{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "serious-pressing",
   "metadata": {},
   "source": [
    "# 2017\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91b44dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:29.435884Z",
     "iopub.status.busy": "2024-07-27T04:06:29.435540Z",
     "iopub.status.idle": "2024-07-27T04:06:30.053189Z",
     "shell.execute_reply": "2024-07-27T04:06:30.052589Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    if (document.body.dataset.jpThemeLight == \"false\" || // Jupyter Lab\n",
       "        document.body.dataset.vscodeThemeKind == \"vscode-dark\" || // VS Code\n",
       "        document.documentElement.dataset.theme == \"dark\" || // Jupyter Book\n",
       "        window.matchMedia('(prefers-color-scheme: dark)').matches) {\n",
       "        document.documentElement.classList.add('dark');\n",
       "    }\n",
       "    else {\n",
       "        document.documentElement.classList.remove('dark');\n",
       "    }\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.magic import register_cell_magic\n",
    "from IPython.display import Markdown\n",
    "import datetime\n",
    "from datetime import date\n",
    "import glob\n",
    "import json\n",
    "import logging\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import warnings\n",
    "import calplot\n",
    "from itables import init_notebook_mode, show\n",
    "import itables.options as opt\n",
    "\n",
    "opt.dom = \"tpir\"\n",
    "opt.style = \"table-layout:auto;width:auto\"\n",
    "init_notebook_mode(all_interactive=True, connected=True)\n",
    "\n",
    "@register_cell_magic\n",
    "def markdown(line, cell):\n",
    "    return Markdown(cell.format(**globals()))\n",
    "\n",
    "\n",
    "logging.getLogger('matplotlib.font_manager').disabled = True\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.set_option('display.width', 500)\n",
    "pd.set_option('display.max_rows', 50)\n",
    "pd.set_option('display.max_columns', 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "98bafc2f-2e20-4032-a091-ec2dc0ecb7a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:30.055647Z",
     "iopub.status.busy": "2024-07-27T04:06:30.055424Z",
     "iopub.status.idle": "2024-07-27T04:06:49.082350Z",
     "shell.execute_reply": "2024-07-27T04:06:49.081708Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "row_accumulator = []\n",
    "for filename in glob.glob('nvd.jsonl'):\n",
    "    with open(filename, 'r', encoding='utf-8') as f:\n",
    "        nvd_data = json.load(f)\n",
    "        for entry in nvd_data:\n",
    "            cve = entry['cve']['id']\n",
    "            try:\n",
    "                assigner = entry['cve']['sourceIdentifier']\n",
    "            except KeyError:\n",
    "                assigner = 'Missing_Data'\n",
    "            try:\n",
    "                published_date = entry['cve']['published']\n",
    "            except KeyError:\n",
    "                published_date = 'Missing_Data'\n",
    "            try:\n",
    "                attack_vector = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackVector']\n",
    "            except KeyError:\n",
    "                attack_vector = 'Missing_Data'\n",
    "            try:\n",
    "                attack_complexity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['attackComplexity']\n",
    "            except KeyError:\n",
    "                attack_complexity = 'Missing_Data'\n",
    "            try:\n",
    "                privileges_required = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['privilegesRequired']\n",
    "            except KeyError:\n",
    "                privileges_required = 'Missing_Data'\n",
    "            try:\n",
    "                user_interaction = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['userInteraction']\n",
    "            except KeyError:\n",
    "                user_interaction = 'Missing_Data'\n",
    "            try:\n",
    "                scope = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['scope']\n",
    "            except KeyError:\n",
    "                scope = 'Missing_Data'\n",
    "            try:\n",
    "                confidentiality_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['confidentialityImpact']\n",
    "            except KeyError:\n",
    "                confidentiality_impact = 'Missing_Data'\n",
    "            try:\n",
    "                integrity_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['integrityImpact']\n",
    "            except KeyError:\n",
    "                integrity_impact = 'Missing_Data'\n",
    "            try:\n",
    "                availability_impact = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['availabilityImpact']\n",
    "            except KeyError:\n",
    "                availability_impact = 'Missing_Data'\n",
    "            try:\n",
    "                base_score = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseScore']\n",
    "            except KeyError:\n",
    "                base_score = '0.0'\n",
    "            try:\n",
    "                base_severity = entry['cve']['metrics']['cvssMetricV31'][0]['cvssData']['baseSeverity']\n",
    "            except KeyError:\n",
    "                base_severity = 'Missing_Data'\n",
    "            try:\n",
    "                exploitability_score = entry['cve']['metrics']['cvssMetricV31'][0]['exploitabilityScore']\n",
    "            except KeyError:\n",
    "                exploitability_score = 'Missing_Data'\n",
    "            try:\n",
    "                impact_score = entry['cve']['metrics']['cvssMetricV31'][0]['impactScore']\n",
    "            except KeyError:\n",
    "                impact_score = 'Missing_Data'\n",
    "            try:\n",
    "                cwe = entry['cve']['weaknesses'][0]['description'][0]['value']\n",
    "            except KeyError:\n",
    "                cwe = 'Missing_Data'\n",
    "            try:\n",
    "                description = entry['cve']['descriptions'][0]['value']\n",
    "            except IndexError:\n",
    "                description = ''\n",
    "            new_row = {\n",
    "                'CVE': cve,\n",
    "                'Published': published_date,\n",
    "                'AttackVector': attack_vector,\n",
    "                'AttackComplexity': attack_complexity,\n",
    "                'PrivilegesRequired': privileges_required,\n",
    "                'UserInteraction': user_interaction,\n",
    "                'Scope': scope,\n",
    "                'ConfidentialityImpact': confidentiality_impact,\n",
    "                'IntegrityImpact': integrity_impact,\n",
    "                'AvailabilityImpact': availability_impact,\n",
    "                'BaseScore': base_score,\n",
    "                'BaseSeverity': base_severity,\n",
    "                'ExploitabilityScore': exploitability_score,\n",
    "                'ImpactScore': impact_score,\n",
    "                'CWE': cwe,\n",
    "                'Description': description,\n",
    "                'Assigner' : assigner\n",
    "            }\n",
    "            if not description.startswith('rejected reason'): \n",
    "                row_accumulator.append(new_row)\n",
    "        nvd = pd.DataFrame(row_accumulator)\n",
    "        \n",
    "nvd['Published'] = pd.to_datetime(nvd['Published'])\n",
    "thisyear = ((nvd['Published'] > '2017-01-01') & (nvd['Published']  < '2018-01-01'))\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(2017, 1, 1)\n",
    "enddate  = date(2017, 12, 31)\n",
    "numberofdays = enddate - startdate \n",
    "per_day = nvdcount/numberofdays.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb2368b3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:49.084823Z",
     "iopub.status.busy": "2024-07-27T04:06:49.084628Z",
     "iopub.status.idle": "2024-07-27T04:06:49.089998Z",
     "shell.execute_reply": "2024-07-27T04:06:49.089495Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Total Number of CVEs: **18113**<br />Average CVEs Per Day: **49.76**<br />Average CVSS Score: **7.5**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Markdown(f\"Total Number of CVEs: **{nvd['CVE'].count()}**<br />Average CVEs Per Day: **{per_day.round(2)}**<br />Average CVSS Score: **{nvd['BaseScore'].mean().round(2)}**\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a9c60b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CVE Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "39c9867a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:49.092123Z",
     "iopub.status.busy": "2024-07-27T04:06:49.091938Z",
     "iopub.status.idle": "2024-07-27T04:06:49.100658Z",
     "shell.execute_reply": "2024-07-27T04:06:49.100231Z"
    },
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "Month_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"M\")).agg('count')\n",
    "Year_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"Y\")).agg('count')\n",
    "Week_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"W\")).agg('count')\n",
    "Day_Graph = nvd['Published'].groupby(nvd.Published.dt.to_period(\"D\")).agg('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "986aa70e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Calendar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a776139d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:49.102772Z",
     "iopub.status.busy": "2024-07-27T04:06:49.102572Z",
     "iopub.status.idle": "2024-07-27T04:06:49.763274Z",
     "shell.execute_reply": "2024-07-27T04:06:49.762665Z"
    },
    "tags": [
     "hide-input",
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = nvd['Published'].apply(lambda x: pd.to_datetime(x, errors='coerce', format='%Y/%m/%d'))\n",
    "df = dfs.value_counts()\n",
    "df = df.to_frame()\n",
    "df.index = df.index.strftime('%m/%d/%Y')\n",
    "df.index = pd.to_datetime(df.index, format='%m/%d/%Y')\n",
    "calplot.calplot(df.T.squeeze(), cmap='jet', dropzero=True, edgecolor=\"Grey\", textcolor=\"White\", textformat='{:.0f}', textfiller='', suptitle='CVEs Per Day', figsize=(25,3));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce24285",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### CVE Per Month Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "endless-cylinder",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:49.765465Z",
     "iopub.status.busy": "2024-07-27T04:06:49.765273Z",
     "iopub.status.idle": "2024-07-27T04:06:50.012243Z",
     "shell.execute_reply": "2024-07-27T04:06:50.011702Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Month_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Month')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befe79e1",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Week Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "common-louis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:50.014481Z",
     "iopub.status.busy": "2024-07-27T04:06:50.014291Z",
     "iopub.status.idle": "2024-07-27T04:06:50.285152Z",
     "shell.execute_reply": "2024-07-27T04:06:50.284663Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Week_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Week')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "989be730",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "### CVE Per Day Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "smooth-stupid",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:50.287233Z",
     "iopub.status.busy": "2024-07-27T04:06:50.287040Z",
     "iopub.status.idle": "2024-07-27T04:06:50.579353Z",
     "shell.execute_reply": "2024-07-27T04:06:50.578861Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cg = Day_Graph.plot.area(colormap='jet', figsize=(16, 8), title='CVEs Per Day')\n",
    "plt.grid()\n",
    "cg.set_ylabel(\"New CVEs\");\n",
    "cg.set_xlabel(\"Date\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51593e0c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "## CVSS Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0652f359",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:50.581430Z",
     "iopub.status.busy": "2024-07-27T04:06:50.581241Z",
     "iopub.status.idle": "2024-07-27T04:06:50.713370Z",
     "shell.execute_reply": "2024-07-27T04:06:50.712854Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ePSs9ClXmZz/7Wa6//vpMmDAhO+64Y2bOnJmTTjopPXv29DuNNvWTn/wkxx57bD7wgQ+kXbt22WWXXfLZz342M2bMqPRoUNWcps27UocOHbLNNttk4MCBGTt2bD70oQ/lkksuqfRYVJEZM2ZkwYIF2WWXXVJbW5va2tpMnTo1l156aWpra7Ny5cpKj0iV2mijjfLBD34wTz75ZKVHoYr06NFjjb+w22GHHVwSgHXmueeey+23354vfOELlR6FKnTaaafl9NNPzxFHHJGddtopn//853PyySdn7NixlR6NKrP11ltn6tSpWbx4cWbPnp177703K1asyFZbbVXp0ahS3bt3T5LMnz+/xfL58+c3r3s/ECN5T1i1alWWLVtW6TGoIvvvv38eeuihzJw5s/mx6667Zvjw4Zk5c2batWtX6RGpUosXL85TTz2VHj16VHoUqshee+2Vxx57rMWyxx9/PH369KnQRFS7a665Jl27dm1x0wdoK6+++mrWW6/lH1XbtWuXVatWVWgiql3nzp3To0ePvPzyy7nttttyyCGHVHokqlTfvn3TvXv3TJkypXlZY2Nj7rnnnvfVfTKcps27zpgxYzJkyJD07t07ixYtyoQJE/KHP/wht912W6VHo4p06dIl/fv3b7Gsc+fO2XTTTddYDu/EqaeemoMPPjh9+vTJnDlzcvbZZ6ddu3b57Gc/W+nRqCInn3xy9txzz3z729/OZz7zmdx777258sorc+WVV1Z6NKrQqlWrcs0112TEiBGprfXHCdrewQcfnG9961vp3bt3dtxxxzzwwAO56KKLcuyxx1Z6NKrMbbfdlqampmy33XZ58sknc9ppp2X77bfPMcccU+nReA9bvHhxi7OgnnnmmcycOTObbLJJevfunZNOOinnnXdett122/Tt2zdnnnlmevbs2XzH7fcD//fAu86CBQty1FFHZe7cuamvr8+AAQNy22235eMf/3ilRwP4lz3//PP57Gc/m//+7//O5ptvnr333jt//vOfs/nmm1d6NKrIbrvtlhtvvDFjxozJN7/5zfTt2zcXX3yxmz2wTtx+++2ZNWuWMMQ684Mf/CBnnnlmvvKVr2TBggXp2bNnjjvuuJx11lmVHo0qs3DhwowZMybPP/98NtlkkwwbNizf+ta30r59+0qPxnvYfffdl3333bf5+ejRo5MkI0aMyPjx4/O1r30tS5YsyZe+9KW88sor2XvvvXPrrbe+r+5lUNPU1NRU6SEAAAAAgOrnmpEAAAAAQBFiJAAAAABQhBgJAAAAABQhRgIAAAAARYiRAAAAAEARYiQAAAAAUIQYCQAAAAAUIUYCAAAAAEWIkQAAAABAEWIkAAAAAFCEGAkAAAAAFCFGAgAAAABF/D/e79X6/gCX0AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd['BaseScore'].plot(kind=\"hist\", colormap='jet', figsize=(16, 8), title='CVSS Scores');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0210783",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "## CNA Data\n",
    "\n",
    "### CNA Assigner Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96ff98c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:50.715465Z",
     "iopub.status.busy": "2024-07-27T04:06:50.715277Z",
     "iopub.status.idle": "2024-07-27T04:06:50.934136Z",
     "shell.execute_reply": "2024-07-27T04:06:50.933523Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ITk62ONY//fQTgYGBFChQAAcHB6pVq8a+ffuM8rlz51K6dGmsra3x9vZmyZIlmWKYP38+zZo1w97eHh8fH/bu3cuZM2fw8/PDwcGB2rVrEx8fbzEOERERERGRv0LJg2fUokWLsLKyYv/+/UyfPp2pU6eycOFCDh48SP/+/Rk9ejSnTp1i48aN1K9f32JfkydPpmLFihw5coSQkBD2798PwNatW0lISGD16tUAfPrpp5hMJj755BPS0tLo168fRYsWpVKlSnz22WeUL1+eV155hZ49ezJq1KhM8To4OLBv3z4mTZrE6NGj2bJlCwAdO3Zk/fr13Lp1y6i/adMm7ty5Q+vWrbOMOSgoiAsXLrB9+3ZWrVrFnDlzuHLlisXrdHJyIiwsjBMnTjB9+nQWLFjAxx9//ND6t27dokGDBly8eJGIiAiOHj3KkCFDSEtLA2DNmjUMGDCAgQMHcuzYMd588026du3K9u3bzfrJSM5ER0dTtmxZOnTowJtvvsmwYcM4ePAg6enp9O3b12Lsd+/eJSkpyewjIiIiIiKSXVq28IwqXrw4H3/8MSaTCW9vb2JiYvj4448ZO3YsDg4ONGvWDCcnJ0qUKEHlypUt9uXv78/AgQON77lz5wbAxcXFbOr/4sWLGTZsGLlz52bcuHFs3ryZ8PBw0tPT6d27N7/99htw/8G+Tp06ZueoUKECI0aMAMDLy4tZs2axbds2XnrpJQICAnBwcGDNmjV06tQJgKVLl9KiRQucnJwyxXv69Gm++eYb9u/fT/Xq1YH7iQ0fHx+L1/nBBx8Y//bw8GDQoEEsX76cIUOGZFl/6dKlXL16lQMHDhjLJjw9PY3yyZMnExQURO/evQF45513+O6775g8eTINGzY06nXt2pX27dsD92c/1KpVi5CQEAICAgAYMGAAXbt2tRj7+PHjMyVkREREREREskszD55RL7zwAiaTyfheq1Yt4uLiaNSoESVKlKBUqVJ06tSJ8PBw7ty5Y7GvatWqZeucMTExxl4G69evZ8SIEfj5+dGwYUOzB/MiRYpw48YNs7YVKlQw+16kSBFjpoCVlRXt27c3lh7cvn2bdevW0bFjxyzjiI2NxcrKiqpVqxrHypYtS758+SzGv2LFCurUqYObmxuOjo588MEHnD9//qH1o6OjqVy58kP3W4iNjc2UJKlTpw6xsbFmxx689sKFCwPg6+trduz333+3OJtg2LBhJCYmGp8LFy48/EJFRERERET+QMkDMePo6Mjhw4dZtmwZRYoUYfjw4VSsWJGbN28+tI2Dg0O2+k5JScHOzg64v7Hig+0cHR2Nfx8+fNjsF3og05sSTCaTMf0f7i9d2LZtG1euXGHt2rXY2dnRuHHjbMWVHXv37qVjx440bdqUr776iiNHjvD+++9b3CAy41r/qgevPSPhk9WxB8fjj2xsbHB2djb7iIiIiIiIZJeSB8+oBzftA/juu+/w8vIid+7cWFlZ8eKLLzJp0iS+//57zp07x7fffpvtvq2trQFITU01O+7p6UlMTAwAdevWZfr06dy4cYMbN24wffp0AI4fP06vXr0YPHjwY11P7dq1KV68OCtWrCA8PJx27do99NWMZcuWJSUlhUOHDhnHTp06ZTFBsmfPHkqUKMH7779PtWrV8PLy4scff7QYU4UKFYiOjub69etZlvv4+BAVFWV2LCoqinLlylnsV0RERERE5J+m5MEz6vz587zzzjucOnWKZcuWMXPmTAYMGMBXX33FjBkziI6O5scff2Tx4sWkpaXh7e2d7b5dXV2xs7Nj48aNXL58mcTERABat27N7NmzARg5ciT37t3DxcWFYsWKUbNmTX788UcaN25Mv379CAoKeuxr6tChA/PmzWPLli0PXbIA4O3tTePGjXnzzTfZt28fhw4d4o033rA4U8DLy4vz58+zfPly4uPjmTFjBmvWrDGrs3//fsqWLcvFixcBCAwMxM3NjVatWhEVFcXZs2f58ssv2bt3LwCDBw8mLCyMuXPnEhcXx9SpU1m9ejWDBg167GsXERERERH5Oyl58Izq3Lkzv/32GzVq1KBPnz4MGDCAnj17ki9fPlavXo2/vz8+Pj7MmzePZcuWUb58+Wz3bWVlxYwZM5g/fz7u7u60bNkSgODgYLZt28bChQspWLAgu3fv5vLly1y9epUxY8Zw6dIlLly4QM+ePf/UNXXs2JETJ05QtGjRTHsJ/FFoaCju7u40aNCANm3a0LNnT1xdXR9av0WLFrz99tv07duXSpUqsWfPHkJCQszq3Llzh1OnThmvb7S2tmbz5s24urrStGlTfH19mTBhgrGhZKtWrZg+fTqTJ0+mfPnyzJ8/n9DQUOPVliIiIiIiIk8LU3p6enpOByH/LD8/PypVqsS0adP+8XMfOXKEV155BX9/f/r370+VKlWwsrIiLi6OmTNncunSJb744ot/PK5nTVJSEnnz5oWi70Eu25wO54lIPx/y6EoiIiIiImIm49kgMTHR4t5omnkg/6jKlSsTHR2Ni4sLzZs3x8bGhjx58vDCCy+QkpLCjBkzcjpEERERERER+QOrnA5Anj2urq5Mnz6dadOmcfXqVVJSUnBzcyNXLuWyREREREREnkZKHjyDIiMjczoE4P4rBi3tMyAiIiIiIiJPB/3UKyIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWacNEkWdY4omhFt/lKiIiIiIiApp5ICIiIiIiIiKPoOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKRXNYo8w/KWmwi5bHM6jKdG+vmQnA5BREREROSppJkHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSB/9RJpOJtWvX5nQYIiIiIiIi8h+g5MF/VEJCAk2aNAHg3LlzmEwmoqOj/3R/3333HV26dMHT0xMXFxd8fHzo1asXx48ff0IR/z08PDyYNm3av6ZfERERERGRp5GSB/8x9+7dA8DNzQ0bG5u/3F9aWhr9+vWjSZMmFC5cmNmzZ7Nz507mzJmDo6MjdevWZfbs2X/5PCIiIiIiIvL0UvLgCVi1ahW+vr7Y2dnh4uLCiy++yO3btwFYuHAhPj4+2NraUrZsWebMmWPW9qeffiIwMJACBQrg4OBAtWrV2LdvHwBBQUG0atXKrH5wcDB+fn7Gdz8/P/r27UtwcDAFCxYkICAAMF+2ULJkSQAqV66MyWTCz8+PnTt3kidPHi5dupSp/3r16hnfhw4dyr59+4iNjWXSpEkEBARQvnx5GjZsyEcffcTBgweZMmUKq1atMutn7ty5lC5dGmtra7y9vVmyZIlZuclkYu7cuTRp0gQ7OztKlSqVqY8LFy7Qvn178uXLR4ECBWjZsiXnzp0zyjPGZ/LkyRQpUgQXFxf69OlDcnKyMTY//vgjb7/9NiaTCZPJZLTdvXs39erVw87OjuLFi9O/f3/jni1evBhHR0fi4uKM+r1796Zs2bLcuXPHYr9/dPPmTd58800KFy6Mra0tzz//PF999ZVR/uWXX1K+fHlsbGzw8PBgypQpZu09PDwYO3YsnTt3xtHRkRIlShAREcHVq1dp2bIljo6OVKhQgYMHDz40BhERERERkb9KyYO/KCEhgcDAQLp160ZsbCyRkZG0adOG9PR0wsPDGT58OB9++CGxsbGMGzeOkJAQFi1aBMCtW7do0KABFy9eJCIigqNHjzJkyBDS0tIeK4ZFixZhbW1NVFQU8+bNy1S+f/9+ALZu3UpCQgKrV6+mfv36lCpVyuyhPjk5mfDwcLp16wbAiRMnCAsLY+3atbi5uTF37ly8vLzw8PBg5syZeHt7kydPHhYsWMDgwYNJT08HYM2aNQwYMICBAwdy7Ngx3nzzTbp27cr27dvN4goJCeHVV1/l6NGjdOzYkddff53Y2FgjloCAAJycnNi1axdRUVE4OjrSuHFjY3YFwPbt24mPj2f79u0sWrSIsLAwwsLCAFi9ejXFihVj9OjRJCQkkJCQAEB8fDyNGzfm1Vdf5fvvv2fFihXs3r2bvn37AtC5c2eaNm1Kx44dSUlJ4euvv2bhwoWEh4djb2//0H7/KC0tjSZNmhAVFcXnn3/OiRMnmDBhArlz5wbg0KFDtG/fntdff52YmBhGjhxJSEiIEX+Gjz/+mDp16nDkyBFeeeUVOnXqROfOnfnf//7H4cOHKV26NJ07dzbGPyt3794lKSnJ7CMiIiIiIpJdVjkdwL9dQkICKSkptGnThhIlSgDg6+sLwIgRI5gyZQpt2rQB7s8AOHHiBPPnz6dLly4sXbqUq1evcuDAAQoUKACAp6fnY8fg5eXFpEmTHlpeqFAhAFxcXHBzczOOd+/endDQUAYPHgzA+vXr+f3332nfvj0A4eHhdOnSBXd3d3bt2sWgQYNYsGABZcuWZcSIEcTHx5OWlkajRo1ISUnh1KlTlC1blsmTJxMUFETv3r0BeOedd/juu++YPHkyDRs2NM7frl073njjDQDGjBnDli1bmDlzJnPmzGHFihWkpaWxcOFC45f90NBQ8uXLR2RkJC+//DIA+fPnZ9asWeTOnZuyZcvyyiuvsG3bNnr06EGBAgXInTs3Tk5OZtc9fvx4OnbsSHBwsDF+M2bMoEGDBsydOxdbW1vmz59PhQoV6N+/P6tXr2bkyJFUrVoV4KH9/tHWrVvZv38/sbGxlClTBoBSpUoZ5VOnTqVRo0aEhIQAUKZMGU6cOMFHH31EUFCQUa9p06a8+eabAAwfPpy5c+dSvXp12rVrB9yfHVKrVi0uX7780HjGjx/PqFGjHhqriIiIiIiIJZp58BdVrFiRRo0a4evrS7t27ViwYAE3btzg9u3bxMfH0717dxwdHY3P2LFjiY+PByA6OprKlSsbiYM/K+Oh9nEFBQVx5swZvvvuOwDCwsJo3749Dg4OAMTExFC7dm3gfmKhY8eOdOjQgSpVqjBv3jxSU1ONvooUKcKNGzcAiI2NpU6dOmbnqlOnjjGrIEOtWrUyfc+oc/ToUc6cOYOTk5MxdgUKFOD33383xg+gfPnyxi/5GXFcuXLF4nUfPXqUsLAws/sSEBBAWloaP/zwA3A/KfHpp58ayy/efffdR4xmZtHR0RQrVsxIHPzRw8YpLi7ObGwrVKhg/Ltw4cLA/yeoHjxm6bqHDRtGYmKi8blw4cJjX4+IiIiIiDy7NPPgL8qdOzdbtmxhz549bN68mZkzZ/L++++zfv16ABYsWEDNmjUztQGws7Oz2HeuXLkyTUXPWM//oIyH/cfl6upK8+bNCQ0NpWTJknzzzTdERkYa5SkpKUaM9+7dMzuPo6Oj8e/bt28TFxdH6dKl/1QcWbl16xZVq1YlPDw8U1nGTAqAPHnymJWZTKZHLvu4desWb775Jv37989U9txzzxn/3rlzJ7lz5yYhIYHbt2/j5OT0WNfwqPubXQ9eY8YsjKyOWbpuGxubJ7KBpoiIiIiIPJs08+AJMJlM1KlTh1GjRnHkyBFj/wF3d3fOnj2Lp6en2SdjA8MKFSoQHR3N9evXs+y3UKFCmdbT/5nXLVpbWwOY/Zqd4Y033mDFihV88sknlC5d2uyXcE9PT2JiYgCoW7cuy5cv5+TJkyQnJ/Phhx8CcPXqVbp160bLli1xdXUFwMfHh6ioKLPzREVFUa5cObNjGTMeHvzu4+MDQJUqVYiLi8PV1TXT+OXNm/exrv2P112lShVOnDiRqV9PT09jrPbs2cPEiRNZv349jo6Oxn4Ilvr9owoVKvDTTz9x+vTpLMsfNk5lypQxm00hIiIiIiKS05Q8+Iv27dvHuHHjOHjwIOfPn2f16tVcvXoVHx8fRo0axfjx45kxYwanT58mJiaG0NBQpk6dCkBgYCBubm60atWKqKgozp49y5dffsnevXsB8Pf35+DBgyxevJi4uDhGjBjBsWPHHjtGV1dX7Ozs2LhxI5cvXyYxMdEoCwgIwNnZmbFjx9K1a1ezdq1bt2bhwoUkJyfz6quv0qJFC8qVK4e9vT03b97E3d2dF198kaJFi5pt1Dh48GDCwsKYO3cucXFxTJ06ldWrVzNo0CCz/leuXMlnn33G6dOnGTFiBPv37zce0jt27EjBggVp2bIlu3bt4ocffiAyMpL+/fvz008/ZfvaPTw82LlzJxcvXuSXX34B7u8RsGfPHvr27Ut0dDRxcXGsW7fOOPevv/5Kp06d6N+/P02aNCE8PJwVK1aYvQ0iq34vXrxI2bJljQ0qGzRoQP369Xn11VfZsmULP/zwA9988w0bN24EYODAgWzbto0xY8Zw+vRpFi1axKxZszKNk4iIiIiISE5T8uAvcnZ2ZufOnTRt2pQyZcrwwQcfMGXKFJo0acIbb7zBwoULCQ0NxdfXlwYNGhAWFmbMPLC2tmbz5s24urrStGlTfH19zXbjDwgIICQkhCFDhlC9enV+/fVXOnfu/NgxWllZMWPGDObPn4+7uzstW7Y0ynLlykVQUBCpqamZ+m7YsCGenp706NGDtLQ05s+fT2JiIpcvX+aTTz7h4MGDXL9+nalTp2Jra2u0a9WqFdOnT2fy5MmUL1+e+fPnExoaavaKSYBRo0axfPlyKlSowOLFi1m2bJkxO8He3p6dO3fy3HPP0aZNG3x8fOjevTu///47zs7O2b720aNHc+7cOUqXLm0sd6hQoQI7duzg9OnT1KtXj8qVKzN8+HDc3d0BGDBgAA4ODowbNw64v7/AuHHjePPNN7l48eJD+01OTubUqVPcuXPHOP+XX35J9erVCQwMpFy5cgwZMsSYsVClShW++OILli9fzvPPP8/w4cMZPXq02WaJIiIiIiIiTwNTuqX3u8kzoXv37ly9epWIiIhMZTdu3KBp06YAvP/++/j7+2Nvb8+VK1cIDw9n8eLF7N69+7H3XTCZTKxZs4ZWrVo9iUuQx5SUlHR/+UfR9yCX7aMbPCPSz4fkdAgiIiIiIv+ojGeDxMREiz/UasPEZ1hiYiIxMTEsXbo0y8QB3H/rwI4dO5g9ezYDBw7k9OnTWFtbYzKZCAgI4NNPP/3TGzaKiIiIiIjIv4OSB8+wli1bsn//ft566y1eeumlh9aztrbm7bff5u233yYxMZGkpCRcXV21e7+IiIiIiMgzQsmDZ9iDr2XMrrx58z7W2w4eRqtlRERERERE/j20YaKIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKQNE0WeYYknhlp8l6uIiIiIiAho5oGIiIiIiIiIPIKSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRXtUo8gzLW24i5LLN6TCeKunnQ3I6BBERERGRp45mHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHvxHBAUF0apVq5wO46nk5+dHcHBwTochIiIiIiLyr6XkwVNID7tw4sQJevXqhY+PDy4uLnh5edGlSxf27t372H2tXr2aMWPG/A1RioiIiIiIPBuUPJCnzoQJE6hZsyZpaWlMnjyZHTt2EBoaSqlSpWjRogXDhg17rP4KFCiAk5PT3xStiIiIiIjIf5+SB0+ZoKAgduzYwfTp0zGZTJhMJuLj4+nevTslS5bEzs4Ob29vpk+fbrGfu3fv0r9/f1xdXbG1taVu3bocOHDAKL9x4wYdO3akUKFC2NnZ4eXlRWhoqMU+jx8/TrNmzXB2dsbJyYl69eoRHx9vxN2qVSsmT55MkSJFcHFxoU+fPiQnJxvtlyxZQrVq1XBycsLNzY0OHTpw5coVs3PMnj2bhQsXcujQIebPn88rr7zC888/T926dRkxYgQnTpxg06ZNTJkyxaxdVFQUfn5+2Nvbkz9/fgICArhx4waQeSbHnDlz8PLywtbWlsKFC9O2bVujLC0tjUmTJuHp6YmNjQ3PPfccH374oVEeExODv78/dnZ2uLi40LNnT27dumVx3NavX0/16tWxtbWlYMGCtG7d2uw+dO7cmfz582Nvb0+TJk2Ii4szysPCwsiXLx9fffUV3t7e2Nvb07ZtW+7cucOiRYvw8PAgf/789O/fn9TUVItxiIiIiIiI/FlKHjxlpk+fTq1atejRowcJCQkkJCRQrFgxihUrxsqVKzlx4gTDhw/nvffe44svvnhoP0OGDOHLL79k0aJFHD58GE9PTwICArh+/ToAISEhnDhxgm+++YbY2Fjmzp1LwYIFH9rfxYsXqV+/PjY2Nnz77bccOnSIbt26kZKSYtTZvn078fHxbN++nUWLFhEWFkZYWJhRnpyczJgxYzh69Chr167l3LlzBAUFGeW//PILw4cPZ82aNZQpU4Y1a9bw/PPP4+7uzgcffMBLL73EyZMnWbZsGR9++CG//vorANHR0TRq1Ihy5cqxd+9edu/eTfPmzbN8mD548CD9+/dn9OjRnDp1io0bN1K/fn2jfNiwYUyYMMEYn6VLl1K4cGEAbt++TUBAAPnz5+fAgQOsXLmSrVu30rdv34eO29dff03r1q1p2rQpR44cYdu2bdSoUcMoDwoK4uDBg0RERLB3717S09Np2rSpWdLlzp07zJgxg+XLl7Nx40YiIyNp3bo1GzZsYMOGDSxZsoT58+ezatWqh8Zx9+5dkpKSzD4iIiIiIiLZZUpPT0/P6SDEnJ+fH5UqVWLatGkPrdO3b18uXbpkPDAGBQVx8+ZN1q5dy+3bt8mfPz9hYWF06NABuP/g7uHhQXBwMIMHD6ZFixYULFiQzz77LFsxvffeeyxfvpxTp06RJ0+eTOVBQUFERkYSHx9P7ty5AWjfvj25cuVi+fLlWfZ58OBBqlevzq+//oqjoyMLFixg06ZNrFq1ivj4eMqXL8+UKVOoU6cOs2bNIiwsjK1bt+Ln50e9evV4//33ady4MR06dOD8+fPs3r37keO5evVqunbtyk8//ZRpKcOvv/5KoUKFmDVrFm+88UamfhYsWMDQoUO5cOECDg4OAGzYsIHmzZvz888/G0mGB9WuXZtSpUrx+eefZyqLi4ujTJkyREVFUbt2bQCuXbtG8eLFWbRoEe3atSMsLIyuXbty5swZSpcuDcBbb73FkiVLuHz5Mo6OjgA0btwYDw8P5s2bl+UYjBw5klGjRmUuKPoe5LLNss2zKv18SE6HICIiIiLyj0lKSiJv3rwkJibi7Oz80HqaefAvMXv2bKpWrUqhQoVwdHTkk08+4fz581nWjY+PJzk5mTp16hjH8uTJQ40aNYiNjQWgV69eLF++nEqVKjFkyBD27Nlj1G3SpAmOjo44OjpSvnx54P6v+/Xq1csycZChfPnyRuIAoEiRImbLEg4dOkTz5s157rnncHJyokGDBgDGdcTExBgP0Zs2baJ+/fr06dOHSpUqMWfOHGxsbMz6zliWkDHzIDteeuklSpQoQalSpejUqRPh4eHcuXMHgNjYWO7evfvQvmJjY6lYsaKROACoU6cOaWlpnDp1Kss2lmKLjY3FysqKmjVrGsdcXFzw9vY27hOAvb29kTgAKFy4MB4eHkbiIOPYH5eAPGjYsGEkJiYanwsXLjy0roiIiIiIyB8pefAvsHz5cgYNGkT37t3ZvHkz0dHRdO3alXv37v3pPps0acKPP/7I22+/zc8//0yjRo0YNGgQAAsXLiQ6Opro6Gg2bNgAgJ2d3SP7/GNiwWQykZaWBvz/lH9nZ2fCw8M5cOAAa9asATCuIyUlxTjPvXv3zB7Sra2tsba2Bu7vSxAdHY2np2e2Y8vg5OTE4cOHWbZsGUWKFGH48OFUrFiRmzdvPlY/2fUk+sxqXC2NdVZsbGxwdnY2+4iIiIiIiGSXkgdPIWtra7P1+hnT2nv37k3lypXx9PQ0NirMSunSpbG2tiYqKso4lpyczIEDByhXrpxxrFChQnTp0oXPP/+cadOm8cknnwBQtGhRPD098fT0pESJEgBUqFCBXbt2ma3FfxwnT57k2rVrTJgwgXr16lG2bNlMv5R7enoSExMDQN26ddm8eTPfffcdqampzJo1i5s3b5KUlMTAgQMpWrQo1atXN2Lbtm1btmOxsrLixRdfZNKkSXz//fecO3eOb7/9Fi8vL+zs7B7al4+PD0ePHuX27dvGsaioKHLlyoW3t3eWbSzF5uPjQ0pKCvv27TOOXbt2jVOnTpndJxERERERkZym5MFTyMPDg3379nHu3Dl++eUXvLy8OHjwIJs2beL06dOEhISYvTnhjxwcHOjVqxeDBw9m48aNnDhxgh49enDnzh26d+8OwPDhw1m3bh1nzpzh+PHjfPXVV/j4+Dy0z759+5KUlMTrr7/OwYMHiYuLY8mSJQ+drv9Hzz33HNbW1sycOZOzZ88SERHBmDFjzOq0aNGClStXcv36dapVq8a7775LvXr1sLGxYfPmzVStWpXXX3+dGzduGLMW4P6U/AMHDtC7d2++//57Tp48ydy5c/nll18yxfHVV18xY8YMoqOj+fHHH1m8eDFpaWl4e3tja2vL0KFDGTJkCIsXLyY+Pp7vvvuOTz/9FICOHTtia2tLly5dOHbsGNu3b6dfv3506tTJ2O9g2LBhdO7c2TjfiBEjWLZsGSNGjCA2NpaYmBgmTpwIgJeXFy1btqRHjx7s3r2bo0eP8r///Y+iRYvSsmXLbI2riIiIiIjIP0HJg6fQoEGDyJ07N+XKlaNQoUIEBATQpk0bXnvtNWrWrMm1a9fo3bu3xT4mTJjAq6++SqdOnahSpQpnzpxh06ZN5M+fH7g/u2HYsGFUqFCB+vXrkzt37odubAj31+J/++233Lp1iwYNGlC1alUWLFhgcQ+EBxUqVIiwsDBWrlxJuXLlmDBhApMnTzar4+npSbt27QgMDOTOnTuEhISQlJTEzz//TEREBBs2bODmzZvG6wszlClThs2bN3P06FFq1KhBrVq1WLduHVZWVpniyJcvH6tXr8bf3x8fHx/mzZvHsmXLjL0dQkJCGDhwIMOHD8fHx4fXXnvNmCFhb2/Ppk2buH79OtWrV6dt27Y0atSIWbNmGf0nJCSY7UXh5+fHypUriYiIoFKlSvj7+7N//36jPDQ0lKpVq9KsWTNq1apFeno6GzZsyPa4ioiIiIiI/BP0tgV5qty7d4927doRFxfH8OHDadKkCXnz5uXmzZusXr2aqVOnsnHjRooVK5bTof6rZeyoqrctZKa3LYiIiIjIsyS7b1vI/NOsSA6ytrZm7dq1LFq0iIkTJxIYGIi1tTVpaWnUq1ePGTNmKHEgIiIiIiLyD1PyQJ46JpOJoKAggoKCuHXrFtevX6dQoUJ/y9sQRERERERE5NGUPJCnmqOjI46OjjkdhoiIiIiIyDNNGyaKiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEXaMFHkGZZ4YqjFd7mKiIiIiIiAZh6IiIiIiIiIyCMoeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIW6VWNIs+wvOUmQi7bnA7jXyv9fEhOhyAiIiIi8o/QzAMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDschkMrF27dqcDiNH+fn5ERwcnNNhiIiIiIiI5BglD8SihIQEmjRpAsC5c+cwmUxER0f/6f6+++47unTpgqenJy4uLvj4+NCrVy+OHz/+hCIWERERERGRJ03JA8nSvXv3AHBzc8PGxuYv95eWlka/fv1o0qQJhQsXZvbs2ezcuZM5c+bg6OhI3bp1mT179l8+z39Zxj0RERERERH5pyl58BRZtWoVvr6+2NnZ4eLiwosvvsjt27cBWLhwIT4+Ptja2lK2bFnmzJlj1vann34iMDCQAgUK4ODgQLVq1di3bx8AQUFBtGrVyqx+cHAwfn5+xnc/Pz/69u1LcHAwBQsWJCAgADBftlCyZEkAKleujMlkws/Pj507d5InTx4uXbqUqf969eoZ34cOHcq+ffuIjY1l0qRJBAQEUL58eRo2bMhHH33EwYMHmTJlCqtWrTLaxMfH07JlSwoXLoyjoyPVq1dn69atZufx8PBgzJgxBAYG4uDgQNGiRTMlIaZOnYqvry8ODg4UL16c3r17c+vWLbM6UVFR+Pn5YW9vT/78+QkICODGjRtGeVpaGkOGDKFAgQK4ubkxcuRIs/Y3b97kjTfeoFChQjg7O+Pv78/Ro0exJCYmBn9/f+N+9+zZ0yyujPv24Ycf4u7ujre3NwB79uyhUqVK2NraUq1aNdauXfuXZ4SIiIiIiIhYouTBUyIhIYHAwEC6detGbGwskZGRtGnThvT0dMLDwxk+fDgffvghsbGxjBs3jpCQEBYtWgTArVu3aNCgARcvXiQiIoKjR48yZMgQ0tLSHiuGRYsWYW1tTVRUFPPmzctUvn//fgC2bt1KQkICq1evpn79+pQqVYolS5YY9ZKTkwkPD6dbt24AnDhxgrCwMNauXYubmxtz587Fy8sLDw8PZs6cibe3N3ny5GHBggUMHjyY9PR047qaNm3Ktm3bOHLkCI0bN6Z58+acP3/eLK6PPvqIihUrcuTIEd59910GDBjAli1bjPJcuXIxY8YMjh8/zqJFi/j2228ZMmSIUR4dHU2jRo0oV64ce/fuZffu3TRv3pzU1FSzsXFwcGDfvn1MmjSJ0aNHm52jXbt2XLlyhW+++YZDhw5RpUoVGjVqxPXr17Mc69u3bxMQEED+/Pk5cOAAK1euZOvWrfTt29es3rZt2zh16hRbtmzhq6++IikpiebNm+Pr68vhw4cZM2YMQ4cOtXxjgbt375KUlGT2ERERERERyS6rnA5A7ktISCAlJYU2bdpQokQJAHx9fQEYMWIEU6ZMoU2bNsD9GQAnTpxg/vz5dOnShaVLl3L16lUOHDhAgQIFAPD09HzsGLy8vJg0adJDywsVKgSAi4sLbm5uxvHu3bsTGhrK4MGDAVi/fj2///477du3ByA8PJwuXbrg7u7Orl27GDRoEAsWLKBs2bKMGDGC+Ph40tLSaNSoESkpKZw6dYqyZctSsWJFKlasaJxnzJgxrFmzhoiICLOH7Dp16vDuu+8CUKZMGaKiovj444956aWXAMw2O/Tw8GDs2LG89dZbxuyNSZMmUa1aNbPZHOXLlze79goVKjBixAhjnGbNmsW2bdt46aWX2L17N/v37+fKlSvGEo/Jkyezdu1aVq1aRc+ePTON5dKlS/n9999ZvHgxDg4OAMyaNYvmzZszceJEChcuDICDgwMLFy7E2toagHnz5mEymViwYAG2traUK1eOixcv0qNHj4feN4Dx48czatQoi3VEREREREQeRjMPnhIVK1akUaNG+Pr60q5dOxYsWMCNGze4ffs28fHxdO/eHUdHR+MzduxY4uPjgfu/nFeuXNlIHPxZVatW/VPtgoKCOHPmDN999x0AYWFhtG/f3ngojomJoXbt2sD9xELHjh3p0KEDVapUYd68eWa/8BcpUsRYLnDr1i0GDRqEj48P+fLlw9HRkdjY2EwzD2rVqpXpe2xsrPF969atNGrUiKJFi+Lk5ESnTp24du0ad+7cAf5/5oElFSpUMPtepEgRrly5AsDRo0e5desWLi4uZvfohx9+MO7RH8XGxlKxYkVjjOB+EiQtLY1Tp04Zx3x9fY3EAcCpU6eoUKECtra2xrEaNWpYjB1g2LBhJCYmGp8LFy48so2IiIiIiEgGzTx4SuTOnZstW7awZ88eNm/ezMyZM3n//fdZv349AAsWLKBmzZqZ2gDY2dlZ7DtXrlzGUoAMycnJmeo9+CD7OFxdXWnevDmhoaGULFmSb775hsjISKM8JSXFiPHevXtm53F0dDT+ffv2beLi4ihdujQAgwYNYsuWLUyePBlPT0/s7Oxo27btY20ceO7cOZo1a0avXr348MMPKVCgALt376Z79+7cu3cPe3v7R44fQJ48ecy+m0wmY1nIrVu3KFKkiNk1Z8iXL1+2Y83Kn70nf2RjY/NENr4UEREREZFnk2YePEVMJhN16tRh1KhRHDlyxNh/wN3dnbNnz+Lp6Wn2ydjAsEKFCkRHRz90fX2hQoVISEgwO/ZnNtfL+AX8wZkCGd544w1WrFjBJ598QunSpalTp45R5unpSUxMDAB169Zl+fLlnDx5kuTkZD788EMArl69Srdu3WjZsiWurq7A/U0Mg4KCaN26Nb6+vri5uXHu3LlM586Y8fDgdx8fHwAOHTpEWloaU6ZM4YUXXqBMmTL8/PPPZvUrVKjAtm3bHns8MlSpUoVLly5hZWWV6R4VLFgwyzY+Pj4cPXrU2BAz43pz5cplbIyYFW9vb2JiYrh7965x7MCBA386dhERERERkexQ8uApsW/fPsaNG8fBgwc5f/48q1ev5urVq/j4+DBq1CjGjx/PjBkzOH36NDExMYSGhjJ16lQAAgMDcXNzo1WrVkRFRXH27Fm+/PJL9u7dC4C/vz8HDx5k8eLFxMXFMWLECI4dO/bYMbq6umJnZ8fGjRu5fPkyiYmJRllAQADOzs6MHTuWrl27mrVr3bo1CxcuJDk5mVdffZUWLVpQrlw57O3tuXnzJu7u7rz44osULVrUbKNGLy8vVq9eTXR0NEePHqVDhw5ZbgIZFRXFpEmTOH36NLNnz2blypUMGDAAuJ+4SE5OZubMmZw9e5YlS5Zk2gxy2LBhHDhwgN69e/P9999z8uRJ5s6dyy+//JKtcXnxxRepVasWrVq1YvPmzZw7d449e/bw/vvvc/DgQeD+ZpNly5bl4sWLAHTs2BFbW1u6dOnCsWPH2L59O/369aNTp07GfgdZyRiDnj17Ehsby6ZNm5g8eTJwP/kkIiIiIiLyd1Dy4Cnh7OzMzp07adq0KWXKlOGDDz5gypQpNGnShDfeeIOFCxcSGhqKr68vDRo0ICwszJh5YG1tzebNm3F1daVp06b4+voyYcIEY1lDQEAAISEhDBkyhOrVq/Prr7/SuXPnx47RysqKGTNmMH/+fNzd3WnZsqVRlitXLoKCgkhNTc3Ud8OGDfH09KRHjx6kpaUxf/58EhMTuXz5Mp988gkHDx7k+vXrTJ061Wwt/9SpU8mfPz+1a9emefPmBAQEUKVKlUxxDRw4kIMHD1K5cmXGjh3L1KlTjVdNVqxYkalTpzJx4kSef/55wsPDGT9+vFn7MmXKsHnzZo4ePUqNGjWoVasW69atw8oqe6t6TCYTGzZsoH79+nTt2pUyZcrw+uuv8+OPPxqJgDt37nDq1CljuYi9vT2bNm3i+vXrVK9enbZt29KoUSNmzZpl8VzOzs6sX7+e6OhoKlWqxPvvv8/w4cMBzMZORERERETkSTKl/3ExvMif1L17d65evUpERESmshs3btC0aVMA3n//ffz9/bG3t+fKlSuEh4ezePFidu/e/dhr/D08PAgODjZ7o8KzJjw8nK5du5KYmJit/RsAkpKSyJs3LxR9D3Ip6fBnpZ8PyekQRERERET+koxng8TERJydnR9aTxsmyl+WmJhITEwMS5cuzTJxAJA/f3527NjB7NmzGThwIKdPn8ba2hqTyURAQACffvrpE9sc8L9u8eLFlCpViqJFi3L06FGGDh1K+/bts504EBEREREReVxKHshf1rJlS/bv389bb73FSy+99NB61tbWvP3227z99tskJiaSlJSEq6ur3gLwmC5dusTw4cO5dOkSRYoUoV27dsbGkyIiIiIiIn8HLVsQeQZp2cKToWULIiIiIvJvl91lC9owUUREREREREQsUvJARERERERERCxS8kBERERERERELFLyQEREREREREQs0tsWRJ5hiSeGWtwURUREREREBDTzQEREREREREQeQckDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUivahR5huUtNxFy2eZ0GP966edDcjoEEREREZG/lWYeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoe/MuZTCbWrl2bozH4+fkRHBycozGIiIiIiIjI30fJg3+5hIQEmjRpAsC5c+cwmUxER0fnbFB/UlBQEK1atXpo+fnz5xk0aBAVK1akYMGClCpVirZt27Jx48Z/LkgREREREZFnkJIH/1L37t0DwM3NDRsbmxyO5q9JTU0lLS3NYp0lS5bw/PPPc/HiRUaOHMm2bdtYtmwZL7zwAj179qRz586kpqb+QxGLiIiIiIg8W5Q8eAyrVq3C19cXOzs7XFxcePHFF7l9+zYACxcuxMfHB1tbW8qWLcucOXPM2v70008EBgZSoEABHBwcqFatGvv27QOy/sU9ODgYPz8/47ufnx99+/YlODiYggULEhAQAJgvWyhZsiQAlStXxmQy4efnx86dO8mTJw+XLl3K1H+9evUeec3Xrl0jMDCQokWLYm9vj6+vL8uWLbPY5u7duwwaNIiiRYvi4OBAzZo1iYyMNMrDwsLIly8fERERlCtXDhsbG7p168aiRYtYt24dJpMJk8lktFm/fj2DBw9m8+bNLFu2jNatW1OxYkVq1qzJoEGDiI2N5cqVK5mWThw7dowmTZrg6OhI4cKF6dSpE7/88ovZmPbr14/g4GDy589P4cKFWbBgAbdv36Zr1644OTnh6enJN998Y9bv8ePHadasGc7Ozjg5OVGvXj3i4+MfOh6W6qelpTF69GiKFSuGjY0NlSpVMptJkTGb5IsvvqBevXrY2dlRvXp1Tp8+zYEDB6hWrRqOjo40adKEq1evWrwnSUlJZh8REREREZHsUvIgmxISEggMDKRbt27ExsYSGRlJmzZtSE9PJzw8nOHDh/Phhx8SGxvLuHHjCAkJYdGiRQDcunWLBg0acPHiRSIiIjh69ChDhgx55K/tf7Ro0SKsra2Jiopi3rx5mcr3798PwNatW0lISGD16tXUr1+fUqVKsWTJEqNecnIy4eHhdOvW7ZHn/P3336latSpff/01x44do2fPnnTq1Mk4V1b69u3L3r17Wb58Od9//z3t2rWjcePGxMXFGXXu3LnDxIkTWbhwIcePH2fGjBm0b9+exo0bk5CQQEJCArVr1+bevXv07duXsLAwXnjhBXbv3k21atUoXLgwb731Fp07d2bt2rWEh4ezdOlS46H85s2b+Pv7U7lyZQ4ePMjGjRu5fPky7du3zzSmBQsWZP/+/fTr149evXrRrl07ateuzeHDh3n55Zfp1KkTd+7cAeDixYvUr18fGxsbvv32Ww4dOkS3bt1ISUnJciweVX/69OlMmTKFyZMn8/333xMQEECLFi3MxgpgxIgRfPDBBxw+fBgrKys6dOjAkCFDmD59Ort27eLMmTMMHz78ofdk/Pjx5M2b1/gUL17cwl0XERERERExZ5XTAfxbJCQkkJKSQps2bShRogQAvr6+wP0HuylTptCmTRvg/gyAEydOMH/+fLp06cLSpUu5evUqBw4coECBAgB4eno+dgxeXl5MmjTpoeWFChUCwMXFBTc3N+N49+7dCQ0NZfDgwcD9X/J///33TA/SWSlatCiDBg0yvvfr149NmzbxxRdfUKNGjUz1z58/T2hoKOfPn8fd3R2AQYMGsXHjRkJDQxk3bhxwP4ExZ84cKlasaLS1s7Pj7t27ZrFv2bKFQoUK0bhxY27evEnLli3p27cvrVu3ZtWqVUyYMAF/f39cXFxo2rQpW7ZsoXTp0syaNYvKlSsb5wP47LPPKF68OKdPn6ZMmTIAVKxYkQ8++ACAYcOGMWHCBAoWLEiPHj0AGD58OHPnzuX777/nhRdeYPbs2eTNm5fly5eTJ08eAKOvrDyq/uTJkxk6dCivv/46ABMnTmT79u1MmzaN2bNnG/UGDRpkzDYZMGAAgYGBbNu2jTp16gD373FYWNhD4xg2bBjvvPOO8T0pKUkJBBERERERyTYlD7KpYsWKNGrUCF9fXwICAnj55Zdp27Yt1tbWxMfH0717d+OBEyAlJYW8efMCEB0dTeXKlY3EwZ9VtWrVP9UuKCiIDz74gO+++44XXniBsLAw2rdvj4ODwyPbpqamMm7cOL744gsuXrzIvXv3uHv3Lvb29lnWj4mJITU1NdMD9d27d3FxcTG+W1tbU6FChUeePyYmhtq1awOwZ88eXFxcGDVqFACVKlVixYoVRt0iRYpw48YNAI4ePcr27dtxdHTM1Gd8fLwR34Mx5M6dGxcXFyMpBFC4cGEArly5Aty/l/Xq1TMSAY9iqX5SUhI///yzkQDIUKdOHY4ePWp27ME4M2L6Y5wZMWbFxsbmX783hoiIiIiI5BwlD7Ipd+7cbNmyhT179rB582ZmzpzJ+++/z/r16wFYsGABNWvWzNQG7v+ibkmuXLlIT083O5acnJypXnYe9rPi6upK8+bNCQ0NpWTJknzzzTdmexBY8tFHHzF9+nSmTZuGr68vDg4OBAcHGxs2/tGtW7fInTs3hw4dMq4/w4MP8nZ2dphMpkeePyUlxRi/e/fuZRqDB/s8fPgwb775phFH8+bNmThxYqY+ixQpYvz7jw/1JpPJ7FhGjBlLTB51L//oces/TFYx/fHY4y6DERERERERyS4lDx6DyWSiTp061KlTh+HDh1OiRAmioqJwd3fn7NmzdOzYMct2FSpUYOHChVy/fj3L2QeFChXi2LFjZseio6Oz/et2Bmtra4As3zrwxhtvEBgYSLFixShdunSmX7sfJioqipYtW/K///0PuP8Qffr0acqVK5dl/cqVK5OamsqVK1eytSHjH+P/Y+yenp5GoqN69eqcPHmSdevW0bx5c9avX8/Ro0f57bff+Oijj7hw4QItWrQAoEqVKnz55Zd4eHhgZfXk/swrVKjAokWLSE5Oztb9sVTf2dkZd3d3oqKiaNCggXE8KioqyyUhIiIiIiIiOUUbJmbTvn37GDduHAcPHuT8+fOsXr2aq1ev4uPjw6hRoxg/fjwzZszg9OnTxMTEEBoaytSpUwEIDAzEzc2NVq1aERUVxdmzZ/nyyy/Zu3cvAP7+/hw8eJDFixcTFxfHiBEjMiUTssPV1RU7Oztjc8DExESjLCAgAGdnZ8aOHUvXrl2z3aeXl5cx4yI2NpY333yTy5cvP7R+mTJl6NixI507d2b16tX88MMP7N+/n/Hjx/P1119bPJeHhwfff/89p06d4pdffiE5OZkXX3yRffv2cfr0aYoWLcrs2bMJDAzE2tqaCRMmEBAQwIABA9i9ezfbtm0zpub36dOH69evExgYyIEDB4iPj2fTpk107dr1L73SsW/fviQlJfH6669z8OBB4uLiWLJkCadOnQJgzZo1lC1bNtv1Bw8ezMSJE1mxYgWnTp3i3XffJTo6mgEDBvzpGEVERERERJ40JQ+yydnZmZ07d9K0aVPKlCnDBx98wJQpU2jSpAlvvPEGCxcuJDQ0FF9fXxo0aEBYWJjx6kRra2s2b96Mq6srTZs2xdfXlwkTJhjT+gMCAggJCWHIkCFUr16dX3/9lc6dOz92jFZWVsyYMYP58+fj7u5Oy5YtjbJcuXIRFBREamrqY/X9wQcfUKVKFQICAvDz8zOSIJaEhobSuXNnBg4ciLe3N61ateLAgQM899xzFtv16NEDb29vqlWrRqFChYiKisLZ2ZmhQ4fSvn17rl27Rrdu3bh58yYXLlxg7969fP755yQmJrJu3TqKFStm9JXxi35qaiovv/wyvr6+BAcHky9fPnLl+vN/9i4uLnz77bfGGzSqVq3KggULjFkFiYmJRmIgO/X79+/PO++8w8CBA/H19WXjxo1ERETg5eX1p2MUERERERF50kzpf1xsL/9Z3bt35+rVq0REROR0KI8lPT2d3r1789VXXzF8+HBatWpFoUKFuH37Nhs3bmTMmDEsXLiQatWq5XSo/xpJSUn3N/Qs+h7kss3pcP710s+H5HQIIiIiIiJ/SsazQWJiIs7Ozg+tpz0PngGJiYnExMSwdOnSf13iAO7vNTF37lyaNGnCpEmTeOutt7CysiIlJYVq1arxwQcfKHEgIiIiIiLyN1Ly4BnQsmVL9u/fz1tvvcVLL71kVtakSRN27dqVZbv33nuP9957758IMVtatGhBixYt+O233/jll1/Ily8fTk5OOR2WiIiIiIjIf56SB88AS69lXLhwIb/99luWZVm9GeJpYGdnR/HixXM6DBERERERkWeGkgfPuKJFi+Z0CCIiIiIiIvKU09sWRERERERERMQiJQ9ERERERERExCItWxB5hiWeGGrxdSwiIiIiIiKgmQciIiIiIiIi8ghKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFelWjyDMsb7mJkMs2p8N4ZqSfD8npEERERERE/hTNPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYv+8eTBuXPnMJlMREdH/9OnfmYFBQXRqlWrv9RHZGQkJpOJmzdvPpGY/i1MJhNr167N6TBERERERERylGYeSLbUrl2bhIQE8ubN+9ht09LSWLFiBc2bN+e5556jUKFCVKtWjZEjR3Lt2rW/IVoRERERERF5kqxyOoDsSE1NxWQykSuXch05xdraGjc3t8du98svv9C2bVsuXLhAnz59GDx4MAUKFODs2bMsXbqUcuXKsWbNGmrXrv03RC0iIiIiIiJPwt/2NJ6WlsakSZPw9PTExsaG5557jg8//NAoP3v2LA0bNsTe3p6KFSuyd+9eoywsLIx8+fIRERFBuXLlsLGx4fz589y4cYPOnTuTP39+7O3tadKkCXFxcZnaffXVV3h7e2Nvb0/btm25c+cOixYtwsPDg/z589O/f39SU1ONdnfv3mXQoEEULVoUBwcHatasSWRk5COvcf369VSvXh1bW1sKFixI69atAXjvvfeoWbNmpvoVK1Zk9OjRxveFCxfi4+ODra0tZcuWZc6cORbPl5qaSvfu3SlZsiR2dnZ4e3szffr0THXeeecd8uXLh4uLC0OGDCE9Pd2sjp+fH/369SM4OJj8+fNTuHBhFixYwO3bt+natStOTk54enryzTffGG3+uGwhY6w3bdqEj48Pjo6ONG7cmISEBKNNSkoKLVq0oHTp0pw8eZJ33nmH+vXr8/zzz9OiRQuWL1/OZ599RuvWrTl79qzR7tdff6Vjx444ODhQpEgRPv74Y/z8/AgODjbqPOpvAeDLL7+kfPny2NjY4OHhwZQpU8zKExISeOWVV7Czs6NkyZIsXboUDw8Ppk2b9tB7cOHCBdq3b0++fPkoUKAALVu25Ny5c5ZuG8ePH6dZs2Y4Ozvj5OREvXr1iI+PB+7/dzJ69GiKFSuGjY0NlSpVYuPGjUbbjGU+X3zxBfXq1cPOzo7q1atz+vRpDhw4QLVq1XB0dKRJkyZcvXrVYhwiIiIiIiJ/1t+WPBg2bBgTJkwgJCSEEydOsHTpUgoXLmyUv//++wwaNIjo6GjKlClDYGAgKSkpRvmdO3eYOHEiCxcu5Pjx47i6uhIUFMTBgweJiIhg7969pKen07RpU5KTk83azZgxg+XLl7Nx40YiIyNp3bo1GzZsYMOGDSxZsoT58+ezatUqo03fvn3Zu3cvy5cv5/vvv6ddu3Y0btw408Pog77++mtat25N06ZNOXLkCNu2baNGjRoAdOzYkf379xsPiHD/AfL777+nQ4cOAISHhzN8+HA+/PBDYmNjGTduHCEhISxatOih50xLS6NYsWKsXLmSEydOMHz4cN577z2++OILo86UKVMICwvjs88+Y/fu3Vy/fp01a9Zk6mvRokUULFiQ/fv3069fP3r16kW7du2oXbs2hw8f5uWXX6ZTp07cuXPnofHcuXOHyZMns2TJEnbu3Mn58+cZNGiQUf7pp59iMpn45JNPSEtLo1+/fhQtWpRKlSrx2WefUb58eV555RV69uzJqFGjjHbvvPMOUVFRREREsGXLFnbt2sXhw4fNzv2ov4VDhw7Rvn17Xn/9dWJiYhg5ciQhISGEhYUZfXTu3Jmff/6ZyMhIvvzySz755BOuXLny0OtNTk4mICAAJycndu3aRVRUlJE0uXfvXpZtLl68SP369bGxseHbb7/l0KFDdOvWzfhbnz59OlOmTGHy5Ml8//33BAQE0KJFi0x/eyNGjOCDDz7g8OHDWFlZ0aFDB4YMGcL06dPZtWsXZ86cYfjw4Q+N/e7duyQlJZl9REREREREssuU/sefpZ+AX3/9lUKFCjFr1izeeOMNs7Jz585RsmRJFi5cSPfu3QE4ceIE5cuXJzY2lrJlyxIWFkbXrl2Jjo6mYsWKAMTFxVGmTBmioqKMKe7Xrl2jePHiLFq0iHbt2hntzpw5Q+nSpQF46623WLJkCZcvX8bR0RGAxo0b4+Hhwbx58zh//jylSpXi/PnzuLu7G3G++OKL1KhRg3HjxmV5jbVr16ZUqVJ8/vnnWZZXqlSJV199lZCQEOD+bIRvv/2W7777DgBPT0/GjBlDYGCg0Wbs2LFs2LCBPXv2ZHus+/bty6VLl4xkiLu7O2+//TaDBw8G7v/6X7JkSapWrWps/Ofn50dqaiq7du0C7s9WyJs3L23atGHx4sUAXLp0iSJFirB3715eeOEFIiMjadiwITdu3CBfvnxZjvWcOXMYPXo0ly5dAqBOnToMGzaMZs2aMWbMGD7//HPmz59Peno6vXv35rfffuPcuXPEx8dTp04dLl26xK+//oqLiwtLly6lbdu2ACQmJuLu7k6PHj2YNm1atv4WOnbsyNWrV9m8ebMxVkOGDOHrr7/m+PHjnDx5Eh8fH+PXe4AzZ87g5eXFxx9/bMxyMJlMrFmzhlatWvH5558zduxYYmNjMZlMANy7d498+fKxdu1aXn755Uz357333mP58uWcOnWKPHnyZCovWrQoffr04b333jOO1ahRg+rVqzN79uws/3tZvnw5gYGBbNu2DX9/fwAmTJhAWFgYJ0+ezPLvZOTIkWYJmv8P4D3IZZtlG3ny0s+H5HQIIiIiIiJmkpKSyJs3L4mJiTg7Oz+03t8y8yA2Npa7d+/SqFGjh9apUKGC8e8iRYoAmP3qa21tbVYnNjYWKysrs+UALi4ueHt7Exsbaxyzt7c3HmYBChcujIeHh5E4yDiWca6YmBhSU1MpU6YMjo6OxmfHjh3GzIEHj7/11lsAREdHW7y+jh07snTpUgDS09NZtmwZHTt2BOD27dvEx8fTvXt3s77Hjh1rnLNJkybG8fLlyxv9zp49m6pVq1KoUCEcHR355JNPOH/+PHD/ITshIcFsjKysrIyH44eNf+7cuXFxccHX19dsjACLv8T/cayLFCliVj8mJsZ4uF+/fj0jRozAz8+Phg0b8sEHH5i1u3HjBnB/OUtycrIxiwMgb968eHt7G9+z87cQGxtLnTp1zOKtU6cOcXFxpKamcurUKaysrKhSpYpR7unpSf78+R96vUePHuXMmTM4OTkZ96ZAgQL8/vvvZrNMHhQdHU29evWyTBwkJSXx888/Zxnng3/TYH6/Mu7NH++XpXs1bNgwEhMTjc+FCxceWldEREREROSP/pYNE+3s7B5Z58GHqYxfcdPS0sz6yDj+OP74kGYymbI8lnGuW7dukTt3bg4dOkTu3LnN6mUkHB58rWRGJuZR1xgYGMjQoUM5fPgwv/32GxcuXOC1114zzgmwYMGCTHsjZMSwcOFCfvvtN7NrWr58OYMGDWLKlCnUqlULJycnPvroI/bt22cxlqw8apyyuifZ6ePBiSwpKSnGON27dw8HBwej7MFkzuHDh/H09Hzsa/in3bp1i6pVqxIeHp6prFChQlm2yc5/C9mR1b354zFL98rGxgYbG5snEouIiIiIiDx7/paZB15eXtjZ2bFt27Yn1qePjw8pKSlmD8rXrl3j1KlTlCtX7k/3W7lyZVJTU7ly5Qqenp5mn4y3Czx4zNXVFbj/S7Cl6ytWrBgNGjQgPDyc8PBwXnrpJaNt4cKFcXd35+zZs5nOWbJkSeD+dPaMYyVKlAAwpun37t2bypUr4+npafaLd968eSlSpIjZGKWkpHDo0KE/PT5/haenJzExMQDUrVuX6dOnc+PGDW7cuGFs9Hj8+HF69eplLLMoVaoUefLk4cCBA0Y/iYmJnD592vienb8FHx8foqKizOKJioqiTJky5M6dG29vb1JSUjhy5IhRfubMGWMGRFaqVKlCXFwcrq6ume7bw15hWaFCBXbt2mW2L0cGZ2dn3N3ds4zzr/xNi4iIiIiIPGl/S/LA1taWoUOHMmTIEBYvXkx8fDzfffcdn3766Z/u08vLi5YtW9KjRw92797N0aNH+d///kfRokVp2bLln+63TJkydOzYkc6dO7N69Wp++OEH9u/fz/jx4/n6668f2m7EiBEsW7aMESNGEBsbS0xMDBMnTjSr07FjR5YvX87KlSuNJQsZRo0axfjx45kxYwanT58mJiaG0NBQpk6danEMDh48yKZNmzh9+jQhISFmD9kAAwYMYMKECaxdu5aTJ0/Su3dv4w0J/7TWrVsze/Zs4P6a+3v37uHi4kKxYsWoWbMmP/74I40bN6Zfv34EBQUB4OTkRJcuXRg8eDDbt2/n+PHjdO/enVy5chm/uGfnb2HgwIFs27aNMWPGcPr0aRYtWsSsWbOMDR3Lli3Liy++SM+ePdm/fz9HjhyhZ8+eFme8dOzYkYIFC9KyZUt27drFDz/8QGRkJP379+enn34CYM2aNZQtW9Zo07dvX5KSknj99dc5ePAgcXFxLFmyhFOnTgEwePBgJk6cyIoVKzh16hTvvvsu0dHRDBgw4MnfEBERERERkT/pb3vbQkhICAMHDmT48OH4+Pjw2muvWVyTnR2hoaFUrVqVZs2aUatWLdLT09mwYUOW68kft9/OnTszcOBAvL29adWqFQcOHOC55557aBs/Pz9WrlxJREQElSpVwt/fn/3795vVadu2LdeuXePOnTu0atXKrOyNN95g4cKFhIaG4uvrS4MGDQgLCzNmHmTlzTffpE2bNrz22mvUrFmTa9eu0bt3b7M6AwcOpFOnTnTp0sVY2pDxCsl/WnBwMNu2bWPhwoUULFiQ3bt3c/nyZa5evcqYMWO4dOkSFy5coGfPnmbtpk6dSq1atWjWrBkvvvgiderUMV5pmeFRfwtVqlThiy++YPny5Tz//PMMHz6c0aNHG0kKgMWLF1O4cGHq169P69at6dGjB05OTmbneZC9vT07d+7kueeeo02bNvj4+NC9e3d+//13YzlLYmKikRiA+3sxfPvtt9y6dYsGDRpQtWpVFixYYMTZv39/3nnnHQYOHIivry8bN24kIiICLy+vJ3IPREREREREnoS/5W0LIhmOHDnCK6+8gr+/P/3796dKlSpYWVkRFxfHzJkzuXTpktmrJrNy+/ZtihYtypQpU4w3DvwdfvrpJ4oXL87WrVstbob5X5Cxo6retvDP0tsWRERERORpk6NvWxDJULlyZaKjo3FxcaF58+bY2NiQJ08eXnjhBVJSUpgxY0amNkeOHGHZsmXEx8dz+PBhY8nHX1mekpVvv/2WiIgIfvjhB/bs2cPrr7+Oh4cH9evXf6LnERERERER+bf7W962IPIgV1dXpk+fzrRp07h69SopKSm4ubmRK9fDc1eTJ0/m1KlTWFtbU7VqVXbt2kXBggWfaFzJycm89957nD17FicnJ2rXrk14ePhfXgYjIiIiIiLyX6NlCyLPIC1byBlatiAiIiIiTxstWxARERERERGRJ0LJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUhvWxB5hiWeGGpxUxQRERERERHQzAMREREREREReQQlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUPRERERERERMQivapR5BmWt9xEyGWb02HIH6SfD8npEEREREREzGjmgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IE8FpPJxNq1a3M6DMPIkSOpVKlStuufO3cOk8lEdHT0Q+tERkZiMpm4efPmX45PRERERETkv0DJA3ksCQkJNGnSBMjeg/ijfPfdd3Tp0gVPT09cXFzw8fGhV69eHD9+/AlF/Phq165NQkICefPmzbEYREREREREniZKHki23Lt3DwA3NzdsbGz+cn9paWn069ePJk2aULhwYWbPns3OnTuZM2cOjo6O1K1bl9mzZ//l8/wZ1tbWuLm5YTKZcuT8liQnJ+d0CCIiIiIi8gxS8uAptmrVKnx9fbGzs8PFxYUXX3yR27dvA7Bw4UJ8fHywtbWlbNmyzJkzx6ztTz/9RGBgIAUKFMDBwYFq1aqxb98+AIKCgmjVqpVZ/eDgYPz8/Izvfn5+9O3bl+DgYAoWLEhAQABgvmyhZMmSAFSuXBmTyYSfnx87d+4kT548XLp0KVP/9erVM74PHTqUffv2ERsby6RJkwgICKB8+fI0bNiQjz76iIMHDzJlyhRWrVpl1s+ECRMoXLgwTk5OdO/end9//z3TuD1qbABOnjxJ7dq1sbW15fnnn2fHjh1G2R+XLVy7do3AwECKFi2Kvb09vr6+LFu2zKw/Pz8/+vfvz5AhQyhQoABubm6MHDky03kflJaWxujRoylWrBg2NjZUqlSJjRs3GuUZMztWrFhBgwYNsLW1JTw8nJSUFPr370++fPlwcXFh6NChdOnSJdM9FREREREReVKUPHhKJSQkEBgYSLdu3YiNjSUyMpI2bdqQnp5OeHg4w4cP58MPPyQ2NpZx48YREhLCokWLALh16xYNGjTg4sWLREREcPToUYYMGUJaWtpjxbBo0SKsra2Jiopi3rx5mcr3798PwNatW0lISGD16tXUr1+fUqVKsWTJEqNecnIy4eHhdOvWDYATJ04QFhbG2rVrcXNzY+7cuXh5eeHh4cHMmTPx9vYmT548LFiwgMGDB5Oeng7AF198wciRIxk3bhwHDx6kSJEimRIDjxqbDIMHD2bgwIEcOXKEWrVq0bx5c65du5blOPz+++9UrVqVr7/+mmPHjtGzZ086depkXP+D4+Xg4MC+ffuYNGkSo0ePZsuWLQ8d3+nTpzNlyhQmT57M999/T0BAAC1atCAuLs6s3rvvvsuAAQOIjY0lICCAiRMnEh4eTmhoKFFRUSQlJT1yH4q7d++SlJRk9hEREREREckuq5wOQLKWkJBASkoKbdq0oUSJEgD4+voCMGLECKZMmUKbNm2A+zMATpw4wfz58+nSpQtLly7l6tWrHDhwgAIFCgDg6en52DF4eXkxadKkh5YXKlQIABcXF9zc3Izj3bt3JzQ0lMGDBwOwfv16fv/9d9q3bw/cf8Dv0qUL7u7u7Nq1i0GDBrFgwQLKli3LiBEjiI+PJy0tjUaNGpGSksKpU6coW7Ys06ZNo3v37nTv3h2AsWPHsnXrVrPZB48amwx9+/bl1VdfBWDu3Lls3LiRTz/9lCFDhmS6zqJFizJo0CDje79+/di0aRNffPEFNWrUMI5XqFCBESNGGGM3a9Ystm3bxksvvZTl+E2ePJmhQ4fy+uuvAzBx4kS2b9/OtGnTzJZsBAcHG9cDMHPmTIYNG0br1q0BmDVrFhs2bMjyHBnGjx/PqFGjLNYRERERERF5GM08eEpVrFiRRo0a4evrS7t27ViwYAE3btzg9u3bxMfH0717dxwdHY3P2LFjiY+PByA6OprKlSsbiYM/q2rVqn+qXVBQEGfOnOG7774DICwsjPbt2+Pg4ABATEwMtWvXBu4nFjp27EiHDh2oUqUK8+bNIzU11eirSJEi3LhxA4DY2Fhq1qxpdq5atWoZ/87O2GTVzsrKimrVqhEbG5vl9aSmpjJmzBh8fX0pUKAAjo6ObNq0ifPnz5vVq1Chgtn3IkWKcOXKlSz7TEpK4ueff6ZOnTpmx+vUqZMpjmrVqhn/TkxM5PLly2ZJi9y5cz/yXg0bNozExETjc+HCBYv1RUREREREHqSZB0+p3Llzs2XLFvbs2cPmzZuZOXMm77//PuvXrwdgwYIFmR6kc+fODYCdnZ3FvnPlymUsBciQ1UZ8GQ/7j8vV1ZXmzZsTGhpKyZIl+eabb4iMjDTKU1JSjBjv3btndh5HR0fj37dv3yYuLo7SpUtn67y3bt0CLI/Nn/HRRx8xffp0pk2bhq+vLw4ODgQHBxubSGbIkyeP2XeTyfTYS0Wy8mfvw4NsbGyeyEaXIiIiIiLybNLMg6eYyWSiTp06jBo1iiNHjhj7D7i7u3P27Fk8PT3NPhkbGFaoUIHo6GiuX7+eZb+FChUiISHB7Nifed2itbU1gNlMgQxvvPEGK1as4JNPPqF06dJmv7B7enoSExMDQN26dVm+fDknT54kOTmZDz/8EICrV6/SrVs3WrZsiaurKwA+Pj7Gpo8ZMmY3ABQuXPiRY5NVu5SUFA4dOoSPj0+W1xkVFUXLli353//+R8WKFSlVqhSnT5/O9jhlxdnZGXd3d6KiojKdq1y5cg9tlzdvXgoXLsyBAweMY6mpqRw+fPgvxSMiIiIiImKJkgdPqX379hkbA54/f57Vq1dz9epVfHx8GDVqFOPHj2fGjBmcPn2amJgYQkNDmTp1KgCBgYG4ubnRqlUroqKiOHv2LF9++SV79+4FwN/fn4MHD7J48WLi4uIYMWIEx44de+wYXV1dsbOzY+PGjVy+fJnExESjLCAgAGdnZ8aOHUvXrl3N2rVu3ZqFCxeSnJzMq6++SosWLShXrhz29vbcvHkTd3d3XnzxRYoWLWq2UeOAAQP47LPPCA0N5fTp04wYMYLjx4+b9f2osckwe/Zs1qxZw8mTJ+nTpw83btwwNnT8Iy8vL2MWSGxsLG+++SaXL19+7PHq3Lkzw4YNM74PHjyYiRMnsmLFCk6dOsW7775LdHQ0AwYMsNhPv379GD9+POvWrePUqVMMGDCAGzduPJWvlhQRERERkf8GLVt4Sjk7O7Nz506mTZtGUlISJUqUYMqUKTRp0gQAe3t7PvroIwYPHoyDgwO+vr4EBwcD92cEbN68mYEDB9K0aVNSUlIoV66csQlfQEAAISEhDBkyhN9//51u3brRuXNnYzZAdllZWTFjxgxGjx7N8OHDqVevnrE8IVeuXAQFBTFu3Dg6d+5s1q5hw4Z4enrSo0cPPv30U+bPn8/kyZNJTk6mQIECJCQk4OrqmmmpwWuvvUZ8fLwR96uvvkqvXr3YtGmTUeeNN96wODYZJkyYwIQJE4iOjsbT05OIiAgKFiyY5XV+8MEHnD17loCAAOzt7enZsyetWrUyS5Zkx/nz58mV6//zdf379ycxMZGBAwdy5coVypUrR0REBF5eXhb7GTp0KJcuXaJz587kzp2bnj17EhAQ8JeWZoiIiIiIiFhiSv/j4neRJ6R79+5cvXqViIiITGU3btygadOmALz//vv4+/tjb2/PlStXCA8PZ/HixezevfuJrPf/r0tLS8PHx4f27dszZsyYbLVJSkoib968UPQ9yGX7N0cojyv9fEhOhyAiIiIiz4iMZ4PExEScnZ0fWk8zD+SJS0xMJCYmhqVLl2aZOADInz8/O3bsYPbs2QwcOJDTp09jbW2NyWQiICCATz/9VImDh/jxxx/ZvHkzDRo04O7du8yaNYsffviBDh065HRoIiIiIiLyH6XkgTxxLVu2ZP/+/bz11lu89NJLD61nbW3N22+/zdtvv01iYiJJSUm4urrqrQCPkCtXLsLCwhg0aBDp6ek8//zzbN269aEbPoqIiIiIiPxVSh7IE/fgaxmzK2/evPen0csjFS9ePNNbGkRERERERP5OetuCiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFikDRNFnmGJJ4ZafJeriIiIiIgIaOaBiIiIiIiIiDyCkgciIiIiIiIiYpGSByIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikV7VKPIMy1tuIuSyzekw5G+Wfj4kp0MQERERkX85zTwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EDN+fn4EBwf/58/5JPxb4xYREREREXlcVjkdgDxdVq9eTZ48eSzWOXfuHCVLluTIkSNUqlQpU3laWhorV67k888/5+jRo/z222+UKFGCZs2a0a9fP1xcXP6m6P9Z2RkrERERERGR/wIlD8RMgQIFLJbfu3fPYvkvv/xC27ZtuXDhAn369GHw4MEUKFCAs2fPsnTpUsqVK8eaNWuoXbv2kww7RzxqrERERERERP4rtGzhP8jPz4++ffvSt29f8ubNS8GCBQkJCSE9PR2AOXPm4OXlha2tLYULF6Zt27ZmbR+ciu/h4cGYMWPo3Lkzzs7O9OzZk5IlSwJQuXJlTCYTfn5+AKSkpNCiRQtKly7NyZMneeedd6hfvz7PP/88LVq0YPny5Xz22We0bt2as2fPmsWclpbGkCFDKFCgAG5ubowcOdIoO3fuHCaTiejoaOPYzZs3MZlMREZGApCamkr37t0pWbIkdnZ2eHt7M336dKP+sWPHyJUrF1evXgXg+vXr5MqVi9dff92oM3bsWOrWrWvWpkmTJjg6OlK4cGE6derEL7/88tCxysr69eupXr06tra2FCxYkNatWxtlN27coHPnzuTPnx97e3uaNGlCXFycUR4WFka+fPn46quv8Pb2xt7enrZt23Lnzh0WLVqEh4cH+fPnp3///qSmplqMQ0RERERE5K9Q8uA/atGiRVhZWbF//36mT5/O1KlTWbhwIQcPHqR///6MHj2aU6dOsXHjRurXr2+xr8mTJ1OxYkWOHDlCSEgI+/fvB2Dr1q0kJCSwevVqAD799FNMJhOffPIJaWlp9OvXj6JFi1KpUiU+++wzypcvzyuvvELPnj0ZNWpUpngdHBzYt28fkyZNYvTo0WzZsiXb15uWlkaxYsVYuXIlJ06cYPjw4bz33nt88cUXAJQvXx4XFxd27NgBwK5du8y+A+zYscNIhNy8eRN/f38qV67MwYMH2bhxI5cvX6Z9+/bZjunrr7+mdevWNG3alCNHjrBt2zZq1KhhlAcFBXHw4EEiIiLYu3cv6enpNG3alOTkZKPOnTt3mDFjBsuXL2fjxo1ERkbSunVrNmzYwIYNG1iyZAnz589n1apVFmO5e/cuSUlJZh8REREREZHs0rKF/6jixYvz8ccfYzKZ8Pb2JiYmho8//pixY8fi4OBAs2bNcHJyokSJElSuXNliX/7+/gwcOND4njt3bgBcXFxwc3Mzji9evJhhw4aRO3duxo0bx+bNmwkPDyc9PZ3evXvz22+/AfcfmuvUqWN2jgoVKjBixAgAvLy8mDVrFtu2beOll17K1vXmyZPHLCFRsmRJ9u7dyxdffEH79u0xmUzUr1+fyMhI2rZtS2RkJF27dmXhwoWcPHmS0qVLs2fPHoYMGQLArFmzqFy5MuPGjTP6/OyzzyhevDinT5+mTJkyj4zpww8/5PXXXzeLq2LFigDExcURERFBVFSUsYQjPDyc4sWLs3btWtq1awdAcnIyc+fOpXTp0gC0bduWJUuWcPnyZRwdHSlXrhwNGzZk+/btvPbaaw+NZfz48ZkSNiIiIiIiItmlmQf/US+88AImk8n4XqtWLeLi4mjUqBElSpSgVKlSdOrUifDwcO7cuWOxr2rVqmXrnDExMcaD8Pr16xkxYgR+fn40bNiQDz74wKhXpEgRbty4Yda2QoUKZt+LFCnClStXsnXeDLNnz6Zq1aoUKlQIR0dHPvnkE86fP2+UN2jQwFjmsGPHDvz9/Y2EwoEDB0hOTjaSGkePHmX79u04Ojoan7JlywIQHx+frXiio6Np1KhRlmWxsbFYWVlRs2ZN45iLiwve3t7ExsYax+zt7Y3EAUDhwoXx8PDA0dHR7NijxmrYsGEkJiYanwsXLmTrGkREREREREAzD545jo6OHD58mMjISDZv3szw4cMZOXIkBw4cIF++fFm2cXBwyFbfKSkp2NnZAfc3Vnyw3YMPu4cPH8bT09Os7R/fWmAymUhLSwMgV677Oa6MPRsAs6n9AMuXL2fQoEFMmTKFWrVq4eTkxEcffcS+ffuMOhl7FMTFxXHixAnq1q3LyZMniYyM5MaNG1SrVg17e3sAbt26RfPmzZk4cWKm6yxSpEi2xiNjLP6KrMbF0lg9jI2NDTY2Nn85HhEREREReTZp5sF/1IMPzQDfffcdXl5e5M6dGysrK1588UUmTZrE999/z7lz5/j222+z3be1tTVApk36PD09iYmJAaBu3bpMnz6dGzducOPGDWPzwuPHj9OrVy8GDx6c7fMVKlQIgISEBOPYg5snAsb0/969e1O5cmU8PT0zzRDw9fUlf/78jB07lkqVKuHo6Iifnx87duwgMjLS2O8AoEqVKhw/fhwPDw88PT3NPtlNplSoUIFt27ZlWebj40NKSorZfbp27RqnTp2iXLly2epfRERERETkn6LkwX/U+fPneeeddzh16hTLli1j5syZDBgwgK+++ooZM2YQHR3Njz/+yOLFi0lLS8Pb2zvbfbu6umJnZ2dsIpiYmAhA69atmT17NgAjR47k3r17uLi4UKxYMWrWrMmPP/5I48aN6devH0FBQdk+n52dHS+88AITJkwgNjaWHTt2mC2DgPv7JBw8eJBNmzZx+vRpQkJCOHDggFmdjH0PwsPDjURBhQoVuHv3Ltu2baNBgwZG3T59+nD9+nUCAwM5cOAA8fHxbNq0ia5duz70zQbDhg2jc+fOxvcRI0awbNkyRowYQWxsLDExMcZMBi8vL1q2bEmPHj3YvXs3R48e5X//+x9FixalZcuW2R4bERERERGRf4KSB/9RnTt35rfffqNGjRr06dOHAQMG0LNnT/Lly8fq1avx9/fHx8eHefPmsWzZMsqXL5/tvq2srJgxYwbz58/H3d3deNgNDg5m27ZtLFy4kIIFC7J7924uX77M1atXGTNmDJcuXeLChQv07Nnzsa/ns88+IyUlhapVqxIcHMzYsWPNyt98803atGnDa6+9Rs2aNbl27Rq9e/fO1E+DBg1ITU01kge5cuWifv36mEwms00c3d3diYqKIjU1lZdffhlfX1+Cg4PJly+fsYzijxISEsz2WPDz82PlypVERERQqVIl/P39jTdVAISGhlK1alWaNWtGrVq1SE9PZ8OGDZmWJYiIiIiIiOQ0U/qDC8nlP8HPz49KlSoxbdq0f/zcR44c4ZVXXsHf35/+/ftTpUoVrKysiIuLY+bMmVy6dMl4faLknKSkJPLmzQtF34NctjkdjvzN0s+H5HQIIiIiIvKUyng2SExMxNnZ+aH1NPNAnqjKlSsTHR2Ni4sLzZs3x8bGhjx58vDCCy+QkpLCjBkzcjpEEREREREReUx624I8ca6urkyfPp1p06Zx9epVUlJScHNze+h0fxEREREREXm6KXnwHxQZGZnTIQD3Nyh0dXXN6TBERERERETkL9JPwSIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikTZMFHmGJZ4YavFdriIiIiIiIqCZByIiIiIiIiLyCEoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRVY5HYCI5Jy85SZCLtucDkP+A9LPh+R0CCIiIiLyN9LMAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbHoqU0eeHh4MG3atJwO46kxcuRIKlWqlNNh/O38/PwIDg7O6TBERERERETkAU9t8uBJCwoKolWrVjkdxp82aNAgtm3bZnz/q9dz69YtpkyZQt26dXFzc6No0aL4+/szf/58UlJSnkDEIiIiIiIi8l9h9Xd2fu/ePaytrf/OU/znpaenk5qaiqOjI46Ojk+kz0OHDtG6dWtKlChBjx498PHxIU+ePHz//ffMmzePefPmsWnTJlxdXZ/I+UREREREROTf7bFmHvj5+dG3b1/69u1L3rx5KViwICEhIaSnpwP3lxqMGTOGzp074+zsTM+ePQH48ssvKV++PDY2Nnh4eDBlyhSzfq9cuULz5s2xs7OjZMmShIeHm5WfO3cOk8lEdHS0cezmzZuYTCYiIyONY8ePH6dZs2Y4Ozvj5OREvXr1iI+PZ+TIkSxatIh169ZhMpkytXvQjRs36NixI4UKFcLOzg4vLy9CQ0ON8gsXLtC+fXvy5ctHgQIFaNmyJefOnTPr47PPPjOut0iRIvTt2zfb1xEZGYnJZOKbb76hatWq2NjYsHv3brNlCw+7Hn9/f+NcGa5evYq1tbUxa+HHH3+kadOmhISEsGvXLrp06UKNGjWoXLkyXbp0Yc+ePTRv3pwmTZqQnJxs9BMXF0f9+vWxtbWlXLlybNmyBZPJxNq1a83ivnnzptEmOjoak8lkjM+1a9cIDAykaNGi2Nvb4+vry7Jly7K8Dxnu3r3L0KFDKV68ODY2Nnh6evLpp58a5Tt27KBGjRrGWL/77rtmMyf8/Pzo168fwcHB5M+fn8KFC7NgwQJu375N165dcXJywtPTk2+++cZok3EtmzZtonLlytjZ2eHv78+VK1f45ptv8PHxwdnZmQ4dOnDnzh2L8UdFReHn54e9vT358+cnICCAGzduGNfWv39/XF1dsbW1pW7duhw4cOBviUNEREREROSveOxlC4sWLcLKyor9+/czffp0pk6dysKFC43yyZMnU7FiRY4cOUJISAiHDh2iffv2vP7668TExDBy5EhCQkIICwsz2gQFBXHhwgW2b9/OqlWrmDNnDleuXHmsuC5evEj9+vWxsbHh22+/5dChQ3Tr1o2UlBQGDRpE+/btady4MQkJCSQkJFC7du0s+wkJCeHEiRN88803xMbGMnfuXAoWLAhAcnIyAQEBODk5sWvXLqKionB0dKRx48bcu3cPgLlz59KnTx969uxJTEwMEREReHp6PuYow7vvvsuECROIjY2lQoUKZmUPu5433niDpUuXcvfuXaPu559/bixJyOi3a9eu9OjRg59++olmzZrh6upKQEAAY8aMoVevXowePRoHBwc+//xzANLS0mjTpg3W1tbs27ePefPmMXTo0Me+pt9//52qVavy9ddfc+zYMXr27EmnTp3Yv3//Q9t07tyZZcuWMWPGDGJjY5k/f74xA+PixYs0bdqU6tWrc/ToUebOncunn37K2LFjzfpYtGgRBQsWZP/+/fTr149evXrRrl07ateuzeHDh3n55Zfp1KlTpgfwkSNHMmvWLPbs2WMkjaZNm8bSpUv5+uuv2bx5MzNnznxo7NHR0TRq1Ihy5cqxd+9edu/eTfPmzUlNTQVgyJAhfPnllyxatIjDhw/j6elJQEAA169ff6JxwP1ERVJSktlHREREREQkux572ULx4sX5+OOPMZlMeHt7ExMTw8cff0yPHv/H3n3HdVX///+/vUQZgoDinqg4EBFxlRtHOXJX5ihwl9sUNVMQt5aamCMTQ839yZENt2GGAxfKWxARB+rbHKUQWgrC7w9/nK+vhJdYJvb2fr1cXpcLr3Oe4/E8L/3jPM7z+Tx9AWjatCkjRowwynfv3p1mzZoREBAAQMWKFYmOjubjjz+mR48enD59mi1bthAREUHt2rUBWLJkCe7u7k8U1/z583FycmLNmjXkyZPH6CuDnZ0dd+/epWjRohbbSUhIwNvbm1q1agEPZlNkWLt2LWlpaYSEhGAymQAIDQ3F2dmZsLAwXn31VSZPnsyIESMYOnSoUS9jXE9i4sSJvPLKK5mec3BwyHQ8nTp1YtCgQXz99dd07twZgKVLl9KjRw9MJhPJycl89913nDt3DgA/Pz8cHBzYunUrMTExvPfee7z++uvGuW3bttGzZ0927tzJqVOn2LZtG8WLFwdg6tSptGrV6onGVKJECfz9/Y3vgwcPZtu2baxbt446deo8Uv706dOsW7eOHTt20Lx5cwDKlStnnF+wYAGlSpVi3rx5mEwmKleuzH//+19Gjx5NYGAguXI9yI15eXkxbtw4AMaMGcP06dMpWLCg8W82MDCQhQsXcuLECV5++WWj/cmTJ1O/fn0AevfuzZgxY4iPjzdieOONN/jhhx+yTKR89NFH1KpViwULFhjHPDw8ALh9+zYLFy5k6dKlxnVcvHgxO3bsYMmSJYwcOfKpxQEwbdo0JkyYkOV5ERERERERS5545sHLL79s3DgD1K1bl7i4OONpasZNd4aYmBjjxidD/fr1jToxMTHkzp2bmjVrGucrV66Ms7PzE8UVGRlJw4YNjcRBdrRq1crYSyDjpq5///6sWbOG6tWrM2rUKPbt22eUP378OGfOnCFfvnxGvQIFCvDHH38QHx/PtWvX+O9//0uzZs2eKPbM/Pk6ZoetrS3vvPMOX3zxBQBHjx7lP//5Dz169AAe3Iy7urri4uLC7du32b17NwsXLqRGjRp0796dLl26GG0VK1bMmF4fExNDqVKljMQBPPjdn9T9+/eZNGkSnp6eFChQAAcHB7Zt20ZCQkKm5SMjI7GysqJx48aZno+JiaFu3bpm/x7r169PcnIyly5dMo49PHPDysoKFxcXPD09jWNFihQBeGS2y8P1ihQpQt68ec2SF0WKFLE4QyZj5kFm4uPjSUlJMfu/kSdPHurUqUNMTMxTjQMeJE0SExONz8WLFy2WFxERERERedhT3zDR3t7+aTdpPEHO2FsBMFuPDw9mFjypkJAQfv/9dwAj6dCqVSsuXLjA999/z44dO2jWrBkDBw5k5syZJCcnU7NmzUf2ZAAoVKiQEeffGUeGv3od+/TpQ/Xq1bl06RKhoaE0bdqUMmXKAJCammpcp4x+H+7HwcHBSBhkTKPPruyM7eOPPyY4OJg5c+bg6emJvb09w4YNM5Z8/Nlf+U0z8+eEkslkMjuWkXxIS0vLst6f62Qc+3Odh/0T8f+VOABsbGywsbF5KvGIiIiIiMiL54lnHhw8eNDs+4EDB6hQoQJWVlaZlnd3dyc8PNzsWHh4OBUrVsTKyorKlSuTmprKkSNHjPOxsbFmG+8VKlQIgCtXrhjHHt50EB48nd27d2+WN+PW1tbG7IgMJUqUwM3NDTc3N+MGO6M/Pz8/VqxYwZw5c/j8888BqFGjBnFxcRQuXNiol/FxcnIiX758uLq6mr1S8WHZGUd2ZTYeAE9PT2rVqsXixYtZtWoVvXr1Ms6VK1eO06dPk5KSgrOzMx4eHkyZMoWUlBROnTrFmjVrSEtL47vvvmP+/PnG5ovu7u5cvHjRLO4DBw488djCw8Np3749b7/9Nl5eXkY8WfH09CQtLY09e/Zket7d3Z39+/ebJSzCw8PJly8fJUuWzLLdZ6VatWpZ/lsoX7481tbWZv83UlJSOHToEFWqVHlWIYqIiIiIiGTLEycPEhISGD58OLGxsaxevZpPP/3UbH3/n40YMYJdu3YxadIkTp8+zbJly5g3b56x9r1SpUq0bNmSd999l4MHD3LkyBH69Olj9tTWzs6Ol19+2dhAcM+ePcYa9gyDBg0iKSmJLl26cPjwYeLi4vjyyy+JjY0FHuxdcOLECWJjY7lx40aWSYbAwEC+/vprzpw5w8mTJ/n222+N/Re6d+9OwYIFad++PXv37uXcuXOEhYUxZMgQY5p8UFAQs2bNYu7cucTFxXH06FFjM7vsjCO7LI2nT58+TJ8+nfT0dDp27GgcL1iwINWqVTM2QgwNDWX16tXY2dnRvHlz2rVrx4oVKwgMDGTdunXGuJs3b07FihXx8/Pj+PHj7N27l7Fjx5rF4+bmRqlSpQgKCiIuLo7vvvvukbdqVKhQgR07drBv3z5iYmJ49913uXr1qsUx+vn50atXLzZt2mRc73Xr1gEwYMAALl68yODBgzl16hRff/0148ePZ/jw4Y+dBfJPmDdvntkyhTFjxnDo0CEGDBjAiRMnOHXqFAsXLuTGjRvY29vTv39/Ro4cydatW4mOjqZv377cuXOH3r17P/PYRURERERELHniOyxfX19+//136tSpw8CBAxk6dKjxSsbM1KhRg3Xr1rFmzRqqVq1KYGAgEydONNbhw4Ob2OLFi9O4cWM6depEv379KFy4sFk7X3zxBampqdSsWZNhw4Y9sqO+i4sLu3fvJjk5mcaNG1OzZk0WL15sTPHu27cvlSpVolatWhQqVOiR2RAZrK2tGTNmDNWqVaNRo0ZYWVmxZs0aAPLmzcuPP/5I6dKl6dSpE+7u7vTu3Zs//vgDR0dH4MFGg3PmzGHBggV4eHjQpk0b4uLisj2O7LI0nq5du5I7d266du2Kra2tWb1p06bh7+/P0aNHqV27NgkJCSQkJHD+/HlmzZrFr7/+ypEjR2jYsKFRJ1euXGzcuNH43fv06cOUKVPM2s2TJw+rV6/m1KlTVKtWjRkzZjwytnHjxlGjRg1atGiBj48PRYsWpUOHDhbHuXDhQt544w0GDBhA5cqV6du3L7dv3wYezBz5/vvviYiIwMvLi/fee4/evXv/5YTM33Xjxg3i4+ON7xUrVmT79u0cP36cOnXqULduXb7++mty536wWmj69Om8/vrrvPPOO9SoUYMzZ86wbds28ufPnyPxi4iIiIiIZMWU/vCc78fw8fGhevXqzJkz5x8MSf6u8+fPU758eQ4dOkSNGjUeOb9s2TKGDh3KkCFD8PX1pXz58ty/f5+IiAimTZtG06ZNef/99x/bj8lkYuPGjY9NAMjzJykpCScnJyjxIeSyfXwFkcdITwjI6RBERERE5C/IuDdITEw0Hopn5tnP7ZZ/TEpKCj///DPjxo3j5ZdfzjRxAA9mR/z4449ER0fj5eWFtbU1NjY2vP322zRo0ICBAwc+48hFRERERETkefbU37YgOSc8PJwmTZpQsWJFvvrqK4tlq1WrxldffUVqaipXr17FxsaGggULPqNIRURERERE5N/kiZIHYWFh/1AY8jT4+PjwBKtQAMidOzclSpT4S/09aV8iIiIiIiLy76RlCyIiIiIiIiJikZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJikd62IPICS4webfFdriIiIiIiIqCZByIiIiIiIiLyGEoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEV6VaPIC8ypygzIZZvTYYg8NekJATkdgoiIiMj/JM08EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPPgX8PHxYdiwYTkdRo4xmUxs2rTpmfd1/vx5TCYTkZGRz6RvERERERGR55WSB/8CGzZsYNKkSTkdRrYtXboUZ2fnLM8nJycza9YsGjRoQNGiRSlRogRNmzZl0aJFpKamPrtARUREREREJFty53QA8ngFChTI6RCyLSUlxeL5I0eO0LFjR8qUKUPfvn1xd3cnT548nDhxgs8++4zPPvuMbdu2Ubhw4WcUsYiIiIiIiDyOZh78Czy8bOHu3buMHj2aUqVKYWNjg5ubG0uWLAHg5s2bdO/enUKFCmFnZ0eFChUIDQ212PbJkydp06YNjo6O5MuXj4YNGxIfH2+cDwkJwd3dHVtbWypXrsyCBQuMcxnT+teuXUvjxo2xtbVl5cqV9OzZk8TEREwmEyaTiaCgIAAuXLhA69atCQgIYO/evfj5+VGnTh28vb3x8/Nj3759tG3bllatWj2ShLhx4wYdO3Ykb968VKhQgc2bN5ud//7776lYsSJ2dnY0adKEpUuXYjKZuHXrVpZjj4uLo1GjRtja2lKlShV27NiRabmzZ8/SpEkT8ubNi5eXF/v37zfOXbhwgbZt25I/f37s7e3x8PDg+++/z7LPK1eu8Nprr2FnZ0fZsmVZtWoVrq6uzJkzxyiTkJBA+/btcXBwwNHRkc6dO3P16lUATp8+jclk4tSpU2btfvLJJ5QvXz7LfkVERERERP4OzTz4l/H19WX//v3MnTsXLy8vzp07x40bNwAICAggOjqaLVu2ULBgQc6cOcPvv/+eZVuXL1+mUaNG+Pj4sHv3bhwdHQkPDzeWDqxcuZLAwEDmzZuHt7c3x44do2/fvtjb2+Pn52e088EHHzBr1iy8vb3JlSsXc+bMITAwkNjYWAAcHByMcj179qRv375cunSJ9957j4iICLy9vWnQoAGXL1/ms88+IywsjBUrVtCzZ0+jjwkTJvDRRx/x8ccf8+mnn9K9e3cuXLhAgQIFuHjxIp06dWLgwIH069ePw4cPM2LECIvXMS0tjU6dOlGkSBEOHjxIYmJilvtKjB07lpkzZ1KhQgXGjh1L165dOXPmDLlz52bgwIHcu3ePH3/8EXt7e6Kjo43xZvX73bhxg7CwMPLkycPw4cO5du2aWVwZiYM9e/aQmprKwIEDeeuttwgLC6NixYrUqlWLlStXmi1lWblyJd26dcuy37t373L37l3je1JSksXrIyIiIiIi8jAlD/5FTp8+zbp169ixYwfNmzcHoFy5csb5hIQEvL29qVWrFgCurq4W25s/fz5OTk6sWbOGPHnyAFCxYkXj/Pjx45k1axadOnUCoGzZskRHR7No0SKz5MGwYcOMMgBOTk6YTCaKFi1qHEtOTua7777j3LlzAPj5+eHg4MDWrVuJiYnhvffe4/XXXzfObdu2zSx50KNHD7p27QrA1KlTmTt3LhEREbRs2ZKFCxdSvnx5Zs2aBUClSpWIiopixowZWY59586dnDp1im3btlG8eHGj3VatWj1S1t/fn9deew14kMTw8PDgzJkzVK5cmYSEBF5//XU8PT0B89/jz06dOsXOnTs5dOiQ8RuFhIRQoUIFo8yuXbuIiori3LlzlCpVCoDly5fj4eHBoUOHqF27Nt27d2fevHlG8uD06dMcOXKEFStWZNn3tGnTmDBhQpbnRURERERELNGyhX+RyMhIrKysaNy4cabn+/fvz5o1a6hevTqjRo1i3759xrlWrVrh4OCAg4MDHh4eRnsNGzY0EgcPu337NvHx8fTu3duo5+DgwOTJk82WNQDGjbAlp0+fxtXVFRcXF27fvs3u3btZuHAhNWrUoHv37nTp0sUoW6xYMW7evGlWv1q1asbf9vb2ODo6Gk/sY2JieOmll8zK161b12I8MTExlCpVykgcWKrzcN/FihUDMPoeMmQIkydPpn79+owfP54TJ05k2WdsbCy5c+emRo0axjE3Nzfy58//SFwZiQOAKlWq4OzsTExMDABdunTh/PnzHDhwAHgw66BGjRpUrlw5y77HjBlDYmKi8bl48WKWZUVERERERP5MyYN/ETs7O4vnW7VqxYULF3j//ff573//S7NmzfD39wcePOGOjIwkMjLSWJNvqb3k5GQAFi9ebNSLjIzkP//5j3HTmsHe3v6xsaemphr9Zexn8HC9h6f6Hz16FDc3N7P6f05wmEwm0tLSHtvv0/Bw3yaTCcDou0+fPpw9e5Z33nmHqKgoatWqxaeffvqPxlO0aFGaNm3KqlWrAFi1ahXdu3e3WMfGxgZHR0ezj4iIiIiISHYpefAv4unpSVpaGnv27MmyTKFChfDz82PFihXMmTOHzz//HIASJUrg5uaGm5sbZcqUAR48Ud+7d2+mb0goUqQIxYsX5+zZs0a9jE/ZsmUtxmltbc39+/fNjpUrV47Tp0+TkpKCs7MzHh4eTJkyhZSUFE6dOsWaNWtIS0vju+++Y/78+QwaNCjb18Xd3Z2IiAizY39OcGRW5+LFi1y5ciXbdbJSqlQp3nvvPTZs2MCIESNYvHhxpuUqVapEamoqx44dM46dOXPGbJZFRlwPzwyIjo7m1q1bVKlSxTjWvXt31q5dy/79+zl79qzZzA0REREREZGnTcmDfxFXV1f8/Pzo1asXmzZt4ty5c4SFhbFu3ToAAgMD+frrrzlz5gwnT57k22+/xd3dPcv2Bg0aRFJSEl26dOHw4cPExcXx5ZdfGhsdTpgwgWnTpjF37lxOnz5NVFQUoaGhzJ49+7FxJicns2vXLm7cuMGdO3coWLAg1apVM9blh4aGsnr1auzs7GjevDnt2rVjxYoVBAYGsm7dOotx/9l7771HXFwcI0eOJDY2llWrVrF06VKzMpcvX6Zy5cpGkqF58+ZUrFgRPz8/jh8/zt69exk7dmy2+8wwbNgwtm3bxrlz5zh69Cg//PCDWeyVK1dm48aNxt/NmzenX79+REREcOzYMfr164ednZ0xo6F58+Z4enrSvXt3jh49SkREBL6+vjRu3NhseUinTp347bff6N+/P02aNDFbfiEiIiIiIvK0KXnwL7Nw4ULeeOMNBgwYQOXKlenbty+3b98GHjzxHzNmDNWqVaNRo0ZYWVmxZs2aLNtycXFh9+7dJCcn07hxY2rWrMnixYuNafp9+vQhJCSE0NBQPD09ady4MUuXLn3szIN69erx3nvv8dZbb1GoUCE++ugj4MGmff7+/hw9epTatWuTkJBAQkIC58+fZ9asWfz6668cOXKEhg0bPtE1KV26NOvXr2fTpk14eXnx2WefMXXqVLMyKSkpxMbGcufOHQBy5crFxo0b+f3336lTpw59+vRhypQpT9QvwP379xk4cCDu7u60bNmSihUrmr3OMjY2lsTEROP78uXLKVKkCI0aNaJjx4707duXfPnyYWtrCzxYFvH111+TP39+GjVqRPPmzSlXrhxr16416zdfvny0bduW48ePP3bJgoiIiIiIyN9lSk9PT8/pIOTFsWzZMoYOHcqQIUPw9fWlfPny3L9/n4iICKZNm0bTpk15//33/3Y/YWFhNGnShJs3b+Ls7Pz3A/+HXLp0iVKlSrFz506aNWv2zPpNSkrCyckJSnwIuWyfWb8i/7T0hICcDkFERETkXyXj3iAxMdHi3mh6VaM8U35+fnh7ezNx4kS8vLy4d+8eaWlplClThnfffZeBAwfmdIj/qIyZHp6enly5coVRo0bh6upKo0aNcjo0ERERERGRLCl5IM9ctWrV+Oqrr0hNTeXq1avY2NhQsGDBnA7rmUhJSeHDDz/k7Nmz5MuXj3r16rFy5cpMX5cpIiIiIiLyvNCyBZEXkJYtyP8qLVsQEREReTLZXbagDRNFRERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCK9bUHkBZYYPdripigiIiIiIiKgmQciIiIiIiIi8hhKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFelWjyAvMqcoMyGWb02GI/E9JTwjI6RBEREREnjrNPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPJBs8/HxYdiwYTkdxmOdP38ek8lEZGRktuv8W8YmIiIiIiKSE5Q8kGzbsGEDkyZNsljmcTfuaWlprF27lrZt21K6dGkKFSpErVq1CAoK4pdffvkHohYREREREZG/K3dOByD/HgUKFLB4/t69exbP37hxgzfeeIOLFy8ycOBARo4cSYECBTh79iyrVq2iSpUqbNy4kXr16j3NsEVERERERORv0syDF4yPjw+DBg1i0KBBODk5UbBgQQICAkhPTwdgwYIFVKhQAVtbW4oUKcIbb7xhVvfhqf2urq5MmjQJX19fHB0d6devH2XLlgXA29sbk8mEj48PAKmpqbRr147y5ctz6tQphg8fTqNGjahatSrt2rVjzZo1fPHFF3Ts2JGzZ88afWzdupUGDRrg7OyMi4sLbdq0IT4+3mxMEREReHt7Y2trS61atTh27Ngj496zZw916tTBxsaGYsWK8cEHH5CammpWJjU1NcvrAnD37l38/f0pUaIE9vb2vPTSS4SFhVm83rdu3eLdd9+lSJEi2NraUrVqVb799lvj/Pr16/Hw8MDGxgZXV1dmzZplVt/V1ZXJkyfj6+uLg4MDZcqUYfPmzVy/fp327dvj4OBAtWrVOHz4sMU47t69S1JSktlHREREREQku5Q8eAEtW7aM3LlzExERQXBwMLNnzyYkJITDhw8zZMgQJk6cSGxsLFu3bqVRo0YW25o5cyZeXl4cO3aMgIAAIiIiANi5cydXrlxhw4YNACxZsgSTycTnn39OWloagwcPpkSJElSvXp0vvvgCDw8PXnvtNfr168eECROM9m/fvs3w4cM5fPgwu3btIleuXHTs2JG0tDQAkpOTadOmDVWqVOHIkSMEBQXh7+9vFuPly5dp3bo1tWvX5vjx4yxcuJAlS5YwefLkbF2XDIMGDWL//v2sWbOGEydO8Oabb9KyZUvi4uIyvTZpaWm0atWK8PBwVqxYQXR0NNOnT8fKygqAI0eO0LlzZ7p06UJUVBRBQUEEBASwdOlSs3Y++eQT6tevz7Fjx3jttdd455138PX15e233+bo0aOUL18eX19fs0THn02bNg0nJyfjU6pUKUs/q4iIiIiIiBlTuqU7Dvmf4+Pjw7Vr1zh58iQmkwmADz74gM2bNzN58mR69uzJpUuXyJcvX6Z1q1evzpw5c4AHT8W9vb3ZuHGjUeb8+fOULVuWY8eOUb16deN4/fr1GTNmDG3atGHSpEmsWLGCRYsWkZ6ezoABA/j99985f/488fHx1K9fn59//jnT+G/cuEGhQoWIioqiatWqfP7553z44YdcunQJW1tbAD777DP69+9vxDB27FjWr19PTEyMMeYFCxYwevRoEhMTyZUrl8XrEh0dTUJCAuXKlSMhIYHixYsb8TRv3pw6deowderUR2Ldvn07rVq1IiYmhooVKz5yvnv37ly/fp3t27cbx0aNGsV3333HyZMnjWvcsGFDvvzySwB+/vlnihUrRkBAABMnTgTgwIED1K1blytXrlC0aNFMr9vdu3e5e/eu8T0pKelBAqHEh5DLNtM6IvLXpCcE5HQIIiIiItmWlJSEk5MTiYmJODo6ZllOMw9eQC+//LJxgwxQt25d4uLiaNasGWXKlKFcuXK88847rFy5kjt37lhsq1atWtnqMyoqytjL4JtvvmH8+PH4+PjQpEkTxo0bZ5QrVqwYN2/eNL7HxcXRtWtXypUrh6OjI66urgAkJCQAEBMTQ7Vq1YzEQcZ4HhYTE0PdunXNxly/fn2Sk5O5dOnSY6/L/fv3iYqK4v79+1SsWBEHBwfjs2fPnkeWUWSIjIykZMmSmSYOMuKqX7++2bH69esbfWaoVq2a8XeRIkUA8PT0fOTYtWvXMu0HwMbGBkdHR7OPiIiIiIhIdmnDRDE4ODhw9OhRwsLC2L59O4GBgQQFBXHo0CGcnZ0zrWNvb5+ttlNTU7GzswMebKz4cD0HBwfj76NHj+Lm5mZ8b9u2LWXKlGHx4sUUL16ctLQ0qlat+tjNGZ+25ORkrKysOHLkiLHsIMPD8T8sY7x/V548eYy/M5IbmR3LWMohIiIiIiLytGnmwQvo4MGDZt8PHDhAhQoVsLKyInfu3DRv3pyPPvqIEydOcP78eXbv3p3ttq2trQHMnpwDuLm5ERUVBUCDBg0IDg7m5s2b3Lx5k+DgYABOnjxJ//79GTlyJAC//PILsbGxjBs3jmbNmuHu7m42KwHA3d2dEydO8Mcff5iN589l9u/fb7YnQHh4OPny5aNkyZLZui7e3t7cv3+fa9eu4ebmZvbJaqlAtWrVuHTpEqdPn870vLu7O+Hh4WbHwsPDqVix4iMJChERERERkZyk5MELKCEhgeHDhxMbG8vq1av59NNPGTp0KN9++y1z584lMjKSCxcusHz5ctLS0qhUqVK22y5cuDB2dnZs3bqVq1evkpiYCEDHjh2ZP38+AEFBQdy7dw8XFxdKlizJSy+9xIULF2jZsiWDBw+mR48eAOTPnx8XFxc+//xzzpw5w+7duxk+fLhZf926dcNkMtG3b1+io6P5/vvvmTlzplmZAQMGcPHiRQYPHsypU6f4+uuvGT9+PMOHDydXrv/3XyCr6wJQsWJFunfvjq+vLxs2bODcuXNEREQwbdo0vvvuO+DBxoyVK1c2No1s3LgxjRo14vXXX2fHjh2cO3eOLVu2sHXrVgBGjBjBrl27mDRpEqdPn2bZsmXMmzfvkQ0fRUREREREcpqSBy8gX19ffv/9d+rUqcPAgQMZOnQo/fr1w9nZmQ0bNtC0aVPc3d357LPPWL16NR4eHtluO3fu3MydO5dFixZRvHhx2rdvD8CwYcPYtWsXISEhFCxYkJ9++omrV69y/fp1Jk2axM8//8zFixfp16+f0VauXLlYs2YNR44coWrVqrz//vt8/PHHZv05ODjwzTffEBUVhbe3N2PHjmXGjBlmZUqUKMH3339PREQEXl5evPfee/Tu3dtsrwVL1yVDaGgovr6+jBgxgkqVKtGhQwcOHTpE6dKlAUhJSSE2NtZsn4j169dTu3ZtunbtSpUqVRg1apQxK6NGjRqsW7eONWvWULVqVQIDA5k4caKRPBEREREREXle6G0LL5g/vzHhWcp41WDTpk0ZMmQINWrUIHfu3MTFxfHpp5/y888/s27dumce14soY0dVvW1B5OnT2xZERETk30RvW5Dnjre3N5GRkbi4uNC2bVtsbGzIkycPL7/8MqmpqcydOzenQxQREREREZFM6G0L8kwVLlyY4OBg5syZw/Xr10lNTaVo0aJmew+IiIiIiIjI80XJgxdMWFhYTocAPHi9YOHChXM6DBEREREREckGPe4VEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYu0YaLICywxerTFd7mKiIiIiIiAZh6IiIiIiIiIyGMoeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIW6VWNIi8wpyozIJdtTochIv+/9ISAnA5BREREJFOaeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSD/GufPn8dkMhEZGZnp+bS0NNauXUvbtm0pXbo0hQoVolatWgQFBfHLL788szhdXV2ZM2fOM+tPRERERETkn6bkgTwXUlJS/lb9Gzdu0LRpUz788EOaNGnCihUr+OGHHwgMDOTUqVNUqVKFffv2PaVoM3fv3r1/dfsiIiIiIiJZUfJA/jFpaWl89NFHuLm5YWNjQ+nSpZkyZYoxg2Dt2rU0btwYW1tbVq5cCUBISAju7u7Y2tpSuXJlFixYYLRXtmxZALy9vTGZTPj4+ACQmppKu3btKF++PKdOnWL48OE0atSIqlWr0q5dO9asWcMXX3xBx44dOXv27GPjy3Dx4kU6d+6Ms7MzBQoUoH379pw/f94436NHDzp06MCUKVMoXrw4lSpVwsfHhwsXLvD+++9jMpkwmUxZXp+EhATat2+Pg4MDjo6OdO7cmatXrxrng4KCqF69OiEhIZQtWxZbW1sATp06RYMGDbC1taVKlSrs3LkTk8nEpk2b/vJvJSIiIiIiYknunA5A/neNGTOGxYsX88knn9CgQQOuXLnCqVOnjPMffPABs2bNwtvb20ggBAYGMm/ePLy9vTl27Bh9+/bF3t4ePz8/IiIiqFOnDjt37sTDwwNra2sAlixZgslk4vPPPyc1NZXBgwezYcMGChUqxJAhQ5g1axYnT56kX79+TJgwgWXLlj02vpSUFFq0aEHdunXZu3cvuXPnZvLkybRs2ZITJ04Yfe/atQtHR0d27NgBQLFixfDy8qJfv3707ds3y2uTlpZmJA727NlDamoqAwcO5K233iIsLMwod+bMGdavX8+GDRuwsrLi/v37dOjQgdKlS3Pw4EF+++03RowY8djf4u7du9y9e9f4npSUlM1fUURERERERMkD+Yf89ttvBAcHM2/ePPz8/AAoX748DRo0MJ7eDxs2jE6dOhl1xo8fz6xZs4xjZcuWJTo6mkWLFuHn50ehQoUAcHFxoWjRoka95cuXM2bMGKysrJg6dSrbt29n5cqVpKenM2DAAH7//XfgwUyB+vXrPzY+gLVr15KWlkZISIgxeyA0NBRnZ2fCwsJ49dVXAbC3tyckJMRIJgBYWVmRL18+sxj/bNeuXURFRXHu3DlKlSpljMPDw4NDhw5Ru3Zt4MFSheXLlxtj37p1K/Hx8YSFhRntT5kyhVdeecXi7zFt2jQmTJhgsYyIiIiIiEhWtGxB/hExMTHcvXuXZs2aZVmmVq1axt+3b98mPj6e3r174+DgYHwmT55MfHy8xb6ioqKoV68eAN988w3jx4/Hx8eHJk2aMG7cOKNcsWLFuHnzZrbiO378OGfOnCFfvnxGLAUKFOCPP/4wi8fT09MscZBdMTExlCpVykgcAFSpUgVnZ2diYmKMY2XKlDESBwCxsbGUKlXKLDFRp06dx/Y3ZswYEhMTjc/FixefOGYREREREXlxaeaB/CPs7OweW8be3t74Ozk5GYDFixfz0ksvmZWzsrKy2E5qaqrR371798zadXBwMP4+evQobm5u2YovOTmZmjVrGnsxPOzhm/mH+/onPK32bWxssLGxeSptiYiIiIjIi0czD+QfUaFCBezs7Ni1a1e2yhcpUoTixYtz9uxZ3NzczD4ZGyVmPOG/f/++WV03NzeioqIAaNCgAcHBwdy8eZObN28SHBwMwMmTJ+nfvz8jR47MVnw1atQgLi6OwoULPxKPk5OTxbFYW1s/EuOfubu7c/HiRbMZANHR0dy6dYsqVapkWa9SpUpcvHjRbGPFQ4cOWexLRERERETk71LyQP4Rtra2jB49mlGjRrF8+XLi4+M5cOAAS5YsybLOhAkTmDZtGnPnzuX06dNERUURGhrK7NmzAShcuDB2dnZs3bqVq1evkpiYCEDHjh2ZP38+8OANBffu3cPFxYWSJUvy0ksvceHCBVq2bMngwYPp0aNHtuLr3r07BQsWpH379uzdu5dz584RFhbGkCFDuHTpksWxu7q68uOPP3L58mVu3LgBwOXLl6lcuTIREREANG/eHE9PT7p3787Ro0eJiIjA19eXxo0bmy3n+LNXXnmF8uXL4+fnx4kTJwgPDzeWZlh6s4OIiIiIiMjfoeSB/GMCAgIYMWIEgYGBuLu789Zbb3Ht2rUsy/fp04eQkBBCQ0Px9PSkcePGLF261Jh5kDt3bubOncuiRYsoXrw47du3Bx5svLhr1y5CQkIoWLAgP/30E1evXuX69etMmjSJn3/+mYsXL9KvX79sx5c3b15+/PFHSpcuTadOnXB3d6d379788ccfODo6Whz3xIkTOX/+POXLlzeWOKSkpBAbG8udO3eABzf6X3/9Nfnz56dRo0Y0b96ccuXKsXbtWottW1lZsWnTJpKTk6lduzZ9+vRh7NixAMarHEVERERERJ42U3p6enpOByHydx07dozXXnuNpk2bMmTIEGrUqEHu3LmJi4vj008/5eeff2bdunU5HeY/Ijw8nAYNGnDmzBnKly+frTpJSUkPll+U+BByKekg8rxITwjI6RBERETkBZNxb5CYmGjxQalmHsj/BG9vbyIjI3FxcaFt27bY2NiQJ08eXn75ZVJTU5k7d25Oh/jUbNy4kR07dnD+/Hl27txJv379qF+/frYTByIiIiIiIk9Kb1uQ/xmFCxcmODiYOXPmcP36dVJTUylatCi5cv1v5ch+++03Ro8eTUJCAgULFqR58+bMmjUrp8MSEREREZH/YVq2IPIC0rIFkeeTli2IiIjIs6ZlCyIiIiIiIiLyVCh5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFultCyIvsMTo0RY3RREREREREQHNPBARERERERGRx1DyQEREREREREQsUvJARERERERERCxS8kBERERERERELFLyQEREREREREQsUvJARERERERERCzSqxpFXmBOVWZALtucDkNEspCeEJDTIYiIiIgAmnkgIiIiIiIiIo+h5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkwf8gHx8fhg0bltNhPFVBQUFUr149p8N45l7UcYuIiIiIyPNFyYMXgKurK3PmzMnpMB6xdetWOnfujKurKwULFqRatWr4+/uTkJDwSFl/f3927dqVA1E+6llez+dp3CIiIiIi8uJS8kCy7d69e0+lnTt37vDmm2/Ss2dPqlatypIlS9izZw8ff/wxv/32G15eXmzcuNGsjoODAy4uLk+l/7/qaY3/Sdp/HsYtIiIiIiKi5MFz5vPPP6d48eKkpaWZHW/fvj29evWiR48edOjQwezcsGHD8PHxybQ9Hx8fLly4wPvvv4/JZMJkMgGZT4efM2cOrq6uxveMvqZMmULx4sWpVKkSABcvXqRz5844OztToEAB2rdvz/nz5416YWFh1KlTB3t7e5ydnalfvz4XLlwwzvv5+XHnzh1Onz5NYGAgzZo1w8PDgxYtWrBo0SK2b99O//792b9/v1Hnz/FmxDZhwgQKFSqEo6Mj7733ntkNeFpaGh999BFubm7Y2NhQunRppkyZYpx/3DgyG39W1zMzCQkJtG/fHgcHBxwdHencuTNXr159ZEwhISGULVsWW1vbR9r4K+MWERERERF52pQ8eM68+eab/PLLL/zwww/GsV9//ZWtW7fSvXv3J25vw4YNlCxZkokTJ3LlyhWuXLnyRPV37dpFbGwsO3bs4NtvvyUlJYUWLVqQL18+9u7dS3h4OA4ODrRs2ZJ79+6RmppKhw4daNy4MSdOnGD//v3069fPuMnetm0bx44dY926dTg4OBAUFESZMmWoVKkSq1evxsHBgdq1azNlyhQ++OCDx8YWExNDWFgYq1evZsOGDUyYMME4P2bMGKZPn05AQADR0dGsWrWKIkWKADx2HFmNP7vXMy0tjfbt2/Prr7+yZ88eduzYwdmzZ3nrrbfMyp05c4b169ezYcMGIiMjs/2bWBp3Zu7evUtSUpLZR0REREREJLty53QAYi5//vy0atWKVatW0axZMwC++uorChYsSJMmTfjyyy+fqL0CBQpgZWVFvnz5KFq06BPHY29vT0hICNbW1gCsWLGCtLQ0QkJCjIRAaGgozs7OhIWFUatWLRITE2nTpg3ly5cHwN3d3Whv+fLlDBs2DHt7e7788ks+++wzQkJCKFiwICNGjOD27dsAvP322wwYMIDbt29jb2+faWzW1tZ88cUX5M2bFw8PDyZOnMjIkSOZNGkSt2/fJjg4mHnz5uHn5wdA+fLladCgAQBr1661OI5XX3010/ED2bqeu3btIioqinPnzlGqVClj7B4eHhw6dIjatWsDD5YqLF++nEKFCmX7N7E07ly5Ms8HTps27bEJBhERERERkaxo5sFzqHv37qxfv567d+8CsHLlSrp06ZLljeE/ydPT0+zG+fjx45w5c4Z8+fLh4OCAg4MDBQoU4I8//iA+Pp4CBQrQo0cPWrRoQdu2bQkODjZ7Oh8VFUW9evUA+OabbxgyZAht2rTh5Zdf5qOPPjLK2djY4OTkZPEJuZeXF3nz5jW+161bl+TkZC5evEhMTAx37941EjB/9rhxZDX+7IqJiaFUqVJG4gCgSpUqODs7ExMTYxwrU6bMEyUOwPK4szJmzBgSExONj6WyIiIiIiIif6aZB8+htm3bkp6eznfffUft2rXZu3cvn3zyCQC5cuUiPT3drHxKSsoT95Hddv781D85OZmaNWuycuXKR8pm3ASHhoYyZMgQtm7dytq1axk3bhw7duzg5ZdfJjU1FTs7O+DBU/eH23dwcDD+vnjxIvfu3aNw4cJPPDbA6CMr2RkHPDr+p+2fbj+DjY0NNjY2z6QvERERERH536OZB88hW1tbOnXqxMqVK1m9ejWVKlWiRo0awIMb2z+vs3/cWnlra2vu379vdqxQoUL8/PPPZgmE7Ky5r1GjBnFxcRQuXBg3Nzezj5OTk1HO29ubMWPGsG/fPqpWrcqqVasAcHNzIyoqCoAGDRqwePFiLl++zO+//27MPEhISMDX15dhw4ZhZWWVZSzHjx/n999/N74fOHAABwcHSpUqRYUKFbCzs8vyNYfZHUdmMruef+bu7s7FixfNnvBHR0dz69YtqlSpYrHu41gat4iIiIiIyD9ByYPnVPfu3fnuu+/44osvzDZKbNq0KYcPH2b58uXExcUxfvx4/vOf/1hsy9XVlR9//JHLly9z48YN4MFbGK5fv85HH31EfHw88+fPZ8uWLdmKq2DBgrRv3569e/dy7tw5wsLCGDJkCJcuXeLcuXOMGTOG/fv3c+HCBbZv305cXJyx70HHjh1ZsGABAIMGDaJ8+fKULFmS/PnzU65cOQBq1apF8+bNCQwMtBjLvXv36N27N9HR0Xz//feMHz+eQYMGkStXLmxtbRk9ejSjRo1i+fLlxMfHc+DAAZYsWZKtcTzp9bx8+TKVK1cmIiICgObNm+Pp6Un37t05evQoERER+Pr60rhxY2rVqpVl276+vowZM+Yvj1tEREREROSfoLuN51TTpk0pUKAAsbGxdOvWzTjeokULAgICGDVqFLVr1+a3337D19fXYlsTJ07k/PnzlC9f3piS7+7uzoIFC5g/fz5eXl5ERETg7+//2Ljy5s3Ljz/+SOnSpenUqRPu7u707t2bP/74A0dHR/LmzcupU6d4/fXXqVixIv369WPgwIG8++67ALzzzjvcvHmTgIAAbG1t+frrr/n111+5du0akyZN4vLly1y9epWxY8c+9ma4WbNmVKhQgUaNGvHWW2/Rrl07goKCjPMBAQGMGDGCwMBA3N3deeutt7h27Vq2xvGk1zMlJYXY2Fju3LkDgMlk4uuvvyZ//vw0atSI5s2bU65cOdauXWux7YSEhMe+EeNx4xYREREREXnaTOl/Xvgu8g87f/48LVu2pGzZsowaNYr69etjbW3NxYsXWbx4MXv27OGHH34wSx6MGTOGvXv38tNPPwHQo0cPbt26xaZNm3JoFM/GPzXupKSkB8szSnwIuWyfQqQi8k9ITwjI6RBERETkf1zGvUFiYqLFB6maeSDPnKurK4cOHaJOnTr06NEDW1tbrK2tqVKlCmfPnmXJkiVG4iA9PZ34+Hh27dqFh4dHDkf+7Lyo4xYRERERkeeTkgeSI/Lly8eECRO4cOEC169f5+zZs9y8eZMVK1bg5uZmlEtMTKRKlSpYW1vz4Ycf5mDEz9aLOm4REREREXk+admCyAtIyxZE/h20bEFERET+aVq2ICIiIiIiIiJPhZIHIiIiIiIiImKRkgciIiIiIiIiYpGSByIiIiIiIiJiUe6cDkBEck5i9GiLm6KIiIiIiIiAZh6IiIiIiIiIyGMoeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIW6VWNIi8wpyozIJdtTochIpKl9ISAnA5BRERE0MwDEREREREREXkMJQ9ERERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUP/gWCgoKoXr16TofxrxQWFobJZOLWrVs5HYqIiIiIiMi/lpIH8txJSUnh888/p3nz5pQoUYKiRYtSr149Zs6cyZ07d56orXr16nHlyhWcnJz+oWhFRERERET+9+XO6QDk6bt//z4mk4lcuZ6f3NC9e/ewtrZ+bLmzZ8/Svn17cuXKRf/+/alWrRoODg6cOnWK0NBQ5s+fz7Zt26hYsWK2+rW2tqZo0aJ/N3wREREREZEX2vNzd/kCW758OS4uLty9e9fseIcOHXjnnXceKR8fH0+5cuUYNGgQ6enpLF26FGdnZzZv3kyVKlWwsbEhISGBQ4cO8corr1CwYEGcnJxo3LgxR48eNWvLZDKxaNEi2rRpQ968eXF3d2f//v2cOXMGHx8f7O3tqVevHvHx8Wb9t2/fniJFiuDg4EDt2rXZuXOnWbuurq5MmjQJX19fHB0d6devH0FBQZhMpkc+S5cuBSAxMZEWLVrQsWNHIiMjee+996hXrx7VqlWjc+fObNmyhQ8//JBXX32VmzdvGn3dvXuX0aNHU6pUKWxsbHBzc2PJkiXAo8sWLly4QNu2bcmfPz/29vZ4eHjw/fffG22dPHmSNm3a4OjoSL58+WjYsKEx9rS0NCZOnEjJkiWxsbGhevXqbN261eJve+vWLd59912KFCmCra0tVatW5dtvvzXOr1+/Hg8PD2xsbHB1dWXWrFmPXMfJkyfj6+uLg4MDZcqUYfPmzVy/fp327dvj4OBAtWrVOHz4sMU47t69S1JSktlHREREREQku5Q8eA68+eab3L9/n82bNxvHrl27xnfffUevXr3Myp44cYIGDRrQrVs35s2bh8lkAuDOnTvMmDGDkJAQTp48SeHChfntt9/w8/Pjp59+4sCBA1SoUIHWrVvz22+/mbWZcZMfGRlJ5cqV6datG++++y5jxozh8OHDpKenM2jQIKN8cnIyrVu3ZteuXRw7doyWLVvStm1bEhISzNqdOXMmXl5eHDt2jICAAPz9/bly5YrxmTlzJnnz5qVWrVoATJ8+nZo1azJx4kQSExPp3r27sWRh7ty5tGrVir59+9KwYUPmzJlj9OPr68vq1auZO3cuMTExLFq0CAcHh0yv9cCBA7l79y4//vgjUVFRzJgxwyh7+fJlGjVqhI2NDbt37+bIkSP06tWL1NRUAIKDg5k1axYzZ87kxIkTtGjRgnbt2hEXF5dpX2lpabRq1Yrw8HBWrFhBdHQ006dPx8rKCoAjR47QuXNnunTpQlRUFEFBQQQEBBjJlAyffPIJ9evX59ixY7z22mu88847+Pr68vbbb3P06FHKly+Pr68v6enpmcYBMG3aNJycnIxPqVKlsiwrIiIiIiLyZ6Z0S3cc8swMGDCA8+fPG0/BZ8+ezfz58zlz5gwTJkxg06ZNLFiwgDZt2jB27FhGjBhh1F26dCk9e/YkMjISLy+vLPtIS0vD2dmZVatW0aZNG+DBzINx48YxadIkAA4cOEDdunVZsmSJkbhYs2YNPXv25Pfff8+y7apVq/Lee+8ZSQZXV1e8vb3ZuHFjpuUPHDhAkyZNWLZsGZ07dwagZMmSbN26lapVq9K7d29iYmL45JNPuHbtGv369aNSpUqEhYWxa9cuxo4dy4EDBzh9+jSVKlVix44dNG/e/JF+wsLCaNKkCTdv3sTZ2Zlq1arx+uuvM378+EfKfvjhh6xZs4bY2Fjy5MnzyPkSJUowcOBAPvzwQ+NYnTp1qF27NvPnz3+k/Pbt22nVqhUxMTGZLrPo3r07169fZ/v27caxUaNG8d1333Hy5EnjOjZs2JAvv/wSgJ9//plixYoREBDAxIkTjWtZt25drly5kuUSjbt375rNbElKSnqQQCjxIeSyzbSOiMjzID0hIKdDEBER+Z+WlJSEk5MTiYmJODo6ZllOMw+eE3379mX79u1cvnwZeJAQ6NGjhzGzICEhgVdeeYXAwECzxEEGa2trqlWrZnbs6tWr9O3blwoVKuDk5ISjoyPJycmPzBB4uF6RIkUA8PT0NDv2xx9/GFPdk5OT8ff3x93dHWdnZxwcHIiJiXmk3YwZBX+WkJBAhw4d8Pf3NxIHv/76K7/99htVq1YF4JtvvmHmzJm89NJLtG3b1mzmQ7FixYxlC5GRkVhZWdG4ceNM+/qzIUOGMHnyZOrXr8/48eM5ceKEcS4yMpKGDRtmmjhISkriv//9L/Xr1zc7Xr9+fWJiYjLtKzIykpIlS2a5P0NMTEym7cXFxXH//n3jWHZ+H3gwWyUrNjY2ODo6mn1ERERERESyS8mD54S3tzdeXl4sX76cI0eOcPLkSXr06GGcL1SoEHXq1GH16tWZrle3s7MzEg0Z/Pz8iIyMJDg4mH379hEZGYmLiwv37t0zK/fwzXJGG5kdS0tLA8Df35+NGzcydepU9u7dS2RkJJ6eno+0a29v/0ict2/fpl27dtStW9d4cg6QmpqKre3/ewJ+7949s/oPL0M4evQobm5uxrifRJ8+fTh79izvvPMOUVFR1KpVi08//fQvtfU4T6u9J/19REREREREnjYlD54jffr0YenSpYSGhtK8eXOzdel2dnZ8++232Nra0qJFi0f2LchMeHg4Q4YMoXXr1samfDdu3PjbcYaHh9OjRw86duyIp6cnRYsW5fz584+tl56ezttvv01aWhpffvmlWbKjYMGC3Lt3j6tXrwLQoEEDPvroI37//XcuX77M4sWLAdi3bx9jx45l+PDhwIMn8GlpaezZsyfb8ZcqVYr33nuPDRs2MGLECKPtatWqsXfvXlJSUh6p4+joSPHixQkPD3/kWlSpUiXTfqpVq8alS5c4ffp0pufd3d0zba9ixYrGvggiIiIiIiLPAyUPniPdunXj0qVLLF68+JGNEuHBk/zvvvuO3Llz06pVK5KTky22V6FCBb788ktiYmI4ePAg3bt3fypPwytUqMCGDRuIjIzk+PHjdOvWLVtPvYOCgti5cyeLFi0iOTmZn3/+mZ9//pnff/+dXLly0a5dOxYsWAA82Jzw2LFjODg44OnpySuvvMKePXvo1asXwcHBNGvWDHiwJ4Cfnx+9evVi06ZNnDt3jrCwMNatW5dpDMOGDWPbtm2cO3eOo0eP8sMPP+Du7g7AoEGDSEpKokuXLhw+fJi4uDi+/PJLYmNjARg5ciQzZsxg7dq1xMbG8sEHHxAZGcnQoUOBBxsuVq5cmYiICAAaN25Mo0aNeP3119mxYwfnzp1jy5YtxhsaRowYwa5du5g0aRKnT59m2bJlzJs3D39//7/x64iIiIiIiDx9Sh48R5ycnHj99ddxcHCgQ4cOmZZxcHBgy5YtpKen89prr3H79u0s21uyZAk3b96kRo0avPPOOwwZMoTChQv/7Thnz55N/vz5qVevHm3btqVFixbUqFHjsfX27NlDcnIy9erVo1ixYsZn7dq1AAQGBjJv3jy2bNlC+fLliY6O5vLly1y5coWpU6dy/fp1Tp069ci1WbhwIW+88QYDBgygcuXK9O3bN8vrcv/+fQYOHIi7uzstW7akYsWKRsLCxcWF3bt3k5ycTOPGjalZsyaLFy82lggMGTKE4cOHM2LECDw9Pdm6dSubN2+mQoUKAKSkpBAbG8udO3eM/tavX0/t2rXp2rUrVapUYdSoUcZ+BjVq1GDdunWsWbOGqlWrEhgYyMSJE82Wq4iIiIiIiDwP9LaF50yzZs3w8PBg7ty5OR1Kjti+fTtdunTh7bffpm/fvnh4eAAQFRXFzJkzKVSoELNnz87hKP/9MnZU1dsWROR5p7ctiIiI/LP0toV/mZs3b7Jx40bCwsIYOHBgToeTY1599VWOHDnCb7/9RsOGDbG2tsba2ppWrVpRsmRJgoKCcjpEERERERGRF07unA5AHvD29ubmzZvMmDGDSpUq5XQ4Oaps2bKEhoayZMkSrl69Sq5cuYzXEYqIiIiIiMizp+TBcyI7byt40eTKlYtixYrldBgiIiIiIiIvPC1bEBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLtGGiyAssMXq0xXe5ioiIiIiIgGYeiIiIiIiIiMhjKHkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFulVjSIvMKcqMyCXbU6HISIi/7/0hICcDkFERCRTmnkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5IBb5+PgwbNiwnA7jbwkKCqJ69erG9x49etChQ4cci0dEREREROTfRskDsWjDhg1MmjTJYpnz589jMpmIjIzM9HxaWhpr166lbdu2lC5dmkKFClGrVi2CgoL45Zdf/oGozfn7+7Nr165/vB8REREREZH/VblzOgB5vhUoUMDi+Xv37lk8f+PGDd544w0uXrzIwIEDGTlyJAUKFODs2bOsWrWKKlWqsHHjRurVq/c0wzbj4OCAg4PDP9a+iIiIiIjI/zrNPHgB+Pj4MGjQIAYNGoSTkxMFCxYkICCA9PR0ABYsWECFChWwtbWlSJEivPHGG2Z1H1624OrqyqRJk/D19cXR0ZF+/fpRtmxZALy9vTGZTPj4+ACQmppKu3btKF++PKdOnWL48OE0atSIqlWr0q5dO9asWcMXX3xBx44dOXv2rFkfc+bMMRtD9erVCQoKAiA9PZ2goCBKly6NjY0NxYsXZ8iQIVmO/8/LFjJMmDCBQoUK4ejoyHvvvWeWCPHx8WHw4MEMGzaM/PnzU6RIERYvXszt27fp2bMn+fLlw83NjS1btli89nfv3mX06NGUKlUKGxsb3NzcWLJkiXF+z5491KlTBxsbG4oVK8YHH3xAamrqU49DRERERETk71Dy4AWxbNkycufOTUREBMHBwcyePZuQkBAOHz7MkCFDmDhxIrGxsWzdupVGjRpZbGvmzJl4eXlx7NgxAgICiIiIAGDnzp1cuXKFDRs2ALBkyRJMJhOff/45aWlpDB48mBIlSlC9enW++OILPDw8eO211+jXrx8TJkzI9ljWr1/PJ598wqJFi4iLi2PTpk14eno+0fXYtWsXMTExhIWFsXr1ajZs2PBIDMuWLaNgwYJEREQwePBg+vfvz5tvvkm9evU4evQor776Ku+88w537tzJsh9fX19Wr17N3LlziYmJYdGiRcYsiMuXL9O6dWtq167N8ePHWbhwIUuWLGHy5MlPPY67d++SlJRk9hEREREREckuLVt4QZQqVYpPPvkEk8lEpUqViIqK4pNPPmHy5MnY29vTpk0b8uXLR5kyZfD29rbYVtOmTRkxYoTx3crKCgAXFxeKFi1qHF++fDljxozBysqKqVOnsn37dlauXEl6ejoDBgzg999/Bx5sYFi/fv1sjyUhIYGiRYvSvHlz8uTJQ+nSpalTp86TXA6sra354osvyJs3Lx4eHkycOJGRI0cyadIkcuV6kFPz8vJi3LhxAIwZM4bp06dTsGBB+vbtC0BgYCALFy7kxIkTvPzyy4/0cfr0adatW8eOHTto3rw5AOXKlTPOL1iwgFKlSjFv3jxMJhOVK1fmv//9L6NHjyYwMPCpxQEwbdq0J0rQiIiIiIiIPEwzD14QL7/8MiaTyfhet25d4uLiaNasGWXKlKFcuXK88847rFy50uITbIBatWplq8+oqChjL4NvvvmG8ePH4+PjQ5MmTYybYYBixYpx8+bNbI/lzTff5Pfff6dcuXL07duXjRs3mk31zw4vLy/y5s1rfK9bty7JyclcvHjROFatWjXjbysrK1xcXMxmOBQpUgSAa9euZdpHZGQkVlZWNG7cONPzMTEx1K1b1+x3qV+/PsnJyVy6dOmpxQEPkg6JiYnG5+FxioiIiIiIPI6SBy84BwcHjh49yurVqylWrBiBgYF4eXlx69atLOvY29tnq+3U1FTs7OyABxsrPlzv4Q0Mjx49ipubm/E9V65cxn4MGVJSUoy/S5UqRWxsLAsWLMDOzo4BAwbQqFEjszJPQ548ecy+m0wms2MZN/1paWmZ1s8Ye07HAWBjY4Ojo6PZR0REREREJLuUPHhBHDx40Oz7gQMHqFChAlZWVuTOnZvmzZvz0UcfceLECc6fP8/u3buz3ba1tTUA9+/fNzvu5uZGVFQUAA0aNCA4OJibN29y8+ZNgoODATh58iT9+/dn5MiRRr1ChQpx5coV43tSUhLnzp0za9vOzo62bdsyd+5cwsLC2L9/v9FXdhw/ftxYNgEProeDgwOlSpXKdhuP4+npSVpaGnv27Mn0vLu7O/v37zdLlISHh5MvXz5Kliz51OIQERERERH5u5Q8eEEkJCQwfPhwYmNjWb16NZ9++ilDhw7l22+/Ze7cuURGRnLhwgWWL19OWloalSpVynbbhQsXxs7Ojq1bt3L16lUSExMB6NixI/PnzwcevPHg3r17uLi4ULJkSV566SUuXLhAy5YtGTx4MD169DDaa9q0KV9++SV79+4lKioKPz8/Y18FgKVLl7JkyRL+85//cPbsWVasWIGdnR1lypQBHkzR9/X1tRjzvXv36N27N9HR0Xz//feMHz+eQYMGGfsM/FWVK1dm48aNwIO3Rvj5+dGrVy82bdrEuXPnCAsLY926dQAMGDCAixcvMnjwYE6dOsXXX3/N+PHjGT58+N+OQ0RERERE5GnShokvCF9fX37//Xfq1KmDlZUVQ4cOpV+/foSHh7NhwwaCgoL4448/qFChAqtXr8bDwyPbbefOnZu5c+cyceJEAgMDadiwIWFhYQwbNgxPT09CQkLo06cPP/30E9evX8fe3h5ra2uGDRtmrNd/2JgxYzh37hxt2rTBycmJSZMmmc08cHZ2Zvr06QwfPpz79+/j6enJN998g4uLCwBXrlwhISHBYszNmjWjQoUKNGrUiLt379K1a1fjVZB/R2xsrJE8AVi4cCEffvghAwYM4JdffqF06dJ8+OGHAJQoUYLvv/+ekSNH4uXlRYECBejdu7fZfhAiIiIiIiLPA1P6nxeXy/8cHx8fqlevzpw5c55538eOHeO1116jadOmDBkyhBo1apA7d27i4uL49NNP+fnnn40n8fLsJCUl4eTkBCU+hFy2OR2OiIj8/9ITAnI6BBERecFk3BskJiZa3BtNc6PlH+Xt7U1kZCQuLi60bdsWGxsb8uTJw8svv0xqaipz587N6RBFRERERETkMbRsQf5xhQsXJjg4mDlz5nD9+nVSU1MpWrSo1vWLiIiIiIj8Syh58AIICwvL6RCAB68ULFy4cE6HISIiIiIiIk9Ij35FRERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCJtmCjyAkuMHm3xXa4iIiIiIiKgmQciIiIiIiIi8hhKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFelWjyAvMqcoMyGWb02GIiMg/LD0hIKdDEBGRfznNPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDx4gZlMJjZt2pTTYTxV58+fx2QyERkZ+bfaCQsLw2QycevWrSzLLF26FGdn57/Vj4iIiIiIyL+BkgcvsCtXrtCqVSvg6dx0HzhwAD8/P9zc3HBxccHd3Z3+/ftz8uTJpxTxs1OvXj2uXLmCk5NTTociIiIiIiKS45Q8eAHdu3cPgKJFi2JjY/O320tLS2Pw4MG0atWKIkWKMH/+fH788UcWLFiAg4MDDRo0YP78+X+7n6chPT2d1NTUx5aztramaNGimEymZxCViIiIiIjI803Jg2fkq6++wtPTEzs7O1xcXGjevDm3b98GICQkBHd3d2xtbalcuTILFiwwq3vp0iW6du1KgQIFsLe3p1atWhw8eBCAHj160KFDB7Pyw4YNw8fHx/ju4+PDoEGDGDZsGAULFqRFixaA+bKFsmXLAuDt7Y3JZMLHx4cff/yRPHny8PPPPz/SfsOGDY3vo0eP5uDBg8TExPDRRx/RokULPDw8aNKkCR9//DGHDx9m1qxZfPXVV0ad+Ph42rdvT5EiRXBwcKB27drs3LnTrB9XV1emTp1Kr169yJcvH6VLl+bzzz83KxMREYG3tze2trbUqlWLY8eOmZ3PWH6wZcsWatasiY2NDT/99BN3795lyJAhFC5cGFtbWxo0aMChQ4ceqffwsoWlS5dSunRp8ubNS8eOHfnll194HEu/HcDChQspX7481tbWVKpUiS+//NKsvslkYtGiRbRp04a8efPi7u7O/v37OXPmDD4+Ptjb21OvXj3i4+MfG4uIiIiIiMhfpeTBM3DlyhW6du1Kr169iImJISwsjE6dOpGens7KlSsJDAxkypQpxMTEMHXqVAICAli2bBkAycnJNG7cmMuXL7N582aOHz/OqFGjSEtLe6IYli1bhrW1NeHh4Xz22WePnI+IiABg586dXLlyhQ0bNtCoUSPKlStndkObkpLCypUr6dWrFwDR0dEsXbqUTZs2UbRoURYuXEiFChVwdXXl008/pVKlSuTJk4fFixczcuRI0tPTjXG1bt2aXbt2cezYMVq2bEnbtm1JSEgwi2vWrFlGUmDAgAH079+f2NhYo402bdpQpUoVjhw5QlBQEP7+/pmO/4MPPmD69OnExMRQrVo1Ro0axfr161m2bBlHjx7Fzc2NFi1a8Ouvv2Za/+DBg/Tu3ZtBgwYRGRlJkyZNmDx5ssVr/rjfbuPGjQwdOpQRI0bwn//8h3fffZeePXvyww8/mLUzadIkfH19iYyMpHLlynTr1o13332XMWPGcPjwYdLT0xk0aJDFWO7evUtSUpLZR0REREREJLty53QAL4IrV66QmppKp06dKFOmDACenp4AjB8/nlmzZtGpUyfgwQyA6OhoFi1ahJ+fH6tWreL69escOnSIAgUKAODm5vbEMVSoUIGPPvooy/OFChUCwMXFhaJFixrHe/fuTWhoKCNHjgTgm2++4Y8//qBz584ArFy5Ej8/P4oXL87evXvx9/dn8eLFVK5cmfHjxxMfH09aWhrNmjUjNTWV2NhYKleujJeXF15eXkY/kyZNYuPGjWzevNnsRrh169YMGDAAeDDD4ZNPPuGHH36gUqVKrFq1irS0NJYsWYKtrS0eHh5cunSJ/v37PzK+iRMn8sorrwBw+/ZtFi5cyNKlS409HxYvXsyOHTtYsmSJMdaHBQcH07JlS0aNGgVAxYoV2bdvH1u3bs3ymj7ut5s5cyY9evQwxjd8+HAOHDjAzJkzadKkiVGuZ8+exvUePXo0devWJSAgwJhBMnToUHr27JllHADTpk1jwoQJFsuIiIiIiIhkRTMPngEvLy+aNWuGp6cnb775JosXL+bmzZvcvn2b+Ph4evfujYODg/GZPHmyMQ09MjISb29v4+bzr6pZs+ZfqtejRw/OnDnDgQMHgAdT9zt37oy9vT0AUVFR1KtXD3iQWOjevTvdunWjRo0afPbZZ9y/f99oq1ixYty8eRN48FTe398fd3d3nJ2dcXBwICYm5pGZB9WqVTP+NplMFC1alGvXrgEYswhsbW2NMnXr1s10HLVq1TL+jo+PJyUlhfr16xvH8uTJQ506dYiJicm0fkxMDC+99JLZsaz6yvC43y4mJsYsBoD69es/EsPD16BIkSLA/0s+ZRz7448/LM4mGDNmDImJicbn4sWLFmMXERERERF5mGYePANWVlbs2LGDffv2sX37dj799FPGjh3LN998Azx46v3nG1MrKysA7OzsLLadK1cuYylAhpSUlEfKZdzsP6nChQvTtm1bQkNDKVu2LFu2bCEsLMw4n5qaasR47949s34cHByMv2/fvk1cXBzly5cHwN/fnx07djBz5kzc3Nyws7PjjTfeMDZzzJAnTx6z7yaT6YmXbMBfH//f8bjfLrsevgYZGzhmdszSdbGxsXkqm2OKiIiIiMiLSTMPnhGTyUT9+vWZMGECx44dM/YfKF68OGfPnsXNzc3sk7GBYbVq1YiMjMxyLX6hQoW4cuWK2bG/8rpFa2trALOZAhn69OnD2rVr+fzzzylfvrzZ03I3NzeioqIAaNCgAWvWrOHUqVOkpKQwZcoUAK5fv06vXr1o3749hQsXBiA8PJwePXrQsWNHPD09KVq0KOfPn3+imN3d3Tlx4gR//PGHcSxjhoQlGRsUhoeHG8dSUlI4dOgQVapUybKvhzc6zE5fj/vt3N3dzWKAB9clqxhERERERERyipIHz8DBgweZOnUqhw8fJiEhgQ0bNnD9+nXc3d2ZMGEC06ZNY+7cuZw+fZqoqChCQ0OZPXs2AF27dqVo0aJ06NCB8PBwzp49y/r169m/fz8ATZs25fDhwyxfvpy4uDjGjx/Pf/7znyeOsXDhwtjZ2bF161auXr1KYmKica5FixY4OjoyefLkR9bWd+zYkZCQEFJSUnj99ddp164dVapUIW/evNy6dYvixYvTvHlzSpQoYbZRY4UKFdiwYQORkZEcP36cbt26PfGMgm7dumEymejbty/R0dF8//33zJw587H17O3t6d+/PyNHjmTr1q1ER0fTt29f7ty5Q+/evTOtM2TIELZu3crMmTOJi4tj3rx5j+x3EBERQeXKlbl8+TLw+N9u5MiRLF26lIULFxIXF8fs2bPZsGFDlps+ioiIiIiI5BQlD54BR0dHfvzxR1q3bk3FihUZN24cs2bNolWrVvTp04eQkBBCQ0Px9PSkcePGLF261Jh5YG1tzfbt2ylcuDCtW7fG09OT6dOnG8saWrRoQUBAAKNGjaJ27dr89ttv+Pr6PnGMuXPnZu7cuSxatIjixYvTvn1741yuXLno0aMH9+/ff6TtJk2a4ObmRt++fUlLS2PRokUkJiZy9epVPv/8cw4fPsyvv/7K7NmzzfYmmD17Nvnz56devXq0bduWFi1aUKNGjSeK2cHBgW+++YaoqCi8vb0ZO3YsM2bMyFbd6dOn8/rrr/POO+9Qo0YNzpw5w7Zt28ifP3+m5V9++WUWL15McHAwXl5ebN++nXHjxpmVuXPnDrGxscaykcf9dh06dCA4OJiZM2fi4eHBokWLCA0NNXvNpoiIiIiIyPPAlP7nBfMimejduzfXr19n8+bNj5y7efMmrVu3BmDs2LE0bdqUvHnzcu3aNVauXMny5cv56aefcmTfAclcUlISTk5OUOJDyGX7+AoiIvKvlp4QkNMhiIjIcyrj3iAxMRFHR8csy2nDRLEoMTGRqKgoVq1alWniACB//vzs2bOH+fPnM2LECE6fPo21tTUmk4kWLVqwZMkSJQ5ERERERET+xTTzQCzy8fEhIiKCd999l08++SRbdRITE0lKSqJw4cLa4f85pZkHIiIvFs08EBGRrGjmgTwVD7+WMbucnJwe3JiKiIiIiIjI/wRtmCgiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFmnDRJEXWGL0aIs7qoqIiIiIiIBmHoiIiIiIiIjIYyh5ICIiIiIiIiIWKXkgIiIiIiIiIhYpeSAiIiIiIiIiFil5ICIiIiIiIiIWKXkgIiIiIiIiIhbpVY0iLzCnKjMgl21OhyEiIpLj0hMCcjoEEZHnmmYeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeCK6ursyZMyenw/jHLF26FGdnZ+N7UFAQ1atXz7F4RERERERE/m2UPJCnxsfHh2HDhmV5Pjo6mv79++Pu7o6LiwsVKlTAz8+P/fv3P7sgn5Lz589jMpmIjIzM6VBERERERET+cUoeyN927969x5aZPn06L730EmlpacycOZM9e/YQGhpKuXLlaNeuHWPGjLFY//79+6SlpT2tkEVEREREROQJKHnwnPjqq6/w9PTEzs4OFxcXmjdvzu3btwEICQnB3d0dW1tbKleuzIIFC8zqXrp0ia5du1KgQAHs7e2pVasWBw8eBCA+Pp727dtTpEgRHBwcqF27Njt37rQYy61bt+jTpw+FChXC0dGRpk2bcvz4ceN8xrT/kJAQypYti62tLT169GDPnj0EBwdjMpkwmUycP38egPnz5xMSEsKRI0dYtGgRr732GlWrVqVBgwaMHz+e6Ohotm3bxqxZs4w+MpYabN68mSpVqmBjY0NCQgJ3797F39+fEiVKYG9vz0svvURYWJhZ/EuXLqV06dLkzZuXjh078ssvv2Q6zi+//BJXV1ecnJzo0qULv/32m3Fu69atNGjQAGdnZ1xcXGjTpg3x8fHG+bJlywLg7e2NyWTCx8cny+t58uRJ2rRpg6OjI/ny5aNhw4ZGW2lpaUycOJGSJUtiY2ND9erV2bp1q1E3Y4bDunXraNiwIXZ2dtSuXZvTp09z6NAhatWqhYODA61ateL69esWf1cREREREZG/SsmD58CVK1fo2rUrvXr1IiYmhrCwMDp16kR6ejorV64kMDCQKVOmEBMTw9SpUwkICGDZsmUAJCcn07hxYy5fvszmzZs5fvw4o0aNMp7SJycn07p1a3bt2sWxY8do2bIlbdu2JSEhIct43nzzTa5du8aWLVs4cuQINWrUoFmzZvz6669GmTNnzrB+/Xo2bNhAZGQkwcHB1K1bl759+3LlyhWuXLlCqVKluHHjBoGBgWzcuJGKFSuyceNGqlatSvHixRk3bhyvvPIKp06dYvXq1UyZMsXsBv7OnTvMmDGDkJAQTp48SeHChRk0aBD79+9nzZo1nDhxgjfffJOWLVsSFxcHwMGDB+nduzeDBg0iMjKSJk2aMHny5EfGGB8fz6ZNm/j222/59ttv2bNnD9OnTzfO3759m+HDh3P48GF27dpFrly56Nixo3FdIyIiANi5cydXrlxhw4YNmV7Ly5cv06hRI2xsbNi9ezdHjhyhV69epKamAhAcHMysWbOYOXMmJ06coEWLFrRr184YT4bx48czbtw4jh49Su7cuenWrRujRo0iODiYvXv3cubMGQIDA7P8Te/evUtSUpLZR0REREREJLty53QA8iB5kJqaSqdOnShTpgwAnp6ewIObxlmzZtGpUyfgwRPv6OhoFi1ahJ+fH6tWreL69escOnSIAgUKAODm5ma07eXlhZeXl/F90qRJbNy4kc2bNzNo0KBHYvnpp5+IiIjg2rVr2NjYADBz5kw2bdrEV199Rb9+/YAHSxWWL19OoUKFjLrW1tbkzZuXokWLGsc2btxIkyZN8PT0JD4+nq5duzJr1izq16/PvHnz+OGHHxg7diyVKlXCw8OD8PBwWrZsCUBKSgoLFiww4k9ISCA0NJSEhASKFy8OgL+/P1u3biU0NJSpU6cSHBxMy5YtGTVqFAAVK1Zk3759Zk/z4cET/6VLl5IvXz4A3nnnHXbt2sWUKVMAeP31183Kf/HFFxQqVIjo6GiqVq1qjNvFxcVsvH82f/58nJycWLNmDXny5DFiyjBz5kxGjx5Nly5dAJgxYwY//PADc+bMYf78+UY5f39/WrRoAcDQoUPp2rUru3bton79+gD07t2bpUuXZhnHtGnTmDBhQpbnRURERERELNHMg+eAl5cXzZo1w9PTkzfffJPFixdz8+ZNbt++TXx8PL1798bBwcH4TJ482Zj2HhkZibe3t5E4+LPk5GT8/f1xd3fH2dkZBwcHYmJispx5cPz4cZKTk3FxcTHr89y5c2bT9suUKWOWOMhKVFQU9erVA2Dbtm00atSIgQMHUr16dRYsWGAkKACKFSvGzZs3je/W1tZUq1bNrK379+9TsWJFs9j27NljxBYTE8NLL71kFkPdunUficvV1dVIHGT0fe3aNeN7XFwcXbt2pVy5cjg6OuLq6gpgccZGZiIjI2nYsKGROHhYUlIS//3vf40EQIb69esTExNjduzh61CkSBHg/yWYMo49HP+fjRkzhsTERONz8eLFJxqHiIiIiIi82DTz4DlgZWXFjh072LdvH9u3b+fTTz9l7NixfPPNNwAsXrz4kRtiKysrAOzs7Cy27e/vz44dO5g5cyZubm7Y2dnxxhtvZLnJYXJyMsWKFXtkHwHA7HWH9vb22RpbamqqEeO9e/fM6llbW2NtbQ08mAkQGRnJyJEjjfN2dnaYTCaz2KysrDhy5Igx/gwODg7ZiifDn2/mTSaT2YaMbdu2pUyZMixevJjixYuTlpZG1apVs7U55MMe9/v8lXgzrsmfj1naUNLGxsYsUSMiIiIiIvIklDx4TphMJurXr0/9+vUJDAykTJkyhIeHU7x4cc6ePUv37t0zrVetWjVCQkL49ddfM519EB4eTo8ePejYsSPw4AY8YyPDzNSoUYOff/6Z3LlzG0/bs8va2pr79++bHXNzcyMqKgqABg0aMHbsWA4cOEDt2rVZuHAht27dIikpiREjRlCiRAlq166dZfve3t7cv3+fa9eu0bBhw0zLuLu7G5tFZjhw4MATjeOXX34hNjaWxYsXG/389NNPj4wVeGS8f1atWjWWLVtGSkrKIwkLR0dHihcvTnh4OI0bNzaOh4eHU6dOnSeKWURERERE5J+kZQvPgYMHDzJ16lQOHz5MQkICGzZs4Pr167i7uzNhwgSmTZvG3LlzOX36NFFRUYSGhjJ79mwAunbtStGiRenQoQPh4eGcPXuW9evXs3//fgAqVKhgbGp4/PhxunXrZvEJdfPmzalbty4dOnRg+/btnD9/nn379jF27FgOHz5scRyurq4cPHiQ8+fPc+PGDdLS0mjXrh3/93//x6+//kqtWrX44IMPaNiwITY2Nmzfvp2aNWvSpUsXbt68ycaNGy22X7FiRbp3746vry8bNmzg3LlzREREMG3aNL777jsAhgwZwtatW5k5cyZxcXHMmzfvkf0OHid//vy4uLjw+eefc+bMGXbv3s3w4cPNyhQuXBg7Ozu2bt3K1atXSUxMBB7s8VC5cmWj3KBBg0hKSqJLly4cPnyYuLg4vvzyS2JjYwEYOXIkM2bMYO3atcTGxvLBBx8QGRnJ0KFDnyhmERERERGRf5KSB88BR0dHfvzxR1q3bk3FihUZN24cs2bNolWrVvTp04eQkBBCQ0Px9PSkcePGLF261HhVoLW1Ndu3b6dw4cK0bt0aT09Ppk+fbkzrnz17Nvnz56devXq0bduWFi1aUKNGjSxjMZlMfP/99zRq1IiePXtSsWJFunTpwoULF4y19lnx9/fHysqKKlWqUKhQIRISEnBzc+PNN9+ka9eu3Llzh4CAAGOt/+bNm/n++++5deuW8WrGxwkNDcXX15cRI0ZQqVIlOnTowKFDhyhdujQAL7/8MosXLyY4OBgvLy+2b9/OuHHjsvlLPJArVy7WrFnDkSNHqFq1Ku+//z4ff/yxWZncuXMzd+5cFi1aRPHixWnfvj0AiYmJRmIAHmyouHv3buOtGDVr1mTx4sXGLIQhQ4YwfPhwRowYgaenJ1u3bmXz5s1UqFDhiWIWERERERH5J5nS09PTczoI+d9279493nzzTeLi4ggMDKRVq1Y4OTlx69YtNmzYwOzZs9m6dSslS5bM6VBfGElJSTg5OUGJDyGXbU6HIyIikuPSEwJyOgQRkRyRcW+QmJiIo6NjluW054H846ytrdm0aRPLli1jxowZdO3aFWtra9LS0mjYsCFz585V4kBEREREROQ5puSBPBMmk4kePXrQo0cPkpOT+fXXXylUqNBTexuBiIiIiIiI/HOUPJBnzsHB4YlfrSgiIiIiIiI5RxsmioiIiIiIiIhFSh6IiIiIiIiIiEVKHoiIiIiIiIiIRUoeiIiIiIiIiIhF2jBR5AWWGD3a4rtcRUREREREQDMPREREREREROQxlDwQEREREREREYuUPBARERERERERi5Q8EBERERERERGLlDwQEREREREREYuUPBARERERERERi/SqRpEXmFOVGZDLNqfDEBERkT9JTwjI6RBERMxo5oGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOSBiIiIiIiIiFik5IGIiIiIiIiIWKTkgYiIiIiIiIhYpOTBv5Crqytz5szJ6TBeCCaTiU2bNuV0GCIiIiIiIjlKyYMXmI+PD8OGDcuRvg8cOICfnx9ubm64uLjg7u5O//79OXnyZI7EIyIiIiIiIllT8uAFdO/evRzrOy0tjcGDB9OqVSuKFCnC/Pnz+fHHH1mwYAEODg40aNCA+fPn/+1+UlJSnkK0IiIiIiIiAkoe/GVfffUVnp6e2NnZ4eLiQvPmzbl9+zYAISEhuLu7Y2trS+XKlVmwYIFZ3UuXLtG1a1cKFCiAvb09tWrV4uDBgwDEx8fTvn17ihQpgoODA7Vr12bnzp0WY7l16xZ9+vShUKFCODo60rRpU44fP26cDwoKonr16oSEhFC2bFlsbW3p0aMHe/bsITg4GJPJhMlk4vz58xb7Wbp0Kc7OzmbHNm3ahMlkMr4fP36cJk2akC9fPhwdHalZsyaHDx82zo8ePZqDBw8SExPDRx99RIsWLfDw8KBJkyZ8/PHHHD58mFmzZvHVV1+Z9bNw4ULKly+PtbU1lSpV4ssvvzQ7bzKZWLhwIe3atcPe3p4pU6Zw//59evfuTdmyZbGzs6NSpUoEBwc/Mq4vvvgCDw8PbGxsKFasGIMGDcryGly8eJHOnTvj7OxMgQIFaN++/WOv28mTJ2nTpg2Ojo7ky5ePhg0bEh8fDzxIpkycOJGSJUtiY2ND9erV2bp1q1H3/PnzmEwm1q1bR8OGDbGzs6N27dqcPn2aQ4cOUatWLRwcHGjVqhXXr1+3GIeIiIiIiMhfpeTBX3DlyhW6du1Kr169iImJISwsjE6dOpGens7KlSsJDAxkypQpxMTEMHXqVAICAli2bBkAycnJNG7cmMuXL7N582aOHz/OqFGjSEtLM863bt2aXbt2cezYMVq2bEnbtm1JSEjIMp4333yTa9eusWXLFo4cOUKNGjVo1qwZv/76q1HmzJkzrF+/ng0bNhAZGUlwcDB169alb9++XLlyhStXrlCqVKm/fW26d+9OyZIlOXToEEeOHOGDDz4gT548AERHR7N06VI2bdpE0aJFWbhwIRUqVMDV1ZVPP/2USpUqkSdPHhYvXszIkSNJT08HYOPGjQwdOpQRI0bwn//8h3fffZeePXvyww8/mPUdFBREx44diYqKolevXqSlpVGyZEn+7//+j+joaAIDA/nwww9Zt26dUWfhwoUMHDiQfv36ERUVxebNm3Fzc8t0bCkpKbRo0YJ8+fKxd+9ewsPDcXBwoGXLllnO5rh8+TKNGjXCxsaG3bt3c+TIEXr16kVqaioAwcHBzJo1i5kzZ3LixAlatGhBu3btiIuLM2tn/PjxjBs3jqNHj5I7d266devGqFGjCA4OZu/evZw5c4bAwMAsf5e7d++SlJRk9hEREREREcmu3DkdwL/RlStXSE1NpVOnTpQpUwYAT09P4MFN3qxZs+jUqRMAZcuWJTo6mkWLFuHn58eqVau4fv06hw4dokCBAgBmN6teXl54eXkZ3ydNmsTGjRvZvHlzpk/Ef/rpJyIiIrh27Ro2NjYAzJw5k02bNvHVV1/Rr18/4MFSheXLl1OoUCGjrrW1NXnz5qVo0aJP7dokJCQwcuRIKleuDECFChWMcytXrsTPz4/ixYuzd+9e/P39Wbx4MZUrV2b8+PHEx8eTlpZGs2bNSE1NJTY2lsqVKzNz5kx69OjBgAEDABg+fDgHDhxg5syZNGnSxGi/W7du9OzZ0yyeCRMmGH+XLVuW/fv3s27dOjp37gzA5MmTGTFiBEOHDjXK1a5dO9OxrV27lrS0NEJCQozZFqGhoTg7OxMWFsarr776SJ358+fj5OTEmjVrjCRKxYoVjfMzZ85k9OjRdOnSBYAZM2bwww8/MGfOHLPlG/7+/rRo0QKAoUOH0rVrV3bt2kX9+vUB6N27N0uXLs00boBp06aZXQsREREREZEnoZkHf4GXlxfNmjXD09OTN998k8WLF3Pz5k1u375NfHw8vXv3xsHBwfhMnjzZmKYeGRmJt7e3kTj4s+TkZPz9/XF3d8fZ2RkHBwdiYmKynHlw/PhxkpOTcXFxMevz3LlzRp8AZcqUMUsc/FOGDx9Onz59aN68OdOnTzeLISoqinr16gHwzTff0L17d7p160aNGjX47LPPuH//vlG2WLFi3Lx5E4CYmBjjJjlD/fr1iYmJMTtWq1atR+KZP38+NWvWpFChQjg4OPD5558b1/LatWv897//pVmzZtka2/Hjxzlz5gz58uUzrnOBAgX4448/zMb5sMjISBo2bGgkDh6WlJTEf//732yNrVq1asbfRYoUAf5fwirj2LVr17KMfcyYMSQmJhqfixcvPn7AIiIiIiIi/z/NPPgLrKys2LFjB/v27WP79u18+umnjB07lm+++QaAxYsX89JLLz1SB8DOzs5i2/7+/uzYsYOZM2fi5uaGnZ0db7zxRpbT4pOTkylWrBhhYWGPnHt4fwJ7e/snGGHmcuXKZSwlyPDnjQmDgoLo1q0b3333HVu2bGH8+PGsWbOGjh07kpqaaoz/3r17ZjE5ODgYf9++fZu4uDjKly//RPH9eYxr1qzB39+fWbNmUbduXfLly8fHH39s7C/xuN/iz5KTk6lZsyYrV6585FxWiZkn7SMrDycfMmY9/PlYxtKXzNjY2BgzU0RERERERJ6UZh78RSaTifr16zNhwgSOHTuGtbU14eHhFC9enLNnz+Lm5mb2KVu2LPDgCXJkZKTZfgQPCw8Pp0ePHnTs2BFPT0+KFi1qcUO+GjVq8PPPP5M7d+5H+ixYsKDFMVhbW5s97X+cQoUK8dtvvxkbQ8KDJ+t/VrFiRd5//322b99Op06dCA0NBR4sz4iKigKgQYMGrFmzhlOnTpGSksKUKVMAuH79Or169aJ9+/YULlwYAHd3d8LDw836CA8Pp0qVKhbjDQ8Pp169egwYMABvb2/c3NzMZgjky5cPV1dXdu3ala3x16hRg7i4OAoXLvzItXZycsq0TrVq1di7d2+mb39wdHSkePHif2lsIiIiIiIiz5KSB3/BwYMHmTp1KocPHyYhIYENGzZw/fp13N3dmTBhAtOmTWPu3LmcPn2aqKgoQkNDmT17NgBdu3alaNGidOjQgfDwcM6ePcv69evZv38/8GCPgIxNDY8fP063bt0sPlFu3rw5devWpUOHDmzfvp3z58+zb98+xo4da/aWg8y4urpy8OBBzp8/z40bNyz2A/DSSy+RN29ePvzwQ+Lj41m1apXZOvvff/+dQYMGERYWxoULFwgPD+fQoUO4u7sD0LFjR0JCQkhJSeH111+nXbt2VKlShbx583Lr1i2KFy9O8+bNKVGiBJ999pnR7siRI1m6dCkLFy4kLi6O2bNns2HDBvz9/S3GW6FCBQ4fPsy2bds4ffo0AQEBHDp0yKxMUFAQs2bNYu7cucTFxXH06FE+/fTTTNvr3r07BQsWpH379uzdu5dz584RFhbGkCFDuHTpEvBgc8eM/R4ABg0aRFJSEl26dOHw4cPExcXx5ZdfEhsba4xtxowZrF27ltjYWD744AMiIyPN9mAQERERERHJaUoe/AWOjo78+OOPtG7dmooVKzJu3DhmzZpFq1at6NOnDyEhIYSGhuLp6Unjxo1ZunSpMfPA2tqa7du3U7hwYVq3bo2npyfTp083ljXMnj2b/PnzU69ePdq2bUuLFi2oUaNGlrGYTCa+//57GjVqRM+ePalYsSJdunThwoULxtr4rPj7+2NlZUWVKlUoVKiQxTc6ABQoUIAVK1bw/fff4+npyerVqwkKCjLOW1lZ8csvv+Dr60vFihXp3LkzrVq1Mjbqa9KkCW5ubvTt25e0tDQWLVpEYmIiV69e5fPPP+fw4cP8+uuvzJ49G1tbW6PdDh06EBwczMyZM/Hw8GDRokWEhobi4+NjMd53332XTp068dZbb/HSSy/xyy+/GJsuZvDz82POnDksWLAADw8P2rRp88ibDjLkzZuXH3/8kdKlS9OpUyfc3d3p3bs3f/zxB46OjgAkJiYaiQEAFxcXdu/ebbxlo2bNmixevNhYcjBkyBCGDx/OiBEj8PT0ZOvWrWzevNlso0kREREREZGcZkr/8yJ2kX/QzZs3ad26NQBjx46ladOm5M2bl2vXrrFy5UqWL1/OTz/99FT2aJCsJSUlPVhqUeJDyGX7+AoiIiLyTKUnBOR0CCLygsi4N0hMTDQeimZGMw/kmcqfPz979uyhc+fOjBgxAnt7e2xsbChdujRhYWEsWbJEiQMREREREZHnjJIHYnjvvffMXvf48Oe99957av1YW1vz/vvvExsby61btzhz5gyJiYl8/fXXFpdoiIiIiIiISM7QsgUxXLt2jaSkpEzPOTo6Gm8/kH8/LVsQERF5vmnZgog8K9ldtpD7GcYkz7nChQsrQSAiIiIiIiKP0LIFEREREREREbFIyQMRERERERERsUjJAxERERERERGxSHseiLzAEqNHW9wURUREREREBDTzQEREREREREQeQ8kDEREREREREbFIyQMRERERERERsUjJAxERERERERGxSMkDEREREREREbFIyQMRERERERERsUivahR5gTlVmQG5bHM6DBEREfkfkp4QkNMhiMg/QDMPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD0RERERERETEIiUPRERERERERMQiJQ9ERERERERExCIlD7LB1dWVOXPm5HQYz42goCCqV6+e02H843r06EGHDh1yOgwREREREZEcp+RBDvi335T6+/uza9cu4/vfHU9ycjKzZs2iQYMGFC1alBIlStC0aVMWLVpEamrqU4hYRERERERE/o7cOR3As3Lv3j2sra1zOox/tfT0dO7fv4+DgwMODg5Ppc0jR47QsWNHypQpQ9++fXF3dydPnjycOHGCzz77jM8++4xt27ZRuHDhp9KfiIiIiIiIPLl/7cwDHx8fBg0axKBBg3BycqJgwYIEBASQnp4OPFhqMGnSJHx9fXF0dKRfv34ArF+/Hg8PD2xsbHB1dWXWrFlm7V67do22bdtiZ2dH2bJlWblypdn58+fPYzKZiIyMNI7dunULk8lEWFiYcezkyZO0adMGR0dH8uXLR8OGDYmPjycoKIhly5bx9ddfYzKZHqn3sJs3b9K9e3cKFSqEnZ0dFSpUIDQ01Dh/8eJFOnfujLOzMwUKFKB9+/acP3/erI0vvvjCGG+xYsUYNGhQtscRFhaGyWRiy5Yt1KxZExsbG3766SezZQtZjadp06ZGXxmuX7+OtbW1MWvhwoULtG7dmoCAAPbu3Yufnx916tTB29sbPz8/9u3bR9u2bWnVqhUpKSlGO7Nnz8bT0xN7e3tKlSrFgAEDSE5ONs4vXboUZ2dnNm3aRIUKFbC1taVFixZcvHjRKJMxhkWLFlGqVCny5s1L586dSUxMzPS3AEhLS2PatGmULVsWOzs7vLy8+Oqrr7IsD3D37l1Gjx5NqVKlsLGxwc3NjSVLlhjn9+zZQ506dYzf54MPPjCbbeHj48PgwYMZNmwY+fPnp0iRIixevJjbt2/Ts2dP8uXLh5ubG1u2bLEYh4iIiIiIyN/xr00eACxbtozcuXMTERFBcHAws2fPJiQkxDg/c+ZMvLy8OHbsGAEBARw5coTOnTvTpUsXoqKiCAoKIiAggKVLlxp1evTowcWLF/nhhx/46quvWLBgAdeuXXuiuC5fvkyjRo2wsbFh9+7dHDlyhF69epGamoq/vz+dO3emZcuWXLlyhStXrlCvXr1M2wkICCA6OpotW7YQExPDwoULKViwIAApKSm0aNGCfPnysXfvXsLDw3FwcKBly5bcu3cPgIULFzJw4ED69etHVFQUmzdvxs3N7QmvMnzwwQdMnz6dmJgYqlWrZnYuq/H06dOHVatWcffuXaPsihUrjCUJGe327NmTvn37cunSJdq0aUPhwoVp0aIFkyZNon///kycOBF7e3tWrFhhtJMrVy7mzp3LyZMnWbZsGbt372bUqFFmcd25c4cpU6awfPlywsPDuXXrFl26dDErc+bMGdatW8c333zD1q1bOXbsGAMGDMjyOkybNo3ly5fz2WefcfLkSd5//33efvtt9uzZk2UdX19fVq9ezdy5c4mJiWHRokXGrI3Lly/TunVrateuzfHjx1m4cCFLlixh8uTJZm0sW7aMggULEhERweDBg+nfvz9vvvkm9erV4+jRo7z66qu888473LlzJ8s47t69S1JSktlHREREREQku/7VyxZKlSrFJ598gslkolKlSkRFRfHJJ5/Qt29fAJo2bcqIESOM8t27d6dZs2YEBAQAULFiRaKjo/n444/p0aMHp0+fZsuWLURERFC7dm0AlixZgru7+xPFNX/+fJycnFizZg158uQx+spgZ2fH3bt3+f/au/Ooqqr//+OviwiogKQIiCFoDiCCqTiiWWka2Uhl8UPQsPyomFpkfszEOYeiTFMq+4g0aTZalhppapo5gDgkISmGJWrlgLMM5/eHi/P1Bl6tkEGfj7XuWty99zln7/NmOu+7zz5eXl4295OTk6PWrVsrJCRE0oXZFMU++OADFRUV6a233pLFYpEkJSUlyc3NTatXr1bPnj01efJkxcXFafjw4eZ2xeP6OyZOnKg77rij1DpnZ+dSxxMeHq6hQ4dqyZIl6tOnj6QLMwL69+8vi8WikydP6ssvv1R2drYkqV+/fnJ2dtby5cuVkZGhQYMG6cEHHzTrVqxYoccee0ySNGLECPM4fn5+mjx5sgYNGqS5c+ea5fn5+XrttdfUoUMHSRcuwAMCArRp0ya1b99eknT27Fm9/fbbatCggSRp9uzZ6t27txISEkrE5ty5c3rhhRf0zTffqFOnTpKkxo0ba926dXrjjTfUrVu3Eudm9+7dWrx4sVJSUtSjRw9zm2Jz586Vj4+PXnvtNVksFvn7++vAgQMaNWqU4uPjZWd3IbfXqlUrPf/885Kk0aNHa9q0aXJ3dze/z+Pj45WYmKjt27erY8eOpcZp6tSpmjBhQql1AAAAAHA5VXrmQceOHc0LZ0nq1KmTsrKyVFhYKEnmRXexjIwMhYaGWpWFhoaa22RkZMje3l5t27Y16/39/eXm5va3+pWenq6uXbuaiYMrERYWZq4lEBgYKEkaPHiwFi1apJtvvlnPPvusvv/+e7P9tm3b9PPPP8vFxcXcrk6dOjp79qz27Nmjw4cP68CBA+revfvf6ntp/noer4STk5OioqI0f/58SVJaWpp27typ/v37S7pwYe3n56e6devq1KlTWrVqlRITE9WmTRtFRkZazRKoX7++jh49ar7/5ptv1L17dzVo0EAuLi6KiorSn3/+afXJu729vVWipDiOGRkZZlnDhg3NxIF04funqKhImZmZJcbz888/6/Tp07rjjjvM8+3s7Ky3335be/bsKfUcpKenq1q1aqUmFqQL34+dOnWy+h4ODQ3VyZMn9euvv5plF8/2qFatmurWraugoCCzzNPTU5JszpAZPXq0jh8/br4uvoUDAAAAAC6nSs88uJxatWqV+T6LPw0uXltBktX9+NKFmQV/11tvvaUzZ85Ikpl0CAsL0y+//KKvvvpKKSkp6t69u2JjY/XSSy/p5MmTatu2bYk1GSSpXr16Zj//zTiK/dPz+Pjjj+vmm2/Wr7/+qqSkJN1+++3y9fWVJBUUFJjnqfi4Fx/H2dnZTBikpaWZt1vs27dPd999twYPHqwpU6aoTp06WrdunQYMGKDz58+rZs2a/6ivl1O8psKXX35plXCQJEdHx1K3+SffB6X5axLKYrFYlRUnH4qKii65D0dHx0v2EwAAAAAup0rPPNi4caPV+x9++EFNmzZVtWrVSm0fEBCg9evXW5WtX79ezZo1U7Vq1eTv76+CggKlpqaa9ZmZmTp27Jj5vl69epKk3Nxcs+ziRQelC58Uf/fdd5e8GHdwcDBnRxRr0KCBmjRpoiZNmpgX2MXH69evn959913NnDlTb775piSpTZs2ysrKkoeHh7ld8at27dpycXGRn5+f1SMVL3Yl47hSpY1HkoKCghQSEqJ58+bp/fffV0xMjFnXuHFj7d69W/n5+XJzc1NgYKCmTJmi/Px8/fTTT1q0aJGKior05Zdfas6cOebii6mpqSoqKlJCQoI6duyoZs2a6cCBAyWOXVBQoC1btpjvi+N48S0oOTk5Vtv+8MMPsrOzU/PmzUvsr0WLFnJ0dFROTk6J8+3j41PqeQkKClJRUdEl10QICAjQhg0brBI469evl4uLi2688cZStwEAAACAilClkwc5OTl6+umnlZmZqYULF2r27NlW9/f/VVxcnFauXKlJkyZp9+7dSk5O1muvvaZnnnlGktS8eXPdeeed+s9//qONGzcqNTVVjz/+uNUnyDVq1FDHjh3NBQTXrFlj3o9ebOjQocrLy9Ojjz6qLVu2KCsrS++88445Hd7Pz0/bt29XZmam/vjjj0smGeLj47VkyRL9/PPP+vHHH7V06VLz4jcyMlLu7u6677779N133yk7O1urV6/WsGHDzCnv48ePV0JCgmbNmqWsrCylpaVp9uzZVzyOK2VrPI8//rimTZsmwzD0wAMPmOXu7u4KDg42F0JMSkrSwoULVaNGDfXo0UP33nuv3n33XcXHx2vx4sXmuJs0aaL8/HzNnj1be/fu1TvvvKPXX3+9RJ+qV6+uJ5980oxj//791bFjR3O9A+nCrRX9+vXTtm3b9N1332nYsGHq06dPqWtRuLi46JlnntFTTz2l5ORk7dmzxzyfycnJZjt/f399+umn5nnp16+fYmJi9Nlnn5kxWrx4sSRpyJAh2r9/v5588kn99NNPWrJkicaNG6enn376sjNHAAAAAKA8VekrlOjoaJ05c0bt27dXbGyshg8fbj6SsTRt2rTR4sWLtWjRIrVs2VLx8fGaOHGieR++dOEi1tvbW926dVN4eLgGDhwoDw8Pq/3Mnz9fBQUFatu2rUaMGFFidfy6detq1apVOnnypLp166a2bdtq3rx55lTzJ554Qs2bN1dISIjq1atXYjZEMQcHB40ePVrBwcG65ZZbVK1aNS1atEiSVLNmTa1du1YNGzZUeHi4AgICNGDAAJ09e1aurq6SLiw0OHPmTM2dO1eBgYG6++67lZWVdcXjuFK2xhMRESF7e3tFRETIycnJarupU6fqmWeeUVpamtq1a6ecnBzl5ORo3759SkhI0JEjR5SamqquXbua27Rq1Uovv/yypk+frpYtW+q9997T1KlTS/SpZs2aGjVqlP7f//t/Cg0NlbOzsz744AOrNk2aNFF4eLjuuusu9ezZU8HBwVaLLv7VpEmTNHbsWE2dOlUBAQG688479eWXX6pRo0Zmm8zMTKvHPSYmJuqhhx7SkCFD5O/vryeeeEKnTp2SdGG2yVdffaVNmzapVatWGjRokAYMGPCPkzgAAAAAcLVYjIvnTFcht956q26++WbNnDmzorsCG/bt26ebbrpJmzdvVps2bUrUJycna/jw4Ro2bJiio6N10003qbCwUJs2bdLUqVN1++2366mnnvpbx1ywYIFGjBhhdbvJX40fP16fffbZP75Vo6rLy8tT7dq1pQbPSXZOl98AAADgChk5Yyu6CwD+huJrg+PHj5sfRJemSs88QOWVn5+vgwcP6vnnn1fHjh1LTRxIF2ZHrF27Vrt27VKrVq3k4OAgR0dH9e3bV126dFFsbGw59xwAAAAA8FfX9NMWUHHWr1+v2267Tc2aNdNHH31ks21wcLA++ugjFRQU6NChQ3J0dJS7u3s59RQAAAAAcDlV9rYFAP8cty0AAICrhdsWgKqF2xYAAAAAAECZIHkAAAAAAABsInkAAAAAAABsInkAAAAAAABs4mkLwHXs+K5RNhdFAQAAAACJmQcAAAAAAOAySB4AAAAAAACbSB4AAAAAAACbSB4AAAAAAACbSB4AAAAAAACbSB4AAAAAAACbeFQjcB2r3WK6ZOdU0d0AAAAArhtGztiK7sI/wswDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDVKgFCxbIzc2tortxWevXr1dQUJCqV6+u+++/v6K7AwAAAADliuQBLik/P19vvvmmevTooQYNGsjLy0udO3fWSy+9pNOnT5fJMR555BHt3r27TPZ1NT399NO6+eablZ2drQULFmj8+PG6+eabK7pbAAAAAFAu7Cu6Ayg/58+fl4ODwxW13bt3r+677z7Z2dlp8ODBCg4OlrOzs3766SclJSVpzpw5WrFihZo1a/av+lSjRg3VqFHjH2//d8b0b+zZs0eDBg3SjTfeeNWPBQAAAACVDTMPrrKPPvpIQUFBqlGjhurWrasePXro1KlTkqS33npLAQEBcnJykr+/v+bOnWu17a+//qqIiAjVqVNHtWrVUkhIiDZu3ChJ6t+/f4np8yNGjNCtt95qvr/11ls1dOhQjRgxQu7u7urVq5ckaefOnQoLC5Ozs7M8PT0VFRWlP/74w9zu+PHj6tWrlx544AGlp6dr0KBB6ty5s4KDg9WnTx8tW7ZMzz33nHr27KmjR4+a2/n5+Wny5MmKjo6Ws7OzfH199fnnn+v333/XfffdJ2dnZwUHB2vLli3mNqXdtvDFF1+oXbt2cnJykru7ux544AGrY0yaNEnR0dFydXXVwIEDJUkff/yxAgMD5ejoKD8/PyUkJFjtc+7cuWratKmcnJzk6emphx56yKw7d+6chg0bJg8PDzk5OalLly7avHmzJGnfvn2yWCz6888/FRMTI4vFogULFmjChAnatm2bLBaLWXYp8+fPN/tWv359DR061KzLyckxz42rq6v69OmjQ4cOmfXFMxzmz5+vhg0bytnZWUOGDFFhYaFmzJghLy8veXh4aMqUKZc8PgAAAAD8WyQPrqLc3FxFREQoJiZGGRkZWr16tcLDw2UYht577z3Fx8drypQpysjI0AsvvKCxY8cqOTlZknTy5El169ZNv/32mz7//HNt27ZNzz77rIqKiv5WH5KTk+Xg4KD169fr9ddf17Fjx3T77berdevW2rJli5YvX65Dhw6pT58+5jbTpk1T27ZtNXHiRB0/flyRkZHmLQuzZs1SWFiYnnjiCXXt2lUzZ860Ot4rr7yi0NBQbd26Vb1791ZUVJSio6PVt29fpaWl6aabblJ0dLQMwyi1v19++aUeeOAB3XXXXdq6datWrlyp9u3bW7V56aWX1KpVK23dulVjx45Vamqq+vTpo0cffVQ7duzQ+PHjNXbsWPOCfsuWLRo2bJgmTpyozMxMLV++XLfccou5v2effVYff/yxkpOTlZaWpiZNmqhXr146cuSIfHx8lJubK1dXV82cOVO5ubl65JFHFBcXp8DAQOXm5pplpUlMTFRsbKwGDhyoPpZWHQAAGYFJREFUHTt26PPPP1eTJk0kSUVFRbrvvvt05MgRrVmzRikpKdq7d2+Jfe3Zs0fLli3T8uXLtXDhQv3vf/9T79699euvv2rNmjWaPn26nn/+eTOxVJpz584pLy/P6gUAAAAAV4rbFq6i3NxcFRQUKDw8XL6+vpKkoKAgSdK4ceOUkJCg8PBwSVKjRo20a9cuvfHGG+rXr5/ef/99/f7779q8ebPq1KkjSeZF59/RtGlTzZgxw3w/efJktW7dWi+88IJZNn/+fPn4+Gj37t1q1qyZ3nnnHS1fvlySFBcXp+zsbC1ZskSHDx/WwIED1bx5c0kXZj+MGTNGEyZMMPd111136T//+Y8kKT4+XomJiWrXrp0efvhhSdKoUaPUqVMnHTp0SF5eXiX6O2XKFD366KNW+2zVqpVVm9tvv11xcXHm+8jISHXv3l1jx46VJDVr1ky7du3Siy++qP79+ysnJ0e1atXS3XffLRcXF/n6+qp169aSpFOnTikxMVELFixQWFiYJGnevHlKSUnR//73P40cOVJeXl6yWCyqXbu22WdnZ2fZ29uXOoaLTZ48WXFxcRo+fLhZ1q5dO0nSypUrtWPHDmVnZ8vHx0eS9PbbbyswMFCbN2822xUVFWn+/PlycXFRixYtdNtttykzM1NfffWV7Ozs1Lx5c02fPl3ffvutOnToUGo/pk6danVOAQAAAODvYObBVdSqVSt1795dQUFBevjhhzVv3jwdPXpUp06d0p49ezRgwAA5Ozubr8mTJ2vPnj2SpPT0dLVu3dpMHPxTbdu2tXq/bds2ffvtt1bH9ff3l3ThE+4jR47oxIkTatmypaQLtxC89NJL6tChg+655x6rKff169e3um1BkoKDg82vPT09Jf1fwuTissOHD5fa3/T0dHXv3t3mmEJCQqzeZ2RkKDQ01KosNDRUWVlZKiws1B133CFfX181btxYUVFReu+998wFH/fs2aP8/Hyr7atXr6727dsrIyPDZj8u5/Dhwzpw4MAlx5ORkSEfHx8zcSBJLVq0kJubm9Wx/fz85OLiYr739PRUixYtZGdnZ1V2qXMqSaNHj9bx48fN1/79+//N0AAAAABcZ5h5cBVVq1ZNKSkp+v777/X1119r9uzZGjNmjL744gtJFz7h/usnxdWqVZOkyy4iaGdnV2Lqf35+fol2tWrVsnp/8uRJ3XPPPZo+fXqJtvXr19epU6fk5ORklp0/f95qH87OzubXxVP8L1a9enXza4vFcsmyS91+cSWLJ/51TJfj4uKitLQ0rV69Wl9//bXi4+M1fvx4c12Dq+XfLAR5sYvPn3ThHJZWZuuWFkdHRzk6OpZJfwAAAABcf5h5cJVZLBaFhoZqwoQJ2rp1q7n+gLe3t/bu3asmTZpYvRo1aiTpwif46enpOnLkSKn7rVevnnJzc63K0tPTL9ufNm3a6Mcff5Sfn1+JY9eqVUvu7u46f/68uWhfly5dNGPGDJ05c0a//fab5s2bJ0n6/vvvNWbMGD399NP/4uyUFBwcrJUrV/6tbQICArR+/XqrsvXr16tZs2ZmMsbe3l49evTQjBkztH37du3bt0+rVq3STTfdZMakWH5+vjZv3qwWLVpc8pgODg4qLCy02S8XFxf5+fldcjwBAQHav3+/1SyAXbt26dixYzaPDQAAAADljeTBVbRx40a98MIL2rJli3JycvTJJ5/o999/V0BAgCZMmKCpU6dq1qxZ2r17t3bs2KGkpCS9/PLLkqSIiAh5eXnp/vvv1/r167V37159/PHH2rBhg6QL9/1v2bJFb7/9trKysjRu3Djt3Lnzsn2KjY3VkSNHFBERoc2bN2vPnj1asWKFHnvsMRUWFsrOzk733nuv+eSHV199VVu3bpWzs7OCgoJ0xx13aM2aNYqJidGrr7562VsM/q5x48Zp4cKFGjdunDIyMrRjx45SZ0lcLC4uTitXrtSkSZO0e/duJScn67XXXtMzzzwjSVq6dKlmzZql9PR0/fLLL3r77bdVVFSk5s2bq1atWho8eLBGjhyp5cuXa9euXXriiSd0+vRpDRgw4JLH9PPzU3Z2ttLT0/XHH3/o3LlzkqTo6GiNHj3abDd+/HglJCRo1qxZysrKUlpammbPni1J6tGjh4KCghQZGam0tDRt2rRJ0dHR6tatW4lbMwAAAACgInHbwlXk6uqqtWvXaubMmcrLy5Ovr68SEhLMhflq1qypF198USNHjlStWrUUFBSkESNGSLrwyfbXX3+tuLg43XXXXSooKFCLFi00Z84cSVKvXr00duxYPfvsszp79qxiYmIUHR2tHTt22OyTt7e31q9fr1GjRqlnz546d+6cfH19deedd5r30MfHx6t9+/bq2LGjwsLCtGvXLh08eFA33HCDioqKNGbMGLm7u1+Vc3brrbfqww8/1KRJkzRt2jS5urpaPRmhNG3atNHixYsVHx+vSZMmqX79+po4caL69+8vSXJzc9Mnn3yi8ePH6+zZs2ratKkWLlyowMBASReeLlFUVKSoqCidOHFCISEhWrFihW644YZLHvPBBx/UJ598ottuu03Hjh1TUlKSuTjjxWsR9OvXT2fPntUrr7yiZ555Ru7u7uZjIi0Wi5YsWaInn3xSt9xyi+zs7HTnnXeayQUAAAAAqCwsxqWemYfr2tdff61HH31Uffv21RNPPGFeaO/YsUMvvfSS6tWrZ86SQNWTl5en2rVrSw2ek+ycLr8BAAAAgDJh5Iyt6C5YKb42OH78uFxdXS/ZjtsWUKqePXsqNTVVJ06cUNeuXeXg4CAHBweFhYXpxhtv1Pjx4yu6iwAAAACAcsLMA1xWUVGRDh06JDs7O/NRi6jamHkAAAAAVIyqOvOANQ9wWXZ2dqpfv35FdwMAAAAAUEG4bQEAAAAAANhE8gAAAAAAANhE8gAAAAAAANhE8gAAAAAAANjEgonAdez4rlE2V1QFAAAAAImZBwAAAAAA4DJIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJtIHgAAAAAAAJvsK7oDAMqfYRiSpLy8vAruCQAAAICKVHxNUHyNcCkkD4Dr0J9//ilJ8vHxqeCeAAAAAKgMTpw4odq1a1+ynuQBcB2qU6eOJCknJ8fmLwiUj7y8PPn4+Gj//v1ydXWt6O5c94hH5UI8KhfiUbkQj8qFeFQuxOPKGYahEydOyNvb22Y7kgfAdcjO7sJyJ7Vr1+aXaSXi6upKPCoR4lG5EI/KhXhULsSjciEelQvxuDJX8oEiCyYCAAAAAACbSB4AAAAAAACbSB4A1yFHR0eNGzdOjo6OFd0ViHhUNsSjciEelQvxqFyIR+VCPCoX4lH2LMblnscAAAAAAACua8w8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AK4zc+bMkZ+fn5ycnNShQwdt2rSport0TZo6daratWsnFxcXeXh46P7771dmZqZVm7Nnzyo2NlZ169aVs7OzHnzwQR06dMiqTU5Ojnr37q2aNWvKw8NDI0eOVEFBQXkO5Zozbdo0WSwWjRgxwiwjFuXvt99+U9++fVW3bl3VqFFDQUFB2rJli1lvGIbi4+NVv3591ahRQz169FBWVpbVPo4cOaLIyEi5urrKzc1NAwYM0MmTJ8t7KFVeYWGhxo4dq0aNGqlGjRq66aabNGnSJF28pjbxuHrWrl2re+65R97e3rJYLPrss8+s6svq3G/fvl1du3aVk5OTfHx8NGPGjKs9tCrJVjzy8/M1atQoBQUFqVatWvL29lZ0dLQOHDhgtQ/iUXYu9/NxsUGDBslisWjmzJlW5cSj7JA8AK4jH3zwgZ5++mmNGzdOaWlpatWqlXr16qXDhw9XdNeuOWvWrFFsbKx++OEHpaSkKD8/Xz179tSpU6fMNk899ZS++OILffjhh1qzZo0OHDig8PBws76wsFC9e/fW+fPn9f333ys5OVkLFixQfHx8RQzpmrB582a98cYbCg4OtionFuXr6NGjCg0NVfXq1bVs2TLt2rVLCQkJuuGGG8w2M2bM0KxZs/T6669r48aNqlWrlnr16qWzZ8+abSIjI/Xjjz8qJSVFS5cu1dq1azVw4MCKGFKVNn36dCUmJuq1115TRkaGpk+frhkzZmj27NlmG+Jx9Zw6dUqtWrXSnDlzSq0vi3Ofl5ennj17ytfXV6mpqXrxxRc1fvx4vfnmm1d9fFWNrXicPn1aaWlpGjt2rNLS0vTJJ58oMzNT9957r1U74lF2LvfzUezTTz/VDz/8IG9v7xJ1xKMMGQCuG+3btzdiY2PN94WFhYa3t7cxderUCuzV9eHw4cOGJGPNmjWGYRjGsWPHjOrVqxsffvih2SYjI8OQZGzYsMEwDMP46quvDDs7O+PgwYNmm8TERMPV1dU4d+5c+Q7gGnDixAmjadOmRkpKitGtWzdj+PDhhmEQi4owatQoo0uXLpesLyoqMry8vIwXX3zRLDt27Jjh6OhoLFy40DAMw9i1a5chydi8ebPZZtmyZYbFYjF+++23q9f5a1Dv3r2NmJgYq7Lw8HAjMjLSMAziUZ4kGZ9++qn5vqzO/dy5c40bbrjB6vfVqFGjjObNm1/lEVVtf41HaTZt2mRIMn755RfDMIjH1XSpePz6669GgwYNjJ07dxq+vr7GK6+8YtYRj7LFzAPgOnH+/HmlpqaqR48eZpmdnZ169OihDRs2VGDPrg/Hjx+XJNWpU0eSlJqaqvz8fKt4+Pv7q2HDhmY8NmzYoKCgIHl6epptevXqpby8PP3444/l2PtrQ2xsrHr37m11ziViURE+//xzhYSE6OGHH5aHh4dat26tefPmmfXZ2dk6ePCgVUxq166tDh06WMXEzc1NISEhZpsePXrIzs5OGzduLL/BXAM6d+6slStXavfu3ZKkbdu2ad26dQoLC5NEPCpSWZ37DRs26JZbbpGDg4PZplevXsrMzNTRo0fLaTTXpuPHj8tiscjNzU0S8ShvRUVFioqK0siRIxUYGFiinniULZIHwHXijz/+UGFhodXFjyR5enrq4MGDFdSr60NRUZFGjBih0NBQtWzZUpJ08OBBOTg4mP9sFLs4HgcPHiw1XsV1uHKLFi1SWlqapk6dWqKOWJS/vXv3KjExUU2bNtWKFSs0ePBgDRs2TMnJyZL+75za+n118OBBeXh4WNXb29urTp06xORv+u9//6tHH31U/v7+ql69ulq3bq0RI0YoMjJSEvGoSGV17vkddnWcPXtWo0aNUkREhFxdXSURj/I2ffp02dvba9iwYaXWE4+yZV/RHQCAa11sbKx27typdevWVXRXrkv79+/X8OHDlZKSIicnp4ruDnQhoRYSEqIXXnhBktS6dWvt3LlTr7/+uvr161fBvbv+LF68WO+9957ef/99BQYGKj09XSNGjJC3tzfxAC4hPz9fffr0kWEYSkxMrOjuXJdSU1P16quvKi0tTRaLpaK7c11g5gFwnXB3d1e1atVKrCB/6NAheXl5VVCvrn1Dhw7V0qVL9e233+rGG280y728vHT+/HkdO3bMqv3F8fDy8io1XsV1uDKpqak6fPiw2rRpI3t7e9nb22vNmjWaNWuW7O3t5enpSSzKWf369dWiRQursoCAAOXk5Ej6v3Nq6/eVl5dXicVeCwoKdOTIEWLyN40cOdKcfRAUFKSoqCg99dRT5kwd4lFxyurc8zusbBUnDn755RelpKSYsw4k4lGevvvuOx0+fFgNGzY0/77/8ssviouLk5+fnyTiUdZIHgDXCQcHB7Vt21YrV640y4qKirRy5Up16tSpAnt2bTIMQ0OHDtWnn36qVatWqVGjRlb1bdu2VfXq1a3ikZmZqZycHDMenTp10o4dO6z+6BX/k/LXCy9cWvfu3bVjxw6lp6ebr5CQEEVGRppfE4vyFRoaWuLRpbt375avr68kqVGjRvLy8rKKSV5enjZu3GgVk2PHjik1NdVss2rVKhUVFalDhw7lMIprx+nTp2VnZ/0vYbVq1VRUVCSJeFSksjr3nTp10tq1a5Wfn2+2SUlJUfPmza2ecoLLK04cZGVl6ZtvvlHdunWt6olH+YmKitL27dut/r57e3tr5MiRWrFihSTiUeYqesVGAOVn0aJFhqOjo7FgwQJj165dxsCBAw03NzerFeRRNgYPHmzUrl3bWL16tZGbm2u+Tp8+bbYZNGiQ0bBhQ2PVqlXGli1bjE6dOhmdOnUy6wsKCoyWLVsaPXv2NNLT043ly5cb9erVM0aPHl0RQ7qmXPy0BcMgFuVt06ZNhr29vTFlyhQjKyvLeO+994yaNWsa7777rtlm2rRphpubm7FkyRJj+/btxn333Wc0atTIOHPmjNnmzjvvNFq3bm1s3LjRWLdundG0aVMjIiKiIoZUpfXr189o0KCBsXTpUiM7O9v45JNPDHd3d+PZZ5812xCPq+fEiRPG1q1bja1btxqSjJdfftnYunWruXp/WZz7Y8eOGZ6enkZUVJSxc+dOY9GiRUbNmjWNN954o9zHW9nZisf58+eNe++917jxxhuN9PR0q7/vF6/UTzzKzuV+Pv7qr09bMAziUZZIHgDXmdmzZxsNGzY0HBwcjPbt2xs//PBDRXfpmiSp1FdSUpLZ5syZM8aQIUOMG264wahZs6bxwAMPGLm5uVb72bdvnxEWFmbUqFHDcHd3N+Li4oz8/PxyHs2156/JA2JR/r744gujZcuWhqOjo+Hv72+8+eabVvVFRUXG2LFjDU9PT8PR0dHo3r27kZmZadXmzz//NCIiIgxnZ2fD1dXVeOyxx4wTJ06U5zCuCXl5ecbw4cONhg0bGk5OTkbjxo2NMWPGWF0MEY+r59tvvy3170W/fv0Mwyi7c79t2zajS5cuhqOjo9GgQQNj2rRp5TXEKsVWPLKzsy/59/3bb78190E8ys7lfj7+qrTkAfEoOxbDMIzymOEAAAAAAACqJtY8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AAAAAAAANpE8AAAAqMIOHjyoJ598Uo0bN5ajo6N8fHx0zz33aMWKFXJ3d9e0adNK3W7SpEny9PRUfn6+FixYIIvFUuLl5ORUzqMBAFRW9hXdAQAAAPwz+/btU2hoqNzc3PTiiy8qKChI+fn5WrFihYYPH66+ffsqKSlJ//3vf622MwxDCxYsUHR0tKpXry5JcnV1VWZmplU7i8VSbmMBAFRuJA8AAACqqCFDhshisWjTpk2qVauWWR4YGKiYmBjt379fr776qtatW6cuXbqY9WvWrNHevXs1YMAAs8xiscjLy+uSx/roo480YcIE/fzzz6pZs6Zat26tJUuWWB0XAHDt4rYFAACAKujIkSNavny5YmNjS72Ad3NzU1BQkNq1a6f58+db1SUlJalz587y9/e/omPl5uYqIiJCMTExysjI0OrVqxUeHi7DMMpkLACAyo/kAQAAQBX0888/yzCMyyYABgwYoA8//FAnT56UJJ04cUIfffSRYmJirNodP35czs7OVq+wsDBJF5IHBQUFCg8Pl5+fn4KCgjRkyBA5OztfncEBACodkgcAAABV0JV+6h8REaHCwkItXrxYkvTBBx/Izs5OjzzyiFU7FxcXpaenW73eeustSVKrVq3UvXt3BQUF6eGHH9a8efN09OjRsh0QAKBSI3kAAABQBTVt2lQWi0U//fSTzXaurq566KGHlJSUJOnCLQt9+vQpMWvAzs5OTZo0sXo1aNBAklStWjWlpKRo2bJlatGihWbPnq3mzZsrOzv76gwOAFDpkDwAAACogurUqaNevXppzpw5OnXqVIn6Y8eOmV8PGDBA69at09KlS/X9999bLZR4pSwWi0JDQzVhwgRt3bpVDg4O+vTTT//NEAAAVQhPWwAAAKii5syZo9DQULVv314TJ05UcHCwCgoKlJKSosTERGVkZEiSbrnlFjVp0kTR0dHy9/dX586dS+zLMAwdPHiwRLmHh4c2b96slStXqmfPnvLw8NDGjRv1+++/KyAg4KqPEQBQOZA8AAAAqKIaN26stLQ0TZkyRXFxccrNzVW9evXUtm1bJSYmmu0sFotiYmL03HPPafTo0aXuKy8vT/Xr1y9RnpubK1dXV61du1YzZ85UXl6efH19lZCQYC6oCAC49lkMnrEDAAAAAABsYM0DAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABgE8kDAAAAAABg0/8Haa9U/FZnf3oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nvd_frequency = nvd['Assigner'].value_counts()\n",
    "nvd_frequency = nvd_frequency.reset_index()\n",
    "nvd_frequency.columns = ['Assigner', 'CVEs']\n",
    "nvd_frequency['Percentage'] = round((nvd_frequency['CVEs'] / \n",
    "                       nvd_frequency['CVEs'].sum()) * 100)\n",
    "nvd_frequency[nvd_frequency.CVEs > 100].head(50)\n",
    "nvd_frequency_no_mitre = nvd_frequency[~nvd_frequency.Assigner.str.contains('cve@mitre.org')]\n",
    "nvd_frequency_no_mitre = nvd_frequency_no_mitre[nvd_frequency_no_mitre.CVEs > 1].head(20)\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.barh(\"Assigner\", \"CVEs\", data = nvd_frequency_no_mitre, color=\"#001d82\")\n",
    "plt.xlabel(\"CVEs\"); \n",
    "plt.ylabel(\"\") ;\n",
    "plt.title(\"Top 20 CNAs\");\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa3ea191",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "\n",
    "\n",
    "## CWE Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6815f0a1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-07-27T04:06:50.936288Z",
     "iopub.status.busy": "2024-07-27T04:06:50.936094Z",
     "iopub.status.idle": "2024-07-27T04:06:51.146224Z",
     "shell.execute_reply": "2024-07-27T04:06:51.145730Z"
    },
    "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": "2024-07-27T04:06:51.148374Z",
     "iopub.status.busy": "2024-07-27T04:06:51.148190Z",
     "iopub.status.idle": "2024-07-27T04:06:51.156302Z",
     "shell.execute_reply": "2024-07-27T04:06:51.155737Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table id=\"itables_a0dc6b8f_b6c5_4bca_b0d4_016fd36badeb\" class=\"display nowrap\" data-quarto-disable-processing=\"true\" style=\"table-layout:auto;width:auto\">\n",
       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>Assigner</th>\n",
       "      <th>CVEs</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead><tbody><tr>\n",
       "<td style=\"vertical-align:middle; text-align:left\">\n",
       "<div style=\"float:left; margin-right: 10px;\">\n",
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       "        <path d=\"M0,150H400V107H0Z\" />\n",
       "        <path d=\"M100,50H500V7H100Z\" />\n",
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    "show(nvd_frequency, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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   "id": "0aa62111",
   "metadata": {},
   "source": [
    "### Top CWEs"
   ]
  },
  {
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   "id": "710b1f6e",
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     "shell.execute_reply": "2024-07-27T04:06:51.163083Z"
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       "<thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      \n",
       "      <th>CWE</th>\n",
       "      <th>CVEs</th>\n",
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       "(need <a href=https://mwouts.github.io/itables/troubleshooting.html>help</a>?)</td>\n",
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       "</tr></tbody>\n",
       "\n",
       "</table>\n",
       "<link href=\"https://www.unpkg.com/dt_for_itables@2.0.11/dt_bundle.css\" rel=\"stylesheet\">\n",
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       "        // Define the table data\n",
       "        const data = [[\"Missing_Data\", 3470], [\"CWE-119\", 2109], [\"NVD-CWE-noinfo\", 1699], [\"CWE-79\", 1472], [\"CWE-200\", 1281], [\"CWE-20\", 942], [\"CWE-125\", 704], [\"CWE-89\", 504], [\"CWE-476\", 338], [\"CWE-352\", 314], [\"CWE-264\", 290], [\"CWE-416\", 273], [\"CWE-22\", 266], [\"CWE-284\", 262], [\"CWE-787\", 241], [\"CWE-287\", 227], [\"CWE-190\", 214], [\"CWE-295\", 175], [\"CWE-772\", 166], [\"CWE-78\", 155], [\"CWE-426\", 138], [\"CWE-400\", 132], [\"CWE-611\", 106], [\"CWE-77\", 100], [\"CWE-362\", 97], [\"CWE-269\", 94], [\"CWE-798\", 94], [\"CWE-601\", 93], [\"CWE-835\", 92], [\"CWE-434\", 91], [\"CWE-94\", 87], [\"CWE-732\", 83], [\"CWE-254\", 81], [\"CWE-399\", 72], [\"CWE-502\", 68], [\"CWE-74\", 66], [\"CWE-369\", 51], [\"CWE-415\", 45], [\"CWE-255\", 43], [\"CWE-918\", 42], [\"CWE-862\", 42], [\"CWE-326\", 41], [\"CWE-427\", 39], [\"CWE-120\", 39], [\"CWE-617\", 38], [\"CWE-770\", 38], [\"CWE-522\", 36], [\"CWE-59\", 34], [\"CWE-384\", 33], [\"CWE-19\", 33], [\"CWE-704\", 32], [\"CWE-306\", 32], [\"CWE-532\", 29], [\"CWE-863\", 28], [\"CWE-834\", 28], [\"CWE-319\", 27], [\"CWE-327\", 27], [\"CWE-275\", 25], [\"NVD-CWE-Other\", 25], [\"CWE-310\", 24], [\"CWE-276\", 24], [\"CWE-330\", 22], [\"CWE-665\", 22], [\"CWE-281\", 22], [\"CWE-129\", 20], [\"CWE-189\", 20], [\"CWE-1188\", 19], [\"CWE-668\", 18], [\"CWE-134\", 18], [\"CWE-640\", 18], [\"CWE-345\", 17], [\"CWE-191\", 17], [\"CWE-311\", 17], [\"CWE-674\", 16], [\"CWE-347\", 15], [\"CWE-682\", 15], [\"CWE-404\", 14], [\"CWE-639\", 14], [\"CWE-755\", 14], [\"CWE-613\", 13], [\"CWE-754\", 12], [\"CWE-401\", 12], [\"CWE-203\", 12], [\"CWE-428\", 11], [\"CWE-552\", 11], [\"CWE-843\", 11], [\"CWE-320\", 10], [\"CWE-93\", 10], [\"CWE-346\", 10], [\"CWE-521\", 10], [\"CWE-307\", 9], [\"CWE-285\", 9], [\"CWE-388\", 9], [\"CWE-290\", 7], [\"CWE-331\", 7], [\"CWE-425\", 7], [\"CWE-1021\", 7], [\"CWE-358\", 7], [\"CWE-417\", 6], [\"CWE-90\", 6], [\"CWE-252\", 6], [\"CWE-91\", 6], [\"CWE-116\", 6], [\"CWE-354\", 5], [\"CWE-367\", 5], [\"CWE-113\", 5], [\"CWE-312\", 5], [\"CWE-444\", 5], [\"CWE-338\", 5], [\"CWE-908\", 4], [\"CWE-361\", 4], [\"CWE-118\", 4], [\"CWE-922\", 4], [\"CWE-494\", 4], [\"CWE-131\", 4], [\"CWE-335\", 3], [\"CWE-565\", 3], [\"CWE-209\", 3], [\"CWE-300\", 3], [\"CWE-824\", 3], [\"CWE-193\", 2], [\"CWE-1333\", 2], [\"CWE-184\", 2], [\"CWE-17\", 2], [\"CWE-681\", 2], [\"CWE-610\", 2], [\"CWE-769\", 2], [\"CWE-459\", 2], [\"CWE-829\", 2], [\"CWE-294\", 2], [\"CWE-332\", 2], [\"CWE-672\", 2], [\"CWE-88\", 2], [\"CWE-407\", 2], [\"CWE-297\", 2], [\"CWE-123\", 2], [\"CWE-1\", 2], [\"CWE-99\", 1], [\"CWE-18\", 1], [\"CWE-697\", 1], [\"CWE-662\", 1], [\"CWE-670\", 1], [\"CWE-664\", 1], [\"CWE-1187\", 1], [\"CWE-273\", 1], [\"CWE-913\", 1], [\"CWE-776\", 1], [\"CWE-441\", 1], [\"CWE-909\", 1], [\"CWE-534\", 1], [\"CWE-916\", 1], [\"CWE-538\", 1], [\"CWE-199\", 1], [\"CWE-178\", 1], [\"CWE-943\", 1], [\"CWE-763\", 1], [\"CWE-377\", 1], [\"CWE-895\", 1], [\"CWE-16\", 1], [\"CWE-669\", 1], [\"CWE-121\", 1], [\"CWE-693\", 1], [\"CWE-749\", 1], [\"CWE-920\", 1]];\n",
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    "show(nvd_cwe, scrollY=\"400px\", scrollCollapse=True, paging=False)"
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     "hide-input"
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   "source": [
    "\n",
    "\n",
    "\n",
    "### CVEs By Identifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "661f28f1-9568-4e97-acb3-75e45e596f1f",
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     "shell.execute_reply": "2024-07-27T04:06:51.255888Z"
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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:\t11\n",
      "CVE-2002:\t13\n",
      "CVE-2003:\t27\n",
      "CVE-2004:\t30\n",
      "CVE-2005:\t63\n",
      "CVE-2006:\t80\n",
      "CVE-2007:\t45\n",
      "CVE-2008:\t112\n",
      "CVE-2009:\t67\n",
      "CVE-2010:\t121\n",
      "CVE-2011:\t160\n",
      "CVE-2012:\t326\n",
      "CVE-2013:\t389\n",
      "CVE-2014:\t788\n",
      "CVE-2015:\t1337\n",
      "CVE-2016:\t3585\n",
      "CVE-2017:\t10959\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "20ee3a71",
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     "shell.execute_reply": "2024-07-27T04:06:51.261432Z"
    },
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "This report is updated automatically every day, last generated on: **2024-07-27 04:06:51.259037**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "Markdown(f\"This report is updated automatically every day, last generated on: **{datetime.datetime.now()}**\")"
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