EV_Market.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First 5 rows of the dataset:\n",
      "   VIN (1-10)     County       City State  Postal Code  Model Year   Make  \\\n",
      "0  5YJYGDEE1L       King    Seattle    WA      98122.0        2020  TESLA   \n",
      "1  7SAYGDEE9P  Snohomish    Bothell    WA      98021.0        2023  TESLA   \n",
      "2  5YJSA1E4XK       King    Seattle    WA      98109.0        2019  TESLA   \n",
      "3  5YJSA1E27G       King   Issaquah    WA      98027.0        2016  TESLA   \n",
      "4  5YJYGDEE5M     Kitsap  Suquamish    WA      98392.0        2021  TESLA   \n",
      "\n",
      "     Model           Electric Vehicle Type  \\\n",
      "0  MODEL Y  Battery Electric Vehicle (BEV)   \n",
      "1  MODEL Y  Battery Electric Vehicle (BEV)   \n",
      "2  MODEL S  Battery Electric Vehicle (BEV)   \n",
      "3  MODEL S  Battery Electric Vehicle (BEV)   \n",
      "4  MODEL Y  Battery Electric Vehicle (BEV)   \n",
      "\n",
      "   Clean Alternative Fuel Vehicle (CAFV) Eligibility  Electric Range  \\\n",
      "0            Clean Alternative Fuel Vehicle Eligible             291   \n",
      "1  Eligibility unknown as battery range has not b...               0   \n",
      "2            Clean Alternative Fuel Vehicle Eligible             270   \n",
      "3            Clean Alternative Fuel Vehicle Eligible             210   \n",
      "4  Eligibility unknown as battery range has not b...               0   \n",
      "\n",
      "   Base MSRP  Legislative District  DOL Vehicle ID  \\\n",
      "0          0                  37.0       125701579   \n",
      "1          0                   1.0       244285107   \n",
      "2          0                  36.0       156773144   \n",
      "3          0                   5.0       165103011   \n",
      "4          0                  23.0       205138552   \n",
      "\n",
      "                Vehicle Location  \\\n",
      "0   POINT (-122.30839 47.610365)   \n",
      "1  POINT (-122.179458 47.802589)   \n",
      "2   POINT (-122.34848 47.632405)   \n",
      "3   POINT (-122.03646 47.534065)   \n",
      "4   POINT (-122.55717 47.733415)   \n",
      "\n",
      "                                Electric Utility  2020 Census Tract  \n",
      "0   CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)       5.303301e+10  \n",
      "1                         PUGET SOUND ENERGY INC       5.306105e+10  \n",
      "2   CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)       5.303301e+10  \n",
      "3  PUGET SOUND ENERGY INC||CITY OF TACOMA - (WA)       5.303303e+10  \n",
      "4                         PUGET SOUND ENERGY INC       5.303594e+10   \n",
      "\n",
      "Dataset Info:\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 177866 entries, 0 to 177865\n",
      "Data columns (total 17 columns):\n",
      " #   Column                                             Non-Null Count   Dtype  \n",
      "---  ------                                             --------------   -----  \n",
      " 0   VIN (1-10)                                         177866 non-null  object \n",
      " 1   County                                             177861 non-null  object \n",
      " 2   City                                               177861 non-null  object \n",
      " 3   State                                              177866 non-null  object \n",
      " 4   Postal Code                                        177861 non-null  float64\n",
      " 5   Model Year                                         177866 non-null  int64  \n",
      " 6   Make                                               177866 non-null  object \n",
      " 7   Model                                              177866 non-null  object \n",
      " 8   Electric Vehicle Type                              177866 non-null  object \n",
      " 9   Clean Alternative Fuel Vehicle (CAFV) Eligibility  177866 non-null  object \n",
      " 10  Electric Range                                     177866 non-null  int64  \n",
      " 11  Base MSRP                                          177866 non-null  int64  \n",
      " 12  Legislative District                               177477 non-null  float64\n",
      " 13  DOL Vehicle ID                                     177866 non-null  int64  \n",
      " 14  Vehicle Location                                   177857 non-null  object \n",
      " 15  Electric Utility                                   177861 non-null  object \n",
      " 16  2020 Census Tract                                  177861 non-null  float64\n",
      "dtypes: float64(3), int64(4), object(10)\n",
      "memory usage: 23.1+ MB\n",
      "None \n",
      "\n",
      "Missing Values in Each Column:\n",
      "VIN (1-10)                                             0\n",
      "County                                                 5\n",
      "City                                                   5\n",
      "State                                                  0\n",
      "Postal Code                                            5\n",
      "Model Year                                             0\n",
      "Make                                                   0\n",
      "Model                                                  0\n",
      "Electric Vehicle Type                                  0\n",
      "Clean Alternative Fuel Vehicle (CAFV) Eligibility      0\n",
      "Electric Range                                         0\n",
      "Base MSRP                                              0\n",
      "Legislative District                                 389\n",
      "DOL Vehicle ID                                         0\n",
      "Vehicle Location                                       9\n",
      "Electric Utility                                       5\n",
      "2020 Census Tract                                      5\n",
      "dtype: int64 \n",
      "\n",
      "Summary Statistics:\n",
      "         Postal Code     Model Year  Electric Range      Base MSRP  \\\n",
      "count  177861.000000  177866.000000   177866.000000  177866.000000   \n",
      "mean    98172.453506    2020.515512       58.842162    1073.109363   \n",
      "std      2442.450668       2.989384       91.981298    8358.624956   \n",
      "min      1545.000000    1997.000000        0.000000       0.000000   \n",
      "25%     98052.000000    2019.000000        0.000000       0.000000   \n",
      "50%     98122.000000    2022.000000        0.000000       0.000000   \n",
      "75%     98370.000000    2023.000000       75.000000       0.000000   \n",
      "max     99577.000000    2024.000000      337.000000  845000.000000   \n",
      "\n",
      "       Legislative District  DOL Vehicle ID  2020 Census Tract  \n",
      "count         177477.000000    1.778660e+05       1.778610e+05  \n",
      "mean              29.127481    2.202313e+08       5.297672e+10  \n",
      "std               14.892169    7.584987e+07       1.578047e+09  \n",
      "min                1.000000    4.385000e+03       1.001020e+09  \n",
      "25%               18.000000    1.814743e+08       5.303301e+10  \n",
      "50%               33.000000    2.282522e+08       5.303303e+10  \n",
      "75%               42.000000    2.548445e+08       5.305307e+10  \n",
      "max               49.000000    4.792548e+08       5.603300e+10   \n",
      "\n",
      "Number of rows after removing duplicates: 177866 (Removed 0 duplicates)\n"
     ]
    }
   ],
   "source": [
    "# Import necessary libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.optimize import curve_fit\n",
    "import numpy as np\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "# Load the dataset\n",
    "ev_data = pd.read_csv('Electric_Vehicle_Population_Data.csv')  # Load dataset\n",
    "\n",
    "# Display the first few rows to understand structure and content\n",
    "print(\"First 5 rows of the dataset:\")\n",
    "print(ev_data.head(), \"\\n\")\n",
    "\n",
    "# Basic dataset information\n",
    "print(\"Dataset Info:\")\n",
    "print(ev_data.info(), \"\\n\")\n",
    "\n",
    "# Check for missing values\n",
    "print(\"Missing Values in Each Column:\")\n",
    "print(ev_data.isnull().sum(), \"\\n\")\n",
    "\n",
    "# Display summary statistics for numeric columns\n",
    "print(\"Summary Statistics:\")\n",
    "print(ev_data.describe(), \"\\n\")\n",
    "\n",
    "# Check for and remove duplicate rows to ensure data quality\n",
    "initial_rows = ev_data.shape[0]\n",
    "ev_data.drop_duplicates(inplace=True)\n",
    "print(f\"Number of rows after removing duplicates: {ev_data.shape[0]} (Removed {initial_rows - ev_data.shape[0]} duplicates)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        VIN (1-10)     County           City State  Postal Code  Model Year  \\\n",
      "0       5YJYGDEE1L       King        Seattle    WA      98122.0        2020   \n",
      "1       7SAYGDEE9P  Snohomish        Bothell    WA      98021.0        2023   \n",
      "2       5YJSA1E4XK       King        Seattle    WA      98109.0        2019   \n",
      "3       5YJSA1E27G       King       Issaquah    WA      98027.0        2016   \n",
      "4       5YJYGDEE5M     Kitsap      Suquamish    WA      98392.0        2021   \n",
      "...            ...        ...            ...   ...          ...         ...   \n",
      "177861  7SAYGDEE3N     Pierce    Bonney Lake    WA      98391.0        2022   \n",
      "177862  KM8K23AG1P      Mason        Shelton    WA      98584.0        2023   \n",
      "177863  5YJYGDEE6M      Grant         Quincy    WA      98848.0        2021   \n",
      "177864  WVGKMPE27M       King  Black Diamond    WA      98010.0        2021   \n",
      "177865  5YJ3E1EA8M     Pierce         Tacoma    WA      98422.0        2021   \n",
      "\n",
      "              Make          Model           Electric Vehicle Type  \\\n",
      "0            TESLA        MODEL Y  Battery Electric Vehicle (BEV)   \n",
      "1            TESLA        MODEL Y  Battery Electric Vehicle (BEV)   \n",
      "2            TESLA        MODEL S  Battery Electric Vehicle (BEV)   \n",
      "3            TESLA        MODEL S  Battery Electric Vehicle (BEV)   \n",
      "4            TESLA        MODEL Y  Battery Electric Vehicle (BEV)   \n",
      "...            ...            ...                             ...   \n",
      "177861       TESLA        MODEL Y  Battery Electric Vehicle (BEV)   \n",
      "177862     HYUNDAI  KONA ELECTRIC  Battery Electric Vehicle (BEV)   \n",
      "177863       TESLA        MODEL Y  Battery Electric Vehicle (BEV)   \n",
      "177864  VOLKSWAGEN           ID.4  Battery Electric Vehicle (BEV)   \n",
      "177865       TESLA        MODEL 3  Battery Electric Vehicle (BEV)   \n",
      "\n",
      "        Clean Alternative Fuel Vehicle (CAFV) Eligibility  Electric Range  \\\n",
      "0                 Clean Alternative Fuel Vehicle Eligible             291   \n",
      "1       Eligibility unknown as battery range has not b...               0   \n",
      "2                 Clean Alternative Fuel Vehicle Eligible             270   \n",
      "3                 Clean Alternative Fuel Vehicle Eligible             210   \n",
      "4       Eligibility unknown as battery range has not b...               0   \n",
      "...                                                   ...             ...   \n",
      "177861  Eligibility unknown as battery range has not b...               0   \n",
      "177862  Eligibility unknown as battery range has not b...               0   \n",
      "177863  Eligibility unknown as battery range has not b...               0   \n",
      "177864  Eligibility unknown as battery range has not b...               0   \n",
      "177865  Eligibility unknown as battery range has not b...               0   \n",
      "\n",
      "        Base MSRP  Legislative District  DOL Vehicle ID  \\\n",
      "0               0                  37.0       125701579   \n",
      "1               0                   1.0       244285107   \n",
      "2               0                  36.0       156773144   \n",
      "3               0                   5.0       165103011   \n",
      "4               0                  23.0       205138552   \n",
      "...           ...                   ...             ...   \n",
      "177861          0                  31.0       195224452   \n",
      "177862          0                  35.0       228454180   \n",
      "177863          0                  13.0       168797219   \n",
      "177864          0                   5.0       182448801   \n",
      "177865          0                  27.0       211464683   \n",
      "\n",
      "                       Vehicle Location  \\\n",
      "0          POINT (-122.30839 47.610365)   \n",
      "1         POINT (-122.179458 47.802589)   \n",
      "2          POINT (-122.34848 47.632405)   \n",
      "3          POINT (-122.03646 47.534065)   \n",
      "4          POINT (-122.55717 47.733415)   \n",
      "...                                 ...   \n",
      "177861     POINT (-122.183805 47.18062)   \n",
      "177862    POINT (-123.105305 47.211085)   \n",
      "177863  POINT (-119.8493873 47.2339933)   \n",
      "177864     POINT (-122.00451 47.312185)   \n",
      "177865      POINT (-122.38578 47.28971)   \n",
      "\n",
      "                                         Electric Utility  2020 Census Tract  \n",
      "0            CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)       5.303301e+10  \n",
      "1                                  PUGET SOUND ENERGY INC       5.306105e+10  \n",
      "2            CITY OF SEATTLE - (WA)|CITY OF TACOMA - (WA)       5.303301e+10  \n",
      "3           PUGET SOUND ENERGY INC||CITY OF TACOMA - (WA)       5.303303e+10  \n",
      "4                                  PUGET SOUND ENERGY INC       5.303594e+10  \n",
      "...                                                   ...                ...  \n",
      "177861      PUGET SOUND ENERGY INC||CITY OF TACOMA - (WA)       5.305307e+10  \n",
      "177862  BONNEVILLE POWER ADMINISTRATION||CITY OF TACOM...       5.304596e+10  \n",
      "177863                           PUD NO 2 OF GRANT COUNTY       5.302501e+10  \n",
      "177864      PUGET SOUND ENERGY INC||CITY OF TACOMA - (WA)       5.303303e+10  \n",
      "177865  BONNEVILLE POWER ADMINISTRATION||CITY OF TACOM...       5.305394e+10  \n",
      "\n",
      "[177473 rows x 17 columns]\n"
     ]
    }
   ],
   "source": [
    "ev_data = ev_data.dropna() #deleting rows with empty fields\n",
    "print(ev_data) #printing clean version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_23341/2148276991.py:11: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=ev_adoption_by_year.index, y=ev_adoption_by_year.values, palette=\"viridis\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the visualization style\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "# Check for 'Model Year' column and ensure it contains data\n",
    "if 'Model Year' in ev_data.columns and not ev_data['Model Year'].isnull().all():\n",
    "    # Prepare data for visualization\n",
    "    ev_adoption_by_year = ev_data['Model Year'].value_counts().sort_index()\n",
    "    \n",
    "    # Set up the plot\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.barplot(x=ev_adoption_by_year.index, y=ev_adoption_by_year.values, palette=\"viridis\")\n",
    "    \n",
    "    # Add titles and labels\n",
    "    plt.title('Electric Vehicle Adoption Over Time', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Model Year', fontsize=12)\n",
    "    plt.ylabel('Number of Vehicles Registered', fontsize=12)\n",
    "    plt.xticks(rotation=45)\n",
    "    \n",
    "    # Adjust layout for readability\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"The 'Model Year' column is missing or contains no data.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAMWCAYAAAAgRDUeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAACelElEQVR4nOzdeXwNZ///8ffJSSIRS2giiNiCWIrE2lpq34tbtYqiLbVWFVVLW25rbW21jdtNaSnaUq1YqqhwU1q7WKq22iJ2Yk9IcnJ+f/hmfo4ECTEn4fV8PDwemTkz13xmMjlx3rmuayx2u90uAAAAAAAAwEQuzi4AAAAAAAAATx9CKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAA0iAqKkpBQUHGv82bN5u6/+NUt25do67Q0FBnl4MMqGPHjsY9MnjwYGeXYwgNDTXqqlu3rrPLQRpk1HvqccjI7/8A4Cyuzi4AAJC51a1bVydPnkzTPrNnz1bVqlUfU0Vpd+LECc2fP19btmxRZGSkrl27pixZsiggIEAVK1ZU06ZNValSpQe2ExUVpXr16hnLGe08M4K7r1FqHThw4DFU8/C2b9+uRYsWKSIiQmfOnFFsbKyyZcumwMBAPffcc/rXv/6lggULOrvMNOnYsaO2bNkiSWrVqpXGjRvn5Ioyn6CgoAdu4+/vrzVr1mjnzp169dVXjfUDBgxQ165dU9wnLCzMIbD5z3/+o/r169/3OPd6b/bw8JCPj4/KlSunV199Vc8999wDa84MNm/erE6dOhnLq1evVoECBUw7Pu//APBwCKUAAE+txMRETZ48WVOnTpXNZnN4LSEhQfv379f+/fv13XffGaGIt7e3Bg4caGyX1uDhUfd/nHr06KFr165JkkJCQpxcTcZ05coVffDBBwoPD0/22uXLl7V9+3Zt375dW7du1Zw5c5xQ4ePVrl071a5dW5JUvHhx5xaTyQUHB6to0aI6cuSIJGnJkiX3DKUWL15sfJ07d27VqlXroY978+ZNRUVFKSoqSr/++qtGjhzpEI6Z7Wm6pzLy+z8AOAuhFADgkdwZZEjS1atXNXXqVGO5evXqql69usM+GeU/4iNHjtQPP/xgLGfJkkUNGjRQYGCgbDabjhw5ovXr1zucX7Zs2dSlS5eHPuaj7v84tWnT5rEf4+4PZZL0119/6ddffzWW27Ztm2HukTvFxMSoc+fO+uuvv4x1vr6+qlevnvLnz68bN25o79692rRpkxOrfLyaNm3q7BIyjWeffTbF65U9e3bj61atWunTTz+VJB08eFB///23Spcu7bD9mTNnHIZ5NW/eXG5ubmmqJSAgQO3atVN8fLwOHDig5cuXy263S5I+++wzvfLKK3Jxcc6sHhnpnrp+/bqyZcv22NrPyO//AOAshFIAgEdyd5ARFRXlEEqFhIQk+0+4zWbTTz/9pKVLl2r//v3GB4ESJUqoefPmeumll+Tq6urQ5t3DIk6fPq3Zs2frn3/+kZeXl2rXrq333ntPPj4+qap7/fr1DoFU4cKFNWPGDAUEBDhsFxsb69Dj5V5DNFIaKnPnUJIqVapozpw5qRrisWbNGi1YsEB79uzR5cuX5enpqVKlSunll19W8+bNZbFYHLbftm2bZs6cqd27d+vSpUtyc3NTrly5VLRoUZUvX15vvPGGwwfhe7nzHHr37q133nlHUvJhMeHh4fr99981b948HTt2TNmyZVPdunU1cOBA5cyZ877HSOlD2cKFCx1CqaZNmya7JleuXNGcOXO0Zs0aHT9+XLdu3VKuXLlUvnx5tWvXLlnwuXDhQg0ZMsRY3r17t6ZNm6YlS5bozJkz8vPzU6tWrdStWze5u7s/8NpI0n//+1+HQKpevXr69NNP5enp6bDd2bNn9b///S/Z/hs3btQPP/ygnTt3Kjo6Wu7u7ipUqJDq1KmjTp06ydvb22H7O4eCjR07Vi+99JKxPHjwYIWFhUn6//fWvfbz8/PT1KlTjdorVqyoQYMGGb1SQkNDNXnyZIdjh4WFGe1L/38o1IOG+J04cULffvut/vjjD50+fVqJiYkqUKCA6tatq86dOyt37twO20dHR2v69On6/fffdfLkSSUkJChnzpzKly+fypUrpxYtWig4ODjZtXyQ69eva/LkyVq+fLmio6MVEBCg9u3b67XXXjN+fjp06KCtW7dKkl588UUjHEry3XffaeTIkZKknDlzav369cqSJUuqayhevPgDA4iWLVvq888/N3pqLl68OFkotWTJEiUmJhrLd94HqZUvX75ktST9zF2+fFkXL16Ur6+vw+sXLlzQ7NmztW7dOkVGRiohIUF58+ZVjRo11LVrV+XPnz/ZcU6ePKnPPvtMGzZsUFxcnEqXLq3evXvr9OnTDj+Pdw7Hvd89ldr3tpSGTd75PpvU7t3vZb/99pvCw8P1008/6cSJE3rhhRc0ZcoU7du3T/Pnz9fevXt15swZXblyRXa7XT4+Pipfvrw6dOjgMKQ7Pd//V65cqZ9//ll79+7VlStX5OnpqcDAQDVs2FDt2rVL9n6T1p/3tF5bAHjcCKUAAKaKiYlRt27djA+DSS5fvqwtW7Zoy5YtWrRokaZPny4vL68U25gyZYpDb5Rbt25p4cKF2rp1q3788cdkH3xT8u233zosf/rpp8kCKUny9PRUt27dUnNqjywxMVGDBw92GKojSfHx8dq8ebM2b96s1atX67PPPpPVapV0O+jo0qWLw/DD+Ph4xcTE6OTJk1q/fr2aNm2arh8uBg0apO3btxvL0dHR+umnn3T8+HHNnTs33Y6T5PDhw+rcubPOnDnjsP7cuXNatWqVVq1apU6dOunDDz+8ZxvdunVzuGeioqIUGhqqvXv3asqUKcmCvrvFx8fru+++M5Z9fX31ySefJPuAKEl+fn5q27atw7px48Zp5syZydr8+++/9ffff+unn37S119/ne7DlxYsWKCIiAijV4x0O5Dds2ePli9fnqqfldQKDw/XgAEDFBsb67D+8OHDOnz4sJYsWaKZM2cqMDBQ0u2f2/bt2+vo0aMO21+4cEEXLlzQnj17lDVr1jSHUrdu3dLrr7/uECAePnxYo0aN0rFjx/TRRx9JcgylVq1apStXrjiEqsuXLze+btasWZoCqdTy8/NTtWrVtH79eknSsmXLNHDgQOPnW7odSiUpXbq0SpYsmS7HTeLi4pIsTI6IiFDPnj116dIlh/WRkZH6/vvvtXTpUk2dOtUhmImKilLbtm11/vx5Y922bdvUuXNnvfDCC2mu0Yz3tg8++EDbtm1Ltn779u0Of7RIcurUKZ06dUorVqzQxx9//FAB4b3YbDa99957DveddPucIyIiFBERoZ9++kmzZs1Snjx5UmwjtT/vzvi9AQD3QigFADDV6NGjHQKpGjVqKDg4WDt37tSGDRsk3f5AMHr0aI0dOzbFNjZt2qSqVauqUqVK2rFjhzZu3Cjpdi+NiRMn3nO/JImJicZf5iWpZMmSevbZZx/pvHr06KGTJ0869BK7cxhavnz5HtjGjBkzjEDKYrGoYcOGKlmypKKiorRkyRLFx8drxYoVKlWqlHr06CFJmj9/vvHBomjRomrcuLGsVqtOnz6tffv26e+//36k80rJ9u3b9fzzzyskJETh4eE6ePCgJGnr1q3auXPnQ/VsuZeEhAS9/fbbRiBltVrVsmVL+fn5afXq1caxZ8+erTJlyuhf//pXiu1s3rxZLVu2VL58+fTbb78Z8/isWbNGixcvvud+Sfbs2aMbN24Yy02aNFHWrFlTdQ6LFi1yCKSKFy+u+vXr69y5c1q0aJFsNpvOnj2r3r17a9myZQ69BB/Vjh07VLRoUTVs2FD79u3TunXrJN0OgX/66Sd169ZN1atXV9asWfXDDz/oxIkTkpIPPbu7F9fdTpw4offee083b950OEe73a6lS5fq5MmTOnv2rN555x0tXbpUVqtVmzZtMgKpLFmy6OWXX5afn5/Onz+vyMjIZMF1al24cEFXr15V27ZtlSNHDqN3nCTNmTNHDRs2VJUqVVS/fn3lzZtXZ86c0a1bt7R48WKjd8v58+cdgteHCR8OHTqkr7/+Otn6kJAQVahQwaHtpFDq/Pnz2rBhgzFn1N69e3Xo0CFj21atWqW5jjvdOXwvSb169Rx6C16/fl1vv/22EUj5+/urSZMm8vDw0MqVK3Xo0CFdu3ZN77zzjn777TcjuBg1apRDIFWrVi2VKVNG69at09q1a9Nca1re2wYOHKjIyEjNmzfPWNejRw/lyJFD0r3nqtq2bZuKFy+uOnXqyG63G2Ggu7u7goODVbJkSXl7e8vLy0vXrl3Txo0btWfPHtntdo0fP15NmzaVh4dHurz/T5061eH7EhwcrOrVq+vw4cNasWKFpNvh6oABAzR79uwU20jNz3tary0APG6EUgAA01y6dEmLFi0ylps0aaLPP//cWO7bt6/xn/LFixdr4MCBypUrV7J2atSooRkzZshischut+utt94yAq2lS5dq2LBhKfZgSXL58mXdunXLWC5atOgjntntYYx3D11MaRjavSQmJuqbb74xlnv16qU+ffo41Dhx4kRJ0syZM9WtWze5uLg4nEfv3r3VrFkzh3bPnz+f7nOkNGjQQKGhobJYLHr99ddVrVo14wPOnj170jWUWrt2rUNPmo8++kjt27eXdPtDZ9OmTY1hMzNnzrxnuNS3b18jyOvatavq169vfOieP3/+A0Ops2fPOiyn5Z65M5Dy9/fXTz/9JA8PD0m3w58RI0ZIko4dO6a1a9c+8KlqaZEvXz4tWLDAuAdatWplfODcs2ePJKlChQqqUKGC1q5da4RSqRl6dqe5c+cagVThwoX1888/Gz2LXnvtNdWuXVs2m02HDx/W2rVrVa9ePcXFxRn7V65cWcOGDXNoMy4uLllPndT6+OOP1bx5c0nSq6++qsaNGys+Pl6S9OOPP6pKlSpydXVVu3btNGnSJEm3e5kkhVIrV640hsyVKFFCZcuWTXMNf/31l0NvrSS9e/d2CKXq16+vnDlz6sqVK5Ju94xKCqXu7DXp5uamF198Mc11SNKWLVtSHOJWs2ZNjR492mHdwoULdfHiRUm3hy0uXLjQCCW7dOmievXqKTo6WtHR0QoLC1OnTp107tw5IwCRbr/3JV3Xnj17qkWLFsl6xD1IWt7bunTpos2bNzuEUq+88soDn74XHBys2bNnJ+sF16ZNG7Vp00b79+/XwYMHdfnyZVmtVtWrV8/4ubl8+bL++usvVapUKV3e/+8MmkJCQvTdd98ZIdnEiRM1Y8YMSbcD9n379qlUqVLJ2knNz7uUtmsLAI+bc2Y0BAA8lXbv3u0wXODuv/rfuWyz2bR79+4U27lzXiWLxWJ8+JRu9wRI6j2TmRw9etThA/h//vMfBQUFGf+SAinp9oehpA94dw6fGTx4sDp27Khhw4Zp5syZ2rVrl3x8fO4b0D2Mdu3aGdff29vbIThM+mCdXiIiIhyW7wyPPDw81LhxY2P5wIEDyYaOJWnZsqXxdbZs2VSnTh1j+XH2CoiNjXWYP6dx48ZGICUpWRh29/k+qpYtWzp8uCxcuLDxdXp+r3bs2GF8fezYMZUrV864d2vWrOnwc590jmXLljV66GzYsEHNmjVT//799eWXXyo8PFxxcXEOw8xSy83NzaGXV4ECBRxCoL179xpft2nTxqjh4MGD2rVrlyQZPVMkqXXr1mmuIS3c3d0d6g0PD9f169dls9m0bNkyY32dOnXSdbhloUKF1KdPn2S94O78Xl65ckVVq1Y1vpchISGKjo42Xk/6Xu7du9dhyNid97W7u/tDhWlmvLd17tw5xWGZe/fu1YsvvqiWLVvq/fff15gxYzRhwgSHP6JISjak+GEdPXpUly9fNpabN2/uMITz7t+V93qfSO3PuzN+bwDAvdBTCgBgmrs/BD/zzDP3Xb569WqK7Tzsfkm8vb2VJUsW46/FSUO5nOnODySpkRRgvf766zpw4IB++eUXxcXFGfNyJSlRooS+/vrre85B8jD8/f0dlu8c+nPnB9P0cOc9kzVr1mRD5u6c2N5ut+vq1aspfpi6+x65c7+bN28qLi7uvhOe3x2OpPaeuXr1qsM1uXsi/qRziomJMbZPyd3X9c5eRvdj1vcqLQFXUqiRN29ejRs3TqNGjdKlS5f0zz//6J9//jG2y5o1q0aPHp2sF8eDeHt7O3yglxyv+51P08ydO7defPFFLVy4UNLt3lL58uUzhu65ubmpRYsWaTp+kpQmgr+Xl156yZjD6ObNm1q5cqV8fHx04cIFh/YeVtLT906fPq2wsDBdv35dx48f1+uvv64FCxaoWLFixrYP8728+769+z5P7QMo7mTGe1tKPR5v3ryp7t27OwxFvJfU/hw+yN3v/3dfr9T+jkvtz7szfm8AwL0QSgEATHP3ZLpJQ0TutZw0H8jdHna/JC4uLqpSpYoxj8v+/ftTfBS7me7urdCqVav7Tnqd9OHD1dVVEyZM0ODBg7Vjxw4dPXpUR48eVXh4uK5cuaKDBw/q008/1fjx49Ot1rvnPHrQJOGP4s57JiYmRjExMQ7B1J0f2i0Wy33vmTvndblzvyxZsjzwCXxly5aVl5eXMa/U8uXL1b9//wf2JsiRI4cxzPTu4955Tnduf+f5JO2XNDQuybFjx+573CRmfa/u/D4VL178vgHKnfd1s2bN1LBhQ+3evVsHDx7U8ePHtXnzZv3999+KiYnRhx9+qNq1a9/zoQcpuXz5smw2m0Mwded1v3vy5g4dOhih1LJly1SwYEFj6F7t2rXTtXfSvZQrV07FihUzQrnFixc7BBM+Pj4PNVl4kjufvtekSRN16NBBiYmJiomJ0ahRoxwe/HDn99LX11dvvvnmfduVkr/n3v2efPd9nxpmvLel9PO7detWh0Cqc+fO6tq1q3Lnzq3Y2Nh0HZ6c5O73/7uvV2p/x6X2590ZvzcA4F4IpQAApilXrpysVqsxlCcsLMyYOyVpOYnValW5cuVSbGfp0qVq2bKl8aF96dKlxmtubm4qUaLEA2vp1KmTEUpJ0nvvvacZM2Yk+0tzbGys5syZk6on8Lm5uTks3x0k3E+RIkXk7e1t/MX85s2bKc7pc/HiRe3YscP4MHjkyBHly5dPuXPndpiLqESJEsaE75l50tqQkBCH5UWLFhlzSt28edNhmFXJkiXvGRItXrzYmFPq+vXr+t///me8VqZMmQfW4ebmpvbt22v69OmSbs+5MnDgQE2cONFhOJ50e/6ptWvX6tVXX5Wnp6dKliypffv2Sbo9LKxPnz7GPnfOsXb3+ebIkcPotbJr1y699tprkm4/TevOIWjp5c4PtPcaBnkvISEhxnDb8+fP68UXX0zWuywhIUH/+9//VL58eUm3w6MbN27I399fFStWVMWKFSXd7qlTpUoVo46jR4+m6UEE8fHx+vXXX41hvVFRUQ5D0u7+fpcpU0YhISGKiIhQTEyMJk+ebLz2uIfu3alVq1bGMN0tW7Y4BKUtWrRItwnwK1asqJYtWxrvt5s2bdKWLVuMax4SEmLM7Xfp0iVVr1492RP/7Ha7Nm7caDyxtEyZMg4h6rJly4wQLS4uTr/88kua60zre9vd1yct7793urvXUvPmzY1g8u4n490pPd//ly5dqrZt2xrB6p2/GyU5DEd9GE/67w0AmQuhFADANLly5VKrVq30008/Sbr9H/xr164le/qedHtujJQmOZduzz/z+uuvq3Llytq+fbvx9D3p9geI1MyF8cILL+jVV1/V/PnzJd3+T3rTpk1Vv359FStWzJiUef369bp27VqqQqlcuXLJzc3NmFB50qRJ2r9/v1xdXVWlSpX7Tpbs4uKiN99805gcePny5Tpx4oSqV68uLy8vnT9/Xn/99Zd2796tihUrqkGDBpKkWbNmacmSJXruuedUoEAB+fj46MqVKw5hR2Z+rHft2rVVpEgRYw6t0aNHa8+ePcbT95ImOZekN954457tfP755zpy5Ijy58+vlStXOszf1aZNm1TV0rNnT/35559GIPTbb78pIiJCDRo0UN68eXXjxg3t3btXmzZtUoUKFfTqq69Kkt58800NHDhQknTy5Em9/PLLDk/fS1K4cGHVrl3bWC5btqzxM7F48WKdPXtWHh4e+uOPP1JVb1rdGSKtW7dOn3zyiXLlyqVcuXI98OlzHTt21Lx583Tr1i1dvnxZLVu2VOPGjZUvXz7FxMTon3/+0ZYtW3T16lWtXr1aOXPm1LFjx/Tqq6+qbNmyKlmypPLkySOr1eoQFksP7vmYkg8++EDbtm0znr6X9DMp3Z4AO6X6k+bpSRrW6+vrq5o1a6b52Enu9fQ96fbk63dPJN2yZUt99tlnstlsstvtDpNRP+pT9+7WrVs3LV682OgRNnXqVCOUeumll/Tf//5Xly5dUkJCgtq1a6fGjRurUKFCiouL09GjR7VlyxZduHBBs2fPVkBAgPLkyaPatWsbYe+iRYt07do1lSxZMtnDClIrre9td4egI0aMUM2aNWW1WlW3bl0VKVIkVce9e7v3339fTZo00cmTJ7VkyZJ77veo7/+vv/66vvjiC0m354xq3769qlevriNHjjiEYVWrVk0WEqbVk/57A0DmQigFADDVhx9+qOPHjxuPe9+wYYNDGCXd/ivwRx99dM82ateurbVr12rz5s0O6/39/TVgwIBU1/Lvf/9b3t7emj59uhITE3Xz5s2H+ot+End3d9WuXVurVq2SJO3bt8/oITNw4MAHPsGrW7duOnLkiPHErXs9vetusbGxDj1/7uTi4qLOnTun5TQyFFdXV/3nP/9R586ddebMGdlsNmOo1Z06dux43yfo1apVy+FJZklq1679wCfvJfHy8tLXX3+tIUOGGNf7/Pnz+v777++7X8uWLbVv3z7jKXyHDh3SoUOHHLbJkyePJk+e7NDbo0uXLvrjjz+M3iebNm2SdHuoT8GCBe/5IICH1aBBA6NHRmxsrNErrHjx4g8MpQICAvTZZ5/p/fffV0xMjC5dumTMkfQge/bscXgy2J0aNmyoggULpuEsbocDPj4+Dk9iS9K+ffsUn4jWsGFD5cmTR+fOnTPWPWrvpPv9/DZq1ChZKOXr66saNWo4PMVOut0LKTW9P9OiaNGiatCggVauXClJ+uOPP7R7926VK1dO2bNn15QpU9SrVy9dunRJMTExKf7M3e2jjz7SX3/9ZQx9W716tVavXi2LxaKaNWsaYWNahpCm5b2tQIECKl26tNHD5855kvz9/VMdSj377LMO9f7zzz8KDQ2VdDscvLvXUpJHff/v3r27Dhw4YPT+3Llzp3bu3OmwTWBgoMNDLx7Fk/x7A0DmQigFADBV1qxZNWvWLIWFhWnp0qU6cOCArl+/Li8vLwUFBenFF19U69at7/thsHPnzmrRooW+/vpr/fPPP/L09FSdOnXUv3//ZBPC3o/ValX//v3VunVr/fjjj9qyZYsiIyN17do1ZcmSRQULFlS1atUcnoz1IKNGjVK2bNm0fv16RUdHGz0RUsPFxUUTJkxQs2bN9PPPP2vXrl26ePGiLBaLfH19VaJECT3//PNq0qSJsc/LL7+sHDlyaOfOnYqKijKO6ePjo/Lly6tjx44OT1rKjAIDA7V48WLNnTtXa9as0dGjRxUXF6dcuXIpODhYbdu2VY0aNe7bRmhoqKZPn65Fixbp9OnTypMnj1q1aqXu3bun6UNyrly5NHXqVG3dulWLFi1SRESEzp49q9jYWGXPnl2BgYGqW7dusntm8ODBeuGFFzRv3jxFRETo0qVLcnNzU6FChVSnTh116tQpWc/AatWqafLkyZoyZYoOHjwoLy8v1axZU/369VNoaGi6h1L16tXTsGHD9N133ykyMtKhd1Fq1K9fX0uXLtXcuXP1xx9/KCoqSrdu3VL27NlVpEgRVahQQfXr11eBAgUk3e6RkjSnzcGDB3Xx4kXFxMQoW7ZsCgwMVJMmTdSuXbs0n0fWrFn1/fff68svv9Rvv/2m6OhoFShQQO3bt1fHjh1T3MfNzU1t27bVl19+aawzc+hekpdeeilZKPWgQPBh9ejRwwilJGnKlCmaOnWqpNt/GFi2bJnmzp2rdevW6fjx44qNjZWXl5cCAgIUEhKievXqqXLlysb+BQoU0Pz58/Xpp59q/fr1iouLU6lSpdSzZ08dOHDACHlS2/PtYd7bQkNDNW7cOG3dulVXrlx56Mn8Q0NDNWnSJP3666+6fPmy8ufPr9atW+utt966ZyglPdr7v9Vq1RdffKEVK1Zo4cKF+uuvv3TlyhV5enqqaNGiatSokdq1a5fsYQ8P42n4vQEg87DY0/sxOQAApLOoqCjVq1fPWJ49e3aKvR2AJAsXLtSQIUOM5QMHDjixGmQGy5YtU//+/SVJwcHBxtBepE5iYqISEhKSPTTAZrOpbdu2RohavXp1ffPNN84oEQCQAdFTCgAAAE+lq1evat++fbp48aIxn5skY1J5pN7169fVsGFDvfjiiypVqpSeeeYZnT17VmFhYQ69+u7VWw0A8HQilAIAAMBTad++ferUqZPDuuDgYL344otOqihzu3TpkubMmZPiaxaLRe+8847q1KljclUAgIyMUAoAAABPNYvFIh8fH9WtW1f9+vWTi4uLs0vKdDw8PNS9e3dt3rxZJ06c0NWrV+Xq6qq8efOqYsWKevXVV1WuXDlnlwkAyGCYUwoAAAAAAACm489AAAAAAAAAMB2hFAAAAAAAAEzHnFIwHuHr4uIii8Xi7HIAAAAAAEAmZrfblZiYKFdX1/vO1UgoBSUkJGjPnj3OLgMAAAAAADxBypYtK3d393u+TigFI7UsXbr0fW8WwFlsNpv27NmjsmXLymq1OrscIEXcp8gMuE+RGXCfIjPgPkVm4Mz7NOnYD3qiLaEUjCF7VquVN1RkaNyjyAy4T5EZcJ8iM+A+RWbAfYrMwJn36YOmCGKicwAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6ZhTCkCm4Onp6ewSgAfiPkVmwH2KzID7FJkB92lyiYmJiouLc3YZ+D82m02SdPPmzXSfU8rNzS1d2rTY7XZ7OtSDTMxms2nnzp0KDg5mkj4AAAAAQJrFxcXp6NGjSkxMdHYpmZ7dbn/gBOGpbSc+Pl5ubm7p0t7dvL29lTdv3hTbTm3OQE8pGCYPmqdj+047uwwAAAAAQGZikZ7/V0kVLx+gnNlzyaL0D0CeFq7urvLNnytd2rLb7YqNjZWnp2e6hlJ2u10xMTE6d+6cJClfvnwP3RahFAwnj5zTkb1Rzi4DAAAAAJCJZM3hIZ8COeXh5qXEOEliQNbDcrVa5OHhkS5t2e12JSYmysPDI917SiUNXz137pzy5Mnz0KOumOgcAAAAAAA8NA8vN1mtLnKxEDE8TbJmzSpJio+Pf+g2uGMAAAAAAMBDs7gwXO9plB69rwilAAAAAAAAYDpCKQAAAAAAAJiOic4BAAAAAMATL/pStOYv/F5bd2zWxeiL8s7praKFA9WyWSsFl61gWh3NXmmgj94fruerVDftmBkVoRQAAAAAAHiinT13Ru9/1FdeXtnUpWM3FS5YRAm2BO3YuU3/nTFZ0774xtklPpUIpQAAAAAAwBNtyowvJYtFk8aGysPD01hfKKCwGtRtLEk6d/6cpn4zWbv2RMji4qKKwZXUo3Nv5fLOJUn6bPIE3Yi5oaEDRxj7fzVzio4cO6xxIz6VJA3+93sqXKio3N3ctXL1crm6uqppwxf1WptOkqQ3e3WQJI2eOFySlMfXT+OGf6IuvTtp0thQPftsWaPtWbNm6dtvv9Xq1avl4vJkzr70ZJ4VAAAAAACApGvXrmr7zm16sXELh0AqSTavbEpMTNSoCcN0/fo1jRvxqUYPHaczZ09r/KTRaT7e6rW/ycPDQ5+N/VKdO3bVDz/NVcSu7ZKkz8dOliT17TVAc76ar8/HTpZfnrwKLhuiVf9b6dDOwoUL1apVqyc2kJIIpQAAAAAAwBPs1JlTstvtKpA/4J7b7NoToWORR/X+u0NUPLCEShYvpfd6D9Kev3fr4D8H0nS8IoWKqv0rHeWfr4Dq1Wqg4kVLaOeeCElSzpzekm4HYblz5TaWG9VrqnUb1iouPk6StHfvXh08eFAvvfRS2k84EyGUAgAAAAAATyy77A/c5sTJSPk+k0e+PnmMdQUDCsnLK5tOnIxM0/EKFyrisJwrV25duXr5vvs8V7maXFxc9Mef6yVJYWFhqlq1qgoUKJCmY2c2hFIAAAAAAOCJ5Z/XXxaLRVGnTjxSOy4uLrLbHQOuBFtCsu1crY7Td1ssFiUmJt63bTc3N9WrVV8rwpcrLi5OS5cuVevWrR+p3syAUAoAAAAAADyxsmfPoQrlK+mXFUt082Zsstev37iuAP+COn/xnM5fOGesjzxxXDduXFfBAgUlSTly5NSlS9EO+x45djjN9bhaXVMMqRrWa6KIXdv1/fffy2azqWHDhmluO7MhlAIAAAAAAE+0nm+9o8TERPUb8o7+2LReJ09HKTLquJb8Gqb3Puyj4HIVVLhgEU38cpz+OXJIBw7t16eTx6ts6XIqHhgkSSr/bLAOHTmo1etW6eTpKM2d/62ORx5Lcy158vhp554IRV+K1rXr14z1BQsUUqmg0vrkk0/UrFkzeXh4pNfpZ1iuD94EAAAAAAAg88rnl09fTpii+T9/rxmzpyn6UrRy5sipYkWL6+2u78pisWjowJGa+s1kDRrWXxYXF1UMrqQenXsbbVQMrqy2rV/TN3OmKz4+Tg3qNFbdWg10PPJommp5q1N3zfh2qlau/lXP5PbRzClzjdcaN2iqvfv+eiqG7kmSxX73gEg8dWw2m3bu3Kn5Y37XgR3HnV0OAAAAACATecY/h14f3kh58+ST1ULfl0exYNEP+nPrBi1duvSR27Lb7YqJiVHWrFllsVjSoTpHN2/e1NGjR1WkSJFkvbqScobg4GBZrdZ7tsHwPQAAAAAAACeKjY3VscijWrQsTB07dnR2OaYhwgQAAAAAAHCi/34dqnV/rFX152s8NUP3JEIpAAAAAAAAp+rfe6D69x6oLJ7u9x3u9qRh+B4AAAAAAABMRygFAAAAAAAA0xFKZTJ169bVrFmznF0GAAAAAADAIyGUeoDo6Gj9+9//Vu3atfXss8+qevXq6tKli7Zv355ux0gpaFq4cKEqVaqUbscAAAAAAADISJjo/AHeeecdxcfHa9y4cQoICNDFixe1ceNGXb582dmlAQAAAAAAZFr0lLqPq1evatu2bRowYICee+45+fv7q1y5curevbvq1atnbPPhhx/queeeU4UKFdSpUyft37/faCMyMlI9e/ZUtWrVFBISotatW+vPP/80Xu/YsaNOnjypsWPHKigoSEFBQdq8ebOGDBmia9euGetCQ0PvWeP9jg8AAAAAAJAR0VPqPrJmzaqsWbMqPDxcwcHBcnd3T7bNu+++qyxZsmj69OnKnj275s+fr9dff10rV66Ut7e3YmJiVKtWLfXr10/u7u5atGiRevTooRUrVih//vwKDQ1Vy5Yt1aZNG7Vp00aSlDNnTn3wwQf68ssvtWLFCqOWlDzo+AAAAAAAOIOrm1VWV/P6wtgSEpUQb0u39gb/+z0VLRyobm/2Src24YhQ6j5cXV01btw4DR06VPPmzVPp0qVVpUoVNW3aVCVLltS2bdu0e/dubdy40QisBg0apPDwcK1cuVKvvvqqSpYsqZIlSxpt9u3bV+Hh4VqzZo06dOggb29vWa1WeXl5ydfX19gue/bsslgsDuvulprjAwAAAABgNlc3qwoUzytXV6tpx0xIsCnq0JlUB1OfTZ6gGzE3NHTgCGPdho2/65PQcerU7k19OODfsroSmzxOXN0HaNSokWrXrq1t27Zp586dWr9+vWbMmKHRo0crNjZWMTExqlq1qsM+N2/eVGRkpCTpxo0bmjx5stauXavz58/LZrPp5s2bOnXq1CPXduDAgQceHwAAAAAAs1ldXeTqatVn787RiX/OPvbjBRTzU/8vOsrq6vLQvaVWrv5VU2ZMVu9ufdSgTuN0rhApIZRKhSxZsqh69eqqXr263n77bX344YcKDQ1Vu3bt5Ovrqzlz5iTbJ3v27JKk8ePH688//9SgQYNUsGBBeXh4qE+fPoqPj3/kum7cuPHA4wMAAAAA4Cwn/jmrI3ujnF3GA/20eL6+mz9bg/p+oGpVa0hKPnzvzV4d1Lh+U50+c0obNv6ubF7Z9Grr19SkQTOjnb8P7NWU6V8q6tQJFQoorLatX9PoicP15YT/KrBIMaecW0ZGKPUQihUrpvDwcJUpU0YXLlyQ1WpVgQIFUtw2IiJCrVq1UoMGDSTdDpJOnjzpsI2bm5sSExOTrbPZ7p/upub4AAAAAADg3r6ZO12/rlyqfw8ZpeCyFe67bdjSn9Sh7Rtq06qdNmxarynTv1TZ0uVUwD9AMTE3NHLcUFUKqaKB736gcxfO6quZ/zXpLDInnr53H5cuXVKnTp20ePFi7d+/XydOnNDy5cs1Y8YM1atXT9WqVVNwcLDefvttbdiwQVFRUdqxY4cmTZqkPXv2SJIKFSqkVatWad++fdq/f7/ee++9ZAGUv7+/tm7dqrNnzyo6OtpYFxMTo40bNyo6OlqxsbHJ6kvN8QEAAAAAQMq2RWzVz4t/1NCBIx4YSElSpZAqerFRC+XP569X/vWqcuTIod17d0qS1m5YI4vFoj49+qtgQCFVCqmi1i1fecxnkLnRU+o+vLy8VL58eX377beKjIxUQkKC8ubNq1deeUU9evSQxWLRV199pc8//1xDhgzRpUuX5OPjo0qVKsnHx0eSNHjwYH3wwQdq27atcuXKpa5du+rGjRsOx+nTp4+GDRum+vXrKy4uTgcOHFCFChXUtm1b9e3bV5cvX1bv3r31zjvvOOyXmuMDAAAAAICUFSlURFevXtV3P85WiWIl5enp+YDtixpfWywW5fLOrctXLkuSok5FqXDBosaDyCSpRLGSdzeBOxBK3Ye7u7vee+89vffee/fcJlu2bProo4/00Ucfpfh6gQIFNHv2bId1r732msNycHCwlixZkmzfESNGaMSIEQ7r1qxZk6bjAwAAAACAlD2T20cfvDdMg4cP0LAxQzTiw4+V1TPrPbdP6Wl8drv9cZb4RGP4HgAAAAAAeGrl8fXT+BGf6tLlSxo2ZohiYmMeqp0C+QvoWORRxcfHGesO/nMgvcp8IhFKAQAAAACAp5qvTx6NG/GJrly5rKGjhygm5saDd7pL7Rp1ZbcnKnTa54qMOq7tO7dq4dIFkm4P9UNyDN8DAAAAAACPRUAxv0xzHJ9nfDV2+KcaMmKAho4eoviE+DTtnzWrl4YNHqUp07/UO+/3VOGChdXu5Q6a+MVYubu5P7iBpxChFAAAAAAASFe2hEQlJNjU/4uOph0zIcEmW0Ligzf8P/17D0y2zucZH03/claK28+cMjfZusmfTHNYLh1UxmHd/9avlqvVVb4+eVJd19OEUAoAAAAAAKSrhHibog6dkdXVvFmDbAmJSoi3mXa8lKxet0p58+TTM7mf0dHjRzRz7gzVqFZLWbJkcWpdGRWhFAAAAAAASHcJ8Tanh0Rmu3Q5WnPnf6tLl6OV2/sZ1Xj+BXVq96azy8qwCKUAAAAAAADSwcstX9XLLV91dhmZBk/fAwAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAJDuXN2syuLpZto/Vzers085RYP//Z6+mjnFKceuUKGCwsPDU7VtUFBQqrdNL66mHg0AAAAAADzxXN2sCiieV1ZX84IiW4JNJw6dUUK8LdX7XLlyWXPnf6utOzbr0pXLyuaVTUULF1W7lzuodMlnH2O15vjtt9+UN29eZ5dxT4RSAAAAAAAgXVldXWR1tWrj+Pm6euL8Yz9ejgBfPT/oVVldXdIUSo35dKQSEuLVr/dA5fPLp0uXL2nXXxG6eu3qY6zWPD4+PnJ3d3d2GfdEKAUAAAAAAB6LqyfO69I/p5xdRoqu37iuvfv2aNzwT1S2THlJUh5fPwUVL2ls0+yVBurTo5+2bt+iHbu26Zncz6hLp+56rnI1Y5s9e3fpmznTdeT4EWXPll31ajVQp3Zvymr9/73EEu12fTNnulauXi5XV1c1bfiiXmvTyXj93PlzmvrNZO36a6esVhfVrFlTQ4cOlY+PjyQpNDRU4eHh6tixoyZPnqwrV66oZcuWGjp0qL755hvNmjVLiYmJ6tSpk3r27Gm0W6FCBU2ePFkNGjRQXFycxo0bp99++01XrlyRj4+P2rZtq+7duxvbX7p0SW+//bY2bNggPz8/DRo0SPXq1Uv/i/9/mFMKAAAAAAA8dTw9POXp4amNW/9UfHzcPbf7fsFc1aj2giZ/Mk2VQqroky/H6dr/9aS6cPGC/j32IxUvVkKTP5mqt7v20W9rVmjez985tLF67W/y8PDQZ2O/VOeOXfXDT3MVsWu7JCkxMVGjJgzT9evX9Nm4LzRz5kydOHFC/fr1c2gjMjJSv//+u2bMmKFPP/1UP/30k7p166azZ89qzpw5GjBggD7//HPt2rUrxfOYM2eO1qxZo88//1wrVqzQxIkT5e/v77DN5MmT1aRJEy1ZskQvvPCCBgwYoMuXL6f10qYaoRQAAAAAAHjqWK1W9Xv7fa1eu0ptXm+lAR+9q2+//1pHjx9x2K5+7YaqXaOu8ufz1+vtOyv2ZqwO/HNAkrRs5RL5PuOrnl3eUYB/QT1fpbpee7WTwpb+pMTERKONIoWKqv0rHeWfr4Dq1Wqg4kVLaOeeCEnSrj0ROhZ5VO+/O0QligWpfPnymjBhgrZs2aLdu3cbbdjtdn388ccqVqyY6tatq6pVq+ro0aP64IMPVLRoUbVu3VpFihTR5s2bUzzf06dPq1ChQqpYsaL8/f1VqVIlvfjiiw7btGrVSi+++KIKFSqk/v37KyYmxqGG9EYoBQAAAAAAnkrVn6upOV/N07BBI1UxuLJ2792tPgN7atX/VhrbFC5UxPjaw8NTWT2z6srVy5KkEycjVbJEKVksFmOb0kFlFHszVhcuXkixDUnKlSu3Qxu+z+SRr08e4/VixYopR44cOnLk/wdk/v7+ypYtm7Hs4+OjYsWKycXFxWHdxYsXUzzXVq1aaf/+/WrcuLFGjx6tDRs2JNsmKCjI+Dpr1qzKli2boqOjU2wvPTCnFAz+RfMo/lbqJ4QDAAAAACCHT1a5urvKPYubXK1ukiS3LM6JG9yyuEmyPHC7O2XxdNdzzz2v5557Xm907KxPv5yg7xfM0YtNm0uSPD09lMXz/08WbnFxkdXVRVk83WW1/v+vk7hnuX0N3D3clMXTXRYXF2XJksVhG6urVRYXi7J4usvVzSqLy+063P5v35S4ujpeU4vFkuK6O3to3alMmTJavXq1fv/9d/3555/q27evqlWrpi+//NLYxs3N8fj3ay89EErB0Ht8W4eJ2AAAAAAAeJCbN2/q6NGjylfYVx4eHk6tJW9Bn0duo3yFstq45Q8FFM8rSfLJn8v4WpJcXCzK7ZdTAcXz6tnyZbRy5UoVKOZn9Jb6fctqeXl5qcLzZeXi4iKPrO7K5p3VoQ1PryzyyuGpgOJ5VfG5EE39eopcs9mVN98zstvtOnz4sK5evarAwMBHPp87ZcuWTU2bNlXTpk3VqFEjvfXWW7p8+bK8vb3T9TipxfA9GGw2ekkhY7LZbPr777+5R5GhcZ8iM+A+RWbAfYrMgPv0yXDp0iV16tRJixcv1v79+3XixAktX75cM2bMSPUT59q3b68zZ85o1KhROnz4sMLDwxUaGqo333zTYVjd/VSrVk0lSpTQgAEDtHfvXu3Zs0cDBw5UlSpVVLZs2Uc5RQczZ87UL7/8osOHD+vo0aNasWKFfH19lSNHjnQ7RlrRUwpAphAbG+vsEoAH4j5FZsB9isyA+xSZAfdp6uQI8M2wx/Hy8lL58uX17bffKjIyUgkJCcqbN69eeeUV9ejRI1Vt+Pn56auvvtKECRP0448/ytvbWy+//LJ69uyZ6josFoumTJmiUaNGqUOHDrJYLKpZs6aGDh2a5nO6Hy8vL82YMUPHjx+Xi4uLypYtq6+++irV4dnjYLHb7XanHR0Zgs1m086dO1W2bFm5u7s/eAfAZEn3aHBwMENMkWFxnyIz4D5FZsB9isyA+9RR0vC9IkWKOAzfs9sSZbGaF3iYfbyMzm63KyYmRlmzZnWYiD293Ov7LqX+Z4TvFgAAAAAASHdmB0QEUpkP3zEAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAmYKnp6ezSwAAAADwlBg8eLB69erl7DKeeK7OLgAZh9VqdXYJQIqsVqtKly7t7DKQASXaEuVi5e8rAAAAGZE9MVEWF/P+r5bW4w0ePFhhYWGSJDc3N+XLl08tW7ZUjx499OGHH8putz+uUvF/CKVgmDxono7tO+3sMgAgVQKK+an/Fx2dXQYAAADuweLioisrf1DCpXOP/ViuufIoZ6N2ad6vZs2aGjt2rOLi4rRu3TqNHDlSbm5u6t69+yPVY7fbZbPZ5OpK7HI/XB0YTh45pyN7o5xdBgAAAADgCZFw6ZwSzp90dhn35O7uLl9fX0lS+/btFR4erjVr1ujo0aO6evWqpkyZIklKTEzU9OnTNX/+fF24cEGFCxdWr1691LhxY0nS5s2b1alTJ3311Vf64osvdPDgQX399deqXLmyvv76a/344486ffq0fHx89Oqrr6pnz56SpNOnT2vcuHH6448/5OLioooVK+rDDz9UgQIFnHNBTEYoBQAAAAAAIClLliy6fPlysvXTpk3TkiVLNGLECBUuXFhbt27V+++/r9y5c6tKlSrGdp9++qkGDRqkgIAA5ciRQ59++qkWLFigIUOGqGLFijp37pyOHj0qSYqPj1eXLl0UHBys7777Tq6urpoyZYreeustLVmyRO7u7madttMQSgEAAAAAgKea3W7Xxo0btWHDBnXo0EGXLl0yXouLi9O0adM0c+ZMhYSESJICAgK0fft2zZ8/3yGU6tOnj6pXry5Jun79umbPnq1hw4apVatWkqSCBQuqUqVKkqRff/1ViYmJGjNmjCwWiyRp7Nixqly5srZs2aIaNWqYcu7ORCgFAAAAAACeSmvXrlVISIji4+Nlt9v14osv6p133tHIkSONbY4fP67Y2Fh17tzZYd/4+HiVKlXKYV3ZsmWNr48cOaK4uDg999xzKR57//79ioyMVIUKFRzW37p1S5GRkY96apkCoRQAAAAAAHgqVa1aVcOHD5ebm5vy5MmT4sTkMTExkm4P4fPz83N47e4hdp6ensbXWbJkue+xY2JiVKZMGX3yySfJXsudO3eqzyEzI5QCAAAAAABPJU9PTxUqVOi+2wQGBsrd3V2nTp1yGKr3IIULF5aHh4c2bdqkgICAZK+XKVNGy5cv1zPPPKNs2bKlufYnAaEUAAAAAADAPWTLlk2dO3fW2LFjZbfbVbFiRV27dk07duxQtmzZjPmi7pYlSxZ17dpVEydOlJubmypUqKDo6GgdOnRIr7zyipo3b66vv/5aPXv21Lvvvis/Pz+dOnVKq1at0ltvvaW8efOafKbmI5QCAAAAAACPhWuuPE/Ecfr27avcuXNr2rRpioqKUvbs2VW6dGn16NHjvvv16tVLVqtVX375pc6dOydfX1+1bdtW0u1eWnPnztUnn3yi3r1768aNG/Lz89Pzzz//1PScIpQCAAAAAADpzp6YqJyN2pl6PIuLS6q3HzduXKpfs1gsev311/X666+nuH3VqlV14MCBZOtdXFzUs2dP9ezZM8X9fH19NX78+FTX/KRJ/XcLAAAAAAAgldISEGXG4+HR8R0DAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAADwyu93u7BJgovT4fhNKAQAAAACAh2a1WiVJcXFxTq4EZoqJiZEkubm5PXQbrulVDAAAAAAAePq4uroqa9asOn/+vNzc3OTCU/AyBLvdrlu3bsnFxUUWiyVd242JidG5c+fk7e1thJIPg1AKAAAAAAA8NIvFonz58uno0aM6fvy4s8vB/7Hb7YqPj5ebm1u6hlJJvL29lTdv3kdqg1AKAAAAAAA8End3dxUvXpwhfBmIzWbT/v37VaxYsUfqzZQSNze3dGmTUAoAAAAAADwyFxcXeXh4OLsM/B+bzSZJ8vDwSPdQKr0w0BMAAAAAAACmI5QCAAAAAACA6QilHtLgwYPVq1cvY7ljx44aM2aMEysCAAAAAADIPJ7KOaUGDx6ssLAwY9nb21vPPvus3n//fZUsWdKJlQEAAAAAADwdntqeUjVr1tSGDRu0YcMGzZo1S66ururRo4ezywIAAAAAAHgqPLWhlLu7u3x9feXr66tSpUqpa9euOn36tKKjoyVJp0+f1rvvvqtKlSqpSpUq6tmzp6KiolLdflxcnMaPH6+aNWsqODhYr7zyijZv3ixJun79usqVK6d169Y57LNq1SqFhIQoNjZWmzdvVlBQkK5evWq8vm/fPgUFBTnUsW3bNrVv317lypVTrVq1NHr0aMXExDzKpQEAAAAAAHjsntpQ6k43btzQkiVLVKhQIXl7eys+Pl5dunSRl5eXvvvuO/3www/KmjWr3nrrLcXFxaWqzZEjRyoiIkKTJk3SkiVL1LhxY7311ls6duyYsmXLptq1a+uXX35x2Gfp0qWqX7++PD09U3WMyMhIde3aVQ0bNtSSJUs0adIkbd++XaNGjUrzNQAAAAAAADDTUxtKrV27ViEhIQoJCVGFChW0Zs0aTZo0SS4uLvr111+VmJioMWPGKCgoSIGBgRo7dqxOnz6tLVu2PLDtU6dOaeHChfriiy9UqVIlFSxYUF26dFHFihW1cOFCSVKLFi0UHh6u2NhYSbd7T61du1bNmzdP9TlMmzZNzZs31xtvvKHChQurQoUK+vDDD7Vo0SLdunXr4S4MAAAAAACACZ7Kic4lqWrVqho+fLgk6cqVK/rhhx/UtWtXLViwQPv371dkZKQqVKjgsM+tW7cUGRn5wLYPHjwom82mxo0bO6yPi4uTt7e3JOmFF16Qm5ub1qxZo2bNmmnlypXKli2bqlWrlupz2L9/vw4cOKClS5ca6+x2uxITExUVFaXAwMBUtwUAAAAAAGCmpzaU8vT0VKFChYzlMmXKqFKlSvrxxx8VExOjMmXK6JNPPkm2X+7cuR/YdkxMjKxWq37++WdZrVaH17JmzSrp9pxWjRo10tKlS9WsWTP98ssvatq0qVxdb39LXFxud2Kz2+3GvvHx8cmO07ZtW3Xs2DFZDfny5XtgnQAAAAAAAM7y1IZSd7NYLLJYLLp165bKlCmj5cuX65lnnlG2bNnS3FapUqVks9kUHR2tSpUq3XO75s2bq3Pnzjp06JA2bdqkvn37Gq8lhV/nz59Xzpw5Jd3uGXWn0qVL659//nEI1wAAAAAAADKDp3ZOqbi4OJ0/f17nz5/X4cOHNWrUKMXExKhOnTpq3ry5cuXKpZ49e2rbtm06ceKENm/erNGjR+vMmTMPbLtIkSJq3ry5Bg4cqN9++00nTpzQ7t27NW3aNK1du9bYrnLlyvLx8dGAAQNUoEABlS9f3nitYMGCypcvn0JDQ3Xs2DGtXbtW33zzjcNxunbtqoiICI0cOVL79u3TsWPHFB4erpEjR6bbdQIAAAAAAHgcntqeUuvXr1eNGjUkSV5eXipatKi++OILVa1aVZI0d+5cffLJJ+rdu7du3LghPz8/Pf/886nuOTV27Fj997//1bhx43Tu3Dl5e3srODhYtWvXNraxWCxq1qyZZsyYobffftthfzc3N3366acaPny4WrRoobJly6pv37569913jW1KliypOXPm6PPPP1f79u0lSQEBAWratOmjXBoAAAAAAIDHzmK/c9IiPJVsNpt27typ+WN+14Edx51dDgCkStEyBTRp2QBnl2FIei8NDg5ONp8gkFFwnyIz4D5FZsB9iszAmfdpao/91A7fAwAAAAAAgPMQSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATOfq7AKQcfgXzaP4WzZnlwEAqRJQzM/ZJQAAAAB4BIRSMPQe31ZWq9XZZQBAqiXaEuVipdMvAAAAkBnxP3kYbDZ6SSFjstls+vvvv7lHkQyBFAAAAJB58b95AJlCbGyss0sAAAAAAKQjQikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUApApeHp6OrsEAAAAAEA6cnV2Acg4rFars0sAUmS1WlW6dGlnl5FuEm2JcrHyNwEAAAAATzdCKRgmD5qnY/tOO7sM4IkWUMxP/b/o6OwyAAAAAMDpCKVgOHnknI7sjXJ2GQAAAAAA4CnA+BEAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6Qqk02rx5s4KCgnT16lVnl5KiwYMHq1evXs4uAwAAAAAA4L5cnV3A4zR48GCFhYVJklxdXeXn56fGjRvr3XffVZYsWZxcHQAAAAAAwNPriQ6lJKlmzZoaO3asEhIStHfvXg0aNEgWi0Xvv/++s0sDAAAAAAB4aj3xw/fc3d3l6+urfPnyqX79+qpWrZr+/PNPSVJiYqKmTZumunXrqly5cmrRooVWrFjhsP+6devUqFEjlStXTh07dtTJkycdXl+4cKEqVaqk//3vf2rUqJHKly+vPn36KDY2VmFhYapbt64qV66s0aNHy2azGftduXJFAwcOVOXKlVW+fHm99dZbOnbsWLJ2169fryZNmigkJERdunTRuXPnjG1sNpvGjh2rSpUqqWrVqpowYYLsdvtjuIoAAAAAAADp64kPpe508OBBRUREyM3NTZI0bdo0LVq0SCNGjNCyZcv0xhtv6P3339eWLVskSadPn1bv3r1Vp04dLVq0SK+88oo+/fTTZO3evHlTc+bM0aRJkzRjxgxt3rxZvXv31rp16/TVV19pwoQJmjdvnlauXGnsM3jwYP3111/673//q/nz58tut6tbt26Kj493aPebb77RhAkTNHfuXJ0+fVrjx483Xv/mm28UFhamjz/+WN9//72uXLmiVatWPa7LBwAAAAAAkG6e+OF7a9euVUhIiBISEhQXFycXFxcNHTpUcXFxmjZtmmbOnKmQkBBJUkBAgLZv36758+erSpUq+uGHH1SwYEENHjxYklS0aFEdPHhQ06dPdzhGfHy8hg8froIFC0qSGjVqpCVLluiPP/6Ql5eXihUrpqpVq2rTpk1q2rSpjh07pjVr1uiHH35QhQoVJEmffPKJateurfDwcDVp0sRod8SIEUa7r732mqZMmWIc99tvv1W3bt3UsGFDSdKIESO0YcOGx3g1AQAAAAAA0scTH0pVrVpVw4cPV2xsrGbNmiWr1apGjRrp0KFDio2NVefOnR22j4+PV6lSpSRJhw8fVrly5RxeDw4OTnYMT09PIziSJB8fH/n7+8vLy8thXXR0tNGuq6urypcvb7yeK1cuFSlSRIcPH75nu3ny5NHFixclSdeuXdP58+cd2nB1ddWzzz7LED4AAAAAAJDhPfGhlKenpwoVKiRJ+vjjj9WyZUstWLBAJUqUkHR7CJ+fn5/DPu7u7mk6hqur42W0WCwprktMTHzkdgmcAAAAAADAk+CpmlPKxcVF3bt31xdffKHAwEC5u7vr1KlTKlSokMO/fPnySZICAwO1Z88ehzZ27dr1yHUEBgYqISHBoa1Lly7p6NGjKlasWKrayJ49u3x9fR3aSHrCIAAAAAAAQEb3VIVSktS4cWO5uLho/vz56ty5s8aOHauwsDBFRkZq7969mjNnjsLCwiRJbdu21bFjxzR+/HgdOXJES5cuNV57FIULF1a9evU0dOhQbdu2Tfv379f7778vPz8/1atXL9XtdOrUSdOnT1d4eLgOHz6sESNG6OrVq49cHwAAAAAAwOP2xA/fu5urq6s6dOigGTNmaPXq1cqdO7emTZumqKgoZc+eXaVLl1aPHj0kSfnz51doaKjGjh2ruXPnqly5curXr58++OCDR65j7NixGjNmjHr06KH4+HhVqlRJX331lfFkwNTo3Lmzzp8/r0GDBsnFxUWtW7dWgwYNdO3atUeuDwAAAAAA4HGy2Jmk6Klns9m0c+dOzR/zuw7sOO7scoAnWtEyBTRp2QBnl4HHIOm9NDg4WFar1dnlACniPkVmwH2KzID7FJmBM+/T1B77qRu+BwAAAAAAAOcjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmM7V2QUg4/Avmkfxt2zOLgN4ogUU83N2CQAAAACQIRBKwdB7fFtZrVZnlwE88RJtiXKx0lEVAAAAwNONT0Uw2Gz0kkLGZLPZ9Pfffz8x9yiBFAAAAAAQSgHIJGJjY51dAgAAAAAgHRFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRSATMHT09PZJQAAAAAA0pGrswtAxmG1Wp1dApAiq9Wq0qVLp3m/RFuiXKxk7wAAAACQERFKwTB50Dwd23fa2WUA6SKgmJ/6f9HR2WUAAAAAAO6BUAqGk0fO6cjeKGeXAQAAAAAAngKMawEAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlHqAjh07asyYMffdJioqSkFBQdq3b989twkKClJ4eHh6l5dMauoFAAAAAABwNldnF+BsgwcP1tWrVzVlyhRj3YoVK/T++++rX79+Cg0NlavrU3+ZAAAAAAAA0hVpy10WLFigESNGaMSIEWrduvUDt4+LizOhKgAAAAAAgCcLw/fuMH36dI0aNUqTJk0yAqm7h8PVrVtX//nPfzRw4EBVqFBBw4YNS9aOzWbTkCFD1LhxY506dSrFY02cOFGNGjVS+fLlVa9ePX3++eeKj483Xg8NDVXLli21aNEi1a1bVxUrVlS/fv10/fp1Y5uYmBgNHDhQISEhqlGjhr755pv0uhQAAAAAAACPFT2l/s/EiRP1/fffa9q0aXr++efvu+0333yjt99+W7179072WlxcnPr376+TJ0/q+++/V+7cuVNsw8vLS2PHjlWePHl08OBBDR06VF5eXuratauxTWRkpFavXq2pU6fq6tWr6tu3r6ZPn65+/fpJkiZMmKCtW7dqypQpyp07tyZNmqS9e/eqZMmSj3AlAAAAAAAAHj9CKUm///67Vq9erVmzZj0wkJKk5557Tp07dzaWo6KiJEk3btxQt27dFBcXp9mzZyt79uz3bKNXr17G1wUKFNDRo0e1bNkyh1DKbrdr7NixypYtmySpRYsW2rhxo/r166cbN27op59+0sSJE42ax40bp1q1aqXt5AEAAAAAAJyAUEq3n4x36dIlhYaGqly5cvLy8rrv9s8++2yK69977z3lzZtX3377rTw8PO7bxq+//qrZs2frxIkTiomJUUJCghE+JfH393dYlydPHl28eFGSdOLECcXHx6t8+fLG697e3ipSpMh9jwsAAAAAAJARMKeUJD8/P82ZM0dnz57VW2+95TBvU0o8PT1TXF+rVi0dOHBAERER990/IiJCAwYMUK1atTR16lSFhYWpR48eDnNKSUrxqX92u/0BZwMAAAAAAJDxEUr9H39/f82dO1cXLlxIVTCVknbt2um9995Tr169tGXLlntuFxERofz586tnz54qW7asChcufM8J0e8lICBAbm5u2rVrl7HuypUrOnbsWJrrBgAAAAAAMBuh1B3y5cunOXPmKDo6+qGDqY4dO+rdd99V9+7dtW3bthS3KVSokE6fPq1ly5YpMjJSs2fPVnh4eJqO4+XlpdatW2vixInauHGjDh48qMGDB8tisaS5ZgAAAAAAALMxp9Rd8ubNqzlz5qhTp07q0qWL4uLi0tzGG2+8Ibvdrm7dumnGjBmqUKGCw+v16tXT66+/rpEjRyouLk61a9dWz549NXny5DQdZ+DAgYqJiVHPnj3l5eWlN99886GCNAAAAAAAALNZ7ExS9NSz2WzauXOn5o/5XQd2HHd2OUC6KFqmgCYtG+DsMvAUSXovDQ4OltVqdXY5QIq4T5EZcJ8iM+A+RWbgzPs0tcdm+B4AAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADCdq7MLQMbhXzSP4m/ZnF0GkC4Civk5uwQAAAAAwH0QSsHQe3xbWa1WZ5cBpJtEW6JcrHQIBQAAAICMiE9rMNhs9JJCxmSz2fT333+n+R4lkAIAAACAjItPbAAyhdjYWGeXAAAAAABIR4RSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUgU/D09HR2CQAAAACAdOTq7AKQcVitVmeXAKTIarWqdOnSqdo20ZYoFyt5OwAAAABkdIRSMEweNE/H9p12dhnAQwso5qf+X3R0dhkAAAAAgFQglILh5JFzOrI3ytllAAAAAACApwBjXAAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpQAAAAAAAGA6QikAAAAAAACYjlAKAAAAAAAApiOUAgAAAAAAgOkIpTKYzZs3KygoSFevXk3XbQEAAAAAADISV2cXcKfo6Gh98cUXWrdunS5cuKCcOXOqZMmS6tWrlypWrOjs8kwREhKiDRs2KHv27M4uBQAAAAAA4LHJUKHUO++8o/j4eI0bN04BAQG6ePGiNm7cqMuXLzu7NNO4u7vL19fX2WUAAAAAAAA8Vhlm+N7Vq1e1bds2DRgwQM8995z8/f1Vrlw5de/eXfXq1ZMkzZw5U82bN1dwcLBq1aql4cOH68aNG0YbCxcuVKVKlfS///1PjRo1Uvny5dWnTx/FxsYqLCxMdevWVeXKlTV69GjZbDZjv7p162rKlCkaOHCgQkJCVKdOHa1evVrR0dHq2bOnQkJC1Lx5c+3Zs8fY59KlS+rfv79q1qyp8uXLq3nz5vrll18czqljx44aNWqUxowZo8qVK6tatWr68ccfFRMToyFDhigkJEQNGjTQunXrjH3uHpJ38uRJ9ejRQ5UrV1ZwcLCaNWvmsL0k7d27Vy+99JLKly+vtm3b6siRI+n3jQEAAAAAAHgMMkwolTVrVmXNmlXh4eGKi4tLcRuLxaIPP/xQv/zyi8aNG6dNmzZp4sSJDtvcvHlTc+bM0aRJkzRjxgxt3rxZvXv31rp16/TVV19pwoQJmjdvnlauXOmw37fffqsKFSooLCxMtWrV0sCBAzVw4EC1aNFCCxcuVMGCBTVo0CDZ7XZJUlxcnMqUKaOvvvpKv/zyi9q0aaOBAwdq9+7dDu2GhYUpV65cWrBggTp06KDhw4fr3XffVUhIiMLCwlS9enUNHDhQsbGxKZ7zyJEjFRcXp7lz52rp0qUaMGCAsmbN6rDNpEmTNHjwYP3888+yWq364IMP0nTtAQAAAAAAzJZhQilXV1eNGzdOixYtUqVKldS2bVt99tln2r9/v7HNG2+8oeeee04FChTQ888/r759+2r58uUO7cTHx2v48OEqXbq0KleurEaNGmn79u0aM2aMihUrpjp16qhq1aratGmTw34vvPCC2rZtq8KFC+vtt9/W9evXVbZsWTVp0kRFihRR165ddfjwYV24cEGS5Ofnpy5duqhUqVIKCAhQx44dVbNmzWT1JM2JVbhwYXXv3l1ZsmRRrly51KZNG+NYly9f1oEDB1K8LqdOnVKFChUUFBSkgIAA1alTR5UrV3bYpl+/fqpSpYqKFSumbt26KSIiQrdu3Xro7wUAAAAAAMDjlqHmlGrUqJFq166tbdu2aefOnVq/fr1mzJih0aNH66WXXtKff/6padOm6ciRI7p+/bpsNptu3bql2NhYeXp6SpI8PT1VsGBBo00fHx/5+/vLy8vLYV10dLTDsYOCghxel6QSJUoY65555hlJ0sWLF+Xr6yubzaapU6dqxYoVOnv2rOLj4xUXFycPD497tmu1WuXt7e3QbtKxLl68mOI16dSpk4YPH64NGzaoWrVqatiwoUqWLHnPYyTNR3Xx4kXlz58/xTYBAAAAAACcLcP0lEqSJUsWVa9eXW+//bbmzZunVq1aKTQ0VFFRUerevbuCgoIUGhqqhQsXatiwYZJu945K4urqmLNZLJYU1yUmJjqsu3Mbi8UiSXJzc0u2Lmn43tdff63Zs2frrbfe0uzZs7Vo0SLVqFHDoZbU1HN3u3d75ZVXFB4erpYtW+rgwYN6+eWXNWfOnAfWfvf5AQAAAAAAZCQZLpS6W7FixRQTE6O9e/fKbrdr8ODBCg4OVpEiRXTu3Dmn1bVjxw7Vq1dPLVu2VMmSJRUQEKBjx449lmPly5dP7dq10+TJk/Xmm2/qxx9/fCzHAQAAAAAAMEuGGb536dIlvfvuu2rdurWCgoLk5eWlv/76SzNmzFC9evVUqFAhxcfHa86cOapbt662b9+uefPmOa3eQoUKaeXKldqxY4dy5sypmTNn6sKFCwoMDEzX44wZM0YvvPCCChcurKtXr2rz5s3pfgwAAAAAAACzZZhQysvLS+XLl9e3336ryMhIJSQkKG/evHrllVfUo0cPeXh4aMiQIZo+fbo+++wzVapUSf3799egQYOcUm/Pnj114sQJdenSRZ6enmrTpo3q16+va9eupetxEhMTNXLkSJ05c0bZsmVTzZo1NWTIkHQ9BgAAAAAAgNks9ntNZoSnhs1m086dOzV/zO86sOO4s8sBHlrRMgU0adkAZ5eBp1TSe2lwcLCsVquzywFSxH2KzID7FJkB9ykyA2fep6k9doafUwoAAAAAAABPHkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmI5QCgAAAAAAAKYjlAIAAAAAAIDpCKUAAAAAAABgOkIpAAAAAAAAmO6hQ6kmTZpo6tSpOnnyZHrWAwAAAAAAgKfAQ4dS+fLlU2hoqBo0aKDXXntNCxYs0LVr19KzNgAAAAAAADyhHjqU+uabb7Ru3ToNHDhQN2/e1NChQ1W9enX16dNH4eHhio+PT886AQAAAAAA8ARxfZSdfXx89MYbb+iNN97QkSNHtGTJEi1btkyrVq1Sjhw51KRJE7Vo0UIVKlRIr3oBAAAAAADwBEi3ic6LFi2qvn376vvvv1ejRo105coVzZs3T6+99poaNmyo7777TomJiel1OAAAAAAAAGRij9RTKklMTIxWrVqlJUuWaPPmzZKk2rVr61//+pfc3Nz0448/avTo0Tpw4IBGjhyZHocEAAAAAABAJvbQoZTNZtOGDRu0ZMkSrVmzRrGxsSpTpowGDRqkZs2aKXfu3Ma29erV02effabvvvuOUCoD8y+aR/G3bM4uA3hoAcX8nF0CAAAAACCVHjqUql69uq5cuSI/Pz916NBB//rXvxQYGHjP7YOCgnTjxo2HPRxM0Ht8W1mtVmeXATySRFuiXKzpNjIZAAAAAPCYPHQoVbt2bbVs2VLPPfecLBbLA7dv1qyZmjVr9rCHgwlsNhuhFDIkm82mAwcOKCgo6IH3KIEUAAAAAGQOD/3prXXr1goKCrpnIBUdHa2tW7c+dGEAcKfY2FhnlwAAAAAASEcPHUp16tRJf/zxxz1f37Rpkzp16vSwzQMAAAAAAOAJ9tChlN1uv+/rcXFxDAUDAAAAAABAitI0p9SpU6d08uRJY/nIkSMpDtG7evWq5s2bp/z58z96hQAAAAAAAHjipCmUWrhwoSZPniyLxSKLxaKpU6dq6tSpybaz2+2yWq0aMWJEuhUKAAAAAACAJ0eaQqkmTZqoePHistvt6tu3rzp27KhKlSo5bGOxWOTp6alSpUrJx8cnXYsFAAAAAADAkyFNoVRgYKACAwMlSWPHjlWlSpUUEBDwWAoDAAAAAADAkytNodSdWrVqlZ51AAAAAAAA4CmS6lBqyJAhslgsGjVqlKxWq4YMGfLAfSwWiz7++ONHKhAAAAAAAABPnlSHUps3b5bFYlFiYqKsVqs2b978wH0sFssjFQcAAAAAAIAnU6pDqTVr1tx3GQAAAAAAAEgtl7RsfOvWLQ0bNkxz5sy573azZ8/W8OHDFR8f/0jFAUASNzc3Z5cAAAAAAEhHaQql5s+fr7CwMNWuXfu+29WuXVs///yzFixY8Ci1wWRWq9XZJQApslqtKl2qtLPLAAAAAACkozQ9fW/58uVq2LChAgIC7rtdwYIF1bhxYy1btkzt27d/pAJhnsmD5unYvtPOLgNIJqCYn/p/0VE2m83ZpQAAAAAA0kmaQqmDBw+qefPmqdo2JCRE//vf/x6qKDjHySPndGRvlLPLAAAAAAAAT4E0Dd+Lj49P9bwubm5uiouLe6iiAAAAAAAA8GRLUyiVJ08eHTp0KFXbHjp0SHny5HmoogAAAAAAAPBkS1MoVa1aNS1evFgXL16873YXL17U4sWLVa1atUcqDgAAAAAAAE+mNIVSXbt21a1bt/T6669r165dKW6za9cuvfHGG7p165beeuutdCkSAAAAAAAAT5Y0TXQeEBCgzz//XP3791fbtm0VEBCgEiVKyMvLSzdu3NChQ4cUGRkpDw8PffbZZypYsODjqhsAAAAAAACZWJpCKUmqXbu2lixZounTp2vt2rUKDw83XsuTJ49eeeUVde3aVQEBAelaKAAAAAAAAJ4caQ6lJKlAgQIaMWKEJOn69eu6ceOGvLy8lC1btnQtDgAAAAAAAE+mhwql7pQtWzbCKAAAAAAAAKRJmiY6BwAAAAAAANIDoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUg8wePBgBQUFKSgoSGXKlFHdunU1YcIE3bp1K92OERoaqpYtW6ZbewAAAAAAABmdq7MLyAxq1qypsWPHKiEhQXv37tWgQYNksVj0/vvvO7s0AAAAAACATImeUqng7u4uX19f5cuXT/Xr11e1atX0559/SpISExM1bdo01a1bV+XKlVOLFi20YsUKY9/NmzcrKChIGzdu1EsvvaTy5curbdu2OnLkiCRp4cKFmjx5svbv32/0yFq4cKEk6dSpU+rZs6dCQkJUoUIFvfvuu7pw4YLRdlIPq0WLFqlu3bqqWLGi+vXrp+vXr5t4dQAAAAAAANKOUCqNDh48qIiICLm5uUmSpk2bpkWLFmnEiBFatmyZ3njjDb3//vvasmWLw36TJk3S4MGD9fPPP8tqteqDDz6QJDVt2lSdO3dW8eLFtWHDBm3YsEFNmzZVYmKievXqpStXrmjOnDmaOXOmTpw4oX79+jm0GxkZqdWrV2vq1KmaNm2atm7dqunTp5tzMQAAAAAAAB4Sw/dSYe3atQoJCVFCQoLi4uLk4uKioUOHKi4uTtOmTdPMmTMVEhIiSQoICND27ds1f/58ValSxWijX79+xnK3bt3UrVs33bp1Sx4eHsqaNausVqt8fX2N7f/44w8dPHhQq1evVr58+SRJEyZMULNmzbR7926VK1dOkmS32zV27Fhly5ZNktSiRQtt3LgxWXgFAAAAAACQkRBKpULVqlU1fPhwxcbGatasWbJarWrUqJEOHTqk2NhYde7c2WH7+Ph4lSpVymFdUFCQ8XVS+HTx4kXlz58/xWMePnxYefPmNQIpSSpWrJhy5MihI0eOGKGUv7+/EUhJUp48eXTx4sVHO2EAAAAAAIDHjFAqFTw9PVWoUCFJ0scff6yWLVtqwYIFKlGihKTbQ/j8/Pwc9nF3d3dYdnX9/5faYrFIuj0f1aO6s90kdrv9kdsFAAAAAAB4nAil0sjFxUXdu3fXuHHjtGLFCrm7u+vUqVMOQ/XSys3NLVlAFRgYqDNnzuj06dNGb6l//vlHV69eVWBg4COdAwAAAAAAgLMx0flDaNy4sVxcXDR//nx17txZY8eOVVhYmCIjI7V3717NmTNHYWFhqW7P399fUVFR2rdvn6KjoxUXF6dq1aqpRIkSGjBggPbu3avdu3dr4MCBqlKlisqWLfsYzw4AAAAAAODxo6fUQ3B1dVWHDh00Y8YMrV69Wrlz59a0adMUFRWl7Nmzq3Tp0urRo0eq22vUqJFWrVqlTp066erVqxo7dqxeeuklTZkyRaNGjVKHDh1ksVhUs2ZNDR069DGeGQAAAAAAgDksdiYgeurZbDbt3LlT88f8rgM7jju7HCCZomUKaNKyAbLZbLJarc4uB0hR0ntpcHAw9ykyLO5TZAbcp8gMuE+RGTjzPk3tsRm+BwAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANMRSgEAAAAAAMB0hFIAAAAAAAAwHaEUAAAAAAAATEcoBQAAAAAAANO5OrsAZBz+RfMo/pbN2WUAyQQU83N2CQAAAACAdEYoBUPv8W1ltVqdXQaQooT4BFlcLM4uAwAAAACQThi+B4PNRi8pZEw2m01/7/vb2WUAAAAAANIRoRSATCE+Pt7ZJQAAAAAA0hGhFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSMFitVmeXgKeM3Zbo7BIAAAAAAE7i6uwCkHFsmfSzrh475+wy8JTIEeCr5we96uwyAAAAAABOQigFw7WTF3Xpn1POLgMAAAAAADwFGL4HAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoZQTRUVFKSgoSPv27XukdurWratZs2YZy0FBQQoPD3/E6gAAAAAAAB4fQqlUGDx4sIKCgox/VatWVZcuXbR///40tdGrV6/HWCUAAAAAAEDmQSiVSjVr1tSGDRu0YcMGzZo1S66ururRo4ezywIAAAAAAMiUCKVSyd3dXb6+vvL19VWpUqXUtWtXnT59WtHR0ZKkAwcOqFOnTipXrpyqVq2qoUOH6saNG5Kk0NBQhYWFafXq1UZvq82bNxttnzhxQh07dlT58uXVokULRUREOBx727Ztat++vcqVK6datWpp9OjRiomJMe/kAQAAAAAA0hmh1EO4ceOGlixZokKFCsnb21sxMTHq0qWLcubMqZ9++kmff/65/vzzT40aNUqS1LlzZzVp0sSht1VISIjR3qRJk9SlSxctWrRIhQsX1nvvvaeEhARJUmRkpLp27aqGDRtqyZIlmjRpkrZv3260DQAAAAAAkBkRSqXS2rVrFRISopCQEFWoUEFr1qzRpEmT5OLiol9++UVxcXEaP368SpQooeeff17Dhg3T4sWLdeHCBXl5ecnDw8Oht5W7u7vRdufOnVW7dm0VKVJEffr00cmTJ3X8+HFJ0rRp09S8eXO98cYbKly4sCpUqKAPP/xQixYt0q1bt5x1OQAAAAAAAB6Jq7MLyCyqVq2q4cOHS5KuXLmiH374QV27dtWCBQt0+PBhBQUFKWvWrMb2FSpUUGJioo4ePSofH5/7th0UFGR87evrK0mKjo5WYGCg9u/frwMHDmjp0qXGNna7XYmJiYqKilJgYGA6niUAAAAAAIA5CKVSydPTU4UKFTKWy5Qpo0qVKunHH3985Lbd3NyMry0WiyQpMTFRkhQTE6O2bduqY8eOyfbLly/fIx8bAAAAAADAGQilHpLFYpHFYtGtW7cUGBiosLAwxcTEGL2lduzYIRcXFxUpUkTS7eApKWhKi9KlS+uff/5xCMQAAAAAAAAyO+aUSqW4uDidP39e58+f1+HDhzVq1CjFxMSoTp06at68udzd3TV48GAdPHhQmzZt0qhRo9SyZUtj6J6/v78OHDigI0eOKDo6WvHx8ak6bteuXRUREaGRI0dq3759OnbsmMLDwzVy5MjHeboAAAAAAACPFT2lUmn9+vWqUaOGJMnLy0tFixbVF198oapVq0qSvv76a40ZM0Yvv/yyPD091bBhQw0ePNjYv02bNtqyZYtat26tmJgYzZ49W/7+/g88bsmSJTVnzhx9/vnnat++vSQpICBATZs2fQxnCQAAAAAAYA5CqVQYN26cxo0bd99tgoKCNHv27Hu+njt3bn3zzTfJ1h84cMBhOUeOHMnWlStXLsV9k6xZs+a+bQIAAAAAAGQ0DN8DAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6VydXQAyjuz+z8geb3N2GXhK5AjwdXYJAAAAAAAnIpSCoUq/1rJarc4uA08Ruy1RFisdNgEAAADgacSnQRhsNnpJwVwEUgAAAADw9OITIQAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAxWq9XZJcBk9sREZ5cAAAAAAHhKuTq7AGQcV1f/pMToM84uAyZxzZVHORu1c3YZAAAAAICnFKEUDAmXzyvx/ElnlwEAAAAAAJ4CDN8DAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmI5QCAAAAAACA6QilAAAAAAAAYDpCKQAAAAAAAJiOUAoAAAAAAACmc3V2ARlJUFDQfV/v3bu33nnnHZOqAQAAAAAAeHIRSt1hw4YNxte//vqrvvzyS61YscJYlzVrVmeUBQAAAAAA8MRh+N4dfH19jX/Zs2eXxWIxlmNjYzVgwABVq1ZNISEhat26tf7880+H/ePi4jRx4kTVqlVLzz77rBo0aKAFCxYYr2/ZskUvv/yynn32WdWoUUOffPKJEhISjNc7duyoUaNGacyYMapcubKqVaumH3/8UTExMRoyZIhCQkLUoEEDrVu3ztjHZrPpgw8+UN26dVWuXDk1atRI33777eO/WAAAAAAAAI+AnlKpFBMTo1q1aqlfv35yd3fXokWL1KNHD61YsUL58+eXJA0cOFA7d+7URx99pJIlSyoqKkqXLl2SJJ09e1bdunVTq1atNH78eB09elQfffSRsmTJ4jAkMCwsTG+99ZYWLFigX3/9VcOHD9eqVavUoEEDde/eXbNmzdLAgQO1du1aeXp6KjExUXnz5tUXX3whb29vRUREaNiwYfL19VXTpk2dcq0AAAAAAAAehFAqlUqWLKmSJUsay3379lV4eLjWrFmjDh066OjRo1q+fLlmzpypatWqSZICAgKM7b///nvlzZtXw4YNk8ViUWBgoM6ePatPPvlEb7/9tlxcXIzj9OrVS5LUvXt3TZ8+Xbly5VKbNm0kSW+//bZ++OEHHThwQMHBwXJzc1OfPn2M4wQEBGjnzp1asWIFoRQAAAAAAMiwCKVS6caNG5o8ebLWrl2r8+fPy2az6ebNmzp16pQkad++fbJarapcuXKK+x8+fFghISGyWCzGuooVKyomJkZnzpwxelvdOdm61WqVt7e3SpQoYazz8fGRJF28eNFY99133+nnn3/WqVOndOvWLcXHxzsEaAAAAAAAABkNoVQqjR8/Xn/++acGDRqkggULysPDQ3369FF8fLwkycPDI12O4+rq+C2xWCwO65JCLbvdLklatmyZxo8fr0GDBikkJEReXl76+uuvtWvXrnSpBwAAAAAA4HEglEqliIgItWrVSg0aNJB0u+fUyZMnjddLlCihxMREbd261Ri+d6fAwECtXLlSdrvdCJa2b98uLy8v5c2b96Hr2rFjh0JCQvTaa68Z6yIjIx+6PQAAAAAAADPw9L1UKlSokFatWqV9+/Zp//79eu+995SYmGi8XqBAAbVq1UoffPCBwsPDdeLECW3evFm//vqrJKl9+/Y6c+aMRo0apcOHDys8PFyhoaF68803jfmkHrauv/76S+vXr9fRo0f1+eefa8+ePY98vgAAAAAAAI8TPaVSafDgwfrggw/Utm1b5cqVS127dtWNGzccthk+fLg+++wzDR8+XJcvX1b+/PnVvXt3SZKfn5+++uorTZgwQT/++KO8vb318ssvq2fPno9UV9u2bbVv3z7169dPFotFzZo1U/v27fX7778/UrsAAAAAAACPk8WeNDkRnlo2m007d+5UwcMblXiWoX9PC1dffz3T9l1nl5EqSfdocHCwrFars8sBUsR9isyA+xSZAfcpMgPuU2QGzrxPU3tshu8BAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdIRSAAAAAAAAMB2hFAAAAAAAAExHKAUAAAAAAADTEUoBAAAAAADAdK7OLgAZh6u3rxITbc4uAyZxzZXH2SUAAAAAAJ5ihFIw5Kj3sqxWq7PLgInsiYmyuNBhEgAAAABgPj6NwmCz0UvqaUMgBQAAAABwFj6RAgAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAAAAAA0xFKwWC1Wp1dAiQl2hKdXQIAAAAAAI+dq7MLQMYxedA8Hdt32tllPNUCivmp/xcdnV0GAAAAAACPHaEUDCePnNORvVHOLgMAAAAAADwFGL4HAAAAAAAA0xFKAQAAAAAAwHSEUgAAAAAAADAdoRQAAAAAAABMRygFAAAA4P+1d+fhNV37H8c/EbQlqCGlhoRyz0EmIjEkMcV8YygtMbauqWi1ilt6q1odbkuVGjqQtr+qoaqtmofS/kLNoZSW0hQhtCWJShAhOev3hyfn50hCkOwU79fz5Hmcvdbe+7v3Wd05+XTtfQAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUrlgzFjxmjo0KF5sq34+HjZ7Xbt379fkrRt2zbZ7XYlJyfnyfYBAAAAAAAKQuGCLuDvyG63X7P9qaee0rBhwyyp5cEHH9TGjRtVunRpS/YHAAAAAABgBUKpbGzcuNH575UrV2ratGlavXq1c1mxYsUsq8Xd3V2enp6W7Q8AAAAAAMAK3L6XDU9PT+dPiRIl5Obm5ny9YMEC9ezZ06X/J598ovDw8By3t2fPHjVs2FCzZs1SSkqKatWqpb1790qSHA6H6tevr27dujn7L1myRE2bNpWU9fa9q50+fVojRoxQ48aNFRAQoA4dOmj58uW3egoAAAAAAADyFTOl8tmWLVs0bNgw/fvf/1ZkZKQkqVatWtq+fbv8/Px08OBBubm5ad++fTp37pyKFy+umJgYBQcH52r7Fy9elI+PjwYOHCgPDw9FR0frueeek5eXl/z9/fPz0AAAAAAAAG4aM6Xy0dq1azV06FC98sorzkBKkurXr6/t27dLuvzg8pCQEFWvXl07d+6UJG3fvl3169fP1T7Kly+v/v37q1atWqpSpYr69Omjxo0ba9WqVXl/QAAAAAAAAHmEmVL5ZM+ePYqOjta0adPUsmVLl7bg4GB9+eWXysjIUExMjEJDQ1WuXDlt375ddrtdcXFxuQ6lMjIy9MEHH2j16tX6888/denSJV28eFH33ntvfhwWAAAAAABAnmCm1A1yc3OTMcZlWXp6epZ+VapU0UMPPaQvv/xSly5dcmkLDg7WuXPn9PPPPysmJkb169dXgwYNtH37dsXExOiBBx5Q1apVc1XPRx99pE8//VQDBgzQp59+qsWLFyssLCzLPgEAAAAAAP5OCKVuUJkyZZSQkOASTGX3EPLSpUtr9uzZOnr0qIYPH+4SEpUsWVJ2u13z5s1TkSJFVL16dQUFBWnfvn363//931zPkpKkH374QS1atFCnTp1Us2ZNValSRUeOHLmlYwQAAAAAAMhvhFI3qEGDBkpKSlJUVJSOHj2qefPm6fvvv8+2b9myZTV79mwdOnRII0eOdJlRVb9+fS1btsz5QPP7779f1atX16pVq3L9kHNJ8vb21ubNm/XDDz/ot99+07hx45SQkHBrBwkAAAAAAJDPCKVuUPXq1fXSSy9p/vz56tSpk/bs2aN+/frl2N/T01OzZ8/WgQMHNGrUKGVkZEi6HEplZGS4zIrKbtn1DBkyRLVr11b//v3Vp08flStXLsszrAAAAAAAAP5u3MzVD0jCXScjI0O7d+/W569v0IEf4gq6nLvaQz6VNWXFqIIu428nc4zWqVNH7u7uBV0OkC3GKW4HjFPcDhinuB0wTnE7KMhxmtt9M1MKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAlitc0AXg76PSQw/oUlpGQZdxV6tSo3xBlwAAAAAAgCUIpeD01ITucnd3L+gy7nqODIcKuTOJEQAAAABwZ+MvXzhlZDBL6u+AQAoAAAAAcDfgr18AAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5Qik4ubu7F3QJdx1HhqOgSwAAAAAAoEAULugC8PcxY/QCHdn/e0GXcdeoUqO8RkztU9BlAAAAAABQIAil4HT80Ekd+jm+oMsAAAAAAAB3AW7fAwAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOUIpQAAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUssiYMWM0dOhQl2WrV6+Wn5+fPv7441ve/rZt22S325WcnHzL2wIAAAAAAMhvhQu6gLvVF198ofHjx2v8+PF65JFHCrocAAAAAAAASzFTqgBERUXp1Vdf1ZQpU5yB1Lp169S5c2f5+fmpRYsWmjFjhtLT053r2O12ffHFF3ryyScVEBCg1q1b69tvv5UkxcfH67HHHpMkBQcHy263a8yYMdYfGAAAAAAAQC4RSlnsrbfe0nvvvaeZM2eqVatWkqQdO3Zo9OjReuyxx7Ry5Uq98sorWrRokT744AOXdWfMmKF27dpp6dKlatKkiUaNGqW//vpLDz74oKZPny7p8i2BGzdu1AsvvGD5sQEAAAAAAOQWoZSFNmzYoA8//FDvvfeeGjVq5Fw+Y8YMDRo0SJ07d1aVKlUUGhqqZ555RgsWLHBZv3Pnzmrfvr28vb01YsQInT9/Xnv27JG7u7tKlSolSSpbtqw8PT1VokQJS48NAAAAAADgRvBMKQvZ7XadPn1a06dPl7+/v4oXLy5J+uWXX/TDDz+4zIzKyMhQWlqaUlNTdd999znXz1SsWDF5eHgoKSnJ2oMAAAAAAADIA4RSFipfvrymTZumxx57TAMGDFBUVJQ8PDx0/vx5DRs2TK1bt86yzj333OP8d5EiRVza3Nzc5HA48r1uAAAAAACAvMbtexarVKmS5s6dq4SEBA0YMEBnz55V7dq1dfjwYXl7e2f5KVQod29RZmCVkZGRn+UDAAAAAADkCUKpAvDggw9qzpw5SkpK0oABAzRgwAAtWbJEM2bM0K+//qrffvtNK1as0JQpU3K9zUqVKsnNzU3R0dFKSkrSuXPn8vEIAAAAAAAAbg2hVAGpUKGC5syZo9OnTysqKkpTp07Vxo0b9eijj6pbt2765JNPVKlSpVxvr3z58ho2bJjefvtthYSE6NVXX83H6gEAAAAAAG4Nz5SyyJtvvpllWfny5bVmzRrn65YtW+a4/oEDB7Is27Fjh8vrJ598Uk8++eQtVAkAAAAAAGANZkoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoRSAAAAAAAAsByhFAAAAAAAACxHKAUAAAAAAADLEUoBAAAAAADAcoULugD8fVR66AFdSsso6DLuGlVqlC/oEgAAAAAAKDCEUnB6akJ3ubu7F3QZdxVHhkOF3JmwCAAAAAC4+/DXMJwyMpglZTUCKQAAAADA3Yq/iAEAAAAAAGA5QikAAAAAAABYjlAKAAAAAAAAliOUAgAAAAAAgOX49j3IGCPp8oPOedg5/o4yxyXjE39njFPcDhinuB0wTnE7YJzidlCQ4zRzn5l5Q07czPV64I538eJF7d27t6DLAAAAAAAAdxA/Pz8VLVo0x3ZCKcjhcCg9PV2FChWSm5tbQZcDAAAAAABuY8YYORwOFS5cWIUK5fzkKEIpAAAAAAAAWI4HnQMAAAAAAMByhFIAAAAAAACwHKEUAAAAAAAALEcoBQAAAAAAAMsRSgEAAAAAAMByhFIAAAAAAACwHKEUAAAAAAAALEcodZebN2+ewsPD5efnp65du2rPnj0FXRLuUNOnT5fdbnf5adu2rbM9LS1N48ePV4MGDVS3bl0NGzZMCQkJLts4ceKEBg0apICAADVq1EgTJkxQenq6S59t27apc+fO8vX1VatWrbRo0SJLjg+3p5iYGA0ePFhhYWGy2+1at26dS7sxRlOnTlVYWJj8/f3Vt29fHTlyxKXPX3/9pZEjRyowMFBBQUH6z3/+o3Pnzrn0+eWXX9SzZ0/5+fmpadOmioqKylLLqlWr1LZtW/n5+alDhw5av359nh8vbk/XG6djxozJcn3t37+/Sx/GKfLTzJkz9cgjj6hu3bpq1KiRhg4dqkOHDrn0sfL3PJ9vkZ3cjNM+ffpkuZ6OGzfOpQ/jFPlp/vz56tChgwIDAxUYGKjIyEiX37V35LXU4K61YsUK4+PjY7788kvz66+/mrFjx5qgoCCTkJBQ0KXhDjRt2jQTERFhTp486fxJTEx0to8bN840bdrUbN682ezdu9d069bNREZGOtvT09NN+/btTd++fc2+fftMdHS0adCggXn77bedfY4ePWoCAgLMG2+8YWJjY82cOXNMrVq1zIYNGyw9Vtw+oqOjzeTJk80333xjbDabWbt2rUv7zJkzTb169czatWvN/v37zeDBg014eLi5cOGCs0///v1Nx44dze7du01MTIxp1aqVGTFihLM9JSXFhISEmJEjR5qDBw+a5cuXG39/f7NgwQJnn507d5patWqZqKgoExsba6ZMmWJ8fHzMgQMH8v8k4G/veuN09OjRpn///i7X17/++sulD+MU+alfv37mq6++MgcPHjT79+83AwcONM2aNTPnzp1z9rHq9zyfb5GT3IzT3r17m7Fjx7pcT1NSUpztjFPkt2+//dZER0ebw4cPm0OHDpnJkycbHx8fc/DgQWPMnXktJZS6iz366KNm/PjxztcZGRkmLCzMzJw5swCrwp1q2rRppmPHjtm2JScnGx8fH7Nq1SrnstjYWGOz2cyuXbuMMZf/KKtZs6Y5deqUs8/8+fNNYGCgSUtLM8YYM3HiRBMREeGy7eHDh5t+/frl8dHgTnT1H/sOh8OEhoaaDz/80LksOTnZ+Pr6muXLlxtj/n+c7tmzx9ln/fr1xm63mz/++MMYY8y8efNMcHCwc5waY8xbb71l2rRp43z9zDPPmEGDBrnU07VrV/Piiy/m7UHitpdTKDVkyJAc12GcwmqJiYnGZrOZ7du3G2Os/T3P51vk1tXj1JjLodRrr72W4zqMUxSE4OBgs3Dhwjv2Wsrte3epixcv6ueff1ZISIhzWaFChRQSEqJdu3YVYGW4k8XFxSksLEwtWrTQyJEjdeLECUnSTz/9pEuXLrmMx+rVq6tixYravXu3JGn37t2y2WwqV66cs09YWJjOnj2r2NhYZ59GjRq57DMsLMy5DeBGxMfH69SpUy7jskSJEgoICHBeJ3ft2qWSJUvKz8/P2SckJESFChVyTnHevXu3goKCVLRoUWefsLAwHT58WGfOnHH2YeziVmzfvl2NGjVSmzZt9NJLL+n06dPONsYprJaSkiJJKlWqlCTrfs/z+RY34upxmmnZsmVq0KCB2rdvr7ffflupqanONsYprJSRkaEVK1bo/Pnzqlu37h17LS2c51vEbeH06dPKyMhQ2bJlXZaXLVs2y73VQF7w9/fXG2+8oWrVqunUqVN699131atXLy1btkwJCQkqUqSISpYs6bJO2bJlderUKUlSQkKCy8VVkvP19fqcPXtWFy5c0L333ptfh4c7UOa4yu46mXnvfkJCgsqUKePSXrhwYZUqVcplXFauXNmlT+Y4TUhIUKlSpbIdu1fuB7iWxo0bq1WrVqpcubKOHTumyZMna+DAgfr888/l7u7OOIWlHA6H/vvf/yowMFA2m02SLPs9f+bMGT7fIleyG6eS1L59e1WsWFEPPPCADhw4oEmTJunw4cOaMWOGJMYprHHgwAF1795daWlpKlasmN59913VqFFD+/fvvyOvpYRSACzRtGlT579r1qypgIAANW/eXKtWrSIsAoBbEBER4fx35oN5W7Zs6Zw9BVhp/Pjx+vXXXzV//vyCLgXIUU7jNDIy0vlvu90uT09P9e3bV0ePHpWXl5fVZeIuVa1aNS1evFgpKSlas2aNRo8erblz5xZ0WfmG2/fuUqVLl5a7u7sSExNdlicmJmZJTYH8ULJkSVWtWlVHjx5VuXLldOnSJSUnJ7v0SUxMlKenp6TL6f3V/zc+8/X1+nh4eBB84YZljqtrXSfLlSunpKQkl/b09HSdOXMmV2P3yu1c3YfrMW5WlSpVVLp0acXFxUlinMI6r7zyiqKjozV79mxVqFDBudyq3/N8vkVu5DROsxMQECBJLtdTxinyW9GiReXt7S1fX1+NHDlSNWvW1KeffnrHXksJpe5SRYsWlY+Pj7Zs2eJc5nA4tGXLFtWtW7cAK8Pd4ty5czp27Jg8PT3l6+urIkWKuIzHQ4cO6cSJE6pTp44kqU6dOjp48KDLxXHz5s3y8PBQjRo1nH22bt3qsp/Nmzc7twHciMqVK8vT09NlXJ49e1Y//vij8zpZt25dJScn66effnL22bp1qxwOh/z9/SVdHpc7duzQpUuXnH02b96satWqOZ9jwdhFXvrjjz/0119/OT98Mk6R34wxeuWVV7R27VrNnj1bVapUcWm36vc8n29xLdcbp9nZv3+/pP//Y55xioLgcDh08eLFO/damuePTsdtY8WKFcbX19csWrTIxMbGmhdffNEEBQW5PKkfyCtvvvmm2bZtmzl27JjZuXOn6du3r2nQoIFJTEw0xlz+etNmzZqZLVu2mL1795rIyMhsv960X79+Zv/+/WbDhg2mYcOG2X696YQJE0xsbKyZO3dulq83Ba509uxZs2/fPrNv3z5js9nM//zP/5h9+/aZ48ePG2OMmTlzpgkKCjLr1q0zv/zyixkyZIgJDw83Fy5ccG6jf//+5uGHHzY//vij2bFjh2ndurUZMWKEsz05OdmEhISYf//73+bgwYNmxYoVJiAgwCxYsMDZZ+fOnaZ27drmo48+MrGxsWbatGnGx8fHHDhwwLqTgb+ta43Ts2fPmjfffNPs2rXLHDt2zGzevNl07tzZtG7d2uWb9BinyE8vvfSSqVevntm2bZs5efKk8yc1NdXZx6rf83y+RU6uN07j4uLMjBkzzN69e82xY8fMunXrTIsWLUyvXr2c22CcIr9NmjTJbN++3Rw7dsz88ssvZtKkScZut5uNGzcaY+7Maymh1F1uzpw5plmzZsbHx8c8+uijZvfu3QVdEu5Qw4cPN6GhocbHx8c0btzYDB8+3MTFxTnbL1y4YF5++WUTHBxsAgICzJNPPmlOnjzpso34+HgzYMAA4+/vbxo0aGDefPNNc+nSJZc+W7duNZ06dTI+Pj6mRYsW5quvvrLk+HB72rp1q7HZbFl+Ro8ebYwxxuFwmHfeeceEhIQYX19f8/jjj5tDhw65bOP06dNmxIgRpk6dOiYwMNCMGTPGnD171qXP/v37TY8ePYyvr69p3Lhxtl+nu3LlStO6dWvj4+NjIiIiTHR0dP4dOG4r1xqnqamppl+/fqZhw4bGx8fHNG/e3IwdOzbLh0bGKfJTduPTZrO5/A628vc8n2+RneuN0xMnTphevXqZ+vXrG19fX9OqVSszYcIEk5KS4rIdxiny0/PPP2+aN29ufHx8TMOGDc3jjz/uDKSMuTOvpW7GGJP3868AAAAAAACAnPFMKQAAAAAAAFiOUAoAAAAAAACWI5QCAAAAAACA5QilAAAAAAAAYDlCKQAAAAAAAFiOUAoAAAAAAACWI5QCAAAAAACA5QilAAAAAAAAYDlCKQAAcEfZtm2b7Ha7Vq9eXdCl5EpCQoKefvppNWjQQHa7XZ988oll++7Tp4/at29/3X7x8fGy2+1atGjRDW1/0aJFstvtio+Pv9kSbzvh4eEaM2ZMQZeRZ272vQcAIDcIpQAAwA3LDBv8/Pz0559/ZmnPbdgB6Y033tD333+vQYMGaeLEiWrcuHGWPt98843sdru++OKLHLezadMm2e12ffrpp/lZ7t/e9OnTZbfbnT8+Pj4KDw/Xa6+9puTk5IIuL1vr16/X9OnTC7oMAAAsV7igCwAAALevixcvatasWXrxxRcLupTb1tatW9WiRQv1798/xz7NmjVTiRIltGzZMnXt2jXbPsuXL5e7u7siIiLyvMZKlSppz549Klz49vno+PLLL6tYsWJKTU3Vli1bNGfOHP3888/67LPP8nW/q1evlpub2w2ts379es2bN0/Dhg3Lp6oAAPh7YqYUAAC4abVq1dLChQuznS11pzt//nyebCcxMVElS5a8Zp+iRYuqTZs2iomJyfZcp6Wlae3atQoJCVHZsmXzpK4rubm56Z577pG7u3uebzu/tGnTRp06dVL37t01depU/fOf/9QPP/ygPXv25Ot+ixYtqiJFiuTrPnLDGKMLFy4UdBkAAFwToRQAALhpTzzxhBwOh6Kioq7Z71rPpbHb7S63LmXefnX48GGNGjVK9erVU8OGDfXOO+/IGKPff/9dQ4YMUWBgoEJDQ/Xxxx9nu0+Hw6HJkycrNDRUderU0eDBg/X7779n6ffjjz+qf//+qlevngICAtS7d2/t3LnTpU9mTbGxsRo5cqSCg4PVs2fPax7zsWPH9PTTT6t+/foKCAhQt27dFB0d7WzPvAXSGKN58+Y5bzfLSceOHeVwOLRy5cosbdHR0UpJSVGHDh2cy5YsWaIuXbrI399f9evX17PPPpvt8UtSbGys+vTpo4CAADVu3DjL+5nT+/fbb7/pmWeeUcOGDeXv7682bdpoypQp1zwv0uWZQT179lSdOnVUt25dDRo0SL/++qtLn1OnTun5559XkyZN5Ovrq7CwMA0ZMuSmn08VFBQkSTp69KjL8ty8/9LlZ5V16dJFfn5+atmypRYsWOAcF1e6+plSly5d0owZM9S6dWv5+fmpQYMG6tGjhzZt2iRJGjNmjObNmydJLrcdZnI4HPrkk08UEREhPz8/hYSEaNy4cTpz5kyW/T7xxBP6/vvvne/7ggULJEnJycl6/fXX1bRpU/n6+qpVq1aaNWuWHA6HyzaSk5M1ZswY1atXT0FBQRo9erRSUlJu6DwDAHAjbp852AAA4G+ncuXK6tSpkxYuXKiBAweqfPnyebbtZ599VtWrV9fIkSO1fv16vf/++7r//vu1YMECNWzYUKNGjdKyZcs0YcIE+fn5KTg42GX9999/X25ubho4cKASExM1e/Zs9e3bV0uWLNG9994rSdqyZYsGDhwoX19fPfXUU3Jzc9OiRYv0+OOPa/78+fL393fZ5jPPPCNvb289++yzMsbkWHtCQoK6d++u1NRU9enTR6VLl9bXX3+tIUOGaNq0aWrVqpWCg4M1ceJEPffccwoNDVWnTp2ueT6Cg4NVoUIFLVu2TP/6179c2pYvX6777rtPLVu2dB771KlT1a5dOz366KNKSkrS3Llz1atXLy1evNhlZtaZM2c0YMAAtWrVSu3atdOaNWs0adIk2Ww2NW3aNMd6fvnlF/Xq1UuFCxdWZGSkKlWqpKNHj+q7777Ts88+m+N6ixcv1pgxYxQWFqZRo0YpNTVVn332mXr27Kmvv/5alStXliQNGzZMsbGx6t27typVqqSkpCRt2rRJv//+u7PPjcgMs6489ty+//v27dOAAQPk6empYcOGyeFw6N1331WZMmWuu98ZM2Zo5syZ6tq1q/z9/XX27Fn99NNP+vnnnxUaGqrIyEidPHlSmzZt0sSJE7OsP27cOH399dfq0qWL+vTpo/j4eM2bN0/79u3TZ5995jIr6/Dhwxo5cqQiIyPVrVs3VatWTampqerdu7f+/PNPde/eXQ8++KB27dqlyZMn69SpU3rhhRckXZ5ZNXToUO3cuVPdu3dX9erVtXbtWo0ePfqGzzUAALlmAAAAbtBXX31lbDab2bNnjzl69KipXbu2efXVV53tvXv3NhEREc7Xx44dMzabzXz11VdZtmWz2cy0adOcr6dNm2ZsNpt58cUXncvS09NNkyZNjN1uNzNnznQuP3PmjPH39zejR492Ltu6daux2WymcePGJiUlxbl85cqVxmazmdmzZxtjjHE4HKZ169amX79+xuFwOPulpqaa8PBw869//StLTSNGjMjV+Xn99deNzWYzMTExzmVnz5414eHhpnnz5iYjI8Pl+MePH5+r7U6YMMHYbDZz6NAh57KUlBTj5+fnrC0+Pt7UqlXLvP/++y7rHjhwwNSuXdtlee/evY3NZjNff/21c1laWpoJDQ01w4YNcy7L7v3r1auXqVu3rjl+/LjLfq48l5nj5NixY85zEBQUZMaOHeuyzqlTp0y9evWcy8+cOWNsNpv58MMPc3VerpT5Xh06dMgkJiaa+Ph48+WXXxp/f3/TsGFDc/78eWeduX3/n3jiCRMQEGD++OMP57IjR46Y2rVrG5vN5rL/5s2bu4zHjh07mkGDBl2z5vHjx2fZjjHGxMTEGJvNZpYuXeqyfMOGDVmWN2/e3NhsNrNhwwaXvu+++66pU6eOOXz4sMvySZMmmVq1apkTJ04YY4xZu3atsdlsJioqytknPT3d9OzZM8f/dgEAuFXcvgcAAG5JlSpV1LFjRy1cuFAnT57Ms+0++uijzn+7u7vL19dXxhiX5SVLllS1atV07NixLOs//PDD8vDwcL5u27atPD09tX79eknS/v37deTIEXXo0EGnT59WUlKSkpKSdP78eTVq1EgxMTFZbm/q3r17rmpfv369/P39nbeMSVLx4sUVGRmp48ePKzY2Nncn4SodO3aUdHlmVKY1a9YoLS3Neeve2rVr5XA41K5dO+cxJSUlqVy5cvL29ta2bdtctlmsWDGXWVpFixaVn59ftuc0U1JSkmJiYvTII4+oYsWKLm3Xesj35s2blZycrIiICJfaChUqpICAAGdt9957r4oUKaLt27dnuU0tt9q2batGjRopPDxc//nPf+Tl5aWoqCjdd999knL//mdkZGjLli1q0aKFy0xAb2/vbL8p8WolS5bUr7/+qiNHjtzwMaxevVolSpRQaGioy/ny8fFRsWLFsryXlStXzlLT6tWrVa9ePZUsWdJlGyEhIcrIyFBMTIwkacOGDSpcuLB69OjhXNfd3V29e/e+4boBAMgtbt8DAAC3bOjQoVq6dKlmzZqlsWPH5sk2rw47SpQooXvuuSfLLVMlSpTQX3/9lWV9b29vl9dubm7y9vbW8ePHJckZElzr9qSUlBSVKlXK+Tq3t42dOHFCAQEBWZY/9NBDznabzZarbV2pZs2astlsWr58ufOb2pYvX67SpUsrLCxM0uXjMsaodevW2W7j6m/Qq1ChQpYgqVSpUjpw4ECOdWQGVjd6DJnn/PHHH8+2PTNELFq0qEaNGqUJEyYoNDRUAQEBatasmR5++GF5enrmal/Tp0+Xh4eHkpKSNGfOHMXHxztv27yyluu9/2lpabpw4UKW8SRlHWPZefrppzV06FC1adNGNptNYWFh6tSpk2rWrHnddePi4pSSkqJGjRpl256YmOjyOrvxGRcXpwMHDuS4jaSkJEnS8ePH5enpqeLFi7u0V6tW7bp1AgBwswilAADALbtyttSgQYOytOc0eyYjIyPHbRYqlHVCd07f/mau8XynnGSu89xzz6lWrVrZ9ilWrJjL63vuueeG95PXOnTooLffflt79+5VhQoVtG3bNkVGRjrDJofDITc3N0VFRWV7vq4+Jiu/US/znE+cODHbcOnKWvr27avw8HCtW7dOGzdu1NSpUzVr1izNnj1btWvXvu6+goKCnAFm8+bN1aFDB40aNUqLFi1SoUKFcv3+p6Wl3fBxXik4OFhr167Vt99+q02bNunLL7/U7NmzNX78eHXt2vWa6zocDpUtW1aTJk3Ktv3qgPbK0O3KbYSGhmrAgAHZbqNq1aq5OxAAAPIBoRQAAMgTQ4YM0dKlS7P9Jr7M2UbJyckuy0+cOJFv9cTFxbm8NsYoLi7O+c1mVapUkXR5dk5ISEie7rtixYo6fPhwluWHDh1ytt+s9u3ba/LkyVq+fLkqVqyojIwMl2/d8/LykjFGlStXzrdZLpnn7uDBgze1XtmyZXN1zr28vNSvXz/169dPR44c0cMPP6yPP/44x5AmJ8WLF9dTTz2l559/XqtWrVJERESu3/+yZcvqnnvuyTKepKxjLCf333+/HnnkET3yyCM6d+6cevfurenTpztDqZxCWy8vL23ZskWBgYHZBk654eXlpfPnz1/3fFeqVElbt27VuXPnXGZLZTeOAQDIKzxTCgAA5AkvLy917NhRn3/+uU6dOuXS5uHhodKlS2vHjh0uy+fPn59v9SxevFhnz551vl69erVOnTqlJk2aSJJ8fX3l5eWljz/+WOfOncuyfuZtTTejadOm2rNnj3bt2uVcdv78eS1cuFCVKlVSjRo1bnrbFStWVFBQkFauXKmlS5eqcuXKCgwMdLa3bt1a7u7umjFjRpYZZMYYnT59+qb3nalMmTIKDg7WV199lSVYvNastcaNG8vDw0MzZ87UpUuXsrRnnvPU1NQsM5S8vLxUvHhxXbx48aZq7tChgypUqOAMTXP7/ru7uyskJETffvut/vzzT2d7XFycvv/+++vu9+rzXbx4cXl5ebkcR+Zzrq4Obdu1a6eMjAy99957Wbabnp6epX922rVrp127dmVba3JystLT0yVJTZo0UXp6uj777DNne0ZGhubOnXvdfQAAcLOYKQUAAPLM4MGDtWTJEh0+fFj/+Mc/XNq6du2qWbNm6YUXXpCvr6927NiRr7MwSpUqpZ49e6pLly5KTEzU7Nmz5e3trW7dukm6fHvga6+9poEDB6p9+/bq0qWLypcvrz///FPbtm2Th4eHPvjgg5va96BBg7RixQoNHDhQffr0UalSpbR48WLFx8dr+vTp2d6aeCM6duyoF198USdPntTgwYNd2ry8vDR8+HC9/fbbOn78uFq2bKnixYsrPj5e69atU7du3dS/f/9b2r8kjR07Vj169FDnzp0VGRmpypUr6/jx44qOjtaSJUuyXcfDw0Mvv/yynnvuOXXp0kX//Oc/VaZMGZ04cULr169XYGCgxo0bpyNHjqhv375q27atatSoIXd3d61bt04JCQmKiIi4qXqLFCmixx57TBMnTtSGDRvUpEmTXL//Tz31lDZu3KgePXqoR48ecjgcmjt3rv7xj39o//7919xvRESE6tevLx8fH91///3au3ev1qxZ4/IAcR8fH0nSa6+9prCwMLm7uzvXi4yM1MyZM7V//36FhoaqSJEiOnLkiFavXq0XXnhBbdu2veb++/fvr++++06DBw9W586d5ePjo9TUVB08eFBr1qzRt99+qzJlyig8PFyBgYHOcVOjRg198803SklJuanzDQBAbhBKAQCAPOPt7a2OHTvq66+/ztL25JNPKikpSWvWrNGqVavUpEkTffjhhzk+gPlWDR48WAcOHNCsWbN07tw5NWrUSC+99JJzVookNWjQQJ9//rnee+89zZ07V+fPn5enp6f8/f0VGRl50/suV66cFixYoLfeektz585VWlqa7Ha7PvjgAzVr1uyWj61NmzZ69dVXdfHiRec38l1p0KBBqlq1qj755BO9++67ki4/0Dw0NFTh4eG3vH/p8kPXFy5cqKlTp+qzzz5TWlqaKlasqHbt2l1zvQ4dOuiBBx7QrFmz9NFHH+nixYsqX768goKC1KVLF2etERER2rJli5YuXSp3d3c99NBDeuedd9SmTZubrjkyMlLvv/++oqKi1KRJk1y//76+voqKitLEiRM1depUPfjgg3r66ad16NAh5y2ZOenTp4++++47bdq0SRcvXlTFihU1fPhwl2CwdevW6tOnj1asWKGlS5fKGOMM31555RX5+vpqwYIFmjJlitzd3VWpUiV17NjRZYZcTu677z7NmTNHM2fO1OrVq7V48WJ5eHioatWqGjZsmEqUKCHpckj7/vvv67///a+WLl0qNzc3hYeHa8yYMXr44Ydv4mwDAHB9buZmngwKAAAA3OWGDh2q2NhYffPNNwVdCgAAtyWeKQUAAABcx4ULF1xeHzlyRBs2bFD9+vULqCIAAG5/3L4HAAAAXEfLli3VuXNnValSRcePH9eCBQtUpEgRDRgwoKBLAwDgtkUoBQAAAFxH48aNtWLFCp06dUpFixZVnTp1NGLECFWtWrWgSwMA4LbFM6UAAAAAAABgOZ4pBQAAAAAAAMsRSgEAAAAAAMByhFIAAAAAAACwHKEUAAAAAAAALEcoBQAAAAAAAMsRSgEAAAAAAMByhFIAAAAAAACwHKEUAAAAAAAALEcoBQAAAAAAAMv9HyPYJMgmxwS1AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check if 'County' and 'City' columns are present and contain data\n",
    "if 'County' in ev_data.columns and 'City' in ev_data.columns:\n",
    "    # Get the distribution of EV registrations by county\n",
    "    ev_county_distribution = ev_data['County'].value_counts()\n",
    "    \n",
    "    # Select the top 3 counties with the highest EV registrations\n",
    "    top_counties = ev_county_distribution.head(3).index\n",
    "    top_counties_data = ev_data[ev_data['County'].isin(top_counties)]\n",
    "    \n",
    "    # Analyze distribution within cities in the top counties\n",
    "    ev_city_distribution_top_counties = (top_counties_data.groupby(['County', 'City'])\n",
    "                                        .size()\n",
    "                                        .sort_values(ascending=False)\n",
    "                                        .reset_index(name='Number of Vehicles'))\n",
    "    \n",
    "    # Select the top 10 cities for visualization\n",
    "    top_cities = ev_city_distribution_top_counties.head(10)\n",
    "    \n",
    "    # Set up the plot for the top cities in the top counties\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    sns.barplot(x='Number of Vehicles', y='City', hue='County', data=top_cities, palette=\"magma\")\n",
    "    \n",
    "    # Add title and labels\n",
    "    plt.title('Top Cities in Top Counties by EV Registrations', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Number of Vehicles Registered', fontsize=12)\n",
    "    plt.ylabel('City', fontsize=12)\n",
    "    \n",
    "    # Customize legend and layout\n",
    "    plt.legend(title='County', loc='upper right')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"Required columns 'County' and 'City' are missing or contain no data.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_23341/2000093113.py:8: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=ev_type_distribution.values, y=ev_type_distribution.index, palette=\"rocket\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check if 'Electric Vehicle Type' column exists and contains data\n",
    "if 'Electric Vehicle Type' in ev_data.columns and not ev_data['Electric Vehicle Type'].isnull().all():\n",
    "    # Get the distribution of electric vehicle types\n",
    "    ev_type_distribution = ev_data['Electric Vehicle Type'].value_counts()\n",
    "    \n",
    "    # Set up the plot\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.barplot(x=ev_type_distribution.values, y=ev_type_distribution.index, palette=\"rocket\")\n",
    "    \n",
    "    # Add title and labels\n",
    "    plt.title('Distribution of Electric Vehicle Types', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Number of Vehicles Registered', fontsize=12)\n",
    "    plt.ylabel('Electric Vehicle Type', fontsize=12)\n",
    "    \n",
    "    # Adjust layout for better readability\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"The 'Electric Vehicle Type' column is missing or contains no data.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_23341/3254258363.py:8: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=ev_make_distribution.values, y=ev_make_distribution.index, palette=\"cubehelix\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check if 'Make' column exists and contains data\n",
    "if 'Make' in ev_data.columns and not ev_data['Make'].isnull().all():\n",
    "    # Get the distribution of EV manufacturers and limit to top 10\n",
    "    ev_make_distribution = ev_data['Make'].value_counts().head(10)\n",
    "    \n",
    "    # Set up the plot\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.barplot(x=ev_make_distribution.values, y=ev_make_distribution.index, palette=\"cubehelix\")\n",
    "    \n",
    "    # Add title and labels with improved formatting\n",
    "    plt.title('Top 10 Popular EV Makes', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Number of Vehicles Registered', fontsize=12)\n",
    "    plt.ylabel('Make', fontsize=12)\n",
    "    \n",
    "    # Adjust layout for readability\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"The 'Make' column is missing or contains no data.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Verify if 'Make' and 'Model' columns are available and contain data\n",
    "if 'Make' in ev_data.columns and 'Model' in ev_data.columns:\n",
    "    # Selecting the top 3 manufacturers by vehicle registrations\n",
    "    top_3_makes = ev_make_distribution.head(3).index\n",
    "    top_makes_data = ev_data[ev_data['Make'].isin(top_3_makes)]\n",
    "    \n",
    "    # Analyze distribution of EV models within these top manufacturers\n",
    "    ev_model_distribution_top_makes = (top_makes_data.groupby(['Make', 'Model'])\n",
    "                                       .size()\n",
    "                                       .sort_values(ascending=False)\n",
    "                                       .reset_index(name='Number of Vehicles'))\n",
    "    \n",
    "    # Limit visualization to the top 10 models for clarity\n",
    "    top_models = ev_model_distribution_top_makes.head(10)\n",
    "    \n",
    "    # Set up the plot for the top models in the top 3 makes\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    sns.barplot(x='Number of Vehicles', y='Model', hue='Make', data=top_models, palette=\"viridis\")\n",
    "    \n",
    "    # Add title and labels\n",
    "    plt.title('Top Models in Top 3 Makes by EV Registrations', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Number of Vehicles Registered', fontsize=12)\n",
    "    plt.ylabel('Model', fontsize=12)\n",
    "    \n",
    "    # Customize legend and layout\n",
    "    plt.legend(title='Make', loc='center right')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"Required columns 'Make' and 'Model' are missing or contain no data.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check if 'Electric Range' column exists and contains data\n",
    "if 'Electric Range' in ev_data.columns and not ev_data['Electric Range'].isnull().all():\n",
    "    # Set up the plot for the distribution of electric vehicle ranges\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.histplot(ev_data['Electric Range'], bins=30, kde=True, color='royalblue')\n",
    "    \n",
    "    # Add title and labels with improved formatting\n",
    "    plt.title('Distribution of Electric Vehicle Ranges', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Electric Range (miles)', fontsize=12)\n",
    "    plt.ylabel('Number of Vehicles', fontsize=12)\n",
    "    \n",
    "    # Calculate and display the mean electric range\n",
    "    mean_range = ev_data['Electric Range'].mean()\n",
    "    plt.axvline(mean_range, color='red', linestyle='--', label=f'Mean Range: {mean_range:.2f} miles')\n",
    "    \n",
    "    # Add legend\n",
    "    plt.legend(loc='upper right')\n",
    "    \n",
    "    # Display the plot\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"The 'Electric Range' column is missing or contains no data.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check if 'Model Year' and 'Electric Range' columns exist and contain data\n",
    "if 'Model Year' in ev_data.columns and 'Electric Range' in ev_data.columns:\n",
    "    # Calculate the average electric range by model year\n",
    "    average_range_by_year = ev_data.groupby('Model Year')['Electric Range'].mean().reset_index()\n",
    "    \n",
    "    # Set up the plot for the average electric range by model year\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.lineplot(x='Model Year', y='Electric Range', data=average_range_by_year, marker='o', color='green')\n",
    "    \n",
    "    # Add title and labels with improved formatting\n",
    "    plt.title('Average Electric Range by Model Year', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Model Year', fontsize=12)\n",
    "    plt.ylabel('Average Electric Range (miles)', fontsize=12)\n",
    "    \n",
    "    # Add grid for easier reading of data points\n",
    "    plt.grid(True, linestyle='--', alpha=0.7)\n",
    "    \n",
    "    # Display the plot\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"Required columns 'Model Year' and 'Electric Range' are missing or contain no data.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Verify if 'Make', 'Model', and 'Electric Range' columns are present and contain data\n",
    "if 'Make' in top_makes_data.columns and 'Model' in top_makes_data.columns and 'Electric Range' in top_makes_data.columns:\n",
    "    # Calculate the average electric range by model within each make\n",
    "    average_range_by_model = (top_makes_data.groupby(['Make', 'Model'])['Electric Range']\n",
    "                              .mean()\n",
    "                              .sort_values(ascending=False)\n",
    "                              .reset_index())\n",
    "    \n",
    "    # Select the top 10 models with the highest average electric range\n",
    "    top_range_models = average_range_by_model.head(10)\n",
    "    \n",
    "    # Set up the plot\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    sns.barplot(x='Electric Range', y='Model', hue='Make', data=top_range_models, palette=\"cool\")\n",
    "    \n",
    "    # Add title and labels with improved formatting\n",
    "    plt.title('Top 10 Models by Average Electric Range in Top Makes', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Average Electric Range (miles)', fontsize=12)\n",
    "    plt.ylabel('Model', fontsize=12)\n",
    "    \n",
    "    # Customize legend and layout\n",
    "    plt.legend(title='Make', loc='center right')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"Required columns 'Make', 'Model', and 'Electric Range' are missing or contain no data.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check if 'Model Year' is present\n",
    "if 'Model Year' in ev_data.columns:\n",
    "    # Aggregate EV registrations per year and filter up to 2023\n",
    "    ev_registration_counts = ev_data['Model Year'].value_counts().sort_index()\n",
    "    time_series_data = ev_registration_counts[ev_registration_counts.index <= 2023].rename_axis('Year').reset_index(name='Registrations')\n",
    "    \n",
    "    # Plot EV registrations up to 2023\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.lineplot(x='Year', y='Registrations', data=time_series_data, marker='o', color='blue')\n",
    "    plt.title('EV Registrations Over Time (Up to 2023)', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Year', fontsize=12)\n",
    "    plt.ylabel('Number of Vehicles Registered', fontsize=12)\n",
    "    plt.grid(True, linestyle='--', alpha=0.7)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"The 'Model Year' column is missing or contains no data.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKYAAAJOCAYAAACN2Q8zAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC23ElEQVR4nOzdd1gU19vG8e+CoKLYNfbeK9gQxRK7xt6T2KLG3iuaZouo0Wg0zZ6gxl5jjSax9xZ772KswQZK2/eP/TEvK6Cwgot6f66La3dnZmeenT2L7s05Z0xms9mMiIiIiIiIiIjIa+Zg7wJEREREREREROTdpGBKRERERERERETsQsGUiIiIiIiIiIjYhYIpERERERERERGxCwVTIiIiIiIiIiJiFwqmRERERERERETELhRMiYiIiIiIiIiIXSiYEhERERERERERu1AwJSIiIiIiIiIidqFgSkRE5A1z/fp1ChQoYPzs3bvX3iXJG2jbtm1GGxoxYoS9y5EY2rt3r9Xn//r166+0v6lTpxr7qlq1ahxVaX8Rz9Hy5cvjbX9Hjx41lvfr1++VjyMi8i5KZO8CRETk3bZ3717atm370u0aN27M2LFjmT59OhMnTjSWL1myhOLFi0f5nKFDhxpfIJycnNi2bRtp0qSJ9hjXr1+nWrVqVsvy58/P77//HmnbCxcu8MEHH2A2m41lZcuWZe7cuS99LW+SAgUKGPd9fHxo0qRJjJ8b1fmMytt43uKTt7c3K1asAGw/d2azmW+//RYAR0dHOnToYLW+atWq3Lhx46X7OXPmTKyPLdF7/vfhn3/+SdasWe1YUfQi/m4ASJMmDVu3bsXZ2dlq+YMHD6hcuTKBgYHGsixZsvDXX3+9ljrjW/HixSlbtiz79u1j/fr1fPrppxQuXNjeZYmIvFHUY0pERN4oDRs2xMHh///5WrVqVZTbPX36lI0bNxqPK1eu/MJQKjpnz56NskfS3LlzrUIpkTfJpk2bOHXqFABVqlQhW7Zsdq5IYip79uwMHjzY+EmVKpW9SwLg/v37rFmzJtLyxYsXW4VSb6PwMNFsNjNlyhQ7VyMi8uZRjykREUlQ6tatS9GiRSMtz5cvHwDvvfce5cuXZ8eOHQCsXbsWb29vnJycrLbftGkTT548MR43btzY5prmzp2Lh4eH8fjhw4fRBmLxKSgo6LUfMy5VqFCBChUqRFqeKVOmeD3u48ePSZ48ebwe402zcOFC4/4HH3zwwm2zZcvGhx9+GN8lSQxlypSJjh072ruMKM2bN8+qV2VoaCgLFiywY0WvR+XKlUmePDmPHz9m27Zt/Pvvv2TMmNHeZYmIvDEUTImISIJSsWLFlw4Xa9q0qRFM/ffff2zbti3SkLGIwVHatGmpUqVKrGtxcHAgLCyMv/76ixs3bpAlSxYAli5dSkBAAGAZBhUaGhrl8zdt2sQff/zB6dOnuXfvHg8fPsTJyYlMmTJRrlw5OnToEGmYTps2bdi3bx9gCdM6dOjA5MmTOXjwIP7+/qxcuRJXV9doa96wYQP9+/c3amratCmjR4/GwcGBoKAgFi9ezPr16zl37hwBAQGkSpWKkiVL8sknn+Du7h5lHeGGDh3K0KFDAduG4ri7u8foC/XTp09ZuHAhGzZs4MKFCwQGBpIiRQqKFClC48aNqVu3rtX2zw9/+uOPP9i8eTNLly7l2rVrVKpUiR9//BGAsLAwVq9ezerVqzl16hSPHj0iefLkFC9enI8//pjKlStHWdOFCxeYN28ee/fu5ebNm4SFhZEuXTqKFy9Ohw4dKFasGACnTp1i0aJFnDhxgn///ZcHDx5gNptJly4dJUqUoHXr1pQuXdpq3yEhIcybN4/169dz4cIFAgICcHV1JV26dBQpUoTKlSvzwQcfsHz5cuP8h9u3b5/VkCpfX1+rEDUqN2/eZPfu3YBliOv777//wu1jEoRMmDCBGTNmAODq6sqaNWuML+YHDhygTZs2hIWFATB+/HgaNmwYaainr68vN2/exNfXl/Pnz5MsWTKqVKnCgAEDSJcuXaRjHj9+HF9fXw4cOMCdO3dIlCgRWbJkwcvLi/bt20cKBp7/bHXt2pUpU6awc+dOAgICyJs3Lz169KB69eqRjvX48WPmz5/P5s2buXjxIs+ePSNdunSUK1eOjh07GsF5uKlTp/L9998Dls/KqlWr+PHHH9mwYQN37tzhvffeo3nz5nTp0gWTyQREHhoHWJ2f8OHMLxruZ0v7iwvhvytPnDjBgQMHjGNs3rzZGBL6ot+VEPvPPVg+O7Nnz2bp0qX4+fmRMWNGmjRpwqeffvrSmg8cOMD8+fM5fPgwd+/exdnZmXz58tGgQQNatGgR6Y8dL+Ls7EyVKlVYs2YNoaGhrFixgm7dusX4+SIi7zoFUyIi8sapXr06KVKk4OHDh4AlhIr4Be7OnTvs2rXLeFy/fn0SJYr9P3lVq1Zl8+bNhIaGMn/+fAYPHkxYWBjz588HIF26dGTLlo3Dhw9H+fzff//dajghQHBwMBcuXODChQusWrWK3377LcovpGCZv6dly5ZGCPYymzdvZuDAgcaXv48++ogvv/wSk8nE/fv36dChgzF8K9ydO3fYuHEjmzZtwtvbm3bt2sXoWPHlzp07fPLJJ5w7d85q+b1799i2bRvbtm1jw4YNfPvtt9G+p8OGDePAgQORlj99+pRu3bpZtQ2whJtbt25l69atfPLJJ3h7e1utX7JkCSNGjCA4ONhq+fXr17l+/TolSpQwgqmDBw9G2UPEz88PPz8/NmzYwJgxY6zC188//9yYMyqcv78//v7+nD9/nsuXL7+0V1Ns7Nq1ywiJChQogIuLyyvvs0+fPuzevZvjx4/z6NEjPv/8c2bOnElAQABDhw41jle/fn0aNmwY5T5+/PFH9uzZYzx+9uwZy5cvZ//+/SxevNhqKO4vv/zCuHHjjP2CpUfhuXPnOHfuHEuXLuWHH36INqQ7efIkTZo0sepVefLkSXr27MmcOXPw9PQ0ll++fJkOHTpEmnPr5s2brFixgrVr1zJ+/Hjq1KkT5bGePHlCy5YtuXDhgrHs+vXrTJo0iWfPntGnT58on2cLW9pfXKhSpQp///03ZrOZuXPnGsFU+Pxnzs7OlCtXjm3btkX5fFs/94MHD2bt2rXG42vXrvHdd9/xzz//vLDeSZMm8fPPP1stCw4O5siRIxw5coR169YxY8aMWH023N3djaGMu3btUjAlIhILCqZERCRB2b59O//991+k5XXr1jWGfDk7O1O3bl1jONLff//Nw4cPSZEiBYDxV+twtg7j8/T05OrVq5w9e5Zly5bRq1cvdu7caVwFq1WrVpF6FUXk6uqKl5cXuXPnJmXKlDg5OXH37l02b96Mn58fjx8/tupp8ryTJ0+SKFEiGjZsSI4cObh48WKkiYXDbd26lb59+xrhyfMBy6BBg4xQKlmyZNSrV4+MGTNy6NAhtm/fTlhYGD4+PhQtWpRSpUrx4YcfUqVKFcaPH2/sI+Iwyxf12orO4cOHmTVrVqTllSpVMnqcDBw40OrLaa1atcibNy+7du0yAsCNGzfy888/07NnzyiPc+DAAfLly8f777+P2WzG0dERgDFjxhihlJOTEx988AE5cuTg7NmzbNiwAbPZzJw5cyhSpAj169cH4MiRI3z55ZdGAJIoUSJq165Nrly5uHXrFtu3b7c6trOzM25ubhQsWJBUqVKRLFkyHj16xO7duzl27Bhms5lx48ZRt25dkiRJwpMnT1i9erXV6y1cuDCPHj3Cz8+P/fv3G+uKFSvG4MGDWbduHcePHwciD7PLnj37S9+HiKFdVMNmn3fz5s0o37d8+fJRqVIl43xOnDiRxo0bExAQwPbt21myZAmnTp3i6tWrAGTNmpXhw4dHe5w9e/bg4eFB6dKlOXTokNGr69q1a3zzzTf4+PgAsH//fsaOHWvM8ZY5c2Y++OADAgICWL58OYGBgTx69IjevXvzxx9/kDJlykjHOnPmDClTpqR9+/Y8ffqUJUuWEBoaitlsZubMmUYwFRoaSs+ePY1QKk2aNNSrV4+UKVOyY8cODh8+TFBQEEOGDKFo0aJRztXl7+/Pw4cPadSoERkyZGDJkiXG7zhfX1+6deuGs7MzgwcP5urVq1bDLLt27Wr8Xnu+V1ZUYtv+4krOnDmpXLkyW7ZsYfPmzfz777/4+/sb7fdlwaotn/sNGzZYhVI5cuSgTp063Lp164VDrdeuXWsVSnl5eVGyZEnu3bvHihUrCAgI4MCBA/j4+DBq1KgYn4PwcBrgn3/+ISgoKNrf1yIiYk3BlIiIJCjr1q1j3bp1kZYXLVrUai6ipk2bGl/ggoKCWL9+PS1btgSsh/EVLlyYggUL2lxPmzZt+OKLL/D392f16tXGFyEnJ6eXBlNff/01wcHB/PPPP1y+fJnHjx+TMWNGypUrZ1wtcM+ePQQHB0c7bOS7776LNLTo+cvD79q1izlz5hihVNeuXa0uW3769Glj6CNYeqaUK1fOeNy5c2e2bt1qBDOlSpUyhs1EDKZiMszyRXbu3MnOnTsjLU+dOjX58uXj1KlTVj1mOnXqxKBBgwDo0aMHH3/8sfElde7cuXTv3t1qIvxwbm5u+Pr6kjhxYmOZv78/y5YtMx6PGDGCpk2bWj3+7bffAJg9e7YRTM2aNcsIpRwcHPj111+thkIFBQVx//5943GLFi1o0aIFp0+f5uzZs/j7++Po6Ei1atU4duyYUcvx48cpXbo0ISEhRoiaPHlyJkyYYPVl1mw2G+93vnz5yJcvH+fOnTOCKVvmG7p27ZpxPybze127ds2qHYRr3LixEUyBJZz47LPP+OyzzwBL+3/69ClgCfQmTJjwwrm+vLy8mDlzJiaTCbPZTKdOnYx2+/vvv/Pll1+SNGlS5syZY4RSyZIlY+nSpaRNmxawzPXTuXNnwHKeV6xYQfv27SMdy2Qy8csvvxhXT0ucODG//vorgHFuAbZs2WIEJo6OjixYsICcOXMC0K1bNxo1asTZs2d59uwZ8+bNizTUMlzE3oglSpSgR48egGWI4KVLlyhQoAAdO3Zk7969VsFU8+bNY3VVvti2v7jUtm1btmzZQkhICL/99ht37twx1rVp0ybaq0fa+rlfsmSJ8RxXV1cWL15sTASfM2dOJk2aFOXxZs6cadxv1KgR48aNMx6XKVOGvn37ArB8+XIGDBgQ48nlIw4dffbsGbdv306wV1QUEUloFEyJiMgbqXjx4uTNm5fz588DljCqZcuWnD171mq42qsOWWnQoAETJ07E39+f77//ntu3bwNQu3Zt0qdP/8Lnrl69mjFjxkTZAyxcUFAQ//33HxkyZIi0Ln/+/FHOd/O8iH/97927t/GlN9yhQ4esHr9ouF50wxJfh+ePHbGnm6OjI/Xr1ze28ff359KlS+TJkyfSfjp06GAVSoGlB0NISIjxeNiwYQwbNizKOk6dOkVgYCBJkybl4MGDxnIvL69IX+adnZ2tvpCeOHGCIUOGRBqS9Lx///0XgJQpUxph0+PHj6lWrRrFihUjR44cFChQAE9Pzzi/Yl7EIC2q3kSvolmzZmzfvp0NGzZYXYmte/fuVnOYRaV+/frGfEsmk4n69esbwVRwcDBnz56lRIkSHDlyxHhOxYoVjVAK/v/qm+GvMeK2Ebm5uRmhFECuXLmM+w8ePDDuR/zshIaGUqtWrWjrj+6z4+joSKtWraI8FmAMSY4LsW1/calChQrG7+RFixYZ73/JkiUpUqRItM+z9XMfMUCsWLGiVYDUoEGDKIOpwMBAq38fVq5cycqVK6OsKyQkhKNHj1qFry/yfIB1//59BVMiIjGkYEpERBIUHx+fGIdJjRo1YsKECYDlC+S1a9esvmQ4OTlRr169V6onSZIkNG/enBkzZhihFGA1+XBUwr8gRpwDJzrRXW3v+S+wL2MymaIMMSJ+0X6ZiKFFXOvZsye9evWKdv3zdUYMHIBIE2BH97py58790n2/iNlsxt/fn6RJk1o972VfMp8+fUqXLl2seopEJ+J7PmHCBAYMGMD58+e5ffs2f/75p7HOwcGBtm3bRtsT53UoW7ZstL1dotKmTRs2bNhgPA7vXfgyz7/fzz8OD3AividRTYqeLl06ox1HF/qEX8gg3PO91MLFxWcnbdq0VkHp88O7YvI7IiZsbX9xqXXr1gwfPhx/f39j2ct+V9r6uX/06FGMnxPu4cOHVu/vy8Tm92Fs9isiItYUTImIyBurYcOGTJo0yZgbZsWKFcbkswDvv/8+qVOnfuXjfPzxx8yZM8focePm5kbx4sVf+JwNGzYYXzhNJhMTJ07k/fffx8XFha1btxrDjV4kphPv5s6dm4sXL2I2mxk6dCguLi5WPa2e7xXTu3fvOJ1fJq48X+e9e/es3r+7d+++cPtwSZMmfem+27dvH2UvtXDhc2ilTJmSe/fuAZGHUD5v//79VqFAhw4d+PTTT0mTJg2BgYG4ublF+byCBQuydu1azpw5w8mTJ7l8+TInT55k27ZthIWF8csvv/D+++9bDb98FRHPaVz21gHLEKbn55EKDg7myy+/5Icffnjhc8PPc3SPw+daiviePN8mnl8W/pznPT90Nryn1vMitpvEiRO/cKLy6OZdi+mxXpWt7S8uNWrUiEmTJhnhUaZMmahRo8YLn2Pr597V1dUIwJ5vK1G1i/DnRFS1atUXDml8UU+v5z0fsEWcrF9ERF5MwZSIiLyxMmTIgJeXF1u3bgUscwNFHD4UV1eeypQpE9WrVzd6gbRp0+alz4nYY8DV1ZU6deoY8yGtX78+TuoK99lnnzFz5kx2795NSEgI/fr1Y9q0aZQvXx6wDKWJKHXq1Hz00UeR9nPu3LlIX64SJUpkBHIRz218eL7OFStWGHPNhIaG8vvvvxvrUqVKFaseZSVKlLC6XH2iRIminJvp+vXrXLp0yZgLqVSpUvzxxx+AZY6sgwcPUqpUKWP7kJAQ7t27x3vvvWf1noNlaFr4l9MXveenTp2iUKFCFChQwOoKjQ0aNODMmTOAZSL88GAq4lXJbHlPsmXLZkyAfvPmzVg//0XGjRtnDCPLnDkz//33H4GBgWzevJmFCxe+sOfU77//TsOGDY05piK+305OTuTPnx+wXP1s8+bNgOViCffu3TN6zGzdutWql8vLhg++TMTnP3v2jLx581K5cuVI2/3zzz9xMtH181eaDJ+jKyZsbX9xKWnSpDRr1syYLP/DDz986RVRbf3cFy1a1BjquX37dvz9/Y3hdBEvKBCRi4sLhQoVMobz+fv707Zt20jh4aNHj9i2bVuMJpwPF/GzlDhx4hcG3yIiYk3BlIiIJCjRXZXP1dWVFi1aRFreuHFjI5iK+CU9ffr0VKxYMc7qGjJkiDEhdlRfTJ8XMTR5+PAhnTt3xt3dnUOHDllNRB4XnJyc+P7772nTpg0nT54kKCiIHj16MGvWLEqWLEnBggWpUKGCMfH4qFGj2LZtG0WLFsVkMuHn58fhw4e5cOECPXv2tOpB8N577xlXJJszZw7+/v4kSZKEwoULG1cuiysFCxbE09PTuBrbzJkzuXbtGvny5WPnzp1Wc9G0adMmyonPo5MqVSqaNm3K4sWLjX0fP34cd3d3EidOzK1bt/jnn384efIkjRs3NtpOx44d2bx5M2FhYYSGhtKuXTvjqnx3795lx44dfPzxx7Rv3z5SUDZo0CDq1KnDjRs3ov2iDJYJqzNkyEDp0qXJkCEDyZMn5/Tp00YoBdY9Pd577z3j/okTJxg9ejSZMmXCycnppcOmwBIErFixArAEXi8T3VX5wPpqmVu2bGH+/PmAZQji+PHjOXv2LCNHjgRg7NixlClTJsp5wQB27NhBu3btKFOmDAcPHjTaAVhClvCecO3bt+fPP//EbDbz5MkTmjVrRr169QgICLCa4D5VqlQ2X5EzXJUqVciTJw8XLlwALJNx16xZkzx58mA2m7l69SoHDhzgxo0b+Pj4UKhQoVc6XsT3FiyT8lesWBFHR0eqVq36wjDW1vYX1zp16mSETR4eHi/d3tbPfbNmzYzfpY8ePaJFixYxuipfx44dGThwIGAZAt6gQQPef/99UqZMib+/PydPnuTgwYNkyJDhpVcTjCjinFfFixfXFflERGJBwZSIiCQo0V2VL0uWLFEGU9WqVSNVqlRR9hZ42V/qYyNz5sxkzpw5xts3adKEOXPmGPNSbd++ne3btwOWMC08GIgryZMnZ8aMGXz44YdcvXqVgIAAunTpgq+vL4UKFeKbb76hY8eOnDp1irCwMP7++2/+/vvvl+63Ro0a/PLLL4Dl6mxTpkwBLMMb4zqYAvjmm29o3769Man9xo0b2bhxo9U2tWrVomvXrrHe97Bhw7h+/Tq7du0CLFdEjHg1sKi4ubkxcuRIRowYQXBwMMHBwVY9OCIqWrQoFStWNN7n8+fPM3XqVODl7/n169ejHSqYNWtWateubTyuXr06P/74I2FhYYSFhRnzP7m4uMQomPL09DR6JZ0+fdqY6D060V2VD/7/apl37tyxmgcrPGAqXbo0mzdvZteuXQQGBjJw4EAWLVoU5Zf2KlWqsGXLFvbu3Wu1PEuWLEaQAJYrp3l7ezNu3DjCwsLw8/Nj+vTpVs9xdXVlypQp0Q7li6lEiRLxww8/0LFjR27cuEFwcLBxZc74kDVrVgoXLmwEhvv27TOu/JklS5YXBlOv0v7iUpo0aWJ00YaIbPnc16lThw0bNhg9Wa9cuWJcCKJs2bLRXjG1fv36nDt3jmnTpgFw8eJFLl68GKt6oxIxQAvvrSoiIjET8z81ioiIJEDOzs5R/lX7VXtKvKpUqVLx22+/UbNmTZInT06SJEkoVqwY33//fbzVli5dOmbNmmVM/Pvw4UM6dOjAhQsXSJs2LYsXL2b48OGUK1eO1KlT4+joiIuLC7lz56ZBgwZMmDAh0vC2fv360bZtWzJmzIijo2O81B1R+vTpWbp0Kd7e3ri7u+Pq6kqiRIlIkyYNFStWZNKkSUyZMsWm0DFp0qTMmjWLiRMnUrlyZdKlS0eiRIlIkiQJ2bNnp1atWowaNQpvb2+r5zVv3pxVq1bx4Ycfkjt3bpImTYqzszOZMmWiVq1aVkP7pk6dSrt27UifPj1OTk7kyJGD/v378/XXX0db1/Dhw2nSpAkFChQgTZo0JEqUCBcXFwoUKECnTp1YsmSJVY+pQoUKMXHiRIoUKRLp6oMxkS1bNsqWLQtYhqdt2bIl1vuIKHxus/AhdHny5KFfv36AZT4lHx8fIyA6efJklFdLA8ucSN9++63xusJ7PC1cuDDS5Nbt27dn8eLFNGzYkCxZsuDk5ESSJEnIkycP7du35/fff49Rb52YyJUrF6tXr2bQoEG4u7uTMmVKHB0dSZYsGQUKFKB58+b88MMPr3yhhXBTp06lRo0apEqVKtbzUdnS/hICWz/3EyZMoF+/fmTLlg0nJyeyZMlC165dmTlz5guP179/fxYsWECDBg3ImjUrzs7OODk58d577+Hl5UX//v2NQD4mgoKCjM+Rg4OD3f/9ERF505jMuoSEiIiIyDtl/fr19O3bF4CaNWsaPWtep+vXr1OtWjXjsa+vb5yFSSKv06ZNm+jZsydguehGeM8tERGJGfWYEhEREXnH1KpVy5ho/a+//nrpFQdFJHq+vr6ApYdgr1697FyNiMibR8GUiIiIyDvGwcGBAQMGAJYrC86ePdvOFYm8mY4ePWrMZ1WnTh2KFCli54pERN48mvxcRERE5B1UuXJlqyv/iUjsFS9eXJ8jEZFXpDmmRERERERERETELjSUT0RERERERERE7ELBlIiIiIiIiIiI2IXmmLKjsLAwQkJCcHBwwGQy2bscEREREREREZFXZjabCQsLI1GiRDg4vLhPlIIpOwoJCeHYsWP2LkNEREREREREJM4VK1YMZ2fnF26jYMqOwlPDYsWK4ejoaOdq5E0UGhrKsWPH1IbktVPbE3tQuxN7UdsTe1HbE3tR25NXFd6GXtZbChRM2VX48D1HR0d92OWVqA2JvajtiT2o3Ym9qO2Jvajtib2o7cmrism0RZr8XERERERERERE7ELBlIiIiIiIiIiI2IWCKRERERERERERsQvNMfUGCA0NJTg42N5lSAIUGhoKwNOnTzX2W14rtb2Ez8nJSe+NiIiIiCR4CqYSMLPZzL///ou/v7+9S5EEymw2kyhRIq5cuRKjSeVE4ora3pshVapUZMyYUe+RiIiIiCRYCqYSsPBQKkOGDLi4uOiLhURiNpsJDAwkadKkah/yWqntJWxms5mAgABu374NQKZMmexckYiIiIhI1BRMJVChoaFGKJU2bVp7lyMJlNlsJiwsjCRJkigckNdKbS/hS5o0KQC3b98mQ4YMGtYnIiIiIgmSJj9PoMLnlHJxcbFzJSIi8qYK/zdE8xSKiIiISEKlYCqBU08EERGxlf4NEREREZGETsGUiIiIiIiIiIjYhYIpeacUKFCAzZs327sMli9fTunSpe1dhpWEcm4GDRrEzz//bO8y3lj379/H09OTf//9196liIiIiIiIvJSCqbdcaChs2QILFlhuQ0Nfz3EPHz5MoUKF6Ny5c6yfW7VqVX755Ze4LyoGvL29KVCgAAUKFKBIkSJUrVqV8ePH8+zZszg9Tt26ddm4cWOMto3rEGvq1Kk0bNgw0vIdO3ZQqVKlODuOLU6fPs22bdto06aNsSy69hDd64iNuNgHwPXr1xk2bBhVq1alePHiVK9enSlTphAUFGS13enTp/noo48oVqwYlStXZsaMGVbrFy9ezEcffUSZMmUoU6YM7du35+jRo5Fqrl27Nm5ubsY2//zzj7E+TZo0NGrUiClTprzy6xIREREREYlvCqbeYsuXQ86c8P778NFHltucOS3L49vSpUtp3bo1+/fv59atW/F/wDhUsWJFduzYwebNmxk2bBiLFi2K8y/5SZIkifOrLT4fgsRW+vTpcXZ2jqNqbDN37lxq1apFsmTJ7FpHbF28eBGz2czIkSNZu3YtQ4cOZeHChUyaNMnY5vHjx3Ts2JHMmTOzfPlyBg8ezPfff8+iRYuMbfbu3csHH3yAr68vCxcuJFOmTHTo0MHqM5QzZ06+/PJLfv/9d3777TeyZMlChw4duH//vrFNkyZN+P333/H3938tr19ERERERMRWCqbeUsuXQ7NmcP269fIbNyzL4zOcevLkCevWrePDDz+kSpUqrFixItI2f/31F02bNqVYsWJ4eHjQo0cPANq0acONGzfw8fExei5B1D1bfvnlF6pWrWo8Pnr0KJ988gkeHh6UKlWK1q1bc+LEiVjX7+zsTPr06cmUKRPVq1enfPny7Nq1y1gfFhbGtGnTjN4xDRo0YMOGDVb7+PPPP6lZsybFihWjTZs2rFixggIFCvDw4UMgci+o06dP06ZNG9zd3SlZsiRNmjTh2LFj7N27l6FDh/Lo0SPjfEydOhWw9CT68ccf+eKLLyhVqhRffvklAN988w21atWiRIkSVKtWjcmTJxtX5Fq+fDnff/89p0+fNva3/H+N4fmhfGfOnKFt27YUL14cDw8PvvjiC548eWKs9/b2pnv37syaNQsvLy88PDwYMWKE1dW/5s+fb5yH8uXL07t372jPe2hoKBs3brR6T2OjTZs2jBw5kpEjR1KqVCk8PDyYPHkyZrM5yu1fdC78/Pzo1q2b8X706dOHu3fvRnvsSpUq4ePjg5eXF9myZaNatWp06NCBP/74w9hm9erVBAcHM2bMGPLly8cHH3xAmzZtmDNnjrHNxIkT+fjjjylUqBB58uRh9OjRhIWFsXv3bmOb+vXrU758ebJly0a+fPkYOnQojx8/5syZM8Y2+fLlI0OGDGzatMmmcykiIiIiIvK6JLJ3ARJzZjMEBLx8u9BQ6N3bsn1U+zCZoE8fqF4dHB1fvC8XF8v2sbF+/Xpy585N7ty5adCgAWPGjKFLly7G1aG2bNlCz5496dq1K+PHjyc4OJitW7cC/x9AtWjRghYtWsTquE+ePKFRo0Z8/vnnAMyePZvOnTuzceNGkidPHrsX8T9nz57l8OHDZM6c2Vg2bdo0Vq9ezYgRI8iZMyf79+9n0KBBpEmThrJly3Lt2jX69OlDmzZtaN68OadOnWLcuHEvPM7AgQMpVKgQw4cPx9HRkVOnTuHk5IS7uzvDhg1jypQpRvgVfvn38Nf46aef0qdPH+P8JkuWDB8fHzJkyMDZs2f54osvSJYsGZ9++il169bl3LlzbN++3QhEXF1dI9UTEBBAx44dcXd3Z+nSpdy7d4/PP/+cUaNGMXbsWGO7vXv3kj59en799VeuXr1Kv379KFSoEC1atODYsWN8/fXXjB8/Hnd3dx48eMCBAweiPQdnzpzh0aNHFC1aNAbvTNRWrFhBs2bNWLJkCcePH+fLL78kc+bMUbal6M5FWFgY3bt3x8XFhblz5xIaGsqIESPo168fc+fOjXEtjx49ImXKlMbjI0eOULp0aateaV5eXsyYMYMHDx5YbRsuMDCQkJCQKNeBpZfcokWLcHV1NULccMWLF+fgwYM0b948xjWLiIiIiIi8bgqm3hBmM3h5QYSOO6+0r+vXIZrvulYqVIDt22MXTi1dupQGDRoAlmFxjx49Yt++fXh4eADw888/U7duXaveMwULFgQgVapUODo6kixZMtKnTx/zgwKenp5Wj0eNGkXp0qXZv38/77//foz3s2XLFtzd3QkJCSEoKAgHBwe++OILwBIETJs2jTlz5uDu7g5AtmzZOHjwIIsWLaJs2bIsWrSIXLlyMWTIEABy587N2bNnXziht5+fHx07diRPnjyAZbhWOFdXV0wmU5Tno1y5crRp0wYXFxcjmOrevbuxPmvWrFy6dIm1a9fy6aefkiRJElxcXHB0dHzh+V2zZg1BQUGMGzfOCMK+/PJLunbtysCBA0mXLh0AKVOm5Msvv8TR0ZE8efJQuXJldu/eTYsWLbh58yZJkyalSpUqJE+enCxZslC4cOEXngNHR8dXGuKYKVMmhg0bhslkMs77L7/8EmUwFd252LlzJ2fPnuXPP/8kU6ZMAIwfP54PPviAo0ePUrx48ZfWceXKFebNm2e0AYC7d++SNWtWq+3Cz+Pdu3ejDJ8mTJhAhgwZKF++vNXyv//+m/79+xMYGEj69OmZPXs2adKksdomQ4YMnDx58qW1ioiIiIhIAhIaavkSfvMmZMoEFSu+vEfJG07B1Bsktj2X7OHixYscO3aMH374AYBEiRJRt25dli5dagRTp06dipdeHHfv3mXy5Mns27ePe/fuERYWRmBgIH5+frHaj4eHB8OHDycwMJBffvkFR0dHatWqBVgCh8DAQDp06GD1nODgYAoVKgTApUuXIvX6eVmY8cknn/D555+zatUqypcvT+3atcmePftLa42qd9G6devw9fXl2rVrBAQEEBISEuseYxcuXKBAgQJWvbNKlixJWFgYly5dMgKVvHnz4hjhl2T69Ok5e/YsAOXLlydz5sxUr16dihUrUrFiRWrUqEHSpEmjPObTp09xdnY2AjZblChRwur5bm5uzJkzh9DQUKs6X+TChQtkzJjRCKXA8jpTpEjBxYsXX/pe3rp1i06dOlG7du1Y9/qLaPr06cZ7mThxYqt1Hh4erFy5kv/++4/FixfTt29flixZYhXqJUmShKdPn9p8fBERERERec2WL7cMb4o4J0/WrPDdd9Ckif3qimcKpt4QJpMlNI3JUL5t26Bu3Zdvt24dvOwibLEdyrd06VJCQkKoWLGiscxsNuPs7MyXX36Jq6srSZIkifkO/8dkMkWaKygkJMTq8ZAhQ/D39+ezzz4jc+bMODs707JlS6s5j2IiadKk5MiRA4AxY8bQsGFDlixZQvPmzQn43xswbdo03nvvPavnvcrE4b169aJevXps3bqVbdu2MWXKFCZNmkSNGjVeWmtEhw8fZuDAgfTq1QsvLy9cXV1Zu3at1TxGcSlRIutfIRHfp+TJk7NixQr27dvHjh07mDJlCt9//z1Lly4lRYoUkfaVOnVqAgMDCQoKsjqXyZIl4/Hjx5G2f/jwYZTDEO3p1q1btG3bFnd3d0aNGmW1Ll26dJHmqQp/HB70hZs1axbTp09nzpw5Rm/CiFxcXMiRIwc5cuTAzc2NmjVrsnTpUrp06WJs4+/vH6kXlYiIiIiIJFDhE0U/PydP+ETRS5e+teGUJj9/g5hMkCzZy39q1rSEqtEFSiYTZMtm2e5l+4pNKBUSEsKqVavw9vZm5cqVxs+qVavIkCEDa9asASB//vxWkzk/z8nJibCwMKtladKk4e7du1bh1KlTp6y2OXToEG3atKFy5crky5cPZ2dn/vvvv5i/gCg4ODjQpUsXvvvuO54+fUqePHlwdnbGz8/PCAbCf8J72OTKlYvjx49b7efYsWMvPVauXLlo3749s2fPpmbNmixbtgywnI/Q0NAY1Rs+H1a3bt0oVqwYOXPmjNRjLKrz+7w8efJw5swZI4gDy/l1cHAgV65cMaoFLMFV+fLlGTx4MKtXr+bGjRvs2bMnym3De5xduHDBanlU5xPg5MmTVkMewTIBfkT//PMPOXLkiLa3VFTnIk+ePPz777/cvHnTWHb+/HkePnxoDLWMSngoVaRIEXx8fHBwsP716ubmxoEDB6yC0l27dpErVy6rYXwzZszgxx9/ZObMmRQrViza40UUFhYW6aqM586dM86piIiIiIgkYKGhlp5S0U0UDdC3r2W7t5CCqbeQo6Olpx9EDpbCH0+eHPfDVLds2cKDBw9o1qwZ+fPnt/oJ79EB0LNnT9auXcuUKVO4cOECZ86cYfr06cZ+smTJwv79+7l16xb3798HLEOX7t+/z4wZM7h69Srz589n+/btVsfPmTMnq1ev5sKFC/zzzz8MHDjQpt5Zz6tduzYODg7Mnz+f5MmT06FDB3x8fFixYgVXr17lxIkTzJ0717j6YMuWLbl06RLffPMNly5dYt26dca6qIapPX36lJEjR7J3715u3LjBwYMHOXbsmBGCZMmShYCAAHbv3s39+/cJDAyMttYcOXJw8+ZN1q5dy9WrV/H19bW60l74/q5fv86pU6e4f/9+pEADLFd+c3Z2xtvbm7Nnz7Jnzx5GjRpFw4YNI/Xuic7ff/+Nr68vp06d4saNG6xcuZKwsLBog600adJQpEgRDh48aLW8ffv2bN26lZ9++okLFy5w9uxZJk2axJEjR2jbtq3Vtn5+fvj4+HDx4kXWrFnDvHnzIm3zsnNRvnx58ufPz8CBAzlx4gRHjx5l8ODBlC1bNtqg6NatW7Rp04ZMmTIxZMgQ7t+/z507d7hz547VOXVycuKzzz7j3LlzxjC9Tz75xNhm+vTpfPfdd4wZM4YsWbIY+wi/GmJAQADffvstR44c4caNGxw/fpyhQ4dy69YtateubewnMDCQEydO4OXlFe1rFxERERGRBGL7duvhe88zm+HaNct2byEFU2+pJk0sPf2yZLFenjVr/PUAXLp0KeXLl49yeFWtWrU4fvw4p0+fxsPDg++++46//vqLhg0b0q5dO6seRb179+bGjRtUr17dmNA8T548fPXVV/z22280bNiQo0ePRprn6euvv+bBgwc0btyYwYMH06ZNm1eaSDtcokSJaN26NTNnziQgIIC+ffvSvXt3pk2bRt26denUqRNbtmwxJrbOli0b3333HZs2baJBgwYsWLCArl27AlEP93NwcMDf358hQ4ZQq1Yt+vbtS6VKlYzJ4UuWLEmrVq3o27cvnp6ezJw5M9paq1WrRrt27Rg5ciQNGzbk8OHDdOvWzWqbWrVqUbFiRdq2bYunp6fRky2ipEmTMmvWLPz9/WnWrBl9+vTB09PTmAQ+JlxdXdm0aRPt2rWjbt26LFy4kIkTJ5IvX75on9OsWTN+//13q2UlS5ZkxowZbNu2jQ8//JA2bdpw6NAhfvnlF/Lnz2+1baNGjXj69CnNmzdn5MiRtG3blpYtW0Z7vKjOhclk4scffyRFihS0bt2a9u3bky1bNiZNmhTtfnbu3MmVK1fYvXs3lSpVwsvLy/iJeD5mzZrF9evXadKkCWPHjqV79+5W9S1cuJDg4GB69+5ttY/Zs2cD4OjoyMWLF+nVqxe1atWia9eu+Pv7M3/+fKvzGj5xe+nSpaOtWUREREREEogIozXiZLs3jMn8/MQ98tqEhoZy5MgR3NzcIg01evr0KZcuXSJXrlyv1OvnHZzQP0H66aefWLhwIVu3bo3T/ZrNZgICAqyuyvcme/r0KbVr12bSpEnGVQ9jqk2bNhQsWJDPPvssnqp7c7Ro0YI2bdpQv379eDvG29b23lZx9W9JQvGifzdF4pPantiL2p7Yi9rea7ZlC8TkSvJ//w1VqsR3NXEiNm1Ik5+/5Rwd35h2+1aZP38+xYoVI3Xq1Bw8eJBZs2bx8ccf27usBC9JkiSMGzfulecGe5fdv3+fGjVqUK9ePXuXIiIiIiIiMVGxomV4040bUc8zZTJZ1ke4yNjbRMGUSDy4cuUKP/30Ew8ePCBz5sx88sknVldMk+h5eHjYu4Q3Wpo0afj000/tXYaIiIiIiMRU+ETRzZpFXhefE0UnEAqmROLBsGHDGDZsmL3LeKfMnTvX3iWIiIiIiIjYpkkT+OILGDnSennWrJZQKj4mik4gFEyJiIiIiIiIiNhb+Jyg778Pn376zkwUrWBKRERERERERMTeunWD0qUhRQp4h6Y4UTAlIiIiIiIiImJvqVJBjRr2ruK1c7B3ASIiIiIiIiIi8m5SMCUiIiIiIiIiYk+7d8OQIbBpk70ree0UTImIiIiIiIiI2NP69TB+PMyfb+9KXrsEG0xNnz6dAgUK8PXXXxvLnj17xogRI/Dw8MDd3Z1evXpx9+5dq+f5+fnRuXNnSpQogaenJ+PGjSMkJMRqm71799K4cWOKFi1KjRo1WL58eaTjz58/n6pVq1KsWDGaN2/O0aNHrdbHpBaR5y1fvpzSpUvbuwwA2rRpY/X5sreEcm7+++8/PD09uX79ur1LSVBseX+qVq3KL7/8Ej8FvePOnz9PpUqVCAgIsHcpIiIiIhIX9u+33JYpY9867CBBBlNHjx5l4cKFFChQwGr5mDFj+Pvvv5k8eTJz587l9u3b9OzZ01gfGhpKly5dCA4OZuHChYwdO5YVK1YwZcoUY5tr167RpUsXPDw8WLVqFe3atePzzz9n+/btxjbr1q3Dx8eHHj16sGLFCgoWLEjHjh25d+9ejGtJMEJDYcsWWLDAchsaGq+H8/b2pkCBApF+rly5Eq/HjU+vOzCJeN5KlixJ06ZN2bx5c5wfZ+rUqfTp0ydG28Z1iBVVYFG3bl02btwYZ8ew1c8//0y1atXImjUrANevX4+yTRcoUIAjR47Yt9h4Yq/35/Tp0/Tv35/KlStTvHhx6tSpw6+//hppu5f9cWHatGk0bdoUd3d3PD096d69OxcvXozymGazmU6dOlGgQIGXfs727t1Lt27d8PLyws3NjYYNG7J69epI261fv57atWtTrFgx6tevz9atW411wcHBfPPNN9SvXx83Nze8vLwYPHgwt27dstrHpUuX6NatGx4eHpQsWZIPP/yQPXv2GOvz5s2Lm5sbc+bMeWHNIiIiIvIGMJvhwAHLfQVT9vfkyRMGDRrE6NGjSZkypbH80aNHLFu2DG9vbzw9PSlatChjxozh8OHDxpfDHTt2cP78eb755hsKFSpE5cqV6dOnD/PnzycoKAiAhQsXkjVrVry9vcmTJw+tW7emVq1aVl/C5syZQ4sWLWjatCl58+ZlxIgRJEmShGXLlsW4lgRh+XLImRPefx8++shymzOnZXk8qlixIjt27LD6Cf+SH1vh79u7xsfHhx07drBs2TJKlixJnz59OHPmTJweI1WqVCRPnjzO9mc2myP1ToyNJEmSkDZt2jirxxaBgYEsXbqUZs2aRVr3yy+/RGrXRYoUsUOV9vE63p/jx4+TJk0avvnmG9auXUvXrl359ttvmTdvnrFNTP64sG/fPj7++GMWL17MnDlzCAkJoWPHjlH2Lvr1118xmUwxqu/w4cMUKFCAKVOmsHr1apo0acKQIUP4+++/jW0OHTrEgAEDaNasGStXrqRatWr06NGDs2fPAvD06VNOnjxJt27dWL58Od9//70RQkXUtWtXQkND+fXXX1m+fDkFCxaka9eu3Llzx9imSZMmLFiw4JU+dyIiIiKSAFy5AnfvgpMTlChh72peuwQXTI0cOZLKlStTvnx5q+XHjx8nODjYanmePHnInDmzEQYdOXKE/Pnzky5dOmMbLy8vHj9+zPnz541tPD09rfbt5eVl7CMoKIgTJ05YHcfBwYHy5ctz+PDhGNdid8uXQ7Nm8PxwpBs3LMvjMZxydnYmffr0Vj+Ojo6A5Qtjs2bNKFq0KF5eXkyYMMHqS1WbNm0YOXIkX3/9NR4eHnTs2BGAs2fP0qlTJ9zd3SlfvjyDBg3i/v37xvPCwsKYMWMGNWrUoGjRolSpUoWffvrJWP/NN99Qq1YtSpQoQbVq1Zg8eTLBwcHG+tOnT9OmTRvc3d0pWbIkTZo04dixY+zdu5ehQ4fy6NEjo5fM1KlTAUtbGTduHBUrVsTNzY3mzZuzd+9eq3OxfPlyqlSpQokSJejRowf+/v4xOocpUqQgffr05MqViz59+hASEmK175s3b9KnTx/KlClDlSpV6N69u9XQs5CQEEaPHk3p0qXx8PDgm2++YciQIXTv3t3qXEfsBTV//nxq1qxJsWLFKF++PL179wYsveD27duHr6+vcQ6uX7/O3r17KVCgAFu3bqVJkyYUK1aMgwcPcvXqVbp160b58uVxd3enadOm7Nq1y+q4N27cwMfHx9hf+Ll6vmfab7/9RvXq1SlatCi1atVi5cqVVusLFCjAkiVL6NGjByVKlKBmzZr8+eefxvoHDx4wYMAAypUrR/HixalZs6YRMEdl69atODs74+bmFmldqlSpIrVrJycnzGYz7du3p2PHjpjNZgD8/f2pVKkS3333HYBxrrZs2UL9+vUpVqwYLVq0MMKKcBs3buSDDz6gaNGiVK1aldmzZ1utr1q1Kj///DNDhw7F3d2dKlWqsGjRIqttwttG6dKlKVu2LN26dbNqG97e3nTv3p1Zs2bh5eWFh4cHI0aMMD4PMX1/rl69Sr9+/ahQoUKU77MtmjVrxueff07ZsmXJli0bDRs2pEmTJvzxxx/GNjH548KsWbNo0qQJ+fLlo2DBgowdOxY/Pz9OnDhhdbxTp04xe/ZsxowZE6P6unbtSt++fSlZsiTZs2enXbt2VKxY0ao+X19fKlasSKdOnciTJw99+/alcOHCRrjm6urKnDlzqFu3Lrlz58bNzY0vvviCEydO4OfnB8D9+/e5fPkynTt3pmDBguTMmZMBAwYQGBjIuXPnjGOVL1+eBw8esD+827eIiIiIvJnC/z9XvDgkTmzfWuwgkb0LiGjt2rWcPHmSpUuXRlp39+5dnJycSJEihdXytGnTGn9Bvnv3rlUoBRiPX7bN48ePefr0KQ8ePCA0NDRSz4C0adMaQ0FiUktshEYxvC40NBSz2Wz8GJ48iX5Hjo6QJIlluF6fPmA2E6kfgNmM2WSyrG/QwPKcF+03WbJYvZbwWq1q/p9bt27RuXNnGjduzLhx47h48SJffPEFzs7O9OrVy3jeihUr+PDDD/ntt98AS7jQrl07mjVrxtChQ3n69CkTJkygb9++xjCfiRMnsmTJEry9vSlVqhR37tzh4sWLRh3JkiVjzJgxZMiQgbNnz/Lll1+SLFkyOnXqBMDAgQMpVKgQw4cPx8HBgdOnT5MoUSLc3NwYNmwYU6ZMYf369QC4uLhgNpsZOXIk58+f59tvvyVDhgxs2rSJTp06sXr1anLmzMk///zDZ599Rv/+/alWrRrbt2/n+++/j/b8PH8ew3sghX8ewkOQ4OBgOnbsiJubG/PmzSM4OJhffvmFTp06sWrVKpydnZkxYwarV69mzJgx5MmTB19fXzZv3oyHh0ek98hsNnPs2DG+/vprxo0bh7u7Ow8ePODAgQOYzWaGDRvGpUuXyJcvnxFWpUmTxgg7Jk6cyODBg8mWLRspUqTg33//pVKlSvTt2xdnZ2dWrVpF165dWb9+PZkzZ2bKlCk0atSIFi1a0Lx5c6vXG7GuTZs2MWbMGIYOHYqnpydbtmxh2LBhvPfee5QrV844V99//z0DBw5k0KBBzJs3j4EDB/LXX3+RKlUqJk+ezIULF5g+fTqpU6fm6tWrPH36NNrzf+DAAYoUKWK1PmJd0T1v7NixNGjQAF9fX9q2bctXX33Fe++9R/fu3a2eN378eIYNG0a6dOmYNGkSXbt2ZcOGDTg5OXH8+HH69u1Lz549qVOnDocPH2bkyJGkTJmSJk2aGDXMnj2bPn360KVLFzZu3Mjw4cMpXbo0uXPnjtQ2EiVKxE8//WTVNsxmM3v37iV9+vT8+uuvXLlyhf79+1OwYEFatGgR4/fnyZMnVKhQgf79+5M4ceJI7/Pz585Wjx49ImXKlMY+wv+4EHGfFSpUwMfHJ9rjPHz4ELAEvuHbBAYGMmDAAL788kvj34QXvccvqi937txW9bVv3z5SfX/++We0+3706BEmkwlXV1fMZjOpUqUiV65crFy5kkKFCuHs7MzChQtJmzYthQsXNvbj5OREoUKF2L9/v9VnIqLw1xQaGhrlvzVvmvDX8Da8FnmzqO2Jvajtib2o7b1epr17cQDCSpfG/Jac89i0nQQTTN28eZOvv/6a2bNnk/gdSwiPHTsW5fJEiRIRGBhIWFiYsSyZq2u0+wmpVYtny5bhsG0bSV8wcbPJbIbr1wnctImwSpUAcMmZE1OEObTCPXn8OKYvA7A0vi1btuDu7m4sq1ChAuPHj+fXX3/lvffeY8CAAZhMJjJmzEiXLl2YMmUKn3zyCQ4ODoSFhZE9e3Z69OhhPH/mzJnkz5+frl27Gsu++OIL6tSpw6lTp0iXLh2+vr4MGTKEWrVqAZawsVChQsbQnXbt2hnPLVeuHK1bt2bt2rV89NFHgGXS/NatW5MxY0YAMmTIYDmnISE4OzsDlnAr3IULF1i+fDnr1q0jffr0AHz44Yds3bqVRYsW0atXL+bMmUP58uWNYzRr1owDBw6wa9eul05YPGDAABwcHHj27BlhYWFkzpyZypUrExAQwNq1awkNDWXYsGHGEKQvvviCypUrs337djw9PZk7dy6ffPIJFSpUMPa3ZcsWQkNDjWOHhYURHBxMQEAAly9fJmnSpHh4eJAsWTJSp05Nzpw5CQgIwNHREUdHRxIlSmScg2fPnvHs2TMAunTpYvV+Z8+enezZsxuPP/30U/744w82bNhAq1atcHZ2xmQy4eTkZOwvICCAoKAgzGazUd/MmTOpV68ejRo1AqBly5YcOnSImTNnUrx4cWP/9erVo2rVqoClR8vcuXPZv38/FSpU4Pr16+TLl488efIAlkAt/HhRuXbtGmnSpLFa//TpU+P9fX7I186dOwFLL5hhw4bx5ZdfcvPmTbZu3cqCBQsICgoiKCjIOFfhvf4AvvrqK+rUqcPatWupWbMms2bNomzZsrRv3x6A2rVrc/r0aWbOnEnt2rUBS8hQoUIF45x8/PHHxhDDjBkzxqhthIaG4urqyoABA3B0dCRjxox4eXmxY8cO6tWrF+P3J0eOHOTIkSPa9zm83qCgIJsn6P7nn39Yv3493333nbGP27dvU65cOat9urq68vjxY+7fv0+SJEms9hEWFsaoUaNwc3Mja9asxvNGjx5NsWLF8PT0NJY9e/YsVrX+8ccfHDt2jKFDhxrPu3PnDq6urlb7SZEiBXfu3Ily38+ePWP8+PHUrl0bBwcHY5sff/yR/v37U6pUKRwcHEidOjVTp07FycnJaj9p0qTh6tWr0db97NkzgoODOX36dIxf15sgun83ReKb2p7Yi9qe2Iva3uuRZ98+UgFXM2TgXkIZhfUaJZhg6sSJE9y7d8/oGQCWkGP//v3Mnz+fWbNmERwczMOHD616Kt27d88IBtKlSxfp6nnhV8qLuM3zV8+7e/cuyZMnJ0mSJDg4OODo6Gg10Xn4ccL/qp4uXbqX1hIbxYoVM4a6hXv69ClXrlwhadKkkb5oRcfR0REXFxf4778YbZ/kv//AxcXyIJo5VlzC18eQo6MjHh4efPXVV8aypEmT4uLiwrVr13B3d7cKeMqVK8fYsWN5+PAhmTNnxsHBgWLFilkd98KFCxw8eBAvL69Ix7tz5w7BwcEEBQVRuXLlaOtdt24dc+fO5dq1awQEBBASEkLy5MmN7du3b8+oUaPYsGEDnp6e1K5d2whXwr+oR9z3tWvXCA0NpXHjxlbHCQoKIm3atLi4uHDlyhWqV69u9bzSpUuze/ful57X8F5C165dY+zYsXz22WdkypQJsEyKfO3aNSpWrAhYvvybTCaePXvG7du3CQ0N5d69e5QqVcrqOMWKFSMsLMxY5uDggJOTEy4uLrz//vvMmDGDBg0aULFiRSpWrEj16tVJmjRppG3DhQfIzx/nyZMnfP/992zdupU7d+4QGhrK06dPuXfvnrGdyWTC2dnZ6nnPn+fLly/TqlUrq23KlCmDr6+v1bKiRYsaj11cXEiePDlPnjzBxcWF1q1b07t3b86ePUuFChWoVq0aJUuWjPa8BwcHkyxZMqv9h3/+vv32WyPgChdxu4YNG7Jt2zbmzJnD8OHDKViwYKRz5eHhYVVrrly5uH79utFeqlatarVPDw8PFixYQOLEiXF0dMRkMlGkSBGrbdKnT8+jR49wcXGJ1DbChbcNFxcXHB0dyZ8/P64RQu6MGTNy9uzZWL0/jx8/5rvvvmPnzp2xep9j6uzZs/Tv358ePXpQrVo1Y3l4aBZVW3RxcYn0+3L48OFcvHiR3377zXjOX3/9xcGDB1m+fHmk/YQ/rlevnjG0rlSpUsyYMcNqv3v27GHEiBGMGjWKYsWKWdX3snMXLjg42AihR40aZaw3m8188803pE+fni+++ILEiROzdOlS+vXrx5IlS4zgHCyBeUhISLTnOPyzmzdv3hj/W5KQhYaGcuzYsSj/3RSJT2p7Yi9qe2Ivanuv2V9/EXrpEtlSpyZb6tT2riZOhLehmEgwwVS5cuX4/fffrZYNHTqU3Llz8+mnn5IpUyacnJzYvXu30Svm4sWL+Pn5GfPBuLm58fPPP3Pv3j1jKN6uXbtInjw5efPmNbbZtm2b1XF27dpl7MPZ2ZkiRYqwe/duqlevDlj+4r57925at24NWL4Iv6yW2AjvkfL8MpPJZPwYXtCDyeToaAmY/jeM5mVMmTP/fyB1+XLU28RwUuCI2ydNmpScOXNGuz7iPsPvR3ytSZMmtdomICCA999/n4EDB0baX/r06bl27doL6z18+DCDBg2iV69eeHl54erqytq1a5kzZ46xfe/evY2rZ23bto2pU6cyadIkatSoYVVjuMDAQBwdHVm2bFmk987FxSXK1/j8eXiR9OnTkzNnTnLmzEnKlCn59NNPWbduHWnTpiUgIIAiRYowYcIEzGYzgYGBxjkL7xEU8ZxGd+yIt66urqxYsYJ9+/axY8cOpkyZwvfff8/SpUtJkSJFlOcg/P7zr3f8+PHs2rWLIUOGkD17dpIkSULv3r0JDg6O8tjR1RWT1wCW4UzPPyc8rKtcuTJ///03W7duZefOnXzyySd8/PHHDBkyJMrznjp1ah4+fBhlXZkzZ462XYOlTZw4cQJHR0euXLnywnb+/Gt50fqIy00mE4kSJYr29UZsG89LkyZNjPbxfL1RvQawzNu2c+dOhgwZQo4cOWL8PsfE+fPn+eSTT2jZsqXVvGhg+Wzcu3fPap/37t0jefLkRpAabuTIkWzZsoV58+YZwS5YQqWrV69StmxZq+179+5N6dKlmTt3LtOnTzfmv0uSJInV8fbt20f37t0ZOnRopHA6Xbp0UdaXLl06q2XBwcH069cPPz8/fv31V6ugcM+ePWzZsoX9+/cbFygoWrQou3btYtWqVXTu3NnY9sGDB2TPnj3acxz+nkf178yb7G17PfLmUNsTe1HbE3tR23uN8uWzdwV2k2CCqeTJk5M/f36rZS4uLqRKlcpY3rRpU8aOHUvKlClJnjw5o0ePxt3d3QiDvLy8yJs3L4MHD2bQoEHcuXOHyZMn8/HHHxvDsVq1asX8+fMZP348TZs2Zc+ePaxfv55p06YZx/3kk08YMmQIRYsWpXjx4vz6668EBgYavblcXV1fWku8icmcTxUrQtaslonOo5rTxGSyrI/YqyKWc0nZIk+ePGzcuNHqC/DBgwdJliyZMYQuKkWKFGHjxo1kyZKFRIkiN9mcOXOSJEkS9uzZQ7Zs2SKtP3z4MJkzZ7a66lV4T4iIcuXKRa5cuWjfvj39+/dn2bJl1KhRAycnp0jjYwsVKkRoaCj379+PNGF3xNf7fA++f/75J9rXGZ3ixYtTtGhRfvrpJz7//HOKFCnC+vXrSZs2LcmSJSMgICBSOJQuXTqOHTtGmf9dajQ0NJSTJ09a9eJ5XqJEiShfvjzly5enZ8+elClThj179lCzZk2cnJyshpS+yOHDh2ncuDE1atQALD2obty4YbVNTPaXO3duDh06ZPXF/9ChQ0bIHFNp0qShcePGNG7cmIULFzJ+/Phog6nChQuzevXqWO0/3NixY3FwcGDGjBl07tyZypUrR7rQwpEjR4z5lx48eMDly5fJnTs38P+vN6JDhw6RM2fOGP9nIGLbeJUrLsbk/Tl06BD169c3wtuo3mdbnDt3jnbt2tGoUSP69esXaf3L/rgAlh5Ho0aNYtOmTcydOzfS74XOnTsb82eFq1+/PkOHDuX9998HIEuWLFHWt3fvXrp27crAgQNp2bJllPXt2bPHGJIZVX3BwcH07duXK1eu4OvrS+rn/ioWGBgIRA70TCZTpPfl3Llzxh9IRERERETeRAnuqnwvMmzYMKpUqULv3r1p3bo16dKlM66QBpY09+eff8bBwYGWLVsyaNAgGjVqZEzYDJAtWzamTZvGrl27aNiwIXPmzGH06NFWQ1/q1q3LkCFDmDJlCg0bNuTUqVPMnDnTatL0l9ViV46O8L+rgUUaohf+ePLk/5/4/DX56KOP+Pfffxk1ahQXLlxg8+bNTJ061Zhf6kXPe/DgAf379+fo0aNcvXqV7du3M3ToUEJDQ0mcODGffvop33zzDStXruTq1ascOXKEJUuWAJa5cG7evMnatWu5evWqMRF4uKdPnzJy5Ej27t3LjRs3OHjwIMeOHTOGbWXJkoWAgAB2797N/fv3CQwMJFeuXNSvX5/Bgwfzxx9/cO3aNY4ePcq0adPYsmULYLm62fbt25k1axaXL19m3rx5Vpe0j422bduyaNEibt26Rf369UmdOjXdunXjwIED3Lhxg7179zJ69Gj+/fdfAFq3bs20adPYvHkzFy9e5Ouvv+bBgwfR9qr4+++/8fX15dSpU9y4cYOVK1cSFhZGrly5jHPwzz//cP36de7fv//C0CJHjhxs2rSJU6dOcfr0aQYMGBBp+yxZsrB//35u3bpldXXFiDp16sSKFSv47bffuHz5MnPmzGHTpk106NAhxuftu+++Y/PmzVy5coVz586xZcuWSMPxIvLy8uL8+fM8ePAg0jp/f3/u3Llj9RM+d9SWLVtYtmwZEyZMoEKFCnTs2BFvb+9I+/nxxx/ZvXs3Z8+exdvbm9SpUxs9Mzt06MDu3bv54YcfuHTpEitWrGD+/Pmxer3Pt41r165FahsxEZP3J2fOnPz1118vfJ9j6+zZs7Rt25YKFSrwySefGOc5Yg2tWrXi2rVrjB8/ngsXLjB//nzWr19vFQSNGDGC1atXM3HiRJIlS2bsJ3y+sPTp05M/f36rH7D0iosq3A63Z88eunTpQps2bahZs6ax34hX22zbti3bt29n9uzZXLhwgalTp3L8+HGjx21wcDC9e/fm+PHjTJgwgdDQUGM/QUFBgCXcSpEiBd7e3pw+fZpLly4xbtw4bty4QZUqVYxjXb9+nVu3bkW6iq2IiIiIvEFGj4amTSHC1cXfNQmmx1RU5s6da/U4ceLEfPXVV1bzFz0vS5YskeYCeZ6Hh0eky84/r3Xr1sYXiajEpBa7atIEli61XH0v4kToWbNaQqkIc3m9Lu+99x7Tp09n/PjxLF68mFSpUtGsWTOrnkzRPW/BggVMmDCBjh07EhQURObMmalYsaIRaHXv3h1HR0emTJnC7du3SZ8+vTEBc7Vq1WjXrh0jR44kKCiIKlWq0K1bN+MKeQ4ODvj7+zNkyBDu3r1L6tSpqVmzphFolixZklatWtG3b1/8/f3p2bMnvXr1wsfHh59++omxY8dy+/ZtUqVKhZubm/HF0c3NjVGjRjF16lSmTJmCp6cn3bp148cff4z1uatUqRJZs2blp59+Yvjw4cybN48JEybQq1cvnjx5wnvvvYenp6fRS+bTTz/l7t27DBkyBEdHR1q0aIGXl1e0PW9cXV3ZtGkT33//Pc+ePSNHjhxMnDiRfP/rTtqhQwe8vb354IMPePr0KX++4Jemt7c3w4YNo1WrVqROnZpPP/2UJ89d9bF37958+eWXVK9enaCgIM6cORNpP9WrV2fYsGHMnj2bMWPGkCVLFsaMGYOHh0eMz5uTkxPffvstN27cIEmSJJQqVYpvv/022u0LFChA4cKFWb9+vdF+wkUMPsJ9++23eHp68tlnn9GrVy+KFCkCQK9evdixYwdfffUVkydPNrYfMGAAX3/9NZcvX6ZQoUL89NNPRm/OIkWKMHnyZKZMmcJPP/1E+vTp6d27t9W8ey+TNGlSo2307NkzyrYREzF5f4YMGYK3tzcffvhhtO/z87y9vblx40ak3+3hNm7cyP3791m9erVVz7UsWbLw119/Af//xwUfHx98fX3JmDFjpD8uLFiwALCEwxH5+PjE6nw+b+XKlQQGBjJt2jSrXrZly5Y1XlPJkiWZMGECkydP5ttvvyVnzpz88MMPRvh169Yt47U0bNjQav++vr54eHiQJk0aZs6cyeTJk2nXrh3BwcHky5ePH374warX49q1a6lQoUK0vbtERERE5A2wdi3s2WOX7+gJhcn8KtfxllcSGhrKkSNHcHNzi3Ly80uXLpErV65Xm7A2NBS2b4ebNyFTJsvwPY0RfmuEXyXt+aF8zwsLC6NOnTrUqVOHvn37vr4C30Bbtmxh/PjxrFmz5oU9+WJj7969tG3blv3791tdMOFNFtO2F1Hr1q3x8PCgV69e8Vzd2y8oKIhatWoxYcIESpUqFe12cfZvSQLxon83ReKT2p7Yi9qe2Iva3msSHAwpUsDTp3DmDDw3vdGbLDZtKEH3mJI44OgIEYZ+yLvhxo0b7Ny5kzJlyhAUFMT8+fO5ceMG9evXt3dpCV6VKlW4fPkyt27dspowW17No0ePuHr1qlVPI7HdzZs36dKlywtDKRERERFJ4E6csIRSKVNCLOfSfZsomBJ5Czk4OLB8+XLGjRuH2Wwmf/78zJkz54XzK8n/i2rYnrwaV1fXSJOWi+1y5MhBjhw57F2GiIiIiLyK/fstt6VLQxyN1ngTKZgSeQtlypSJhQsX2rsM+R8PD48o52kSEREREZF3WHgw9b+rqb+r3t1ITkRERERERETEXhRMAQqmRERERERERERer7AwSJYMnJ3f+WBKQ/kSuLCwMHuXICIibyj9GyIiIiKSQDk4wI4dEBQETk72rsauFEwlUM7Ozjg4OODn50f69OlxdnaO8SXZ5d1hNpt59uwZDg4Oah/yWqntJWxms5mgoCDu3LmDg4MDzs7O9i5JRERERKKi/6cpmEqoHBwcyJUrFzdv3sTPz8/e5UgCZTabCQ4OxsnJSeGAvFZqe28GFxcXsmfPjsM7fJUXERERkQQpNBQcHe1dRYKgYCoBc3Z2Jnv27ISEhBAaGmrvciQBCg0N5fTp0+TNmxdH/VKT10htL+FzdHQkUaJECg5FREREEiI3N0swNW8eFC1q72rsSsFUAmcymXBycsLpHR9zKlELDyyTJEmicEBeK7U9EREREREbPXwIx49b7r/3nn1rSQDUt19ERERERERE5HU5eNBymyMHpE9v31oSAAVTIiIiIiIiIiKvy/79ltsyZexbRwKhYEpERERERERE5HVRMGVFwZSIiIiIiIiIyOuiYMqKgikRERERERERkdfhzh24csVyv1Qp+9aSQOiqfCIiIiIiIiIir8OTJ/Dhh/Dff5Aihb2rSRAUTImIiIiIiIiIvA45c8Jvv9m7igRFQ/lERERERERERMQuFEyJiIiIiIiIiMQ3sxnOnIGwMHtXkqAomBIRERERERERiW/XrkHBgpA+PQQH27uaBEPBlIiIiIiIiIhIfDtwwHKbLRs4Odm3lgREwZSIiIiIiIiISHzbv99yW6aMfetIYBRMiYiIiIiIiIjENwVTUVIwJSIiIiIiIiISn8LC/n8on4IpKwqmRERERERERETi0/nz8OABJEkCRYvau5oERcGUiIiIiIiIiEh8Ch/G5+amic+fk8jeBYiIiIiIiIiIvNWKF4fPP4csWexdSYKjYEpEREREREREJD4VK2b5kUg0lE9EREREREREROxCwZSIiIiIiIiISHy5eRPWrIFbt+xdSYKkYEpEREREREREJL6sXw/160OrVvauJEFSMCUiIiIiIiIiEl/Cr8hXpox960igFEyJiIiIiIiIiMQXBVMvpGBKRERERERERCQ+PHsGR49a7iuYipKCKRERERERERGR+PDPPxAcDOnSQY4c9q4mQVIwJSIiIiIiIiISHyIO4zOZ7FtLAqVgSkREREREREQkPoQHU6VL27eOBCyRvQsQEREREREREXkrffYZvP8+uLvbu5IES8GUiIiIiIiIiEh8yJfP8iPR0lA+ERERERERERGxC/WYEhERERERERGJa+vXw9mzULMmFCpk72oSLPWYEhERERERERGJa7/+Cn37wsqV9q4kQVMwJSIiIiIiIiIS18KvyFemjH3rSOAUTImIiIiIiIiIxKV79+DiRcv90qXtW0sCp2BKRERERERERCQuHThguc2XD1KlsmspCZ2CKRERERERERGRuKRhfDGmYEpEREREREREJC6FB1MaxvdSCqZEREREREREROLS4cOWW/WYeqlE9i5AREREREREROStcuoUHDkCJUvau5IET8GUiIiIiIiIiEhcSpYMKlSwdxVvBA3lExERERERERERu1AwJSIiIiIiIiISV/r1g1694MwZe1fyRtBQPhERERERERGRuGA2g68v3L8P7drZu5o3gnpMiYiIiIiIiIjEhYsXLaGUszMUL27vat4ICqZEREREREREROLC/v2W2xIlLOGUvJSCKRERERERERGRuBAeTJUpY9863iAKpkRERERERERE4sKBA5ZbBVMxpmBKRERERERERORVhYbCwYOW+wqmYkxX5RMREREREREReVU3b0KqVJb7BQvatZQ3iYIpEREREREREZFXlTUrXL9uuSqfo6O9q3ljaCifiIiIiIiIiEhcSZPG3hW8URRMiYiIiIiIiIiIXSiYEhERERERERF5FUFBkC0b1KkDDx7Yu5o3iuaYEhERERERERF5FceOWeaXCgiAFCnsXc0bRT2mRERERERERERexf79ltvSpcFksm8tbxgFUyIiIiIiIiIiryI8mCpTxr51vIEUTImIiIiIiIiIvIqIPaYkVhRMiYiIiIiIiIjY6skTOHHCcl89pmJNwZSIiIiIiIiIiK0OH4awMMiUCbJksXc1bxxdlU9ERERERERExFZmM1SuDFmz2ruSN5KCKRERERERERERW1WsCFu22LuKN5aG8omIiIiIiIiIiF0omBIRERERERERscWzZ/Dggb2reKMpmBIRERERERERscX27ZAqFdSsae9K3lgKpkREREREREREbLF/v+U2TRr71vEGUzAlIiIiIiIiImKL8GCqdGn71vEGUzAlIiIiIiIiImKLAwcst2XK2LeON5iCKRERERERERGR2Lp1C65dA5MJSpa0dzVvrEQx2WjlypU27bxRo0Y2PU9EREREREREJEELH8ZXqBC4utq3ljdYjIIpb2/vSMtMJhMAZrM5yuWgYEpERERERERE3lLhwZSG8b2SGAVTf/75p9XjR48eMWTIEFxdXWndujW5cuUC4OLFi8ybN48nT54wduzYuK9WRERERERERCQhKFcOOnaEmjXtXckbLUbBVJYsWaweDx06lDRp0jB79myrHlIFChSgVq1adOjQgV9//RUfH5+4rVZEREREREREJCGoU8fyI6/EpsnPN2/eTPXq1a1CKWOHDg7UqFEjUi8rERERERERERGRiGwKpsxmM5cuXYp2/YULFyLNPSUiIiIiIiIi8la4eBEOHYLgYHtX8sazKZiqXr06CxYsYM6cOQQGBhrLAwMDmT17NosWLaJatWpxVqSIiIiIiIiISILx889QqhT07m3vSt54MZpj6nmfffYZ169fZ9y4cUycOJEMGTIAcPv2bUJCQihZsiTDhg2L00JFRERERERERBKE8CvylS5t3zreAjYFU66ursybN4/Nmzezbds2/Pz8APDy8qJy5cpUrVo1yvmnRERERERERETeaGFhcPCg5X6ZMvat5S1gUzAVrnr16lSvXj2uahERERERERERSdjOnoVHjyBpUihc2N7VvPFeKZi6desW+/fv5969e9SqVYuMGTMSFhbGw4cPcXV1xdHRMa7qFBERERERERGxv/BhfCVLQqJXilUEG4Mps9nM2LFjmT9/PiEhIZhMJvLnz0/GjBl58uQJVatWpXfv3rRv3z6OyxURERERERERsaPwYErD+OKETVflmzlzJr6+vnTo0IE5c+ZgNpuNda6urtSsWZM//vgjzooUEREREREREUkQFEzFKZt6TC1ZsoRGjRrRv39//vvvv0jrCxQowLZt2165OBERERERERGRBMXHB3bvhooV7V3JW8GmYOrmzZu4u7tHuz5p0qQ8fvzY5qJERERERERERBKkKlUsPxInbBrKlzZtWm7evBnt+hMnTpApUyabixIRERERERERkbefTcFUjRo1WLhwIdeuXTOWmUwmAHbs2MGKFSuoXbt23FQoIiIiIiIiIpIQLFsGS5bAnTv2ruStYdNQvt69e7N3714aNmxI6dKlMZlMzJgxg++++44jR45QqFAhunbtGte1ioiIiIiIiIjYz+jRcOSIJaBq0sTe1bwVbOox5erqyuLFi+nUqRO3bt0iceLE7N+/n0ePHtGjRw9+++03kiZNGte1ioiIiIiIiIjYR2AgHDtmuV+6tH1reYvEusfUs2fPWLRoEYUKFaJ79+507949PuoSEREREREREUk4jhyB0FDIkAGyZbN3NW+NWPeYSpw4MRMmTODSpUtxXsxvv/1G/fr1KVmyJCVLlqRly5Zs3brVWP/s2TNGjBiBh4cH7u7u9OrVi7t371rtw8/Pj86dO1OiRAk8PT0ZN24cISEhVtvs3buXxo0bU7RoUWrUqMHy5csj1TJ//nyqVq1KsWLFaN68OUePHrVaH5NaREREREREROQtsX+/5bZMGfjfPNvy6mwaypcvXz5u3LgR17WQMWNGBg4cyPLly1m2bBnlypWjR48enDt3DoAxY8bw999/M3nyZObOncvt27fp2bOn8fzQ0FC6dOlCcHAwCxcuZOzYsaxYsYIpU6YY21y7do0uXbrg4eHBqlWraNeuHZ9//jnbt283tlm3bh0+Pj706NGDFStWULBgQTp27Mi9e/eMbV5Wi4iIiIiIiIi8RSIGUxJnbAqm+vXrx8KFC9m1a1ecFlO1alUqV65Mzpw5yZUrF/369cPFxYUjR47w6NEjli1bhre3N56enhQtWpQxY8Zw+PBhjhw5AliuCHj+/Hm++eYbChUqROXKlenTpw/z588nKCgIgIULF5I1a1a8vb3JkycPrVu3platWvzyyy9GHXPmzKFFixY0bdqUvHnzMmLECJIkScKyZcsAYlSLiIiIiIiIiLxFFEzFC5uuyjdv3jxSpUpFx44dyZo1K1mzZiVx4sRW25hMJn766SebCwsNDWXDhg0EBATg7u7O8ePHCQ4Opnz58sY2efLkIXPmzBw5cgQ3NzeOHDlC/vz5SZcunbGNl5cXw4cP5/z58xQuXJgjR47g6elpdSwvLy/GjBkDQFBQECdOnKBLly7GegcHB8qXL8/hw4cBYlRLbF+riC3C247akLxuantiD2p3Yi9qe2IvantiL2p7UXjwAMczZwAIdXe3zDUl0YpN27EpmDp79iwAmTJlIjQ0lCtXrkTaxmTjeMszZ87QqlUrnj17houLCz/88AN58+bl1KlTODk5kSJFCqvt06ZNy507dwC4e/euVSgFGI9fts3jx495+vQpDx48IDQ0lLRp00Y6zsWLF419vKyW2DgWPqu/iI3UhsRe1PbEHtTuxF7U9sRe1PbEXtT2IjCbcV61iqTnzvHAzw/8/Oxd0VvDpmDqr7/+ius6DLly5WLlypU8evSIjRs3MmTIEObNmxdvx0sIihUrhqOjo73LkDdQaGgox44dUxuS105tT+xB7U7sRW1P7EVtT+xFbS8a7u72ruCNEd6GYsKmYCo+OTs7kyNHDgCKFi3KsWPH8PX1pU6dOgQHB/Pw4UOrnkr37t0jffr0gKXn0/NXzwu/Ul7EbZ6/et7du3dJnjw5SZIkwcHBAUdHR6uJzsOPE97TKl26dC+tJTYcHR31YZdXojYk9qK2J/agdif2orYn9qK2J/aitievg02Tn4Ml/Vq7di1ffvklPXr04Mz/xlo+evSIP/74I1L4Y6uwsDCCgoIoWrQoTk5O7N6921h38eJF/Pz8jDmd3NzcOHv2rFWotGvXLpInT07evHmNbfbs2WN1jF27dhn7cHZ2pkiRIlbHCQsLY/fu3bj/Lx2NSS0iIiIiIiIi8pbo3Bl8fOC//+xdyVvHph5TDx8+pFOnThw9ehQXFxcCAwNp3bo1AC4uLowePZpGjRrRv3//WO134sSJVKpUiUyZMvHkyRPWrFnDvn37mDVrFq6urjRt2pSxY8eSMmVKkidPzujRo3F3dzfCIC8vL/LmzcvgwYMZNGgQd+7cYfLkyXz88cc4OzsD0KpVK+bPn8/48eNp2rQpe/bsYf369UybNs2o45NPPmHIkCEULVqU4sWL8+uvvxIYGEiTJk0AYlSLiIiIiIiIiLwF7tyBGTMs97t3t28tbyGbgqkJEyZw7tw5Zs2aRaFChayuTufo6EitWrXYunVrrIOpe/fuMWTIEG7fvo2rqysFChRg1qxZVKhQAYBhw4bh4OBA7969CQoKwsvLi6+++srq2D///DPDhw+nZcuWJE2alMaNG9O7d29jm2zZsjFt2jR8fHzw9fUlY8aMjB49mooVKxrb1K1bl/v37zNlyhTu3LlDoUKFmDlzptWk6S+rRURERERERETeAgcOWG4LFICUKe1by1vIpmDqzz//pE2bNlSoUIH/oujGljNnTlasWBHr/Y4ZM+aF6xMnTsxXX331wgAoS5YszAhPMqPh4eHBypUrX7hN69atjV5gttYiIiIiIiIiIm+4/fstt2XK2LeOt5RNc0w9evSIrFmzRrs+JCSE0NBQm4sSEREREREREUkQFEzFK5uCqezZs3PixIlo1+/cuZM8efLYXJSIiIiIiIiIiN2ZzQqm4plNwVSzZs1YtmwZ69atw2w2A2AymQgKCmLSpEls376dli1bxmmhIiIiIiIiIiKv1fXrcOsWODqCLnYWL2yaY6pdu3acP3+e/v37kyJFCgAGDhyIv78/ISEhtGzZkubNm8dpoSIiIiIiIiIir9W5c+DsDIUKQdKk9q7mrWRTMGUymRg9ejSNGjVi48aNXLlyhbCwMLJnz06dOnUoo+5tIiIiIiIiIvKmq1oVHj2y9JqSeGFTMBWudOnSlC5dOq5qERERERERERFJWJydIVs2e1fx1rJpjqlChQrx+++/R7t+3bp1FCpUyOaiRERERERERETk7WdTMBU+4Xl0QkNDMZlMNhUkIiIiIiIiImJ3589DiRLQq5e9K3mr2TyUL7rg6fHjx+zYsYPUqVPbXJSIiIiIiIiIiF3t2wdHj2rS83gW42Dq+++/54cffgAsodSgQYMYNGhQlNuazWbatGkTNxWKiIiIiIiIiLxu+/dbbnWBt3gV42CqWLFifPTRR5jNZn777TcqVKhAzpw5rbYxmUwkTZqUIkWKULNmzbiuVURERERERETk9VAw9VrEOJiqXLkylStXBiAwMJBWrVpRokSJeCtMRERERERERMQuQkLg0CHLfQVT8cqmOaZ8fHziug4RERERERERkYTh5EkIDARXVyhQwN7VvNVsuirf7t27mTlzptWypUuXUqVKFcqXL8+YMWMIDQ2NkwJFRERERERERF6r8GF8pUqBg03RicSQTWd36tSpnD592nh85swZvvrqK9KkSUPZsmWZO3cus2bNirMiRUREREREREReG5MJ8uWDsmXtXclbz6Zg6sKFCxQtWtR4vGrVKpInT878+fOZPHkyzZs3Z9WqVXFWpIiIiIiIiIjIa9OhA5w9C5rKKN7ZFEwFBgaSPHly4/H27dvx8vIiadKkgOUKfn5+fnFToYiIiIiIiIiIPWgYX7yz6QxnypSJY8eOAXDlyhXOnTuHl5eXsf7Bgwc4OzvHTYUiIiIiIiIiIq9DaCj88QfMnw9btlgeS7yy6ap89evX54cffuDWrVucP3+elClTUq1aNWP9iRMnyJkzZ1zVKCIiIiIiIiISv5Yvhz594Pr1/1+WNSt89x00aWK/ut5yNvWY6tq1K507d+bff/8lU6ZM/PDDD6RIkQIAf39/9u3bR9WqVeO0UBERERERERGReLF8OTRrZh1KAdy4YVm+fLl96noH2NRjKlGiRPTr149+/fpFWpcqVSp27tz5yoWJiIiIiIiIiMS70FBLTymzOfI6s9lyhb6+faFhQ3B0fO3lve00i5eIiIiIiIiIvLu2b4/cUyoisxmuXbNsJ3EuRj2mhg4dislkYtSoUTg6OjJ06NCXPsdkMjFmzJhXLlBEREREREREJN7cvBm320msxCiY2rt3LyaTibCwMBwdHdm7d+9Ln2MymV65OBERERERERGReJUpU9xuJ7ESo2Dqr7/+euFjEREREREREZE3UsWKlqvv3bgR9TxTJpNlfcWKr7+2d4DmmBIRERERERGRd5ejI3z3XdTrwkeDTZ6sic/jiYIpEREREREREXm3NWkCS5daekZFlDWrZXmTJvap6x0Qo6F8zytYsOBL55BKnDgx7733Hh4eHnTq1Ins2bPbVKCIiIiIiIiISLxr0gQaNrRcfe/mTcucUhUrqqdUPLMpmOrRowd//vkn58+fp2LFiuTIkQOAy5cvs2PHDvLnz4+HhwdXr15l+fLlrF27lvnz51OwYME4LV5ERERERERE5JWdPQt79kC9elClir2reafYFExlyJCB//77j/Xr15MtWzardVeuXKFNmzbkzZuXIUOGcPnyZVq2bMm3337L9OnT46RoEREREREREZE4M3cujB4NTZtahu7Ja2PTHFOzZs3i448/jhRKAeTIkYOPP/7YCKFy5sxJq1atOHz48KtVKiIiIiIiIiISH1autNw2amTPKt5JNgVT//77L44vGGPp6OjIzZs3jcdZs2YlKCjIlkOJiIiIiIiIiMSf8+fh+HHLXFIffGDvat45NgVTefPmZcGCBdy9ezfSujt37rBgwQLy5s1rLLt27Rrp0qWzvUoRERERERERkfiwapXltkoVSJ3arqW8i2yaY2rIkCF8+umn1KhRg+rVqxuTn1+5coXNmzcTEhLCmDFjAHj27BnLly+nUqVKcVe1iIiIiIiIiEhc0DA+u7IpmPLw8GDhwoVMmTKFTZs28fTpUwASJ06Mp6cnvXr1okiRIsayHTt2xF3FIiIiIiIiIiJx4fZt2LnTcr9hQ/vW8o6yKZgCKFy4MD///DNhYWHcu3cPgLRp0+LgYNPoQBERERERERGR12vXLsttqVIQxQXeJP7ZHEyFc3BwIEmSJLi4uCiUEhEREREREZE3R6NG4OcHES7gJq+XzUnSsWPH6NixIyVKlMDDw4N9+/YBcP/+fbp168bevXvjrEgRERERERERkXiRMSO4u9u7ineWTcHUoUOH+Oijj7hy5QoNGjQgLCzMWJcmTRoeP37MokWL4qxIEREREREREZE4ZTbbuwLBxmBq0qRJ5MmTh3Xr1tGvX79I6z08PPjnn39euTgRERERERERkXjRsSNUrw66YJtd2RRMHTt2jCZNmuDs7IzJZIq0/r333uPu3buvXJyIiIiIiIiISJwLDoaVK+HPP+1dyTvPpmAqUaJEVsP3nnfr1i1cXFxsLkpEREREREREJN5s2wb//Qfp04Onp72reafZFEyVKFGCjRs3RrkuICCA5cuXU6ZMmVcqTEREREREREQkXqxcablt0AAcHe1ayrvOpmCqd+/eHD9+nM6dO7Nt2zYAzpw5w5IlS2jSpAn379+ne/fucVqoiIiIiIiIiMgrM5v/P5hq1MielQiv0GNq+vTpXLlyhSFDhgAwduxYvvjiC8LCwpg+fToFCxaM00JFRERERERERF7ZoUNw/TokSwbVqtm7mndeIluf6OnpycaNGzl16hSXL1/GbDaTLVs2ihYtGuWE6CIiIiIiIiIidhfeW6p2bUia1K6lyCsEU+EKFSpEoUKFrJbt2LGD6dOn4+vr+6q7FxERERERERGJO25ullCqeXN7VyLYEEwdO3aMa9eukSJFCsqUKUPixImNdevWrWPmzJmcPHmSFClSxGmhIiIiIiIiIiKvrGlTy48kCDEOph49ekTXrl05dOiQsSxt2rTMmDEDZ2dnBg0axMmTJ8mYMSODBw+mRYsW8VKwiIiIiIiIiIi8HWIcTH333XccPHiQunXrUqpUKa5fv86CBQvw9vbm3r17JE6cGB8fH+rXr0+iRK88QlBEREREREREJG4tXQrlykHWrPauRP4nxgnSX3/9RZ06dfj222+NZXnz5uWzzz7Dzc2N2bNn4+LiEi9FioiIiIiIiIi8ktu3oWVLMJvBzw8yZrR3RQI4xHTD27dv4+npabUs/HHbtm0VSomIiIiIiIhIwrVmDYSFQcmSCqUSkBgHUyEhISR97jKK4Y9Tp04dt1WJiIiIiIiIiMSllSstt40a2bMKeU6sJoMKDAzE39/fePzgwQMAnjx5YrU8XKpUqV6lNhERERERERGRV/f4Mfzxh+W+gqkEJVbB1FdffcVXX30VaXmvXr2i3P7UqVO2VSUiIiIiIiIiElc2boRnzyBPHihSxN7VSAQxDqZ69uwZn3WIiIiIiIiIiMSPiMP4TCZ7ViLPUTAlIiIiIiIiIm+vsDAN40vAYjWUT0RERERERETkjeLgAGfPwoYN4Olp72rkOQqmREREREREROTtljIltGxp7yokCg72LkBERERERERERN5NCqZERERERERE5O106BB4eMDkyfauRKKhYEpERERERERE3k4rV8K+fbB9u70rkWgomBIRERERERGRt9PKlZZbXY0vwbJp8nM/Pz/8/PwoXbq0sez06dPMnj2boKAg6tWrR/Xq1eOsSBERERERERGRWLlwAY4dA0dHqFfP3tVINGwKpkaPHk1AQAC//PILAHfv3qVt27YEBweTLFkyNm7cyHfffUfNmjXjslYRERERERERkZhZtcpyW6UKpE5t11IkejYN5Tt69Cjly5c3Hq9cuZKnT5+yatUqtm3bhqenJ7Nnz46zIkVEREREREREYmXFCsuthvElaDYFUw8ePCBt2rTG4y1btlCmTBmyZ8+Og4MDNWrU4OLFi3FWpIiIiIiIiIhIjN2+DTt3Wu43bGjfWuSFbAqm0qRJg5+fHwAPHz7kyJEjVKxY0VgfGhpKSEhI3FQoIiIiIiIiIhIbjx5Bs2aWYXzZstm7GnkBm+aYKl++PHPnziV58uTs3bsXs9lMtWrVjPXnz58nU6ZMcVakiIiIiIiIiEiM5ckDixeD2WzvSuQlbAqmBgwYwKVLlxg3bhxOTk4MHjyYbP9LIIOCgli/fj3169eP00JFRERERERERGLFZLJ3BfISNgVT6dKlY+HChTx69IjEiRPj7OxsrAsLC+PXX38lY8aMcVakiIiIiIiIiEiMnD5tuS1Y0L51SIzYNMdUOFdXV6tQCiBJkiQULFiQVKlSvcquRURERERERERi7+uvoVAhy60keDYHU35+fnz55ZfUqlWLMmXKsH//fgDu37/P6NGjOXnyZJwVKSIiIiIiIiLyUsHBsGaN5X6lSvatRWLEpmDq/PnzNG7cmPXr15M1a1YeP35sXIUvTZo0HDx4kHnz5sVpoSIiIiIiIiIiL7RtG/j7Q7p0UL68vauRGLBpjqlvvvkGV1dXFi9eDFiu0hdR5cqVWb9+/atXJyIiIiIiIiISUytXWm4bNABHR7uWIjFjU4+p/fv38+GHH5ImTRpMUcxwnzlzZm7duvXKxYmIiIiIiIiIxIjZ/P/BVOPGdi1FYs6mYMpsNpMkSZJo19+/fz/SpOgiIiIiIiIiIvHm0CG4fh2SJYNq1exdjcSQTcFU4cKF2bp1a5TrQkJCWLt2LSVKlHilwkREREREREREYmz1astt7dqQNKl9a5EYsymY6ty5M9u3b+err77i3LlzANy7d49du3bRoUMHLl68SOfOneO0UBERERERERGRaA0darki34AB9q5EYsGmyc8rV66Mj48PY8aMMSZAHzRoEGazmeTJkzNu3DjKlCkTp4WKiIiIiIiIiEQrSRL44AN7VyGxZFMwBdCoUSNq1qzJzp07uXLlCmFhYWTPnh0vLy+SJ08elzWKiIiIiIiIiMhbyOZgCsDFxYUaNWrEVS0iIiIiIiIiIrHXvj1kygS9ekHmzPauRmIhRsGUn5+fTTvPrMYgIiIiIiIiIvHp9m3w9QWzGbp1s3c1EksxCqaqVq2KyWSK9c5PnToV6+eIiIiIiIiIiMTY779bQqmSJSF7dntXI7EUo2BqzJgxNgVTIiIiIiIiIiLxauVKy22jRvasQmwUo2CqSZMm8V2HiIiIiIiIiEjsPH4MmzZZ7iuYeiM52LsAERERERERERGbbNwIz55B7txQtKi9qxEb2BRMTZo0iYYNG0a7vlGjRnz//fc2FyUiIiIiIiIi8lKrVlluGzcGTUH0RrIpmNq4cSOVKlWKdn3lypVZt26dzUWJiIiIiIiIiLxU+vSQLp2G8b3BbAqmbt68SfYXzHSfNWtW/Pz8bC5KREREREREROSlJk6Ef/+F8uXtXYnYKEaTnz/PxcWFGzduRLv++vXrJE6c2OaiRERERERERERixNHR3hXIK7Cpx1TZsmVZtGgRt27dirTu5s2bLFq0CA8Pj1cuTkREREREREQkErMZDh603MobzaYeU3369KF58+Z88MEHNGvWjLx58wJw7tw5li1bhtlspk+fPnFaqIiIiIiIiIgIAIcOQenSUKAAnDwJDjb1u5EEwKZgKnfu3MyfP5/Ro0fzyy+/WK0rU6YMn332GXny5ImL+kRERERERERErK1cabktWlSh1BvOpmAKoGDBgsybN4/79+9z/fp1wDLpeZo0aeKsOBERERERERGRSMKDKV2N741nczAVLk2aNAqjREREREREROT1uHABjh+3THr+wQf2rkZeUYyCqZX/SyIbNmyIyWQyHr9MIyWXIiIiIiIiIhKXVq2y3FapAqlT27UUeXUxCqa8vb0xmUzUrVsXZ2dnvL29X/ock8mkYEpERERERERE4paG8b1VYhRM/fnnnwA4OztbPY5r06ZN448//uDixYskSZIEd3d3Bg4cSO7cuY1tnj17xtixY1m3bh1BQUF4eXnx1VdfkS5dOmMbPz8/hg8fzt69e3FxcaFRo0YMGDCARIn+/+Xu3buXsWPHcu7cOTJlykS3bt1o0qSJVT3z589n1qxZ3Llzh4IFC/LFF19QvHjxWNUiIiIiIiIiInHk9m3YudNyv2FD+9YicSJGU9dnyZKFLFmyRHr8sp/Y2rdvHx9//DGLFy9mzpw5hISE0LFjRwICAoxtxowZw99//83kyZOZO3cut2/fpmfPnsb60NBQunTpQnBwMAsXLmTs2LGsWLGCKVOmGNtcu3aNLl264OHhwapVq2jXrh2ff/4527dvN7ZZt24dPj4+9OjRgxUrVlCwYEE6duzIvXv3YlyLiIiIiIiIiMShtGnh779h/HjIls3e1UgcSFDXVJw1axZNmjQhX758FCxYkLFjx+Ln58eJEycAePToEcuWLcPb2xtPT0+KFi3KmDFjOHz4MEeOHAFgx44dnD9/nm+++YZChQpRuXJl+vTpw/z58wkKCgJg4cKFZM2aFW9vb/LkyUPr1q2pVasWv/zyi1HLnDlzaNGiBU2bNiVv3ryMGDGCJEmSsGzZshjXIiIiIiIiIiJxyNERKlWCQYPsXYnEEZuvyrd9+3aWLl3KtWvXePjwIWaz2Wq9yWRi8+bNr1Tco0ePAEiZMiUAx48fJzg4mPLlyxvb5MmTh8yZM3PkyBHc3Nw4cuQI+fPntxpO5+XlxfDhwzl//jyFCxfmyJEjeHp6Wh3Ly8uLMWPGABAUFMSJEyfo0qWLsd7BwYHy5ctz+PDhGNciIiIiIiIiIiLRsymYmjlzJhMnTiRt2rQUL16cAgUKxHVdhIWFMWbMGEqWLEn+/PkBuHv3Lk5OTqRIkcJq27Rp03Lnzh1jm+fneAp//LJtHj9+zNOnT3nw4AGhoaGkTZs20nEuXrwY41piKjQ0NFbbi4QLbztqQ/K6qe2JPajdib2o7Ym9qO2JvSTYtrdxI6Z16zC3agXPdTaRhCU2bcemYMrX15dy5coxffp0nJycbNnFS40YMYJz587x22+/xcv+E5Jjx47ZuwR5w6kNib2o7Yk9qN2Jvajtib2o7Ym9JLS2l/P770m7fj3/PnjAjaRJ7V2OxBGbgqmHDx9Sq1ateAulRo4cyZYtW5g3bx4ZM2Y0lqdLl47g4GAePnxo1VPp3r17pE+f3tjm6NGjVvu7e/cugNU24csibpM8eXKSJEmCg4MDjo6OVhOdhx8nvKdVTGqJqWLFiuHo6Bir54iAJYU+duyY2pC8dmp7Yg9qd2IvantiL2p7Yi8Jsu0FB+OwZw8A6Tt1Ir2mz0nQwttQTNgUTBUrVoxLly7Z8tQXMpvNjBo1ik2bNjF37lyyPTfDftGiRXFycmL37t3UqlULgIsXL+Ln52fM6eTm5sbPP//MvXv3jKF4u3btInny5OTNm9fYZtu2bVb73rVrl7EPZ2dnihQpwu7du6levTpgGVq4e/duWrduHeNaYsrR0THhfNjljaQ2JPaitif2oHYn9qK2J/aitif2kqDa3tat8N9/kD49jl5elknQ5a1g01X5hg8fzqZNm/j999/jtJgRI0awevVqJk6cSLJkybhz5w537tzh6dOnALi6utK0aVPGjh3Lnj17OH78OMOGDcPd3d0Ig7y8vMibNy+DBw/m9OnTbN++ncmTJ/Pxxx/j7OwMQKtWrbh27Rrjx4/nwoULzJ8/n/Xr19O+fXujlk8++YTFixezYsUKLly4wPDhwwkMDKRJkyYxrkVERERERERE4sDKlZbbBg0USr1lYtRjqn79+pGWhYSEMHjwYIYPH07GjBlxcLDOuEwmE6tXr45VMQsWLACgTZs2Vst9fHyMQGjYsGE4ODjQu3dvgoKC8PLy4quvvjK2dXR05Oeff2b48OG0bNmSpEmT0rhxY3r37m1sky1bNqZNm4aPjw++vr5kzJiR0aNHU7FiRWObunXrcv/+faZMmcKdO3coVKgQM2fOtJo0/WW1iIiIiIiIiMgrMpv/P5hq1MielUg8MJnNZvPLNno+KIqpuXPn2vS8d0VoaChHjhzBzc0t4XSPlDeK2pDYi9qe2IPandiL2p7Yi9qe2EuCa3uHDkGpUpAsGdy5A5r4PMGLTRuKUY8pBUwiIiIiIiIiYhe3bkGOHJZwSqHUW8emyc9FRERERERERF6LOnXg0iV49MjelUg8sGnyc4DHjx8zffp0OnbsSKNGjTh69CgA/v7+zJkzhytXrsRZkSIiIiIiIiLyDjOZIEUKe1ch8cCmYOrff/+lUaNGTJkyhX///ZczZ87w5MkTAFKlSsXChQs1/E9EREREREREXs2NGxAcbO8qJB7ZFEyNHz+eJ0+esHLlSubOncvz86dXr16d3bt3x0mBIiIiIiIiIvKO+vBDeO89+OMPe1ci8cSmYGrnzp20adOGvHnzYjKZIq3Pli0bN2/efOXiREREREREROQddfs27NwJ//0HhQrZuxqJJzYFU0+fPiVNmjTRrg8f1iciIiIiIiIiYpM1ayAszHI1vmzZ7F2NxBObgqk8efKwf//+aNdv3ryZwoUL21yUiIiIiIiIiLzjVq603DZqZM8qJJ7ZFEy1a9eOdevWMX36dB4/fgyA2WzmypUrDBo0iCNHjtC+ffu4rFNERERERERE3hWPH///vFING9q3FolXiWx5UsOGDfHz8+O7775j8uTJAHTq1Amz2YyDgwP9+vWjevXqcVmniIiIiIiIiLwr/vgDnj2D3LmhaFF7VyPxKMbB1Lx586hbt64xt1S3bt1o0KABmzZt4sqVK4SFhZE9e3Zq1qxJNo39FBEREREREZHYCg2F7dth0iTL4wYNIIqLrsnbI8bB1OjRoxk7diwVKlSgfv36VKtWjSxZsmjInoiIiIiIiIi8uuXLoU8fuH79/5f99htUrAhNmtivLolXMQ6mZs2axZo1a9i8eTNbt24ladKkVK9enfr16+Pl5YWDg03TVYmIiIiIiIjIu275cmjWDMxm6+V37liWL12qcOotFeNgqkKFClSoUIERI0bw999/s2bNGv744w/WrFlD6tSpqVu3LvXq1cPNzS0eyxURERERERGRt0poqKWn1POhFFiWmUzQt69lEnRHx9densSvWE9+7uzsTK1atahVqxaPHz9m48aNrFmzhgULFjB//nyyZs1K/fr1qVevHrlz546PmkVERERERETkbbF9u/XwveeZzXDtmmW7KlVeW1nyerzS+LvkyZPTtGlT5syZw9atWxk6dCgpU6bkp59+ol69enFVo4iIiIiIiIi8rW7ejNvt5I0SZxND3bp1i5s3b3L79m3MZjOJEsW6M5aIiIiIiIiIvGsyZYrb7eSN8krp0ZUrV/j9999Zu3Ytly9fBqB06dL06tWLWrVqxUV9IiIiIiIiIvI2q1gRsmaNfjifyWRZX7Hi661LXotYB1N37txh7dq1rFmzhhMnTmA2m8mXLx/9+/enXr16ZFKCKSIiIiIiIiIx5egIkydbrr73PJPJcjt5siY+f0vFOJhaunQpa9asYf/+/YSGhpIxY0Y6dOhAgwYNKFCgQHzWKCIiIiIiIiJvM1dXy63JZH11vqxZLaFUkyZ2KUviX4yDqc8//xxXV1caN25MgwYNKFOmDKbw5FJERERERERExFY+Ppbbnj0tIdTNm5Y5pSpWVE+pt1yMg6mpU6dSuXJlnJ2d47MeEREREREREXmXmM3Qvj389x8MGgTZstm7InmNYnxVvho1aiiUEhEREREREZG4ZTJBu3Zw+LBCqXdQjIMpEREREREREZF4o+mC3kkKpkRERERERETEPry94YcfIDDQ3pWIncR4jikRERERERERkThz6RJMmAChoVCuHJQqZe+KxA5i1GPK19eXS5cuxXctIiIiIiIiIvKuCA+latRQKPUOi1Ew5ePjw/Hjx43HhQoV4vfff4+3okRERERERETkLXbrFsyebbk/dKh9axG7ilEwlSJFCu7du2c8NpvN8VaQiIiIiIiIiLzlJk+Gp0/BwwOqVLF3NWJHMZpjysPDg6lTp3Lq1ClcXV0BWLlyJf/8888Ln/f555+/eoUiIiIiIiIi8vZ48AB+/NFyf+hQXY3vHRejYOqrr75izJgx7Ny5k3v37mEymdi5cyc7d+6M9jkmk0nBlIiIiIiIiIhY+/FHePgQCheG+vXtXY3YWYyCqbRp0zJx4kTjccGCBfnmm2+orwYkIiIiIiIiIrFRrZolkGrRAhxiNMOQvMViFEw9z8fHB3d397iuRURERERERETedmXLwurV9q5CEgibgqnGjRsb98+fP8+NGzcAyJIlC3nz5o2bykRERERERERE5K1mUzAFsHnzZsaOHWuEUuGyZs2Kt7c31apVe+XiREREREREROQtsWgR7NoFAwZA9uz2rkYSCJuCqa1bt9K7d28yZ85Mv379yJMnDwAXLlxg8eLF9OrVi59//plKlSrFabEiIiIiIiIi8gYKC4MRI+DUKciUCby97V2RJBA2BVM//vgjBQoUYP78+bi4uBjLq1WrRuvWrfnoo4/44YcfFEyJiIiIiIiIiGVOqVOnIEUK6NbN3tVIAmLT9PdnzpyhUaNGVqFUOBcXFxo3bsyZM2deuTgRERERERERecOZzeDjY7nfowekTGnfeiRBsSmYSpw4MQ8ePIh2/YMHD0icOLHNRYmIiIiIiIjIW+Lvv2HfPkiSBPr2tXc1ksDYFEx5eHjg6+vL4cOHI637559/mDt3Lp6enq9cnIiIiIiIiIi84cJ7S3XsCBky2LcWSXBsmmNq0KBBtGrVio8++ojixYuTK1eu/2vvzsObqvI/jn/StEXZCi3I1qqAomxScByEpxUcRVFAtLgMiIiDoFAXHBwX1JECDzAuCA44AjIqoiOg5aeyuKDilIHCoKAgMIAiUGRpy1rWNr2/P65JKS00TZOcpH2/nidPk3tvcr63HMrth3POlSRt27ZNP/zwg+Li4vT444/7tVAAAAAAABBmVq+WliyRnE6JnACl8CmYSkhI0Mcff6xp06bp3//+txYtWiRJaty4sQYMGKAhQ4YoLi7Or4UCAAAAAIAwEx9vB1LHjkkXX2y6GoQgn4IpSYqLi9PIkSM1cuRIf9YDAAAAAAAqi4YNpRdfNF0FQphPa0wBAAAAAAAAFUUwBQAAAAAA/GvHDqlnT+mbb0xXghDn81Q+AAAAAACAUr38srRwob221Fdfma4GIYwRUwAAAAAAwH+ys6UZM+znTz9tthaEPIIpAAAAAADgP6++Kh0/Ll15pXT99aarQYgrdzB1/PhxpaSk6F//+lcg6gEAAAAAAOHq8GFpyhT7+dNPSw6H2XoQ8sodTJ1//vnKysqSg84FAAAAAABON326dPCgdNll0m23ma4GYcCnqXzJyclatmyZv2sBAAAAAADh6uRJaeJE+/mTT0oRrB6EsvnUS4YNG6ZffvlFf/nLX7R69Wrt3btXBw8eLPEAAAAAAABVhMMhpaVJ114r3X236WoQJiJ9eVOPHj0kSVu3btWCBQvOetzGjRt9qwoAAAAAAISX6Ghp8GD7AXjJp2AqNTWVNaYAAAAAAABQIT4FUw8//LC/6wAAAAAAAOHIsqQ+faTu3aV775WqVTNdEcKIX1YiO3LkiFwulz8+CgAAAAAAhJNFi6T586URI6Rjx0xXgzDjczC1bt06DRo0SO3atVPHjh21atUqSdL+/fs1dOhQrVy50m9FAgAAAACAEDV+vP116FCpbl2ztSDs+BRMfffdd+rXr5+2b9+uW265RYWFhZ59sbGxysvL05w5c/xWJAAAAAAACEEZGdJ//mNP33vsMdPVIAz5FEy98sorat68uRYtWqTHSul4HTt21Pfff1/h4gAAAAAAQAhzj5YaOFBq1MhoKQhPPgVT69atU0pKiqKjo0u9O1+DBg2Uk5NT4eIAAAAAAECIWrNGWrxYioiQ/vIX09UgTPkUTEVGRhabvnemvXv3qnr16j4XBQAAAAAAQtyECfbXu+6Smjc3WwvClk/BVLt27fTZZ5+Vuu/YsWNKT0/XVVddVaHCAAAAAABACEtNlbp3l556ynQlCGORvrzpkUceUf/+/TVkyBD16NFDkvS///1PWVlZmjlzpvbv369hw4b5tVAAAAAAABBCrrnGfgAV4POIqenTp2v79u168sknJUkTJkzQc889p8LCQk2fPl2XX365XwsFAAAAAABA5eLTiClJ6tSpkz777DNt2LBB27dvl2VZSkhIUJs2bUpdEB0AAAAAAFQCzz8v5eVJI0ZIjRubrgZhzudgyq1Vq1Zq1aqVP2oBAAAAAAChLDdXevll6ehR6frrCaZQYT4HU6dOndLcuXP1zTffaNeuXZKkJk2aqEuXLrrjjjtUrVo1vxUJAAAAAABCwJQpdiiVmGgvfA5UkE/B1J49e3Tfffdp27Ztql+/vi666CJJ0qZNm5SRkaHZs2frrbfeUsOGDf1aLAAAAAAAMCQvT3r1Vfv5U09JLOMDP/ApmEpLS9Ovv/6qSZMmqfsZCenixYv11FNPKS0tTf/4xz/8UiQAAAAAADBsxgxp/37pkkuk2283XQ0qCZ+CqczMTA0cOLBEKCVJN910kzZs2KDZs2dXuDgAAAAAABACTp6015aSpCeekJxOs/Wg0ojw5U01atRQbGzsWffXq1dPNWrU8LkoAAAAAAAQQmbPlnbtshc7HzDAdDWoRHwKplJSUjR//nwdP368xL6jR48qPT1dffr0qXBxAAAAAAAgBNxwg/Too9Izz0jc7Ax+5NVUvs8//7zY65YtW2rp0qW66aabdOutt3oWP//ll1/00UcfKSYmRpdddpn/qwUAAAAAAMGXkCBNmmS6ClRCXgVTjzzyiBwOhyzLkqRiz19//fUSx+/Zs0cjRozQzTff7MdSAQAAAAAAUJl4FUzNmjUr0HUAAAAAAIBQ8/nn0pQp0siR0tVXm64GlZBXwdTvf//7QNcBAAAAAABCzbhx0jffSM2bE0whIHxa/BwAAAAAAFRyK1bYoVRUlDRihOlqUEl5NWKqNKtXr9aHH36orKwsHTp0yLPmlJvD4dDHH39c4QIBAAAAAECQuFzS0qWqm5mpiAUL7G333CPFx5utC5WWT8HUm2++qRdeeEHVqlVT06ZNFRMT4++6AAAAAABAMKWnS48+KmdWlpqdvj0x0VBBqAp8CqZmzpypDh066PXXX1etWrX8XRMAAAAAAAim9HTp9tulM2ZDSZIefVRq0kRKSQl+Xaj0fFpj6vjx4+rVqxehFAAAAAAA4c7lssOn0kIpt+HD7eMAP/MpmOrYsaM2b97s71oAAAAAAECwZWRIWVln329Z0s6d9nGAn/kUTD333HNasWKFZs6cqYMHD/q5JAAAAAAAEDS7d/v3OKAcfFpjqlGjRrrrrrv0wgsv6KWXXlK1atUUEVE843I4HPr222/9UiQAAAAAAAiQRo38exxQDj4FU5MnT9brr7+uBg0aqE2bNqw1BQAAAABAuEpOluLjzz6dz+Gw9ycnB7cuVAk+BVPvv/++unTpotdee63ESCkAAAAAABBGnE7p2muld94puc/hsL9OmmQfB/iZT6lSfn6+unbtSigFAAAAAEC4W71a+te/7Od16xbfFx8vffCBlJIS/LpQJfiULHXt2lWrV6/2dy0AAAAAACCY8vKkfv2kggKpTx9p3z65lizRz2PHyrVkibRtG6EUAsqnYOqhhx7STz/9pFGjRmn9+vXav3+/Dh48WOIBAAAAAABC2PDh0pYt9sio6dOlyEipa1cd6N5d6tqV6XsIOJ/WmOrevbskaePGjZozZ85Zj9u4caNvVQEAAAAAgMD66CNp5kx7Hal33pFiY01XhCrIp2AqNTVVDvcCaAAAAAAAIPxcc410xx1S8+b26CjAAJ+CqYcfftjfdQAAAAAAgGCqW1eaM0cqLDRdCaowbqsHAAAAAEBVsm6dZFn2c4eDdaRglE8jpqZMmVLmMQ6HQ6mpqb58PAAAAAAACIT//lfq3Fm69VZp9mypWjXTFaGK83sw5XA4ZFkWwRQAAAAAAKEkL0/q108qKLBHSkVHm64I8C2Y2rRpU4lthYWF2rVrl9577z3997//1YwZMypcHAAAAAAA8JNHHpG2bpUSEqRp0+xwCjDMb2tMRUREKCEhQU8++aQuuugijR071l8fDQAAAAAAKmLePOnNN+0wavZse+FzIAQEZPHzq666St98800gPhoAAAAAAJTHjh3SkCH285EjpWuuMVsPcJqABFPr169XRAQ3/AMAAAAAwCjLkgYOlA4elDp2lJ5/3nRFQDE+rTH1f//3f6VuP3z4sFavXq3PP/9cd9xxR7k/97///a9mzpyp9evXKzs7W1OnTtX111/v2W9Zll599VXNmzdPhw8fVocOHTRq1ChdfPHFnmMOHjyoMWPG6Ouvv1ZERIRuuOEGPfPMM6pRo4bnmE2bNmn06NFat26dYmNj1b9/fw0ePLhYLYsXL9bkyZO1a9cuXXzxxXr88cfVpUuXctUCAAAAAIBRDocdRu3dK737rhQVZboioBifgqmnnnrqrPvq1q2rIUOG+HRHvmPHjumyyy5Tnz599NBDD5XYP2PGDL3zzjuaMGGC4uPjNXnyZA0aNEiLFi1Std9ucfn4448rOztbb775pvLz8zVy5Ej99a9/1csvvyxJysvL06BBg9SpUyelpaVp8+bNGjlypGrXrq277rpLkvTdd99pxIgR+vOf/6xrr71Wn3zyiVJTU5Wenq4WLVp4XQsAAAAAAMZ16SKtWycxswkhyKdg6ssvvyyxzeFwqHbt2qpZs6bPxXTp0qXYqKTTWZalWbNmaejQoZ5RVC+88II6d+6sJUuWqEePHvrpp5+UkZGhDz74QG3btpUkPfvssxoyZIieeOIJNWjQQB9//LHy8/M1btw4RUdH69JLL9XGjRv15ptveoKpWbNmKTk5Wffff78kafjw4Vq+fLlmz56t0aNHe1ULAAAAAADGHDki7dkjXXqp/ZpQCiHKp2CqSZMm/q6jTFlZWcrOzlbnzp0922rVqqV27dppzZo16tGjh9asWaPatWt7QilJ6ty5syIiIvTDDz+oW7duWrt2rX73u98pOjrac0xSUpJmzJihQ4cOKSYmRmvXrtXAgQOLtZ+UlKQlS5Z4XUt5uFyuch0PuLn7Dn0IwUbfgwn0O5hC34Mp9D1UhOPhh+WYN0/WG2/IuvPOcr2XvoeKKk/f8SmYMiE7O1uSFBcXV2x7XFyccnJyJEk5OTmKjY0ttj8yMlIxMTGe9+fk5Cg+Pr7YMfXq1fPsi4mJUU5Ojmdbae14U0t5rFu3rtzvAU5HH4Ip9D2YQL+DKfQ9mELfQ3nV/fxzNXv7bVkREdpy9Kjy1q716XPoewgGr4OpXr16leuDHQ6HPv7443IXVBW1bdtWTqfTdBkIQy6XS+vWraMPIejoezCBfgdT6Hswhb4Hn2zfroi//U2SZD31lC65775yfwR9DxXl7kPe8DqYqlOnjlfH5eTkaNu2bXI4HN5+tFfq168vScrNzdUFF1zg2Z6bm6vLL79ckj3yaf/+/cXeV1BQoEOHDnneX69evRKjmtyv3aOkSjsmNzfXs9+bWsrD6XTylx0VQh+CKfQ9mEC/gyn0PZhC34PXXC5p4EDp0CHp6qsVMWqUVIG+Q99DMHgdTL3zzjvn3J+dna0ZM2Zozpw5cjqduuWWWypc3Oni4+NVv359rVixQi1btpRk32Hv+++/V9++fSVJ7du31+HDh7V+/Xq1adNGkpSZmanCwkJdccUVkqTExERNmjRJ+fn5ivrtNpnLly9X06ZNFRMT4zkmMzOz2DpTy5cvV2Jiote1AAAAAAAQVOPHSxkZUq1a0rvvSr/9zguEsgqvMZWTk6Pp06dr7ty5KigoUK9evTR06FBdeOGF5f6so0ePaseOHZ7XWVlZ2rhxo2JiYtS4cWMNGDBA//jHP3TRRRcpPj5ekydP1gUXXOC5M17z5s2VnJys5557TmlpacrPz9eYMWPUo0cPNWjQQJI9JXHq1Kl65plnNHjwYG3ZskWzZs3S008/7Wl3wIABuueee/TPf/5TXbp00aJFi7R+/XqNHj1akj1NsaxaAAAAAAAImjVrpFGj7OdTp0rNmhktB/CWz8GUe4TU6YHUsGHDlJCQ4HMx69ev14ABAzyvx48fL0m67bbbNGHCBA0ePFjHjx/XX//6Vx0+fFhXXnml3njjDVWrVs3znpdeekljxozRvffeq4iICN1www169tlnPftr1aqlmTNnavTo0UpJSVHdunU1bNgw3XXXXZ5jOnTooJdeekmTJk3SxIkTdfHFF2vq1Klq0aKF5xhvagEAAAAAICjatJGefFLasUPq3990NYDXHJZlWeV5Q3Z2tqZPn6558+apoKBAt9xyi4YOHVqhQKqqcrlcWrt2rRITE5m3C5/Qh2AKfQ8m0O9gCn0PptD34BPLkiq45jN9DxVVnj7k9Yipffv2eQIpl8ul3r1768EHHySQAgAAAADAlDVrpNatpeho+7Wfb0QGBJrXwVS3bt106tQptWzZUg888IDi4+N1+PBh/fjjj2d9T+vWrf1SJAAAAAAAOMMvv0hdu0qXXiotXCj9trYyEE68DqZOnjwpSdqwYYOGDx9+zmMty5LD4dDGjRsrVBwAAAAAAChFQYG9ltThw/Zoqbg40xUBPvE6mHIvRA4AAAAAAAwbN076z3+k2rWld9+VIn2+txlglNc997bbbgtkHQAAAAAAwBsrVkijR9vPX3tNatrUbD1ABUSYLgAAAAAAAHjp0CGpXz/J5ZLuvtt+AGGMYAoAAAAAgHDx+OP2oucXXyxNnWq6GqDCCKYAAAAAAAgXTz4pde5srysVE2O6GqDCWB0NAAAAAIBwcckl0rJlksNhuhLALxgxBQAAAABAKCsokDIzi14TSqESIZgCAAAAACCUjR1rT98bO9Z0JYDfMZUPAAAAAIBQ4nJJGRnS7t1STo40erRkWVLz5qYrA/yOYAoAAAAAgFCRni49+qiUlVV8e5cuUt++ZmoCAoipfAAAAAAAhIL0dOn220uGUpL073/b+4FKhmAKAAAAAADTXC57pJRlnf2Y4cPt44BKhGAKAAAAAADTMjJKHynlZlnSzp32cUAlQjAFAAAAAIBpu3f79zggTBBMAQAAAABgWqNG/j0OCBMEUwAAAAAAmJacLMXHSw5H6fsdDikhwT4OqEQIpgAAAAAAMM3plCZPtp+fGU65X0+aZB8HVCIEUwAAAAAAhIKUFOmDD6QmTYpvj4+3t6ekmKkLCKBI0wUAAAAAAIDfpKRIvXvbd9/bvdteUyo5mZFSqLQIpgAAAAAACCVOp9S1q+kqgKBgKh8AAAAAAACMIJgCAAAAAACAEQRTAAAAAAAAMIJgCgAAAAAAAEYQTAEAAAAAAMAIgikAAAAAAAAYQTAFAAAAAAAAIwimAAAAAAAAYATBFAAAAAAAAIwgmAIAAAAAAIARBFMAAAAAAAAwgmAKAAAAAAAARkSaLgAAAAAAgFDickkZGdLu3VKjRlJysuR0mq4KqJwIpgAAAAAA+E16uvToo1JWVtG2+Hhp8mQpJcVcXUBlxVQ+AAAAAABkh1K33148lJKkXbvs7enpZuoCKjOCKQAAAABAledy2SOlLKvkPve24cPt4wD4D8EUAAAAAKDKy8goOVLqdJYl7dxpHwfAfwimAAAAAABV3u7d/j0OgHcIpgAAAAAAVV6jRv49DoB3CKYAAAAAAFVeTIzkcJx9v8MhJSRIycnBqwmoCgimAAAAAABV2oYN0g03FC1yfmZA5X49aZLkdAa1NKDSI5gCAAAAAFRZmzdL110n5eRIV14pzZolNWlS/Jj4eOmDD6SUFDM1ApVZpOkCAAAAAAAw4aefpD/8QdqzR7riCunzz6XYWKlfP/vue7t322tKJSczUgoIFIIpAAAAAECVs327HUrt2iW1aiUtWWKHUpIdQnXtarQ8oMpgKh8AAAAAoErJypKuvVbasUNq0UL68kupfn3TVQFVE8EUAAAAAKDK2L3bHim1bZvUvLn01VdSw4amqwKqLoIpAAAAAECVsG+fvdD5li3SRRfZodSZC50DCC6CKQAAAABApZebK11/vbRxo32Xva++ki680HRVAAimAAAAAACV2oEDUrdu0rp19l32vvpKatbMdFUAJIIpAAAAAEAldviw1L27tGaNdMEF9kLnl15quioAbgRTAAAAAIBKKS9PuukmadUqKS5OWrJEatnSdFUATkcwBQAAAACodI4dk3r2lJYvl+rUkb74Qmrb1nRVAM5EMAUAAAAAqFROnJB695a++UaqXVv6/HOpfXvTVQEoDcEUAAAAAKDSOHlSSkmxp+3VqCEtXixddZXpqgCcDcEUAAAAAKBSOHVKuvNOO4w6/3xp0SKpc2fTVQE4F4IpAAAAAEDYKyiQ+vWTPv5YOu886ZNPpGuuMV0VgLIQTAEAAAAAwprLJQ0YIH34oRQdLc2fL113nemqAHiDYAoAAAAAELYKC6VBg6R//UuKjJQ++EDq3t10VQC8RTAFAAAAAAhLhYXSgw9Kb78tOZ3S++9LvXqZrgpAeRBMAQAAAADCjmVJjzwizZghRURI77wj9eljuioA5UUwBQAAAAAIK5YljRghTZ0qORzSm29KffuargqALwimAAAAAABhw7KkkSOlV16xX0+fbi98DiA8EUwBAAAAAMJGWpo0YYL9fMoU6f77zdYDoGIIpgAAAAAAYWH8eDuYkqSJE6XUVLP1AKg4gikAAAAAQMh7+WV7Cp9kj5h67DGz9QDwj0jTBQAAAAAAcDqXS8rIkHbvlho1kr7/Xnr8cXtfWpr05JNm6wPgPwRTAAAAAICQkZ4uPfqolJVVct/IkdJzzwW/JgCBQzAFAAAAAAgJ6enS7bfbd94rTYcOksMR3JoABBZrTAEAAAAAjHO57JFSZwulHA57XSmXK7h1AQgsgikAAAAAgHEffVT69D03y5J27rTXngJQeTCVDwAAAAAQdJYlrV0rLVhgP1at8u59u3cHtCwAQUYwBQAAAAAIiuPHpS+/LAqjdu0q/2c0auT/ugCYQzAFAAAAAAiYrCxp4UI7iPrySzuccqteXerWTerZU7rxRqlzZzusKm2dKYdDio+XkpODVzuAwCOYAgAAAAD4TWGhtHp10aioNWuK709IkHr1ssOorl2l888v2jd5sn1XPoejeDjlvhPfpEmS0xnoMwAQTARTAAAAAIBiXC57kfHdu+2pc8nJ5w6E8vKkL76wg6iFC6W9e4v2ORzS1VfbQVTPnlLbtkVB05lSUqQPPrDvznf6Qujx8XYolZLil9MDEEIIpgAAAAAAHunppQdDkycXD4Z++cUOoj75RFq6VDp1qmhfrVr21LyePaWbb5bq1/e+/ZQUqXfv8gVjAMIXwRQAAAAAQJIdSt1+e8k1nnbtsrePHSsdOWKHUT/+WPyY5s2LpuglJ0vR0b7X4XTa0/wAVH4EUwAAAAAAuVz2SKnSFh53b3vmmaJtTqeUlFQ0Re+yy84+RQ8AzoZgCgAAAACgjIzi0/fO5rrrpEGD7Kl6sbGBrwtA5UYwBQAAACAklXcBbpTfiRPSypXS119Lc+d6955Bg6S+fQNbF4Cqg2AKAAAAQMjxdgFulM/Jk9KqVfZi5V9/La1YYYdT5dGoUUBKA1BFEUwBAAAACCllLcD9wQeEU946dUpavdoOob7+Wlq+XDp+vPgxDRtK114rXXONlJYm7d1b+jpTDocdDiYnB6d2AFUDwRQAAACAkFHWAtwOhzR8uNS7d+We1udy2aOaMjPr6uBB+w513pxvfr707bd2CLV0qbRsmXTsWPFjLrjA/rxrr7W/nr5o+QUX2OGfw1H8z8C9f9Kkyv19BxB8BFMAAAAAQkZZC3BblrRzp/TVV1K3boGtxdQaV0XTGJ2Smkk6+zTGggLpu++KpuYtWybl5RU/pl49O4Byh1EtW5797nkpKfaItNKmUU6axEg1AP5HMAUAAADAmCNHpDVr7HDl22/twMkbN9wgNW4sXXihlJBgf3U/3K/r1Tt7AFMWU2tclTWNce5cqWnTohFRGRnS4cPFj42Nlbp0sUOoa6+VWrWSIiK8ryElxR6RxsLzAIKBYAoAAABAUBw6ZIdQ335rP777Ttq8ufRpe9749Vf7kZlZ+v7zzjt7aOV+Xr16yfeZWuOqrGmMknTnnSX316lTFER17Sq1bVu+IKo0Tqf9WQAQaARTAAAAAEpVkalsBw7YwZN7JNS330pbt5Z+bHy8dOWV9iMxUXrgAWnPnnMvwL1ypR0U7dwp7dhR9HC/3r3bvtvcli3242zi4ooHVfHx0gsvnHuNq4ceklq3ttdzOnnSfpw4UfT8zNfn2nf66z17zj2N0V1DjRrSH/5QNDXviisYzQQgfBFMAQAAACihPFPZcnOLAij3159/Lv1zL7pI6tChKIjq0MFecPt0+fllL8DdqJH9+N3vSm/n5MlzB1fbt9trMeXm2o81a7z7vliWHXpdfrl3xwfCtGnS3Xebax8A/IlgCgAAAEAxZU1le+YZ6fzzi0ZCbd9e+uc0bVoUPrm/1qtXdvv+WIC7WjWpWTP7URrLsqcWnhlcZWRI//lP2Z9/3nlSzZr212rVih6nvz7b87Pt++knaezYsttu0qTsYwAgXBBMAQAAACHKxF3hvFnnqLTwpHnzolFQV14ptW9vL8Ltq0AvwO1w2Gsz1aljr8nktnSpPT2uLIsX+38NJpdLeustOwA81zTG5GT/tgsAJhFMAQAA4JxMhCOhwuWyg4rMzLo6eNAOIoJ17oG6K9zhw3bwcbbHzz9L+/eX/TnXXivdfHNRCFWnju81nY2JBbiTk+3vs4lwyOm0/3zLmsZYVf7+AagaCKYAAABwVoEKR8rDVDBWdO5OSfZ8sGCduy93hXO57MWzzxU67dplr6vkD4MHS337+uezQonpcMgf0xgBIJwQTAEAAKBUvoQjgajBRDBm8ty9mUr3pz9JX35ph3VZWXZde/ZIhYXetRETY69TVNpj927pwQfL/oxGjbw/p3BjOhxyT2NcutSlzMztuvrqi9S1q5ORUgAqJYIpAACAEBeK6ww5HNLw4fYvz4GqJdjhkGVJJ07YC2Knpp47GLr/fjuwcLmkU6fsR36+f54fPSodOHDuWg8dkl57reR2p1Nq2LD0wCk+3v7auLG9aPfZuFz2GlJVfZ2jQK9xVRb3NMY6dQ4oMfEiQikAlRbBFAAAQBlMrrEUrBFDR4/a57dnj/01I6N4m2eyLPtuZtddJ114oX1XMX89qlWz2ygrGHvkESkx0Q6T8vKKHkePlv68rNdHj3o/4ujAAbs+k265RbrhhuLhU4MGFe+bpqeyhRITa1wBQFVDMAWfmV4IlfbNLcZqWih876vqIsAwqyr3vcq4ALW3bVdkxFBhoZSTUxQ2nfn19Oe+rjv0zTe+va8sTqf95342lmV/H5o3D0z73ujY0W4/Otp+REX55/natfaIrLI89ljgQhPTU9kAAFUHwVQFvfvuu5o5c6ays7N1+eWX67nnntMVV1xhuqyAM70QKu2bW4zVtND53ptpH1VXVe574bYAtb94M5Vu6FA7fNq3r/Twae9eqaDA+zarV7dDz4YN7WDo3/8u+z2PPCIlJNijliryOH68+Gilc4VSp4uMtNdLqllTqlHD/up+lPX6bMesWiVdf33ZbU+YEJhgKDFRGjXK/FQ601PZAABVg8OySvvnDt5YtGiRnnjiCaWlpaldu3Z6++239emnn+rTTz9VXFxcme93uVxau3atEhMT5Qyjf+HPdpHuHtod6IVQad9s+yaZPnfT7YeScP35Fa6qct8zee4ul3TxxWefzuYOB/73Pzv8OXFCOnnSfrifV2Tbjh32KDF/qFfPDhXcodPZvtaqVfS9dZ9/WeHItm3+Cyrc38cTJ6Svv5buvLPs93z9tf/DIRPnfiZ335dKn0pXmf/eowj/3sIU+h4qqjx9iGCqAu644w61bdtWf/3rXyVJhYWF6tKli+655x4NGTKkzPeH4192by7SmzSRtmwJzIWayyVdcol9oXiu9jdvDlz7l15advv/+1/g2m/Rwlz7Z2szGLz93lfWvncm0z+5Cwpc+v7779WuXTsjP79Mn38w23e5pJYty+57P/5Y+UYxuFxSq1bnPvcGDaTFi+1A4+RJe+Fod8Djfl7aNm+O3btX+v774J6zL5o3l9q2LQqYzgybGjSwp4n5wmQ4YjocCoVgqLSRkgkJTKWrSsLx9wVUDvQ9VFR5+hBT+Xx06tQp/fjjj3rggQc82yIiItS5c2etWbOmXJ/l8naseghYutQ9laJ0lmVfPJ1/fvBqKq396tXNtl+jRtVs36Sq3veCzympg+kioKK+FxNjupLgsyx7ulr79qYrKRIVZalataIFvE9/Hh1d9Nz+WvLY09+zc6c0dWpEmW1Om+Yqc8SQr5cavXtLc+dKjz0Woaysov+JaNLE0iuvFKp3b98/2xuvvCLdeWfEbwtwF7XvcNhJ0cSJ9ty/QNRg+tzdNfTsaU+l27PHoYYNLc9UujC6fEQFuH9PCKffF1A50PdQUeXpOwRTPjpw4IBcLleJKXtxcXH6+eefy/VZ69at82dpAZWZWVfu9T0AAAgFNWoUqGbNQkVHFyoqylJUlFXieWSkpehoS1FRhb9tK/356e/dubOa3nijcZntv/LKVl111WFFR1uKKDtH8prLJc2b11b79kVJKm14qqUGDfJVq9Y6rV3rv3bP1LSp9OGH0po1NZWTE6V69fLVvn2enE4FtF1323/7Wx299FKC9u2L9my/4IJ8jRixU02bHqy05366OnXshySF0WUj/Cicfl9A5ULfQzAQTIWAtm3bhs3wyIMHvTvu//7PpaQk/7e/bJl0661lf68++ihw7ffuXXXbN8nbc6+sfa80wZpGWRqXy6UNG35U69atjf38Mnn+wWw/I0Pq2bPs7/HCha6AL4QcbBkZUo8e3vy9c6hrV6fskXz+43JJn35q/TaVrOQfuMNhqUkTadiwpgGbRjl1qnudJavUEUNTpjh15ZWJgWn8DFdeGZRmSkhMtKezZWS4Ths15JTTeXEQa3Bp3bp1YXXNhsrB5aLvwQz6HirK3Ye8QTDlo7p168rpdCo3N7fY9tzcXNWrV69cn+V0OsPmL3vXrvZ6DmWt99CzpzMgF+k9e3rXfo8egWm/R4+q3b5J3p57Ze17ocblkmrUKFSdOuHz8ytcde/uXd+78cbK1/duvNG7c+/aNTDn7nTad/67/Xb9NpWseNuSQ5MnS9HRgfvGu+/8V/KOjI7f1hmqZH/oZ+F0StddZ7qK8LpmQ+VC34Mp9D0Egx8HnFct0dHRat26tVasWOHZVlhYqBUrVqh9KC124Wfui3Sp5GgB9+tJkwK3AC/tm23fJNPnbrp9VF1Vue+FwrmnpNjBUJMmxbfHxwfvrmgpKdIvv9h3n3vvPfvrtm0sfg0AACoHgqkKuO+++zR37lzNnz9fP/30k0aNGqXjx48rpZJfKZq+SKd9878kmWL63E23j6qrKve9UDj3UAiGnE571HLfvvbXyhhEAgCAqslhWaZvuh3eZs+erZkzZyo7O1stW7bUs88+q3bt2nn13nC/BafLZa//sXu3fUtq911iaD947S9d6lJm5nZdffVFAZvKEopC4Xtvsv1QEO4/v8JVVe57VflnHszjZx5Moe/BFPoeKqo8fYg1piqof//+6t+/v+kyjHD/7y3tm22/Tp0DSky8qEr9ghYq33sg2Kpy36vKP/MAAAAqM6byAQAAAAAAwAiCKQAAAAAAABhBMAUAAAAAAAAjCKYAAAAAAABgBMEUAAAAAAAAjCCYAgAAAAAAgBEEUwAAAAAAADCCYAoAAAAAAABGEEwBAAAAAADACIIpAAAAAAAAGEEwBQAAAAAAACMIpgAAAAAAAGAEwRQAAAAAAACMIJgCAAAAAACAEQRTAAAAAAAAMCLSdAFVmWVZkiSXy2W4EoQrd9+hDyHY6HswgX4HU+h7MIW+B1Poe6god99x5x7n4rC8OQoBcerUKa1bt850GQAAAAAAAH7Xtm1bRUdHn/MYgimDCgsLVVBQoIiICDkcDtPlAAAAAAAAVJhlWSosLFRkZKQiIs69ihTBFAAAAAAAAIxg8XMAAAAAAAAYQTAFAAAAAAAAIwimAAAAAAAAYATBFAAAAAAAAIwgmAIAAAAAAIARBFMAAAAAAAAwgmAKAAAAAAAARhBMAQZNmzZNffr0Ufv27dWpUycNGzZMP//8c7FjTp48qbS0NHXs2FHt27fXww8/rJycnGLH/PrrrxoyZIjatWunTp066W9/+5sKCgqKHbNy5UrddtttatOmjbp166b09PSAnx9CV7D63sqVK3XZZZeVeGRnZwflPBF6/NX3xo4dq5SUFLVp00a9e/cuta1NmzapX79+atu2rbp06aIZM2YE7LwQ+oLV97Kyskr9ubd27dpAnh5CmD/63qZNm/TnP/9ZXbp00RVXXKGbbrpJb7/9dom2uN7D6YLV97jeQ0URTAEGrVq1Snfffbfmzp2rN998UwUFBRo0aJCOHTvmOWbcuHH6+uuvNWnSJL3zzjvat2+fHnroIc9+l8ulBx54QPn5+Xr//fc1YcIEzZ8/X6+++qrnmJ07d+qBBx5Qx44d9dFHH+nee+/Vs88+q4yMjKCeL0JHsPqe26effqply5Z5HnFxcUE5T4Qef/Q9tz59+ujmm28utZ28vDwNGjRIjRs3Vnp6up544glNmTJFc+bMCdi5IbQFq++5vfXWW8V+7rVu3drv54Tw4I++t379esXGxurFF1/UwoUL9eCDD2rixImaPXu25xiu93CmYPU9N6734DMLQMjIzc21WrRoYa1atcqyLMs6fPiw1bp1a2vx4sWeY7Zu3Wq1aNHCWrNmjWVZlrV06VLr8ssvt7Kzsz3HvPfee1aHDh2skydPWpZlWS+88ILVo0ePYm0NHz7c+tOf/hTgM0K4CFTfy8zMtFq0aGEdOnQoeCeDsOJL3zvdq6++at1yyy0ltr/77rvWVVdd5emLlmVZL774onXjjTf6/yQQlgLV93bu3Gm1aNHC2rBhQ8BqR3iraN9zGzVqlHXPPfd4XnO9h7IEqu9xvYeKYsQUEEKOHDkiSYqJiZFk/w9Ffn6+Onfu7DmmefPmaty4sWdKwNq1a9WiRQvVq1fPc0xSUpLy8vK0detWzzGdOnUq1lZSUhLTCuARqL7nduuttyopKUn33Xefvv322wCfDcKJL33PG2vXrtXvfvc7RUdHe7YlJSVp27ZtOnTokH+KR1gLVN9zGzp0qDp16qS+ffvqyy+/9EvNqBz81feOHDmiOnXqeF5zvYeyBKrvuXG9B19Fmi4AgK2wsFDjxo1Thw4d1KJFC0lSTk6OoqKiVLt27WLHxsXFeeZs5+TkFAsGJHlel3VMXl6eTpw4ofPOOy8g54TwEMi+V79+faWlpalNmzY6deqU5s2bpwEDBmju3LlMa4HPfc8bOTk5io+PL7bN3T9zcnI8F+WomgLZ96pXr66nnnpKHTp0kMPh0Oeff67U1FRNnTpV1113nV/PA+HHX33vu+++0+LFizVt2jTPNq73cC6B7Htc76GiCKaAEJGWlqYtW7bovffeM10KqphA9r1mzZqpWbNmntcdOnTQzp079dZbb+nFF1/0e3sIL/zcgymB7HuxsbG67777PK+vuOIK7du3TzNnziSYgl/63ubNmzVs2DClpqYqKSnJj9WhMgtk3+N6DxXFVD4gBIwePVpLly7V22+/rYYNG3q216tXT/n5+Tp8+HCx43Nzc1W/fn3PMWfeMcj9uqxjatasyf+eVXGB7nuladu2rXbs2OGvU0CYqkjf88a5+ueZIwpQtQS675WmXbt2/NyDX/re1q1bNXDgQN11110aNmxYsX1c7+FsAt33SsP1HsqDYAowyLIsjR49Wl988YXefvttJSQkFNvfpk0bRUVFacWKFZ5tP//8s3799VclJiZKkhITE7V582bl5uZ6jlm+fLlq1qypSy65xHNMZmZmsc9evny55zNQ9QSr75Vm06ZNFf4lD+HLH33PG4mJiVq9erXy8/M925YvX66mTZsyja+KClbfK83GjRv5uVeF+avvbdmyRQMGDNCtt96qxx57rEQ7XO/hTMHqe6Xheg/lwVQ+wKC0tDQtWLBAr732mmrUqOGZy12rVi2dd955qlWrlvr06aMJEyYoJiZGNWvW1NixY9W+fXvPPxZJSUm65JJL9MQTT+gvf/mLsrOzNWnSJN19992eRX//+Mc/6t1339ULL7ygPn36KDMzs8TccFQtwep7b731luLj43XppZfq5MmTmjdvnjIzM/XPf/7T1KnDMH/0PUnavn27jh07puzsbJ04cUIbN26UZC/aGh0drV69emnq1Kl65plnNHjwYG3ZskWzZs3S008/beK0EQKC1ffmz5+vqKgotWzZUpL0xRdf6MMPP9TYsWODfs4IDf7oe5s3b9a9997rWVja/RlOp1OxsbGSuN5DScHqe1zvoaIclmVZposAqqrLLrus1O3jx49XSkqKJOnkyZOaMGGCFi5cqFOnTikpKUnPP/98sf+B2LVrl0aNGqVVq1bp/PPP12233aYRI0YoMrIoe165cqXGjx+vrVu3qmHDhho2bJinDVQ9wep7M2bM0Ny5c7V3716df/75atGihVJTU3X11VcH/iQRkvzV9+655x6tWrWqxOd8+eWXnkXPN23apNGjR2vdunWqW7eu+vfvryFDhgTgrBAOgtX35s+frxkzZujXX3+V0+lUs2bNNGjQIHXv3j0wJ4aQ54++9/e//11Tpkwp8RlNmjTRV1995XnN9R5OF6y+x/UeKopgCgAAAAAAAEawxhQAAAAAAACMIJgCAAAAAACAEQRTAAAAAAAAMIJgCgAAAAAAAEYQTAEAAAAAAMAIgikAAAAAAAAYQTAFAAAAAAAAIwimAAAAAAAAYATBFAAAAAAAAIwgmAIAAAgD999/v6666irl5OSU2HfkyBElJSXpjjvuUGFhoYHqAAAAfEMwBQAAEAaef/555efna/z48SX2TZw4UQcOHNCYMWMUEcHlHQAACB9cuQAAAISBhIQEpaamasGCBVq2bJln+w8//KD3339fAwcO1OWXXx7QGk6ePMmILAAA4FcOy7Is00UAAACgbAUFBUpJSdHx48e1YMECRUZG6o477tChQ4e0YMEC/frrr5o8ebIyMzN1/PhxXXrppUpNTdV1113n+YyDBw9q2rRpWrZsmbKysuRwONShQwc9/vjjxYKtlStXasCAAZo4caI2b96s9PR0ZWdna9WqVapdu7aJ0wcAAJVQpOkCAAAA4J3IyEiNGTNGf/zjH/Xaa68pNjZWP/74o9544w1lZWWpb9++atCggQYPHqzq1atr8eLFSk1N1d///nd169ZNkrRz504tWbJE3bt3V3x8vHJycjRnzhz1799fCxcuVIMGDYq1+dprrykqKkqDBg3SqVOnFBUVZeLUAQBAJcWIKQAAgDAzZswYzZkzR1FRUfrDH/6gl19+WQMHDlRubq4+/PBDRUdHS5Isy1Lfvn114MABffbZZ5KkU6dOKTIysthaVFlZWbrpppv04IMPKjU1VVLRiKmEhAQtWLBA5513XvBPFAAAVHqsMQUAABBmHnvsMdWpU0cRERF6+umndfDgQWVmZuqmm25SXl6e9u/fr/379+vAgQNKSkrSL7/8or1790qSoqOjPaGUy+XSgQMHVL16dTVt2lQbNmwo0datt95KKAUAAAKGqXwAAABhpmbNmmratKkOHDigevXq6YcffpBlWZo8ebImT55c6ntyc3PVoEEDFRYWatasWXrvvfeUlZUll8vlOaZOnTol3hcfHx+o0wAAACCYAgAACHfuO+X96U9/UnJycqnHXHjhhZKk119/XZMnT1afPn306KOPKiYmRhERERo3bpxKW+GB0VIAACCQCKYAAADCXEJCgiQpKipKnTt3Puexn332mTp27Khx48YV23748GHVrVs3YDUCAACUhjWmAAAAwlxcXJx+//vfa86cOdq3b1+J/fv37/c8dzqdJUZGLV682LMGFQAAQDAxYgoAAKASeP7559WvXz/16tVLd955pxISEpSTk6O1a9dqz549+vjjjyVJXbt21dSpU/X000+rffv22rx5sz755BPPqCsAAIBgIpgCAACoBC655BJ9+OGHmjJliubPn6+DBw8qNjZWrVq1Umpqque4Bx98UMePH9cnn3yiRYsWqVWrVpo2bZpefvllg9UDAICqymGVtsolAAAAAAAAEGCsMQUAAAAAAAAjCKYAAAAAAABgBMEUAAAAAAAAjCCYAgAAAAAAgBEEUwAAAAAAADCCYAoAAAAAAABGEEwBAAAAAADACIIpAAAAAAAAGEEwBQAAAAAAACMIpgAAAAAAAGAEwRQAAAAAAACMIJgCAAAAAACAEQRTAAAAAAAAMOL/AcMgMiwvSqmDAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.optimize import curve_fit\n",
    "import numpy as np\n",
    "\n",
    "# Define exponential growth function\n",
    "def exp_growth(x, a, b):\n",
    "    return a * np.exp(b * x)\n",
    "\n",
    "# Prepare data for curve fitting (up to 2023)\n",
    "years = np.array(time_series_data['Year'])\n",
    "registrations = np.array(time_series_data['Registrations'])\n",
    "\n",
    "# Fit exponential model using data up to 2023\n",
    "params, covariance = curve_fit(exp_growth, years - years.min(), registrations)\n",
    "\n",
    "# Forecast future registrations from 2024 to 2028\n",
    "future_years = np.arange(2024, 2029)\n",
    "forecasted_values = exp_growth(future_years - years.min(), *params)\n",
    "\n",
    "# Plot actual (up to 2023) vs forecasted values (2024-2028)\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(years, registrations, 'bo-', label='Actual Registrations (Up to 2023)')\n",
    "plt.plot(future_years, forecasted_values, 'ro--', label='Forecasted Registrations (Exponential, 2024-2028)')\n",
    "plt.title('EV Market Forecast (Exponential Model)', fontsize=14, weight='bold')\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.ylabel('Number of Vehicles Registered', fontsize=12)\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ff15-arkhe/.local/lib/python3.8/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n",
      "/home/ff15-arkhe/.local/lib/python3.8/site-packages/statsmodels/tsa/statespace/sarimax.py:866: UserWarning: Too few observations to estimate starting parameters for seasonal ARMA. All parameters except for variances will be set to zeros.\n",
      "  warn('Too few observations to estimate starting parameters%s.'\n",
      " This problem is unconstrained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RUNNING THE L-BFGS-B CODE\n",
      "\n",
      "           * * *\n",
      "\n",
      "Machine precision = 2.220D-16\n",
      " N =            5     M =           10\n",
      "\n",
      "At X0         0 variables are exactly at the bounds\n",
      "\n",
      "At iterate    0    f=  5.40376D+00    |proj g|=  1.51250D+00\n",
      "\n",
      "At iterate    5    f=  3.99301D+00    |proj g|=  8.96561D-03\n",
      "\n",
      "At iterate   10    f=  3.98557D+00    |proj g|=  7.31240D-04\n",
      "\n",
      "At iterate   15    f=  3.98506D+00    |proj g|=  1.40596D-04\n",
      "\n",
      "At iterate   20    f=  3.98504D+00    |proj g|=  1.55042D-04\n",
      "\n",
      "           * * *\n",
      "\n",
      "Tit   = total number of iterations\n",
      "Tnf   = total number of function evaluations\n",
      "Tnint = total number of segments explored during Cauchy searches\n",
      "Skip  = number of BFGS updates skipped\n",
      "Nact  = number of active bounds at final generalized Cauchy point\n",
      "Projg = norm of the final projected gradient\n",
      "F     = final function value\n",
      "\n",
      "           * * *\n",
      "\n",
      "   N    Tit     Tnf  Tnint  Skip  Nact     Projg        F\n",
      "    5     20     35      1     0     0   1.550D-04   3.985D+00\n",
      "  F =   3.9850368587389240     \n",
      "\n",
      "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH             \n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SARIMA Forecasted Values (2024-2028): {2024: 102622.86536500827, 2025: 151026.93545715435, 2026: 192348.33202280835, 2027: 238546.34227250732, 2028: 283158.1993056945}\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "\n",
    "# Set up SARIMA model using data up to 2023\n",
    "model = SARIMAX(time_series_data['Registrations'], order=(1, 1, 1), seasonal_order=(1, 1, 1, 12))\n",
    "sarima_results = model.fit()\n",
    "\n",
    "# Forecast EV registrations for 2024-2028\n",
    "forecast_sarima = sarima_results.get_forecast(steps=5)\n",
    "forecasted_sarima_values = forecast_sarima.predicted_mean\n",
    "forecast_index = np.arange(2024, 2029)\n",
    "\n",
    "# Plot actual vs SARIMA forecasted values (up to 2023, forecasted for 2024-2028)\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(years, registrations, 'bo-', label='Actual Registrations (Up to 2023)')\n",
    "plt.plot(forecast_index, forecasted_sarima_values, 'go--', label='Forecasted Registrations (SARIMA, 2024-2028)')\n",
    "plt.title('EV Market Forecast (SARIMA Model)', fontsize=14, weight='bold')\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.ylabel('Number of Vehicles Registered', fontsize=12)\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Print SARIMA forecasted values for reference\n",
    "forecasted_sarima_dict = dict(zip(forecast_index, forecasted_sarima_values))\n",
    "print(\"SARIMA Forecasted Values (2024-2028):\", forecasted_sarima_dict)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RUNNING THE L-BFGS-B CODE\n",
      "\n",
      "           * * *\n",
      "\n",
      "Machine precision = 2.220D-16\n",
      " N =            5     M =           10\n",
      "\n",
      "At X0         0 variables are exactly at the bounds\n",
      "\n",
      "At iterate    0    f=  5.40376D+00    |proj g|=  1.51250D+00\n",
      "\n",
      "At iterate    5    f=  3.99301D+00    |proj g|=  8.96561D-03\n",
      "\n",
      "At iterate   10    f=  3.98557D+00    |proj g|=  7.31240D-04\n",
      "\n",
      "At iterate   15    f=  3.98506D+00    |proj g|=  1.40596D-04\n",
      "\n",
      "At iterate   20    f=  3.98504D+00    |proj g|=  1.55042D-04\n",
      "\n",
      "           * * *\n",
      "\n",
      "Tit   = total number of iterations\n",
      "Tnf   = total number of function evaluations\n",
      "Tnint = total number of segments explored during Cauchy searches\n",
      "Skip  = number of BFGS updates skipped\n",
      "Nact  = number of active bounds at final generalized Cauchy point\n",
      "Projg = norm of the final projected gradient\n",
      "F     = final function value\n",
      "\n",
      "           * * *\n",
      "\n",
      "   N    Tit     Tnf  Tnint  Skip  Nact     Projg        F\n",
      "    5     20     35      1     0     0   1.550D-04   3.985D+00\n",
      "  F =   3.9850368587389240     \n",
      "\n",
      "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH             \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ff15-arkhe/.local/lib/python3.8/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
      "  warn('Non-stationary starting autoregressive parameters'\n",
      "/home/ff15-arkhe/.local/lib/python3.8/site-packages/statsmodels/tsa/statespace/sarimax.py:866: UserWarning: Too few observations to estimate starting parameters for seasonal ARMA. All parameters except for variances will be set to zeros.\n",
      "  warn('Too few observations to estimate starting parameters%s.'\n",
      " This problem is unconstrained.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SARIMA Forecasted Values (2024-2025): {2024: 102622.86536500827, 2025: 151026.93545715435}\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Ensure data includes only completed years up to 2023\n",
    "if 'Model Year' in ev_data.columns:\n",
    "    ev_registration_counts = ev_data['Model Year'].value_counts().sort_index()\n",
    "    time_series_data = ev_registration_counts[ev_registration_counts.index <= 2023].rename_axis('Year').reset_index(name='Registrations')\n",
    "\n",
    "    # Set up the SARIMA model using data up to 2023\n",
    "    model = SARIMAX(time_series_data['Registrations'], order=(1, 1, 1), seasonal_order=(1, 1, 1, 12))\n",
    "    sarima_results = model.fit()\n",
    "\n",
    "    # Forecast EV registrations for 2024 and 2025 only\n",
    "    forecast_sarima = sarima_results.get_forecast(steps=2)\n",
    "    forecasted_sarima_values = forecast_sarima.predicted_mean\n",
    "    forecast_index = np.arange(2024, 2026)  # Represents years 2024 and 2025\n",
    "\n",
    "    # Plot actual data up to 2023 and SARIMA forecast for 2024-2025\n",
    "    years = time_series_data['Year']\n",
    "    registrations = time_series_data['Registrations']\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    plt.plot(years, registrations, 'bo-', label='Actual Registrations (Up to 2023)')\n",
    "    plt.plot(forecast_index, forecasted_sarima_values, 'go--', label='Forecasted Registrations (SARIMA, 2024-2025)')\n",
    "    plt.title('EV Market Forecast (SARIMA Model, Up to 2025)', fontsize=14, weight='bold')\n",
    "    plt.xlabel('Year', fontsize=12)\n",
    "    plt.ylabel('Number of Vehicles Registered', fontsize=12)\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "    # Print SARIMA forecasted values for reference\n",
    "    forecasted_sarima_dict = dict(zip(forecast_index, forecasted_sarima_values))\n",
    "    print(\"SARIMA Forecasted Values (2024-2025):\", forecasted_sarima_dict)\n",
    "else:\n",
    "    print(\"The 'Model Year' column is missing or contains no data.\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}