe3e92UpS1YMxKpKspgCIDZTNrAxm2HbQAwmXPy0ttLMDLPyIwEaqy2LK/PABCVW7ylv9+M+581I5EqyrQBpCGrzEi3wCPtHIC8cbabrPGdb85+KK/BO+/MSO5PhEOZNpqN+wY2Ztz/ZEYiVQQjAaTBpMxIU0ohACAs56SANSPzzXk9+/vzeT3ZwAZJUaaNZuO+gY0Z97+9TU9jvkYwsskVZTc/AGZjzUgAiM/ZlrFmZL45M1vzujs6ZdpIygpGcs+gWeQnM5JgJDRzNvx0BAB0MCszknYOQL44JwVkRuab83rmNbjsNYGmAgFh9fX1i4g5wRhAN+tllH0lKVMSJezLW1GmDe0o0waQhuzWjAz3ZwBgMtaMLJbGzMi8BiMp00YybGCDZuMW5DMlUYLMSKSK3bQBpMHetqQZDKRMG0ARNK4ZyXgtzxrXjMzn9fSaN7htHge4sYKRZNOiWeSnTJvMSGhGZiSANJi0ZiQDXgB5w5qRxeIMPpZK+eyX2MAGSbGBDZpNXjIj2cAG2jWuGZnPwRAAs9VnRqZZps2akTDL8uUdcs89c4x5C458cE7U87r7Mmoa14zMZ3vgFUAiMRJhWS9WGJuhWbhnRmZ//1er1bq2m2AktGvcTTv7BwFA8djblqzLtCkfQ5a+8Y2H5FOfultuv/3VrA8FOeIMXuc1eIWaxuuZz+Cy9wY29LMIVq1WB9oy5qBoFm7LcpjwgjqLilmCkU2OMm0AacgqM5I1I2Ga1as7RURkypQ3Mz4S5Akb2BRLY5l2XoOR7v0pwUiEYX+pQnUemoVb4NHEYCSZkdAui5sOQPOxty1ZZ0bSziFL1vpYBJMQRVHKelFTlExXNrBBEvZd5BmboVmYWqZNMBKpayzTzudgCIDZ6su001wzsvHPGPAiS1bQIa/BB2SjMTMyn5l0qHE+/3l9OUFmJJLo7e0f+N8mBGOANJi6gQ3BSKSOzEgAaagv007ve8mMhGnIjEQcRcmkQ01jpms+g8te/SmJkQjDnhnJPYNm4RZ4N2Fu4jyGNJJHCEY2OdaMBJCGrDIj3TewSe3rgQaDwch8Bh+QjcbMSBqyPHMGl/NamUSZNpKoL9PO5zMAREWZ9iCCkU3OOYgwISoPoHiymmi5TYho55Clvr5aWRqZkYjCOVEhmJ1vjRvY5LM98JpAE4tEGPXByAwPBEiR2/jPhLlJY2ak/u8kGNnkKNMGkIb6zMj0vpfdtGGa3l4rM5L7EOE5X+gQzM63omxIRGYkkmADGzQj9zUjs+8DKNNG6hrLtLN/EAAUT1ZtC2tGwjRW0IFgEqJoLNPm/skz5/XL6/X0Om5ikQijfs1Ibho0h7yUaROMhHbOG59JOgAdsupk3deMpJ1DdqzJFy//EIWzDTVh4oL4nH1T8Taw4f5EMKtSQIR7Bs3DbfxnQp/eGBfS/50EI5scZdoA0pDV+rRuY1vaOWTJCjrkNRMK2WgMXnH/5FljZmQ++yXWjEQS7KaNZsRu2oMIRhpqxoy35a67Zmv/HnbTBoqnp6dfbrnlZVmypD3rQxnQuPlCOhNpyrRhGjIjEUdRdl9GbYJXlGWSWDMSSbBmJJqR+5qR2d//WRzDsNS/EaGcfvrfZPHidpkwYWs54ohdtX2P82Fg8ADk3/33z5Nzz50ihx32Tpkx4/9lfTgi4jWRHqr9ewlGwiTlcmUg+4OXf4iCNSOLw60Pyuvu6LRjSILMSDQjdtMeRGakodav3ywiIv/zP69o/R7KtIHisdqPWbPWZHwkg7Ja78ztBQsvXZAV+8Qrr5lQyEZjG8r9k1duE9FSKZ/9kndmZMoHglxiAxs0IzawGUQw0lDWmlL/+tdKrd9DmTZQPNZEx6SBnXPCkmWZtkGnBU3GPvHK6xpxyAbjteJwu3Z5zYwkiQFJ9Pb2D/xvxmZoFnkp0yYzsolZE/XFi9u1fg+7aQPFMxiMzPhAbLJaH4sybZiEzEjExZqRxeH2Mi6vZfcExZGEvU8EmkVeNrBJA8FIQ1mDkq6ukvT19Qf8dHxZRMAB6GVmZmQ2WT0EI2ES+w7ITOIRReMmYNw/eeUWSM5rcNmvP6WvRRDKtNGM8pIZmQaCkQayL3AvIvLoo29p+66i7OYHYJCJmZFZlWm7nQMTOnw0JzIjERfjteJwz4zMZ7/kdx9yjyIIG9igGeVlAxuvP1OJYKSB7JkTIiJTpy7Q9l3spg0UTz4yI1kzEs2nPhjJjYjwnG2mCRMXxOO+eUE+A3d+7RhtHIJQpo1m5F6mnX0f4Dau0J08QjDSQM6L/uKLy7V9F7tpA8VjTWpMCrplV6Zt5ttHNCf7xIv7EFE475e8rjEI98BjHq9nUBuW1wAr0kMwEs3I1DLtLJYQIRhpIGsnbcv8+eu1fVdjMFLbVwFIiZmZkdmUabsFPU06L2gulGkjLjYcLI6ibGATdA/m8XdCunp76+e8tGtoBnnawIbMyCbkLNNub+/RdoM2Dm4ZOAB5Z+IEwNnWOF+66MKakTCJ/b7nPkQUrBlZHG4TURP77SBB9yBl2gjizIykXUMzcM+MzOBAGo7BbQkR1oxsOs4BSbUq8vLLK7R8F5mRQPHkYQObtEpzWDMSJqFMG3E521ACPfnlFnjM4/UMOmYCSwjSGIzM33MAREVm5CCCkQZyyxi6//55Wr6LNSOB4jGzTLv+WLINRppzXtBcCEYirqzW3YV6WazLpQOZkUiKzEg0ozztps2akU3IWaYtIvLss29r+S52ZwSKx8Ryr6wyI90Cj7RzyIr9vicojigaXx6b184jHDIjgRrnWNDE8SugmlvbaMKYMLeZke3t7So+Bv/mdtHfeGOdlu9y3nQmPAgAkrEmCCY9zo1rRqYz4HTrWAlGIiv2+55YUvGsWdMlV101XZYt61D+2ZRpF0dR1owM3k2bexT+KNNGM8pXZqRha0Zec8018pe//GXgvz/zmc/I2LFj5Z3vfKe8+uqrSg+uWbmVaa9Z06XluyjTBorHxEmNcyLt3EFRF9aMhEnIjCy2W255WS6//En5ylceUP7ZjNeKo1nKtE0ci8AszrFgHp8DICrWjBwUORj529/+VnbeeWcREZk2bZpMmzZNHnzwQTnxxBPlkksuUX6AzcgtY6hcrsqiRRuUf1fjbtrZPwgAkjFxAtCYGdmfyveyZiRMUh+MzPBAoIX14njmzFXKP5vxWnE0S5l2f386Lx2RX5Rpoxm576adfR/gHozU245HDkauWrVqIBg5ZcoU+cxnPiPHHXecfOc735EXX3xR+QE2I6+G+L775ir/Lsq0geIxcTDnbGvSKtN2a9Jo55AVMiOLbdOmPhHR0waTGVkcbkG8PGaEBR1zWv088osybTQjtzGCCWNCt3GF7jX+Iwcjt912W3n77dpmKg899JAcc8wxIlI7geUyb8BUcCvTFhGZPn2J8u9yLoDOGlZA/tk7OVMmrFltYMOakTCJvX83YNwJxTo6ekVETxvDhoPF0SyZkV7zmaw8/vgiufbaZ4yY9KOG3bTRjEwt03Y7rr4+vc/ksKj/4JRTTpHTTz9d3vOe90hbW5uceOKJIiLyr3/9S/bYYw/lB9iMvN4kzpmzVvl39feTGQkUjTMYOWRIS4ZHU+Ps4LINRqby1UADMiOLzQpG6phQkxlZHEVZMzLoHtQ9iY3qggselDlz1sp73ztWPv7xvbI+HAhl2mhO7mXaGRxIwzE0tum9vXqX1YqcGXndddfJ+eefL/vss49MmzZNtt56axERWblypXz9619XfoDNyKsh7uoqKf+uxjJt5V8BIGX2NsSUCY7zONIr02bNyCj6+sryox89Kc8/vyzrQykk1owstsFgpI7MSF4eF0VxMiP9+/G0XjqG1dlZez6fe47+zRTOQAfBSDQDUzMj3Y5Bd4Z75MzI1tZW+fa3v93w5xdddJGSA4L3RXeWVKvAm3ageOydnCnPdOMGNlnupm3GOTHRY4+9JVdcMV1uu22mLF58YdaHUzimTc6h1qZNaZZpK/8KpMR9zcj89Ut5K9O2jpe1LM3h7BNNu2cAHUydm7hnRhqyZuTXv/516ezsHPjvO++8U7q6ugb+u729XSZNmqT26JqUVyep5017/XeZ8CAASCYPa0ZmGYxkEu+ts7O2AceyZR0ZH0kxOSde9LnFojMzkg0Ho3n55RXygx88Jl1dfVkfSgP3Er38dUzBmZFm/U7Wc0n2nTmcfSIv7NAM8rSbtu6XN6GDkb/73e+ku7t74L/PPfdcWb169cB/9/b2ysMPP6z26JqUVyepY+BJmTZQPPVl2mY81I2ZkeymbSLr3uEU6eG87015PqHGxo21YKSONoYy7Wh+9KPp8tOfPi3XXPNM1ofSoDhl2kGZkXrXGovKCgAQjDSHM/ioOwsLyFpt0+c8ZUYasmak8wSZcMKKyitjiDftAMLIQ2ZkWpMB1oyMZjBYxjnSgcX6i6tSqQ5k4elodxuX1VH+FYWyfv1mERF55ZWVGR9Jo6KUaQfd56aVQ1vHa8pa2qBMG83Hq900oU83OjMS6bEueotjA1wd82fetAPFY+YGNuymnQdkRupFMLK4urr6Bp4bPWtGMl6Loru7tumjiWWfbs99Ecu0TQssUaZtHsq00Wy8XjyZkDzidgx9fYZkRiI9Xp0kb9oBhJGHzMi0MiZMXSTaVEzS9CIYWVzWepEieoL5prTleWEFI018xqz+0J50kMfrG5TNaVpgyTrHpmVsNrOenvpAh2nrjAKqeb3EMWFukkVmZKTdtC+//HIZOXKkiIj09fXJT37yExkzZoyISN16kkjGezdt/cFIAPln7+hMKf1yHkd6Zdpuf2bGOTERmZF6Oft3EwMliGfTpsGNUvSsGenccFD5VxSKVTJv4jNWnDUjgzIjzTr31vGaUjECyrTRfPKXGan3mQwdjDziiCNk3rx5A//9gQ98QN56662Gn0FyXp13OoPb7B8EAMnkIzNS/4DTqz2jmfPGREAvZ9aHiYESxKM7M5Iy7Wi6ukzOjHRbPiR/1zN4Axuz+pPBMu38neuiokwbzSbNjYqjMjoz8sknn9R4GLBLs0zbed8b8BwASMjMNSPTD8J4tZm0c97s16VarUqLc/FiJEKZdnHZg5E6NG44qPXrcs8q0zYtO0/EvV8mM1I/a7JfLhPwMkVjZqRZ9wygmle7acJSefYlRKwxhu6XSqHXjPz2t78tc+fO1Xks+Devi57GGkQmROUBJGNmZmT6ZdrewUgzzomJTLx3ioRgZHE5g5Gqnx9TXizlQX9/ZeBZM/G8FWUDm7ztpk1mpHmc94hp2bSAal4vnkyYmxi9m/bf//532XfffeUDH/iA/OEPf5Curi6dx9XUsizTBpB/9ZmR2XduIo3HkU6ZdrQ/h5n3TpGwZmRxbdpUH4xU3caxGVd4VlakiJnPmHuZdgYHklBQH2HaubeeIeY+ZiiXKw3tGmXaKDrvDWxSPhAX7sFIQzIj58+fL0888YTsueee8s1vflMmTJggX/7yl+XZZ5/VeXxNyXstAbXfU61WXcq0DXgSACRiYnZb45qR+o+LzMjoTCzxLxLWxyouZ2ak6myCoqwzmAbTg5HuG9iYd5xBgsu0zWnfqtWqLRjJc2OC3t7G+8O0bFpAtfxlRhoSjBSpbVBz2223yapVq+T666+X+fPnywc/+EHZe++95ec//7msXr1a13E2Fe8ybbU3qfsus0q/AkAG7BOE/n4zJgPOzjeNNZsIRkZnnwgQ6FDPGXzs7e3P6EigmjMYqToI5vY8ElRxZ+2kLWLmOXIL4uWxvQ3ewMacwJL9/JoYoG5Gbi/jTApgAzrkLzPSkDJtu6222kq+/OUvyz//+U9588035ZRTTpGrr75adtllF9XH15Ssi647azGPb2EBBLN3HKYMuhszI9nAxkSUaevlnHz19BCMLIpNm/rq/lv1pNptzGZK+24ae2akiWNd9zUj89feBp1bk+5P+/mlbzMDwUg0ozQ3Ko4qN8FIS1dXl/zzn/+U6dOny4YNG2T33XdXdVxNLa0ybff1h9R+B4D02dsQUzITGjew0d/YeL3AoZ3zRpm2Xo2ZkUy8ikJ3mbZ7ZiTPqBvTy7SLUnIfvIGNOe2b/Zzz3JjBPRjJtUGxUaZdL1Yw8umnn5Yvf/nLssMOO8g3vvEN2XPPPeWf//ynvPHGG6qPrymltZu2roFPuVyRCy98SO65Z46Wzwfgzz75MmUi5hz8U6ZtJhPXGy0S50SLNSOLozEYqTozsvF5NKV9N01Xl+nByKJkRuZnAxv7OScYaQaCkWhGlGnXCx2MXLlypfzsZz+TvfbaS4444giZO3eu/PKXv5SVK1fKH/7wBzn88MN1HmdTSWs3bbdBhIrveOWVlXL99c/LF7/4dyb9QAbqMyPNCHY4O7g0JimUaUdHmbZejRvYUKZdFM4ybdWBZrcJDM+ou/oybfPOUbOUaZsUWKpfMzJ/57qI3NZMNimADejg3Sdl3y659UO6n8lhYX9w5513lrFjx8oXvvAFOfvss2XvvffWeVxNLa2GWNfAx1oDq7OzT/r7K9LaOlTL9wBwZ2ZmZBZl2p5/o/2788oevCZ7RL2gMu1bb/2XvPHGOrnmmmOkpaUlzUNDQs7MyM2bSx4/GU8Wk4S8qt/AxrxzZPWH9j4qn8HIPGVGDh5rpWLOcTUz1oxEM8pbZqQxwci77rpLPvaxj8mwYaH/CWLKskxbxXfYO3yCkUD6zFwzsv44yIw0E2XaegUFIy+99FFZu7Zbjj/+3fKRj7AOd540BiPVZr26BX5MDLSZgMzIdFj3X0uLe79q0v3JBjbmoUwbzch7zciUD8SF27EZs2bkYYcdJt/97nelo6Oj4e82btwol1xyiaxevVrpwTWrtBpiXYME++ea9FYUaBamlSNVq9WGTjaNSQrByOjs9wsTNvWCyrStte5ee21NascENZzBSNU7pZMZGZ59zUgTg3xu/V8e+6XgDWzMuT/r14zM4ckuILdgJG0ais57o+Ls26Usxhmhg5G//OUvpaOjQ0aPHt3wd2PGjJFNmzbJL3/5S6UH16zyXqZdv2Nd9g8W0GxMWzMyq40X2MAmOnbT1qsxGFn/39b5Z0KWP7qDkW7PI/eJO3tmpInByOJkRuazTJu+zQyUaaMZUaZdL3Qw8qGHHpIzzzzT8+/PPPNMmTJlipKDanZ+bxJVDlZ0TdTrs7Lo8IE0VSr1WYgmDLqz2niBoGN09olAHifHpvMLRlar1YHz39/PhCxvNm1izUhT1Jdpm3eOdG0gmbagc2vSubc/P/RtZiAzEs2IDWzqhQ5GLlq0SHbZZRfPv99pp51k8eLFKo6p6fm9FVLZsetas4AybSA7zmfOhDKprCbRlGlHx27aevmtGVkuD75IMOG5RXj9/ZWGNSJ7elTvpt34PKresbso7BvYmBh4chvLm3icQfKVGUnfZhrnmskiXBsUH5mR9UIHI0eMGOEbbFy8eLGMGDFCxTE1Pb+LrvKG8Br4JA14OjewAZAe5zNnQmaC+8YL+ntd78mdAT2+oUzcib1InC8b7f9t/9+c+3xxZkWKiPT0qM2MdGvLCUa6s2dGmphx6PZ8m3icQYLGFya1Y/W7aefvXBcRZdpoRiZvYGN0MPLQQw+VP/3pT55//8c//lH+8z//U8lBNTu/jAiVE3ivzjhpJ13/9tGcgQjQDJydhgmTAfcybf3H5dWxm9Dhm8q09UaLpFKpNvTh9smYve834blFeM71IkXUZ0a6jc3cMovg3MAmwwPx4F6mncGBJJSnzMj63bTNOa5mZvV/LS2Df2bSPQPo4H2PZ98JuI0zdCePDAv7g9/+9rfl2GOPlTFjxsgll1wi48ePFxGR1atXy7XXXiu33XabPPLII9oOtJmkV6bt/lnJg5FkRgJZcT7XJjyDpmVG5nHSl5b6YGT2906RuPXtfX3uwV8TnluE5x6MVL2BDWXaYeUxMzKP2XpBx2xSya19bJTHc11E7mtGcm1QbHkr09Y9FwgdjDzqqKPkpptukm9+85ty3XXXyejRo6WlpUU2btwora2tcuONN8rRRx+t81ibht8kJI3MyKTfYX/IGCgD6SIzchATjujsgw4yI9UKKkkjMzK/Nm3qa/izvj61wUgyI8Orz4w0rx8wKUiXRJ7KtNnAxjxsYINmZHL7754ZaUgwUkTk3HPPlY9+9KNy1113yYIFC6Rarcqee+4pn/rUp2SnnXbSdYxNx79MW/+akUk7afu/7+1VOxgH4M/5VtmEgZ15mZHmDgSyxpqR+rhNvOrLtMmMzCu3zEjVgUK38R8vDNzVZ0ZmeCAe3K5lHvuloH7cpEm3/VhMOq5m5h6MpE1DseUtM1L3eDRSMFJE5J3vfKdcdNFFOo4F/+Y3uFR5Q3h1xirLtO0laAD0IzNyUB4nd1mjTFsft/Np7+/tEzMTnluE5x6MTKNMmxe+buy7aZvYD7iXaWdwIAnlKTOS9ezN49ZGEihG0Zl8j1tto73b1J1JHnoDG6Qn+zLtpLtpD/57MiOBdJkZjGxsa9Iok2LNyOgIRurjXqbtfr5NeG4RnhWMtG/EkE5mJPeJG3tmpIncx/L565iCMyPV3Z833/yifPGL98X+TMq0zUOZNpqRd2Zk9u2S0btpIz15L9O2D05YzwhIl7PTMOENnHtmZHbBSHirLxWm/VYpeM1IMiPzatOmbDIjGWO5M71M2+35NvE4gwRvYKOuHbvqqqfk9ttflb/+dU6sf29/fhgbmMGtTyRrFUVntf/2l5emyGI3bYKRBvLfTVvdDaFvN20yI4GskBk5KI+Tu6yRGakPmZHF5V6mrfYaumcsEIx009lZv6GQCRkndu5rRmZwIAkFBY5UzlmsTYnefLMt1r9nN23zWH2i/d5nN20UnVe7aEIfQGYkRMT/oqsceOraTdv+uSyuDqTLOTkw4S2zabtpmzYxNQkb2Ojj1h967V5uQkYzwrOCkfamRfV6jm5tJpmR7pxl2qYFn4rStqa5gU1PT+15ivuSjDJt85AZiWZk8j3u1jZWNC9oHDkYefnll8sTTzwhPT09ib/8qaeekpNPPll23HFHaWlpkfvuu6/u77/4xS9KS0tL3f+dcMIJdT+zfv16OeOMM2T06NGyzTbbyNlnny2dnZ2Jjy1Lbo1zmL+LKo0ybZXHCyCY862yCdltpu2mDW/1wUjab5WCy7QJBOfVpk19DX+muu3NImMhj6rVakMw0rTz5Nb/5fElmdtmB25/n1SlUh1oP+POKyjTNo/byxTTnlVANZNfNueiTHvGjBly8sknyzbbbCMf+tCH5LLLLpNHH31UNm/eHPnLu7q65H3ve5/cdNNNnj9zwgknyMqVKwf+784776z7+zPOOENmz54t06ZNkylTpshTTz0lX/nKVyIfi0n8BrAqB7deN5faDWyYzAJpcj6/ut9oheHWpmS5gQ28UaatT9Bi/fa/N/nNORq5lWmrz4x0202bMZZTb2+5IThmWltWlOc7rcxI+5JPcSuuyIw0j1v7xbVB0Znc/mcRjBwW9R9MmzZN+vv75fnnn5ennnpKpk+fLjfccIP09vbKIYccIk8//XTozzrxxBPlxBNP9P2Z4cOHy4QJE1z/7o033pCHHnpIXnzxRXn/+98vIiI33nijTJo0SX7+85/Ljjvu6Prvent7pbd3cODY0dEhIiKlUklKpex34LOyUYYPb5EhQ1qkWq1KT0/tRti8uVfZMfb11T6npaX2XdZ3JD0P9gF4b2+fkuO1PsOE69OMOP/ms65NT0+f48/LmV+33t7B7x82rOXf2ZsV7cdltXEiIiNGDJFyuSp9fVVpaUnvXs7bs2OfHJRK/bk57qTSuE7d3YM7Lre0iFQqIuXy4PO5efPgs1su638+8iAvz8/GjbVqodbWFimXq1KpqG97rUnC8OEt0ttb+999fWY8oyZdp/b27oY/6+npk+HDzdktwAqotba2SEuLpNIv6bhG1u8xbJhIa+tgfktfX0XKZZFqVU07tmnTYMJL3Hu+t3ewfU1zDBCGSc9Pmnp6ar/vsGG1uW65XHuBbuJ5aNZrZLo8XhdrTjR0aMvAmMHqA/r6+qQlw51trBjUsGHWf8dvx8P+m8jBSBGRYcOGyeGHHy7bb7+9bLfddjJq1Ci57777ZO7cuXE+zteTTz4p48aNk2233VaOPvpo+fGPfyxjx44VkVqW5jbbbDMQiBQROeaYY2TIkCHy/PPPyyc/+UnXz7z66qvliiuuaPjzJ554QkaOHKn8d4jKCib88pfvlXe+c0vp7a3IZz87S0REli59RdaufVXJ98yd2yUiIhMmbCE/+cl75Mtfni1DhojMnv2szJ4d/3Nff33NwP/u63tLpk5dkfRQB0ybNk3ZZyE6zr/5Zsx4vu6/t956tUydOjWjo6lZuLA2ORw7tlVOPPEd8n//t1L23nu49uNasGDwe3//+31l1qxNcvnlC2WnnbZM/Zzk5dnp7h5cgqWvb6FMnbosw6NJn87r9K9/1V58vutdI2T77VvlhRc6ZJddegfuxRdf3DjwszvvvDnz59Ykpj8/S5asEhGRiy7aVR5/fL289FKH7LST2mvY31970XvjjXvLD34wX9auLUlr63Kj7hMTrtPatfUv5Lbaaqg888xjGR2Nu7Vra5uwXHzxrjJq1DC57LIFsuOO+vtEEbXXaMGC5SIi8tGPbi9f/OI7B/78lluWydSp6+S9721R8jutXz84qd1mm/WxPnPWrE0D/3uvvdIfA4RhwvOTpsWL3xYRkS98YQdZtqxHpk1bL3vuWTXy2lia7RrlRZ6uy6xZa0VE5D//c7R85zu7ydy5XfLd786X8eO3kAcffDDTY3vrrdqY/5OfHC+VSlXuuWeN7L33sFjPZHd344tBN5GDkbfccos8+eSTMn36dOnt7ZUPfehDcuSRR8pll10mBxxwQOQD9XPCCSfIKaecIrvttpssXLhQvv/978uJJ54oM2bMkKFDh8qqVatk3Lhxdf9m2LBhst1228mqVas8P/d73/ueXHzxxQP/3dHRITvvvLMcddRRA4HOLFUqr4tIRS6+eN5AZqTlHe/YXz784Xcp+Z7Ro5eKyHxZtapPvv71Of/+bpE99zxM9thju9if+8Ybz4lILQDZ37+zTJp0SOJjLZVKMm3aNDn22GOltbU18echGs6/+axrdNBBB4vIgoE/X79+rEya9JHsDkxEXnpphYi8KevXl+TPf661zbNmbZZJkyal9r2f+9ysgVKDt9/u0f7dlrw9O0OGzBWRWtCjUtlVJk36j2wPKCVpXKdqdb6IvCVLlmyWJUtqmT5vvjlUrr++di/29c0TkUUiIrJwYav8/Ofp3KMmy8vz81//9b8i0iW/+tWSgXV733xzmPzylyqv4SwRqco3vvHGQGbkxo3jZNKkIxR+RzwmXae5c9eJyJyB/+7qKsvBBx8h48dvnd1BOVx99e0i0iXXXbdk4M+WL+/V2i/puEZPPPGoiKyVKVPWysMPD+5y3ddXK0N8/fWykt/prbc2iEgtS2L58q3l8sujf+bw4YtEZKGIiMye3Z3aGCAMk56fNP3pT38TkQ3yf/+3ciDze/bsitx6qznXxtKs18h0ebwuCxe+ICLL5YUXOuRzn5s1cO+vXt0nxx13ggwblt3+0o888rCIrJN771098GezZsXrm9ra2oJ/SGIEI7/61a/K9ttvL9/61rfk61//umy9tb7O/bTTThv43/vvv78ccMAB8u53v1uefPJJ+chH4k+uhw8fLsOHD2/489bWViNuZGstgdpgs75Ov79flB3jkCFDRaS28LRVov3vv0n4HYPpxX196o5XxJxr1Kw4/+ZraanvxMpltc9gHC0tg22NNVHv769qPy57G7d58+AaLdVq+uckL8+OfQ3DcrklF8esks7rVKm0/Pv/D/5ZX9/gc1CtDvadpZL+5yNPTH9+rA1s+voGx1K9vRWlx2y9TLGP19JoR6Mw4Tq5VYZVq0nHtWpZk0/7/VKtigwdOkyGDNFboqfyGlm5Ev397huPqLo/y+XkbaN9bGTac2Mx4flJkzUeLJUGnwPT+75mu0Z5ka/rUmuLyuVq3aajVh/Q2jo0qwMbGIf225a8jvtMhv03kUOvf/vb3+SMM86QP//5z7L99tvLBz7wAfn+978vjzzySOh0zLh23313ecc73iELFtSyfiZMmCBr1qyp+5n+/n5Zv3695zqTpqtWq6ltYOO1SHDSnczsC7OyuDqQLudu2s7/zkJWG9jkcHPSzLGbtj5Wf2hfDqh+w6Cy7c+5efPEWjPSLu5GG17cFpE3bWMWEzh30hYxb4der+MxeWMDN8Eb2Kj5fXp67BvYxPtM+7EyNjCD2yanJu80DKjg1y5mvYFTLjaw+cQnPiGf+MQnRERk48aN8s9//lPuvvtu+ehHPypDhgyRnp7GAZkqy5Ytk7a2Ntlhhx1ERGTixInS3t4uL7/8shx88MEiIvL4449LpVKRQw89VNtx6BR0wVUG97y+K+kA2v65TGaBdDknOSZMbtzamqx3065Wq5kuEm2q+mBk9vdOkbCbdjFVq1Xp7Oxr+HOVz0/VI3qiOuBZBF1djdfCtPPkNf4ul6uSm+QeCe7HVfXzmzcPBphV7Kbt9TwhXW59In0fis4v1mNiMLJS0ftMxtrApq2tTaZPny5PPvmkPPnkkzJ79mzZdttt5UMf+lCkz+ns7BzIchQRWbRokcycOVO222472W677eSKK66QU089VSZMmCALFy6U73znO7LHHnvI8ccfLyIie++9t5xwwglyzjnnyG9/+1splUpy/vnny2mnnea5k7bpggav+cuMpFMB0uR8fk0IKLkNLtOYDPh16pVKVYYOJRjpVB+MZMKmktsk2j4otffvZIfkR29v2XVspnK8puvlcRG5ZUZu3tzv8pPZ8Qq45C0QE3S8qtoxNZmR9Uu1IHtuwcisgzGAbn7zsqz7APdgpGGZkfvvv7+88cYbsu2228oRRxwh55xzjnz4wx+OtXnNSy+9JEcdddTAf1ubypx11lly8803y6xZs+T222+X9vZ22XHHHeW4446Tq666qm69xzvuuEPOP/98+chHPiJDhgyRU089VW644YbIx2KKoIGlyoGndzAy2U1XP7lioAykydnJmTCwc8+M1P+9fgHPWjBS/zHkSaVSrZukkdmuVlBmpL2/zHpAivA6Onpd/1zliyBd47Ui6uqqBSNbWgaDTm7loFnyLtPO1/XMU5k2mZHmITMSzYgy7XqxNrD58Ic/LPvtt1/iLz/yyCN9O4SHH3448DO22247mTx5cuJjMUVQJ6syuOf1MCT9DvuNnMc1I194YblceOFD8otfHCcTJ+6c9eEAkZAZOSgoMxL1TCzxL5KgiZe9/+f+zI9Nm/QHI3WN14rILTOyt9e0zEivMu18tblBk1R1ZdqD1y/uc8WakeZx7xO5OCg26x53a4eyHvtlkRkZeQOb8847T/bbbz/p6+uTefPmSX+/WR183plQpp20I7APpkwIhET117/OkRkzlsnXvvaPrA8FiMz5/GbdsYmYumak9q/PHWdgg6wrtciMLKZsMyO5T5zc1ow0rUzb67qZ0F9HEdROqfp97JmRcTP268u083Wei4oybTSjvGVG6m4vIwcjN2/eLGeffbaMHDlS9t13X1m6dKmIiFxwwQXys5/9TPkBNhsTyrSTBjy91sDKC+sN+qpVnRkfCRBdfjIj9X8vmZHRNN47ZF2p5NYfsmZk/qURjPS6H0xo303jlhnZ15ePYGTenvu0MiPrg5EqyrQTHxIUcMtYztszAESVvw1s9H5n5GDkd7/7XXn11VflySeflC233HLgz4855hj5y1/+ovTgmlFwmXYag9uku2m7Z3rkhfWmzrQ36UAYzsBf1h2biHtbk0Zmgt9XmHBeTNMYjOQcqRRUpl2/mzbnPi82bWrMxBNJp0ybYGQjKxhpb//zs2Zkvq5nWrtpqwhG0qaaxz0zMl/PABBV3jIjjdvA5r777pO//OUvcthhh0lLy+BOpPvuu68sXLhQ6cE1o6BONo2yn6SDobxnRlqdYx7XuwTIjBxEZmQ0rBmpl9Wn2O99rw3fmJDlh5UZad8wRSSd8Voex1i6WRvY2NmDWSbw3k07X/1SWmXamzcPXlM1u2nn6zwXldtLAsZmKDq/sUHW938uyrTXrl0r48aNa/jzrq6uuuAk4gnKJFQZILNuOOdlSzqAtt/IJgRCorI6R0oUkUcm7qadRefm9b1pfn/eNAYjOUcqRdnAhnOfH5Rpm8V9AxuzxnNsYBONPZgct200YSyEemxgg2Zkcpl2Fmv8Rw5Gvv/975d//GNwYw8rAPm///u/MnHiRHVH1qSC3vilszujyg1szBoAhmF1jnSIyCMTA0rWMdhffKQRC/QLOGbd4ZvI2f/ksf02WXAw0p4Zyf2ZF17BSJXXUFclSxG5ZUaaVulSnDUjs9jAht20i8LtueTaoOjyVqat+5mMXKb905/+VE488USZM2eO9Pf3y/XXXy9z5syRZ599VqZPn67jGJuKGbtpU6YtUnv4yuWKDB0aOWYPZMbEUtusjoEy7WhMDGQXiVvlg1d/yf2ZH5s2pZEZyZqRYblnRuajTDtvz31QH6GqAqE+MzL5BjYwA7tpoxn5tZtZj7tzUab9wQ9+UGbOnCn9/f2y//77yyOPPCLjxo2TGTNmyMEHH6zjGJtKUJl2GmsQJf2O+szI/A2U7Z1jZ6f7wvSAqZwdmQkDu6w2sCEYGQ3BSL2CStLs/T/nPj+szEhnk5ZGZiSbTDXq6moct+UlMzJv2ejBG9io+R77hpJx20ZnEJOlWrJVqVRdnwPGZig6MiPrRc6MFBF597vfLf/zP/+j+lggYcq01Q1UdK1BZP/cPA6U7WsLdXT0ypgxW/r8NGAWEwNKbGCTDyZuflQkfX3+Ey/737OBTX50dLi/tFTZ9hZljcE0uGVGmhaM9Op/3NoIkwXdfzoyI1Xtpl2pVGXoUPY6yIpX8g1jMxSdX2wk6/s/F5mR0KtoZdp5nMzaB61r1nRleCRAdCZuYJNVQNSv/2y2pIinn14q++33G3nyycWeP+OcHBDoUCuoJI01I/PJq0w7ncxInlGnPK8ZGVQdZZo8l2mb8KK2mXk9k2Ssouj82rCsx91ZZEaGDkYOGTJEhg4d6vt/w4bFSrSETRHKtOt3087XwEqkvoNcvZpgJPLFxOw21ozM3v33z5PZs9fKN77xoOfPmJhVWyRu/Xt9MJLdtPPIawMblZNqrzY064mLiUzfTbtarXpO7kwLmgYJ3sBGzffYy7TjZ0aat552M/MORqZ8IEDKWDOyXujo4b333uv5dzNmzJAbbriBsiIFTNhNO2lpdZHWjFy7lmAk8iVPmZGVSlWGDNFXJkUwcpDVrrW393j+jImbHxUJmZHFlMZu2t5l2twnTt3djWXzJmUc+l0zk44zjGwyI+OuGUlmpEnIjESz8htbZx03yWLsGToY+fGPf7zhz+bNmyff/e535YEHHpAzzjhDrrzySqUH14yCbsI0MiNVlmnnsbO3d5Dr1nVneCRAdCZmt/ntBLvFFkO1fa/foLbZgj3WJNfvfmjMqm2uc6RbcDCSzMg82rTJfc1IyrSz0dlpdpm23zVTuRRTGoLucVVxJT1l2vk610Xjla1MMBJF558ZaV4w0pgybbsVK1bIOeecI/vvv7/09/fLzJkz5fbbb5ddd91V9fE1HRPKtJMHI/OdGdnbOzjoIRiJvHE+1yYE3bLafMH63Vtcki+bbcBrTXL92mQyI/VyC4jY70MyI/Opo8M921hlE+P1LHKfNNq82exgpH9WTL6uZxYb2MS95xvLtPN1rovG65mkyBIm+dWvnpP99vuNrFjRoewzyYysFykYuXHjRrn00ktljz32kNmzZ8tjjz0mDzzwgOy33366jq/pWBNGt8mziOoybf27aeexs7d3kBs2eJc0AiZqLNPOfmTnvd6Z3vaBMu1BVrvmNwhyZuWYcO8UiVvWU/1u2oN9T7MFy/PMKzNS5TUkMzKccrnimnFlUvmzf2akOccZRnCZtprvsQeY444byIw0C2XaMN3cuevkkkumyezZa+UHP3hc2edGSQpIm1e7qPO5DF2mfe2118o111wjEyZMkDvvvNO1bBvJBZdp6x/cJu2g6zewyV9nbx/ItrdvzvBIgOjytGak7vaBYOQgKxDm93tTpq2Xe2bk4P+2Byub7f7MM3vWlp3azEjvdXcxyG3zGhGzyp+LtWZknjIjWTPSJCZlKwNuvv3tRwbGxW1t6uIBUZZLSpt3bKgqw4bpWeM/dDDyu9/9rowYMUL22GMPuf322+X22293/bm//e1vyg6uGQWXaatrvL3ftKvbwCaPmTX2DrK93X1hesBUeVozUndmgt88qNkm8XHWjGy2c6QbZdrFU61WU9mpWdfL46Lp6nIPRvb1mXOeirRmZFqZkXrKtPN1rouG3bRhsocfXiD/+Mf8gf9WGTzPY5l2f39Fhg2LtbpjoNDByDPPPFNavGqHoUzQQERlYEFXgMB+jHnMrLGvGblpE8FI5IuJASW/N21ZfG/tu5trIhInM7LZzpFuZEYWj1dWpKVSqcqQIcnHzlktdZE33pmR5mRhmTwRjSpMH1GtVhPPHzdvTh6MdP67vJ3roqFMG6bq76/IxRc/UvdnKvuQvG1gI6L3uEIHI2+77TZtB4FBQZ2jyptBV4DAfoxZP1Rx2CeEbrsyAiYzMzMy2w1s3P9O61cbxxpIRQtGZn/vFEmUzEjmY/kQFIwslcoyfHjoobYn7zaUG8Wuq8t9/U6TAk9FKtMOExhUUd5nXzOSMu1isCd+ACb53e9ekjlz1tb9mcqsdZNfSGWxPrWefEvEZsJu2klLwfO8gU2lUq07x14DW8BUzjbChLfMVsfrPBTdna7f7551h5+2wczI8JsnkJ2nVlD/TmZk/tgzttyomsBQph1OHtaM9Ot78nY9w4zxVQRY7UshUKZdDJRpw0SbN5fk8sufFJH6zYRV9iH+G9hk+wBkUclGMNIw6ZZp67nh7Ddy3jp756DJa/0hwFQmvv3PKquHMu1B1sDfLyOUMm293NYWtE+82E07f8JkRqrg9SwStK6X9zJtk4KmYYTpI5K++KtUqkraRuezkrdzXTRsYAMTLV7cLuvX1zarqV9Gp7nLtMmMbCLBu2nnrUw7XwNlZ+cYNNEATGNyZmTYP1clSkly0VkDqSjZonlrv00XtEZWfZk25z4P7OWjbvRnRnKf2Hm9QDapvW+mDWxEkv9OznF43KbReax9fYzvs2T1h27LifKSBVnxGqep7EP85j6mBiN1HhfBSMMERd51rBmpunSyvkw7XwMrZ+YKgxXkjYkBJa9j0P1m3H/NyOzPSxRJg1NxNrDJ2zkyndf9bp3n+uyfVA4JCQWXaavKjHS/IfyWXWhGXpmRJgUj/fpkk44zjDBj/KTPQGMwkszIIvAb/+Vt7oji8GoX1AYj/foAM8u0yYxsIibspp10AlqkzEgGK8ibPGVG6g5G+v3qeRrs3n//PNlhh1/I1KnzY3/GYGak389Qpq2T12DO+nP7+TfgsUUIQdUTqgbwZEaGY63z7cy2Mmks558Zma/S1XxlRtYfR97OddH4ByNp15ANr3aBzEjWjGwa1s3u1dmms5u2uszIvGXWODvHrBsFIKrGRdqzfwa9jkH3ZKAoZdqPPLJQVq/uku9+99HYn2FNCKOUaZN0pU61Wg0s/6FMO3+CyrRVvXDxGotwm9Tzyow0aSxn8k6qUeUpM7KxTDtf57po3NZQtpj0vKK5eL08UbubtrlzE69jIzOyiQSXaasbeepKxbV3InkPRlYqTAqRL2RGDvLfwCb78xKWdZ7WreuO/RlhJoSNwUgmBKr4755IZmReBWVGBgUrw/Jqy3hG6+VhzUiTJ6JRhelHk/bzzmcobtvYWKZNZmSWyIyEidLIjPT7rKzvfa+xhs72kmCkYUzYTTtpADHPu2m7dY7sqI08ydNu2rozE4qym7bVLgWtTxfmM/wmciauN1oUfhMvMiPzK+iZTPLM2nmP15R8fGHkYc1I/4moOccZRpjjTRqQV7WRZGOZdr7OddGE6RNRw3ggPV73pcq2OY9l2jqTRwhGGiaoAU6nTDvpmpGD/z5vDWhvb+OgZ9Om3gyOBIjHxE1Islsz0i8YqfWrlbLOU5JJWf3mKOGy4k24d4rCb+Lb31+RarXq6DvTOCokZQVa3HaEFdEXSLHwjNazgpGqN2ZUyW8cXyrl63qGmS8kDci7PUNx7nt20zYLG9iE09dXlve977fysY/dmfWhNIXsN7AhGImMmVCmnXzNSHuZdqKPSp3bw9bWtjmDIwHiMbNM27zdtPM02LUGR0nKJOwDrLBreBLoUCcoC4QsnXwKLtNWE/DwehZNaN9NYm1g42RSlrf/kg05eksm4fqIpAF5t38fp/9mN22z+FVrmPS8Zm3JknZ57bU18sADb8qGDcxHdct+Axszy7QJRjaR4DJt/Q+DyszIvE1m3R621as7MzgSIB4Ts9tM3MAmT8FIq11K0jbbz3XQrs6WrAdFRRIcjKz/e4JM+RBcpq1mmRfrWXRmYJrQvpuku9v9emSdbWJnclZMVGmUabs9Y3HOk/O8E4zMllslmiVvz4FO9o1+Nm6kUk83q11w9rUqx8MmL9XhtQ41wcgmEtQAqxx46ivTLs4GNiIEI5EvJgYjs1gQWSTa+ogms7dLfgN4P/aJV9g3vwTE1CEzspiCsr78doyNwjszUsnHF4Z3ZqQ5z1exdtMOkxmpdjdtkXjnyfkM5e1cFw1l2uHYzxObLunndY5Vbhbn125mnQSQxRr/BCMNk+YGNrrKtO2fm7fJrNvEYd060uKRHyYGI03cTTtPbZN9cBT3zXiczEgT7p2i8LvX+/rKLpmRuo8IKgRlffX0qMqMdH9m89SOpcFrA5usJ3h2/mXa+QrChCvTVr+BTZyXN40b2BDYyRK7aYdjfwGte8wMvw1smiUz0isYqW+NXYKRhgnqHFVODnXtpm1/yPI2TnZfM7I7gyMB4nE+1yZMVk3cTbu/P/vzEpa9XVq3rivWZ9RnRlKmnTa/vr23t59JRk5ZJaRezWzSrDALa0aG09XlFYw0J8jn167m7QVQmPOa9BlwC/hTpp1/fn0egeJB9iQZVZn28ObVLqiNv+RvzUidzyTBSMOYsZt20g1s8r9mpH2tCDawQZ40ZrdldCA2Xm2K7sX6i7ZmpIjIihXRl42oVKp158Krn3EOwvLWfpvMb+LV21t2HQATaDJfUJm2ut20KdMOwzsz0pz2vtkyI+MuLWKxniH7uFxNmTaBnSz5vYwmGDnI/vwkfZYQzLtMW38ymEj27ZLX76kzEE4w0jBmlGmrWzMyb5Mptwnjhg09GRwJEI+J6/5llRnp97ubNDkNYu8XVq7cFOPfl33/20KZtj7+wch+12uS9RtyBAsq01Y1efQu01by8YWRh920i7JmZLVaDXX/6dhNO15mpLNMOz/nuoj8MyO5NhYyI9PV7JmR3huOsmZk0yhCmbb9c/M2UHbrHDduJBiJ/DAxoOTV8Wa5m7YJGaNh2dul1aujl2k7BxGsGZm+OJmReQqYN6ugElRVwUjKtMPxyow0qS2z2lnnbq32v8uDsJNmVZmR9ltdRZl2ns51EfndF6oyyouAzMh0eY3VVHa1Jm9g471mJJmRTSN4N239ZdpJB20mDfqicmvoN22Kt2EEkIXGzMiMDsTGq3PVPRkoYpn2mjVxgpH1gwivgT7BSH383irXgpFkRuZRcGakmgE890I43mtGmnP+TJ6IRhG2D036DFjrstZ/ZvSgjLM/I/suW6wZGQ6ZkelKp0w7fxvYsGZkEzGjTDvpmpHFKtPetMm97AcwkZll2tnspm396m6nIE+TPvsgIM6GWs5+xWtAy5qR+vjvpt1PZmROuQVK7FS1cd6ZkUo+vjC8yrRNasuKUqYdPjMy2TPg9vIsTjDSed6zXput2VGmHQ6Zkemy7j1n36pyLuX/QsrMYCSZkU0k3TJtPesiFK1M2+tNO2AiE7PbsliDRKQ4mZH2yVycDbWc/YpXNpeJgeyiCCrTdvv7PAXMm1VQOaHuNSMxqFqtegaHTWrL/AKOebrO4TMj1a8ZGaeMt3EDG3PuiWbk/4KOQLHFPv7jvOjnFYdRW6Zt7pqRXvMmnS/KCEYaJrhMO18b2OSNezCSzEjkh/P5M2EO5r2bdpbBSANOTEj2dqm9Pfoats52zWtyaGIguyiCJl7uZdr57UubRXCZtppr6L/+Lc+pSG3Srmv5IZWKUqYd9pwmDaC4Z0ZG/0znuaUUOFsEI8Opz4zkvOimO0kiaOOvrPsAMiMR+BCoDCyktWakSW+kg1gNvf2Qg8qwAJM43/ab8Px5Z0ZmuYFN9uclLPsgoKMj+hq2zn7Fq00jGKmPda+7bVrhvYEN5990QRlafX2qMiOLkeWtk9fmNSJmtWXFyYxMJxjpvmZknGAku2mbhDLtcMiMTJffOVbRjwS1myr3BonDe81IMiObRtF20/b7HhO5NUKs0YE8MXMDm2wyI/0CsXma9Nn7hThr2Dr7Fa/Blon3TlEELdZPZmQ+Zb1mpEi+xlg6+VWxmNSWmVyiF0VaG9ioWjOysUyb9jVLfvcFQbdB9nud86KfXxxGRQJFULuZdR/gNW9iA5smYkKZturMyDx1+G4NPaUcyJPGMu3sJzdm7qad/XkJy/5GMs6yEWEzI51tnUnZRHkXXKZNZmQeBZVpq5o8FmXTE5381vc2oR+0kBkZjao1I53Hy3OTLXbTDofMyHT5ZQCqyA4ManeyHvexZiQCb/R01oyMf8O5fWaeOny3hp5FrpEX1Wq1oSMzYQ7mnfafXZl2XiZ91Wq1rg31K0X00pgZGa5M26QJfN6xZmQxBWdGqrmGlGkHy09mpPfB5Gm8Gfa+S9rPuwX84wRlnMfLc5MtyrTDITMyXf7BSBWZkf5tfNbtEmtGIvBiq91aXv1u2m6fmfWDFYXb+a9UqkzKkQvuS41kf+96tQGlkt5j83ts8/JIOwdGcUrenJ/R0xOuTJvMSHWCgpHspp1PQZmRql64+D2LeXrhq1NeMiP9y7Tzcy3Db2CT7HdStYFNnqu2wsjbZpt+pfYE3QaRGZku3UHyoDY+63F3FpVsBCMNE3Sx09nAJv5nut3EeerwvQY47GCGPHB7pjNeC1lEvDu3cpnMyCDOgVGc4IbzM1gzMn1BpT/uZdr5uEebWdDYQFWGD2XawfKSGel3vbKeiEYR9mVJ0oC8WzAyXmZkcYORM2eukm23vUa+/vV/ZH0ooVGmHY49aMt50U//mpFBmZHZ9QF+L+1YM7KJBF1slW93vYOR8TtotwFznjp8r85x06boO9gCaTM1k8o7M5I1I4M426Q4x+3sV7wyEpzXw6RsorwLW6Zt322bUjWzlcuVwKCI6sxIt0cyL22Zbp2d+cgM8y+5z8+1TKtMW1UwssiZkTNnrpJSqSK33/5q1ocSmt+LnCJdm6TIjEyX7jUjgzewye7e96/A0Nc3EYw0TNCNrnJuqGM37SKuGSkismHD5pSPBIjOLdHQhICSd9q/3mMrQmak20Qu6uL9zn6FzMj0Wefc7ZzWdtNuvB+91vaEGcI8h6qCkf7rDOajLdPNKtO2B/TtTMk69M+MzM+1DJ8Zmex3cluXNc5u2o1rRppxP6hgnY88Bav82kZVa+0WgT0YyQtK/fzvy+RjsjQ3Ko7K77vJjGwiJuymnaSDdvu3eerwvTry1au7Uj4SuNm4sceI4JqpTH3WvAJ/usu0/e4VUyamQdzapI0beyJ9RmNmZNhgZD7OUR7E2cCGiYfZwgUj1VzDIrxY0S1ozTxTzpN1HHnPcg0bBDdnA5viZkZafXpexjXVapUy7ZAo006XX5/d3Z08GGlymXZWa1MTjDRM8MXWH4xMMv/Me5m219tWgpHZmzVrtYwde6186Ut/z/pQjOX2TJsQTzIxMzIvg3a3Afvatd2RPoPMyOz5r0PkvmYkEw+zBe2kLaJu/MOakcH8NrARMSe473e98hSMDNs+JT3vlGkHs85HXsY15XLVd3xRpGuTVH2ZNudFN7+2pafHv48Jw+QNbAhGQqrVaqob2OjZTbvx3+ZpQuXVCK1bF23yD/VeeGG5lMtV+fOfX8/6UIxl6kTGq63RPeAsQjaR20RuxYqOiJ8RdwMbM++nPArKAnH7eyYeZgvaSVtE5QY2fuVT3CciwWtGmhLg8F8z0oxjDCPsfZf0vLtl8sfLjHSWaefnXAexJ1LkISAZdP36+/Mzb9SNzMh0+Z3jMC8gg5AZ2YhgpEHC3IDp7KatdgObPO1E7dVBrl1LZmTWrGtgyoTCRPlbM5INbIK4tUkrV3Ym+gyvdW+cgzADbp3C8A9GVjzKtPPTdzajMGXaqgIefm1ZnPXzisgq0/Zqt0wZO/jdE3kIJFnCBgSTnHevTaLitI3Oc5uXMUAY9nlWHtqDoGPkRdwg+7U1pQ0rMr+XLGFeQAbJ6wY2Ol96Eow0SJjONZ3dtNV+Zp4W4fcaXK1fzwY2WbNKU/M0WE+bqefGawClezLg11zmZSLi1iZFXTaisUw77O7m+ThHeeA3ubKXadvvWTLezGZKmXaeNq3QKahM25SJvP8GNvlpc8MGBJOcd69khjhto/MZMuV+UMEe3Iu6wV0WgpJUinRtkiIzMl1+57inJ/n5D5p7mFqmrTNISjDSIGlPPLweiCQBT7fPLEJm5IYN0TaMgHpWMJJsLW9uz58J58vEMm0TMkbDcGuT1qyJGoyMW6Yd6Wvgw2+A29/vvoFNnl7kNaMwk35VbRyZkcGC14w0YyzqNxnNVzBSf5m21zMWZ17hXKM6Ly8kw7D36fkIRvofI8HIQfZrywtK/XSvGZnX3bQp024SYS50GmXaSaLf7mXa5neMFq8BTns7wcis2Uvl8xJISluSrGadvAb9ussRilCm7TaBbmtLtoGNV19DMFKf4DJttw1sDH2gISLhSrbUZUayZmSQvKwZ2Wwb2CQ5717PmJoybTPuBxXscxcVpaS6BQVMTXlxYALKtNPl15+qyYwMCkZmd4391zPW1zcRjDRI2o2vjjJtt5s1TyVEXoHTjo7elI8ETvYdhPM0YE+TqefFq/PVPRnwC6blJQPFrf1cvz7ay5HGzEj3do6Brj5+/WB/v9eakVwPk6VZpu2fGZmfMZZO1pqRXkxp3/zXjDTjGMPIMjNSRZl2sYKRg+dp0yb/58AEQcFIU8eyWagv0y7OPWsq/zJtFWtGsoGNE8FIg6Rfpu3+fcnKtBs/M08LEXtNGPPQuRedPTMyTwHuNOlYekEF7yxsvcdVhN203e719vZoa9g6+xavvqZxAxsmBKoEZUa6/b0pwRO4sybULS3eP5PGmpGmZxEtW9aRysufoDJtU4K2znJhuxzFIlPJjFQbjCxumbb93s5D8kRQMJLdtAfZzxVjAv38y7TTyIxU2y51dPQGVg2E+W6CkU0i7IVWdaN6Z0aqXjMyP2XaXo1Q0Bt36FWtVusyI02ffGXFa3CddRagibtpZ31OwnKbdHV0RGuPnM+L10SuSJMz0/hnRpY9yrRp50wWphxS1TPl9zmmBNmc3nprg3ziE3+WnXe+Tr70pfu0f1/QOM2UtfT8JqN5eUkmMtim+QXjRfQEI+MEq4q8m7a9fylCMJIMwEH1ZdpmtvVF4nfvqYhnpLmBTX9/Rfbd9zfynvfcGKpvYQMbpPKW0U5HMNJ9N+38NJ7ewUjz12Apsu7uUt3gJU/3VJq8siqyHnR7dWK6A4JFCEa63eubNkWbbDg/w22wVa1WWTNSI78Bbq1MmzUj8yZMcEvVAD6rjIU4urr65Ac/eEz22ecm+fvf54mIyN13z9H+vUHZH6a8GG+2DWyS/E5eSyHEqbgqdpn2YB8fdXwQ1rJlHcqqJYIzI/PzHOhmb7dMa+uLyG9+qeLFX5ob2Gzc2CPLlnXIqlWd8tRTSwN/Pqt19glGGiRsx66qA9WRReVepp2fwJHXsXZ3E4zMkj0rUiRf91SayIys5zdwzvqchOWWfRI1U7uxTLvx+cnL+cirOGtGkgVhtjBrRqp6rvwzI80Islm+/OX75ac/fbpu4pZGn52XzEi/fi9P7XDYBIokcxbvMu3kmZF5OtdBdK8Z+ac/vSo773ydXHHFdCWfFxTUKVKgOCl720mQVj+/tkVNZqT/va0y6GdvPxcsaAv8eTIjEXpirupGTatMOy+lZtVq1TMgbNpgv9nY14sUIWPIi/fajNmeLzPXjMzHoM6t/QwTBPH7DLe+hmdKL/9gpHvfwzUxW5pl2n5tmWn3ycKF6xv+LI32trPT/3qYEoz038BG33mqVquyZo26QFX4BIr4v5N3mbaZa0Z2dPTKhg3R1nRWwR7cC7s+XBSvvbZGRERuvXWmks8LWm83L/NG3crlSt19Smakfn7nWEVmZJpl2vb2c9myjsCf96/AIDOyKaTxltHO66ZTv4FNPjoVv4FVXn6HonJmRoaZBDajssdtmnUGgHeZdpZrRuZjUOfW9kSdVIfZwMZrAMYmNmr49SHlsldmZD7u0WYV5jlUlxmZn/GJ132r8zir1WpgBYspL5X9nmudQdvrr39BvvKVOfKb37yk5PPCzlmSlWm7X9N4wUi9ZdrValXe977fyh573CB9fenea/ZnS0cw0nq2VD1D7KYdjjP4lXViQdH5JSWJpJMZqXK+Zk9cWLFiU+DPZzVnIhhpkDTeMtZ/jleAIMlnum1gY9ZA2UtQGR2y48yMpGzenVfbkPXALqvj8ouj5SXGpmKX5TCZkV6fmfW9UxR+E/f+fvfdtE3LeEM9a6Dv15bo3nBQxLwsIq+2RNdadiK14EbQuTZlLOrXpup8+TN79loRUZfdlmZmpDODLs6Y3HlqVfdtfX1lWby4Xdav75Hp05co/ewg9iCJjjXuraCwqrlQcDCSvk+kMfjFXFSvoPOb58zINWu6fH4y+LvJjGwSYRsZ3RvYJBkMuX1mXiZUfm88mJBni8zIcExcMzLLUukilGm7BamiHruzDY4SjMw6q7YogjMj3a6JGcETuAuTGakquOT3zJs2xvJqSzZu1BeMDBOAMSUYmdWakVbwPOoyH17CBsGTPANqy7Tr/43qc20/pg0bepR+dhD7vR11Tekwurtr10FVkDB4Axuz2rSskBmZrqC+VEV2f1B2pdrMyMF+cd26bp+fDP5unX0TwUiDpF2m7TW4TTJ2dju2NN/aV6tVmT+/LdbgJ6iRMS37oJmQGRmOiWtGZrU+VtDn5yXI5jU4ilKq7WzbomVGMvhVwS8QUlsz0i0DNh/3aLMK81KsGTMjvcaWa9Z0avvOMAEYU8q0s+oTrXGTqvsl7MQ8ye/kvYGNijUj1fZt9j5UR0DQj/3e1jE+tj5T1UtcdtMOx9lm5eUlel4FtY0qgpHPPvu2iHivl6orMzLMCxI2sIExZdrJ1ozMNjPyhhuelz33/LVcc83Tkf9tUCOjY4c6hOPMjNRRhlIEXkssZBl482uvdAe6ipoZKSKycWP4zIswmZFeg7C8nCfTxcmMNC3IhHphMsxUVd36tZWm3SdeLzZWrw7OzIgrzJjAlLU1/cu09X2vNTFVdR7Cju2TrRnp/oxFHTu4zWt0ZkamPUa1X9M8BCODXgzwErSGzMh0pZEZ+eCDC0TEu63XtWZkR0dwZYLf/aVzLkAw0iDhd9PWW6adbDftbDewsdbEuf32VyP/26DjzGKHPNQ4g5Gm7IppGquzcL5xyzKglFXnJuL/YkX12lxvvtmmpbTIapech+t8Jvw4gxVu14Qybb38AkblsldmJBMPk5lSpm1KkM3ida/rzIwMs2lHs5dpD2ZGqmlXrOscdIsneQRUlWm7PT86g5Hd3ekmL9jPk6oyfDvr3lF1zqzj9bo36PtqGteMZDymU9CLvaQv/pYu3TgQp/CiKzMyTEIVmZGIUKatt+wnWZm2W2ZkegNAa0AaZ9AZNKBfvjx4Jyro4VzrQsdgqwhMXDPSr70qSpn2gw/Ol/e+99dy9tn3K/tMi1f7uWxZR4TPiL9mJG/i1Yi3ZiTn3mRpZkZmtbB8HF73bZg1q+IKUxab9g7HXrIq07buV1XtStigpoo1Ixs3n4n2O7idV9UvQ+uDkenea/Y5j4411XUFI73wErSGzMh0BcUB+vqSnf8HH5wf+DO6gpFhXp5mVU1GMNIgYTt2VcE97zUj1W5gk+aEygpGxvnOoADm8uXhJ/9QizUjw/HetdrMNSOzLNOueNW0xzBvXpuIiNx331xln2nxGhytWhX+5UhjZmT4dppJgRp+/bvXbtoEI82WZoa+X1tpWmak1327fr2+6pI8lWn7Pdc6d9O2xk3qgpH6z6fXMxZ1Yuz2/KgcA4jUn9e0N1m0Z9DpaJfSDkYSdKthN+10BcVhkrZ5Vom213qRIvo2sAlz7GRGYqCR8btJRdQNAHTspp11mbYVjIxThhJ0nCtWkBmZFcq0wzFxzcgsN5Hxa8pUvuWz7kcdkzPvYGSX65+7CbdmpFdmJMHIpMrlSuAbZ8q08ydswEFFO+efGWnWfeIdjNS3w3C4DWzMOE/+a0bqzIxUHYwMmxkZ/zu8nrGoE2O3c666b7N/XtovzO3XQk8wsvZ8qbo/g4ORjDtE3DIjOS866SzT7usry2OPLRIR/zZRZR9gf86q1eA4B7tpI/RNrmq9l/TKtPORGRn0kK5erWe9o3nz1qW+816e9Pb2Nyy829NDZqQb78xIyrR1frfV4esICni1n85sYT/Oti3KmpFkKCQX1Ld4l2kz8TBZ2OVCVLyk8GtHTdvAxutY29v1ZUZaYz+/l/mmlGn7rxmp73tVZ7dFSTSIO8Hu6XH/jqjzCrffWeeakWkuJVSpVOu+W8faqFbmsao4idd1tTDuqHFmRqrO5kW94MzI+Of/6aeXhlrbWOV8zdkOrVvnP28gGInQN3nQLmRhee+mrfYz+/vTz4zUEYyMsmFEWHPmrJW99rpJTjjh/5R/dlG4rTNFZqQ7r87C1DLtLIORKhNQrPtRx+/j1S61tYWf2FOmna2gvr1Sqbpe53LZrCAT6oXth1S8kM1qLac4vNqSMLt5xhWmTDvNF+N+/PpEvZmR/f/+fjXfEeV8xj33esu09QUj03xh7pwT6ghGWhmqqu7P4N20zWrTskJmZLqC4gBJEg6s9SKDql91zE0sS5f6LzfHmpEIfZPrz4xMUqbtNslNr/G0gpFx3h4FdY5RJv9hLViwXkREnn12mfLPLgq3IDAb2Ljzil1kWcbXTJmROiaSXoOjKOuvOfuMaJmRDH6TClMa416mzbk3WdgybTWZkd5tuHmZke7HGmY3z7jytYFN+s91tVodGDep6qei3Hdx71GdZdp6g5HpPZPOgJXqpbEqlerA76MuM5JgZBiNmZGcF52Cy7STBCNr60UGPUO61owUEVm8eEPs79Z57w3T9smILGxnraqj0VOmPbjupfU5aQ6UrcFunI4s6Lxu2KA+GKkzo6oo3MpRTVmI3jRe932Wk9UsMyP9Jl06gpE6Kmi8Bj/t7eHXX3Ne/ygbjVEulVxwmXZVqlV2086b8GXaya+jf5m2WfeJ130bpkQtrjxlRmaxgU2pNLhuraq+L0+ZkWmXaadZvePsX1SPj50BjWq1Ki1B6V0B2MAmHGegmbmiXkHtVNxKz7ff3iizZ68N9bO6dtMWSZYZqTNrn8xIg6S9m7b3Tad2N+00B4DW2/EkwUivPnbjRvUlRvaGgs7XnVtmJGXa7rzLtM1cM1Jn5yaSfmakiPrfyWtiEaXksTEz0q2ddv8eBr/Jxc2MpE9Qr1qtysyZq5RsMJFmZmReNrCpVKqeL7R1buphBTr9ml9TXmL6v6DT8532c1+tqumn0siM9A5GRs2MTLdMW9VyWmE4v0v1fe58blXM6YLG8Iw7asiMTFdQOxW3WsXKigxD1wY2IiIrVsQPRrJmZJMwp0w7/mdGWYtMtb6+8sC5ifPQBHXgOkqM7A2FKW/tTWOtGWkPEutYE6cIvAJ/WU7Csph4DX5+OoFQ+3Os+lx7fV6ULKNkmZEMfpMKF4wkMzINTz21RA466Hfy6U/fnfiz0lwz0q8dNek+8TtOncHIMGXapoyx/K+XnvbWGThXcc9EOZ9xv8/rGYs6xnf7edXvQnVvIuPF+V2qK2Eag5HJP58y7XCcYweCkXrpyox8/PFFIhK8XqSI6jLt+uds1Sr/DWyyWlaLYKRBilSmbZfWQNk+OdcRjNRRYqQziFEU7mXaZEa68VozkszIRrp2rFM9CVERjAwzoPVqp01bjy6PgiZe1arXmpFmBE+KZNGidhEReeyxtxJ9Tn9/JXQboqK/yktmpN+x6FzrOVyZthltmX+Ztp7vdGZGquinooxZ4waCve6Z6BvYpFumnWVmpOqgezaZkea0aVmiTDtdujaw2bChtqxSmPZdZ5m223w67HcTjGwS4cu0kzfS1ap3KY36DWzSD0bG+R2CBmdhS7KifSfByCBWmbb9kpIZ6c7qLJy3f/OuGen9d7o6fNWTEK9rF2Vi72xb3NpHgpH6BGWEeZW2kh2innU/Jx2XRBkPqAjC+d0LeQlG6hzj5GnNSP8XdHq+09kGqeinovQNcQPyqjIj3cYhql+G2r+jry+9e835XKle3sN576h4joPG8PR9Nc7nVPP7+6YXXKYd79mK8u9UtkvOsUfQxpf+1WRKDskVwUiDWDdr0AVX0RHoCgIUOTNSx0CazMhgbmtGEox05zWAM3U3bd0DqyzWjEwrMzLKZNI5CY+SGcmOzsmFCUa6Yc1I9aznKelkN8q6xSrWOPbP8jbnPvHra+KWuIURJlM8bD84f36bvP32xqSHlPg4VHJOSlX0U1GCu3F3l9ZZpq0zMzLN8bzzWqoO5Okp047XJzYb57XVXU3U7Kw2zaucOu54OEqbrzIp2Nl+Bu19kdUGNuymbZCwDbyKAZ2u6HeUSa5q9ZmR0f+9rvRsPwQjg7GbdnheZdpZZoT4TZSzLNPWtWak6gxqr3s9Snvk7FvcfnX7IMz+9zxrycUPRjLxUM3eFvb3V2TYsHjv5KNkO6oIRvq1o6Zk/In4t0s67+dwa0YGt2VdXX1y0EG/k+HDh8natd+WIUPU52xk0Sc62yAV/VSUoFRQ8MmL13FGPU9u957ONSPTrChwvpjUnRmpor0Jaj9NesGSJTawSVfQcxv3vozSHqhdM7L+2Q3a+JLdtJFqmbauQaHb56bVqSRd0zFo0l2tqg9I6gxiFIVbZiSlo+5MzLDKMjPSr/PU9fZx06bwu1yH4dXel8vV0IMD52dEKdPWmc3ULILadq/LaFL5rZfNm0vyzDNLczN5tPfzSfrctMu001r/Nqmg9l7XfaKqTHvDhh7p6irJ+vWb5fXX16g4tAbZZEbWn58wwdsgUeYicZ8Br39nYpm2KZmRqn8vZzBSxcuVLHfTrlSq8uyzbyt5BnSjCixdQc9t3P4rWmakvjUj474Yr/2dkkNyRTDSIOF309adGZlkzUi3Mu10BsrOYGTURsN6A+X362/c2BP5uPzYGwqdO03mGZmR4XlNBE1dM7KImZGbNqWTGen8Xj/OvsXtV6dMWx+rbfcq/fG6F00KMnm5/PIn5IMfvFVuuOH5rA8lFHtbGCaA5SXKhFzFi8YirBkpomcjQJFwwbUw58n+MytXdiY6Ji8mrBm5aZOKYGT4cUXcYKTXciSm76ad5pircYM6tZ+vI6s2KMimM/Dx97/PlcMP/4OceeZ9+r5EEdaMTFfQC5a4Y7Ks1ox0jlOC5s5kRiJ056UiM1LfmpHmZEZGDViF+fk1a/x3oorK3lAkmRgVVblccV1w16SyNJN4rxmZ3QgmqwWRg75b19vHzk61mZF+7dLKlZsC/73bTs3RNrDhWUsq6EWT13NgSrZhf39Fpk9f7Pp7LF3aISIif/nL7LQPKxb785QkMGZSmbZJO88GTbpUv9C1hAmuhZkQ2ttK1eM9SxbPtfN+VREUjjLGjvMMlMsVz/4n6tjBvUzb+0O6u0vy1FNLIl2r+mBketfYLWCrcnzTGIxM1p6Vy5XAZ1FnZuTChRtERGTatIXavkOVtNaMfP75ZbJuXWMVWrMJisPEvS9N2cAmqKKKDWyQcpm2X7aS2s9NK7sjjWDksmUdkT4ziH1RbzIjG61fv9l3fTvU81oz0tQNbHRLKxhpzxRQ/VLBr1167bXgMsLa4KP+z9yfKffvYUmE5OK27aasDzV58mty5JG3yznn3N/wd9b9qSLglgZ739HWFn/yFSU7SPcGNnnKjFy3zn83z7h0ZEa2tek51iz6RGcbpCIYGWUcFmf3br/nJuqEPWpm5OWXPyEf/vBtkTK+7fdOms+kW5ahit3SLc57J+lcJUzpsc6+z1pKx6R200tjMFL9d8ycuUoOO+z3csIJ/6f+w3PGhMxInWtGivhvYpPVmJNgpEFMKdNOwu1BzWIDGxE9wcjly4MzkaKgTNuf23qRIgRIvHg919kGI7Mr0/b7eF2lEKrLEP3apTlz1gb+e69nxfn7e5dpmz9gN13cTBJTMiPnzl0nIiIPPdSYSWLdn3lZ28r+PLhl3YcVbTft5Ocmq41hogpqL1atUl/6XKlUQz1j0YORejKFgp5rHeNzHWtGRhljx2kD/YOR0T4r6pqRb79dSzy4667wGd/ZBSMbz5PKl0Oqy7TDHJvOoIg1RjOp3fSiMqjsZcmSdhEReeWVldq/y3RBc8u484YoL25UTovc2l2/iirKtBH6ZlXRyelq6N0+N6sy7ajZc2EGVqrXECIY6c9tvUgRMiO9eAcjs1wz0tQybXXfU7/cQnrByPnz1wf+e69nxXluCEbqY7XtKkoLs2CVb7m1I9b9mZd1fO3HuWFD/JLhKMEVFRNK/w1szHlGg+5Zrz49ibDBkajByCT3h5dKpTFT3UnH9dSTGRn+mc86MzLqbtpxXrLY75002263tldnMDLpZ2cdjLSWdDCl8sCP2/2n+rit61GtkuiRZE1FP6ZsYCMismhRu+fP66qaDUIw0iBprhkZ1FHGjYDnuUw7zKBjzRp9wUh2027klRlJgMSdd5l2doOuLCfKaZRpO9e1SrNMe+nSjYH/3rv8uv66eK8Z2dyDUxXivmgyLxjZeDx5C0ba7/skwSar7/balMhORTDS714w5T4RCe6bvfr0JMIG1sKtGTn4M+3t6oORYfpDHdfTGTxX0U9FmYvECWCpDKhF7e+t9izK72i/bmmOe6y5i70t0psZqT8YqTMLy2ovdFfmqODWd6i+t9i7YFDQ8x533hBlHK3qtqxWq67P2uLF7Z7/xvr9woxrVCIYaZCwAZY0MiPjPgxug6i0Fld3DkijBvfCTKZUD6TJjPRnZVE4G0YCJO68N7BpzjUj4y7UHIXzJUZ3t9rMSL9rFyZT22tw5fxcMiP1ib9mpBnn3gpGuj0zg5P2fLTJ9n5+48b4ZdpRxhf6MyPNmVQHTZR1lD6HnUCHOU/29k7HZjth2tM0MiNVjDejZUZGbx/8gl66y7StdiJKVYn92qaZdefWvqhcLiaLMm2dccK8Z0aqHpPprOzJG6tN87r/4t6XWWxg4xXTWL7ce++L4NiQnmcm02DkU089JSeffLLsuOOO0tLSIvfdd1/d31erVbn88stlhx12kBEjRsgxxxwj8+fPr/uZ9evXyxlnnCGjR4+WbbbZRs4++2zp7FS/Jk0awm9go3/NyLiNtNXh2+/XtLKynJ1v1MFWmGBkkjWm3NRnRuZjA4A0kRkZjddkK8vsxCzWxwrz2ao6VefAurtbbTaH372+bl1wyWPYjWnCBi0RXfw1I82YLBUpGGm/zzs6vBdyDxKtTDv5ufFrR00q0w5qL3SUPoedQIc5T/bj7+hQPzEP80zryYxUH4yM0jeoLtMWidaHRz2ncTIjswtGNrYvSdo2J+eYJu+ZkdYGNjlIjHR9blSPyezXU/UcN2+Cnve492UWZdpez5lfEoOu2FCQTIORXV1d8r73vU9uuukm17+/9tpr5YYbbpDf/va38vzzz8tWW20lxx9/vPT0DA5mzjjjDJk9e7ZMmzZNpkyZIk899ZR85StfSetXUCrNzMigQVncwa1bh5/VmpFR083DBCPb2/UFI/OyG2marMxIZ/tPgMSdV0eR5RqbQZMAne1DNsFIdRnOQQGeMJNlr3bNKzOSZ029vO+mHSYYmZf7xP5MJZmwR+mvKdMetGGD+slu2LFe1DUjOzvVBXSiHIOezEj1/VSUpRniBOSDnrEo933U3bTjtGtZBSPdroPaYKTaNSPDtIdplGnr/h4V0s6MbGtr9mBk0AY2cT83/Q1svF4arF4dPxipa6wxTMunhnTiiSfKiSee6Pp31WpVfvWrX8lll10mH//4x0VE5I9//KOMHz9e7rvvPjnttNPkjTfekIceekhefPFFef/73y8iIjfeeKNMmjRJfv7zn8uOO+6Y2u+iQtjMgjTKtON2pO4b2GSTGdnToz4YuXGj2jflZEb688qMNCkTxCReVZ0mZ0b291ektXWolu9OYwMb58Bc5dqvQQOYMIN6r88Iv2akec9aqVSWadPekg98YGfZZpstsz6cQHleM7JSqQ5MUPyDkdkfaxj2fj5J5lu0Mm291Swm9YdB49ONG9UH+NSuGTl4rXSsnxbmWqWxm3bSfqpcrkSaNOvIjOzvr8iwYeFyaqI+I0mDkWnGuKxza/9OqxRZBWf/lfTlSrgNbBJ9hS/7uSmXqzJsmN4F8mbMeFvGjdtK3v3u7SL/2zQyI+3Xw3rx2Kx0rX2dRZm213PmF3AODkZWRET9fC3TYKSfRYsWyapVq+SYY44Z+LMxY8bIoYceKjNmzJDTTjtNZsyYIdtss81AIFJE5JhjjpEhQ4bI888/L5/85CddP7u3t1d6ewcHRB0dtfr5UqkkpVJ26/b19dVunNbWFtfGsaen1vn39/cnPs7e3sF/P2JErTOvVKrS21v997H0ybAYd4f1O9T+bcu/JyiVxMdr/Xu/z7FS7y1dXT2RvtcKXm6xRYsMHVp//kulivT3i3R19Sq9R+wDwt7evkzvPz9hzr8Oq1ZtEpHBZ6K/vyqlUlWq1aqx5yorpVJpIHhhna/Nm2sdYH9/ObPzZbU1Q4eKbLFFY1vT2xuvrQnD6liHD2+RIUNqz3RfX0XKZZGWFjX30KZN9R17b299P5Lk2enqGqwC2HLLFmn59+Kp1vmrVkXa2jpl9Ojhnp/R3T3YLm65ZYv09Ayed/sxWYPeYcNEWluHDNw75XLy/ka1yZNfly9+8X456aQ95N57P6PkM3W2cdY6os6+3f4ciIgMGSIyfPiQgf5GRd+Z1Pr1m+sWNXcez+BEWM+xqr4u9sldd3f8/twqDR46tEVaW90ns9aYra8v+djSCqbY27LB+yT7/tD6fqu9b2kR2XLLwUCR1e6qHkOJDK79aT0/jcdW/fdYNPg82V9i9/SonxP09AwGQtzadJHGPkQFt5f1Sb7DPtG1/x6NPxf/Gdi0qdb/2a+r/Tz19PTK0KHhJu7W3KSlpdYO9/VVpaWlNtdxO3br5yuV8O2afV7l99lukrRz1jxi2DD5d3sg0tGxWdk91NVVP7dKeu9YGcduz2u5XB24NrraNPtcsbu7R0aMaA317+Jco1WrOuWDH7xVxo0bKUuXfjPagcrgc9ba2iKlkn3stkXkz/JizwBva+vMvC+JSuUYYXAcXN+v2+/LWrsTrbDYCkba++/Gn6nNb1Xd+x0dg3OTESMGx5UdHd6xkVKp9vvbxzX1bW60+VrY38PYYOSqVatERGT8+PF1fz5+/PiBv1u1apWMGzeu7u+HDRsm22233cDPuLn66qvliiuuaPjzJ554QkaOHJn00GNbs6ZNREQuumhX+cAHtmn4+0sueVPmz++Wd7xjo0ydOjXRd61cWWt8RowYInfeeYCIiCxatFkuumiebLvtMHnyyUdjfe6CBctFROSjHx0no0YNlT/9aaXsvffwxMdrmTZtmuffrVzZVvff69a9IVOnLgz92db5/9a33iWHHjqm7u/uv3+N/OEPK2SXXYYo+11ERDo7BxuLUaPalH62Dn7nX4dZs1aIiMhPfrKH7LnnVjJtWpvcdNPbsueeWxp/rrJgBSMvuGAXOeKIbeX//b/Zsm5dSbbYYnlm5+vllzeIiMhee20lP/nJe0REZMmSzfLNb86TMWOGyfTp8dqaMLq6am95r7qqdv+IiPzv/y6TKVPWyV57qXmWFy6sf5M8blyn6+fGeXY2bBjsyO+884CBiU1vb0U++9lZIiLy0EMPy9Zbe3fl1vGNHdsqP//5nvKlL82WlhaRWbOellmzBn9u/vxa2/3xj4+TL3xhRznrrNdl48Z+qVaXyNSpayIfu07TptX69/nzVyi/r3W0cStXrhMRke98511yyCGDfcvq1b1y7rlvDPz3e94zUq65Zk+5/fYVcu+9a2SvvYZl3s6tWDE4Udlhhy0ajmfTptr99a536W2TVV2XFSsGx4bjxnXHPuY33qg9LyefvL2cdZZ7Fc6ll74p8+Z1y9ixycds5XItY+PXv95btt++NhH9859XyZ//vEr23rs18/vE8sILL4mIyLveNUKuu+69A3/+u98tkwcfXCfvfGdJ+bE+80ytj9l3363lqqv2aPj7e+5ZLX/600rZa6/G+9fp+ec3Dvzvd71rqPJjXb++1qYPGSLy5z+/b+DPV67sla997Q3Zcssh8uKLTyr9ThGRt99eWfff22+/KdHvtnnzYAbR7bfv7xoEFhG5+OJ58tZbm2X06Ojj26efbryub7/dIxdcMFdGjRoaaezwyiu1pJPddhshX/nKTvLd786XceO2kAcffND15zdsqP38e98bfM9Y5swZbFu2267V87P9xGnn5s9/W0RETj11vDz8cJu0t/dLV9cCmTp1eeTPcrNixbq6/x45cnWie+e559pFRGTPPbeSn/3sPXV/9/zzG+XqqxfJ7rsP9idr1/ZJW1tJ9tprq9jfadfeXuuzRo0aKk88Ef18R7lGb73VLZVKVTZs2BzrnG3cWCup/da3dpWf/WyxtLa2yMsvPxX5c/zMm7ds4H93di6UqVNX+vy0uVSMERYvXioiImecsYN88pOD8aUFC7rl299+U7bbrlUefvihyJ9rbYR18837yHbbuQe/H354ndx88zLZe+8RSvqdt94aHPv//vf7yl//ulr+7/9Wyo47Vj0/f+bMWhzkoINGyQ9+sLuIiCxdulm+8Y3afO2pp6LN17q7w2XaGhuM1Ol73/ueXHzxxQP/3dHRITvvvLMcddRRMnbs2MyO66c/vU1EuuRXv1oiN964tOHve3trkfXly7eWSZMmJfquN99sE5E3ZPPminzuc7UZqZX9sGFDvxx++EdkzBjvbBsvjz8+TUTWypQpa0SkNnF+9dXNiY+3VCrJtGnT5Nhjj5XWVvcH+cILF4mIfXH0d8mkSQeG/o4rrlglIt3yi18sbsiMtErQXnmlK/HvUv+5rw/872XLtpbLL1f32SqFOf+qrVvXLRs2zBQRkcsvXyAtLS0D12H27G6l16EISqWS/OAHtQ2+brxxqdx889vS01NrMzZtGi+TJn0ok+PauHG2iCyRuXO7G9qajRv75bDDjpLtthuh5buHD39LRPrkv/5rQV1mpIjInDllJffQs8++LSJvDvz3m2+2yn//9+DnJnl23n67Q0Rmi4jI6ae/5voz3d27yGc+c6DnZ7zwwnIReVPWry/J1742R0Rq5Vzvfvd/ynvf+46Bn3vkkYdFZK38/e9rZOrUdQOZkT0975RJkw6LdNy6PfPMEyKySt58s1uOPfZ4JWX+Otu4739/mYh0y3//d33f4iyJWbCg9oxYpfGvvdaXeTv33HPLRKQWMF2+vFdOPPHEumyflpZ5IlKS+fP1tMmqr8sNN0wWkVrG/euvV+XGG+Md89SpD4rIWnnggTXy0EPrXH/GGrMtXTpSrrgi2bmpVmeJSFUuuOCNgfNvZcrMmtWT+X1iXacDDjhIRN6SJUs2D7T3tb+vnYtXXumTP/1J7bGuXPkvEVkib7zRVfedg99tnafgsWhPz1wRWSQiIjNnqh3viQy26ZWK1B2r1Rb09FTkwAM/JDvuOErp915zzR9FZHCtsPnzt5Brr43/u9U2uqj1SWed9ZpvZqSIyPLlo+Syy6J934oVjdfVOk+bNpXlP//zSHnHO8ImkCwQkbdk8eLN8sMfLhARkTVr+uSYY46XLbZo7D9aWxeJSG+oe8by0ktPiUgtINnWVpIPfegYGTUqXAZbknbuvvv+ISJtcs89awZeSHd27iCTJn0g0ud4+cEPlovIYFBh9eptZNKk42N/XkfHbBFZLPPndzc8r9bxL1w4eN6PPvpP8swzb8u9935GJk1qfNkQRbValZ6emSJSu4cOOeRI2X77cPdQnGs0Y8YyEXlTensrss8+E+Vd79o20vG2tLwpIiX55S+X/PsYqrLvvh+QXXfdJtLn+JkyZaqI1PqwtWvHyje+cZSyz06DyjHCnXfeJyIbZPLklXLXXYMvF6x2p62tJEcccYxsvXX4zNRqtSqVykwREfn61+d4tpWq57fWvbd+fUk+97lZA5//0kudnp9f60vfln/9a5PrfO3QQ4+SsWPDz9fa2tqCf0gMDkZOmDBBRERWr14tO+yww8Cfr169Wg488MCBn1mzpj5jo7+/X9avXz/w790MHz5chg9vDLS1tramFmhxY90ofX21chIvpVI18XEOHTp46a1Jp92QIUNjfUe1WnvIrNKh2v9OfrwWv2vU2eksH4v2vdZg2e/89/aWlf0u1Wq1bi2pnh51n61Lms/Im29uGPjftdLSwWui8p4qEmudnVKpOjABExEplyWz82UvQ9u8ufG5ammJ19aEYS29UisxqP9uVfdQv2NZls2b+10/N86zY7Wntc91X3PmzTfbfT+3Wh3y7/8vAyXaIrXjtv87697p769f3ybLe8eLfTOG2bPb5JBD3qnss3W0cdZ6wEF9e6VSf51V9PVJtbfbF/u3ntfBybvVb5bLeo9V1XWxr23Z1eX+rIZRu5aNz4ub3t5K4mMfDFY13kMm3CeDrPbevc3atKmk4fmqjaPK5ar4rV0a5jzZ21wdY7KWlsEMQq82XWSItjZoyy2HSE9PxbOfCm8wY9rtnnTq64t+j1rtvPd1DX+ehgyxyrxloOSwWvWe61gvLfv6ojy79UGGOH1nnHbOaoNVtW1OzrXnenqStWfWcXqNCUXq+5NFi9qlWhX54Q+ny8c/vnfs7xWpLa9hX5KvUmnReo3s4/DOzujtiTVHtPobkXjH7Mf+2e3tfQb1JdGoGCNY96ZzDmVXrUZrn+3rEIdpK1WNpay5SbVa39d0d3u3DVb/5NXmtrRE+91Dt8+hPzFlu+22m0yYMEEee+yxgT/r6OiQ559/XiZOnCgiIhMnTpT29nZ5+eWXB37m8ccfl0qlIoceemjqx5xU+N20ky9uqms3bbfFT9PaVc65Jk7UDWHCLMqscuHg/v5K3blRsch9kbz+undpqCm7zJrGa8OLLHe6Dbcgcvrfreoecg7UVT7HYRbTXrRog+/fe32Gs330ukdM3CXZvgD90083VhGYJs+7aTsXtHfeT9Z/G74p6QD78SfZNC7KBiBWYCOJouymnXQnXjdhN5qphNgVw378Otq+MNdKx/W07tett669SEi6CUnUjR7ibAwRtAlLlOvjdU69/tw63ihtsPN40hrTu32PtaatCs7nK+kmH1HPizW3e+21NYm/2zlPTPocBLH3Me3tPT4/6c5au9RO9X1l78tU7sKeR2E2bAy72bAlaj+iaizl1df6HU9Q36NrPpBpMLKzs1NmzpwpM2fOFJHapjUzZ86UpUuXSktLi1x44YXy4x//WO6//3557bXX5Mwzz5Qdd9xRPvGJT4iIyN577y0nnHCCnHPOOfLCCy/IM888I+eff76cdtppxuyk3dnZJ/fcMydUxxB+N229OzOG+XsvboGFNCZU5XLF5e1dtAlg2AZe1WC6MYjBbtp2VjDSLaPdhEm6ibzOS5aT1aw6NxH/+0TXjnUqn+MwA6NlyzoCPsO9XXO2d14vuUzaqddiX4D+X//yXh/aFPGDkdmf+6BgpP3+MjFw7VSfpRD/WY3yb6NOXpyC2iqT+sOg9l7HOMcaXwc16WH6wfqscPXnNcwzouN6Wm3QVltZwchk92SYvskuXjCy1s57XddowUj3n/X688FgZLzdtEXSG9O7fY/KneCd/ZdbgCyKMG2n/Zpb31+pVOU3v3kh0Xc7A9xx++aw7J8fNRjprJ6zqL6v7NfDuRFsswnTV0dt+6IHI9W0/14vTGtVUu73UHDyiJ6xRqbByJdeekkOOuggOeigg0RE5OKLL5aDDjpILr/8chER+c53viMXXHCBfOUrX5FDDjlEOjs75aGHHpItt9xy4DPuuOMO2WuvveQjH/mITJo0ST74wQ/KLbfcksnv4+aGG56XT33qbvnWtx4J/NmwN7iKm0FfMDKbzEi3jjdq1kPYwdLGjdHfbrlxNgZJ3/gVzeuvrxUR94Goqsa6aMoet1CWAaXgLGx91zKLzEgVWVCDnxXcJqxZ0+X79179inOg4jUI8ypVyZJ9QjFvnvt6fSaJm4FnQsabMxhpnxyVy5W6Y8zDCzX7M5UkGBnlmiYNRgbdByb1h9bEy2sTYR0B6/CZkdGCkW7/nVSYvjjp/eLGCooMZkYmDUZG+/dxfqegzMgonxn1Ra312VHaYOe94szC08VtnBAlczuI87OS3jtRX+TYxzC33PJKou92XhOVQVs39nPX3h4t0NffX3Gd/6jOjLRfj7TuWVOZkBmpinVd3fritWvd5w1BfaSu3yXTNSOPPPJI30FUS0uLXHnllXLllVd6/sx2220nkydP1nF4Srz9dm1nvmnTgnd1Dl+mrbfkJ8zfe/+7xmNLY6Ds1oBGnRiFDQauWtUp48dvHemz3RCM9FatVn3LtA2aexnFxDLt4LZG37H5tT26SiFUPsdhPqutbbPv33tnRoYr0y57RbgzZH97X9sQIrlXXlkpc+Z0iup9QEqlcuznz4R2zi8z0jlw7+npl622Cr+wexbsx5xkUhdlsp88GOl//5iUGRl0r+to78NOoMOMRZ3XatOmXtl2W3UbrIUZW0fNvAnDmRmZ9J6MeoxxfqegYGSUFwLWeW9pqW9Xve5H63ijtMFZBSPd2jH7uspJOIOBIsnHOGGDkdVqtSFYOHfuOtm8uSQjRsRbU8+Z+ac7M9J+j3Z0REtk8TrPOjMjdQdnTRemXYw6boja9qka9/m1j0uWbJSddx7T8OfBwUg98wFj14wsCuvBDnMzhm3gVQzmipYZ6dbpR816CHv+VU1+CUZ6W7myM7CkwaRsEFOYWabt317pvO+zyIxUmdUS5twEDaa9+p6eHmeZtteakeY9Z/ZJalAwNqxJk+6Uyy9fKKtXdwb/cARJ1iU0Ici0bl39+bVPhJz3p471AFWrD6bGf1ajZfckG7PpGq/pEBw4Vd93h8+MDP4ZZzuoeg21MC8mVGdG1nYQrt2vVjAyaQZ/OpmR/uc+SlAgytioUqkOXKcka0amF4xsbItUZUa69V9J2zPrXgyzrIJzibNqVeSXv3wu9nc7r4n+YGT89Ri97m/1a0YOXmPd58N0YcbcUZ+trMq0/cYoixe7rzUf1N7pmq8RjNTMavjCvQ0NG4zMV5l2GjEjNZmR4X5+xYpNkT7Xi87yzrzzy4q0mFDCaBrvRdrNzYzMKhipq8NX+fuE6RP6+yu+gx3rM5ylGs7j9M6MNK9dsk9S+/rKSjLP1q/vkf7+qkyZMj/p4dVJMrg3IcjkzIy0B37yGIxUtcZltDLtZM9QUBtqwn1iCXNOVWffhN2sI0yb7zx+ezlbtVqVv/3tjcBNw/yEaU9V94m9veWBcfjWWw9T8h3RMyPVl2lHGeNHWTPSfqxRxgnOe0dHltnDDy9oGB+7BadUtcVu/VdamZH9/RXXc3jbbf+K/d1prxlp7yeC7mcnr/tbZ2ZkkpenRRCmXYt6jrKqTPMLmnolVQWNJXRk7YsQjNTOCpKFuRnTLNPWtcOt2+dmVabtzPzxU61WQwcDV61SkzmjM6Mq7/w2r7GQSdrIe81IczMjdd73/pmRar4j6zJtEZHly72ztb0zI+sHKnnaTduZYfDqq8k2sbGfoyVLNib6LKeiBSPtv4/z/ow62cqC/ZiT3NtRJvtJn6Gg+8CkIoEwfY3qTRJ0rhm5Zs3g/f/cc8vk1FPvkkmT4i8NlUVmpH1Saq0ZmfQ7ovZzcSaxQZmFUTLEouymbf/dopVp1/+w6szIt9/eKCeccIccffTtdfMqt2uhMxiZ9N4JG0wrlyuuLxoWLNgQe+3+LDMjo94PXve36rmP/V5p9szIMPe2/szISD/uya8NWL7cPakqqI/U9cKZYKRmVuMTZke28BvYqFgzUs8aRFntpp00MzJKYxG0YURYBCO9hcmM5Hw1yuOakTqDyn6durod68KtvRhH2HPz2mvez4vXZzTuipyPzMhqtdrQ3j/zzNuJPtN+zYJ2J48qyuDeeUuasBRFY2bk4LlvDEaavxOn/ZiTjE2irRmZNDPS/9+bcJ9YwrR/znsqqfBrRgb/jPNa2TMj33qrlhGZZNOsLNaMtLdBw4cP+fd3pL2BTZw1I4PKtMOP8b3LtBuPy9muhX2+dGdGWokQa9d2y9q1g8+Q23lQVcrrHoxMWqYdvgrQ6xxee+0zsb7beU+p3OjHjX18GD0Y6ZUZqe9lRR42odMpzL0dNSAXta1UXbXl9nFeyxEFZ0ZSpp1LOsq0VazhpSszMqsMLLdGPkrZc5SAiKqBdGMw0qxJf5asYKRfm0xmZCOv5zrMyxBdgteM1Hds/mXaar7D+RyrDEaGbRPmzFnr8xnuz0nYNSNNWw6ht7fccEwvv7wy0Wfaz5H6NSPzmxlZLldkw4b6NSP9MiNVr6+ng/2ZqlbjD/yjBJl1Z0ZmfZ/YhfldV69W80LXErZMOwzn8dvHe9b6tEnuG5VVUmHZAyKtrS3//o5k90zU8Wqc3ykoGBklKOBdpu2fGen1M2G+Q3Wgy97m2DMD3YJTqoJKeoKRyTIjRUTuuOO1WN+ddmak/fOjtlNpZUba24dmn1eZsGakKn7l5F5xjKCxhOpAuIVgpGZRgpFhOzwVgQVd6wK476Yd66Misc6zvaw37BqQItEesPXrCUbqVKlUZfZs7+CKRXWn2dnZJ3/846vS1qY2ayNNXk1DlpuQmLpmpK4NbFQG76xz47dcgYjI/Pltnn/n1a6EXTPStDJttwlqkkwlkfpztHatmg1xLEkmO1knvG3Y0NNwDH7ByDzsxOkMzscdXKdZph3UpmR9n9iF+V3XrFEb8A9738VZM9K+QZZ9bBC33wqTdKA6+8T+zLa21qZ9Se/JqMcY5/s6OvSXabv9HnF3j27MjFRbpm0PLtjvRbe2SNW4SkeZdtI1I0Vqy6nYs5bDci4lkmZmZNSxgFdAWWeZdrPPQ8Pc21GWgBMxs0zb67kKmhfpWlOUYKRmg2XaQYPJaugbVsVkN+gz4g5U3DewyaZMO0qDHeVn29vVZH9Qpu1uyZL2UJ226g75D3/4l5x11n1y7rlTlH5umrye6ywzZ7LcTduv7dG1gY3Ksuaw58ZvnUOvdsU50M3LBjZu6xJ6LcYdlv13d2YCJpUsGJltlMnt7blfFkUeyrSdk60418e+O3EYSZ+h4pVpq33GVJZpO4/f3h7YA5Nxg9hhJvuqAwJWwKWlZTAzMmlSg+7MyEqlGvhsRkk48BoDufWxzj+LG4xUPXG3nw972+x2fDrLtJMGssNnRg7upu32QvanP/1n5O929lG6N12zBzujByPT2U3bPhY0bbyXtjDPunO99SAmZkbGXZZJ9QsWC8FIzQYzI/0vcJSbNY3dtOMGxtw3sIn1UZGkGYxUVYqms7wzz8KsFymifhBhlWc+9dQSpZ+bpjyuGZnVBja63j6qzIwMe25WrHBfjLr2GeEyI72+y7QybbeAlz1IEIf9d1ddaly0YKRfZqTqDRtUK5crDW1CnMF1qVSJuLFF82xgk8WakVGuYdAz5WwHN24cbA/s7Uzc8Ue4zEh9a0Zawcik7bruzMgwbUmUcbvXHCxMMDL8ElrJX3T4qQ9G2gPj6WZGpheM9M6MFBG5667Zkb+7s7P+83TvHm3//Kjf5ZUZqXLMXCrVL3tj0pIfWQi3ZqTuzEg9iRJ2XsdkXX+vQ9C1rAHBSI3K5cpA4xN0c0ULRuov045b1pnVWxVr4GI/zVEGdFE6blU7hhKMdBdmJ20R9Y2idT3yvGaKyZmRXk2gzmBkGhvYOJ9jlec67L3oN7n3Or9hy7TNC0a6v3hKch/Z+4rubrWTE2sMENSeuclwqVcRCc6MdJ5z08u03cYE7e3Rd2VNe80o055BP2GOdf16dZmR5XIlUqZQ8Ni3/lrZ1+azl8bGXZMvzLhU9VjQGivVMiNr076k/ZT1e4Rt16L+TmGyrKOM1bx+X7d+Iw+ZkfblotyOT9W4yn7vDH52svsz7LNTK9P2nm+tWNEpy5Z5V4W4yTIzMup3eWdGqjtm5zFVq82dHRnmuYl6/rMqffcbp3j9nkH9gq4xHsFIjewdR9CkIsrNmsZu2qo3sNGd4ZFmZqSqNGWdGVV59vrrtfUig24Z1Y2idT3yvGaK95qR2f1OutanTfrdujIjVbZ1Ydsle/aO12c4D6tIa0aKiLz66qrYn2n/HUulstJrWITMSPtE1F6i1LhmpNmZkW4D8DiBsahBBv2ZkeaMHazf1e+QNmyoBfja2rrld797qS7gF1XUcUBQf+O8VvZ1C+2ZkXGfa+se9AviqX5BZ38hMlimneyeifrSNnowMrgtUbFmpNsGeo2ZkeGO3fk7Ri3nDGIPLqxfX3tmyuWK6++mqt92u8+TzkGjlWn7n8Mf/zhaqbZzrqh792h7XxE9GOm1ZqS6MZnbMZn+UlGncGXa+tfLVSFJZqQXMiNzyN7oRS0N8ZNOmba6DWzCfF9SbsHIKL9DlA5J1XodOteay7PwZdp6gpF5vg7eu2mbu4GNrt3ZRLJZM1JlXCBsG+bXfiXdwMa0lyRek9Rnnnk79mfa+99KRW25cZ43sIm6ZqTqrFLV3CYacYKRUSeVSZ+h4DUjE328UmEmXlbw8corp8tXv/oPufDCh2J/X9QAeNDxOf/e3hbYMyPjVshkmRkp0jIQjEx6z0QNmEYdV4XJjIwWjHT//jCZkWEzodPMjLQyur2CJzqDkWntpt3fXx54vr3u17/97Y1I3+18bqMGlqKy3ztRx7rWzztfXKh8WeF2j5r+UlGnMM9N1AC2iRvYeD3DwRvYEIzMHfsgJmppiB8VgQWVx2OX1Zp17sFIPZmRqjoCMiMblUplmTs33M646jMja9c1r9ehUql6ZkZmGWANXi8332tGug3mVJ3vsO1SteodQPNqr5x/np8NbGqTVOcA/ZVXVsb+TOfALOmGOHZFyIy0H4a932oMRpo9iXEbgMfZsCjqgDzpM5SndbzC/K7WuqyPPrpIRESmT4+/TnPUFwdBY1HnPWKfmNszIzs7460tm8WakfUb2AxO+5K0L9E3sIn2XWGCvWrKtBt/D+c1CtuGO+8t1Vl39uOwAvpeAS5V49gsMyP7+sqB4/y1a7tl4cL1ob877cxI+/mL+l1p7Kbtdi3iLF3iNGvWavnTn17NfAwTRbVaDdWuRQ0qm7iBDZmRTaQ+M9L/Z6OVaevfTTtuZ+N1I+sO8LgNSKM0ANEWwq4qaWB1rjWXV0uXbgx9LVS/obGuR9JdJrPi98yanBmps0w7izUjRdRle3qVWLuZN889iO+dGVkJ9XPmBSPdJ6nz5rXF/kxnXzF/fvzPctL1JjkNbpmRfsFI3ZsBJOXWt8SZeEXNjEza/oYZP5mynEKY4+js7JO1a7tkzpzakixJ1m2L+lIyamak9fz29ZXrxplxN7rKNjNysExbJFk/pTszMkyQWUVFmcrMSOd3qF6P0H4drX7QK2Clasxnfad9DJL0/gzbT5RK/hvYWK68cnro73Zm3OqszBHxryQI4nVsKjMj3e5RFRuMnX32/XLmmffJ1KnzE39WWsLGKXRnRqqio0xb1xqrBCM1sjeiKsu008iMjNvYeQ04ssmM1BOMFFHzdoBgZKMoEwvV5RWDwUilH5sav2csbCc7b946ueWWl5UGoII+S1cwMqjN1VkKoepte5R2adas1a5/HjYzMs+7aYvUXmTE5fzdo2RaBHGbzIWVdVJB9GCk2YFXt3u8vT16UClq0DXpMxRmbGDKxmthftfOzj755z+XDvx3smBktMzIoLGtV6mtvUS79r3x7vUwY2HV42W3NSNFkvVTUfvtqM+AVwa8nYrdtN1+j8aM77iZkXrW/hSxByO9NqLQV6addK4SLTMy+Pl+4IE3Q3+382Wm7nbTfv6C2p5nnlkqf/3rnIH/zmrNSHsGeFyrVnWKiMiDDy5I/FlpCXsvRN/AJpu+2W88FndJPV0vnAlGahQlM7I4u2nns0w76qAhTmmXk86NL/IqysBA127aIuZlg4WhIhh5wQUPyrnnTpFbbnlZ1WGFyIzU01GntemDzszIKOfGa3mDpGtGmvaSxGrrnZcvyQDaeY6WLqVMW8Q9GGkfiDvvId07kybl9izEyXCLGnRNnhkZ3B+ZEowMM9br7i7J9OmLB/47ybHrzoy07ndn+xJ3XdlwZdpqr6X9hYi9TDvNzMioz0CYMu0oAdEku2mbWKZtBem8nh1VL9Xdy7STtWdhz0tvb3+o53vDhh557TX3l7FOzue2ry+93bSD5tWnnXaPfPrTdw9sxpdGZqRbX+Z88RKHdZ5Vrr+tW9jzqnvzLhE1Yz8yIyEi0R7C9Mu0a9/n9dYx/m7a2WRGug1cdJVpi4isXNkZ6efdkBnZKMrgTfUbGvv1ML3c0I3f/R72Lbm1Vp7Kt5lZZUYGByPVfI/bYC6LzMi33mqP9BnO+yU/a0a696t9feXYg3Tn7758ucpgZP7aEot7MHLwHBehTDvORiQmlmnnKRi5eXN/3TqRScaHuteMtLKQnBP0+MHILDIjrT6qKsOGqcmMjHq/RQ9GhtnAJvzxW8+Qs98PkxkZtl1zXjeVGWwi7sFIv3OgIqDhnhkZ//eqVquhg+C1Mu1wz9lVVz0V+DN9feWGa6uq3Xzssbfk3nsbN9OJkuRg9bd///tcEfG+tirHzG59WZxN3Zys+yZfwchw5zVuMNIvy9tJRTzA7yWK15iCYGQBOR9Cv47BvDJttRvY6J7QujV4Ub7TalzCNhZvvx2/JNDiLDMmMTLam3pdu2mLmF9u6EZFZqQ1CFGR+Rv2u4uYGakqazfKoMcrgObVljv/PO+7aYuIvP76mlif6bwHV63qivU5bpK0JVn3CVGDkbo3A0jKra0JE/RwijogT9rW5KlMO1wwslS3rESS4JsVrAg7dgs6T85jscaRzszIuDvOZrGBjX037S22GJz2JXl5YB1j2Fs7agArrcxItw301AUj9WS41v537Zj8xswqKjTcg5HxP6+/vxJ6DlsqBW9gY3nooeAX6G7zRBUB4/vvnyfHHvsnOfXUu+rW7i6XK3X3aNBYyrp/rMoM78xIvcHIpBvY9PdXBu79PO3MbVJmpIpxt984Je7+HrrGeAQjNXI2fH4NSLTdtPWXaectM9I9GBn+YY7auKxYoT4zUiT7srysRbkOqhtF+/XQtWOYTn73e5jBX7VaHQhGbtwYb3F+9+PKas3IZH8flttzHHdzA6co52b1avc2KfyakXkJRnqf2wUL4q316PzdVSzgbsljWyJSuz/c2gF7WVvegpFu/UucyVLUl5dplGmbcu7DZkba298k5ydqmXZQgKYxGFk7NmdmZNyM5zBtepKX993dJbnhhuflrbc2DPyZPZhmXzMyTiDeEr1MO9rnW8fm109H28Am3EZutT9zLj8Rr0xbdTDSfh2tl1x+z72KLCbVa0ZGOabe3nBrRorUgtfPP7/M92eS7i3g5pVXVsrnPnePVKu1e/XJJxcP/J0ziO03v6tWqwP3z4oVm0Rk8No6/5lbAD0u+3qyljjrKNvZr1mexj+6MiPj3GMqks78g5HxyrR1bfhEMFIjZ8PnN0gzbTftuMFD77eP+oKR1WrVtcPSWabtNfGPwq2hMG3inzZTyrRVBZPS5F+mHXxfbdrUN/AZcUoXvehqa4IE/87JnzWvkqMkkzy7KO2SV2mNV9/ilQHkZNru8n73pjWIj8p5Ltrb1WUG52kwbud1P9nvycZJuxnZeV7cnoU4G5FEnVwkffERpv025T6LM4apVuNPvqIGk4OCIW79UV9fuSEzMu75tgJofvdEkj7x3nvfkG9+8yH57GfvHvgz61idG9gkKaGM+gxkvWak93r2jW2W83PjZkbqWvtTZPA+9hsj6ApGJkmaiHJMYXfTtvzkJ//0/Xu3cVmSgPGyZR1y8sl31p0je7/pPHd+7Zz9nlu7tlaZkVVmZEdHssxI+zUzpV8KI+y9EPX8x2nPkwYj+/srAQkq8b6XzMgccg6S/Dom08q04w6GvG5+nbtJOd+yW6Kcp6gP2Jo1ycv43DoBU0qtshKtTFtto2gvp0xapmC599435L775ir5rCD+ZdrBz7N9EKVynRdzy7STf4dXyVFnZ/pl2l7f6Z0Zmdcybe9A7+rV8dpl5zlSGYxPOhiP098//fRS+cMf/pXoe72yQ/2CkVntGhmW2/HFuT5R++mkFQ9hnkFTyuHijh3jLmcQta8KynLzKuVvzIw0c83IDRtqY5dZswaXrLAH0+xrRiZp56I+61GfgTDHFiVDLEwQyBJ3Yy7n8egrtx88Rr8xc/6DkeVIz/djjy3y/Xu3z4r7rHV19clHPzq54QWo9fyJuLdpXr+//XmyXnx4zUtVvsDXUdlj74tMX0fazqQybd071nt9PpmRBaSvTFt/MFJ1mbauUkwR78FolPMUtXFRUcbn1tEQjGwsGfCi+lzZG28Vwci2tm759KfvllNPvUvWrEmeSRskaWakPRipcs3MoLZEV2Zk0IBZRTDSa6ClKjAQpd2svQlt/PkwmZHVajX2gtZp85ukWhkFUTnPkcoXHUkH43H64rPOuk/OPvt+eeqpJcE/7CFOMFLXQFUVtz4jTjAyeiAm8lfUyVNmZPzJfbzjt9qDsOc4apl27Tt6GzIj4z7XYe6dJH2idY/39ZUH+kD7vdHSYs+MTFKmrTc7OEx1QbTMyPBLSMUNRjqPR2dmpPVdfokUKl4quwcj439elD6ir68cqV3r7i7JE094ByTdxg5xr9G9986VV19t3MHbPndwayO8xtb2e85aHiWrzMik9429LTd9TGAX9rxGvWeyCEYGzeHiBiN1xSgIRmqkq0xbxSQ6OEAQ70u8JrQ6G6QsgpEqdhsjM7JRtDUj9QUjN25MHoycOXOVlMtVqVSq8tBDCxN/XhCVwUiV96GpZdoq1mf1mqTEnVg7RV/LtrFMOcxu2kmzatPkN0mN+5LI+v1Hjx4qIjLw3KqQNEgUJzN11arafeA3MQvidS7tY5XGybdZ94qT2/HFCTyn/XuGeQbzHoyMm40TNRs6qArG7fjXrOlWGIzUmxlZn2FVe4atianzJW+Sfkp3dnBaZdoqMyOd36E6GGkPMFhtgt84WMVyQ6qDkVHa276+cuT2+Wc/e9rz71SuGbl4cbuIND5T9cHIxnPn1U7bj2Nwp3SvsZvKNSMbjyfp+NX+Ml7X7ss6hH1e81CmHXTevdrj4M2NCUbmjrNsrjnKtN3/nc7F1bMIRqrY4INgZKOsyrSda/91dCR/o/yvf60a+N+zZ8fb5TeKpLtp28vQVAYIgzu3rNaMTM7rHlRV5h61PXDbTdqrbwkbjDRsyUjfCVbcl0TWOdpuu9aBP3OWZcYVt5zTEjUYXCqVBzbXSHIfWsFI52TLfj8570/T+y+344sXjIz+eyZpj8KVaZsRjAx7vzrvq7jP26pV0aoO4mRGrl7d2XB8YTc1cUorM1JE5M03axt6eQVAkmTw686MDNN2pbWbdtj5i/O6xU3q8GJ/xq02wW8zLRXBSK92Je7L3CjtbZxlBKZPX+J5bNaLTPu5ihvYs178Or/K/rLU7YWF1+/k1q+GeZGclNv1SB6MbFzbNA/CrxkZdQObdMcLIsEvy7we3+DMSD0TAoKRGkXJjDSvTDved3h9bhaZkVH6SqsRCvtvVKwp5tZIxx3gFkWUoLXKNzTOtf9UbEBiD0bOnx9vl98o/J7ZMANHeyCnWlU34AnOws7vmpFeA62kAShL1ODOnDlrG/4sTJl2XjIja5uVebeRcV8SWefIHoy0Mh+SSjqwj9oX2yegSbLlwmRG5nXNSPtkNK3MyCTnJsyYz5RgZNh+w9n+OjMPw1q5MtqmVUFjUbdru3ZtY2Zk3El2uN2043dO9mfyjTdq/YFzYmrd/0nuGd3PepgxWJSxg3eZduO5jrsxV9hN4eJyZrH191d8x8wqxrFhMvmiiPLcxFlGoLe3LFOnznf9O/cy7Xi/h9dmefb5qFvWodfmePbjqFZr5ynNNSPt7XHSZZrsLzlMHxPYhS/Tzn9mpIj7vJDMyAJyBsn8BkFRJp0qgpFBg524najXQ6czY8I7GBllA5tox6eik3drLPK02K8OUa6DygC381qoeKM8c+ZgMHLp0o2JPy+I9cy6vSEPM7lxZpWpKFUP892qswcswY+/vjJtKzMtqagd/5tvtoX+DPt1SVrin5bNm/t9jyfuSyLr999qq6EDf+Z2LuNImhkQtS9WHYx0Pkd+wUhdSy6o4jaJiDO4jjOeSZIBHuYeULnObxJxA2npZUZGL9Net67bJTMy3vhDf5n24L9dsGCDiAy+HFNZph3nfo7SloUZg6lI4nB7/p1/FjczUmUwslyuNIx5u7r6fMfBSZMmqtVqqDUOo4jSH8a9P3/zmxdd/9xtrhj3GnkFI+3H7Dafs29wY+c8n6tWbfIp01Y3JtMxD7WfA9OXbrELOxaI2j6buGakiHtfzZqRBeRs+Pyy3qxJQ5iNO1SsdRZcph3vhvMaiPb16S/Tdp67OJmRYalYn8mtwTdlR8ysRLkOKu8pZ4ectMy2u7skc+euG/jv1avztYGNiJod40Wy28Am28zIbNaMXLKkMeidNDPSpGBk0EuguBsyWIPQoUNbBvqRRYvaY32WndsEMvpnRDv/9uzQJMGGdeu8Mji8y7RND0a6PU9xyo6scxClDdGdGZnGi8z77psrd9wxy/dn4t4DcZZY6OsrR86ojFOm3dbWmBkZd/yRZpn2kiXtIuLdDiQJYMe5n6MEJsKMwaKcJ692NMwGNmH7YedYJ0mGq5PXRiM6MyN7e8uebVzc9ixaZmS8cfjy5e6BQrfzETewt3Kl+5je/qy5jQO9qjec53PBgg2e11ZlkNut30j6AtU+jzV9TGAXtn2KG4yMMl5Ieo3DXEO3Z1jXEn5BCEZq5Aws+d0cUSYNKibRusq0vdeM1JcZ6dfhhp1IR530q/h93O4HUxahz4rV+Ya5x3XuKJc0GPnaa6vr7r3169VkGfpJGlByTraWLetIfEwiYTIji1emrSpLScUGNt6Zkd4bkdiZFYz0fy6TbioxdOjgG623306ezawiQJQkMzLJfehVpm1vZ5z3p8rJtw5uz0KcQX+8Mu0kmZFhgpF6xw6VSlU+97l75AtfuNf32Yg7WbFv/BBWnJd8cTIjV6zY1NAO6syMTDIRtd/jy5fX+nCvdihJBr/OpQr6+yuh2s4ogaQkwciw433nZ6nsO93mBhs29PiOEZz7FkTl16bEbc+iLMUUdxzuddzW59nHfnGuUaVS9Vwewv7dbhtHdXS4t3PO87lgwXqfzEi9a0YmTfSw36smLfMTpEiZkWGCkW5tR9BYQ1emK8FIjRozI71v9CgZcSoyI4MaiLgNiEm7aYuEb1yiTvpVdAZunTLByCiZkfrKtJOuv2VfL1IknRI61ZmRXm+XowrOjNQTwMhyAxtVWUpRO/61axsDSEk3sDEpwBSU6RF3ozTr97dnRnqVYUWhoj2Pnhlp380z/n0YJxhpUuDaTZzBt5t4WWF6MyN1bxRg7WxbrYq8+OIKz59LMxgZtURbJHjc4Had3LKg4l7PMP9O1ZqRa9d2S7VaHbg3rLbN+v9J1ijXuVRB2CCUijJt92BkxfHfwb9rtVptuG4q5moWt75k3bpu3zFz0korv/4raZl2mCrAuP2n11zb7WVmnLnu2rVdns9ofTCysU322hzT2S4sXtyeSmakW7+RNOBknz+ZPiawC3tPR+3j4pxP3RvYiLgfF5mRBeRs+PwCElEa3TQyI+MGCKJ0+Kr4DVzCNi5Rg6WVSjVRY9HfX3HtzExZhD4rUYIJKnf1agxGJhvE2deLFKk9s15vRFVRHYyMM9FzE5wZqadtCJoIqJgoeLXpWWVGuq3z6dW22Qe0ftdA5YQqqaDMyLj3kjURGDZsMBi5enXyZQpU3AdRJx72MrAkAaoNG9zLX/McjIwz+HYTZyKe5OVZuDUj9QcjB7/L+76O+wx6TdL96AlGum1g09gWxL2eaa4Z2da22bcNSL9MO9y/CVteHK1MO3i5EkucMm23cY7KrtM7GOldTZR0PuE3L02jTDvu8XsF2d3minHa/xUrvNsd+3jL7fnyWgvVeY8tW9aRypqRbv1G0jG5ff5UrZo1hvRjtZ1BgfI8ZUb6/S5u7Vpw1SzByNyJU6Yd5plNZzftuJmRXmXa+teMdDt3YQeMcQaWSUp5da81l1dRroPKXb2c1yPpxM6ZGSki8vrrjTsdR/XWWxvk8sufcM1asgbDbp1P1N20RdStc2nqmpEqeHX4qrKUorabUd5y2we0RVkzslJJVnY7ZMjgtYyzhp1TFpmR9slOkn7X6x62H4+zvTZ90uHVv0S9Z+JkOiR5uWNCmXbYYGTcrL44m8ZZGYthsqwscdaMdGsL4r4MDZcZqWbNyE2ben3boM2b44+hdC5VEHbjlSjnKVpmpDMYGdyOuh2LykCM25g0KDPS2rgoLr97J261W5SxUZS9FOy8js3tvoozvvFaL1LE2U42/q5eYxjns7FyZWdmmZFJx3zOILLurH1VilSmHWY8EGfNSF2VUgQjNenrKzc0LurS6dPYTTvumpFeG9hkVaYdrhGIc3xxd38U0b/WXF5FGeDoXDclyXXo76/IrFmrG/781VcbA5RR/fznz8pVVz0lF1/8sOv3egnzPDvXjHQr+Y1DV1sTJMsybVWDr6gTvmq1cQLhNcCynx+/QZhJa/5Ykwm/yUmcoIb17NQyI2sfHqds1ElNMDJqZuTgcSdZHsXr3rMfT2Mw0uyApNd9HvU6xXkRZm0mEof1rPrd9zpf+IoET7ItcfvlOJtPxQnwBl07t79vb68dm/3868yMTNIn2j+/t7dcd61aHDdQkjLt/GVGxg9GJslmVTVOdWuj1q/f7HsfJu1//P59/BLq6MHI/8/ee4dLVlTrw++ZTE6SRAYVBCPww4CoVwVBuIqKYkJUgnI/BRVRDKhIuCKi14QYUKJKFJGc0whIHJjI5Dxz4pycO+3vj6a6q6uraldY1af3mXqfh4c553TXrl1h1VpvrWAL1TqT2YouxxWTOzJ5zM+3zI5QeXuKfe7qGja6EPSF7BlJ4qc/i3xGVpxsQhewsUEjckbKdIa054ayqyIZGQgyoadTFm0SSTcmTJvWM3KiyMiQnpE+BT5C55rLKmyM55AFbHzmYfnybun8vvTSZsmn7cAIw2ee2Vj3Nx/vtiRJ6rw/KDzDgInzjEyTkyEL2FDlyHWRS8uX164zE1JJv3asuxAMJkaqyyURX02bgSJlBoUSbrs/+DBtn3WoWnu8LJF9ppmrZ7K9IO5927l2OXt89AUTQtq1oIop+LnWGTruZKT9XmGkgI0sT5Opsv7LnAVcC6810jOyVEqk6RYYiRLiskL/HbPnmUYd2ZAyNmHaYj9NzmHVuqfSBWRnSV/fmNau9LUn9GSkm9elDRnp6hSgCmOW6Q8ul2e6fNL8+cjGn3+Eam2La6y3d8woxY4vQkTpiedpVshIU33blgx2ubhpRM5IGe8UychJBpnyojs07ArYOHWpBukLzk3YTUzOSF0ogdnB52L0+xT4iJ6Rcth4d4QM0/bxbHvxxTbp71et6nFuk4HJCVl+LbbHZLe1aft9aChXt0f7+qjIyInJQTKRnpFUXkoucmnBgs6an1Wylx+f7IRpp5+TLqQPX02b7R+KCzSKyyVbOcd7hvq8g4lHraz9Zg7JUo2HbcoVFyLGpyCSyR5spGdkCDLShdzQhUuq4EJGynRu9/y0YT0jxfdbvbpX+VmfNeOif5k6XZiGaVMUsJGNNaVnJNW+VJOR6nnw8XxVPZPB9WyzIWddn6HSKak8I5nckX2X9yqUjZ/K1hfX2MDAuHLtUNrTKpvTJ2++SEa6RKtMBExlmq3N4pLj09cuMtHDZOszkpGTDDKhp6+mbVPAhq6atqop1wS5zRambTquLgpDWxs9GdnMhlwjYLNOQoZp+9xms3yRIino4xnDwNaz3FPDnVASQ7QBoL/fL98QQ9qhOlFkJIUcVe1XquJKLmt86dKqZ2SSJMo2eFmdHTIyXanduNFeLsuqaZdKife5ReERYEt81XpGup8nJiS2bHyoPIFCQGVs2HqBu6wLn4JIJuRUSB0LqF1LIcK0baKDGEIUsNGNNX9kuOrIoT0jxfYXLuxUfLLxnpGm5BiT82m5Am3GaaLCtKn2JSON+DEpE1bq9qk8I2Xz4No205lM1C+ZZ6EJVDqLSn+w1XF0BWyAqn4uGyPVuIn7dnQ0r8lxHDZMG/AjEEX7RFUMr9lgKtNs14vLmehr35rsMxcyMlQankhGBoI8TDtcbg9bhCpgo2p3oshIU+XHpX8+CeljmLYczZIz0seIZ2SkKLM7O/2r87JDXjZOVeOoXnNM2+8yY9w0b1MatsSckRTeEKWSmkjUgfeE0SlXvFKRFTJSV6yMwSePHE9GAv5FnFwT8POwPZt4I8LHe1z1XH7sZeurmS/UVO9kG9rvMq4+OXhN9mCzhGm76o4uUSFue13fv1DeMabPB/yq5YprfNmybuPP2j3Hfp+brlHzAjb+Ydqy34vjYnIOT0SY9uDguHYOfWWx3jMyfM5I1/6rch6q1pWtPE9zRGF6imyMVGMqyoV8vjShYdoyBwVTiE5AFPm3GwFz2R+ejPRNQ2ayP2WfSScjnbukRSQjA0FGkOkO7+YL07Z/iO47ze4Z6dI/H+MiekbKYUPiUJKR4qHvqkAmSYJ58+SFavjCEq5g61l2aOrGI+02S0ZGUuTMA8Llp01DIwppqG4fKfKZuhJJGzb0G7VRW8Cm+cjIYrGE8857FA89tLryOxMj1YegmDatljVcscIvtQJF2g3bs4mXM67rsFgsKfUMfl/Jw7SbN9WIajxsjSWXcfXJwWtifLqQQzbg51p3TrvKc1vdJ0kSp+iUNJloemy4XqKF94ys/e7atfVh2hSpKFy8/03loelFaKOqaZvMmWrd+4S78pCTkTntXvQlQieajPQ5P8W+l0qJUqe13Qdp6SHYeSJzLlFH05j3gVInU81xV5e780S9Z2RWyMjm8Yz0ddIIFaYNhIlmi2RkINh6RlIZ/qZIW+hum0f9nZA5I3WKi6nHqVs1bXfjInSuuazCRnkKeTvoTgQNKI3OsbGiN0HGDvkkqd9TLM+rPGekvl1Zn6nyl6bNUyiyqxE3fBSKpQqubXR2Vi9JTElGHyI7FJ56aiMuvPDfOP74myt9MCEjN2+2vySqDdOubqCVK/3ISJowbVsykveMdJORurXHLwfZedXM+aFU42FrLLmcD/y82MJERlKlhlC3H5aMtCVO+vv1Iaoq6MaJIgdhGkz2pM+ZKO5dXW5zn0szlz1gSkSF8Yx0zxnp4xlpm49WBVX+Qd0eCElGunpi25CRPv0X+657Fxtdq1hMUlNuMCJPpkOr3p/tJ5MoCkqduRGekRSOGI2A6TqwHX8XWenLmZhEWcrm3sSuDpGKJ5KRgcAOIF6wZCtM2yXhqvo7lJWPRegUF9NxdSEBffJgqD0jmzffViNglzMy3IHsul5VxWsYfLxpgVrFVvTm8SGUWJgiL6+o9myIiw8TNMKjzzT/jwtcx58POdX1ozb/mfpZocLo08AU+oGB8UrxDxOPGRcyslrApvb3Mq8iG0xEzkieDAwVSsralcnrwcHm9YxUnS+2npEuFwU+JK3JHqQs6CZDbZi2+lmu8tx2TF3T5OiqYNv03fWSxuQ9KXNGMnlYS3K0vNwXnwI2Lp6RpmRkea+kDbHNGa8uYCOrpl0fMpsG1R6lIiNlYzcyUtDaLiFzHrt6wNuQkT46nKgr6HQHm3Hq7y+k9ovp+TaekTb7iUonS5JEyUv4ePKLa97nIq6RYLKTUu4A9M5dJjDzjLSvpg2EiXSNZGQgyDwddQe/7YHla2iHCNPWbZ6QirIuDMKcjGysp0P0jJTD5v1D3g66HgTLl5fzM6luN1Uh3Kbg13N7e63Hg0/eP5niQeV5ml7AJgzZ1QiHvmb0jOTPEoqckRPlGcmTN48/vh6AmceMS34iPmckjw0b/IpOTYRnJP/+rjIybe2xdSUnI5vX8FCN5cBA+DBtl2rRDGZh2o0jI3XPcr0k1JGEMrgWENTNnc1ecxWLZmHadJ6ROtsi+56RNgROeiE3BnEMTZ7TKM9Ift3pipwA/vaE7JkMrimlGlXgTNRpdfNgIzt7etLPdHYBIPOMVL3/RIRpFwolZVs+eR5Fm7yZoyV4mMpDW514IgrYmFz8jI+7hWmH4CkiGRkI8pyRujBtuwPLd6GmHa4u7etzRobLC6cLcTf1NHRR5H2MLnaQi6RVM1cibQRs3r+UFntsgXoy0u2wT1OiFyzocGoXKO8v/oBZt66/5u96QknfNlPc+M8lCc2hkzaWlPNY2+7EFbCh8PZ0JRfy+aqCSeEZqVs7v/nN07j22nm2XTQCf9nz3HObAJjJXJdLIvb+Ys7I9na/olOu1UB52BAGSZLUjFGovHZsbWaNjFTtKVtjyYWI8TnbTWRZIz0jde/iKvts16qrZ6RunGz7Hqowgc/ZJbYvkz1M7/QhI13e3XQPmJKRNuNkU01b1Ht8wrRD5owcHc1rxzSsZ2T4MG0fiEXJdGvKpk8mZCTTp2WEkMopyUZ+U+m2OsKKkZEdHUM488x78dJLXcZ9E9vNDhlpNge2+txEVtPWQTb/0TNykkFORsoXl2zzpsHXaymMZ6T6O8ViGEU5lytqN61p3juXzeVz4xnSoyrLsPOMpHuuOB+uBFlatd+lSzc7tQvUK4YbN4qeker9l+4ZKb8FpaiCN1GekVknI33IBeY1q8/9xxewMSt0w2Pz5hGcddb9OPXUO8i8P3jweYYWLeoEYGakupBhzCifMqWWjPRJ4g403jNyZCRfs59cvVrTSAq2rmSfC7EWqKB6L1PyI60dHXxkglmYduNyRuqifFzPTttzgBWRsK1Ur5sH2zlyuawL7xkZvghgkiRO603miSODqQwPFaZN6RlJVQ9A5WWnW4O+FxS688v1orpRZKSYB1h3Ltmc07295c/q5A57tqxdFQ9ge+lIAd1csGiByy+fi0svfRannHK7UZuyddrMOgEPU/vbdvzd9IXwBWxkFxkmMjXEHo5kZCDISAmVkuAysb4GfOPDtMMoymlCzpTkdSEBfQxNNRm5pYdpT0xFuXoy0q2dtPW4erV7Djrxhr21tTaElCJnpIiODjfvEx5pBs9EkpG+Sp1qH1O8k8/FxMKF5VtsfZh29d9sjmQKtmqM2FovlRIsXtzp2FM1+Nv0NWv6AJgZqS6KLzPaRM9I3xv9RueMFL1Ck8RtjaetvVyuiFIpke5tKk+gEFC9lz0Zab83k8RdiTfzjGwkGUkfpg3YXbK7e0ZSkpFhChP4OBuo+iQTA67Pca+YbjZepjLczjPSJ0w7/TmqMaGqByDL75bLFbVr0FcmyJ7J4CrLJoqM1OkONmeWiWcku8SXzb3q7JgIz0g9GVkeExbNtWJFt1GbMvK9mXUCHuZh2nbtTkTOSBNHLFfPyBDzGcnIQJAdpqqF7jKxvgs1TDXtxhewSVNaTJMsu1VldCcLomekHM2SMxJw22Np65EV4nCBeMiLRCHrrw2hxKBKVu2bM6/cL/qLDxOYkDC+z1btY4p38pEFjBw0VXBd8o3y/fP1IJSBJ9aYF5QJOehi7PDVtHn43ug32jNSNj5uoaTpZKTqM1SeQCFA1WfXvam69EmDyVnUyDBt1bNKpcRL9tnMAyMjbQ1Dfc5Iu73iImsaHaatg3saB9ciRbQ5IynCtEOTkVTyUHaWFAolrSzyvRSlqkDNo1FkZF9frU7L1pRMP7Y5p3t60lOvsKgOGSGkmhM2nibyjMozUkdYMfKWRaWY7nkZn9HMOgGPUN6pzVrARiaPTWRqCE/XaeQtRgBQkZF0yrtvGOBkKWCTtilMyK1yyEmYG24V1GRkWO+G3//+WTz00JrKzzvtNAsXXXQE9txzu6DPNYWNgkNZWEM2H6OjBWy77QyrdtLWo081bfGQ7+ysbYutR9mwpHl6qsjITZvcyVOG9DDticsZ6buE1J6RFGHa7m2sXNlj1EaplGDKlBannJG1ZKRflXgZeGJteDiHYrFkdFa6GEnVatq1loovmWibfkUGO8/I+rQKo6MFTJ8+VfJpNdLGUFc4oZkND6oLYVd9Zv36fuy11/bW3zORZRSpIXTgL2zVKYf8njE8nMP22880+iy7oLCFTjbbjqFtRWFTstaHjDSRf4yQcX2O6/o3zxlp5pFuc377VNP22X+mqaLSIDuLisWSlnTwlQlZDtMWowR0urnNmcXCtHVguouNk4PNOU+Voko3F8PDeYyNFbBiRVmXNNVp5Z6RzasT8LCRa8ViUhdJo0Ko3MI6mOiesvk3IyPp5zOSkYFgkzPSxeAJH6ZNW8AmVChmumdk+oYsFhMnUiJJykJm2jR7B2PWL/G5IUOtxsYK+MY37qubp+HhHG666VPBnmuKJEksyUi6Z8vJyDw5GelT3EGUE6KXjU+YtoqMdA2F4xHCC9sEoY0+QC1fKNamj2fk2rV9ANKVq3y+iJkzpxlX3Vb1r7tbvn58wBsTSQKsWtVj9D0fT0CRjAxZAMAUNu8jK94zNlYwJngY0s6hkRE1GUkVlhgCqj7bksaul4br1/fjsMP2tv6ej2cWFUzCtH31vIGBceOLUdezyTVnZEtLvVy39RAxNXZ9xrER4Z6ueqopgWWaHoMiTFtso1isrzBscvEdOkxbRmqWSvox9dVv9GSkKyHdGDJSXEM63duGMDYJ0x4aKl+eyvaJak5s9m0jckYOD+ewdOnmSn9NZZLsYo/iUrYRsJFr+XzR2PZvVs9IVzIyhmlnCLKbALVn5ESEaeu/75L3RyesQinK6WRkuoD3MThdc4pNRJh2f/+YVNAsWeJeVIUShULJmsQJeSi7KJFpN4D5fMl574pt9/XVrj3XishJkijJpM5O//DbtPcNdWtqsjR8lXWVkkWxLn1kAUsHkKZcsTXj6xnZ00PvGSl6+T300Gqj7yWJveeOqpp2SM8SU9goyLLzyC2UVD9+w8M6MrJ580Op3svWe8nVM2zDhn6n75mcGaE8zBn4+VbtC195auNh3WgyUgY+nLi1dRBf+cpdWLiwQ/l5073cqDBt9wJXYT0jTUlem/6rPSNrf29DIPFQe0bSEDGqs0Q3piHJSFf9pFHElHgWUhew0WF4OK/RDeXrdiIcMXS6wehooRKiDZivJZk+T+UdrMJLL3XhD3/YgPXr3c5XBps5sCUubeF7npusadn7mpGR9PMZychAsMsZORGekWl/nxwFbExu4Xxu6lxzpYWswquCKg9P6FxTpnC5aaXyuJXNhwvRbKJEux6Y4qUFq3bHUL1AqB8TndI+NJRTrrvNm/1JprQ5CuVJNdGekb6EpA8ZyeRSumekCRkpfw9eborJ4ikg7r8nn9xg/F3bKvDVMO3a3yeJ3zw0OmckI3D5vFgu+X3S3lnnGdnMXhCqPtsStq5rorXVjUAzI0PCRJ8wmOSM9D2PTXNq5nJF57NJJ+t0e00mBnmd6rrrFuDyy+fi1FPVVWdN97J7RfJ6rz4dXI8o1/Vv4lGcz+uLsvCw6b86Z2Rtn2TvZvIclf0TMkwbSFuzzUdGNipMWzz32F6VDYnpmVUolNDXl/7ZMhmpHjuZPTwR1bR17z0ykhfISPeckaG9Yf/4x7l44IFufPvbD3i1Y6Nr2XyWugaHCVyraZs8N5KRGYLMACgU6MKafFnzMDkjdZ6RYXNGypISA2YEl4+xuXGjW4EPlaAISQyqwhRcwy2o4XJgUXmSyubDltAAzAz/efPasXJlD7761btwyy0vGbctHgAiuewqE1Qh2ml/M0Vav0Kt+UaQkTqF0/diwWdcmNds2v6g8oyUhQf7QmyTV4zTYOvRqwrTBtzkAAOFIWqzjmQXKC6XKiZh2qrPmBp2v/3t07jkkies++YDVZ9tDWTXy1Wx6JgpmG6ls0FdCSxT1JKRYXJGmp43Ph77lBE8Q0PVvcUuZFav7lV+PrRnpGn7vL7sojeELGBjU9nehpQxDdOWk5HunpFMtpRKCb797ftx002LUtuSQWUn6taz76Wozsu92cO0RX1Zp5ubntMdHcNGxPToaF5r18uep9pTKtuWYWQkj9NPvxsPPrgqvWMCdOfe+LjoGWnWpoyoCk1Ad3SUzwPfKD87b0fzz7rYAr72g8k+c/WMDBH9EsnIQAhdTdt3oYYoKqH7zkTljDQhq3wIrU2bqMnIcAaFyigN+UwbuMxDSDLShWAxyQn5s589gTe96Q/405/KXhSmyqIoJ0Sj3zVMW5fvz4eIYUg73JIkTA4SswI24W4ffUl+n7XN+pW2txkJ5+IZWUtG0ntGim2uW2fuUWx7SaQK0waA9nb3Ik7NkDPSJU+tn2dk+jvn80V861sP4Pvffxjz5rVb988VKoLfdq+66l+u3nxmFytOTRvDJEzbV8/r7TUjI31yGVOGafOJ/Jku6up5ycO9yrX9meFyTrlelJmcaT55tXUwDdN29YxUk5Hl9p5/vhW/+tXTOPnk253sK9ezxFWPGBnJ1xVJ5OGyBpIkaZjzg6hT6khu0wu0trayLpBGEI6OFrRtyv5mlzOy+u+HHlqNP/7xeXzhC/8y/j4D0xNl7zM+Xqy7ADbRl9m4822GnnPmUT8y4kd6hvKMdLGxfRzOSiWzfeZKRoYIu49kZCDwN6YMqsOK3SSkCTiTtkzReM/I5g3T9jH6XSs6qsO03Qi5M864G//8p97LTnUYh8xTaYNGKsUi5GSkPcFi4r7+7LOtlTEfHMxZJIaubVucN93hpVMidN4orjlReZjIEoqq3SJMFCdfz0jdmvW9DfbZl6VSgtHRfOr+YHLZNjxR7J+NN4sJSqWkTrbbXA7Yrif2LlOm1B/C69e7XTgBNOEsLtW0+TlzuVRJWze6atqm4UFs7/3rX0ut++cK1X61LR7gqs+4FnoyMUx8ZVkaTDwj/clIszOXkQIuoKymzcso9m/dGIT2jHQ5M9xyyrp6RpqQkTaekebPVs2LiWek7HMiVGtnfLx8BjACfWys4ESmu5KRrnrIo4+u0c5Xo4hvV4jjpbMVTceI2Xtptvr4eEFL2Mgu3131Paaj2+TbZUi7TBcvgE36KNN5QtuY7Fz11bmbyzPS/Sw19T6W7WEzz0h6T9dIRgaC7EBVLV6XQ8aXhElbcC5Kpa7N0GSkicGsgo+gZO7htqD0jHzmmY34wx+ex+c+d6tW0WY3zuJB2jw5I5srTNvWiM/ni8b94efA9DuiAiPuqerP9ZqSTmnXkZEUJJOJLFmxotv7OSJCh2mXSvrq777hSEwW2FxS8Vi1qie1DZOckbIcpEDtunXJS6jD4OC4cs2ajIetscfGQeYZ6er9DjTeM1J2eeCyh308I00MAv67L7zQZtc5D6jOOpsx9tFlXNMZNCLlRBrMCtj4PcN0fNj+dpGNes9Fuxfgz2RmhOvJSNOckY0jI13OKVed0WR8bT0jTaMb1GHa6TkjgfR3ZutKXJOMgOPzyy9bZqfvJEninIvXlaC5996VANR7zCT/p4hGhWgD9e+tW1e2ZKTs0pJHLlfUzpcs4shW9jAZwUhPlygfHWEq2wcm4yQjWkNH3zEy0nd92cjPsTFz3a7RBWxMZYWrZ2SIsPtIRgZAkiRSI0TtGWlvLPhu7jSCgLqAzUR5RpoIF5/bOpfbKEC9mX3CN3K5Iu6+e4Xycyovt5BFc2zgMg8hyUhbpdjGC4rXG8zJSH2VOt1NmolnpEzp9M0NkiSJkSxZtUqdZ8sVoQ34NMVnIj0jAWDBgs5UJYg9g8kA2TIxueihLkLk65Frm5uPvb8sZ6Rr0ZEkSUiUNt8wbVmURhrSSOzR0YJyfdpeAIa4iDB5Lg+bMfbZl67r2uRCh6qogQqNCNMWi7Kp4BOmTRnBw5/JTBfVnSmmert7mLZ9zki3iJRwnpG2F1umZ7h5NW03uab2jCyfAbytYCvzfM4Rl+8mSVIhI1VixYVgaVTxGqCekKHwjGxtNQvTLhRKWqJPTka6pQph75kk9vqs7XyYkZH17+1b40KHJEkqNowvL2IzBzaXA40oYHPrrUvw3e8+iHy+aDyvsvGKYdqTCKOjBakATwvTtoHvDUCjw7RD3dqnKS4mwsnHuOjpoSYj7ceJ7/8NNyxUfk7lIdMsZKTLPFAJRdnBYms4unqHme5l2aUFX33UPXRQvYZZviNXmO77tWv7vJ7j+mwf+z3twPf1FvQlI5cs6UqVf+x21yXfKG/EUpORvgVxbHPz6QrYuBYdoTK8bFJ3yHNGulx26p85NqYmI21zFYVI0aCCuvCKuSDwMXhcL3dCyzIT8HNmWgzEFqZrlXkoubwz5aU5L/fMyMjm84x0c4YI6Rlp1x/TOTMl0NWekfrnqMnIes/I1av7tG2JcPWKBNz0kBUrerSFmAC3MNJGkpHis3T6vK1nZJrcKafJUbcpS0dhu3erZGRVBtnyAibvbXtxwWQiP0ahakYA5fVtFuGTDpuz3cb2dCMj7b5zzjkP4xe/+A8uvvgJ477JPSPTn+sjj1SIZGQAqIS/anHJNm8afA3VMGTkRHhG6jdd6DBt0xxHIijJSP6AePLJDcrPqTz9Qh4UNnAh2KmEomw+bJU4V/LJxzNy48aqIe9awIbdKso+4xvCb7q2fEJhVTCRpz7Gc2gy0nfsV63qTV1bpoVuZODbplZOfAvi2ObmY+8/dWr931yLjlARtDZGn8zgciEb0taNr2ckL+uHhnLBvfoYVHvKpuqsz750jcIwNUxChmrXkpFmXma2MCWi/DwjJ5KMNGvfdT+4rM0QaRxUMOmfKp2QCqZzppoX0zBtV89IFs68eXP1TNqwwbwYG+B3lrgUBLr3XnWEFUOjPCNd09SI86Urxmgql01zRpaLMqrnTOYBrpINKlHA1hs/prbni4nexj/fRKeV6RshzyVe1/M9f0J5Rrr0y5bsZ/v8L3+Z6+UZadLXEOkWIhkZAKoN21xh2iGqaasXcSg37Yn2jHQNu1IJC5NbCRG1XiYDyjaY0ikebqFzTZnCxVCjKBBRfvbEkZHmnpH177puXV/l36qcRWno6VEracVi4kUUmO779na33Ks6hA7TTlNGfPNt+l44bdjQb+DhVhumLYNJNW1q5UQnV02Wo20VeLZOZTkjdZ7DOtCRkTaekfXv7SIj0z1q6cK0AWD58vCh2kmSaHUU0/PHR/dyvZQ1NWZC5n/mx0cl14uejzc9Q0OFaduOH++BUs1f7t++q1Htcma4kFWue8BEloXyjDQl0F1zRqraZ+3xnpG2BZh8zhIXGyUtXyTgtgYa6RlpR0aa9YtdTJro2L296vRHAwOyvIp2e5d9ntdDXcOuTVV8k7Wk0jdCcQC8fpYkfnqzXc5I87FuRM5I1veNGwfrCg+pIJPHMWfkJII9Gdl8BWxcEpHr2gzlfZdORob1jHRR5IBwYdqlEvDww2ukn1MdJM1DRtoLOKoCEbJxt92XrmRkmncvg+zSgg9xDFFNG/DzejNdz67eZzpQkJHPPLMRJ5zwT6knQ9qB7CobGHzJyPb24VSDge05F5KE7x91tUTfMG0bAyxJEs4zst5ycO0Llbeor2ekS2iwiUctJRn5yCPyM4sSaXvB9CzxWetJ4qbIm57RIauW1uoZYTwjVXPQ1zeGE074J97//mvw/vdfg3nz2p2fYVJo0fRCj9/jacUUgUZ4RprmjKy+oIve0kwFbMzzcJqlFlCnn9DvW9UZysaKzxlpm2u+kWTkyEgejz22FoB+LbvoDI0kI/n+latb6ytHm8Cm/7roDplOYUvuNipMm4dJ/mmV3RQitBeoj4Lx0btDkJGlUuKYTsTuS/wa/uUvnzL6jmvOyEhGZgSNISP9bhkaHaY9UWSkyYHp49VjSiSJUHtG+pGRAPD3v8vzRqpunBsVIpeGicoZqZoLWwXQlYw0fY5MTvA37CFyRgLueVEB89s9dotMCZN1nbbf/vjH53HjjYvwjW/cV/e3tAPZ12vXV8b39IwY5f4D3EL8TQpauIIZUK4hWjbeNfzZJCMjXb3f6Twj/QrYuPQjbd2Mj1fJSHGOXMjIZ57ZZNdBB6T1yzRCxfci2MXT1lSOTjQZ6XuxqTJY779/JW68cRHmzFmHOXPWeRm2JmSkKfh+8Eaw6uwxXTshC8SIcCMj3fo3kTkjTdesagzT5Kg6TLveMzLtAliEj567fr1dCpxHH11jRM65nPk+xUJtwc9rWqSE6b6xIWF0cywj9dxzRlb7ZBtlaUsqmexNVR+o84oziOepDxlplzPSbOxcdWPbKEn+bPn3v9cZfUfWNxOuJoSeEcnIAFBtxrSckTbwXQzp1bS3vDBtF8PX9YZAJchceEGRTH3iCbkgUglpm3xZIeGiqDQjGWm7jkwVCNnnOjqqCq6+mra63TTFmOXJcYHpJYSvF6EMZkUf9J9hhOKCBR11f0snI2nCtF23Jp/YWwUqz0hq72rfnJE2Y8+/uyxM2zXcvtFkZD5flD5zZMT+jDJZN66FHoB6/eWll7rMO+eINCLINLTf95Jgwwb7/Lim+yuksW9GRvo9QyVTqdKxALTVtFkBsCRJavaeao2Yrp3h4ZyTTHUhyn0is2x1HZPxZbqA6bnnG6YtjrNqjtLIB7VnZPn3vDeki7eiKx54YKXV501CtAG79CEMbpW9rb8CwJaMNOsXk68m616XSkJmt/pW0wbsdRXbSx0TPV0lT8KRkbX2S2enu/OEzRyYOjGFTs0ClM8f/uz3Keplcu7EnJEZgbqAjXySQySYT0OIMO2J8IxME46hw7Rdv6s6lF1IQbEP69b1S9vRKUDNUFGbCTgbBZfigFPNhS3R6Uo++XhG8uHNroR/Ghm5caN7cRnTPvlW7ZaBIkybrUmZ52aaYu27Nn1lfC5XSiU02bi7ECy8QpIktBdOvmHarvl8pkypFz6u89hoMlJliLhc2KStvfHxovIzJuug/szqM+6bK9LeydQ729cz0uVdTfWnRnlGquSJr56nWqtsP7t6SvPQ53S0k2FMBo6PF2ve3TXvIEOSAM8+a+8t7DL/bp7TrjkjJ84z0jdM29Uzkl0S8d+3JeV8zpLnn28z/mySJBUyMs0UafackbxOkk5Gmuqp5v3XheLL1jhFmLYtyZ32PqK8Nbm4UNlBrhEmaRA9I3kPZFvYzIHpWnC1rW2+R/kMMzKSni+IZGQAqDyk1GTkZAnTbj7PSJNN6qPAu76X6mbB5RZQ9OwsFhNpVW2dkkehJIyNFfA//3Mnfve7Z5y+7+LVQUFiqclI23wqbmSkj2ckb0C7HEhJkqSSka2tdsnWeZgap4VCidw7l4aMLK8vmYwOHaZNQSykESymnpGyuRH7R+m9xBRX1yVhM3b8WSrzjDT1mhBB4bUNmJ8xKm9SF9nOSBPV+Os8I81So9R+ly+ilcsVcfrpd+Pqq1807K0Z0nQm0wrsvrqXy+WOqT4W0tivJSPD5IxU6QCU70UZps30D/Hs9/EaZrjrruVWfdE9V4dGOkOEICNNCV7VvItLWRUp5UpGFgqlOoKkWEysbAf2bBcyvrt7tOLBm4YVK3qwenWv0WddbMRGkpFAVYefiDBt5iggE5WytWR7ycX6LMtba4q09xH7blZNW77WQqRiAurPbdt8rDxs5sDU9nS9vLQ5S1XnZrp3sxsZGaJQXiQjA0DtGUkXpu3iIm/SFwaXg6YZC9i4GEY2SBJ7l2VVwRQG27GX9f+vf51f9zudFylFeNevf/0U/vKXF/CNb9znFHbnljOShkS1+b0K4XNG1rff11edUxdCySSU169yqbnCbVsBOQ0mRJapZ2QuV6wbv3TPSL8wbYoDf82aPu3f2b5PWzsyeSXuV8pQe1/PSJvzhn/3KRKNyJV88jEgeZgSJCrPAxcZmSaLc7micn265BwqFEro6ysbFbfeugR//OPzOO20O0mN17T9tHBhp1E7vpcEfNExU5iu51ChcEBjPCNVc0QZFqa79LIlI5n8NCcjzcM8n3xyvVVfyu3by6oQOWVVMBnfUHnvfHNGpl0uqd6tWCxJC/R1dpp7cKXJ8LT1dNNNi42eM3++eWEonwI2FB7OJmBrqbd3TPtc031jYyfpyDfZnrO1wZhM5NelfZg2fV581WfYHFBD3FsuOZmB2kKGJhgfNxu7RuSMdD0fZfaZCf8Qc0ZmBKrNqJpkl5vJ5vSM1IVp03tGFgqlVAHuEjJmC1vDOU15cr0h43XsOXPq80bq+ulr9LW1DeKnP32i8vOZZ9YX/EiDi0A1ufG9776VOP74m5XKn+rdbZUDk2qaMpiSBbJiSTwBwda6SuGS7WmTROo2SrMIG+N07do+5+fIYJYzUv93fg2Iil6aYu2Sq48HxYGfNqamnpGysRT7Z5uUXweKkB5TmcbL2xbJZCaJm0JJRQyZe0bKx8zloilNv8jl1GHarsosS7rODOdiMcFDD61ObcsUafvpxhsXGbXje0nQ0WF/uWO6Bnzz1Oogjp+M1PPNGanaZ2wvUzjP6/pou8/ZmITwjFy6dLNVX3TP1aHZwrRdSZk0qD0jTcO0zXJGimu0WEyk3lorVvRU/t3ePoTjj78FL74o95r2PUtuuWWJ0edsciK6XDw02jOS6WxpF90mMj1JEqv6AryjgAgKz0g2ljYFbL75zfvwk5/8u64NU5isQ1UffPOAqyB6Rrrqobbr2dQz0jdn5Le/fT8uvHCO9rOutoLsnaNn5CSCLRnpVs0ubM5Il5BJSm8/E5go3rqiHgy+Rr+tcZGmPNn2R/Z5WaiFbp2ZhnGo8KMfPVLT/iOPrLE2jFyMZhNF9De/eRq33roE5577iPTvajKyeTwjxQT5DPwYp6112R40ua00DV80faYKy5d3Oz/H9dlpRj6/Blat6qn5W9qtsm+YrmkeIx3SQuyZ7Ej3jKz/u9g/vpiSLygUV9Mq8CaGtYvXLl3OSLM9pBozl0seE89ICjKSN+qeeGI9+vvHcM89Kyq/u/feFeJXnZE2z0uXbjY6s3wvgmVeUmkwlaOUqRJEyLxZRfh6Rqq+T0li6HNGuule4tmv2nM27bsUYnApLONyTrmHHtI7B5jqjaYFbFTPT5Ojas/IpBKmzc/L8uVVsvmmmxbhzjuX45575AS071ny3HNm+UdtzgoXmy5E4QsdmJdcOhlJvy51F6qyPWefr5aFaVfbkjksMLS3D+G3v30G5577KDZtKpPe1GSkyk4B6COfGERPSFcPTFuZFrqATaFQQmvrIH71q6dx3nmPaUlW18hGVzKSwjYREcnIAFB5SKkOQ7dq2n6LIb2aNq1nZAgy0oT8aYTLsW0OqLQDgIKMLBRKmDu3teYzunZ9PJFeeKENV189r+Z3pVKCH/1ITv6p4KKomHgVssNp+fIe6d/pPCPdFEaTdxgfL0rXMt93l1Bbk3nv6RlFkiQ499xH8P/9f3da7WUbj2jTXEWmYEanzjBLk4P8GhBTD6TtY18DmuL2MU0BZO+X9iyTMG0XkkUF3zBtwJwcNVEWXbyDKVJIAOZ7iO1lcb27nG9p60FXHMnkIlPWp3nzOnDbbUtr/vbcc611n3NF2jgkSTnVSBp896XL5Y4pyRfSM1I8n2Xj6avnqb5PWSWcMmekioxUkcI2hEOplGDlSrnOktYfG7jIKXfPSJPiCHb9Mfl8kiTeYdppdpquQI7MM3L16r7Kv9lFrMqu8yUjOzqGjeSWzT6zCSNlCFXERAUWKs30INXRZDI2tvqcbi/KvOpcSXhTz0heRj366NqX+0FLRuZyReVZRaHTycDO0+nTW15+jhsZSWF3y+AqK0ulUo2jk+gMYdKXNFVMtoejZ+QkgkoRkYe1JE7KgG/140YXsJk4MtL8xss1BIjdMpmCmoxUKWO33loNzUjL5zY46KbsJEmCs866H0lSbwRfeeWLVh62LvNgcpgyBUiVw0/Vhq3AdfWMNNn/KiWDP+jSCBPZHjTJ89ffP4YLLpiDn/zkcfz5zy/gppvMwhkBO0+Z9ev7jT9rAhOZkyZH+b3Fh1UB6WvPl4yiCNNO20usOEtaX2VjKcqdzZvpPCMpjJYNG8zkssk+37DBfm3ShWmbekY2Lkw7n1dfbiVJOiEp++6qVT248cba3GbinvOByTxfc019ruX6dvx0LxejzFR/alTOSNnPAFAksFFk80TrGan+m61ezfoqns+qebDVKW6/fallfxpT4TikZ6R9mLZJiK3531TvljZOqrVTJiPrz0Ze31m5svflZ8s7yrzffNIU3HZb+lqy84y0e/6cOWtx8cVPpH+QEKwwWlrxlNC1BUTI1pL9RUh9zkhdnnL+cwsWdLz8O7u9n+ZFrfPMD11Ne9ddZwBwJz1dPVPT4BOmzV9i6OxLV49j2R42sdl9+ScZIhkZADZh2q6hfKHDtF3CbZrTMzK9Hd/QAdsCH/SekfKXXLeuquykHQSuxSduu21pJdeXKMMGB3O44QZz4sotTDv9O+ymTHXwqslIO4Hr6pViYgyojJtSqXzj39ExhHXr+tHSIi/CAcj3p8qbiseKFT244IJqzhITpVb3TBV8qnbLYFZNW98/fm7WretT/i3tuy4IkSRa9QyZscRDHqYt5oykC8OhCNNuazNbTyb7nPd+v+GGhfjYx25M7SPbs7557nyrabuso7Tv6MjI8t/NSX6GjRsH8eCDq2p+198/VrOPOzuHcfzxNzvlkjSZ51Wreskqr6rgctaargGqCu4yiGetbDyZ3uhToEJm0FLnmlMZXKq8fyqoPSPTLw9NIMv9bdIfG4QocKWCGRlJ7xmpe65pzkhXMjJJqqQC/yj+fFqxouwZqSIjKS4ZTIrY2MyrjU330EOr8d//fV1lb1PkfjVB1TNSL3NN9iWb/+nTW6S5pW0gW7P2YcLlz/NrQ0cG8vuceeLanhdpskJnA1EWOGTI5YqVvKC77Tbj5ee42WH2KTrChmnz6R0APd/hKo9le9jMMzKSkZmAatHIBLDrIePLTKcpBS45I9kilsnpyRymbZsrjZrEUPWfF2RpAtr1oGD5vVRn83nnPWbcVojcZkD1piytarb4DrZFl1w9I03ydeqUjP7+MTzzTDkn0N57z1IqSrK9YHJbKa6defM6Ur/DYHOpQZlzEDDNGWkepi162qUVVfAP06Y/8FXPkIWR8TAJ06YsYEMR0tPWZnZJxM5SnX3BG44XX/wE7rhjGX7608e17VIRQ6Y5I1V72eXiMt0zsqSVvS4XbrIQryQBXnihGqp92WXP4tZbl+ALX7hV277pM2X4+c+f1P7dJS8fD5dLK3PPyHA52Uw8Iyn0PNk5SumVBNAUmAGqskPsM5VnpGmFd9f2ATe9i42TrZlgog/YzrVJIQndc8V3UEXouJOR8vOV5QTN5YoVxwHV+kvP1af9MwDgqac2pn7GZuxNbcR7712BY4+9nixtiQ3YxVLaBZOZZ2SVjPSFOM7FYsl6L8nCtHVjzOsjrLChrY6aTkaq16mrfaQDr3Pusst0r+fYyn7TVHk+1bT51Ec6G971fHQlI0MUJI5kZACoycj6SXZNON6c1bSbMUw7PBlpmyst7QCwJahV/edzU6WRja4CnJEGqoN05coeLFnSJf+jAJd5MFEQ2XimkZEibL2D3clI9zBtoOwt9MwzZUXzda/bWvk52fu43CLahKzaHFo+hXJkMFHubMK0xTD4tHnz9bhuhGcky0UqJgEXYVJNm6pa4vh4geTdTfM8mhjw7e3ltpIkqeQ2FXOIiqDy5rKtpi2uexdlON0zUk9G+hRpE0m+u+9eWfn3vfeW/+1T3CMN1123MKUdP93LxXAwPYtMCfDHHluLY475uzYPlQhx/ORh2v56niykktozUrX+bPeKioyk8oxsbbVLARRCh5LBNTLLRB+nzM1n8lxTz8i0fatbO7LIA0akrFnTW+mf2jPSf/23tQ0aF+wz0Z1M5vL225fiuONuIr9MMAU7E9PISJMzlq3LGTP8aROTi530NgpIkqRmv+jkP08ksmg+W4I4bW/qc1bSe+3zeuvWW08F4O7g1ZyekdX3042tq74s46RMznCKc15EJCMDwI6MbIxLsYgwZKR5KAQF2DjrPBRck+nbwNYjyEegy6Ay/PgDOM0DznUdmngw/f73zxq1FSJMm39vWzLSNkG3KxlpQlrpLi3Wr++veEbuv7+ajHT1jBQxOlowXi82hxZ1tT2aatrV9SVeOlCnW6D+vgny+SJ6e0dT58kkTJtq/qgSnZteEpkQBMyY7OoaqezFtKqNJh47JjDdQ6q97KIMp+kX5TBtdbs+e0M8splHT0fHEJ5/vuwlWSolzsVG0rB+fb82bYGv7uUyH6b6mKlx+ec/z8X996/Ct751v9Hni8VS3TqUefQ71LSog+xSipqMVOkNtnPDxsTUM9J+zZbQ02NOvLucGSFyyqpgso4bH6Zd+7N7mLb63WSekUxe80WKcrmStK8UXvZJUo1kUoGSNPzHPxbjk5/8R0P0GBUGBug8I/kwbV8UCukpL9KQyxWRz5dq9pRujfJrqK9vDEmSkO81nZ2iy2fpCnZWtLQAW2015eXnuO0VqvRoItzz69aGaevG1tXxwaX4YLlv0TMyE7AJ03b1jPQP09YvOhfyUO8Zad1cKkzIH5PX8D2AbY3wRnlG8sZpmgec6zo0IbNMvVjclGL9d3hvLVsl03bNupOR6e+tI//Wr++vVJ3VeUbqyEjb7c48lNJgc2hRV4L1DdNOkqRmzYhrPd0z0k+uhKhYJyKXK6aGaANmYdquuXpEUCU6N70kMjlLmdK7Zk1v5Xdp/fT1jGUwvRRRkbgut9hpxlGhoPeMTCPFbIqVLV1azm/1wANran5vW+HcxuC76CJ1CL6vcZ0k9uQadc5IRqTzeaV1kI2dTGeg8JiQlwArnAAAt4lJREFUeWnTk5Hy9mz1anbGiGe/av0zmW5z3t5xx3Ljz7qET7us55CekSGq2lJ4RrqGaQNyz0jWHl+kq1BIpM+nKkyVlsPdZux1a+z66xfis5/9JwqFklf+WF8wnSStgI0ZSV4em+nT/WkTUZ667Kdcrlgn7/Vh2tW/jY8XMT5edA4NV0Gnw4corsbOipYWYNYsPzLSPkw7bAGbUqlUo5vr3ovqEsH00jNEpGskIwNAXU27/ncTlTMy3TPSvs2J8oxMg0tlTxvYGs/pnpE0ZCTfDgvTVikGrmSkSWimqSHhljNS/x1+blSHja5/NmSaKxljFqatnp/nnmutvOc++2yl/JyugI0tHnhgVfqHYGecUofymMgcXf/EfSXOU5rnWzY8I0upxWsAVTXt2v5R5QSiCvc2bcfEEGAXTixEG0h/X7owbbM9pHpfl1vstLWXRkamE7Xy78rOJ0Y63n9/rcxZvnyz9hkiWH9NjGOxkA4PilyuNt5ugPkaMF1zbK2YylxTgoSCjJRdIlAR+wzqonV2MpftrXoyUpUz0n7tPPSQ2VkLhClWJUNIz8gQZKTNulS9m4lMVEF2UVQolL3aeM/IfD6R6hVURM4LL7Rp/267z2Tzec018/D5z9+KUilBS0vjitXIMDSUQ5IkBmHa5ukDKDwjxee5ejSL5KMu/7y4hmxSdPDP1EHvGUmfM5RdEk+Z0oKttiqHabvqzbay3/TzVGHaOhngYyvw+mEkIycZdPn5RAPZ1RsoPBnpXsBGBtWB9J3vPIDTTrvDiaw0NX7Txsq/OqbdHKoKpjDYhmSoc9xUhX+aceiq7JiEVJoaSCEUab5/qnWgK0RiGvaWJInzXjZ5b9a2bM0wr8gpU4CpU9WKkmx/uhKoLFwyDTZESKmUkHoD+oZp1ycZrw0NTdunWSAjc7miUTizSZg2HRlJ4xlpSrQw41NHUjH52cxkpErGu5ytafuwWJR78DAMDennUPVdWVcLhQTDw8W6Ctq8EW8CG9mik4sUMmr9en0uwJde6sIRR1yLOXPWAjDXx0xTAzDj3PRdGktG1hMH1J6RVGHUbG+JRniaZ6QNXnyx3fizrh5WjfgOkE5MydIBpMFEzlOEaacRdS6XPps3D9d4RuZyJekFOxUZmXZBZ3shLK63P/95Lk455XYkCSaciATKZ/ToaCGVPDc5I9n8U+SMFOW5C7mfzxfr5KJu/kR99emn0wsayZ6pg85OMSnUaQumu/Keke5kpN0cNIaMrDoK6D0j9ZyCDvx7RzJyEqGzc1hbiEE8aCcuTJu+mnZayKOI8fEC/u//nsIVV7yIF1/U39jJwIzBtK6mCSdfo992DqnDtFUHULGYVMY9jXRyzedh4n1ketsaIncRb6Cr1rxuPkznYmys4Kx4mZGR6n6wQho6IhKQ709Xz8hVq3rTP6R4pg4mIcOmMDkwdXmeZOuWr6qcto99PagaQUYWCtVQEJ0iY1LAhqpaJlWYtqk8MTlL2VnDk5Fp7ztRBWxEuEQ5pK29YtHPM9J2bT/4YHcdSbV6dZ9VGzb7UWdoUHhGrlvXp/37rbcuwaOPrsWXvnQHAPM1YHrWMjLSxzNStv4p0vH094fPGam6SDCtXM/A3ldsT+15aT9Aa9eaF4zLumekiw5oUkiCIkzbxzNShRUremsuVQqFRDoGVGerafoMU/Dr4LLLnsX/9//dBaA5iEigrDebpNGyKaw0bZq/Z2Q9GUkTpq27jBLn/vnn7W1uH89IqhzaPFiYdpJUc0a6Xhb6rH0d3MO0az0jdc4PPrYC/11TkjHE3o5kJDHuv1+fS01cmIzssGW0m7OatvntI1BrPC1f3m39PFNPnNBkpK2inPZ5W8VD76FSHiPmrasSIi7KTrFYMiJiTRVMtzBt/T7gyVLVmjZN+qyDj1eYjWekDGmetgxUBWzY98Qk3DLYegu4hI6oQO0ZCQBLllRDQ9PJSN+ckQES7Qoo54xMD9OWKVTiftWt0V/+8j/4yEduMNrjbM/65poyHX/2Od3zmJxbs6av8rs0I5iKQDE9i3UXQ7bnedraKxb1Xsxp8tD2zL399k4AtXO0fr05SWP7TN37U3hGbtyo94xk586mTeXLD3PPSNMw7bLcp/aMpPCYkJHq1Ck8VJezLoZjkiQWZKT9e4yM5I3n1c3Dir7AlQppTg4hdEDA7lK0kWTkSy91Yu3avsrPpZJcdlJ5RqbtI9t9xsbk739fgK9//V4AzUNEAmU5mpYvEjD1jCy/64wZNEkwed3TrYBNqc5u0+dxrl1DS5d2WT/T1DNShhCekbzjFwvTdj2D7MO0TQvYuOnxhUKpJmWJzkb3OR/597YZO+rUe5GMJAYr7KAybMQF7xra6VvNKG3RuawzW89I/sbKJVx0aMhMuKUJg0YXmkgnI2nCtAGgo6NMNKSRTi5kpOmcmZORLjf05mHaSSJfh7r5MCXr/MjI9L1sQvqmkTcymaFLKZGG//xnQ+pnbD0j+ZAlX5jIMJ0clBlGvAIXmoykzpMmA+8ZqRsvmaElyh3d/v31r5/GXXctx5/+9Hxqn6g8I03Jp+r5oN5AbC54z8g047ORYdpJkmjHzXYtpY1dqZQWpk2bwqC3tz6VRnv7kFUbNvtRN7c2xXdUYCSjCmwvjY8XkCSJsRw1medcrlghN0znQe4ZGSZMW0ZGUlQT5qHSu11k9vh4MahnJAA8+6xZSGWjitGEuigLoQMCNGHaIcjIZ57ZVKeDDA/Xr3+q4n5pY2V7TrD2/va3BQCai4gEynaNiWekSZ+rOSNpaBNeRrjuW1Eu2hSVMy1eJj5TB33F5xCekfXVtJPEjZC0D9MO6xlZf6Y0j2ckQH8GRDKSEMViqZJkXSXcxIU5UWHaad93C9O26xPvyeFC5jSLZ6St4GukZySr/ppGHLoo+6YFInwMnjTYhGkD8rHXHZKmldIb5Rmp25aN9IwEgLvuWpH6Gdu9wXue+SKEZyRPRvlU1zRBYwrYmFXTlimh4vjoDBm2j555ZlPqs6hyRlJWO8znS8jni9iwoerRViqlkdk082dyro6M5LVEkC0xmmZ0pJORtJ6RMthW07Z5pm5NUCjhHR16IpXPY9zXN2YsR03WHH9um8oo2djJ1lSRYMnLLsiow7RVereLzB4fLwQnI03PRZf2Xd7Z3TNS/3c3z8j0vtjoIar20t45bRxl+tmCBR11vxscrF+bVJ6RaZcF9jkjy+/MPLiaiYgEQpGRNJ6RvJ3nHqbt7hlpe34C6WtcZ6eEuMDgq2kzz0i+HzawnQNTuelqB4g2++ioun8+jguuZCS1fRLJSEI8++wmaSVAHuKGbNZq2vQ5I+t/xxudIcnItI3qu6lsh0pXMIX/u217MrDbrzQy0kXZNyUNTMfXRaCm7QORMJXtN927m76jDxlpspfNPCP1SpJMGfAhfp56ysQz0k5Obdhgf1urgj8ZWb8uWOGJJElqiCkZbPOPiWhEmHbZMzJdKZX1RVTeVOuYT+dgElrL9qyvYWMeRpMepl0qJVi7tq9uTek8ixsZpp12qUBNRiaJnoxMMwZciFpxftJ0LRE2+0knFyjCtNP6zsuel17qMpajJmetSVE3XX8YdJ6RPntX5lVL7VWjWp9uZGS9Z6Sqv65rp7XVzAvYRZd1IyPdzyadbRHKszONhOP7pPaM1L+zW87IciQIL9vEtZkkCSkZrxtj10rmtrK4URgfr5KRLpFDYlsATQEboNYWcU2V4OMZ6eIIlabT6tqkLE7JwIdpswI2gFukpe0cmKSpKn8uvUCiDPVniloGTIRnJHXkViQjCZEWog2ow7Rtlbfw1bTp2xTBE0UuYcKmBBB10mYZbN49TbGwVTx0/WfkTlo4rotgMfWqMz2EQoToiH20JyPDe0aajE+a4mBy0IkyQ5brygbLlqXnebUN22trswu91MG/gE39vLS2lsMr163rT71Z9k2l0egCNjqIipqMjFK9L78HWdoIHajCtE3PSFMldOHCzrrf6YwwqtBSk3WcdqlAVRSN75OejKSvNC96pNiuExtjSCe3KC4J0uaDH/+FCzuN5ajJuPKeQj7tys5NipyRMqKQ2vBRrU+XuR0bK9QZv9SekR0d+rB+Bpd95RJa70Ms6MbARQccH08fU5sc+ar++YZpy2w8thf5v4k6WT5vX2FcB51Oa7vPWOioSV7GicD4eBG9vTQRXJQFbABgYKDaL9eoMNG21e1LCu/aNJ1Wd+5TrmGGWs/IKp3lQo6zOTAlDU2dDVxlpXgO6vYmk5sul4D8nNnMEfUFYSQjCcHISJvcWxNXTTuEZ6S+T6JCwBtQLm7V5mRkmuLvr+jatNFIMpKRO2mGm4tgoQ7Tdrn9TfeMrH1vmWJCkTPSdR8D/gVsALNDSLzJGxnJexmP3d2jqXLClpAz8dIzhYkMK2luXWR7evPmsvLzzDPpObx8xjbN84wKhUJiWMBGJB6TujVXKsnHnN+DTHnUgSpMmzqMZuHCckgdr6zqCpE00jMyTRbbegqkkSZJYhcSJsJmbU+dWiYiRSPBNZ2Jby5Zin1powMsXbrZWJbYkpE+7cqqo1KEaYtGc6FAS8YA6vXpolePjuaNDUdXw7SzM11uurbvck757AHdGLvo4r45I8t/T/eMTFsbvjYZg+gZTBWizaA7g23tAKZDmqYzajTy+aJx39LWdLWADQ1t0tdX1XPc8rbWe0bq1iBFRfY0OaxbqxQXVTySJKmQji0twKxZ1TDtzk57p4ZmC9OuP1PoPJp58LkoY5j2JEBn5zCef7419XPiBLoeNL7KWaML2AD1m5I3oFzIHFMy0sYLwRU2hic9Gan+PMtNlWaMuowBI+rSbpJMvQFChBjVk5H1N2aUYdouFYCpwrTTIM6DrwdaqZRgyRJ9RT5bOUUZ7mNysOo8wGV7gpHZLPdhWmivK3K5IrnyJkM+X6wQrPrP1Q6Uaq/K9hK/zkxkNhUZaTp+pkroiy+21/1O58lL5c1lsofS9rLtmJrIYt2ZQekZOX16C6644k2YMqV2sxUKJatLUxuvNN3aoQg3kxF5PPixXbOm1/hSx+Qdeb3Lj4wM4xkpGtghCnmpdEIXw7Gvb8w4d5urZ6TJJY7uuTq4ePD7eAfr9o+LHmoyZ2kylB+DUDkjTTEykhN+piUjKc+s0dEC+vvHmi5XJEOhUJJ6n8pg6hlJlTOSt0XcwrTrPSP1ZKR8HdnYLGnyXec0USolpBWY+/vHa/Y177FqEu0jwj5MOzQZKZ6DYXJG8s+xOb9FOeWLSEYS4f77Vxp9TlTgXEmG8NW03T0jVV8V+8wbSC4hbaaVgNO8yhrh6VD7WXNDxAS6XDYsp0aaseoyBqYGrmlujRA5I8X3tvWMNF1j4XNG+gt+8TkU4bC3375c+3dbw52KiAJMw7TVYy9bF2yeGRmpE5M+hjm1AaLC+HjBSN6I46SSF7J9wJMf5ZAzuz3rCkoCBwAWLy4T7/yct7XJwyfLeb5obo5N3iPN+8NUjjGY7NtGeUa2tLRghx2mSf9mc3lh80zdvqYI004763jZs3HjgAVpmH6G8mvFVM+TjZ3sHSg8GEUDm7p4jewZDC6Go8zwdSW0VDD17nJZmy66frgw7TCekWn7h8Iz0nftM1JItAmpK8m3t6vJSFs7YHQ037T5IoHynNB5RtKSkbV6kWuYdu3a0OkKFJ6RabIijc+gzIPOX9CI+fI3b7Zfk83mGSnaALqz3cehij9fbWwWl7ycOkQykggm+SIBGRnpNqG+xRHSDJxGe0aOjITLGZlm2DeejNR/1kYhKxZLWgHCyLc0Y9SNjDQ75H0qdvq2LfbRlow0XWPNUMAmDaIiQHGYPP74Ou3f2d4zvX2lJOFMZJhtAZt8vohcroAXXmgjeb4KjSIjTdeVuHZUMkpGJou/Y3k3VTCVK2kwNbJNE4yvWdNb9ztVDkxKpdtEQeTDlWSwJXhNZJLunGpEnmYAWLu2z/iztsaGatwp5tbU8AXKIbqmRIdJ32rJSLN9Yl5N25+MFNsNQ0aqckbar0tZ7mBqz0jqYoE8XPLDN5NnpElf0sO0TTwjGxOmLcpOal1AR0ba7rWRkbxxTsaJQKmUkOeMnD6dhjYZGKjq366Fm8S1opO/FKR22nmRxmdQrmW+eA0D0396euw9I23nwPSy21UuiHOpczry0af4ObHzjKSVS5GMJECxWML9968CkG6AisLePUy7+Twj09oUNyWfM4PPW2D6LNOxS/NQoTCMbMiotJAbG4Usre/9/WMoFOrd+W3bkYEZuGlLxcRASZLESRFNa1tU4mVEx0STkSZ7mcYzsnZ8KTzQVq3q0f7d9jaWsuKeWTXt9AI2PMGTJMBTT20yVtpdvSMbRUaazo+pZ6Qs/6S4zmSFYHSfd4Wpkc3WnIscU4W4UxIoJmtIppjzsPGMLJUSI5mt26tp5zlV6O3SpZuNP2t7xlHn/att28zwBYC+vlGLlAMmYdq1a8FkXGTJ/WXv4EJsqZ7F0OyekTIZoDIcXdeO6cWha/u2+n4oz8iJqqZd6xnptjbowrTD5ozUhbDa6uBjY8Wm9owEzIvrpNcWYDkjzT0jdRecYsRI2udFlO262j7rzgkKz0j2XBXSLrdpyUj1OnZZk7YXLNSRN+nt0F7iMPDrwsZe8bF5ZYhkJAGee67VePFThWmHrqbt5hlpd1jzwthW4RwdzRv3sREFbGwM6HXr+rV/t1HI0oTQ0FDOSGiEDNM2MWxd13PaOhbJx74+Wc5I9fow3Z9sjEN4FJf70Zxh2mkezba3sUlC866Aac5IHRkpf7e77tKHpvNwvehoFBlpKndFRUj1XjIvIXEPLl6sJyMpk+GbGNk+yqJKIW40Gcn0D9Xr2iiOpkSD7qa+EReAALB6db23qgq286w6Wyn6nhZOzT97ZKRgYfjYFbARn6VCI8O0672waRPlA+oz30UPkckA1Ty4yhrTM9F1bdr2K5xnpEuYtn817VrPSHl7ochIkYAKTUbqC9jY22HNWkmbwbR/abo+tWckf8HgHqZdO196MpJmHel0m0Z6RrJLIH7/sH+76JC2c2B61lFdUuhku49Owq+LSEZmHPfeuwKA2a0GVZh26AI2gEvOSPPbR6CWzLI13mw2QpoApLi5MO1PsVjChg1pZKT5WKQJodHRghHp5DIGpmSkiYBzNTh01ZCTJKl7dz40gkF3Y2h6ePp5RqaPj1hh0QX5fO1zmLeUS9EdhrT156J8qEJfbWHmGakL05a/2333maXkKLfhRko1moxMexdzz8h6Q0fcg8uXdyufUyolpEqOXT5M+zNPdQk5UWSkCjbyw1Sxtc23yoOKYFq/Xn+W8rAnI1Wekf76Qlob/LPLnqp0IWGioWayVmVrQvY7igI24juE8Yx0ywsog2zvqclIt3VvfmnktjZtx9jnAl/3LFk0QhrMCtg0bzVtdoHE3lkcHyqPNgbdWWFLaoyNFVJThEw0TMO003Qu6gI2vJ7jsm9lnpG6u1cqnVJ3dqfpblRRL4A+GsQl97y9Z2TzkJE+8tiVjKSWS5GMJADLF2niFUXlGakjYcy+31yekbbGiU2+O92mScu5aApTIdvWNpQq9HQeJ/Wf1Y9bPl80CtFzEZim72xGRroJNt02GB0t1B0YsrHQKcemB7hPTkeT8aFQJEKEaacZV2zv2cgTVgHeFyZecfowbfm6YJ59Ju/kSro0iow0lX2mZKRMQRQVQ51n+NBQjrQyp4mR7RNyKLvcMH2uKWjISPO93oiciFSekZs26fOP+jxTNYcUYdpp5634bNU6s20XqN+PlGRkkWBaRd02BBlJSTTLvHBU7bjuLdPvue4rW08iHxmh89AKUcQQsPWMdCUjaWQaVSovFVRznSSJk4xs5pyRQHoKE4Y0xyCmy1GRkbwN65ovX2bbqta6ah3Z6ls+9hKlF63Ow9e2YB/gklM6bM5Im3Z89Ck+isWGC6GKYGOIZKQnOjuH8fzzrcafF43TiSpgE4aMtC1gUxUYtka7jfeMTnhSGUWm/Vm3ri/1MzZ9Svtskpjlz3DJQWpaaMKEFHL3jFS3LeufbJ50zzYNbfDx5kobn0KhRLJOQ4RppxklLqEhslBfF4TyjLSRja6GdKPISFOYkpEyZVPch7oCNlTFaxhMjFsbw1r0/lApvVQ5EQGanJE264lC1qTJc6pz18aL2tbYUF0wUZC1tmSkKVnk4hnpmsZFTkb63ySUSrVnIuVeSmvTxXC0IyPd9RyzQkNuY5VWVEyEDyFv4hlpAzPPSPOoLdW7pbVBlRtORUZSeR6q9L5CoeRETKWlCJloUBU6pQ7T5m1/l/2kIiNVso3Kk001TsViKXX/UhLXTOfh1x3bIy7FOdl5ZrqOzfM427Wrgk7OTUQ1bYqiqjwiGemJ++9faWmc1k6gu2dk+aHXXjsPb37zH7Bypb6QhIh0pTF8ARve8LQ1TmzIH50y23gyMj2szEapMVHUTbxHXIwIUzLLZH+4zoOejKzvnzhPhUJJK+RND3AfMjJt31ARU+J7sgPb55BMI7HdwrRpPCPZuOrezyVnpA1c8/Q0moxMWwOmedxkZKTo1aVLoE8ZxgOYkcE2BIQ4Tiqll9Kby2R/pl042awnCs+/RnlG2iSqt32mai1S9D3tvHVdPybnuEiemew52X4PRUaKzwvhGenq/SYDGz+eLKLOGQmYGdg2UTU8Nm40T3cA+HpG6sjIMJ6RptW0dd6BtvYNDxsiUcy3S60LqNaRC6FR9oxs7pyRpkjLf87Wpk0BG9OwaaowbUAuL5MkIZOjqgtYEy7DJx/4ihXdeMtb/ohf/eopAPoLWBdexXYOTINTqTwjdWerj07Cy1wbpyTqc7mpycjzzz8fLS0tNf+9/vWvr/x9bGwMZ5xxBnbZZRdsu+22OP7449HR0dHQPrIQbdPDhhf4pZK7gGAL/G9/W4DFi7vwve89aPxdkxvWEGHaooLGk0W2N7pUnpFUuatMhd/atX0A9OvFxhg0EUKrV6cT1S6h6jZ5OdIEsivxo1vLMiNLnKe055ruTz/PSP3fqdzhQ3hGphmfLrexmzfTKLcmMkxPRqpvNE3lvcsNLUDvDeELU89ImWej+DvdunPJ9aODyd6pylv7wVaRzc0Wpm1HRmYnTNvGk9b2vVSh7RRkbdqcuuolJsaEOGYmIW2y+ZKNJ0XKG6B234YJ06bL6SiTZyp9x2fd68ISfdtvbbW7AMyaZ2R6mHZS+b9Kb0gLy/Ql4tlZL+qkVIVHGFRnosvaGR8voqenucO0TZE2zmzdTptGQ5vwZ7JrmLZsL8l+R1kETE1GputaPjbHgw+uxqJFnfj2tx/AH//4nFQesj3kQuDb2qCUeZx9n0eVw9fm/B4Z2cLCtN/0pjehra2t8t8TTzxR+dtZZ52FO++8E//4xz8wZ84ctLa24hOf+ETD+lYslnD//asAmJN3vFDwOWTYwchCGm0SuZssuBBh2vyGGRsr1AjgkJ6RzRimrRtfG6PJpP8rV5YrjuqIDRcjwuaWK01Yuh6WunGUGariIUVVaMG36IaOVKVyhw9DRqaFadsfkjbeTjqYhWm7eUaaykebXH08mi1MW5xnldyR5bYTCcbx8YJyvVOHaZuQwT7km0p+0HpGpqVUSVKJikaHaesuF6nyNAN2stGWQFGtHQqyNm1O3XMop4+rGCpnE6bNd1tewCa1KSPwfXIpapIG1Rp3mVvZ+KkMUB8Sb+PGgdTPuLZvG43gY2BT6+MUYdps3HTPT1vbun7Y2FOizkmtC6hkpovMGR8vkOlrE400e5zNi41npOnzaMO069uiJLRVdoPJWeyj3/HvcMYZ92D+/HbJp8pz47JnbG2VYjExOm+pyEgTxwkXiA5ypqAuYDONtLUAmDZtGvbYY4+63/f39+PKK6/E9ddfjyOOOAIAcPXVV+MNb3gDnn76abzzne8M3rfnnmu1FsS8ku5DMrDDlZGRNh4lVKE09e2a50ESiSzb8BKmALa0pB/0jSAjTefSLEyb1jOSeWPqYOItK37eJknw2FgB22wzQ/l3n3lIkgQtEktFdmiKh3I6GRneMxIoH1jTp0+V/q2ZPSNDhJhT5ZUJlTPSBq5eA81GRopGumq/ymSCuM6SpKyU7rjjVqmf9YVJez7Kouq7jfSMHB7Op5IoNv2hCdMOk2xdBPVZyUMl0ynGJ0nU51axWHLW0dLWSqlUf25TekZS6Za8PtvsYdqySvWqc8WHyN6wIZ2MdN1bNnmay9Xd3edZ7xlpX/DOxEMp7TNs3HR72ydM2wbiHDJdgCono2r8t/Qw7TRyhY3bjBk0Plz8PDC5YLfuEynJKDu3KIkj1SWdmWekuy3Dv0OSyCOoVBXpTeCic3d3j2DXXbfRfsZHLvD8hk7++BWwcfOMpD6Xm56MXLFiBV75yldi1qxZOOyww3DxxRdj9uzZmDt3LvL5PI488sjKZ1//+tdj9uzZeOqpp7Rk5Pj4OMbHq8rOwED5kM/n88jnzRfkXXctAwBMm9aSWmFrbKycHHh8vPqMvr6qN8NWW5kJuFyu9HLFwgTj47lK/q3h4XHjvvMEy6xZLTUKcbGYIJdL0NICq7EAqgc5Px7lXBXlBT46mqu0uXlz7U1sqVTSPo/9jf2/v78siKZOVY/9+HgJpRKQzxeUbQ8PV8kC0zngweZ1bMxs/BkxOGNGC6ZOre13Pp+gUEhSx4LH8HA1X9GsWbX9Z33btKm8vqdNa8G0abXPZPMNALlcTmoclftWO/6jo1UDWFxDDKVSgvHxctsjI+PYfvvpmvcYU76HDKztlhZgdHRcSuT19JT3RvmdExQK5csAfmwHB+Xzz+aiUCgazQUz6GbObMGUKWY3p7XjM4att5aTtWytp40N67+4jkdHy/Mk7oOBgfK7T59evy7SYConmCu/yTPYfu3vH7WWPTJU5VF90nG2N4pF9fwyRY/JM36vqNZ89bvlMW9t7avbOyZg60kn33xQKCTI56uKh2rdsvcoFGrXzsgI619ZOWfn0shI/RnKLp5mzGipjN/ixe14xzteVfc8fs/6vDfr98BA+loSc0GJ+0c27+x3pVIilZvMI5aNjwvYHKXtsY6OKkkhrks2L7zekQY2t4D8TGRjK/sM67PuDOPP3LR9xLfPP4fJzjKxPayUnTyYwi47e3mw9xsaGpO+g2k7Mogyf8aMehWcN4qmTWupKVao2qfVNZpo57m/f6zO4B0YkL8nD5brfNo0vCw3gVKpVnbm8/kKSeVypvC6YmfnIPL5nQFUdRwKWZjPl1AoqOU+q4hsco6z84rN19SpQEtLC/L5crEZWfvsTLLRE2RniQrM8FXtK3EvsXfo6RkhsR90YO/B2wH1n6mus7RCIUy2lUoJOjoG8JnP/BN77LEt/va34ySfLfd5yhRg5sxyu/x6Gx8v6+8y2WS6t9jYi3OrunQQwUheUedkZ4nJmOjA3qNQkMvmoSFzW4jpT/l8oZK7z2ZNNwKsj0DtvKs+p1uXQK0+6GIrMrB1m8tV55mXr+brvoSRkfKa43WrgYHhuvfo76/nGpgDiu3+VZ2LOjuFjfHwcPpZo0J1H7TUpFOYObM6HzNmtLxsu5nZbTwYmZp2dvFyY/nyTuy4Y70ey4PJS1OdtsrxlL/T0oLK3KreiRGDNnuQyf5Coaobjo9X21etcfa98XH5fvnFL57CddctxAMPnIjddtvGeB6amow89NBDcc011+CAAw5AW1sbLrjgAvzXf/0XFi1ahPb2dsyYMQM77rhjzXd23313tLfL3HeruPjii3HBBRfU/f7RRx/F1ltvbdy/m29eDgD46ldfhQ98YBftZ08/fQlaW8cxY0Yb7rnnHgDA+vXlzbv99lPx17++xeiZV1+9Cbff3oUDDpiKm2++s8Jkv+pVUyvtpmF8vGpMXHPNmzFrVpXIefHFAVxwwWrMnj3LuD2G9es3AgA+//k9cdxxuwEoH4DHHz8fANDaOg/33LMIALB8ee1N7H77zTR63oMPlnNjzp1bzg36vvfthK9/fbb0sz/+8UosWDCE3XYbUra9Zk15DnbaaRquvvrNqc8Xcc45K7BkyTB22KE3tf9JkmDNmnL+xt/+9vXYc8+ZNX//5z878Le/tWH//acbj/0LL5QN0de8Ziv86lcH1Pzt3HNXYuHCIfT2lgvYHHPMK/ClL+1V85mVK0dw9tnLsfPO03HvvfemPo+Nf19fNafd9dcfKBWAvb15nHLKYrS0AHPnztEeegsWlPu4996zcOmlr1d+jmHNmlGcddYy7LjjNDz44P3Szzz9dCcA4LDDdsCee87EzTd34LWvnVIztqo9eNddXbjiik3Yb78ZRnPBSM1LL309dt99Zsqny9i4cQxf+9pSbLvtVDz22EPKz82bVx6bffaZhd/8Jn1srrqqdh1/4QsLMThYRKm0FvfcU5WNGzaUx+e733013v72HYz6zLB8+TC++90V2GUX/Vpta+sCAHz72/vgne/cUdvmz362Bk8/3Y9ddlHvVxusWtUKAPjwh3fFKafUrvvTTluMrq48Zs1qUz5r9ep1AKryrLc3j9NPX4IDD9wO55zzGu2zzzhjCTZtGkd//2o8+GB5nNneMcGiReW+f+hDr8Cpp+6V8ml7PPpoD3772/WVn6+88k3Ydtt6deBLX1qM7u48pk3bWDNOzz5bTv3wpjdtiwsv3A/XXLMJt93Whdmzi3Xj2d1dXr+//OUB+MEPVmBwsIjnn38GmzcvqHveM8+Ux+rd794RZ521j/P7ffazCzA2VsLmzS/hnntWaT+7YcMmAMDnP/9KAPX7Z2iogK9+dQn2229rnHfevgCAdetGceaZy7DddlOlcvPZZ8ty/i1v2Q7nn7+v0zuwOdp//620+2H16rKhITvDfve79Xj44R7ss0/9vKiwbFn5bN599xm4/PI31v2dyRPZM++/fzP++MeNeN3r1Od5f3+VzFCdHTLw8zI4WMAXvlDWJR544AEjwnfz5vKaPeec1+D//b/tlZ875ZRF6O0tYGxsdY28ZBgYKF+k/uQn+2H//fVeESI2bBjD17++FNttNxUPPfSA9DODg9Xx+da39sHPf7628rPqfHnhhQFceOFq7L23Xm/r7CwbXDNmtGC77aahuzuPXG4N7rlHn2t9xYqybveJT+yOfD7Bv/7Vide9bkrdsxgZeeaZs/Ge9+ykbVOGT35yPgqFBOvWvYh77lkMAHjxxfIZcthhO+Db3361dZs8rr++DTff3IH9958mHSdGWv32t6/HHnvoz/FLLlmDp57qr5DTn/nMHthllxm49NL1eN3r5PPAjD0bPeEb31iK9evHMDKyDvfco87/zXss/vnPb8L226vNO7aXfvnLtXj88T7stJP5mTs6WvXCufbatyhJHhEnnbQI/f0FjI2twj33tEo/s2xZeZ19/OO748QT99S2d9VVm3DHHV3Yd98WHHnkX7BoUXlffupT0+vIhOeeK0ck7bvv1vjFL/YHUC4U89nPLgQArFkzF21t89DdXd4f06a14MYbDwJQtYnS9hYjsv/4xzdi553VF+8q/O1vrfjnPzvrdNRlyza8/F574DOfqY8SNAV7jz33lOtsa9eWdeEddpiGa6/V20LM7tlll350d5fPC5M900icffYyrFxZfqeDD94OP/6x/Bz+2teWYOPGccyc2a6d36GhclszZrTU6Qg2qM4zKs9btqysg3zkI7vhpJNeqf3+lVduwp13duGAA1rw5JN9AIDzztsXP/xhuX7FqlUvoKurVreymVsV2Lk4Oroa99zTVvf3+fPVNhxbLzvv3Oes2y9ZUh6jj350V3zkI7vihz9ciUIhwe9///oKgXv66bPxi1+sxezZZnYbj/Xr215uY28cfvjO2s+ecMICjI6WMH/+s1I9lsfatetf/s4eOP743VP78ac/bcB993UDKNsub33rdjj33FXYc0/1Ow0OlvfgT3/6Ouy7rxmHxfiBXXetyv6VK8u65C67TMeVV75J+71XvEJ+Zlx+efm8+sMf7sA73rEDRkbScx0DQEtiG585gejr68M+++yDX/3qV9hqq61wyimn1Hg4AsA73vEOHH744bjkkkuU7cg8I/fee2+0tbVhl130pCJDV9cwXvWq3yJJzG4H2c3A2Wcfip/+9AMAymHe7373NcbeYED1Zne//XbCLbd8Egcf/BcAwKxZUzEw8D2jNgYHx7HLLr98+Xtyz8gpU4CxsR8YtcfwxS/ejhtvXFxzs8DfItxxx2dwzDHlA+Ghh9bgQx+6ofLdrbaaiv5+df/z+TwefPBBHHXUUZg+fTp+/OPH8LOf/Ud728AY/I9+9HW45ZZPST/z/POteNe77OZA9oxPfer1uO46fb7Szs7ymgHka4Z5473iFVuhtfUso+ffeedyHH/8LdKbP9Y35uotu3XjPTW6u8/GdtvJPUzE8V++vBtvfvPlANQ3KPzcv/jil/GmN+2mfI/77luFj370Ju0NpqrfXV3fxg471CtB//u/j+N///dxTJ/egiQpe+3sscc2WL/+zMpnXnihDe9859V18888fLbddjp6er6j7UuxWMJWW/0MgJ2nAP8OGzacid13lxu2t9++DJ/61D9Tx2arrabgqqvejFNPXVTjvcT+/etfH4kzznhH5fdvetOfsGJFj7eHT1/f2UrPpLe+9QosXNhp9Ax2I3jYYa/EnDknW/VHhu9//2H86lfPaD0jzzvvv/DDH/6X9PsnnHAr/vnPpXXyDEi/TWbtf/nLB+O3vz2qZu+Y4JvfvB9/+MNcb28IFUTPSNW6Ze9xwQXvxTnnvKfy+2uvnY/TTru7In+Z7Jo9ezusXPn1yueSJME221yCQqGEWbNaKt5sZ531DlxyyZF1zzvvvDm4+OInnTyreLA1f9llR+N//uet2s8ef/wtuPPO5dh66ym4/voD6/YPew+gOu/8+l+37uvYc8/taj5/1VXz8JWv3OPl4cnmKO1sf+SRNTjmmBukZxjbUwcdtBuee+7LRs994on1OOKIvyvPRH5sVHJz662noa/vu9L2N20axGte8zsAZtEIMrnGny233vopHHvs61LbOfjgP+OllzanyiLVmmeYPfu3aG8fdvIEMpH5bW1D2GefSwGUPR3Y59nPOs/INL1twYJOvO1tVwCo6gXnnvsenHvue7X9/upX78GVV86riTJ4zWt2wLJlZ1Q+k8/n8ba3/QFLlgw7nSlAdW39+c8fwsknHwyg7Gnxwx8+6u0tXe5jWU7tuec2WLfuzLq/b7vtz5DLlYzmlvdgAVDpm27Pbr31zyqy0FRPYHrcF7/4ZlxxxUc1nytgu+1+DkDvGcnvJfYOhxyyO55++ktG/entHcXuu/9a+xwZ2L666KL34zvfeZf0M/w6S5trZgtNndpSEzb+2GNfwLvetXfNZ2V6Mi9DHnnk83jPe2ZjzZo+HHDAHwBUZZPJ3kqSBDNnXgzAbkzENsbGEuyzz3ZYsaJ6hp5yyh247rpF3uufjyYaGzunro9z57bhsMPqdWEZ2Jr8xCcOwK23liMEXd87FFgfAb1XGluX3/jG2/B///dBZXs77/x/GBrK4Y9/fAN++MMVdTqCKZgMetWrtsXq1d8AAJx11gP4/e+fN9L32Lrff/+dMTiYQ1vbUM05ccstx+OjH611THHhGkSknYt33bUCn/jEP7S2qM4WT8PXv34fLr/8hcpc8joZk2uf//wCDA2VMG1aC0ZGzrFq/4gj/oYnnthgdHaxsTA5O233r+gZOWUKKlFoo6PnSM+lPff8Nbq7R508I487bn/cfPMnAZjxIWlz+drXXoaNGwdwwglvxLXXHofu7m7sueee6O/vx/bbqy+Bm9ozUsSOO+6I/fffHytXrsRRRx2FXC6Hvr6+Gu/Ijo4OaY5JHjNnzsTMmfXkxfTp042NxUceWV9xEy4faGac7vh4qfIM5qFYdhG3E2z5fAm9vbVJvk37PnVqVYNS9b1UgnF7DGw88vlaQ5ehUEgqbQ4P1+YbyOcTo+exOWK3s+VQWv3Yj42px6ZUYiSD/RzwGB1NH//W1qo3qG7N5PMl47FnQqtUUvefzUuhoM9fUSymzzkb/5ERvhBT+riNjurfiSkNuvdQf7dF2jbL5cSvxdHRQs1nCy8vQ9X8m8zF6Cif38pcFvBQvQNgLydGR0vSzxWLtc9guWVYCJIrCgV131n4gM0z+vvz1rJHjpaX+6de97o1z9aNXJ6ZvUtn50ilfZvzZWyMyTe6XFT65+nnRxwnJnfKYWXV7w0P1+6vkZF8pf/M8AOA1av7Uves7AyxhdgfGZghy56n2j9l1Pdp8+YxzJ5de5PO2hLHxwXFov5sHBio5hRT9dvkfGKwORNVn+HPelX75X6Zr23VvKjWkqxPgLksUq0dlp6kbPy5z61K5+EJLp6INHlmqVTOs64iBXi9i+kFJnuEjR2/lnldtvp8uzFWoa8vV2mbjTfFXmLI5eTnOmvfZW55eSVb/0mSCLLQrv2urjHtPI2Nlbh/69sX91J/f87izOUrndu/x8CA+nxnY2ii1zOI+SsHB+vXc0tL2bBW6ZdMN0oStWzS7S3+jHbVAdnlm7ivqroAzfovpwtL6hwPmNyxsYX6+/3WQqNgIjvSbBTmAT19ekuKjmAG/kxma9hG38vnqwVs+HNiaKh+/bN95WvnAsDIiFyXYM/Q2XBDQ+66PbOD6vdB9d8snLlQSLTnoAxsLG3OrvXrB1Pfh9m2LvuX/3ySlHWnmTPrn8fWpsu5xfMjU6ZMrTwrbZ2odEpWpIitQ9P5bvpq2jyGhoawatUq7LnnnnjrW9+K6dOn4+GHH678fdmyZVi/fj0OO+yw4H25554VAOwr/PEh0j5FCorFpCbpdDl/h1kSU9MkpbZJUdOraVfbE6tq2VbXtCkYonsPqmT6JgmCTQrJAHbkA+s/xYWkTUJa20ITaUnyfYqFqNa9rHKbmEA+7Z1NErX7Fq8B9IVyqKppi+9uU/RKB90YulTxY3kmfWHi868vYOOfoNm10uTICH3RBh+ISpRKbor7WCUnNm4clP6euoCNrLiECN+CJLJ3oa2mrf87W2O6M8DmnKOoFq3bV5QFbADzc9X2uSr9jGJ8APVa9y2cpTuzxMKBgJmskY2dTE8JWcCGMoZL1vdSyaw6qglk7fheKvX16c8Sn3WpKkohf47f+tTpS65n7hTOkpUVVKGopq1rh+LCkMlvsa0QxexkcsBF7tgUsZxImMgO3dor54ZmZCQNbcKvNdcq8izXJA/ZXqYsYKMqVMN0fZ0e4rOWTWwJ/tm269lljFpb5XosD0pnAtU7+ehU/Hdtzj/ZfimVkop8t53rpiYjzz77bMyZMwdr167Ff/7zH3z84x/H1KlTccIJJ2CHHXbAl770JXzrW9/Co48+irlz5+KUU07BYYcdFryS9ubNI7j11iUA7BUk/iD3IRlKpaSuAp7sgJHB1FCyJVnSKtbx7y4SIbbZAmz6plOeqAwjkzFllbTTiEMbgUBp2NkIY1siK40UYILNhVRVjYGscpt4MKTNW6mUfpBQkJE6WUBVTZvfn8ViiUzJ1ffdhYyk6ZfJPtJV/aWopt3X56asN7KatsmeKxZrx0K150RZK7sQANTVW6kIcgYTBdZXWWxrC01G6texCeFtY+RTnCm6PlOTkZs2pRsELs9VrR2q/qvWuu/a0fWP7Ud+z5vIGnMy0qCDBuDlBoUcFiHvO53RKFv/viQ274Umg8+6tLk09F3/On3Jpe2Wlqr3ESAn+dN0gWo1bbOq2yIoCQeWe5KBkkhi6OioP39dxt6GxG526M5IfmxYoTtf8GvGRTaUycj6OZNd5rs4BaigOi9M1qnPWrb9rq1d5qJzq/RYHlSXl4B8jSZJ4iWTeZ3dl3sYGBivcGK2a66pyciNGzfihBNOwAEHHIBPf/rT2GWXXfD0009j1113BQD8+te/xrHHHovjjz8e733ve7HHHnvg1ltvDd6vK654wVlB4ieQkQwuBEypVKrbCDKjSAbTA4RVrzJF2u0j/+6ikZokegPmoouewGmnLa4QenaekWEJh3I7JmRkH4B0AtvGu4DSsLO55WQKn+naTVtLPvOgEnoyIkQ0ONLJyPTnU5CRuvGh8ozklR+KPjPovNlclA+ZguUCk4NVR/RSeEa6evo1kow0galnpGiUqQiX3l45SakiL11hsneYsujqXS4z7EJ4c6nAqpnqnmXjzeTr+QTo5SY1GdnePmT0OXsyUr7/qYgHtWekn9zRfV92YW1iNMjGTkbeUXlG8roIJbHPIOsnpdEo24u++ypNP/PZVzb6l+846WSyix4ojrXszGFrVSXj2TuljaFqDimJbPGsDaELyDy6XOQOpR450dCtPV4G+eSy5sGvGVcyUgaZ4wc7y0JG0JmcI35kpJ1npK0u6bLPTC6CQ3tGFgolLz2T50dszm9ZX/gxt53rps4ZeeONN2r/PmvWLPz+97/H73//+wb1qDzxv//9cwCqCcBtQOUZWSwm6OqqNYLWrx/AgQemV1szJZ16e8cwW16oWgrT20dArhQXCiVMnz617vdAuYhHV1ce55zzMP7xj89YekaGDxkzUaLWru03asvGS5TSa8CGOLEV9Glr3WceVIeIyQ05O1h1e7lYLGHqVPW9DYXnou4gZO37Ehv8QUMZDqtqq5yQ3V75oNqTJmSk7mKGYm/ZXugwUN5kU0BUqFRjIyozqrVhs2d9YKJg+pIEsttxCiKbwTRMWwcbY4dP/eEjc1Ryk5qM3LzZrFqj7TzLlGk+758vVHqYr9zRja8rGSnrk8xwoQpz5uVyCDIyRBi1iCRJanKW+ZJ4aTqvjxyzeXdfealLw0IhN2XjRBWm3QjPSJHYDEFGdnTUX+C4yB3WN9+zohmge39+XdKRkdUBc9lTKnkik+e0npEqMjJ97/rIctvvdnUNY9999VWxebjsM5NIHkrZIJtHX32KX0c257ds/fHjYStPmtozshlx221LsXHjAAA34ctPoM8hUw7TrlXCN2wwI7tMPSNNXJB5pN0O1uaMrN/EOmHDxuqJJzYAoM8Z6XtjZCIQmGdkGiYqTNvGM9I2nDKNjPRRQlWHo6yPogeuyQGXdsiGD9OmUST4/dkIMtJV8aDwzALMSP3QnpGuN8GN9Ix0ya3J5I7su7zypbq0KJXkRDV1mLYsp5IIX2VRRoY1W5i2Hdlg/lndualKG0NJ1AJqL1sRtmelbO1QGhbUcpNBH6Zdfia/pExklKlnpEkkgQn4MzVEmLas79RkpLiPfM+1tHny0QVt8mX6kqq696CYa5cwbXPPSPm7U+aMFInTELqAzLZzsYWaLYLDB7mcel3yMpmqYji/Jl1zRsogsxco50lFbJoQnj5nm60uLfIj6e3bj1Ej0gDxkNmavjKTMky7Nr2K3XxFMtISl176DAB38koWpu0CWc5I8zBtM4PP1OOAIe32sdZItSMjmSDq6BhGPl+0IoB0woCKzEtrJ0mSSoh5Gmw8IynJSJsxZQqfaVfT1rqPQFUdtCoihH+WyeGYdpBnJWckvw9oyUj5OLsScSGLCIigDhkT4bo/m03JV5GRMvD7QZfOYfXq3rrfUYdpmxTn8DWuZYUlQnhzqcDCtHVopOcTgyqXI7VnpKl8tDUKZOkiKEN5VZfCjQ7TNnmebM5k8pUqTJuXyyH2UtolCgXEMfNdO2n70rd9U53An1TVnbn+cy2TB2mOEixPYzN4Ror7KoQuILPtXMa+kedcaOjmPpQMYraey95VrWm5ZyRd/1XrhD1DZxOGzmvLE8U2/EU+X3Q6u/L5Uqq9TqVPASoy0m9uedll5xkpIyPd06tEMtIC8+a14/HH1wNwd0nnhQ5TuFzakpGR7e1mnoxsQacRqraVYNMOfF3OSEBv/LMDOUnK3ql2ZKSZ+70P0oRsX9+YsbJnsx5oyUhzpcc+H4d+nP08I1VkZHqIqJlnpBkZ6XNhqnsGnWdkdWFRJh5XteUaGpIkNMq9ycGqU/QpZEOxmFgX5wKaj4w0zRkJ1F526Twd589vr/sddZi2yf72VRZlRYqo8p4CNGHaE+Ftv2ZNPdlM2T6DyaVBkiTWBp9s7dCet2E8I3WyIytkpO0ZbQt5gRnadVlPRvq1n3aW+K7N7m7TdAfN7Rkpsw2oPCNVa5GSjBSnOIQuILvA8snXmfUQbaAxtQXqn8kKJ9m3r5K1ocO0fXJG+shAW0LVhoz02WO9vXr9K7RnZHOFaVf1C9t+RTLSAr/7nZ9XJFBLjPlsgCSpd7U33XymRIQ9GWlTwKZeEdeNBy+IbrppsRWZ0oickWntmHpFArUHexqRwQwJCmXAhuC1DafU5QkC9GGfaVCF06nWk62hk/auFJ6R+pyR9AVsKEkf1fv7yDebMVXtEV8yksoIdhkHqjmngo1nJG/U6i4tlizZXPPz+HiBXOk3IVp8lUXZXmqkx4jJOW1DElF5/61fLz/zqMnIUim9mqTLHMvapPVykO9xtgdc9Uyd7JBHpKS/U6PJSF7fow7rB7LpGQnozxLftcnST6XB9zmmVYtdIRuj9JyRZmSkinAJ6RkZIn+0jEAJsc+yBBPPSKII7QqYnHNZ92rPyPq2TLwWTaHS0UzIQp99YrsP0kjC2rbd174swodHs4dph/KMjGRkIPT1jeG66xYC8NvQdAVsSnW33OZkpBkRocr5pEL67aPeM1JXCIMXRE89tdEqdLURZGSaommaL5KhWCzhscfWYuedf44rrpir/BylYWczprZkVpqw9xGosn2kW+N8WKUJaZDmMUBBRurGhypMW5YzkkK5UntGuh/wqtBvEXPmrMUrXvELXHXVC3V/M5HTuvmnIsZMwmhFNJtnpA0ZyV+S6dI5rFrVU/MztVckYOoZ6VdNW7b/qclIFeGeJIkRGTkRqT9U5AZVnmYe7e36FDUuRJBs/1OGaavkuu/a0emVMp3OZL5ln5EtKaqckfwFYyhiXzQSw5OR/vtKt9d9960pGen7HNNCIa6Qrf/0MO3y39kcqWSTas9S5owEqv0tFEqkModBdilBfUmUNejGORRRy+xalzlW2dsy5wxKQtuHjPS5rLK1J0xzSQN++vayZd3av7vKBpkMksk2f89It5yRsvfieR3b945kpCFWr+4lMU75cDcfkkE20abkoalXoSz8TAfTAx+wIyPHx4s1im9b26CVUNP1i+oATtt4a9f2ATA3wHK5Iv761/no6xvDeec9pv0cFWwEsq1nZFohCZ/DXiagdf3r6amuPWbo6Gz1NDKJkRE+lxSN8Izk94FNsaI0qPrnowBt3mxG4D3yyBr09IziBz94pO5vJgernoykUUA3bjT3igbUxV0mEmKYtu4s7OriPSPV60z0nKMuXgOYEcq+MlS2/qmNF9VaHh7OG/VfLNylA5X3X3t7fcVWIIzRm2YQuDwztGekSm76rh3bMG13MjJcNW3e8AwlC8VxpiYjxfYpSCVVHlaK9tva5PuV+jm6+aSYa5neYeookbYXVOmGqMO02bkVwisSkNtaoUKRswKdbA8lg5jt4HKuqI5zWV8pc0aq9ojJGKVxBDqYFCPkYZNKzGefiZfqIlxlg2x+ZZzRROWMTOOgIhkZCBTeT0Ct0PFh42UTbepZwoiINNvE1lPFNEw7SRKp4al6nigobEkfkwI2vu7raULWJkwbKPdrzpx1APTk8USRkc3kGSk7dHQHEe++b3KApnkeUZCFuoOWzjOyusgpvdBUIfg+8k1FZIhgcllGGPuQkUmSHvppig0bzDxOGJqNiARsw7Src6EjGMUcx9TFawAzueJrSMoUWeo5VJ2tNqlUTN+TyhNHVrEVCGP0rlihNwhcjD05GUlHOqgMIN/x0cld21zd1c/Ur2eZzkQVps33KRRJIrZL7YEm6gUURPaGDWo90ve86ugwJSP9nqPrJ8Vcy3RN0+KarmHaVOuege23UBESukIYkyH/owv0npH03vxAlbyhlD2yPdQIMtKE0LO5FK39XmKdh9vmcttnn6XZ9rTRFPSekZRkJD/mtjIxkpGGoCIjaz0jfcK06yfatI+mnpG23lNphBwzUkdHC9INmpZ7bsqU8n+20PWLStFN23hMYJnK4bVr+yq5KEwOSQrYeUbaEQdpxrmPQJV5e+jINv7zJqRBWu4RCtmg60eIAja21dB1UK0bHwVIRWSIYGNfDmeqXUMm76baP+UqeUZdSEVrq5mRx9BsIdpAvXwzzRmp24cikRYiTNtErvga1zL5TE9Gys8AGzLStE82F3QuHuUhPCPXrtXnbXIxCHK5sAVsVPs8VAGbJEmkZ6XJ+le9t2hYFomGh+9TVj0jxXkI7RnpuzZ5j3Yd/KuChw2HlbVB5xkZPmckUF3zoXQBuTd/9IxUIVTOSCaPffau2CfZPFKuIzUZabZ3XdaZy3ds7DIfW0UnkwFa2SCbR999y+uWNmSkjPPgyciSZc6WSEYaghFzvsKIX5gUHk98f0wFjikZaUuypBFyK1aUQ6lURJbqeUxQzJw5xZGMDFeBsPoMszBtU7Cq7WltT5RnpG0+0TSDwkegykgM3a1YLRmZ/ty0dw1PRlJdhIQpYBMmTNu+GNfy5bWhmiYHq0oBpQyzNfXyZGhOMtLcM5LP1aO7tBDXR4gwbTMy0k9ZlMnnZvSMNO0TVSiySm6GICPTvI9dnilbF5Rh2ioDKFSYtuoS2GT9q8ZP/C6Vhxh/VtmG55lCfCdqQkk8tynWji43qm/75tW0/bzEdP2kkA0ynS49hVRi9PyQ1bT58WT6cChdQKabbek5I3VzWJ13Wjay6hlJN/aySzTKcH9VX02f4bKmXfpvY5f57LM0xwnKcyXEvuXPbJswepl9xev7tvmjIxlpCDrPSJowbRlMBZqpx6MtCZK2kFmOMJXRmeYZOWPGFEyZYn8YNIKMTHM9ty1g85//bKj8m6L/Joqj6e1QsViy9tZLIxt9DDA5GVkWirL35tdfs1TT1pGiYXJG0sgzQG0ssn3rYrSYkpH82D//fGvN38zISLnMovQS6Ooy8/JkaE4y0twzkiehdKS32AZlUSXVM2TwVRaTpP7sbZRnpCmBAFT7VCol2r1BdSaq5GYIozct352LsedK3JlCtUZM8hjroDLcVBcDvE6qgpqMrP09Vc5Ifk9ShhjyENv1kQMymRXCM7KzU73ffQtDmRZ88L+8ka+RUikhGSOZLpleTdvMM7IR1bSBqu0Vau3L9JstvZq2bg7Z2FB7RrIzkpKMDB2mrRon02e4EIsu/bfRo33I2jQdjHJu5Z6RfnPLy0ab81tORtbqfDbkZiQjDUFFRvITT0UyMBQKiVE+BlMiwtYoTlvILGxLpRSryE8mKFw9IxtheOluAYaHc9YVdXkyshH9B8wNaBciS3Zbx8OH/JHtTR0JYktGpnkRhvSMFCvJ+yBUzkiVouCjAKWFxjPwYz9/fkfN30wOVtVhSamYmxbjYWhOMtLcM5JfWzoiv1isPa9C5Iw0UQSZcu1jaIjvSR3yluYZadL3oaEccrkiDjroT3jXu65U6gpUhJsql2wIMjLt8sLlmTKji9KwUMl837WjOi9UnqpicSoZVOPH/z5JErJq2rzsDhU+Kl7KU84tICMj/dvfvFl9seW7b011An9PHHk/qcZf1r80XcA8Z2T4AjZAdW2G0gVkY72lh2mbeUbSYmCgLJMpx142t7SekSoysrk8I22e4+M4keas0uyekbxsZP82GYc0z0jAzgaMZKQh6DwjqwuTok3RnjDZgKbPtSUT0m4fx8eLKBRKHp6RLWhxkBY6RYTyEFAZd6ZeXjzEpLgqgWbafxMvC9MD14XIGh/XC2QfgTo0ZFdNmzdCTN45zZOYYh+r5rGvb4wsd2EoMlI1hj4KkGkaAH7sxTBtk4sZlcyilAumxCpDc5KRYjVt9b7hw1bSCEb+Qi5EmHaaIpgkCYmyKHq/UldBpcgZ2d8/joULO7BoUSeeeWYTXnqpS/o5KrJQ5e1NVTSOR9o4uBA1sjGnJFJVMsbX8FXpbSqZmkbUFIslpZzkx4OyiAdf6CCUx5Z4bocP0/Zvv6dHLU9916apTuBLGqrWG9WZK+tfeph26eXvlv+vrlQs7yM9GVleO6F0AdlejWRk4wvYsD1H6XEvkwOUnpGqXICma9XF9nDpv813fMYn7b1pi96pLxFc16aMjDSBzL4SdXgbPTiSkYZgiouvAs0LvBAHjYkHnmmYtj0Zmb7pFi7sUBqoaYUwZs6sXa6mm09HSlAaF6q2KMgq1djQGkdm8+3iwZTuGel+GMg8anUHHj8fJoZf2vzRkJHyfpgWcjFBuDBt+Rr0kW+mxBQ/9iwNBIPJwao2jOiUN1uSrRnJSHGcdHKHVXw1SecgK3ZDSVKlGYlUBIqYxLxROSPZeW8yZoOD43jxxfbKzwsWdEg/R6U8Fwol6dkbglxKM3BczknZmNNWPQ3jGalaeyo5lKa36d6Z/1uIIh5UobsyhCYjRf2ZwvNPd5b4tm8aqeU7HypZRSUXZPNIVU1blZKGJmdkSyXyi63NkLqA+K5bes5Inb4YyjNycLA8vz57V9xPsv1JeTmq2kumfIFpOggeLuNvI0989lm52KV67VCeKzL54ys33cnI+t+JjhfRMzIAqIx3tjBLpSSIgGOGoA6mZKTtIjcx7B5/fH1FoRLJRNXC5XNG8jA1Wic6zNk1HN+kOFEjPDVEuHgw5XJ6gexjgMnWDSNMZWuEJy9N9mDa/FGQkSqytqODjozkbzQpPSNVcsLnttG0f7xcFgvFbNyoL2rBIJMPlF4CtmdHM5KRNmHarCqryRzyBHKIMG3TXGG+aG2tXWv0Ydo0npEvvthW+Xn16j7p50LnOAph9KbJcZd3ksmF0Lm9yr/30wtVY8E8I0W9K82DXDdf/N/oPQvzQfPYUZKRsiEUCQBGEvh4V+l0d999ZUpYUOyBkGHCsrQDbC+rlropGalaj1Rrf/r0so3DdAY2J9QeeUD9+byl54zU6QrhvLPpPSNDk5Eqe9q00Jht8VPArf828tB3fHS6Li0ZWb8OfeU+f/7b5nzm9VKZ8wFLQ2CCSEYagjpnZCiD04SMHBgwexdbAWniGfnii20OnpHVnJHUaAQZ6bp2eMVJpYRSHpKmyqALkZU2zj7zIDtIdISprWdk2l6lIPZU70/rGcmHadMRP6q+s3lx8XQzLZ7F7wt+zpMkweLF8jBUEbL1Q7mvbC8jfPLXhIJNAZvx8SKKRXU6Dh58FeQQYdppyhWVEcAXUCmVEnLCjaKa9uBgrsYzUqUrUPZdJr9CkJHFor4oj8s8y8nIsOF0gL8XThoZKSItz6NuvnjZGSLMOZRHEiDzXGx+z0idLunbf9N9STFOsotKqjNXtm9DV9O2KdSgw/Tp5UOf6QwhLybF/KOuZHAz6Sk+MPGMNEn9YwO2nykvuWRymLI+hWyckiTRFuHk4UZG2ssGm/PId5+tWdNH0o80yGSk7yWODxnJy0uZHdzXZ67TRzLSEHRkZHlh2laqNsXGjYPav5dKifHGs91EJgt56dLNSmGkup1g/XUlI3XnRyM8CynWjsrobESYuQhdpWoV0g5bH0VUpiDqCEJ+/fuSkUmSkBz0Ks/Rjo4yyUGh8PGEBmWYtmrd+xzwJmMqjn0uV6zIoI0bB4xJYnmFusYXhmJoTs9IczISABYv7jQa/02bqmQkpbcug2nhAl/wOSNDeFFQeEYODIzVhGa3tsp1BUpSRqakhwoH1BX3cHmmzPCkNBpVbfmHacu/r/M8do0e4eUvFSHD0Nc3FpSMFHXwEGHmPEKReAy++8r0/Sn2gPwCkKqYpNozUoVi0ayaduickVUyMnyYthhJsqV7RjaqtgCPkZE8kiQhzbcrk8OUOSNl9rSNnHaJgHHxXLQh1tj4uHLNS5duVv6NloysX4f+npHVf/uQkTJnApu5jmSkIbLiGSkeMCJs3sNWuTTZdBs2DFQWrbjx06ryzpjhzsg0omquamzZ730IJVUu0IkgI11IgzRF3Oewlx2EOi8rfp2ZhBboDtqRkby1AJehMZ6R5TkYHy+QKldqz0ifPKDp85LLFetkztq1vQCARYs6LZ5Vv28p5YKtEdqcZGTtO6StnyeeWG+kiPAehSE8I9M8GajIJb5iegjDJS1npAlWruyt2VeqFBCUZ8q6dX2S9sPkAFy1qlf5N5d55ouoMLCxobgcUskFXwJOJbvYJbBsS+jk3UR5Rm7ePBK0qIZ4xoQnI/3fxSRk3tWgThKzPlIUoJJfANKdueJ5lZ4z0swzUvV36jDtRpCR/NkLuMt9YmfBCYNZzkhaN9Dh4Ty5R7b4HmWvRVqiWVzvNrq+i57H+m9z7iaJOYfhu89WrepR9IGmQCKD7Dz0lZs+ZCTfH5m+bzPXkYw0BBUZyfK2UbpN80jLMWeaLxKQK+M6mNzubN48olygKoHp6xkJqA9aSsNLRdK5rB1R6Kq8SWnJSNMCNvaHSZpA9jksZQq0jjCt3oIlNSSCS9+oPAxVRgDbzxQKHztoKL0iAXXffchI18JCzz3XCqBKRpooL7L1TGkE2956NyMZKSopaQrQ3LntRpcWPNkewjMy7QzjDYEWD4aJL8QTwptLtcdsPCOXLKlNW9DTMyL9HKX3Hx+GzxDKM3L58m7l31yfKZ5blIaj6kz0NS5U76oLj9OtWd3Y8bJKlqvPB729YT0jRTnL5oMq7DSEZ6ROjwpdIKf6HP/3kD2HUi6IuodtNW0V0nJG+q4d5hk5MlJ+DqVHmwgWdcOwpVfT1ukJoeTQ6Gie9LwFZLoa/byK+8DGc9HFHnbdB0uWqD0Wefjq3GvXylPeUDiq8JDJSAq5yeSjPRlZnZfoGdkgUHtGhgrT1oUqAfZEhI0QMLmFGB8voq9PbkCpBD4TdGIBGxuolAxKBUhF9LqsHfFcFKtUMVAekqYeKy5u9mlrw2ceZAq6ro9MgJoaO7q+2ZD7OqjWJ6VnJDtoqEkfVd99DngTg1y2r+bPL4ehLlpUJl5MSFwZoTORIUtZICPT9uvSpV3KQmU8Nm+uEmIhCtgAegOT6taaJ3pCGC6y8U6SxIqMXLGi9vZeVdWSknBra6sPBQ+1t/SekW7vFMK7jUF1Jvp7RqrCtNVyn4aMpPXw6ekZCZwzUiwwQ2u0h1o7qjGh0GVN9A2K95DZAJSkiTi36WHapgVsGhOmPTpa6xkZwvuQFZpj2NLDtHVjzOadOj/m6GiB/HJOXOuUxWsYxH1gwxO42Eyu73DttfMM2/db+3y6IR7UZ6JsrbC58JERTD+ydZyoJSPr9UkbWzOSkYag8iZigiKUwakyMBhsBYFdWLfZQl65Um40qIQyhWekqmAH5UGgGisK4lllqFP2v1CwC9O2EX5pZKSPIiRbdyZeIKbVlvVkJJVnpCpnJB0ZyTxXqAjUarvyvvsoQSbkgWzsly0r34TahGnLiH5q5dOGDAlpgLhC3L9p77N+fb8RuciPvUticxPoZAsVQcAXhWuUZ+TISN5K/ovyThWdQXmmiN431O3z4Cuzi2DjZ7ufRaOLkqhVESS+pIwqwiGEZyRvxFEbXn1940EJEpVnJBVCrR3VxTRF+yY6EYXtIitsQFs0rlY3SA/TNiMjGxWmzcY4bAEbkYzcsj0jAbV3ZKhLkbGxAnmYtmn6Mx+I49GsnpEPPrja6HO++0x1iUN9psj0QAp9irVr6xk5NFQdN5nzgY19HMlIQwwN0RjwbLIpwrRlinWaAWhLntgw26YLWRVOpToMKXJGLl4sd9dupGekD7mg8mqgJSNNPSPt90KaMujzHmLbSZJo1zlbZ6rbrLT2edB5RobPGRnKM1K1732UIBMva5lSs3ZtH4rFUl1Iqg4yI51a+RwaMl/fze4ZWSql58Hp6hoxWmdMlpRKCVn0gQjdXFIZArwcCENG1vfTJl8kYO7dSukhJkuDEYqMlHlh+j5TnEvKvqvJyDCekToyUrf3THNGUhew6e8PG6Ytnk/0ZGQYz0hV4SmKtWmiE1FcwMrsFEoyjL8cAszDtCeejGSekeW1E1IXEB1XtnTPSCBc6gwVymRkiBzT1fcI4Rkptmmj67twH67ngK6wDA/fMeLT9PCgJppl0YsUa5PJNXsysqr3yvQLG/s4kpGGoPKAYoRUqDDtNAPQ1uATb890MFVGVQJfdaNP4Rm5eHGH9PeUCpBqjVAY2ap5pSUjzQSRCxmpE3JJknjPQ+3hWzDKrbRpU1mpT/OW0a3r8J6R+oJUNmD5aqnJSNX4+CjSJvlqZfuqrW0Ia9b0WSlHob00gOyTkTwhb6I8j48XK8aObhrZWhwaygXzBNUpslRGJL8WGxWmbROiLUOplAS7aWeQ9TEUGam7uHEP0w4Xyqta777rR/WuunNbdyboZGFIz8j+/vGgZKT4Xlmopg3I87CW2/dfm2kFMAEanUe23ijPXJFoSw/TNitgoxpjajKSrZ2QOSPFUPnoGame/1ByaHy8GOQ85OcyhD4p6t42ZJ4LGcnat9URx8eLWLNGnb6FwXeMZDYE0BjPSIp9y84mWzKSn0vZBZPNXEcy0gDFYonsUBDDtH3CAGUbM23yGVNt+tyuLnPPLNt8AyJUOQvZWPnkjFy2TOWNSXfIqAQa78rsCpkCmCRJQzw1RLiQWbq2KQR2mlCUPc80TFtHjNnup7Q+8RgdzZMWm2H7k7VJFYKs9oz0W/dpskxGRvb2jlmFaAPyFA7UivnQkLmcaUYykp9j07HRFRRhYHMcongNg248qcglXj8I4UUhIzJ8yUhATuBR3uaHLlTBQ+cp6vpMUf5SezrI5L6v4etSwEa3/3Rjx5O11AVsBgfDkpGhyEIGcdyYrPG9dFF5L1JUqTdJC0Mhq2UeM5SpUUSiLc02Mc0Z2agwbbY2Q+oComyOnpHq+Q2VM3J8nD5MG6iVbSEIbVEG2DzDZU37vMNVV70YtH1A/U70ZGR9exT6lKtnZK3dXZ++zcbpLpKRBqA8EBipEaqadpryZktu2ISC+YbpqDYVExQ+npGqaleNyBlJ4RkpSxNQLCak3kSm8+dSaMIkObQPeKGXpiwzxZQp9SZjqNpXdIWt6seeMkQbCBemrRo/3wPe1MubVxDHxgpYuLCj7vf659TPIbViPjiYbc9IXkkxlZkvvNCW+hk2zqGK1wD6PUplCPBe/Y3KGakKDdJB3BMrVtQTxrRnYuPISJ28cCWdRdkQusiJ6nc2UPVRR0bq9ELTnJHsDKMy2IeGcsFIAKB+nEMXG6CSNW1tcu9FirVp4nxAkZpGtt4o5YJ4nlB5Rqr+7uuIwSB6RobUBcQ5CCWXs4RGe0bmcsUgYdq1ZCT9GqonI82f4dIfn3e4776VqZ/x3Wf5fFHqsEJ9psjao7Cfmf5qH6ZdlSEyHd5mXCMZaQBK76TQYdppCo+tItHTY27w+JaxVwllCs/IkHl2GFQEMw0ZWd82tfKQFhbL4EpmqdqnIH54QZgWRs6Mpo0b1TnGRKjmlko2yA6ZrJCRgLz/vjIujWxRybJnn90EwNwDReelQYWsh2m7kJG6giIM7LxySf1gCt16p1IW+XYalTOSeUbaEDXinli5sqfuM5TGkexCIlQ4oN4D1m2eRTKVtUN1CSgzsnzPddmazueL2vHR6YV6z8hwYdqDg7lMh2mL40bVvip1C4U+aOJtTaHzyNqgvAAUzxPTnJFpsk/l/UvtGcnGIqQuwOtn1FFWWUWjychCoRTIM7K6bkJ4Ror2EHuGiS7iMpY+7/DSS+l5I30J2ySR2/nURLNMzlDsWyZnbDkcXj7JdPgYpk0MysT6jJAJdciUSglpjrueHnOPFd/bwbSqvDNnul+Pq3JfUhpGKoFGsX5k64VaeSgZnomuXkxpIRA+4AslpJFtLOzatIANoC5gRVXARrZ3KCtp88+grqYNyA0JXyUo7f1V+2rOnHVWz5G1w96HinTIepg2vz5N5Y7J2LHzKmSYdgiPORGlUlWRY8o2pTeXrJ8UYdpr1vTV/Y7yXAkVVqR6lurCy/WZomyg7rtomFHkT5atlbT9pbs4Yu8sW88hyciRkXxgMjIMWcgghk1TyRpVtBLF2tR5zzJQ6A+y9UZbwEYkI8N6RlLnjGRjEcKrjYEnCgqFUrCczVmCihAPFcJeKJSCnIf8uRViDYkywEZOu8h0n3NgZCSfautRRKquW1d/+U59ppQkRjrF2hwZcfOMTCMjbdZeJCMNQEtGlv/PFn+IA0DnZcKEiOlzTZQTBl/PSNXGpShgo3oPypsLFYlA4QUr29QhDsg078hcrujsxaRSNikOY96LzoQszeWKlQI2JhATojMwct93H8v2DvOMpM7tyBR1StkjIx59Dcm04j0quWx74SInI6NnJA9eLlArz319Y0HDtHXyl9IrgZ2tjfaM9NnHsry51HmIxXNdVaiOAqq975qvT5QN1J4OIUIlZbkD02SiLq+1rk+8nKSupj0ykg+ax06U8VQ5HcX2qj/TjE/Iyq0muh2FF7tsvVHOtUiWpIdpm+WMVNkoocjIkLoAf07F4jVlqMbbxvPPBsWivIicL/j9FaLvPgVsGu0ZCQDXXDMvpX3/fbZ0aVfd76jJSNmlCoXOwN7flsPhx02mw9vMdSQjDUBJRjKECtMGgM5OtRFva6jLijvI4EtEAurbSyaIfMK0ZYpOsVgiy/UC6ArYUJCR9f0PcaOW1uatty71qEwa7taR9xJiyrLu8O3uHrHyLOrqkhsAVF6Gsv1DWUm7/Iww1bQBWTGAovdBrPJmZmD7ytd4lO3biaymHbKCpitcPCNN0dExbLRnXaE78yiVRSZPGpcz0t8zUpZ/jjpsTCRPQhq+a9fKK2dSeUZSj40oiynGRram084pE89IGXg5SW14jY4WgnpGhgqjZghFRspyHAM0cjlNVy2VEhKCbGQk7AWgKPPT9Hymf6X1oVBoTAEbNpchyUh+fcYQ7TJU4x3qUqRUChOmzZ8rITwj68lI8/FxWWu+73D33SuUf0uShETnlqUloveMrJdjFHIzVJj22Jh53yIZaQBqMrJUSoIVsAHk7sIM9mSkGXFBcSuu2ghMcfHxjEySeuae+hBQKc4UOXZkbYdQINKU/z/84XkAwJQp9qyBOgSCNteRyZpdvbrPqn2VNwJVzkidZySVp0bVM5L+IkRU4igO9zSyhUouy8nIifSMDHdR5Qo+PIRaMV+3ri9omLa+gA3dPLO8xCHItlDVtGUFK6jPlQ0bar0vQxq+y5bJK7i7nvWinkbtxSKuewryTaaLpZ1TOn3U1DOSupr26GjYMG1xLkNXPqVaOyrimKL9tDOV6syV55KlS41ST0bq59bUM1IlR9ja8e37jBktLz+n3I+QdiK/X2Ml7TJU6zuUHCqVwpyHfFqpEJfb9fq++Tp1kVO+77BwYafyb/l8icSZik8VxtAIMpLSM9KWx+HnRRZ9aiNXIhlpAOoca4VCKeiNl6j887B9F1OyhcLDUJYPAajmM/AhIwFg6dLaRLbUh4BKYFIocI0iI3WG9IoVI3j66XJxEBfhrRofCkWIF4QmIZ+rVtUXbtAhLUzbF7LweOqckWx7hcgZKY45xW1sGtmiCy208bBrRJENm5yRIQ0QV/CimVrubNw4EDhMm76wiQws7UMIw0XmkUMRLinLCU2tQK9d21fzc0jPyFWraD0jxYsB6rUvrnuKs1A2f2lkv+4CxNYzksq7eWysUFkrIdIZ1ed0DE1G0rSvkmcUazNNdlFdGsnTDoVLmURVTTt0mPa0abVh2nwhEmqUSklF74xh2mX09cnXty5vri9C6Au8XRKCa1AVsDGR0y5y0HeMhoZy2LxZbk9RjY/MXqE+U2TjO5E5I3nbKYZpNwCMTKISRPl8MajBqaocDdgTY6b9tGXUZWOpKqBSrabtNwHi7Qj1baBs41GFtciUhRAKhE543H13OSeG6z5QFYGhUKJ5w9wkJ+Ly5XZkZF+fnBijIvZkfc1SNe16MtJ/b/X26slI3djbGK86Lw0qZD1Mm78ooiZkWlsHg+QxZdCdYZQESnt7OeS5UTkjKfaxuG+TpD7Hoy/Wr++r+TlEjiyGdev6pL93febwsJh+grpidAjPyPpNlHZOMWNEBt1+5/9GvW7Gx4uTLEybZt2rLvoo1mZaH6n0ndCX66KdY1rAJr2aduickVNe7kfZW8smzNEFbJyiZ2QZMp27VEqChFIzhOAC+DZDhGmLl1c2z3BxXKJ4h2uvnR+sbUBur1CfKUC94wqF3GT7n9mIpno4uywpFErSdWzTt0hGGoA6TLs8ceFC8ZhRJIOtJ5dpP20ZddViFzdakiQVxaXZPSNlBzrVrYtMSQrhGanqb0fHEJ54og+AO2EwOKjKx+L/HnxuUxOPIeYZaUpCqG5MqTwjgfq1T+8ZGS5npDgOFOs+bR6p5LJs305UmHao6oq+4OU7df/a24dIvPxU0Hl9URJjLMcrO68oidVQZKRIfIcwuvhCYUkS1rBTFSVzfaZoqNCTkbVrk0LuyCJM2HNU552O9JuoAjb5fFgyMnSYttge1doJWQgwLdSeSt+RzSslISbuW9MCNmlzpFojVGufOVwUCsWglbQZ2GVUM+ocEwFZ2pLQRG2ItDy11bTp9RFRb7C5QKeMqrPB88+3Sn9PZaPLdNgQZKS4VycyZyST4ypdNJKRxKAmI/P5sGHaMoHKYHuzqbsx50FVCEZcvLzS4ktGrl5dG8JFT0bWt0e1dmRCLYQCoVofV1wxD4VC4uVBpPKMpDjs+TyIJsQGCx30rSpPGfIsKsKhPCMpCVQGcRwoFOk0soVqb4U2jIBymLZJyFUjDBAXhAzT7uoaCUxGNiZMmxW5ChOmXd9PitD2UN5bPPjL0ZBEJKAu+uUeph02Z6Qoi0N5RqbJUp3c0YVK8+NBHaZdKJSCEgHiWgxPRtKsHVU7VO3r1iCVvhM60kdcz2lkIQtZTpMTKjuHLky76hkZ0kZkaG8v65gxTLsMWZ7ykBciAH3kJVDrRBRCp2w8Gen/DqpUW1SRSLIzNgQZKe5VijNS9Iw0BfPcVumiNu8fyUgDUFVtZQgdpq0r/GDrTWEqBKhuBkXBzwsKn2raQDk3GY9GkJFUHrCyTR1CUZetj3y+iD//+QUAwPTp7iemijyiUIT4tk3WuC6vqgwqJZySjOTXY7FYSq0mbQtGKIXIzycWxaE44NNIUzrPyPr1R62ADg0VjQqONMIAcUHIMO3u7pGgBWx0a5FSWWRFrkLIZVnOSIoxS5LaMyrEBRcjaUO1z0Ol+7iSoKIcoCZTRRlGsXZkBkXaOaXbI/Zh2jRWdaFQChqmKu4p6rkVdWKq9lW6NtXe0qVHoZLToaMRRkdr2zIJ0zY5C1RjTxem3VLpTyPStbCLohimXYZs7fNnQEuApJEhLmJ5PTLEOhJ5AVuy0PbihCbSSm73UOncMnskDBlZEH6mKGDjRkaOj5fHTrWGIxlJjKyFaatuAAD7dzE1yqk8I8Xn8YJi6lS/g0AMe6W+DZQpg1RrJ1QVLRGy/t5xxzK0tQ1hp52mYYqHxFCNBUVyaL5tE7JN5UGjgooYo/Qy5Oezu3uUpMIbj1KphCRJgnhGinNLccCnyUiqvSVTjKhlQ6mkDiHl0bxkZPXfbGyo9PLe3rGgBWx0ijKlpxs7dxuRM3J8vEC2RvlLuhCei4ykBcKTkSrdx/W5oiFH3X9RxlHMqezSnMl81YW6a5g2XwSGupp2OWdeOJJE7C+14SjqxFSyplSSF7yjkge69DBp4f6mkHtG0s21uG7SdKlSyUwvUrVDtXZYmHax2CjPyLJOEj0jy5CdH6HHJi03ugtCk5E6pyET2K5tinNAtb+pPEdlDmYhIk3CeEaW27QnI/WekTa8UCQjOcgOeIA+rDGflyf7pAKfP49HoVCyFhqmync4z0i6cRKFPrVhEZKMTJIwiWtFyNb6vfeuBAD813/t5HUzqCKXaKqBVdeJyU2jLXkum8dSKSHdx/w42JKlJiiVyrft1CQnUD8+FPs2TWGh8tJolNexiTdu85KR4XJGDgyMT5hnJCX5xuROCG8ucY1S6iQrVlSLeYU4U3h5HNoDR3XGuBoFYmoFauNC3O8URpdMj03bX7p50a0JfjyYDkh1SZEkYasJizpreDKSrv2Qhu+GDf3Kv1FFgsjGgpL0Eddzeph2CddfvzC1XXWYNo1OxQrYFIs0hS/TwIjnmDOyDN+KwC7QOQ+5gtd5QoRp+9rpNjwEXzfCBypbnGqfyXSPEJ6R4plIsXfZ+LqTkfJzQZa/WoVIRnJQLXhqz8hcrhgkaS2DylBxeQ9TBYqK4AjhYaVqi/oAlimDlGtHVNZCKBCiQE2SBA89tBoAcPDB23m1rco/SuNmXp3bEMSG7KCh9m7m55M6XyRQ3qOhSB9xLJiy4WOY6hSWJKEjgmUGRojb8NbW7JKRPMFBLXcGB3NBPSN1RAulssgM9UbkjKTcx6yYFxDmJp/va2ijV9W+KxEkrh1qz1FRhlGQtTrPSBV4D8f6v+nIyOr3qAvYAGG8ehhEnZXacBTbp9xbMnlJtbdaW9UXoVRyRx6NQDfX4vltEqZ92WXPAtDrLCqHFbqckeWHl0qNISNZWosYpl2GTE6GHhufMG3VWuXXToh1JO6vkJ6RuVyRJEWe6plU4yPT+0KQkUND1f6a5Lk1gWvOSPY9VlNBXI8WXGQkI3moDCJqMnJ4OBc0F45qc7ncapoqmFRh2uJhQEFqMBSLtRs3S56RgDqkizKNidjf1at7sW5d+ab8jW/cxqvtkJ6R/GEYgtiQHbbUHtP8YUZdSRtoLBlJccCneetQHfSy2ztKBZTtz9bW9DltXjKy+m9quTk6mg9awEZHDlISBEx2Zo2MZPIdCBOmzRNuocnIsjdd/fi7PlfU06jJWtGjhPXd90wXjYo03Y/CMzKE4RUygihUGDVDPRlJNz6yfNJU7bPQXRmodB6ZvUApG8S20ozszs5hLFvWDUBfGyB0mDbLGZkkSUOK2bF1FMO0y5DZa6E9I1WRjD7g+xziQqeejLRbqzb6C1X/VfNIxTHI9hB1UTegthBssZiQELWuZCRLPaWzuU05pEhGcujokBeMoCYjQ7hl81AdLC6KhCnJSHUrLirN1Mb5mjXVitrUhpFMIaGslCYSPmE8I2vHm3lFTpkCzJo11att1VxSupkXi2FSIMjJSFoChZ9f5hlJeYiVSmG8RoH6uaVQpHXGIaVMlt3eUSrnbA67urJLRoYM06bMfyiD7uKPkiBgc5c1MnLTpqrHbogzhSe6GhEOuHFjfZip63PF71H3X9zvVPtA7Ge6Z6RZkRoR/LoMQUaGJGSy7BnJV6inbl+fM7Isd3wNYJm9QHkGiGORZp8wnTFN31K9N13OyCmV5zRCF2AeTUxGB6jPkinIbIfQRG2IHO61ZCT9OhLPBFvC0CZPJpU+pZpHqn0mk78hLnf59ULlNMF0ZFunsvb2IRSLJa0zgWkfIxnJQZWnjZqMZAdAKKgOXlfyxKzKHI1npGhkMUFBdUjOn99R+Te1+71sDCiJsb6+2rFpBBn58MNrAFTDR3ygOrAoDnvWRiiyTXagUysRvPt9qJyR1AQqgxiCT3GbqcvDRC2TRUUiBKG0eXN2q2mHDNOmLnwhwoRMobldLr78//BkJKX3d3t7lXwIEaZdvr0vD3AjyMjly7vrfuc6XuLZRG1ciHKGSu6I45x2LrqSkfx4hCAjQ3pMiyG31P0X26dcO2Ial1IpIdPBZV6XDFQ6j8wDh1JuinNp6vGTdg6EDtNmnpEArSODCswWjTkjy5DlqA3tGUmtywLhPSPryUg7vdWGA6EiU1V7lKp9mYwJE6ZdXS9U+5a1Y+sZmSTA3Xcvr+hXMvFouv4iGclBdtsI0JMOIfNjAepQJVehZ5Ibj84zUl4Ig+pAfumlrsq/G+kZSYGenrAFeADU5DItlRI88sgasrZVQp9CCWVGtI3xYrOmZPuJmtjjiShmbFCQJAxJEi5MW5xbClKtVEqUyj+1AicemCHCtE1ug6kvX6jAKylZyy9lGmbqC9ZWIz0jKdYJTz6EMkrZfm2E0btyZW/d73QEiw7i+qAma8W1QrW36j0jw5CRtZ6RZRlBKbtCVJplEI8WejKy9mfKtSOSkZRti3omDyr9QXasU3qgicQsFVGr0seo7B/+0n9gIFxdgeozyvMZw7TLkI1DaDKS2deUuj5/joTwjBTPKVt9346MpBl/lT1B5QCQJPVnSGgykmrfulbTBoDrr1+ktbtNUxJGMpJDZ6cqTJvWgBc93EKgp6f+XVxJVRPDn+qwVxewodFw+WT9TMmmUp5lG5mWjKyd0xCkAH9wzZ/fXklwPYVAUqgOFTYPPocxE/qhyDaZsk99ScEfiqFzRlKTXeLcsnXkq2CpFMGQYw+EUc5N5H7zekZW/02xXxuJXK4x1bSZB2AI40XsJ6Wc4wmfEGFFQPWitxFGL5+KBShfwriSkSIRR+8ZWdt+uDBt/XrRGU22OSMp5UKIEEYevM4WYu2H8igX1zNl33VEAeV8iDoVpT4r5oGmLK4k0wWpw7QB+stuGVgkVNYuGENBXuU97Nj46HwqWcufIyHISHGcbAlDG4csyv7LxprSc1Tcs6HzKFOtTSbTXMjI//xng5aMNOXPIhnJQXUjSO2FE4ow4bFpU72XJ9sotkSESY7LUNW0KQvYAMD69dV8UtReGjoykkJBF5XEMJ6RVeHG8kUCQAvBBIQM02ZkuM0hZzMnMiXFdT+pwK/9UNW0Qxl3IgFDdcCr+kstk8X2KPcW2zsmxkXzkpHhwrRDQ1cpmFpZHB0tZC5nJL8uQ4RpA+VCaECjckbWVq0fHMw5kzX1ZCR10bvmCNN2JSP5S2hG+NDmOW5cCocQhiO/7igJQ1Enp9xXOsOSkiATdQRKuSnmgaZcRzKyNkSYdiPsRKb3RM/IMmSkNVVRMRVCh1GLKZQoUCj4pTWyiWCjlAsy+5Dp3BQ2urhnQ5wpfPQiXZi2WwEboKxv9fXpvOnNbPJIRnKQeRMWiyXyzRw6TBsA1q/vq/udKxFh4lVAdfPIb7Tyz7TGeVtblaSlPoBlLuCUpElIBZSBF/wsXyTVIay6xWHelz5gQjSUAic7VKiJPf4GMIRnZJKEGx9xL1HtW9UhR19UrPqcQqFEaryw/cPnBFWhecnI6r+zRkbqCCRqcqmvbzQIGSmer5T7mPfOCzW3rGJ3I9YOnwMTcA/RBuoJJGqdQWyPnZG+hhGvR5nosDr9TffO/PdCeEaGBq+ThDAc+fVOKWvE8HXKfaUjHCnljujxFDJtElXkFgC0ttZXG6cjI6smeYhcgiLYHGTtTA8FWahtaKI2hL7A9zmETinmCrZd/za2EyVZ29VVrwtQel6KdluIy13+LKdam2w+XeyeJAFeeKFN+ff+frO5jmQkB1kYXYiN3Aj3e75Cpu9zzchImsNeLKBCnTOyuztcfqwkqSckKRUK8TYpRLgkG+/x8QL+/e91pO2ryEiqYi25XLEyRtS3mDIhTb2Pq6HNSRDPSD5nJLXBKM4tlQKhyuNLndydJ/pDheXIkqOLoLylpUQjPCNDeR7oPJKoQzPb24eCeDqoPCMp1glPvocK02beio0wekV9xYeMFMed2rgQjQkqw5TXW33T7Jh6RoYg80KDH//wZGS4UGrKdamzeSgvYEOnRuFJBsowbT66iiGEZ6SuKAQVxKJrzaZ3TAREvT50zkhKopyByYNQaWP4PruQeTa2EyVZKLtIoHQ2E+2V7HhGuodpA/rinKYXWJGM5CBzvw8R1sjaDFmkQLbpsuAZKZKR1MY5PwYhDCNR+FCSkeKmDnFjx5SSp5/eSG5Uqw5FFeFki+HhXDCv4ySpF9ShiqgMDuaCKBAhC9iIa5FKgVDn8Q3nGUm9r5icNzFGo2ckPXQKIbWyuGnTYKBq2rWyh7q4AVv/oea2rW2wpv2Quo/oNUZLRtKul/q8eTTjz+tRJjJfZ4Toycj6AjZAdhgNfq+G8GIJFQYuGvOU+1a3Bin1h3p9llZu8vorZaTDhg31jh4hyEiT9Fi+YGs+hmlXIfIAWcynyeRBqHnl95OLnWijv1PaoTLHF0qyU3QiCUFG8uNBlzPS3TMyDaa8UyQjOcg2SAhX+dBJuQG5Ec8UGFtiT1ddj4Hqdkc0xqsbj6b9fL7qBRI6zBmoJ1d9EFIBZWAhe9Qh2oC6v1QhycPD+aB5dsRDi+1jKqKcrf0QXpFAOY9SKNkjzi0VqdbVJR8Laq9UXgGlJoLZHioWk9TDvnnJSL6adrYMF91FGTW51NY2FGR8QoZpA8DatX0AqsYpNVnIZHwjiGxRxjEy0uWdxHGnJqzE9RfCM9JE5ruSkfz3sugZyY93lsK0BwdrzwlKOSbmg2NIkoQ47VDVrkiShFw2sCrFAK33GbtY4REiTNum4rAr2P7NIuEWCiJhFdozMgSYPAhRvAaoPRddxsckZREDZXSkzNak1Lk3b24EGVntL5XMDElGxgI2DpARRyHIyEbkApEZ8a5EhMmhSLWIReFJXU0bqB42jSAjKedanL+Q/WfFayjDNmSFJEolupDk3t5Rq8TIthDlAzUhxsaeKmxdRFjPyDBh2rIcLwC9DOXXTSjF3CRnZ4hk4xRohGdkqBAx3dlETS61tg4GUUDFNqk9wFes6AEQbm5ZepRGGL3iM/jULLYQ1w713IbKT8YTMSbnlG7vmZKRYgXjLIA/00PsW7YWi8USqXzj5xeg3belkvwCZ2QkT1wIprouCwXa8QFqz1rKfssieajWztSp9WHaIZEk5TMwa9EOIcHXFQCqMjlLIezsQiFEyhig9nLahfAUa0PoQEkGy3NG0rUvhiszko82lVqInJF+Ydo6RM9IBzSKjBQViRCQFQUJSUZShWmLgiGEMF24sBNAmDwponCgXD9iWyE8cHK5IgYGxvHss5uCtC2it3eUTJHbvHkkaJ4d0aij9jJkh24oz8iQZKTomUF1I6vyyqasUg/UGi6hwrSBdKK5WT0jec/0rBkuOq8YagJClh6FAqE9I1m161A5I1nIYSPWTrGY1MyrT5g2r5wnSUI+PuK8UpG1/KWG6Tml2gu6PmXdM5L32gjRf2ZTUK8b8ZygvlSRyRdqfYcn20LosrzuQJkzUiZPQuT9a0Q1baB8EZu1aIeQEPXvLHpGspQZoTwj+XsnFxvdRs+l5ABkF5OUOrdor4Q4U/j1SKVPsX6GkGOm0aGRjOQgU7rCkJHhDU6Zh5jru5gcilSLWBT8TFBQho0tWlQmI0MYRqJgo1w/4roJ0f9crog5c9YGEUqy/lJWje7uHiXPpcZDVEJDkZFsTKhDJZMkXPEsMbQra9W0a8nIcMrnhg31ye95NCsZmeWckWJRMR7UJEFnZxivZlEeUxuqbF2GyJsHVPWRRq0d3qBkctvl4iI02SbOa4gwbdO1opJ7ujnjxzSbZCR9yBsPNg/U+0pcJ9R9l12IUusOoc9c3omCkoyUOXqEWPshdVkePT2jkYzkIEYVZpGMZOs9lGckUD0bXQhPm35REqqyPKyU7YvezKHJyCzkjIxkpANkB3oIMrJaNZe86QrkN5tuyoTJ96gOe1Hwh7jZWb68G0AY5VMcd0oFTnRtD0VGhsgXWW67XnBShiSXw7TDhbaISih9Ne3QnpHhbtvFAhtUShAfysXDJueMCXhimd4zsgVbb10+amWVOHlEMpIeunOWmiRQpRXwRWjPSObRGWpumR7VqLWzYkV35d+6So9p4NdOCK9RMbSZSvbwehM7p9LOc5XRrScjZWRtwOpExAjvGVle99RrR1wn1O3LLs2oL195/SmEXOB1B8rLdVmkWIi104h0XgDQ2jqQuTM9JMTzIov5NNl6D6lPsnFx0fVtCF5KQlVmH1KOkWivhEz9AdAVBGT9DEFGmnI4kYzkIFs4poqcDRrhGSkLBXdVJky+R3XYi4I/hDBlyfpDHMAiQUU516JQDkVGhsgXCcgVZkrPyJ6esaChLT09YT0j2dpnBC31+IcM0xbJEqpLhEYVsOEV/xDK57bbTgMAtLZmNUy7iix6UaiUQmplMVQF1Ppq2rTrn8nhUGHazPiYGDLSjyBmsi2E16iYZpHKC4fXFUzPKTcysvpvcY1mAaFzRobyjBTbo95XGzfWp5ugljkhLwABYGCA94ykW5uycaBcO8zWbJRHXnv7UCYJt1AQQ21ZUc8swcdr0RRsz7o8w2Zts89S2EOyvUtJdop2SRgysij9tw9YZFv0jGwSsGS+PELcTo2NhTc4ZRvM1YA3yXFJ5Rkpbi72HpRkcEgvEH6MqRNDiwI8hAIxMpLH4sVd5O0CcsHMiDeK+e3rC1vApqenlmigJsTY2u/sDONdFdIzUjzEqEh41VhQy2VexoUwjLbddioAefJ7Hs1KRvIeUFn0olDJSmryrRFkfz5fJA+/Yl7foeaW6VWNWjurV/dV/u1LRjJ5EKrvvOykyxlpH6atMirT9giTDZShsI0CL/fDkpG0bYvnLfXabG0dqPtd1i4A+XVPuTZluoeqAnkW0NExnMkLxlAQPV+zSNQymRwyTJvZo+E9I+l0YtnFHGUND1E2hLjA5MlxqrXJLhJDkJGmfFckIwWIZEaYMO3wwk22CVwNJZMKr1SLWDwUQxjnLJQuxAHMCztqD9jQeYKAsEmz5WQknWdkf/940DBt0euJnowMX007lFe2uP+pLlzSCthQgZczYTwjy2SkGII/MDCOpUs3S/vRrMgiGalSfqmVxVChdbxnD7VHNlA1wELljEyS8rppVGVSPszUn4wsr51QXqO8vKHyhuLfmZ1TaWMuW1elUpJK0rFxYZ+jTu8SErxuG2J+q2HatPsqSWr1Ker229tlOSPL70I1v7VkZFhdltLIlp3RoWRDI9DZOZxJwi0URDIyizkjmawP6RlZJSPt6zrY7HdKvkRm/4RsP8QFF69/UxewCUFGmvBHQCQj6yCGBVJXbaVuS4ViMalL3O9qKJkYyFRhEOLmCiFMGWEVxjOyOsbUhmkjyEi2ZEIYFDrPSCoX/JCekSLRSU0KsPkMlTMyxEHDwM9fqZSQhbao9lBYMjKEZ2Q5TFus5vflL9+BN73pD7jnnhUAaG9pKZHlnJGA2qCgVhZDXTTynj0hLlzE3HYhdJTu7pGGrZ22tvK5Uiol0gqaNmDyIBRRy68ZKtmzaVPVs830nJIVzDCZL/aZLBaw4eV+CM9ONrchyKqQORc3b67XQagvqnnDPQQZxusIlGHaMjmQxbXP0N09mskzPRREeZlVr9FCoRQkspCByR8XncfmLKXUqUQuI0kSUo5BbD9E6hK+9gLV2mS5q0PYiKayPZKRAjZtqs2V0qgkwiHAC9V8vui8cE28nKgUObHISYhq2iHzV/HCiHrtiP0NqUCEMEZlCqHsBt4Vg4PjQT07+bb5g54KbD4pvUV5hL4EYQo55U1yLleUVkOm3lu1hAC9Asc8I0Xv2uefb0WplOBHP3oEQPSMDAW1ZyStERmKsOKVxBAyLnQoMlAu3tToatr9/WPeRARbO6HzaQJ0pAx/hpiuF5mn/2QnI3lDNET/Wfsh5AI/r2xtUp1ZsorR1JEgfEHGEIQPryNQGtmFQr2jR4ickY1CrKZdC/FCOIuekUD5LAnpGcmiD1yeYXOWUo6/eL6OjxdJ7SKx/TCekSXu3zT7lulIYcK0zfoYyUgBYq6UECFRjQLv5enzHiYHFZ1nZO3mDRFWWs6dNxbEMOIVIGrCRBTgWVMgZIKOMiS5r28sqEHEK/8hPNhyuXKOUVm1RgqE9IwE6sM2qCAL1aaWy7WEAP2+2m67MhnJr6EkSSo5JBct6kSSJJlQfLNIRqrWS4jwyRDgL/tCkJGlUoJ8vhiMTAWA1at7G7Z2mMzwDdEGwoXaMvDykuqCqzZM20xWupKRbFyyWMCGhZAlSULqPccQ0jOSJ5yp95WsEBf1mcuH74XwjORtB2qv13oPqOwR8Qx9faMxTJuDaLdlQSeTYWysEDQl3PLlPQDcziyb/UhpT4hymNpWEeVwCLnA6yFU+zYkGWlqT0UyUgAL72HIsmfk+vXVvEk+t5omig7VYS8mgg5V7GfZsu4gpANPUlGvHXGMs0YKyMlIOi/AUCQeA7+HQlxS5HKlYCHajQA72KkVID6nIlA2HEOmQAihmG+zTZmMFNcQb6w+8sjaIAYxFZg3SBaVcxWBlxUjkl8Xoby/OzuHg54pGzYMNOzMYmNEQUayPRuq7/y5RSV7+DZNdT/ZmWbjGRmqgE1ITzF2ZoWSA1WvWvq1w9sq1O3LZIxp7lFT8ERAiL3F6+LU56roOdrM53YaBgZymXNsCAlRf80qUTs+XgwaabN6NSMj7Z/B75fR0TyefHK98vygtCfEZ1CPj3iOhJD7fJtMbvrKZGabhyAjTWV7JCMFqHJGZhG1ZKT7e5goamwR+yqO/M0Fn3uOWiFdsKAjc2HaosITyjgKpfyLoS1JkpCSbyHzRQK1N+3UIUtA+ZDJMhnJDC/qA16s7p7LFcmNR17hDOMZWc4Zya+htrbalCCXXvo0+XMpweRP1i5BAPV+DRV6Sy1DZWQk9TNWruwJWohh06bGkZHMgKEhI2vzaVKDJ36oiH5eBpvqfjJ9xWS+mOzMYjVtNt7hyUj69js7q2Qk9b6SyUvqS5DQ0Qg8iUFtZPO2FZDNtc8wMDCeWcItBMSxyOLlK1Am+dat6wvW/vr1Ay8/h3mXm3+X348XXDAH73nP1fjFL/4j/Syl96JY+IvacUK00cN4RlbbpMsZWe53CDkWc0Y6YvPm2huvLJORra1VY9fnPUwWKNXNIN9OyENg6dLNwclIdjNLZTSKClUoBSJUqKHYbl8fbah86L3K37SH8IzM50vBKmk3Amx8qEMfVqzorvk5xDzz6zCE3GE5I/nnsBBthsceW0f+XEqwcyCLZKRqzYQMS6YESzAOhPOMXLmyJ+jctrcPN8wDp1AoIUmSChnpcwZXycgwfecv0ajGn2/HdL3IUo+Y9IddGGfFy5hHlj0jeaKdmuyUpUeiT41SH25IecHC6+LUZOTGjbVkZJZzRg4P56NnJIesp8NieOmlLlxxxYsAwth07DLdVd9n+uSCBR0AgGuumSf9HDVhyJ+HITxHebs8xLnCt0mlLzBHoRCekaZjEMlIAWLlxSyTkXwYh48nV6lU79UmgopR59sJ6WK+alWY/FUhPSOB2o2dxUOSn1/qQi2hi3/wh2Joz8iQCmmottkhT608rF3bV/NziH1Ve9sYjozk969IRoYsvkQBpqhkhcDj0WjPSGo0Ikx7zZq+oOOxeXPYMHARPT2jJJ6RQ0Pl8Q41NmxtFgolskvdJKmSi6ZnlYyAMpkvdu5mkYxkOlQWPSN5W4V6X8ku5KjJyNDRCPw7UHv8bNxYrS0QKt9oozAyko+ekRzEtRKyCExIXHTR40HPW3a2uur77HtsL6nOamrnAD6FSYi5FQudUqOWA6AZm5BkpKm9EMlIAWLeuSwXsOFDPn3fI02oUR3G/GbgBUULMYMSKmSMF5whSJPQeXZCg1c6qb0AQ5OzLqFvNsjlisEqaTcCzMOHmhTmFX+gcSQ/5W3ytttOq7TJ9i27LGq0J4QrisVyFdEsyp3se0aGJyM3bOgPOh49PaMNXTtr1/ZVDByfvczWTqi+s/mkJgRYKGloz0iRjMyKPAPCV0pnZ0mIfcXnLaRem7LxoJY7tWQkPRnG6+LURnZ7e1VPyzIRCZRtiiye6aGQJLWEZBadPgDgmWc2BW2fFblyJSPZubFpU9nDUmVTUROGfJHiEA4svb1VuRziXOHljVjw1xVMPwrjGWnWZiQjBQwM1G4IdiueRfA3p+x23FVRTCMAqG4e+c0Q0tOto2M4iALEC+YQpAnvvZAVQ5oHP+bUxBtV3lIVeOXWdz/JUChUC9iECpUPCaZMUCsPnZ21N6YhiOBa5TOcZyQA9PSU30f0jGx2FIullwnJie6JPWReX0A2PSMZ6U89D21tQ0GNUuq0HGlYtmwzUTXtcKG2QFVPoDZ6ly3bbFXsS6ZvmZGR5fZDVdMOKW9yubA5I9lZEkLO8OH91GuzVErqoqGoo0H49R6C8KleKtKfWfxFehY9gnnk88VIRgrgZWZWc0YCYS+GmE7lqu+PjuYxOppHT0+ZvMvlitIITGoegI8YDVFtnLdrQ8gGniOh84wstxuCjDTlhiIZKUA8cLMcps1uLgB/Az5NEaFaxLwsCiEoGHp6RoOHhrC1Q6kIVdvMpocSPz5MocuKJwW/XkIQYoVCqSGekaGMu1Bh2vxNIxBGJtce8PT7iicj2U0wIyOzQu6VSklmw7lUZGRWDMlGeEZu3jwSlJwdHMw19Mxataq3Lge4CxjZFmpsmDyjNnpXruzF8HDeWL64kpFM3mexiEfoMO2QnpH9/VX9nqqqKg9Rx6HWefj9FEIusLMqhIHNX3JQr51G68OFQjYvGEOCj5DMop3FEPYip0weuur7/f1jFV2Yoaur/vKQ2p7gI0ZDODyFJiNDee3+/vfPBpGVpm1GMlIAb+gWiyWMjGTT+AJqb055xcUFaR4GlKEKbLOF9IwcGQkTmhA6TJt5u5YT9JM3Hxy1YdrZCknm10uInJHFIm118UaDrXe2b6mUanEfhdhXSVLNmxKCcJs1q3rUsvBJ/oY2CygWs3kBAug8I8O8D7Vs5hXQUGRk6DDqRucmW7++vy4HuAtY+HJ4z0jasVmzptfqnJIZfTFnpG/7tZ6RlEQTH8UVgijfvLlWF6GWO/x+CiEX2NoNEUbNvLmAbK57HiEIiKyD2SaFQimz89sIUru/f8zZM7K3d6wuBdOiRZ11n6OWDbyNxfpOOVahyUhet6TU1y655MlIRjYTeIUsdEGM0OAVUVYEwtVIkt1Y8KC8FWcKYsjEwWXDOpwCBKgNYB/wLu1ZBJ+XinlGUhvuoUha/mAJFSqcZTKSyRvqfZvPl2rCN5jxTq1ssT0VwjOSz3nLFLCshWmXStklI0dH5fs1K4YGTwSEIiP7+8eDpv7I5RobDrhp0yBJmDa7kA5BKAFVPYHaM3LjxkGrc0r2fBNDMHRF6pBg6zHUug/ZPq9LhdhXGzbUEgXUF7A8SRjizGX7NYTHLi+D6dvPSKjQJAa7KM5qJAjQmIibVat6nT0X+/rGsGlTrYxZuLCj5ud8vkh+mcBzGSE4Hv4SJwwZSR+mDZT1pVWresjaYzBdh5GMFMATVFkO0QZqN9qKFX6LrJGekUwpDk0GDw3Rt88rVSHWDwu9zyopwBtHfBLwLIBXOpliTnngF4sJeVGfRoIZRyHSK/DyJ5RcZvImVMJyRmIwRVdFRjZr2oJisZRZuSOLcMhSFdRGkJEjI/mgYdqN9qzt7BwmIiPLciFU31kYOLXc6egYslorMjLS5J3HxsJ6F4YEW++h+l4lI+nbD50/nCcjx8cL5O8gy9NMq0+V2w/h7RO6Yi5Ds+oCkx1MD89q8ZpGYcmSzc7OB/3943Vh2suXd9f8HMKW4NM+hWif95oOIZf5KC5qnYQirY0rIhkpILT3UyPBK5crV/qRkfwGk4HWM7Lc75A5I4EwSgQvHEKQJiyXSVYPSb4gVNaIN16pDZW3MM0DuZnByP0QlwgvvdTFPSc0GRlG7jDDoqNjCIVCCV1dcjK+WdMvZDlMW6YwZ4k8KRaTCmkVioxsRCGDRhYD6O4eSdVbTMDWTijvOUaUU4/N5s0jVt5sOjJSR4pk2TOSzWk4MrJU8xxK8OdsiH3b2lolCkLYQqHzNLOLphAXTjwRnPWckRH1YLpZlovXNAIrVnQ7j1FfX32Y9po1fTU/h4iO5GtphLBVGpHCgV0MZZUHkCGSkQJKpeohmXXPSLYRRkbydTcQtli6dLP275QHPhNA1LnnGoFGkZFZJQV4pTZrOSOTpEq6hypgk0WDjqHqGUl/wC9ZUiUjQ+TrBKokT+gDvqtrBJ2dw01LOqqQ5TBtmcKclUraDPPnl/MphSIjkyR8WFqovStDd/coyR5jayfUegl1CdLbO2Z1Tsnknl0Bm/JgZ1FfC2c0hvOM5GVaiPZ5z/0Q+5bfmyHkTqkULkybH/ss62wRcnR3lwmlLIdpNwJr1/Z5eEbWF7DhL0CAMGQwX0sjhK3CFz8KnYs4q/q4DJGMlIAdvCHJyEYobElSVoYo8gBcddU89PSovbYoQyGYAh0yZ2QohCYjBwayTUayG+UkyWZIMjMcQ3sKZBFsbJhxSkm28WkmQlSpB6rhG6E9I3t6RtHW5nc5NBEoFkuZvYmVKbVZMyKfeWYjAP9idDqEIjoZenrC9V0EVc7mKhkZZu2z9qn31vBwrjKfJvomk3vr1/fjyitfwF/+MhcPPbTG+HtZ209AlcQLRTRXyUj6tcPrgCH0Qd5zP6Q3NhDmAvBlLjKIXsWvlyyu+wg9mHdb9IzUY9OmQeciv4OD43WekWLO/BDRkfzFCrNZKG2JRqRwYPJyMpHl0ya6A82I3t4x7LDDrMx7RgJllt43XyRQVnaOO+4m/Pvfp0j/Tnn7yDZzFgsI8UpnGDKyPDbZJSOroYZZJDaGhnLYbruZDfXwyQqYUhJi3/LhG6HkMgvfCL0u+/rGMle8Bsh2mLbcMzJb7zJ/fgcKhZKz8m+CrHmr60BFQrC1E2rts/apDd9crmh1TrH3++hHb8D8+R0pn66C9TuLpEyhENozMhzZyevcIdYm8w4DwqWsGh0tYPr0qcH2VogCGEBZthSLJUydOiVomHbWoicmC9jFdIgipJMJHR3Dzk5Dg4O5ugI2vNciEMYhibcfwpCd1fZDXXJFz8gtBGyDTAYysrV1ECtWlJPC+npjPv74etxyy0vSv1Ee+IxwC50zMgR44ROGjGTJ7rM3NkD1cM+q0cvWZtbzyYYAUxxC7FteaQlReAponGfkwMB4hYzMUkhjlgvYyAjmrIVpr1jRHfwSJIsXgKHB1k6o9VL1jKSVO0mSnuubRy5XxKJFnRUisqWl+p+OFMk2GRm2gE2VjAyXE5F/DiX4Qg+h5A7TGUJdAI6OFoJFnDDiJIvrPkIPNrfLlunTk23p6O4ecb5EGxgYrxRzZBDJxxC2BK/jhNB3eLs/dDTFZPLcjWSkBCyPATuAs2Qwili3rr9SvIbilu3kk2+TbmB2S0vxDLaZQ7hQhwavmIQgI1mbWSUFmGdkFkO0gWpV55CkQFblzdgYIyPpD3i+sE+oSyKmgIY64FtentihoVydEpYFNKLASSjIjN2sGZEbNw4ED6OejPCVp4wkDGVYsLXJ5A6l/OcrIqchlyvixhsXVX4uV+1M179Y/7O2nwCgUEhe/n/2ckYCYT1keC+lUHIndNG4kZF8kJyRQFWHzeK6j9CDrffFi8u5yqdEpkSK/v4xZ/u8o2O47qIgSao2IhDGluD1+9BkZyjZwMYoi9GFKsQtJgHzWpkMnpEbNw6QhGkzDA/nceKJt9b9ntIzUiQjs4QqKZsEcfFnQiirpACb06x6RrLQpUgK1GNsrLwmQ+zbRnhpsFx8oQ/40dFC5YzJ0kVLPp9dz0hZv7MWpt3VNRLlzgRA9Iyk3rOMiAkhd1hUjEmf8/kibrppsfUzQheBCQlW5CSULGBjwtqnXjtMHoToPx/9wf5NfVEaumjcyEguSJg2AKxb1wcgm+s+Qg9mgy5aVC4aV4pTLAXT+V0g5odkWLasm2ufnizkZU0IW4UnUEPJBhYdllV9XIZIRkrAbrxCkpGNMkLb2gYrnpFUuO22pZgzZ23N7yhDIdi4Z7GADRuHsbEw4SFMeGZVCLF8Z2yPZc0LkJGRk0E2UIMpDnw1OSrwxH6osa8aRmHDtPP5YiZzRhYKpcymh5D1O2th2qOj+aDFayYrfOUpO2tDEVas/RCGF59rNw2DgzknXZHtrVCkT0iwPocyGqtkZJj2WRh+CH2Q91AKdQHIdIVQ50pv71iwMO2NG8sRdNTrPms68WQEs7MYGRkhh8/eYlFmIhYsqOYrDuG5yMv6EGQkT9CGIyNZ7Yhs6uMyRDJSAhYSGKpqayOxYUN/JeycEscff3ONck4ZClH1jMzeRmPCORRhUg1rySYZyQjmrHpG9vaOIp8vZnb8Q2J8vIBcrojnn28lbzufLwXfWywfa+g8LMVikslq2lkO05b1O2seLUlSTrsS0ViwtRNq7YesjNnaai5nGGFmS4ZkOUybnSmh+s704lBENrvUCkF28kRAqBzZoYvG9fWNBQvTZnsri+s+Qo+RkTyGhnJWlzkRdmAXEeJ5s2RJV+XfzF6kJOhLpQTJy6ROCIcnXtaH94ycPLInkpEc2IJnt40qN+IsgXd5pkR39yi+/vV7Kz9T3g4yL6gse0aGIkyYgphVUoDNaRbDVIHyARqL18iRyxUxd25rsMJTnZ3DGB8vBMu3yG4bQxlGvELV2ppNz0gmd7LmvSEz1rMWpg0A//nPRgDZG/8so+oZGTavYAi549Km7ZnMxoeRPllam8woDTW3TC8O1T6zUUKkb+DlI2ufPsw8vGdkKI9dpsNOFjIyS/s2NMbHi3jppa70D0Y4Q2UnrF7dm/oZXzCnnhCekfzlRzgyModCoRTM63siEMlIDjwZmSQJHn54zcR2iAAhPSn+/Oe5FTd2yttHFh6SxZyRTFkLRUYyr62skgKs/1n1jOzvHwte0TarGB8vYs6cdcHaX7KkC//4x0tBwsCB6m1j6DBtABn1jMxuzkgZ8Zi1MG0AePHFtonuwhaHkBWRgarBktXKmLlcEUmSZDJMm+WCY3NArU9Vycgwa6ezcxi9vaNBqv4Wi1UPonB5mlm4YZjxGRgIF6bNiODJQkZGVJHPF2OIdoMgXnDwRddCnYnsciUE2VkqlS+5Qp6Jw8P5zOriKkQyUoL+/nEsXbp5UoREsQMzBGmVJMCxx15PvukYCRnqViQ0CoVSw8jIrKFKRmbPMwwoy4YsF7YKSV7ncmHJyJde6sKllz4DIMx7NLI4VBbD/HnPyKxBZjBm0YikLEYXYYZCIaxnJFuH7BJkIqMFXORqLlfMJBHJkCRJMFkQOgy8q2sETzyxPtiaYbp4qGgQRnKGC9MeDxamzSLoqOc2aw4GkxGFQgmLF5fJyDgfjQUfkRoqOpKl4hsZCSPXhofzQc/EkZFcZvO3qxDJSA5M6AwOjuPee1dObGeIwDZEKGVl3bp+XHDBHNLbRyaAsugZCZSNihCVtMtth8sv1QiE9owMrTi88EIb/vznuWEfklHkckU8+eT6YO3ff/8qPPdcOR9lCHk2MpJHsVgKpkS0ZFyrzbJnpGxOsximrUr6HhEOjGwItfb5oncTDRe5ms+XghE+jUChUApORoYrYDNSuQAMcbywgn0hwsCBKskZSp8dHMwF84zs7Q1DRkZMPJIEWLiws/LviMaByRwgnEMSy/caqi7F4OB4ULkwMjL5PCOnTXQHmgvl03xoKFchI1taojBKw09+8m98+MOvI2uPCYgs5owEykZFKO85ZkBnVRCNjxcwMpK3SqzfTFi4sLOipETUYng4H/QAvv/+VQDCyeSRkTzuums5fcOTBFku3CQjS7IYps0QdZLGoVBoTF7BrO6t4eFcpgmZ8fFisIsJRoSFukTo7R3D0qXlvPAhZMLGjf2YPXuHYJ6RTE8OGY4Z6nKREbRZXvsRasQw7YkBi1ACqhwAtWxrbx/EyEg+WPqJzZtHsO22M4K0DZRtrazqCypEz0gO7GZxaCiHf/+7fNsYlf50FIsJ7riDzogfG8u2ZyRPRlLfVof20giNsbEi7rpreWb739JS+19EFaGVcrZmQsnktrYhfO5ztwKIcytDlsO0Zd4x0YiMMEHVuy0cYXX//SubwjPSBStW9GSa2B8fLwSTBUmSoL9/LFj++Y6OYbzwQrg8six/WyijvZqnOczeGh4OF6bNCNp4jkxOhCqUOBlBqS8Xi0nlrA11JnZ0jODuu5cHO7fa24cCe0bmMquLqxDJSAkGByffRGcJzDV7MpCR1Kjml8rm+szlirjppsUAwuUxDYkkqf0va2hEn7NK5LW1DVVkThynehQKpcxWmJSRkVkM045oPBiZEZJw+/nPn8z0mX7LLS9NdDecMT5eDEhGArffviyYPbF8eXfQiqosgiWUZyTzgspimDbTFajJzolK55JFfTZicmL9+nK9jlBh2ps3D+PGG8PZoR0dw0HJyNHRQmZTtakQyUgO4qLMmrE4WcCU8qySkYODuWBkJFOsskqWDw/ncffdZS/aqPzUYzLInDivkxNLlmzG9dcvBJC9OZb1N8veXBGNA6soHJK8fuKJDZn1jASA3/2uWlgsa7lxQ3pGAsCNNy4CAEyZQj8uzHMx1JAz77D+/rEg7bMCEqFkcTkPdJjDitkpoSqxR0RsqZg/vwNAODJy06bBoHZoV1cjyMhscgAqRDJSg6wZXJMFrJpWVpXz7u5R3H77siBtlz3yksySkRs29E86IRoR4YKsnS9/+csLSJLsGl3HHns91q3rq/wcw+siTFAqlc+tuXPDhcPmckX85z8bgrUfGiyP8pQMWhTDw/mgFxMPPrgagNw72xeszVBnSVfXMNat66tUjqbGyEgBpVK4auYLFnQGu0RgHpHxHJm8yKqukxWoxnfJknIETqi6EU8/vTGoHbp58wiWLNkcrP2xsUJmOQAVMqg6hMNkFTxZe69Vq3rx2GNrMktanXfeo3jiiXJV4RBK4vh4MXj+vFBgc5q1NdkoZG0+I7YctLeXvWSyukbvvnsF9tvvd/jRjx7ByEi+YqRGWRSRho985IbKJWkohG4/JJhMmDo1e5tpaChs5dMsk1Xd3SP4/vcfDuZdODqaDxpuuHp1L775zfuCtJ0kZVIgy/MboUdWdZ2sY8WKHgDhPCPXrOkDEE7327x5BGef/UCwZyxa1IkrrniBvuEJRKymvQUgiwL1s5/950R3wRlPPln2cAhZ9Tfr+SKyuCYj0hFqzUc0B7I+v4VCCRdd9Dj+/Oe5+OAH953o7kRkBCxsLEKPEKHIodHbO4Z7710Z9BlZlZuLF2/G6tW9wdofGwsfbvjCC+3B2u7pGYlkZESEI1QykUWwhI6ODCWTH3lkDVau7A32jGXLurFsWTd9wxOI6BnJgWewo7fExKKjI7teAkBY5XNoaHzSuWhHTA5k0eCKMMdkmd+urhFcd93Cie7GFomoW01eZNEz8vzz51RC5EPJt5ByM+R+YkRkqGds3DiIn/708TCNNwCbNg3F3MMRWzyo5RvLVZvVuhGMiAwlN8u5mSeXLhU9IxWYLEZXROMR+hb8v//7euy669bhHhAYWfUSiIjYkhH3bcSWiilTyrkjs4hG7tupU7M3Ts8+uwlAduVbI/oc6hmbN4/gF7/4T5jGG4Df/e4Z3Hnn8onuRkTEpEJ7+xBOOOGfePrpjcGe0Qh5n8XLrYnCpPGM/P3vf49Xv/rVmDVrFg499FA8++yz1m1krQpgRHMitKB46aUuzJmzLuxDAmIyCtKIiMmOybpvJ+t7RdAhawTbRCGLYdpAWMM062ZFVue0Efjb3xagr69caTyeI5MLWd+3WUZ//zhuvHERgHDzEHq/xvVThmlRu0lBRt5000341re+hfPOOw8vvPACDjroIBx99NHo7Oyc6K5FREREREREREQgGu2TGdtuO3Wiu2CN0B4yWV/vIaqATyZE0iEiIhyyKj+z2m9qzJhhRjNOCjLyV7/6FU477TSccsopeOMb34g//elP2HrrrXHVVVdNdNciIiIiIiIiIiIiGo5GGUXTp7fga1+b3ZiHESIajRE+iOtnciLOa0RE45D5nJG5XA5z587FOeecU/ndlClTcOSRR+Kpp56Sfmd8fBzj4+OVn/v7+wEAs2ZlM1nqloBZs6ZgZGQEs2blkCQxZqrRiOPf/Ihz1JyI85INxHlqTsR5yQa22moKZs9uifPUxIh7qXkR56b5EeeoORHnpXkxa1YeY2NAksLutyRpn2hytLa2Yq+99sJ//vMfHHbYYZXff/e738WcOXPwzDPP1H3n/PPPxwUXXNDIbkZEREREREREREREREREREREREx6rFq1Cq997WuVf8+8Z6QLzjnnHHzrW9+q/NzX14d99tkH69evxw477KD97tvf/nY899xzwfqW5fZDtj0wMIC9994bGzZswPbbbx/kGVke+9Dthx7/LI9Ns7TvM0fN0P9mbd+37bR5yfLYTKb2Q8i4yTI2E9l+lGvNKddEiPOU5bGZrO1TybjJODYT3b7N3DRj/5ul/SzbQUC2x36i2o9yrXnb7+/vx+zZs7HzzjtrP5d5MvIVr3gFpk6dio6Ojprfd3R0YI899pB+Z+bMmZg5c2bd73fYYYfUhTx16tRgQijr7YfuOwBsv/32me1/1tsHwo1/1semmdp3maNm6n+ztU/Vtmpesjw2k7F9Shk32cZmItuPci0bbbN5yvLYTPb2fWXcZB6biW7fZG6auf8T3X6W7SAg22M/0e1Huda87U9JKaud+QI2M2bMwFvf+lY8/PDDld+VSiU8/PDDNWHbVDjjjDPI25ws7Yfue2hkeewb0X5IZH1sYvuTt/0s9z22P7HtZ7nvsf3J3X6W+x7bn9j2s9z32P7kbj/LdhCQ7bHPevtZ7nvW2898zkgAuOmmm3DSSSfh8ssvxzve8Q785je/wc0334ylS5di9913T/3+wMAAdthhB/T39we/UYlwQ5yjiUUc/+ZHnKPmRJyXbCDOU3Mizks2EOep+RHnqHkR56b5EeeoORHnpXlhOjeZD9MGgM985jPo6urCj3/8Y7S3t+Pggw/GfffdZ0REAuWw7fPOO08auh3RHIhzNLGI49/8iHPUnIjzkg3EeWpOxHnJBuI8NT/iHDUv4tw0P+IcNSfivDQvTOdmUnhGRkRERERERERERERERERERERERDQ/Mp8zMiIiIiIiIiIiIiIiIiIiIiIiIiIbiGRkREREREREREREREREREREREREREMQyciIiIiIiIiIiIiIiIiIiIiIiIiIhiCSkRGZRUtLC2677baJ7kZEREREREREAxHP/4iIiIiIiIiIbGPSk5Enn3wyjjvuuInuRoQCJ598MlpaWur+W7ly5UR3bdKDjf1XvvKVur+dccYZaGlpwcknn9z4jkVI8dRTT2Hq1Kn48Ic/PNFd2aIR9002EXWB5kacn+ZEPHeaH11dXfjqV7+K2bNnY+bMmdhjjz1w9NFH48knn5zorkUA2LBhA0499VS88pWvxIwZM7DPPvvgzDPPRHd3t9H3H3vsMbS0tKCvry9sR7dAMH3uZz/7Wc3vb7vtNrS0tExQryJ4bmD69OnYfffdcdRRR+Gqq65CqVSa6O5FEGPSk5ERzY9jjjkGbW1tNf+95jWvmehubRHYe++9ceONN2J0dLTyu7GxMVx//fWYPXu2V9v5fN63exEcrrzySnz961/Hv//9b7S2tnq1VSwW44HugZD7JiIiIqJZQHnuRITB8ccfjxdffBHXXnstli9fjjvuuAPvf//7jcmuiHBYvXo13va2t2HFihW44YYbsHLlSvzpT3/Cww8/jMMOOww9PT0T3cUtHrNmzcIll1yC3t7eie5KBAfGDaxduxb33nsvDj/8cJx55pk49thjUSgUJrp7EYTYosjI++67D+95z3uw4447YpdddsGxxx6LVatWVf6+du1atLS04NZbb8Xhhx+OrbfeGgcddBCeeuqpCez15Ae7yeX/mzp1Km6//XYccsghmDVrFl772tfiggsuqBNAbW1t+O///m9stdVWeO1rX4tbbrllgt4imzjkkEOw995749Zbb6387tZbb8Xs2bPx//7f/6v8znTv3HTTTXjf+96HWbNm4brrrmvou0xmDA0N4aabbsJXv/pVfPjDH8Y111xT+Ru7Nb/77rtx4IEHYtasWXjnO9+JRYsWVT5zzTXXYMcdd8Qdd9yBN77xjZg5cybWr18/AW8yOUC1b4444gh87Wtfq2m7q6sLM2bMwMMPPxz+RbZQvPrVr8ZvfvObmt8dfPDBOP/88ys/t7S04IorrsDHP/5xbL311njd616HO+64o7Ed3UJhMj8R4aE7d9iZwkPmTfSTn/wEu+22G7bbbjt8+ctfxve//30cfPDB4Tu/haCvrw+PP/44LrnkEhx++OHYZ5998I53vAPnnHMOPvrRj1Y+8+Uvfxm77rortt9+exxxxBGYP39+pY3zzz8fBx98MC6//HLsvffe2HrrrfHpT38a/f39E/VakwZnnHEGZsyYgQceeADve9/7MHv2bPz3f/83HnroIWzatAk//OEPAQDj4+P43ve+h7333hszZ87EfvvthyuvvBJr167F4YcfDgDYaaedYuRFABx55JHYY489cPHFFys/889//hNvetObMHPmTLz61a/GL3/5y8rffvCDH+DQQw+t+85BBx2ECy+8MEiftwQwbmCvvfbCIYccgh/84Ae4/fbbce+991bOojTZBgB33nkn3v72t2PWrFl4xStegY9//OMT8DYROmxRZOTw8DC+9a1v4fnnn8fDDz+MKVOm4OMf/3idh9APf/hDnH322Zg3bx72339/nHDCCZGFbzAef/xxfPGLX8SZZ56Jl156CZdffjmuueYaXHTRRTWfO/fcc3H88cdj/vz5OPHEE/HZz34WS5YsmaBeZxOnnnoqrr766srPV111FU455ZSaz5june9///s488wzsWTJEhx99NEN6f+WgJtvvhmvf/3rccABB+Dzn/88rrrqKiRJUvOZ73znO/jlL3+J5557Drvuuis+8pGP1HinjoyM4JJLLsEVV1yBxYsXY7fddmv0a0wqUOybL3/5y7j++usxPj5e+c7f//537LXXXjjiiCMa8yIRSlxwwQX49Kc/jQULFuBDH/oQTjzxxOjJErHFwOTc0eG6667DRRddhEsuuQRz587F7Nmz8cc//jFgj7c8bLvttth2221x22231ZwjPD71qU+hs7MT9957L+bOnYtDDjkEH/jAB2pk2cqVK3HzzTfjzjvvxH333YcXX3wRp59+eqNeY1Kip6cH999/P04//XRstdVWNX/bY489cOKJJ+Kmm25CkiT44he/iBtuuAGXXnoplixZgssvvxzbbrst9t57b/zzn/8EACxbtgxtbW347W9/OxGvM2kxdepU/PSnP8Xvfvc7bNy4se7vc+fOxac//Wl89rOfxcKFC3H++efj3HPPrRBiJ554Ip599tmai+bFixdjwYIF+NznPteo19gicMQRR+Cggw6qOAKkyba7774bH//4x/GhD30IL774Ih5++GG84x3vmMhXiJAhmeQ46aSTko997GPSv3V1dSUAkoULFyZJkiRr1qxJACRXXHFF5TOLFy9OACRLlixpRHe3OJx00knJ1KlTk2222aby3yc/+cnkAx/4QPLTn/605rN/+9vfkj333LPyM4DkK1/5Ss1nDj300OSrX/1qQ/qedbC90dnZmcycOTNZu3Ztsnbt2mTWrFlJV1dX8rGPfSw56aSTpN9V7Z3f/OY3DXyDLQfvete7KmObz+eTV7ziFcmjjz6aJEmSPProowmA5MYbb6x8vru7O9lqq62Sm266KUmSJLn66qsTAMm8efMa3vfJBsp9Mzo6muy0006VeUqSJDnwwAOT888/vxGvskWB1wX22Wef5Ne//nXN3w866KDkvPPOq/wMIPnRj35U+XloaCgBkNx7770N6O2WB5f5+de//tWw/m2J0J07V199dbLDDjvUfP5f//pXwpsVhx56aHLGGWfUfObd7353ctBBB4Xs9haHW265Jdlpp52SWbNmJe9617uSc845J5k/f36SJEny+OOPJ9tvv30yNjZW85199903ufzyy5MkSZLzzjsvmTp1arJx48bK3++9995kypQpSVtbW+NeZJLh6aef1sqpX/3qVwmA5JlnnkkAJA8++KD0c0zH6+3tDdfZLRT8ufPOd74zOfXUU5MkqZVln/vc55Kjjjqq5nvf+c53kje+8Y2Vnw866KDkwgsvrPx8zjnnJIceemjg3k9e6Libz3zmM8kb3vAGI9l22GGHJSeeeGLo7kZ4YovyjFyxYgVOOOEEvPa1r8X222+PV7/61QBQF6544IEHVv695557AgA6Ozsb1s8tDYcffjjmzZtX+e/SSy/F/PnzceGFF1ZufbfddlucdtppaGtrw8jISOW7hx12WE1bhx12WPSMtMSuu+5aCcG6+uqr8eEPfxiveMUraj5junfe9ra3NarbWwyWLVuGZ599FieccAIAYNq0afjMZz6DK6+8suZz/F7YeeedccABB9TshRkzZtTItgg/UOybWbNm4Qtf+AKuuuoqAMALL7yARYsWxTCsJgG/X7bZZhtsv/32UReI2CJgeu6ktSF6oUSvFHocf/zxaG1txR133IFjjjkGjz32GA455BBcc801mD9/PoaGhrDLLrvU6NNr1qyp8eSaPXs29tprr8rPhx12GEqlEpYtWzYRrzSpkKR4E69duxZTp07F+973vgb1KEKGSy65BNdee22dDblkyRK8+93vrvndu9/9bqxYsQLFYhFA2Tvy+uuvB1Ce7xtuuAEnnnhiYzq+hSFJErS0tBjJtnnz5uEDH/jABPc4Ig3TJroDjcRHPvIR7LPPPvjLX/6CV77ylSiVSnjzm9+MXC5X87np06dX/s3y38RiD+GwzTbbYL/99qv53dDQEC644AJ84hOfqPv8rFmzGtW1LQannnpqJXfd73//+7q/m+6dbbbZpiH93ZJw5ZVXolAo4JWvfGXld0mSYObMmbjsssuM29lqq61idUBiUOybL3/5yzj44IOxceNGXH311TjiiCOwzz77NOwdtkRMmTKlzkCUFdzidQGgrA9EXSA8TOcnIhzSzp04R82FWbNm4aijjsJRRx2Fc889F1/+8pdx3nnn4fTTT8eee+6Jxx57rO47Ys7PCFrst99+aGlpwZIlS6R56pYsWYKddtqpLoQ7YmLw3ve+F0cffTTOOecc6wvhE044Ad/73vfwwgsvYHR0FBs2bMBnPvOZMB3dwrFkyRK85jWvwdDQUKpsi3srG9hiyMju7m4sW7YMf/nLX/Bf//VfAIAnnnhignsVocIhhxyCZcuW1ZGUIp5++ml88YtfrPmZLyARYYZjjjkGuVwOLS0tdbke496ZOBQKBfz1r3/FL3/5S3zwgx+s+dtxxx2HG264Aa9//esBlNc+q+Tc29uL5cuX4w1veEPD+7wlgWLfvOUtb8Hb3vY2/OUvf8H1119vRTBHuGHXXXdFW1tb5eeBgQGsWbNmAnsUwSPOz8TC5NzZZ599MDg4iOHh4col5Lx582o+e8ABB+C5556r0dGee+654P2PAN74xjfitttuwyGHHIL29nZMmzat4pkvw/r169Ha2lohn59++mlMmTIFBxxwQIN6PPmwyy674KijjsIf/vAHnHXWWTXESHt7O6677jp88YtfxFve8haUSiXMmTMHRx55ZF07M2bMAICKF15EOPzsZz/DwQcfXLPu3/CGN+DJJ5+s+dyTTz6J/fffH1OnTgUAvOpVr8L73vc+XHfddRgdHcVRRx0V87IHwCOPPIKFCxfirLPOwqte9apU2XbggQfi4YcfrsvnHtFc2GLIyJ122gm77LIL/vznP2PPPffE+vXr8f3vf3+iuxWhwI9//GMce+yxmD17Nj75yU9iypQpmD9/PhYtWoSf/OQnlc/94x//wNve9ja85z3vwXXXXYdnn33WKowoooypU6dWQhPY4coQ987E4a677kJvby++9KUvYYcddqj52/HHH48rr7wSv/jFLwAAF154IXbZZRfsvvvu+OEPf4hXvOIVOO644yag11sOqPbNl7/8ZXzta1/DNttsEyv9NQBHHHEErrnmGnzkIx/BjjvuiB//+Md18xcxcYjzM7EwOXfuv/9+bL311vjBD36Ab3zjG3jmmWdqqm0DwNe//nWcdtppeNvb3oZ3vetduOmmm7BgwQK89rWvbeDbTG50d3fjU5/6FE499VQceOCB2G677fD888/j5z//OT72sY/hyCOPxGGHHYbjjjsOP//5z7H//vujtbW1UtiBpdaZNWsWTjrpJPzf//0fBgYG8I1vfAOf/vSnsccee0zwG2Ybl112Gd71rnfh6KOPxk9+8hO85jWvweLFi/Gd73wHe+21Fy666CLsvPPOOOmkk3Dqqafi0ksvxUEHHYR169ahs7MTn/70p7HPPvugpaUFd911Fz70oQ9hq622wrbbbjvRrzYp8Za3vAUnnngiLr300srvvv3tb+Ptb387/vd//xef+cxn8NRTT+Gyyy7DH/7wh5rvnnjiiTjvvPOQy+Xw61//utFdn3QYHx9He3s7isUiOjo6cN999+Hiiy/Gscceiy9+8YuYMmVKqmw777zz8IEPfAD77rsvPvvZz6JQKOCee+7B9773vYl+vQgOkz5nZKlUwrRp0zBlyhTceOONmDt3Lt785jfjrLPOqhjxEc2Ho48+GnfddRceeOABvP3tb8c73/lO/PrXv64LX7zgggtw44034sADD8Rf//pX3HDDDXjjG984Qb3ONrbffntsv/32db+Pe2ficOWVV+LII4+sMwiBslH4/PPPY8GCBQDKN7pnnnkm3vrWt6K9vR133nln5UY9Ihwo9s0JJ5yAadOm4YQTTohpKAKB6QIAcM455+B973sfjj32WHz4wx/Gcccdh3333XeCe7hlI85P88Dk3Nm4cSP+/ve/45577sFb3vIW3HDDDTj//PNrPnviiSfinHPOwdlnn41DDjkEa9aswcknnxxlHCG23XZbHHroofj1r3+N9773vXjzm9+Mc889F6eddhouu+wytLS04J577sF73/tenHLKKdh///3x2c9+FuvWrcPuu+9eaWe//fbDJz7xCXzoQx/CBz/4QRx44IF1ZEuEPV73utfh+eefx2tf+1p8+tOfxr777ov/+Z//weGHH46nnnoKO++8MwDgj3/8Iz75yU/i9NNPx+tf/3qcdtppGB4eBgDstddeuOCCC/D9738fu+++eyU1TEQYXHjhhTXpWA455BDcfPPNuPHGG/HmN78ZP/7xj3HhhRfWhXJ/8pOfRHd3N0ZGRqIjAAHuu+8+7Lnnnnj1q1+NY445Bo8++iguvfRS3H777Zg6daqRbHv/+9+Pf/zjH7jjjjtw8MEH44gjjsCzzz47wW8WIaIlScusm3Ecc8wx2G+//WLoW0RExKTEY489hsMPPxy9vb0xB1RGsXbtWuy777547rnncMghh0x0dyYloi7Q3Ijzs2XgqKOOwh577IG//e1vE92ViJdx/vnn47bbbqsLs4+IiIiIiAiNSRum3dvbiyeffBKPPfYYvvKVr0x0dyIiIiIiImqQz+fR3d2NH/3oR3jnO98ZicgAiLpAcyPOz+TFyMgI/vSnP+Hoo4/G1KlTccMNN+Chhx7Cgw8+ONFdi4iIiIiIiGgCTFoy8tRTT8Vzzz2Hb3/72/jYxz420d2JiIiIiIiowZNPPonDDz8c+++/P2655ZaJ7s6kRNQFmhtxfiYvWBjdRRddhLGxMRxwwAH45z//KS3SEREREREREbHlYdKHaUdEREREREREREREREREREREREQ0ByZ9AZuIiIiIiIiIiIiIiIiIiIiIiIiI5kAkIyMiIiIiIiIiIiIiIiIiIiIiIiIagklBRl588cV4+9vfju222w677bYbjjvuOCxbtqzmM2NjYzjjjDOwyy67YNttt8Xxxx+Pjo6Oyt/nz5+PE044AXvvvTe22morvOENb8Bvf/vbmjba2trwuc99Dvvvvz+mTJmCb37zm414vYiIiIiIiIiIiIiIiIiIiIiIiEmBSUFGzpkzB2eccQaefvppPPjgg8jn8/jgBz+I4eHhymfOOuss3HnnnfjHP/6BOXPmoLW1FZ/4xCcqf587dy522203/P3vf8fixYvxwx/+EOeccw4uu+yyymfGx8ex66674kc/+hEOOuighr5jRERERERERERERERERERERERE1jEpC9h0dXVht912w5w5c/De974X/f392HXXXXH99dfjk5/8JABg6dKleMMb3oCnnnoK73znO6XtnHHGGViyZAkeeeSRur+9//3vx8EHH4zf/OY3IV8lIiIiIiIiIiIiIiIiIiIiIiJi0mBSeEaK6O/vBwDsvPPOAMpej/l8HkceeWTlM69//esxe/ZsPPXUU9p2WBsRERERERERERERERERERERERERfpg20R2gRqlUwje/+U28+93vxpvf/GYAQHt7O2bMmIEdd9yx5rO777472tvbpe385z//wU033YS77747dJcjIiIiIiIiIiIiIiIiIiIiIiK2CEw6MvKMM87AokWL8MQTTzi3sWjRInzsYx/Deeedhw9+8IOEvYuIiIiIiIiIiIiIiIiIiIiIiNhyManCtL/2ta/hrrvuwqOPPopXvepVld/vscceyOVy6Ovrq/l8R0cH9thjj5rfvfTSS/jABz6A//mf/8GPfvSjRnQ7IiIiIiIiIiIiIiIiIiIiIiJii8CkICOTJMHXvvY1/Otf/8IjjzyC17zmNTV/f+tb34rp06fj4Ycfrvxu2bJlWL9+PQ477LDK7xYvXozDDz8cJ510Ei666KKG9T8iIiIiIiIiIiIiIiIiIiIiImJLwKQI0z7jjDNw/fXX4/bbb8d2221XyQO5ww47YKuttsIOO+yAL33pS/jWt76FnXfeGdtvvz2+/vWv47DDDqtU0l60aBGOOOIIHH300fjWt75VaWPq1KnYddddK8+aN28eAGBoaAhdXV2YN28eZsyYgTe+8Y2NfemIiIiIiIiIiIiIiIiIiIiIiIiMoSVJkmSiO+GLlpYW6e+vvvpqnHzyyQCAsbExfPvb38YNN9yA8fFxHH300fjDH/5QCdM+//zzccEFF9S1sc8++2Dt2rXaZ4mfiYiIiIiIiIiIiIiIiIiIiIiIiKjHpCAjIyIiIiIiIiIiIiIiIiIiIiIiIpofkyJnZERERERERERERERERERERERERETzI5KREREREREREREREREREREREREREQ1BJCMjIiIiIiIiIiIiIiIiIiIiIiIiGoJIRkZEREREREREREREREREREREREQ0BJGMjIiIiIiIiIiIiIiIiIiIiIiIiGgIIhkZERERERERERERERERERERERER0RBEMjIiIiIiIiIiIiIiIiIiIiIiIiKiIYhkZERERERERERERERERERERERERERDEMnIiIiIiIiIiIiIiIiIiIiIiIiIiIYgkpERERERERERERENwcknn4yWlha0tLRg+vTp2H333XHUUUfhqquuQqlUMm7nmmuuwY477hiuoxEREREREREREcEQyciIiIiIiIiIiIiG4ZhjjkFbWxvWrl2Le++9F4cffjjOPPNMHHvssSgUChPdvYiIiIiIiIiIiMCIZGRERERERERERETDMHPmTOyxxx7Ya6+9cMghh+AHP/gBbr/9dtx777245pprAAC/+tWv8Ja3vAXbbLMN9t57b5x++ukYGhoCADz22GM45ZRT0N/fX/GyPP/88wEA4+PjOPvss7HXXnthm222waGHHorHHntsYl40IiIiIiIiIiJCikhGRkRERERERERETCiOOOIIHHTQQbj11lsBAFOmTMGll16KxYsX49prr8UjjzyC7373uwCAd73rXfjNb36D7bffHm1tbWhra8PZZ58NAPja176Gp556CjfeeCP+//bu2KXqNYwD+NdOOEhT0lBDHB10CcWlQWhrEDJwkQThELjopvg31KFAh1zamlrCwbYzpC46hYuGCi7iVOogIaLW6dwhiHuoCwX3/g5cPp/xfd7fy/OsX3687+bmZkZHRzM0NJS9vb2WzQYAQLO2RqPRaHUTAAD8/z1+/DgnJydZWlr6qTY2NpbNzc1sb2//VFtcXMzk5GSOj4+TfL8zcnp6OicnJz/2HBwcpLu7OwcHB7l169aP9fv37+fu3bt5+vTpvz4PAAB/7mqrGwAAgEajkba2tiTJu3fvUq1Ws7u7m8+fP+fr1685Pz/P2dlZOjo6fvn91tZW6vV6enp6mtYvLi7S2dn5n/cPAMDvEUYCANByOzs76erqyv7+foaHhzM1NZUnT57k+vXrWVtby8TERC4vL/8xjDw9PU2pVMrGxkZKpVJT7dq1a0WMAADAbxBGAgDQUisrK9na2srMzEw2Njby7du3zM3N5cqV79ebv3nzpml/e3t76vV609rAwEDq9XoODw9z7969wnoHAODPCCMBACjMxcVFPn78mHq9nk+fPqVWq6VarWZ4eDiVSiUfPnzIly9fsrCwkIcPH2Z9fT0vX75sOqNcLuf09DTLy8vp7+9PR0dHenp6Mj4+nkqlkrm5uQwMDOTo6CjLy8vp6+vLgwcPWjQxAAB/5zVtAAAKU6vVcvPmzZTL5QwNDWV1dTUvXrzI27dvUyqV0t/fn/n5+Tx79ix37tzJ69evU61Wm84YHBzM5ORkHj16lBs3buT58+dJklevXqVSqWR2dja9vb0ZGRnJ+/fvc/v27VaMCgDAL3hNGwAAAAAohD8jAQAAAIBCCCMBAAAAgEIIIwEAAACAQggjAQAAAIBCCCMBAAAAgEIIIwEAAACAQggjAQAAAIBCCCMBAAAAgEIIIwEAAACAQggjAQAAAIBCCCMBAAAAgEL8BffFgqGMCRjzAAAAAElFTkSuQmCC",
      "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": "2024-10-22T00:22:23.979256Z",
     "iopub.status.busy": "2024-10-22T00:22:23.978891Z",
     "iopub.status.idle": "2024-10-22T00:22:24.117406Z",
     "shell.execute_reply": "2024-10-22T00:22:24.116811Z"
    },
    "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": "2024-10-22T00:22:24.119448Z",
     "iopub.status.busy": "2024-10-22T00:22:24.119084Z",
     "iopub.status.idle": "2024-10-22T00:22:24.333896Z",
     "shell.execute_reply": "2024-10-22T00:22:24.333395Z"
    },
    "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": "2024-10-22T00:22:24.335845Z",
     "iopub.status.busy": "2024-10-22T00:22:24.335490Z",
     "iopub.status.idle": "2024-10-22T00:22:24.549415Z",
     "shell.execute_reply": "2024-10-22T00:22:24.548846Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_cwe = nvd['CWE'].value_counts()\n",
    "nvd_cwe = nvd_cwe.reset_index()\n",
    "nvd_cwe.columns = ['CWE', 'CVEs']\n",
    "nvd_cwe_graph = nvd_cwe[nvd_cwe.CVEs > 100].head(25)\n",
    "plt.figure(figsize=(10,10));\n",
    "plt.barh(\"CWE\", \"CVEs\", data = nvd_cwe_graph, color=\"#001d82\");\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"CWE\") ;\n",
    "plt.title(\"Most Common CWE in CVE Records\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cbec814-905a-4028-b72f-98da5081b10d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## More CVE Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dbbc915",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "### Top CNA Assigner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04a26e54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-22T00:22:24.551533Z",
     "iopub.status.busy": "2024-10-22T00:22:24.551177Z",
     "iopub.status.idle": "2024-10-22T00:22:24.560988Z",
     "shell.execute_reply": "2024-10-22T00:22:24.560556Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
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       "<thead>\n",
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       "      \n",
       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
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[\"cve-coordination@google.com\", 18, 0.0], [\"security@otrs.com\", 18, 0.0], [\"cve-requests@bitdefender.com\", 17, 0.0], [\"reefs@jfrog.com\", 17, 0.0], [\"vulnerability@ncsc.ch\", 17, 0.0], [\"sirt@brocade.com\", 16, 0.0], [\"VulnerabilityReporting@secomea.com\", 16, 0.0], [\"cna@mongodb.com\", 14, 0.0], [\"hp-security-alert@hp.com\", 14, 0.0], [\"securityalerts@avaya.com\", 13, 0.0], [\"disclosures@gallagher.com\", 13, 0.0], [\"security@xiaomi.com\", 13, 0.0], [\"security@teradici.com\", 12, 0.0], [\"vulnerability@kaspersky.com\", 12, 0.0], [\"productsecurity@jci.com\", 12, 0.0], [\"jordan@liggitt.net\", 12, 0.0], [\"psirt@hcl.com\", 12, 0.0], [\"product-cna@github.com\", 11, 0.0], [\"psirt-info@cyber.jp.nec.com\", 10, 0.0], [\"cybersecurity@hitachienergy.com\", 9, 0.0], [\"security@openvpn.net\", 9, 0.0], [\"cna@cyber.gov.il\", 9, 0.0], [\"cret@cert.org\", 9, 0.0], [\"security@puppet.com\", 9, 0.0], [\"secure@blackberry.com\", 9, 0.0], [\"security@zyxel.com.tw\", 9, 0.0], 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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
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  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "83de26a8",
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2024-10-22T00:22:24.562413Z",
     "iopub.status.idle": "2024-10-22T00:22:24.568136Z",
     "shell.execute_reply": "2024-10-22T00:22:24.567723Z"
    },
    "tags": [
     "remove-input"
    ]
   },
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     "metadata": {},
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   "source": [
    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
   ]
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   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
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     "remove-input"
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CVE-1999:\t0\n",
      "CVE-2000:\t0\n",
      "CVE-2001:\t0\n",
      "CVE-2002:\t2\n",
      "CVE-2003:\t0\n",
      "CVE-2004:\t0\n",
      "CVE-2005:\t0\n",
      "CVE-2006:\t0\n",
      "CVE-2007:\t1\n",
      "CVE-2008:\t2\n",
      "CVE-2009:\t4\n",
      "CVE-2010:\t11\n",
      "CVE-2011:\t9\n",
      "CVE-2012:\t4\n",
      "CVE-2013:\t10\n",
      "CVE-2014:\t1\n",
      "CVE-2015:\t13\n",
      "CVE-2016:\t14\n",
      "CVE-2017:\t29\n",
      "CVE-2018:\t77\n",
      "CVE-2019:\t151\n",
      "CVE-2020:\t3618\n",
      "CVE-2021:\t16204\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-')]))"
   ]
  },
  {
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   "execution_count": 15,
   "id": "20ee3a71",
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     "iopub.status.busy": "2024-10-22T00:22:24.691830Z",
     "iopub.status.idle": "2024-10-22T00:22:24.695700Z",
     "shell.execute_reply": "2024-10-22T00:22:24.695260Z"
    },
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     "remove-input"
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   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-10-22 00:22:24.692849**"
      ],
      "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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