erling-the-viking-haaland.ipynb

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    "<div style=\"display: flex; align-items: center; background-color: #002868; padding: 20px; color: white; font-weight: bold;\">\n",
    "    <div style=\"background: url('https://upload.wikimedia.org/wikipedia/commons/d/d9/Flag_of_Norway.svg') no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "    </div>\n",
    "    <div style=\"no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "        <h1 style=\"color: #ffffff;\"> Install and Import Packages</h1>\n",
    "    </div>\n",
    "</div>"
   ]
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     "text": [
      "Collecting mplsoccer\r\n",
      "  Downloading mplsoccer-1.4.0-py3-none-any.whl.metadata (4.8 kB)\r\n",
      "Requirement already satisfied: matplotlib>=3.6 in /opt/conda/lib/python3.10/site-packages (from mplsoccer) (3.7.5)\r\n",
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      "Requirement already satisfied: pandas in /opt/conda/lib/python3.10/site-packages (from mplsoccer) (2.2.2)\r\n",
      "Requirement already satisfied: pillow in /opt/conda/lib/python3.10/site-packages (from mplsoccer) (10.3.0)\r\n",
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      "Requirement already satisfied: scipy in /opt/conda/lib/python3.10/site-packages (from mplsoccer) (1.14.1)\r\n",
      "Requirement already satisfied: seaborn in /opt/conda/lib/python3.10/site-packages (from mplsoccer) (0.12.2)\r\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib>=3.6->mplsoccer) (1.2.1)\r\n",
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      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib>=3.6->mplsoccer) (21.3)\r\n",
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      "Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.10/site-packages (from pandas->mplsoccer) (2024.1)\r\n",
      "Requirement already satisfied: tzdata>=2022.7 in /opt/conda/lib/python3.10/site-packages (from pandas->mplsoccer) (2024.1)\r\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->mplsoccer) (3.3.2)\r\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->mplsoccer) (3.7)\r\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->mplsoccer) (1.26.18)\r\n",
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      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib>=3.6->mplsoccer) (1.16.0)\r\n",
      "Downloading mplsoccer-1.4.0-py3-none-any.whl (85 kB)\r\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m85.8/85.8 kB\u001b[0m \u001b[31m1.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
      "\u001b[?25hInstalling collected packages: mplsoccer\r\n",
      "Successfully installed mplsoccer-1.4.0\r\n",
      "Collecting highlight-text\r\n",
      "  Downloading highlight_text-0.2-py3-none-any.whl.metadata (13 kB)\r\n",
      "Downloading highlight_text-0.2-py3-none-any.whl (11 kB)\r\n",
      "Installing collected packages: highlight-text\r\n",
      "Successfully installed highlight-text-0.2\r\n"
     ]
    }
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   "source": [
    "!pip install mplsoccer\n",
    "!pip install highlight-text"
   ]
  },
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from highlight_text import fig_text\n",
    "from mplsoccer import VerticalPitch, Pitch, Bumpy\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
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    "<div style=\"display: flex; align-items: center; background-color: #002868; padding: 20px; color: white; font-weight: bold;\">\n",
    "    <div style=\"background: url('https://upload.wikimedia.org/wikipedia/commons/d/d9/Flag_of_Norway.svg') no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "    </div>\n",
    "    <div style=\"no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "        <h1 style=\"color: #ffffff;\"> Get and Prepare Data</h1>\n",
    "    </div>\n",
    "</div>"
   ]
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   "id": "8ee2a319",
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       "<div>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>minute</th>\n",
       "      <th>result</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>xG</th>\n",
       "      <th>player</th>\n",
       "      <th>h_a</th>\n",
       "      <th>player_id</th>\n",
       "      <th>situation</th>\n",
       "      <th>season</th>\n",
       "      <th>shotType</th>\n",
       "      <th>match_id</th>\n",
       "      <th>h_team</th>\n",
       "      <th>a_team</th>\n",
       "      <th>h_goals</th>\n",
       "      <th>a_goals</th>\n",
       "      <th>date</th>\n",
       "      <th>player_assisted</th>\n",
       "      <th>lastAction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>479846</td>\n",
       "      <td>20</td>\n",
       "      <td>MissedShots</td>\n",
       "      <td>0.936</td>\n",
       "      <td>0.503</td>\n",
       "      <td>0.484085</td>\n",
       "      <td>Erling Haaland</td>\n",
       "      <td>a</td>\n",
       "      <td>8260</td>\n",
       "      <td>OpenPlay</td>\n",
       "      <td>2022</td>\n",
       "      <td>Head</td>\n",
       "      <td>18211</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-08-07 15:30:00</td>\n",
       "      <td>Phil Foden</td>\n",
       "      <td>Cross</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>479847</td>\n",
       "      <td>35</td>\n",
       "      <td>Goal</td>\n",
       "      <td>0.885</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.761169</td>\n",
       "      <td>Erling Haaland</td>\n",
       "      <td>a</td>\n",
       "      <td>8260</td>\n",
       "      <td>Penalty</td>\n",
       "      <td>2022</td>\n",
       "      <td>LeftFoot</td>\n",
       "      <td>18211</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-08-07 15:30:00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>479854</td>\n",
       "      <td>64</td>\n",
       "      <td>Goal</td>\n",
       "      <td>0.864</td>\n",
       "      <td>0.405</td>\n",
       "      <td>0.328053</td>\n",
       "      <td>Erling Haaland</td>\n",
       "      <td>a</td>\n",
       "      <td>8260</td>\n",
       "      <td>OpenPlay</td>\n",
       "      <td>2022</td>\n",
       "      <td>LeftFoot</td>\n",
       "      <td>18211</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-08-07 15:30:00</td>\n",
       "      <td>Kevin De Bruyne</td>\n",
       "      <td>Throughball</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>479855</td>\n",
       "      <td>69</td>\n",
       "      <td>MissedShots</td>\n",
       "      <td>0.953</td>\n",
       "      <td>0.552</td>\n",
       "      <td>0.526608</td>\n",
       "      <td>Erling Haaland</td>\n",
       "      <td>a</td>\n",
       "      <td>8260</td>\n",
       "      <td>OpenPlay</td>\n",
       "      <td>2022</td>\n",
       "      <td>Head</td>\n",
       "      <td>18211</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-08-07 15:30:00</td>\n",
       "      <td>Jack Grealish</td>\n",
       "      <td>Chipped</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>479856</td>\n",
       "      <td>75</td>\n",
       "      <td>BlockedShot</td>\n",
       "      <td>0.894</td>\n",
       "      <td>0.710</td>\n",
       "      <td>0.066443</td>\n",
       "      <td>Erling Haaland</td>\n",
       "      <td>a</td>\n",
       "      <td>8260</td>\n",
       "      <td>OpenPlay</td>\n",
       "      <td>2022</td>\n",
       "      <td>LeftFoot</td>\n",
       "      <td>18211</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2022-08-07 15:30:00</td>\n",
       "      <td>Ilkay Gündogan</td>\n",
       "      <td>Pass</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "       id  minute       result      X      Y        xG          player h_a  \\\n",
       "0  479846      20  MissedShots  0.936  0.503  0.484085  Erling Haaland   a   \n",
       "1  479847      35         Goal  0.885  0.500  0.761169  Erling Haaland   a   \n",
       "2  479854      64         Goal  0.864  0.405  0.328053  Erling Haaland   a   \n",
       "3  479855      69  MissedShots  0.953  0.552  0.526608  Erling Haaland   a   \n",
       "4  479856      75  BlockedShot  0.894  0.710  0.066443  Erling Haaland   a   \n",
       "\n",
       "   player_id situation  season  shotType  match_id    h_team           a_team  \\\n",
       "0       8260  OpenPlay    2022      Head     18211  West Ham  Manchester City   \n",
       "1       8260   Penalty    2022  LeftFoot     18211  West Ham  Manchester City   \n",
       "2       8260  OpenPlay    2022  LeftFoot     18211  West Ham  Manchester City   \n",
       "3       8260  OpenPlay    2022      Head     18211  West Ham  Manchester City   \n",
       "4       8260  OpenPlay    2022  LeftFoot     18211  West Ham  Manchester City   \n",
       "\n",
       "   h_goals  a_goals                 date  player_assisted   lastAction  \n",
       "0        0        2  2022-08-07 15:30:00       Phil Foden        Cross  \n",
       "1        0        2  2022-08-07 15:30:00              NaN     Standard  \n",
       "2        0        2  2022-08-07 15:30:00  Kevin De Bruyne  Throughball  \n",
       "3        0        2  2022-08-07 15:30:00    Jack Grealish      Chipped  \n",
       "4        0        2  2022-08-07 15:30:00   Ilkay Gündogan         Pass  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
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   ],
   "source": [
    "data = pd.read_csv('/kaggle/input/erling-haarland-shots/erling_haaland_2022_understat.csv')\n",
    "data.head()"
   ]
  },
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   "source": [
    "# We have to multiply the coordinates to fit it into the pitch\n",
    "data['X'] = data['X'] * 100\n",
    "data['Y'] = data['Y'] * 100"
   ]
  },
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   "source": [
    "# Calculate overall stats\n",
    "total_shots = len(data)\n",
    "goals = len(data[data['result'] == 'Goal'])\n",
    "total_xg = data['xG'].sum().round(2)\n",
    "xg_per_shot = (total_xg / total_shots).round(2)"
   ]
  },
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    "<div style=\"display: flex; align-items: center; background-color: #002868; padding: 20px; color: white; font-weight: bold;\">\n",
    "    <div style=\"background: url('https://upload.wikimedia.org/wikipedia/commons/d/d9/Flag_of_Norway.svg') no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "    </div>\n",
    "    <div style=\"no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "        <h1 style=\"color: #ffffff;\"> Shot Map</h1>\n",
    "    </div>\n",
    "</div>"
   ]
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",
      "text/plain": [
       "<Figure size 800x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pitch = VerticalPitch(\n",
    "    half=True,\n",
    "    label=True,\n",
    "    pitch_type='opta',\n",
    "    goal_type='box',\n",
    "    line_color='black',\n",
    ")\n",
    "\n",
    "# Create the figure and axis for the header\n",
    "fig = plt.figure(figsize=(8, 12))\n",
    "ax1 = fig.add_axes([0, 0.7, 1, .2])\n",
    "ax1.set_xlim(0, 1)\n",
    "ax1.set_ylim(0, 1)\n",
    "\n",
    "# Add title and subtitle\n",
    "ax1.text(\n",
    "    x=0.5, \n",
    "    y=.85, \n",
    "    s='Erling Haaland', \n",
    "    fontsize=20, \n",
    "    fontweight='bold', \n",
    "    color='black', \n",
    "    ha='center'\n",
    ")\n",
    "ax1.text(\n",
    "    x=0.5, \n",
    "    y=.7, \n",
    "    s='All shots in the Premier League 2022/23', \n",
    "    fontsize=14,\n",
    "    fontweight='bold',\n",
    "    color='black', \n",
    "    ha='center'\n",
    ")\n",
    "\n",
    "# Add headlines for statistic\n",
    "texts = ['Shots', 'Goals', 'xG', 'xG/Shot']\n",
    "x_positions = [0.2, 0.4, 0.6, 0.8]\n",
    "\n",
    "for i, text in enumerate(texts):\n",
    "    ax1.text(\n",
    "        x=x_positions[i], \n",
    "        y=0.45,\n",
    "        s=text, \n",
    "        fontsize=14, \n",
    "        fontweight='bold', \n",
    "        color='black', \n",
    "        ha='center'\n",
    "    )\n",
    "    \n",
    "# Add values for statistics\n",
    "texts_values = [total_shots, goals, total_xg, xg_per_shot]\n",
    "for i, text in enumerate(texts_values):\n",
    "    ax1.text(\n",
    "        x=x_positions[i], \n",
    "        y=0.55,\n",
    "        s=text, \n",
    "        fontsize=14, \n",
    "        fontweight='bold', \n",
    "        color='red', \n",
    "        ha='center'\n",
    "    )\n",
    "\n",
    "ax1.set_axis_off()\n",
    "\n",
    "# Create the pitch area for shot locations\n",
    "ax2 = fig.add_axes([.05, 0.25, .9, .5])\n",
    "pitch.draw(ax=ax2)\n",
    "\n",
    "\n",
    "for x in data.to_dict(orient='records'):\n",
    "    pitch.scatter(\n",
    "        x['X'], \n",
    "        x['Y'], \n",
    "        s=250 * x['xG'], \n",
    "        color='green' if x['result'] == 'Goal' else 'red', \n",
    "        ax=ax2,\n",
    "        alpha=.7,\n",
    "        linewidth=.8,\n",
    "        edgecolor='black'\n",
    "    )\n",
    "\n",
    "# Create custom legend for Goal and Miss markers\n",
    "goal_circle = plt.Line2D([0], [0], marker='o', color='w', label='Goal', \n",
    "                         markerfacecolor='green', markeredgecolor='black', markersize=10)\n",
    "miss_circle = plt.Line2D([0], [0], marker='o', color='w', label='Miss', \n",
    "                         markerfacecolor='red', markeredgecolor='black', markersize=10)\n",
    "\n",
    "# Create custom legend entries for varying bubble sizes, labeled as Low and High Chance\n",
    "size_labels = ['Low Chance', 'High Chance']  # Custom labels\n",
    "bubble_sizes = [data['xG'].min(), data['xG'].max()]\n",
    "size_legend_handles = [plt.scatter([], [], s=250 * xG, edgecolor='black', color='grey', alpha=.7, label=label)\n",
    "                       for xG, label in zip(bubble_sizes, size_labels)]\n",
    "\n",
    "# Add the goal/miss handles and size legend handles to the legend\n",
    "ax2.legend(handles=[goal_circle, miss_circle] + size_legend_handles, \n",
    "           loc='lower right', \n",
    "           bbox_to_anchor=(0.95, 0.05),  # Adjust position as needed\n",
    "           fontsize=12, \n",
    "           frameon=True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd5ba659",
   "metadata": {
    "papermill": {
     "duration": 0.0101,
     "end_time": "2024-10-04T10:02:39.481155",
     "exception": false,
     "start_time": "2024-10-04T10:02:39.471055",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "<div style=\"display: flex; align-items: center; background-color: #002868; padding: 20px; color: white; font-weight: bold;\">\n",
    "    <div style=\"background: url('https://upload.wikimedia.org/wikipedia/commons/d/d9/Flag_of_Norway.svg') no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "    </div>\n",
    "    <div style=\"no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "        <h1 style=\"color: #ffffff;\"> Goals per Game</h1>\n",
    "    </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "20cc66fc",
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2024-10-04T10:02:39.502295Z",
     "iopub.status.busy": "2024-10-04T10:02:39.501842Z",
     "iopub.status.idle": "2024-10-04T10:02:39.516860Z",
     "shell.execute_reply": "2024-10-04T10:02:39.515705Z"
    },
    "jupyter": {
     "source_hidden": true
    },
    "papermill": {
     "duration": 0.028507,
     "end_time": "2024-10-04T10:02:39.519469",
     "exception": false,
     "start_time": "2024-10-04T10:02:39.490962",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "player_name = \"Erling Haaland\"\n",
    "df_player = data[(data['player'] == player_name) & (data['result'] == 'Goal')]\n",
    "\n",
    "# Calculate goals per match\n",
    "goals_per_game = df_player.groupby(['match_id']).size().reset_index(name='goals')\n",
    "\n",
    "# Convert to dictionary format expected by the Bumpy plot\n",
    "player_goals_dict = {player_name: goals_per_game.set_index('match_id')['goals'].tolist()}\n",
    "\n",
    "# Create match days (x-axis labels)\n",
    "match_day = [\"Week \" + str(num) for num in range(1, len(goals_per_game['match_id'].unique()) + 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "baa81cdc",
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2024-10-04T10:02:39.541194Z",
     "iopub.status.busy": "2024-10-04T10:02:39.540782Z",
     "iopub.status.idle": "2024-10-04T10:02:39.931581Z",
     "shell.execute_reply": "2024-10-04T10:02:39.930336Z"
    },
    "jupyter": {
     "source_hidden": true
    },
    "papermill": {
     "duration": 0.405541,
     "end_time": "2024-10-04T10:02:39.934631",
     "exception": false,
     "start_time": "2024-10-04T10:02:39.529090",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "highlight_dict = {\n",
    "    player_name: \"crimson\"  # Choose any color you prefer\n",
    "}\n",
    "\n",
    "# Instantiate Bumpy object\n",
    "bumpy = Bumpy(\n",
    "    #scatter_color=\"#282A2C\",\n",
    "    background_color=\"#F6F6F6\",\n",
    "    label_color=\"#000000\", \n",
    "    line_color=\"#000000\",\n",
    "    rotate_xticks=90,\n",
    "    ticklabel_size=17, label_size=20,\n",
    "    scatter_points='D',   \n",
    "    scatter_primary='o',\n",
    "    show_right=True,\n",
    "    plot_labels=True,\n",
    "    alignment_yvalue=0.1,\n",
    "    alignment_xvalue=0.065\n",
    ")\n",
    "\n",
    "# Create the bumpy plot\n",
    "fig, ax = bumpy.plot(\n",
    "    x_list=match_day,  # Match days as x-axis\n",
    "    y_list=np.arange(0, max(player_goals_dict[player_name]) + 2),\n",
    "    values=player_goals_dict,\n",
    "    secondary_alpha=0.5,\n",
    "    highlight_dict=highlight_dict,\n",
    "    figsize=(16, 6),\n",
    "    x_label='Match Day', y_label='Goals Scored',\n",
    "    ylim=(max(player_goals_dict[player_name]) + 1, -0.1),\n",
    "    lw=2.5,\n",
    ")\n",
    "\n",
    "# Title and Subtitle\n",
    "TITLE = f\"Goals Per Game for {player_name} in 2022 Season\"\n",
    "\n",
    "# Add title\n",
    "fig.text(0.09, 0.95, TITLE, size=29, color=\"#000000\")\n",
    "\n",
    "# Final layout adjustments\n",
    "plt.tight_layout(pad=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db56725e",
   "metadata": {
    "papermill": {
     "duration": 0.011644,
     "end_time": "2024-10-04T10:02:39.958109",
     "exception": false,
     "start_time": "2024-10-04T10:02:39.946465",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "<div style=\"display: flex; align-items: center; background-color: #002868; padding: 20px; color: white; font-weight: bold;\">\n",
    "    <div style=\"background: url('https://upload.wikimedia.org/wikipedia/commons/d/d9/Flag_of_Norway.svg') no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "    </div>\n",
    "    <div style=\"no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "        <h1 style=\"color: #ffffff;\"> xG Distribution</h1>\n",
    "    </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "860693ce",
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2024-10-04T10:02:39.981358Z",
     "iopub.status.busy": "2024-10-04T10:02:39.980914Z",
     "iopub.status.idle": "2024-10-04T10:02:40.308444Z",
     "shell.execute_reply": "2024-10-04T10:02:40.307313Z"
    },
    "jupyter": {
     "source_hidden": true
    },
    "papermill": {
     "duration": 0.342384,
     "end_time": "2024-10-04T10:02:40.311339",
     "exception": false,
     "start_time": "2024-10-04T10:02:39.968955",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9x+N0Os1XX33V7N+/vxkaGmrabDazffv25qRJk8z9+/fX2royMjLMpKSkP/zcp59+ahqGYUZGRh53O3/66Sdz4sSJZvfu3c2IiAjTz8/PDA8PN7t162aOGzfO/Oijj8zy8vITzgUADYFhmjUYuggAAAAAmiGucQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8IDiBAAAAAAeNLgb4D766KN67LHHqk3r1KmTtm7dKkkqKyvTPffco7lz58rhcGjkyJF69dVXFR8ff8LrcLlcOnjwoEJDQ2UYRq3mBwAAANB4mKapwsJCJSUlyWI5/nGlBlecJOnUU0/Vt99+635ttf4a8+6779YXX3yhefPmKTw8XLfffrsuu+wy/fDDDye8/IMHD6ply5a1mhkAAABA47Vv3z4lJycf9/0GWZysVqsSEhKOmp6fn6+ZM2fq3Xff1dlnny1Jmj17trp06aIVK1aof//+J7T80NBQSVU7JywsrPaCAwAAAGhUCgoK1LJlS3dHOJ4GWZx27NihpKQk2e12DRgwQNOmTVOrVq20Zs0aOZ1ODR8+3D1v586d1apVKy1fvvy4xcnhcMjhcLhfFxYWSpLCwsIoTgAAAAA8XsLT4AaH6Nevn+bMmaP58+frtddeU0pKigYPHqzCwkKlpaXJZrMpIiKi2mfi4+OVlpZ23GVOmzZN4eHh7gen6QEAAACoiQZ3xOn88893/7lHjx7q16+fWrdurffff1+BgYEntcyHHnpIkydPdr8+cjgOAAAAAE5Egzvi9HsRERHq2LGjdu7cqYSEBJWXlysvL6/aPOnp6ce8JuqIgIAA92l5nJ4HAAAAoKYafHEqKirSrl27lJiYqD59+sjf318LFy50v79t2zalpqZqwIABPkwJAAAAoClrcKfq3XvvvbrooovUunVrHTx4UFOnTpWfn5+uvPJKhYeHa8KECZo8ebKioqIUFhamSZMmacCAASc8oh4AAAAA1FSDK0779+/XlVdeqezsbMXGxmrQoEFasWKFYmNjJUnTp0+XxWLRmDFjqt0AFwAAAADqimGapunrEPWtoKBA4eHhys/P53onAAAAoBk70W7Q4K9xAgAAAABfozgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8MDq6wCQUlNTlZWV5esYTVZMTIxatWrl6xgAAABoxChOPpaamqounTurpLTU11GarKDAQG3ZupXyBAAAgJNGcfKxrKwslZSW6vk/jVf72ARfx2lydmWm6Z55c5SVlUVxAgAAwEmjODUQ7WMT1K0FX+wBAACAhojBIQAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8IDiBAAAAAAeUJwAAAAAwAOKEwAAAAB4QHECAAAAAA8oTgAAAADgAcUJAAAAADygOAEAAACABxQnAAAAAPCA4gQAAAAAHlCcAAAAAMADihMAAAAAeEBxAgAAAAAPKE4AAAAA4AHFCQAAAAA8oDgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8IDiBAAAAAAeUJwAAAAAwAOKEwAAAAB4QHECAAAAAA8oTgAAAADgAcUJAAAAADygOAEAAACABxQnAAAAAPCA4gQAAAAAHlCcAAAAAMADihMAAAAAeEBxAgAAAAAPKE4AAAAA4AHFCQAAAAA8oDgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8IDiBAAAAAAeUJwAAAAAwAOKEwAAAAB4QHECAAAAAA8oTgAAAADgAcUJAAAAADygOAEAAACABxQnAAAAAPCA4gQAAAAAHlCcAAAAAMADihMAAAAAeNCgi9PTTz8twzB01113uaeVlZVp4sSJio6OVkhIiMaMGaP09HTfhQQAAADQ5DXY4vTTTz/pX//6l3r06FFt+t13363PPvtM8+bN05IlS3Tw4EFddtllPkoJAAAAoDlokMWpqKhIV199td544w1FRka6p+fn52vmzJn6xz/+obPPPlt9+vTR7Nmz9eOPP2rFihU+TAwAAACgKWuQxWnixIkaNWqUhg8fXm36mjVr5HQ6q03v3LmzWrVqpeXLlx93eQ6HQwUFBdUeAAAAAHCirL4O8Htz587V2rVr9dNPPx31Xlpammw2myIiIqpNj4+PV1pa2nGXOW3aND322GO1HRUAAABAM9Ggjjjt27dPd955p9555x3Z7fZaW+5DDz2k/Px892Pfvn21tmwAAAAATV+DKk5r1qxRRkaGevfuLavVKqvVqiVLluill16S1WpVfHy8ysvLlZeXV+1z6enpSkhIOO5yAwICFBYWVu0BAAAAACeqQZ2qd84552jjxo3Vpl1//fXq3LmzHnjgAbVs2VL+/v5auHChxowZI0natm2bUlNTNWDAAF9EBgAAANAMNKjiFBoaqm7dulWbFhwcrOjoaPf0CRMmaPLkyYqKilJYWJgmTZqkAQMGqH///r6IDAAAAKAZaFDF6URMnz5dFotFY8aMkcPh0MiRI/Xqq6/6OhYAAACAJqzBF6fFixdXe2232zVjxgzNmDHDN4EAAAAANDsNanAIAAAAAGiIKE4AAAAA4AHFCQAAAAA8oDgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8IDiBAAAAAAeUJwAAAAAwAOKEwAAAAB4QHECAAAAAA8oTgAAAADgAcUJAAAAADygOAEAAACABxQnAAAAAPCA4gQAAAAAHlCcAAAAAMADihMAAAAAeEBxAgAAAAAPKE4AAAAA4AHFCQAAAAA8oDgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8IDiBAAAAAAeUJwAAAAAwAOKEwAAAAB4QHECAAAAAA8oTgAAAADgAcUJAAAAADygOAEAAACABxQnAAAAAPCA4gQAAAAAHlCcAAAAAMADihMAAAAAeEBxAgAAAAAPKE4AAAAA4AHFCQAAAAA8oDgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8IDiBAAAAAAeUJwAAAAAwAOKEwAAAAB4QHECAAAAAA8oTgAAAADgAcUJAAAAADygOAEAAACABxQnAAAAAPCA4gQAAAAAHlCcAAAAAMADihMAAAAAeEBxAgAAAAAPKE4AAAAA4AHFCQAAAAA8oDgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADxpccXrttdfUo0cPhYWFKSwsTAMGDNBXX33lfr+srEwTJ05UdHS0QkJCNGbMGKWnp/swMQAAAICmzqvi5HA4aiuHW3Jysp5++mmtWbNGq1ev1tlnn63Ro0dr06ZNkqS7775bn332mebNm6clS5bo4MGDuuyyy2o9BwAAAAAc4VVxSkpK0p133qmNGzfWVh5ddNFFuuCCC9ShQwd17NhRTz75pEJCQrRixQrl5+dr5syZ+sc//qGzzz5bffr00ezZs/Xjjz9qxYoVtZYBAAAAAH7Lq+IUGhqql19+WT179tSAAQM0a9YslZSU1FY2VVZWau7cuSouLtaAAQO0Zs0aOZ1ODR8+3D1P586d1apVKy1fvvy4y3E4HCooKKj2AAAAAIAT5VVxSklJ0VdffaXLLrtM69at00033aTExETdeuutWr169Ukvd+PGjQoJCVFAQIBuvfVWffTRR+ratavS0tJks9kUERFRbf74+HilpaUdd3nTpk1TeHi4+9GyZcuTzgYAAACg+fGqOBmGoZEjR2revHnav3+/nnnmGbVo0UKvv/66+vXrp169eum1116r8RGeTp06af369Vq5cqVuu+02jRs3Tps3bz7pnA899JDy8/Pdj3379p30sgAAAAA0P7U2ql5MTIzuuecebd68WUuXLtW4ceO0c+dO3X777UpKStL111+vVatWndCybDabTjnlFPXp00fTpk3TaaedphdffFEJCQkqLy9XXl5etfnT09OVkJBw3OUFBAS4R+k78gAAAACAE1Unw5GHhoYqKChIVqtVpmmqsrJSb775pgYMGKBRo0YpIyOjRstzuVxyOBzq06eP/P39tXDhQvd727ZtU2pqqgYMGFDbmwEAAAAAkiRrbS2oqKhI7777rv79739rzZo1Mk1Tp59+um699VaNHTtWmzZt0rPPPqt58+bplltu0UcffXTM5Tz00EM6//zz1apVKxUWFurdd9/V4sWLtWDBAoWHh2vChAmaPHmyoqKiFBYWpkmTJmnAgAHq379/bW0KAAAAAFTjdXFasWKF3njjDc2bN09FRUUKCQnRzTffrFtuuUU9e/Z0z9e3b1+99957stls+vTTT4+7vIyMDF133XU6dOiQwsPD1aNHDy1YsEDnnnuuJGn69OmyWCwaM2aMHA6HRo4cqVdffdXbzQAAAACA4/KqOHXv3l2bN2+WaZrq1auXbrnlFl111VUKCQk57mdOPfVUvfPOO8d9f+bMmX+4TrvdrhkzZmjGjBknnRsAAAAAasKr4rR7925df/31uuWWW3T66aef0GeuvvpqrkcCAAAA0Kh4VZwOHTpU4xHqWrZsyX2UAAAAADQqXo2qFxwcrIKCArlcrmO+73K5VFBQoMrKSm9WAwAAAAA+5VVxeuyxxxQXF6fs7Oxjvp+dna34+Hg9+eST3qwGAAAAAHzKq+L0+eef65xzzlFsbOwx34+NjdXw4cP1ySefeLMaAAAAAPApr4rT7t271blz5z+cp1OnTkpJSfFmNQAAAADgU14VJ6fTKYvljxdhGIbKysq8WQ0AAAAA+JRXxemUU07Rd99994fzfPfdd2rbtq03qwEAAAAAn/KqOF122WVav369HnnkkaNGzqusrNSUKVO0fv16/elPf/IqJAAAAAD4klf3cbrnnns0d+5cPfnkk5o7d66GDRumFi1a6MCBA1q0aJF27dqlLl266N57762tvAAAAABQ77wqTiEhIfr+++9122236aOPPtLOnTvd71ksFl1++eV69dVXFRIS4nVQAAAAAPAVr4qTVDXk+AcffKD09HStXr1a+fn5ioiIUN++fRUXF1cbGQEAAADAp7wuTkfEx8dr1KhRtbU4AAAAAGgwvBocAgAAAACaA6+POG3evFmvvPKKfvrpJ+Xl5R01up5UdS+nXbt2ebsqAAAAAPAJr4rTkiVLdN5558nhcMhqtSo+Pl5W69GLNE3Tm9UAAAAAgE95VZwefPBBVVRU6N///rfGjRsnPz+/2soFAAAAAA2GV8Vpw4YNGjt2rG644YbaygMAAAAADY5Xg0MEBwcz5DgAAACAJs+rI04XXHCBli5dWltZ0MSZFZWqKCxWZWmZZJqSaco0TVn8/eUXHCi/4EAZFgZ6BAAAQMPjVXF69tlnNWjQIN1xxx16+umnFRQUVFu50IiZLpfKM3PkOJQpx6FMladlyZlfKFdpmcfP+gUFyj82UgFx0bLFxyggKVb+UREyDKMekgMAAADH5lVxGjt2rEJCQjRjxgzNmTNHHTt2VFhY2FHzGYahhQsXerMqNHAuR7lKUvarZMcelexMlavMcVLLqSwpVeXeUpXtPeieZg0PUWC7lgpq10qBbZNl8a+1+zYDAAAAJ8Srb6CLFy92/7moqEhr16495nwcLWiaTNNU2b5DKly3RcXbUmQe4x5eR1jDQuQXGixraLD8ggIlP0vVz4VRVboqi0tVWVyqivwiVRaXVPtsRX6RCtdtUeG6LbIE2BTctb1Cu3dSQFIcP1sAAACoF14VJ5fLVVs50Ii4nBUq3LBVBWs3yZmdd9T7hs1fQW2TFZCcoICEGAUkxMpi8z/h5VcUl6g8PVvl6Vkq3XNApfsOSZVVP2suR7m7RPnHRCqiXw+FnNpBBkPhAwAAoA5xzhNOmMtZocL1W5S3Yr0qi6ofFbIE2hXSpZ2COrRRYOskr4qMNThI1nZBCmrXUhEDeslV7lRZ6kEVbd2t4q27ZTorJEnOrFxlfrFEOd+vVvgZPRTWs0uNChoAAABwomqtOBUVFWn79u0qLi7W4MGDa2uxaABM01Thz9uU+/1PRxUme8tEhfXqoqBObWWx1k0Pt9j8FXRKawWd0lquEYNUvHW3CjdsVdn+NElSZWGxchYuV/6K9Yo863SF9ujE6HwAAACoVV5/092zZ4/uvPNOffnll3K5XDIMQxUVVUcEfvjhB91000169dVXNXToUG9XBR8oO5ih7K+XyXEos9r0oI5tFDmojwLiY+o1j8Xmr9AenRTao5PK9qcpb8UGlezYI0mqLC5V1lffK3/1L4oe1k9B7VvVazYAAAA0XV4Vp9TUVPXv31/Z2dkaPXq00tLStHz5cvf7/fr1U1ZWlv773/9SnBoZV5lD2YtWqHD91mrTfVWYjsWenKCEyxNUnpWrnO9/Usm2FEmSMzNHae9/peDO7aTubXwbEgAAAE2CV8Vp6tSpys3N1ZIlSzRw4EA99thj1YqT1WrV4MGD9cMPP3gdFPWndO8BZX6+WBUFRe5p/jGRihlxpgJbt/BhsmOzxUQq4bIRKtt3SNkLV8hxKEOSVLx1twJ3p2qkNUqmafo4JQAAABozry4EWbBggS699FINHDjwuPO0bt1aBw4c8GY1qCcuZ4Wyvv1Rh9793F2aDJu/os4ZoOQbxjTI0vRb9paJShp3iWIvHCZLoF2SZJRX6B57SxXe87zKDhcqAAAAoKa8Kk45OTlq06bNH85jmqYcjpO7GSrqjzMnXwff+kgFP210T7O3SlLyjX9SxBk9Gs1w34ZhKLR7R7W8+c8K6dbBPd25ZrNWDLhCmV9978N0AAAAaKy8Kk7x8fHasWPHH86zceNGtWrFRfoNWfGOPTow50OVZ+RIkgw/P0WfM0CJV10o//BQH6c7OX5BgYq76GyVndNXWS6nJMmZnav1f75DW+/7uyrLKPMAAAA4cV4Vp3PPPVeff/65fv7552O+v3TpUn333Xe64IILvFkN6ojpcilnySqlf7BALke5JMk/OkItrr9M4Wf0kGEYPk7oPVeLWN1ask3+Z/Z0T9v3z/9q9fkTVHYw3XfBAAAA0Kh4VZwefvhhBQYG6qyzztKTTz6pnTt3SpK++uorTZkyReedd55iYmJ033331UpY1B6X06n0j75R3o/r3NOCO7dTi3GXyhYb5cNkta9AlQp9cpI6/+MhWewBVdNW/6KVg69S7m+2HwAAADger0bVa9OmjRYsWKCxY8dqypQpMgxDpmnqwgsvlGmaatWqlT744AMlJibWVl7UgoriEqXPW+AefU6Goaiz+yv89O5N4ijTsRiGoZY3XaGIfqdp/ZV3qyz1kMozsrVm1E3q9NwDajnhT76OCAAAgAbM6xvg9uvXTzt27NBnn32mlStXKicnR2FhYerXr59Gjx4tm81WGzlRS8qzcpX2/leqyC+UVDVqXvyl5yqoXUsfJ6sfoT06q9+Sd7Vx/APKWbJKZkWFtt71pEp37VOHJ+6SYfHqICwAAACaKK+Lk1R1v6ZLL71Ul156aW0sDnXEcShTh+Z+IdfhgRH8QoOV8OfzFRAX7eNk9csWE6leH7+qHVNeVOor/5Ek7X35LZXuO6hurz8hv8NDmQMAAABH8Ov1ZqJ03yEdfPczd2myxUerxbhLm11pOsJitarTtHvU5cWHpcNHmTI+/lZrLrpF5dl5vg0HAACABserI06PP/74Cc1nGIamTJnizarghZLd+5T+v69lVlRIkuwtE5Twp/NlCeA0yuQbLldAi3htHHe/KotLlb9yg1afd4N6f/pP2RPjfB0PAAAADYRXxenRRx/9w/ePDBZBcfKdkp17lfbh11KlS5IU2DZZ8WNGyOLv7+NkDUfsyMHqO3+W1l0+SeXpWSreulurR96gPp/+S4FtWvg6HgAAABoAr4rTokWLjjk9Pz9fa9eu1UsvvaThw4dr4sSJ3qwGJ6lk975qpSmoU1vFX3yODKufj5M1PGE9u+j0b+ZozUU3q2zvQZWm7NdPI8ar96f/VEjn9r6OBwAAAB/zqjgNGTLkuO9dfPHFuvrqq9W7d2+NGTPGm9XgJJTuPaj0/y1wl6bgLu0Vd/HZjBr3B4LaJuv0r2dr7cW3qXjbbjkOZWr1eTeqzxevK/TUDr6OBwAAAB+q02/RHTp00KWXXqqnn366LleD3ynbn6a0eV/JrKiUJAV1bKO4i4ZRmk6APSlefb/6t0J7dpEkObNztWbUzSravNPHyQAAAOBLdf5NOi4uTtu2bavr1eAwR3q2Dr3/lUxn1UAQQae0Uvwlw2X4cXreibLFRqnP568rvG93SVXlafWomyhPAAAAzVidFieHw6H58+crIiKiLleDw5x5BUp770uZjnJJVQNBxF16LqXpJPiHh6rXx68qrG83SZIz63B52rrLx8kAAADgC15d4/TWW28dc3pFRYUOHDiguXPnauvWrbrjjju8WQ1OQGVJqdLmfqnK4hJJUkBSnOIvGyGLtVbucdws+YeHqvdHr2rtJbepYM0mObNyteaiW3X617MV1DbZ1/EAAABQj7z6Vj1+/HgZhnHUdNM0JVUNR37llVdyjVMdc5U7lfb+V3Lm5kuS/KMjqu7TZGPIcW/5R4Sp98evae3oW1WwdrPK0zK19uJb1HfBLNmT4n0dDwAAAPXEq+I0e/bsY063WCyKjIxUnz59lJiY6M0q4IHpcinjk2/lOJQpSfILDVbiFRfIL8ju42RNh39EmHp9+KpWn3eDirfuVumeA1p78W3qO3+mbDGRvo4HAACAeuBVcRo3blxt5cBJyv5uhUp2pkqSLHabEq+4QNbwUB+nanps0RHq/ek/tXrkDSpN2a/ibbu19rKJ6vv567KGhfg6HgAAAOoY41M3YgVrN6ngp41VLywWxV86QrbYKN+GasLsiXHq8+m/FJAYK0kqXLdZG665R65yp4+TAQAAoK55dcTp+++/P+nPnnXWWd6sutkr2b1PWV//4H4dM3KQAtu08GGi5iGwTQv1/vSf+mnE9arILVDOopXa9Jep6vb6E9wnCwAAoAnzqjgNHTr0mINDnIjKykpvVt2slWfnKf3jb6XDg3CE9ztNYYdv2Iq6F9K5vXq996LWXHyrXGUOpb33pQISYtXxibt9HQ0AAAB1xKvi9Mgjj2jlypVasGCBOnTooDPPPFPx8fFKT0/Xjz/+qO3bt2vkyJHq379/beVt9lyOcqX/b4H7Xk1BHdsoalg/H6dqfiIG9FL32U9rw9X3SC6X9r74puwt4tXqtqt8HQ0AAAB1wKvidM455+jpp5/W66+/rgkTJlQ7+mSapt544w3deeed+utf/6pBgwZ5Hba5M01TGZ99J2d2niTJPzZKcRedfdJH/eCduAuHqcv0/9OWO5+QJG178DkFtk1W7HmchgoAANDUeHVRxpQpUzRq1CjdeOONR315NwxDN998s84//3xNmTLFq5CokrtsjUp27JUkWewBShgzgns1+VjyDZer7X03Vr1wubTx+gdVuGmHb0MBAACg1nlVnNasWaMuXf742pouXbpo9erV3qwGkop37FHesjVVLwxDcaPPkX9kuG9DQZLU/uG/KP7ScyVJlUUlWv+nO+TIyPZxKgAAANQmr4qTzWbTunXr/nCedevWyWazebOaZs+Zm6/Mzxa5X0cN66egdi19mAi/ZVgsOvWfjyusz6mSpLJ9h7Rh7N2qLC3zcTIAAADUFq+K04gRIzR//nw9/fTTKi8vr/ZeeXm5pk2bpgULFmjkyJFehWzOXM4KpX/0jVyHB4MI7tJO4Wf08HEq/J5fUKB6zn1BAS3iJUn5P/2sTX95VObhkQ8BAADQuHk1OMSzzz6rpUuX6q9//atefPFF9e3bV3FxccrIyNDq1auVkZGhpKQkPfPMM7WVt9nJ/vYHladXnfblHxWh2POHMBhEAxWQEKte77+on0Zcr8riUqV/MF/BHduo/UO3+joaAAAAvOTVEafk5GStXr1a1157rfLz8/XFF19o9uzZ+uKLL5Sfn69rr71WP/30k5KTk2srb7NS+PM2Fa7fKkkyrFbFX3auLAGc9tiQhfborG7/fko6XG53P/VPpX0w38epAAAA4C2vipMkJSQkaM6cOcrPz9fPP/+spUuX6ueff1ZeXp7mzJmjhISE2sjZ7JRn5SprwTL365jzBssWG+XDRDhRcRcOU4e/3eV+venWR5S36mffBQIAAIDXvDpV77f8/f3VrVu32lpcs+aqqFDGJwtlVlRIkkJP66zQ7h19nAo10fqO61S8fY8OvvWRXI5ybbhqsvotfVf2xDhfRwMAAMBJ8PqIkySlpaXp1Vdf1R133KEbb7zRPT0zM1OrVq1SaWlpbaym2chZtFLlh4ez9o+JVPS5A32cCDVlGIa6TP8/RQ7uK0kqT8/Sz9fcK1e508fJAAAAcDK8Lk6vvvqq2rZtq9tvv12vvPKKZs+e7X4vIyNDAwYM0Ntvv+3tapqNkp2pKlj9iyTJ8PNT3OhzZPHnJreNkcXmrx5vPiN7ctXpqvmrfta2+xkoBQAAoDHyqjh99tlnuv3229W9e3d9+umnuu2226q9f+qpp6pHjx76+OOPvVlNs1FRXKLMLxa7X0ed3V8BcdG+CwSv2WKjdNq7/3AP6rF/5jwdeOtj34YCAABAjXlVnJ599lm1atVKixYt0oUXXqi4uKOv3+jevbs2b97szWqaB9NU5ueLVVlSdVpjYPtW7huqonEL69VVXV74q/v1lrufVP6aX3yYCAAAADXlVXFav369Ro0apeDg4OPO06JFC6Wnp3uzmmbBumWPSnfvkyT5BQcqbtRQ7tfUhCRdM1otb75CkmSWO7Xh6ntUnpnj41QAAAA4UV4VJ5fLJX8P199kZGQoICDAm9U0ee0sdvmv3eZ+HXvhMPkFB/owEepCx2n3KqJ/T0mS40C6fr7uPrmcDBYBAADQGHhVnDp16qSlS5ce9/2Kigp9//336t69uzeradLMUof+z95ahsuUJIWf0UNB7Vr6OBXqgsXmrx5vPydbQqwkKXfZGu2Y8oJvQwEAAOCEeFWcrr76aq1bt06PPfbYUe9VVlbq3nvv1e7du3Xdddd5s5omrXjGXLWy2CVJtvgYRQ05w8eJUJcC4mN02tvPyfCvuoVa6ox3dOi9L3ycCgAAAJ54VZwmTZqkIUOG6PHHH1fHjh31v//9T5L05z//WR06dNBLL72kc889VxMmTKiVsE1N+icL5fhsiSTJtFYNPW5Y/XycCnUtot9p6vzcg+7Xmyf9TYWbdvgwEQAAADzxqjj5+/trwYIFevDBB5Wdna1ffvlFpmnqgw8+UE5Ojh544AF9+umnDHJwHJWFRZKt6hqx8tO7yBYd4dtAqDctrh+jpOsulSS5Ssv087X3qaKw2MepAAAAcDxe3wDXZrPpySefVFZWljZv3qxly5bp559/VnZ2tqZNmyabzVYbOZukpGtGK/z1RzS3PF2VpyT7Og7qkWEY6vzcAwrt0UmSVLJjjzbf/phM0/RxMgAAAByLV8WpXbt2mjhxoqTDXwQ7d9bAgQPVrVs3+flxytmJsLZtoVnlaRJH5Zodv0C7evznOVnDQyRJ6R9+rX2vv+fjVAAAADgWqzcfzsrKUlhYWG1lAerMli1bfB3huOz3jlPRlBmSpG0PPqtDwX7y79rex6lOXExMjFq1auXrGAAAAHXKq+LUo0cPbd++vbayALUuszBfknTNNdf4OMkfu8mWqD/Z4qSKSu24Zar+UrJdhar0dawTEhQYqC1bt1KeAABAk+ZVcXrggQc0ZswYLVq0SMOGDautTECtKSgrlSRNOfcS9enQ2cdp/oDLpcoFq+SXmat4i03vdxomx9l9GvwpnLsy03TPvDnKysqiOAEAgCbNq+KUm5urESNGaMSIEbrkkkt0+umnKz4+/pij6HEvJ/hS68gYdWvRsL/YV1wRq/2zPpCrpEx+BzLVYm+2Is/s7etYAAAAkJfFafz48TIMQ6Zp6n//+5/7Pk6/LU6macowDIoT4IE1NFhxF5+jtLlVN8TNXbpa9hbxCmzTwsfJAAAAUOPiVFBQILvdLpvNptmzZ9dFJqDZCmqbrMjBfZW7dLVkmsr4ZKFaTBgja0iwr6MBAAA0azUuTpGRkXr00Uc1ZcoUjRs3TpK0cuVKrVy5UnfccYfXgaZNm6YPP/xQW7duVWBgoAYOHKi///3v6tSpk3uesrIy3XPPPZo7d64cDodGjhypV199VfHx8V6vH/C1iDN7q2x/mkpT9quypFQZn3ynxCtHybB4fds1AAAAnKQafxMzTfOom3TOnz9fd999d60EWrJkiSZOnKgVK1bom2++kdPp1IgRI1RcXOye5+6779Znn32mefPmacmSJTp48KAuu+yyWlk/4GuGYSju4rPlF1p1lKks9aByl67xcSoAAIDmzatrnOrC/Pnzq72eM2eO4uLitGbNGp111lnKz8/XzJkz9e677+rss8+WJM2ePVtdunTRihUr1L9/f1/EBmqVX1Cg4kefo4PvfCaZpvJ+XCt7ywQFtWvp62gAAADNUoM/9yc/v+o+PFFRUZKkNWvWyOl0avjw4e55OnfurFatWmn58uXHXIbD4VBBQUG1B9DQ2VsmKmrIGe7XGZ99p4rC4j/4BAAAAOpKgy5OLpdLd911l84880x169ZNkpSWliabzaaIiIhq88bHxystLe2Yy5k2bZrCw8Pdj5Yt+a09Gofw/qcpsH3VMOqukjJlfLJQpsvl41QAAADNT4MuThMnTtQvv/yiuXPnerWchx56SPn5+e7Hvn37aikhULcMw1DchcN+vd5p36GqEfcAAABQr07qGqe3335bK1ascL/euXOnJOmCCy445vyGYeiLL76o0Tpuv/12ff755/r++++VnJzsnp6QkKDy8nLl5eVVO+qUnp6uhISEYy4rICBAAQEBNVo/0FD4BdkVf8nwquudXC7l/bhO9uQEBbVv2Df0BQAAaEpOqjjt3LnTXZZ+6/cDOxzx2xviemKapiZNmqSPPvpIixcvVtu2bau936dPH/n7+2vhwoUaM2aMJGnbtm1KTU3VgAEDarAVQONhT05Q1NAzlPNd1S8sMj5bpOQbxsgaFuLjZAAAAM1DjYtTSkpKXeRwmzhxot5991198sknCg0NdV+3FB4ersDAQIWHh2vChAmaPHmyoqKiFBYWpkmTJmnAgAGMqIcmLfyMHipLPaiSnalylVZd75R49UXc3wkAAKAe1Lg4tW7dui5yuL322muSpKFDh1abPnv2bI0fP16SNH36dFksFo0ZM6baDXCBpswwDMVeOEwHZv1PFQVFKtufppwlPyl6WD9fRwMAAGjyGtx9nH5/c91jsdvtmjFjhmbMmFEPiYCGwy/QrrhLhuvg259KLpfyV6xXYMtEBZ3C9U4AAAB1iXN8gEbG3iJeUb85ypTx2XeqKCjyYSIAAICmj+IENELhp3dXUIc2kiRXmUPpH38rs7LSt6EAAACaMIoT0AgZhqHYUUNlDa8aVc9xIF05S37ycSoAAICmi+IENFJ+gQGKu+Rc6fCoevkrN6h4x14fpwIAAGiaKE5AI2ZPilP02b8Ow5/5+SI58wt9mAgAAKBpojgBjVxY324K6thGUtX1Thlc7wQAAFDrKE5AI+e+3ikiVJLkOJihnMWrfJwKAACgaaE4AU2Anz1A8b+93mnVzyrevse3oQAAAJoQihPQRAQkxir6nAHu15lfLJIzj+udAAAAagPFCWhCwvqcquDO7SRJrrJyrncCAACoJRQnoAkxDEOx558la0SYJMlxKEPZi1b6OBUAAEDjR3ECmhiLPUDxlw6X/Kr+9y74aaOKt6X4OBUAAEDjRnECmqCAhFhFnzPQ/Trzi8Vy5hb4MBEAAEDjRnECmqiw3l1/vd7Jcfh6pwqudwIAADgZFCegiTIMQ7EXDJE18vD1TmmZyv5uhY9TAQAANE4UJ6AJswTYFH/JuTL8/CRJBWt+UdHW3T5OBQAA0PhQnIAmLiAhRtHDf3O905dL5MzN92EiAACAxofiBDQDob26KLhLe0mS6ShX+sffylVR4eNUAAAAjQfFCWgGjtzfyT8yXJJUnpalnIXLfZwKAACg8aA4Ac2EJcCmuEvPlWE9fL3T2s0q2rLLx6kAAAAaB4oT0IwExEcr+twz3a8zv1wiZw7XOwEAAHhCcQKamdDTOiuk6ymSJLPcqfSPvpbL6fRxKgAAgIaN4gQ0M4ZhKOb8s+QfFSFJKs/IUdaX38s0Td8GAwAAaMAoTkAzZLH5K37MCBk2f0lS0eadKlj9i49TAQAANFwUJ6CZssVEKnbUUPfr7IXLVZp60HeBAAAAGjCKE9CMhXRup/D+PatemKYyPvpWFYXFPs0EAADQEFGcgGYuasjpCmzTQpJUWVKq9A+/lllR6eNUAAAADQvFCWjmDItFcaPPkTU8RJLkOJihrG9/8HEqAACAhoXiBEB+QYGKv2yE++a4heu2qGDDVh+nAgAAaDgoTgAkSQEJsYoZOdj9OnvBMpUdzPBhIgAAgIaD4gTALbRHJ4X17ipJMisrlf7h16ooYrAIAAAAihOAaqKHD1RAi3hJUmVhsdL/97VcFRU+TgUAAOBbFCcA1Rh+foq/bIT8wn4zWMSXS2Sapo+TAQAA+A7FCcBRrCFBSrh8pAx/qySpaNNO5a9Y79tQAAAAPkRxAnBMAfExirtomPt1zuJVKt6+x3eBAAAAfIjiBOC4gju1U+RZp7tfZ3y6UI6MbB8mAgAA8A2KE4A/FDGwl4K7tJckmc4KpX8wX5XFpT5OBQAAUL8oTgD+kGEYih01VAEJsZKkivwipX34tcyKSh8nAwAAqD9WXwcA0PBZ/K2Kv3ykDsz5UJVFJXLsT1Pm/O+lnu18HQ1AA5aamqqsrCxfx2jSYmJi1KpVK1/HAJoFihOAE2INDVbC5efp4NufyKyoVNHG7bJaXL6OBaCBSk1NVZfOnVVSyqm9dSkoMFBbtm6lPAH1gOIE4IQFJMYq9sJhyvj4W0mSbcNOnWeN8nEqAA1RVlaWSkpL9fyfxqt9bIKv4zRJuzLTdM+8OcrKyqI4AfWA4gSgRkK6tFdFYbFyFi6XJN0ZkKzyFT9LvXv7OBmAhqh9bIK6teBLPYDGj8EhANRYxBk9FHZ6d0mSn2Go8NHXVLBus49TAQAA1B2KE4CTEn3OAFW0Pnz6TalD6y6fpNI9B3wbCgAAoI5QnACcFMMwVD6ohzZWFkmSyjOytfayiSrPzvNtMAAAgDpAcQJw8vz89GjpHvm1SpQklezYo/VX3KnK0jIfBwMAAKhdFCcAXilUpUKfuVu2+BhJUv7KDfplwv/JVVHh42QAAAC1h+IEwGt+iTHq9b9X5BcSJEnK+Ow7bf7LozJd3OcJAAA0DRQnALUi7LTOOu3t52T4V93l4NB/P9fWydNkmqaPkwEAAHiP4gSg1kSfM1A95jwjw89PkrR/5jzt+Ot0yhMAAGj0KE4AalXcxWfr1Nf/JhmGJGnvy29p91Ov+TgVAACAdyhOAGpd4p8vUJeXprhf7376de2ZPtuHiQAAALxDcQJQJ5LHX6ZOf7/P/XrHIy9q3+tzfZgIAADg5FGcANSZVn+5Wqc8crv79dZ7ntaB/3zsu0AAAAAnieIEoE61ve9Gtb13gvv15omP6eDbn/gwEQAAQM1RnADUufaP3K5Wf7mq6oVpatNtU7V/9v98GwoAAKAGKE4A6pxhGOr49H2/lidJW+74m/a98Z4PUwEAAJw4q68DAGgejpQnw2rV3pfekiRtnTxNrrJytZ50rY/ToblKTU1VVlaWr2M0SVu2bPF1BACoVRQnAPXGMAx1eOJuWWz+SnlupiRp+/89L2degdo//BcZh+/9BNSH1NRUdencWSWlpb6O0qQVFRX5OgIA1AqKE4B6ZRiG2j9yuyz2AO164lVJUsozb8iZm6/Ozz0ow8IZxKgfWVlZKikt1fN/Gq/2sQm+jtPkLNm+SdO//UxlZWW+jgIAtYLiBKDeGYahdg/cLGt4qLbd93dJ0v433ldFXoFO/effZLH5+zghmpP2sQnq1qKVr2M0Obsy03wdAQBqFb/aBeAzrW69Ut3eeFKGn58kKW3efK0bc7uc+YU+TgYAAFAdxQmATyWOHaXT3v2HLPYASVLO4pVaPfIGlR1I93EyAACAX1GcAPhc7AVD1Ofz1+UfFSFJKtq0Q6vOvlaFG7f5NhgAAMBhFCcADUJEv9N0+sI3FdiupSTJcTBDP507XhmfL/JxMgAAAIoTgAYk+JTWOuPbNxXWt5skqbK4VBuumqyU52fJNE0fpwMAAM0ZxQlAg2KLjVLfL/+t+MvPq5pgmtr56EvadPPDqixlWGMAAOAbFCcADY5foF3dZ01T+ykT3dMOzf1CPw0fp5KU/T5MBgAAmiuKE4AGyTAMtbv/JvV4+3lZguySpMKft2nlWVcqc/73Pk4HAACaG4oTgAYtfvQ56rfobQWd0lqSVJFXqPV/ukM7H3tZLqfTx+kAAEBzQXEC0OCFdD1F/Za8o7iLznZPS3luplafN0Glew/4MBkAAGguKE4AGgVrWIh6vPO8OvztLhlWqyQpf9XPWnHmFUr/6GsfpwMAAE2d1dcBAOBEGYahNneNV+SZfbTxhgdVuueAKvKL9PN19ytx7BJ1euYB+UeG+Tom0CCZLpdcZQ5VljrkKnPIdDrlclbILK96dpU7ZR55LnfK5ax6bVZUynS5JJcp0zz8XO21S6bLlFwuyTAkw5BhMXRKWaleCeyg+B8268CGVBlWP1msVhn+VhlWv8PPVlmsfrIE2GQJCJDFbqv6sz3g8LNNfoF2GX5+vt59AEBxAtD4hJ/eXf2WzdXWu59U2rz5kqpG3ctZskpdX5mqmBGDfJwQqFumacpV6lBlccnhR6kqikvlKi2rml7mOPxcJtfhP7sc5fWaMVBSR78gKb9Yjvxir5ZlsQfILyhQfsG/fQTJLyRI/uEhsoaFyi8sWBYrX2sA1B3+hgHQKPmHh6rbzGmKPneQtt33tCryi+Q4lKl1Y25X0tUXq8OTk2WLjvB1TKBGTNNUZUmpKguKVVFYpIqCYlUWFauiuFSVxaXuklRZXFp1hMfXLBYZFotkqTrKZJqqymWaqqx0yXS55GcYXq/GVVZ1lMyZk/eH8/kFBcoaFiJreIis4aHyjwqXf1SE/KPC5RcSJKMWsgBovihOABotwzCUdOWFihpyujbf/riyv/lBknTwnU+VOX+pOj41WYlXXtiovyylpqYqKyvL1zGapC1bttT7Ol2OcjnzClWRX6iKgiJVFBar8vBzRWHVsyprsRAZRtXRmsCAqtPfAu1Vfw4IkMVmlWHzl8Xf//CzVYa/vyw2fxn+VlkOT5PVT0a1gmSpKkwe/r/6ZP0q3TNvjv79pwka0qNX1Sl/FVWn/rmcFVV/PvzsKnfKVVZedSqho+rZdfi5sqSsqiyWlMos/+ORNCtLquZzpGUevSv8rYeLVFWZssVGyRYXLf/IsKptAgAPKE4AGj17Urx6/e8VHZjzoXZMma6K/CI5s3O16ZYpOvjOp+r87AMK6XqKr2PWWGpqqrp07qyS0lJfR2nSioqKam1ZZkWlnPmHi1FeoZz5BVXPeVXPrjKHdyswjKpT1kIOn6oW/OuzNThQlqBA+dkDZAkMkJ89QEaAzfe/ODCqypZhs0g2f68W5Sp3/nrkraS0qnAWFKkiv6jquaBIlYXHPi3QdFaoPD1b5enZ1eNZ/eQfE+kuUgFxUbIlxMrPHuBVVgBND8UJQJNgGIaSrx+j2PPP0rYHnlX6h1Uj7eV+/5NWDLxCyRMuV7v/u61Rnb6XlZWlktJSPf+n8Wofm+DrOE3Oku2bNP3bz1RWVlajz1WWOeTMya965OarIq9QFfkFcuYVHvdL+4mw2ANkDQ2WX1iIrKHBVY+wEPmFBMkaEiS/4CBZAgOa9dERi63qiNgfDQJjVlZWFaq8Ajlz8lWek6+KI/+98gpUdT7hb+avqFR5WpbK06of2fWPDFdAYmzVIylOtvhoWfy9K34AGjeKE4AmJSAhVj3efEZZV1+sLZOfUtnegzIrK7Xv9fd0aN5Xanf/TUq+8c+N6rfJ7WMT1K1FK1/HaHJ2ZaYd9z2Xs0IVuVVfuo8UpKqylCdXSc2KliTJMKqKUERo1bU3EWFVpehwObKGBsvi5dEYVDH8/OQfESb/iDAFtkmu9p5ZWSlnXqGcWbkqz8xReUa2yjNz5MzJP2o5ztyq/+5Fm3ceXrAhW2yU7MkJsrdMkD05QdawkPrYJAANBMUJQJMUM2KQBq7+SKkv/0cpz8+sGnUst0DbH3peqTPeUbsHb1Hi1RcxCldzZpqKNfxlz8xX/qqfqxWkioKan75nCbTLPyJU1oiwqufw3/w5LIQhtRsAw89PtugI2aIjFNyprXu6y+mUMytPjoxsladnyXEoU470rOrXm5lmVdHKyFbB2k2SJGt4aLUi5R8T6ftTIwHUGb4xAGiy/OwBanvfjUq85mLtnPqSDv33c0lS2f40bb79Me15YY7a3jtBCX8+n1NwmjDTNFWRV6jyrFw5s3OrnrNy1TUjW+8Ed5V+2q5sz4uRpKrhr38zwIB/ZNWRDWt4qCwBtjrdDtQdi7+/+7S8I8zKSpVn5lSVqEOZchzKUHlmbrVT/SryC1WUX6iiTTskSX7BgQps3UL2Ni0U1KaFrOGh9b4tAOpOgytO33//vZ599lmtWbNGhw4d0kcffaRLLrnE/b5pmpo6dareeOMN5eXl6cwzz9Rrr72mDh06+C40gAbNnhinbq8/oda3X6Odj89Q1oKlkqSSnXu16dZHtOvJ19T6znFqcd0l8gu0+zgtTpbpcsmZW1CtHJVn5cmZnSezouKo+Y93/Mdit7mHsPaPrF6SKEfNh+Hnp4CEWAUkxEq9qqa5HOUqO5Cusn1pKtufJsfBjGo/W5XFpSravNN9ep81sup0wcA2LRTYpkWjOkUYwNEaXHEqLi7WaaedphtuuEGXXXbZUe8/88wzeumll/Tmm2+qbdu2mjJlikaOHKnNmzfLbucLD4DjC+3RWb0+eFl5y9dp5+OvKHfZGklS2b5D2nbv09r91D/VYvxlannTn2VPZjCGhsqsrJQzt+A35ejwc05ejYbydgTatK4wU107dlL7Lp3dR5IsgXZOt8IxWQJsCmrXUkHtWkqq+ll0pGWpbH+ayvYeVOm+Q9WGTK/ILVBh7mYVrtssGYbsyQkKat9KQe1byj82ip8zoJFpcMXp/PPP1/nnn3/M90zT1AsvvKCHH35Yo0ePliS99dZbio+P18cff6yxY8fWZ1QAjVTEgF7q+9VM5f64Tnuen6msr5dJkpw5edrzj1na++Kbir1wmJKvv0xRQ/txbYqPmBWVcubkqfxIOcqu+rMzJ//Eb/5qGFWn08VEyhYTKf/oI8/h+mzTOj0yb47+3Xm4Qnt0qtuNQZNk+PnJ3iJe9hbxUr/TqorUoUyV7jmg0j0HVHYg/defVdNU2b5DKtt3SDmLV8ovNFhB7VsqqH0rBbZJZnAQoBFocMXpj6SkpCgtLU3Dhw93TwsPD1e/fv20fPny4xYnh8Mhh+PXe2cUFBTUeVYADV/kwF6KHPiKCjZs1d6X3lT6R99U3ZCzslIZn3yrjE++lT05QYlXX6ykKy9UUHtGtqsLLqdTzuz8o65BcuYePXT0cVks8o8KP1yKImQ7UpSiImRYKb6oH4afX9VgEckJihzUR65yp8r2HVJJyn6V7tonZ06ee97KwmIVrt+qwvVbZVj9FNg2WcEd2yrolNbyC+IMGqAhalTFKS2taujY+Pj4atPj4+Pd7x3LtGnT9Nhjj9VpNgCNV9hpndV95jR1fHKy9s/6QPtnfqDyjKrhAsr2pynl768r5e+vK7RXVyVceq7iLx2hwDYtfJy68aksLfv1qNFvnivyC098IX4W2aIjfj1ydKQgRYZxZBANjsXmf/jUvFbS8Kohzkt27VPJrlSVpR6UWVEpqeroasmOvSrZsbfqlL5WiQru2FbBHdsw5DnQgDSq4nSyHnroIU2ePNn9uqCgQC1btvRhIgANUUBCrNr/321qe++Nyvzqex38z8fK+uYH96k2heuqrlXY8ciLCjm1g2LOG6zYkYMVfkYPvrQfZpqmKotK3KXImZWr8uw8ObNzVVlcesLLMax+h8tRxOFyFCVbTKSsEaHN+gawaNz8I8MV3jdc4X27yeV0qmzvIRXv3KuS7XtUWVxSNZNpqmzvQZXtPajsb35QQGKsgjq2VXCnNrJFR/p2A4BmrlEVp4SEqou109PTlZiY6J6enp6unj17HvdzAQEBCghgJBsAJ8Zi81f86HMUP/oclR3KUNp7Xyrtw6+rLvA+rGjTDhVt2qE9z8+SNSJUkQP7KHJwH0WddbpCTu3QpIuUaZpylZQdvkFogfv+RxW5BSrPzZfpKD/hZRk2f9miI+UfE1HtGiRreAgFCU2axd9fQae0UtAprWSOHCTHgXQVb09R8bY9qsj79ZKCI8Oh5y5ZJf/oCIV0aa/grqfIFh3hu/BAM9WoilPbtm2VkJCghQsXuotSQUGBVq5cqdtuu8234QA0SfbEOLW5a7za3DVeJbv3Kf3Dr5X5xWLlr/nFff1NRV6hMr9crMwvF0uqupdLWK+uCuvTTeF9TlVI1w4KbN+yUd1s11VRocqCYlUUFMqZX6SKIyUpt0DO3PxqI4edCL+gQPnH/OYUu8PXIfmFBDGyGJo94/CIe/bkBEUN6y9nZo6Kt+9R8fYUlaf/epcxZ3aecpetUe6yNbLFR8vaIlrxBoNKAPWlwf0rXlRUpJ07d7pfp6SkaP369YqKilKrVq1011136YknnlCHDh3cw5EnJSVVu9cTANSFoHYt1fbeCWp77wQ5MrKV/fUyZX29TDnfr5YzO9c9X2VxqfvLzRGWAJuCO7dTUIc27uGM7a2TFBAXI1tclKzhofVSIMzKSlWWlKmyuFSVxSWHn0tVUVSsisJiVeYXqaKgSJUlJ35a3W9Zw0Pdpei3z9wfCzgxhmHIFhctW1y0Igf1kTOvQMXb96hkW4rK9v96PXd5erZs6dn6T3BX5f/lSaWOG6P4S8+tuu8UgDrR4IrT6tWrNWzYMPfrI9cmjRs3TnPmzNH999+v4uJi3XzzzcrLy9OgQYM0f/587uEEoF4FxEUr6ZrRSrpmtEyXS0Vbdin3+5+U++NaFazZpLJ9h6rN73KUq3DDVhVu2HrM5VkCbFVfluKjFRAXI//IMBUVFepmW6L8121X7p4sGVY/GVarDD+L5HLJdJkyXS73n+VyyayslMvhlMtRLld5edXzkUdZuVylZd5tuGFUlaPIsF9vDhsZJmtkuPzDQxnBDqhl/hFhijijhyLO6KGKgiIVbd2t4s075TiU6Z6nYtMubbv/GW174FlFDu6rhDEjFTd6OKfzAbWswRWnoUOHyvyD4WcNw9Djjz+uxx9/vB5TAcDxGRaLQk/toNBTO6jVbVdJkhzpWcpf/YuKftmuok07VPjLDpXsSj3u/YdcjnL3PV5+63JbnLRxl3K1q863Q5JkGPILCZI1LKTqEV717B9RVZSs4SFN+votoCGzhoW4S5QzN1+7Vq7V/tUb1M4vsGoG06z6Bc73P2nrvU8rZuRgJY69ULHnDZYlwObb8EAT0OCKEwA0BQHxMYobNVRxo4a6p7kc5Srde1Alu1NVsitVjoMZKs/IliM9S+UZOXKkZ8mZnXfi9y46UYYhS4BNFrtNfkGB8gs+8giq9mwNC5E1JIhiBDQC/pHhqujeXrcunaeVH3yqqM2pSvvffJXu2idJMp0Vyvx8kTI/XyRrZJgSLhupxCsvrBoFlOsKgZNCcQKAemIJsCm4YxsFd2xz3HlcFRVVN3/NK9DmdRt0/TXX6umLr1LriCiZFZVVD5dLhsUiw2JIhiFZLL++9vOTxeYvi90mi80mS4BNhr+VL0pAE2Zt20KnjLlI7R/+iwrXb9Gh979S2ryvVJ6eJUmqyC3Q/pnztH/mPAW2b6nEK0YpceyFCmqb7OPkDV9qaqqysrJ8HaPJiomJUatWjefm8hQnAGhALFarAhJiFZAQK2tJvja7SuRKilFwi8bzDwsA3zAMo2pEz15d1eFvdypn8Sodmvu5Mj79zn19Y+mufdr91D+1+6l/KqJ/TyVeeaHiLx0h/8gwH6dveFJTU9Wlc2eVlJ7cYDnwLCgwUFu2bm005YniBAAA0MRYrFbFDB+omOEDVVFYrIxPF+rQ3C+Us2SV+3TgvBXrlbdivbbe93fFnj9EiVdeqJhzz5TFxhDnkpSVlaWS0lI9/6fxah+b4Os4Tc6uzDTdM2+OsrKyKE4AAADwPWtosJKuvlhJV1+ssgPpOvTelzo093MVb6kadMYsdyrjk2+V8cm38o+OVMKfzlPilRcqrFdXTvOV1D42Qd046g9J3JYdAACgmbC3iFfbyddrwMoP1G/ZXLWaeLVssVHu953Zudr3z/9q1ZCrtfyMMUr5x2yVHUj3YWKg4aA4AQAANDOGYSjstM7q9PR9Grz9a/X63yuKv/w8WewB7nmKt+7WzqkvammX87Rm9K06NPcLVRZzvQ+aL07VAwAAaMYsVqtiRgxSzIhBcuYXKuPjb3Xw3c+U9+PaqhlMUznfrVDOdyvkFxKk+NHDlXjVRYoc1EeGhd/Bo/mgOAEAAECS5B8eqhbjLlWLcZeqJGW/Ds39XIf++7lKU/ZLkiqLSnTwnU918J1PZW+ZqMSxVUOb/9FtFoCmgl8TAAAA4ChBbZPV/qFbdeaGz3T617PVYvxlsoaFuN8v23dIKc/+Wz/2uUSrhl2rff9+X86cfB8mBuoWxQkAAADHZRiGIgb0UteXH9FZO79V9zl/V8yIQTL8/Nzz5K/eqK13P6UlHYZrwzX3KuOLxXI5nT5MDdQ+TtUDAADACfELtCthzEgljBkpR3qW0t7/Sgf/+5mKNm6XdIyhzf98npKuvEihPbswtDkaPY44AQAAoMYC4mPUetK1GvDj++r/43tqdfu1ssVFu993Zudq32v/1cqzrtLyfpdrz/TZKjvI0OZovChOAAAA8Epo907qNO0eDd62QD0/eFnxY0bKEmBzv1+8ZZd2PPKilnY5X2svuU2H3mNoczQ+nKoHAACAWmGxWhU7crBiRw6WM69A6R99o0Pvfqa8FeurZnC5lL1wubIXLncPbZ7w5/MVedbpslj5WoqGjZ9QAAAA1Dr/iDAlXz9GydePUcnufb8Obb7ngKTqQ5vbYqMUf9kIJYwZqfB+p3F/KDRI/FQCAACgTgW1a6n2/3ebztzwmfrOn6UW4y6tNrR5eWaO9v1rrn4acb2WdRul7Q9PV8GGrTJN04epgeooTgAAAKgXhsWiyDN7q+srU3XWzm/V4z/PKm708GrXQ5XtO6S9L76plYPG6sfel2jXU6+peFuKD1MDVThVDwAAAPXOL9Cu+EvOVfwl56qioEgZXyxW2gdfKee7lTIrKiRJJTv3ave0f2n3tH8ppFtHxY0+R/Gjz1Fw5/YMb456R3ECAACAT1nDQpR05YVKuvJClWflKuPThUr7YL5yl62RDp+uV/TLdhX9sl27n3xNQae0VtzocxR38TkK69WVEoV6QXECAABAg2GLiVTyDZcr+YbLVXYwXekffaP0DxYof/VG9zwlO/dqz/OztOf5WbK3SlTcRVUlKqI/A0ug7lCcAAAA0CDZk+LVeuI1aj3xGpXtT1PG54uU8cm3yv1xneRySZLKUg8pdcbbSp3xtmzxMYq7cJhiRw1V5OC+8rMH+HgL0JRQnAAAANDg2ZMT1OrWK9Xq1itVnplTVaI+Xaicxavc10SVp2dp/8x52j9znixBdkUP7a+Y8wYr5rzBsifG+XgL0NhRnAAAANCo2GKj3PeIcuYWKHP+98r45FtlL1wuV5lDkuQqKVPml4uV+eViSVJozy6KGTlYsecNVljvUzmlDzVGcQIAAECj5R8Z5h5YoqKoRNkLf1TW/KXK+nqZyjOy3fMVrt+iwvVblPL312WLjVLMyMGKGTlIUUP6yT8yzIdbgMaC4gQAAIAmwRoSpPjRwxU/erhMl0sF6zYra/73ypy/VIXrt7jnK8/M0cG3P9HBtz+RLBaF9eqi6GH9FXV2f0WccVq1+0oBR1CcAAAA0OQYFovC+3RTeJ9uav/Xv6jsYLqyFixT1oKlyl60Qq6SsqoZXS4VrNmkgjWblPLcTFmC7Io8s49KOySrrcXuHg4doDgBAACgybMnxbuvi6oscyh36WplL1yunEUrVLR5p3s+V0mZsr/5QfpG+ldQJ5nzvlNG+1ayt26hwJaJskaGcd+oZoriBAAAgGbFzx6gmHPPVMy5Z0qSHGmZylm8StnfLVfO4pVyHMp0z2uUlato004VbaoqV37BQbK3TJC9ZaLsrRJli42iSDUTFCcAAAA0awEJsUocO0qJY0fJNE0Vb9utDW99oO+m/1P97FEyKird81YWl6h4624Vb90tSbLYbbInHy5SLRMVkBAjw8/PV5uCOkRxAgAAAA4zDEMhndsr8PJz9ci0B/Xx+D/rFMOu0tRDKtt3SGX702SWO93zu8rKVbIzVSU7U6s+b7UqIDFGAUnxsreIU0BSvKyhwb7aHNQiihMAAABwPBaL7C0SZE9OkNRLpsul8oxslaUeUum+QyrblyZXaZl7drOiQmX70lS2L035h6f5hQbL3iJeAUlxsifFyZYQK4s/X8MbG/6LAQAAACfIsFgUkBCrgIRYhZ/RQ6ZpypmdV3U0KvWQyg6kqSK/qNpnKguLq53eJ4tFtrgo2RPjZEuIUUBCTNW1Upzi16BRnAAAAICTZBiGbDGRssVEKqxXV0lSRVGJHAcz5DiYrrKDGXIczJDprPj1Qy6XytOyVJ6W9eu0w2UqIP5wkUqIlS02iiNTDQj/JQAAAIBaZA0JkrVjGwV3bCNJMl0uObNy3SWq7EC6nFm51T/0mzJVuOHwtCOlLCHm8FGuGNniomWx+dfr9qAKxQkAAACoQ4bFIltctGxx0VLPLpIkl6NcjvQsOQ6XJUd6lpzZedVvuGuaKs/MUXlmjoo2bndP9o+KkC0+SrbYqmUGxEXJLyyEYdHrGMUJAAAAqGeWAJsCWyUpsFWSe5qr3KnyjGw5Dhep8rRMlWfmVi9Tkpw5eXLm5Kl4y+5fl2e3uYuULS6q6jk2UhZ/jk7VFooTAAAA0ABYbP5V94RKTnBPc1VUqDwjR+XpWXKkZcqRliVnZq7Myspqn3WVlVcNULHvULXp/lHh7qNdRwqVlaNTJ4XiBAAAADRQFqtV9sPDmB9hulxy5uSrPD1b5ZnZcmTkqDwjW5WFxUd93pmTL2dO/q8j+qnqaJct7sipfkeOTkVx7ZQHFCcAAACgETEsFvdIftIp7umVJWUqz8yuOkKVkS1HRvaxj045yt33mvot/8jwX4tUfLQC4qK5duo3KE4AAABAE+AXZFdg6xYKbN3CPc19dCoju2qgifRsOTJzVFlQdNTnnbn5cubmq3hbinuaxW6TLS7GXaRs8TGyxUQ0y3tOUZwAAACAJqr60alfVZaWVRWpw0enqopVrsyKimrzucrKVZZ6UGWpB3+daLHIFhtZNaJffFWpssVFy88eUB+b5DMUJwAAAKCZ8Qu0HzWqn+lyyZlb4C5SjvRsladnqbKopPqHXa6q66vSs6sNk24ND/31NL/4aNniYmQNbzqn+lGcAAAAAFQdnYqOkC06QurS3j29srhUjoyqEnWkUB11zylJFfmFqsgvVMmOPe5pFntA1Y17D9/ANyAxVtbw0PrZoFpGcQIAAABwXH7BgQpqm6ygtsnuaS5nhZxZuVX3m0qvGoiiPCNbZrmz2mddZQ6V7jmg0j0H3NMs9gAFRIboBluiKjNy6m07vEVxAgAAAFAjFn+rAhJjFZAY655mmqYqcgvcR6cc6dkqT8tUZXFptc+6yhzyO+TQWFuc5Kz4/aIbLIoTAAAAAK8ZhiH/qHD5R4VLndtJqipTlUUlVTfvPVR1A98jZarQrFBUUqyHpTYcFCcAAIBGbMuWLb6O0CSxX2uHYRiyhgbLGhqs4A5tJFWVqc07d2jKW6/rP41o4AiKEwAAQCOUWZgvSbrmmmt8nKRpKyo6+n5H8I5hGDKD7NrsKvE8cwNCcQIAAGiECsqqrhuZcu4l6tOhs4/TND1Ltm/S9G8/U1lZma+joIGgOAEAADRirSNj1K1FK1/HaHJ2Zab5OgIaGIuvAwAAAABAQ0dxAgAAAAAPKE4AAAAA4AHFCQAAAAA8oDgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAOABxQkAAAAAPKA4AQAAAIAHFCcAAAAA8MDq6wAAGr8tW7b4OkKTxH4FAKDhoDgBOGmZhfmSpGuuucbHSZq2oqIiX0cAAKDZozgBOGkFZaWSpCnnXqI+HTr7OE3Ts2T7Jk3/9jOVlZX5OgoAAM0exQmA11pHxqhbi1a+jtHk7MpM83UEAABwGINDAAAAAIAHFCcAAAAA8IDiBAAAAAAeUJwAAAAAwAOKEwAAAAB4QHECAAAAAA8oTgAAAADgAcUJAAAAADygOAEAAACABxQnAAAAAPCA4gQAAAAAHlCcAAAAAMCDRlucZsyYoTZt2shut6tfv35atWqVryMBAAAAaKIaZXF67733NHnyZE2dOlVr167VaaedppEjRyojI8PX0QAAAAA0QY2yOP3jH//QTTfdpOuvv15du3bVP//5TwUFBWnWrFm+jgYAAACgCbL6OkBNlZeXa82aNXrooYfc0ywWi4YPH67ly5cf8zMOh0MOh8P9Oj8/X5JUUFBQt2FPQFFRkSRp08FUlZQ7PMyNmtqVmSZJ2p55SEEpO3ycpulh/9Yt9m/dYv/WLfZv3WMf1y32b91KyUqXVPVd2NffyY+s3zTNP5zPMD3N0cAcPHhQLVq00I8//qgBAwa4p99///1asmSJVq5cedRnHn30UT322GP1GRMAAABAI7Jv3z4lJycf9/1Gd8TpZDz00EOaPHmy+7XL5VJOTo6io6NlGEaNl1dQUKCWLVtq3759CgsLq82o8IB97zvse99h3/sO+9532Pe+w773LfZ//TNNU4WFhUpKSvrD+RpdcYqJiZGfn5/S09OrTU9PT1dCQsIxPxMQEKCAgIBq0yIiIrzOEhYWxg+0j7DvfYd97zvse99h3/sO+9532Pe+xf6vX+Hh4R7naXSDQ9hsNvXp00cLFy50T3O5XFq4cGG1U/cAAAAAoLY0uiNOkjR58mSNGzdOffv21RlnnKEXXnhBxcXFuv76630dDQAAAEAT1CiL0xVXXKHMzEw98sgjSktLU8+ePTV//nzFx8fXy/oDAgI0derUo07/Q91j3/sO+9532Pe+w773Hfa977DvfYv933A1ulH1AAAAAKC+NbprnAAAAACgvlGcAAAAAMADihMAAAAAeEBxAgAAAAAPKE7HMWPGDLVp00Z2u139+vXTqlWr/nD+efPmqXPnzrLb7erevbu+/PLLekra9NRk32/atEljxoxRmzZtZBiGXnjhhfoL2gTVZN+/8cYbGjx4sCIjIxUZGanhw4d7/P8Ex1eTff/hhx+qb9++ioiIUHBwsHr27Kn//Oc/9Zi2aanp3/dHzJ07V4Zh6JJLLqnbgE1YTfb9nDlzZBhGtYfdbq/HtE1LTX/u8/LyNHHiRCUmJiogIEAdO3bku85Jqsm+Hzp06FE/94ZhaNSoUfWYGG4mjjJ37lzTZrOZs2bNMjdt2mTedNNNZkREhJmenn7M+X/44QfTz8/PfOaZZ8zNmzebDz/8sOnv729u3LixnpM3fjXd96tWrTLvvfde87///a+ZkJBgTp8+vX4DNyE13fdXXXWVOWPGDHPdunXmli1bzPHjx5vh4eHm/v376zl541fTfb9o0SLzww8/NDdv3mzu3LnTfOGFF0w/Pz9z/vz59Zy88avpvj8iJSXFbNGihTl48GBz9OjR9RO2ianpvp89e7YZFhZmHjp0yP1IS0ur59RNQ033vcPhMPv27WtecMEF5rJly8yUlBRz8eLF5vr16+s5eeNX032fnZ1d7Wf+l19+Mf38/MzZs2fXb3CYpmmaFKdjOOOMM8yJEye6X1dWVppJSUnmtGnTjjn/n//8Z3PUqFHVpvXr18+85ZZb6jRnU1TTff9brVu3pjh5wZt9b5qmWVFRYYaGhppvvvlmXUVssrzd96Zpmr169TIffvjhuojXpJ3Mvq+oqDAHDhxo/vvf/zbHjRtHcTpJNd33s2fPNsPDw+spXdNW033/2muvme3atTPLy8vrK2KT5e3f99OnTzdDQ0PNoqKiuoqIP8Cper9TXl6uNWvWaPjw4e5pFotFw4cP1/Lly4/5meXLl1ebX5JGjhx53PlxbCez71E7amPfl5SUyOl0Kioqqq5iNkne7nvTNLVw4UJt27ZNZ511Vl1GbXJOdt8//vjjiouL04QJE+ojZpN0svu+qKhIrVu3VsuWLTV69Ght2rSpPuI2KSez7z/99FMNGDBAEydOVHx8vLp166annnpKlZWV9RW7SaiNf2tnzpypsWPHKjg4uK5i4g9QnH4nKytLlZWVio+PrzY9Pj5eaWlpx/xMWlpajebHsZ3MvkftqI19/8ADDygpKemoXyLgj53svs/Pz1dISIhsNptGjRqll19+Weeee25dx21STmbfL1u2TDNnztQbb7xRHxGbrJPZ9506ddKsWbP0ySef6O2335bL5dLAgQO1f//++ojcZJzMvt+9e7c++OADVVZW6ssvv9SUKVP0/PPP64knnqiPyE2Gt//Wrlq1Sr/88otuvPHGuooID6y+DgCg8Xv66ac1d+5cLV68mIu160loaKjWr1+voqIiLVy4UJMnT1a7du00dOhQX0drsgoLC3XttdfqjTfeUExMjK/jNDsDBgzQgAED3K8HDhyoLl266F//+pf+9re/+TBZ0+dyuRQXF6fXX39dfn5+6tOnjw4cOKBnn31WU6dO9XW8ZmPmzJnq3r27zjjjDF9HabYoTr8TExMjPz8/paenV5uenp6uhISEY34mISGhRvPj2E5m36N2eLPvn3vuOT399NP69ttv1aNHj7qM2SSd7L63WCw65ZRTJEk9e/bUli1bNG3aNIpTDdR03+/atUt79uzRRRdd5J7mcrkkSVarVdu2bVP79u3rNnQTURt/3/v7+6tXr17auXNnXURssk5m3ycmJsrf319+fn7uaV26dFFaWprKy8tls9nqNHNT4c3PfXFxsebOnavHH3+8LiPCA07V+x2bzaY+ffpo4cKF7mkul0sLFy6s9puu3xowYEC1+SXpm2++Oe78OLaT2feoHSe775955hn97W9/0/z589W3b9/6iNrk1NbPvcvlksPhqIuITVZN933nzp21ceNGrV+/3v24+OKLNWzYMK1fv14tW7asz/iNWm383FdWVmrjxo1KTEysq5hN0sns+zPPPFM7d+50/6JAkrZv367ExERKUw1483M/b948ORwOXXPNNXUdE3/E16NTNERz5841AwICzDlz5pibN282b775ZjMiIsI97Om1115rPvjgg+75f/jhB9NqtZrPPfecuWXLFnPq1KkMR36SarrvHQ6HuW7dOnPdunVmYmKiee+995rr1q0zd+zY4atNaLRquu+ffvpp02azmR988EG1oVILCwt9tQmNVk33/VNPPWV+/fXX5q5du8zNmzebzz33nGm1Ws033njDV5vQaNV03/8eo+qdvJru+8cee8xcsGCBuWvXLnPNmjXm2LFjTbvdbm7atMlXm9Bo1XTfp6ammqGhoebtt99ubtu2zfz888/NuLg484knnvDVJjRaJ/t3zqBBg8wrrriivuPidyhOx/Hyyy+brVq1Mm02m3nGGWeYK1ascL83ZMgQc9y4cdXmf//9982OHTuaNpvNPPXUU80vvviinhM3HTXZ9ykpKaakox5Dhgyp/+BNQE32fevWrY+576dOnVr/wZuAmuz7v/71r+Ypp5xi2u12MzIy0hwwYIA5d+5cH6RuGmr69/1vUZy8U5N9f9ddd7nnjY+PNy+44AJz7dq1PkjdNNT05/7HH380+/XrZwYEBJjt2rUzn3zySbOioqKeUzcNNd33W7duNSWZX3/9dT0nxe8ZpmmaPjrYBQAAAACNAtc4AQAAAIAHFCcAAAAA8IDiBAAAAAAeUJwAAAAAwAOKEwAAAAB4QHECAAAAAA8oTgAAAADgAcUJAAAAADygOAEAAACABxQnAECzV1paqldffVUjR45UQkKCbDabQkND1a1bN91000369ttvfR0RAOBjhmmapq9DAADgKxs2bNCll16qlJQUJScna9iwYWrRooUcDod27NihJUuWqLCwUHfddZemT5/u67gAAB+x+joAAAC+sn//fo0YMULZ2dn6xz/+oUmTJslqrf5PY3Fxsd544w1t377dRykBAA0Bp+oBAJoM0zR1wQUXyDAMvffee0e9d/7551d776GHHlJGRoYefvhh3X333UeVJkkKDg7WXXfdpZdeeqletgEA0DBxqh4AoElJT09Xjx495HA4tGHDBrVu3VqSNH36dE2ePFnjx4/X7NmzVVJSooiICFmtVqWnpys0NNTHyQEADRlHnAAATUp8fLzefPNNFRQU6KqrrlJlZaXWr1+vBx98UB06dNDLL78sSVq9erWcTqf69u1LaQIAeMQ1TgCAJue8887TnXfeqRdeeEEPPvigPv/8c5mmqf/+978KCQmRJKWlpUmSkpKSjrmMRx999ISmAQCaB07VAwA0SQ6HQ/3799f69eslSX//+991//33u99///33dcUVV+iKK67Q3Llzj/q8YRhHTeOfTABovjhVDwDQJAUEBOj888+XJNntdt14443V3o+Pj5ckHTx48JifN03T/ejUqVPdhgUANHgUJwBAk7Ry5Uo9++yzio6OVllZmW677bZq7/ft21f+/v5as2aNCgsLfZQSANBYUJwAAE1OYWGhrrrqKlmtVi1evFhjxozR+++/r1mzZrnnCQ4O1hVXXKGSkhJubAsA8IjiBABocv7yl79o9+7deu6559StWze98cYbatmype64445qN7J96qmnFBsbq8cff1wvvviiKisrj1pWWVmZHA5HfcYHADRADA4BAGhS3n77bV177bW66KKL9Omnn7qnf//99xo2bJh69eql5cuXy9/fX5K0YcMGXXrppUpJSVFycrLOPvtstWjRQqWlpTpw4IC++eYb5eXladCgQVq6dKmvNgsA4GMUJwBAk5GSkqKePXsqODhYP//8s2JiYqq9//DDD+vJJ5/Uvffeq2effdY9vbS0VLNmzdLHH3+sn3/+WTk5ObLb7WrZsqX69++vq666SsOHD6/vzQEANCAUJwAAAADwgGucAAAAAMADihMAAAAAeEBxAgAAAAAPKE4AAAAA4AHFCQAAAAA8oDgBAAAAgAcUJwAAAADwgOIEAAAAAB5QnAAAAADAA4oTAAAAAHhAcQIAAAAADyhOAAAAAODB/wNXbaZ0GQixqgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Create a histogram plot of xG with KDE curve using red and blue colors\n",
    "sns.histplot(data['xG'], kde=True, color='#BA0C2F', line_kws={'color': '#00205B', 'lw': 2})\n",
    "\n",
    "# Add title and labels\n",
    "plt.title('Distribution of xG', fontsize=16)\n",
    "plt.xlabel('xG', fontsize=14)\n",
    "plt.ylabel('Frequency', fontsize=14)\n",
    "\n",
    "# Display the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75b36baf",
   "metadata": {
    "papermill": {
     "duration": 0.011367,
     "end_time": "2024-10-04T10:02:40.334435",
     "exception": false,
     "start_time": "2024-10-04T10:02:40.323068",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "<div style=\"display: flex; align-items: center; background-color: #002868; padding: 20px; color: white; font-weight: bold;\">\n",
    "    <div style=\"background: url('https://upload.wikimedia.org/wikipedia/commons/d/d9/Flag_of_Norway.svg') no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "    </div>\n",
    "    <div style=\"no-repeat center center; background-size: 100% 100%; width: 150px; height: 100px; margin-right: 20px;\">\n",
    "        <h1 style=\"color: #ffffff;\"> Top Assist</h1>\n",
    "    </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4e4c4518",
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2024-10-04T10:02:40.359298Z",
     "iopub.status.busy": "2024-10-04T10:02:40.358804Z",
     "iopub.status.idle": "2024-10-04T10:02:40.724435Z",
     "shell.execute_reply": "2024-10-04T10:02:40.723311Z"
    },
    "jupyter": {
     "source_hidden": true
    },
    "papermill": {
     "duration": 0.381525,
     "end_time": "2024-10-04T10:02:40.727397",
     "exception": false,
     "start_time": "2024-10-04T10:02:40.345872",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "player_assist_counts = data['player_assisted'].value_counts().sort_values(ascending=False)\n",
    "\n",
    "norwegian_gradient = sns.blend_palette(['#BA0C2F', '#00205B'], n_colors=len(player_assist_counts), as_cmap=False)\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(\n",
    "    y='player_assisted',  \n",
    "    data=data, \n",
    "    order=player_assist_counts.index,  \n",
    "    palette=norwegian_gradient, \n",
    "    orient='h' \n",
    ")\n",
    "\n",
    "plt.title('Top Assists', fontsize=16)\n",
    "plt.xlabel('Number of Assists', fontsize=14)\n",
    "plt.ylabel('Player Assisted', fontsize=14)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kaggle": {
   "accelerator": "none",
   "dataSources": [
    {
     "datasetId": 5793214,
     "sourceId": 9515999,
     "sourceType": "datasetVersion"
    }
   ],
   "dockerImageVersionId": 30775,
   "isGpuEnabled": false,
   "isInternetEnabled": true,
   "language": "python",
   "sourceType": "notebook"
  },
  "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": "3.10.14"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 40.122679,
   "end_time": "2024-10-04T10:02:41.462055",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2024-10-04T10:02:01.339376",
   "version": "2.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}