fifa-world-cup-insights-and-observations.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9a0a3d93",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:26.732245Z",
     "iopub.status.busy": "2024-05-06T14:25:26.731842Z",
     "iopub.status.idle": "2024-05-06T14:25:27.631376Z",
     "shell.execute_reply": "2024-05-06T14:25:27.630167Z"
    },
    "papermill": {
     "duration": 0.908814,
     "end_time": "2024-05-06T14:25:27.635107",
     "exception": false,
     "start_time": "2024-05-06T14:25:26.726293",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c2418e7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:27.646267Z",
     "iopub.status.busy": "2024-05-06T14:25:27.645036Z",
     "iopub.status.idle": "2024-05-06T14:25:27.763543Z",
     "shell.execute_reply": "2024-05-06T14:25:27.761935Z"
    },
    "papermill": {
     "duration": 0.126319,
     "end_time": "2024-05-06T14:25:27.766458",
     "exception": false,
     "start_time": "2024-05-06T14:25:27.640139",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"/kaggle/input/fifa-world-cup-data/WorldCupPlayers.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "65429839",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:27.775984Z",
     "iopub.status.busy": "2024-05-06T14:25:27.774834Z",
     "iopub.status.idle": "2024-05-06T14:25:28.121652Z",
     "shell.execute_reply": "2024-05-06T14:25:28.120492Z"
    },
    "papermill": {
     "duration": 0.353806,
     "end_time": "2024-05-06T14:25:28.123948",
     "exception": false,
     "start_time": "2024-05-06T14:25:27.770142",
     "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": [
    "# Visualization 1: Histogram of Shirt Numbers\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(df['Shirt Number'], bins=range(1, 24), color='skyblue')\n",
    "plt.title('Distribution of Shirt Numbers')\n",
    "plt.xlabel('Shirt Number')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4759085a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:28.133526Z",
     "iopub.status.busy": "2024-05-06T14:25:28.132983Z",
     "iopub.status.idle": "2024-05-06T14:25:28.479263Z",
     "shell.execute_reply": "2024-05-06T14:25:28.477063Z"
    },
    "papermill": {
     "duration": 0.353764,
     "end_time": "2024-05-06T14:25:28.481569",
     "exception": false,
     "start_time": "2024-05-06T14:25:28.127805",
     "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": [
    "# Visualization 2: Bar chart of Top 10 Coaches by Frequency\n",
    "top_coaches = df['Coach Name'].value_counts().head(10)\n",
    "plt.figure(figsize=(10, 6))\n",
    "top_coaches.plot(kind='bar', color='skyblue')\n",
    "plt.title('Top 10 Coaches by Frequency')\n",
    "plt.xlabel('Coach Name')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e261214c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:28.493038Z",
     "iopub.status.busy": "2024-05-06T14:25:28.492660Z",
     "iopub.status.idle": "2024-05-06T14:25:28.671229Z",
     "shell.execute_reply": "2024-05-06T14:25:28.670270Z"
    },
    "papermill": {
     "duration": 0.189481,
     "end_time": "2024-05-06T14:25:28.675903",
     "exception": false,
     "start_time": "2024-05-06T14:25:28.486422",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization 3: Pie chart of Player Positions\n",
    "plt.figure(figsize=(8, 8))\n",
    "df['Position'].value_counts().plot(kind='pie', colors=['skyblue', 'lightblue', 'deepskyblue'], autopct='%1.2f%%')\n",
    "plt.title('Distribution of Player Positions')\n",
    "plt.ylabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "260651f9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:28.697752Z",
     "iopub.status.busy": "2024-05-06T14:25:28.696749Z",
     "iopub.status.idle": "2024-05-06T14:25:29.036128Z",
     "shell.execute_reply": "2024-05-06T14:25:29.034647Z"
    },
    "papermill": {
     "duration": 0.353221,
     "end_time": "2024-05-06T14:25:29.038421",
     "exception": false,
     "start_time": "2024-05-06T14:25:28.685200",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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T+nnxmj9/Ptrb2/Hcc8/FjkUiETz66KOw2WyxVcKSkhLodDq89dZbvZ7/xz/+cUTiOtE5mqgVK1ZAlmX88pe/7PNYJBI5ocTt2AWL4U76iIi4IkVEFIfJkydj9erVuOaaazB16lRce+21mDlzJoQQqK+vx+rVq6HVanttp/vNb36DefPmYdasWbjpppti5c+dTifuu+++2LgFCxbg6aefhtPpxEknnYQdO3aguro6Vnp6IK+//jpuvfVWLF++HFOmTEEkEsHTTz8dS0wG4vf7cd555+Hcc8/FFVdcgeLiYrhcLmzYsAFvv/02Fi9ejNNPPx0AcP311+Nvf/sb7rrrLnzwwQe48MIL4fP5UF1djR/84Ae46qqrsHDhQlxyySX4+c9/joaGBsycORNbtmzBiy++iDvuuKNXIYOB/Nd//Re2b9+Oc845B9/97ndx0kkn4ciRI9i9ezeqq6tx5MgRAMB3v/tdPPbYY7j++uvx4YcfoqCgAE8//fSAJeIHUl9fj0WLFuGKK67Ajh078Mwzz+Cb3/wmZs6cCSC6MvLAAw/g7rvvRkNDAxYvXgy73Y76+nqsX78eN998M/793/89oZ8Zj5tvvhl//vOfceONN+LDDz9EaWkpXnjhBbz77rt4+OGHYyt+TqcTy5cvx6OPPgqNRoOKigps3LhxxJopn+gcTdTs2bPxve99Dw8++CA+/vhjXH755TAYDDhw4ACef/55/H//3//Xq9BIPE477TTodDo89NBD6OnpgdFoxKWXXtqnXxoRUcJGvU4gEVEKq6mpEd///vfFpEmThMlkEmazWUybNk3827/9m/j444/7jK+urhbnn3++MJvNwuFwiIULF4o9e/b0GtPd3S2+/e1vi+zsbGGz2cTcuXPFvn37RElJibjhhhti475e8rqurk585zvfERUVFcJkMomsrCxxySWXiOrq6kF/B0mSxH//93+LxYsXi5KSEmE0GoXFYhGnn366+M1vfiNCoVCv8X6/X/z85z8XZWVlwmAwiPz8fLFs2TJRW1sbG+PxeMSdd94pCgsLhcFgEJMnTxa/+c1vepXAFiJabvuWW27pN66Ojg5xyy23iOLi4tjPueyyy8STTz7Za1xjY6NYtGiRsFgsIjs7W9x+++2x8tjxlj/fs2ePWLZsmbDb7WLcuHHi1ltvFYFAoM/4tWvXigsuuEBYrVZhtVrFtGnTxC233CL2798fGzN79mwxY8aMQX/uQL5e/vzY3+HYfMjIyBCnnHJKr3Lmx3R2doqqqiphsVjEuHHjxPe+9z3x+eef91v+3Gq19vvzB3o9vj734p2jx8qf79q1q9f3O/Z37+zs7HV8oNiefPJJceaZZwqz2Szsdrs45ZRTxI9//GPR1tbWK8Yrr7yyz3Nnz57dq6S6EEL893//tygvLxc6nY6l0Ilo2GiE4B2ZREQ0Ntx3331YtWoVOjs7kZ2drXY4RESUwniPFBERERERUYKYSBERERERESWIiRQREREREVGCeI8UERERERFRgrgiRURERERElCAmUkRERERERAliQ14AiqKgra0NdrsdGo1G7XCIiIiIiEglQgh4PB4UFhZCqx143YmJFIC2tjYUFxerHQYRERERESWJ5uZmFBUVDfg4EykAdrsdQPSP5XA4VI1FkiRs2bIFl19+OQwGg6qxUGriHKKh4PyhoeIcoqHg/KGhGo455Ha7UVxcHMsRBsJECoht53M4HEmRSFksFjgcDr6B0AnhHKKh4PyhoeIcoqHg/KGhGs45dLxbflhsgoiIiIiIKEFMpIiIiIiIiBLERIqIiIiIiChBTKSIiIiIiIgSxESKiIiIiIgoQUykiIiIiIiIEsREioiIiIiIKEFMpIiIiIiIiBLERIqIiIiIiChBTKSIiIiIiIgSxESKiIiIiIgoQUykiIiIiIiIEsREioiIiIiIKEF6tQOgvgSAZm8EQaHAatCg2GaAVqNROywiIiIiIjqKiVSSOdAjoabwLOxr8MWO2Q1aVBZZMTXTqGJkRERERER0DLf2JZH9rhBeavYjosvoddwjKVhf78F+V0ilyIiIiIiI6KuYSCUJRQhUtxxdhRpgG191iw+KEKMYFRERERER9YeJVJJo9krwSMqgYzySgmavNEoRERERERHRQJhIJQmfFN9KU7zjiIiIiIho5DCRShJWQ3xV+eIdR0REREREI4eJVJIothlgNwz+ctgNWhTbDKMUERERERERDYSJVJLQajSoLLJGvxigoERlkZX9pIiIiIiIkgATqSQyNdOIRcUWaETvohN2gxZLyuzsI0VERERElCTYkDfJTHYaYPcfhtuWCwC4ZpIDxTYDV6KIiIiIiJKIqitSb731FhYuXIjCwkJoNBps2LAh9pgkSfjJT36CU045BVarFYWFhbj++uvR1tbW63scOXIE1157LRwOBzIzM3HTTTfB6/WO8m8yvL6aMpXYM5hEERERERElGVUTKZ/Ph5kzZ+Lxxx/v85jf78fu3btxzz33YPfu3Vi3bh3279+PRYsW9Rp37bXX4osvvsDWrVuxceNGvPXWW7j55ptH61cgIiIiIqIxSNWtffPmzcO8efP6fczpdGLr1q29jj322GM4++yz0dTUhIkTJ2Lv3r3YvHkzdu3ahbPOOgsA8Oijj2L+/Pn47W9/i8LCwhH/HYiIiIiIaOxJqXukenp6oNFokJmZCQDYsWMHMjMzY0kUAFRWVkKr1WLnzp1YsmRJv98nFAohFArFvna73QCi2wklSRq5XyAOkiT12tundjyUeo7NGc4dOhGcPzRUnEM0FJw/NFTDMYfifW7KJFLBYBA/+clPcM0118DhcAAA2tvbkZub22ucXq9HVlYW2tvbB/xeDz74IFatWtXn+JYtW2CxWIY38BMxfnLsPzdt2qRiIJTKvr6iS5QIzh8aKs4hGgrOHxqqocwhv98f17iUSKQkScKKFSsghMCf/vSnIX+/u+++G3fddVfsa7fbjeLiYlx++eWxJE0tkiThr7sbYl/Pnz9fvWAoJUmShK1bt2LOnDkwGNjAmRLD+UNDxTlEQ8H5Q0M1HHPo2G6140n6ROpYEtXY2IjXX3+9V6KTn5+PQ4cO9RofiURw5MgR5OfnD/g9jUYjjMa+PZkMBkPS/aNNtngodSTjfKbUwflDQ8U5REPB+UNDNZQ5FO/zkroh77Ek6sCBA6iursb48eN7PT5r1iy4XC58+OGHsWOvv/46FEXBOeecM9rhEhERERHRGKHqipTX60VNTU3s6/r6enz88cfIyspCQUEBli1bht27d2Pjxo2QZTl231NWVhYyMjIwffp0XHHFFfjud7+LJ554ApIk4dZbb8XKlStZsY+IiIiIiEaMqonUP//5T1xyySWxr4/dt3TDDTfgvvvuw0svvQQAOO2003o9b/v27bj44osBAM8++yxuvfVWXHbZZdBqtaiqqsIjjzwyKvETEREREdHYpGoidfHFF0MIMeDjgz12TFZWFlavXj2cYREREREREQ0qqe+RIiIiIiIiSkZMpJLQ8dfhiIiIiIhITUykiIiIiIiIEsREioiIiIiIKEFMpIiIiIiIiBKkatU+IiIa2xQh0OyV4JMErAYNim0GaDUatcMiIiI6LiZSRESkiv2uEKpbfPBISuyY3aBFZZEVUzONKkZGRER0fNzaR0REo26/K4T19Z5eSRQAeCQF6+s92O8KqRQZERFRfJhIERHRqFKEQHWLb9Ax1S0+KHE0ZSciIlILEykiIhpVzV6pz0rU13kkBc1eaZQiIiIiShwTKSIiGlU+Kb6VpnjHERERqYGJFBERjSqrIb6qfPGOIyIiUgMTKSIiGlVFVj0Mxzn72A1aFNsMoxMQERHRCWAiRUREo+qjwyEc5xYpVBZZ2U+KiIiSGhMpIiIaNQ2eMLYdrdh38rgMmHW9kyW7QYslZXb2kSIioqTHhrxERDQqukMyNtR7IADMGGfElSU21LrDeKHOA4dBgytL7Ci2GbgSRUREKYGJFBERjbiQrGBtnRtBWaDAose8iTZoNJpY0mTWa1Fiz1A5SiIiovhxax8REY0oIQRebvCiKyjDZtBiabkdei1XnYiIKLUxkSIiohH11kE/atxh6DRAVZkddoNO7ZCIiIiGjIkUERGNmD3dIezoCAAA5k20ocDKkuZERJQemEgREdGIaPdHsKnRAwA4J9eMk7NMKkdEREQ0fJhIJSXeO0BEqc0rRYtLRARQ4TBgdqFF7ZCIiIiGFRMpIiIaVhFFYH29Gx5JQZZRh4WldpY0JyKitMNEioiIho0QAq81e9Hqi8Co02BZuQMmHU81RESUfnh2IyKiYfPPziA+OxKCBsDiUjuyTKzQR0RE6YmJFBERDYt6dxivt/oAAJdMsKLMwQa7RESUvphIERHRkB0JynixwQMB4JQsI76Rwwp9RESU3phIERHRkARlBWvr3QjKAoUWPeYW26BhcQkiIkpzTKSIiOiEKULg5QYPDgdl2A1aLC13QK9lEkVEROmPiRQREZ2wt9r8qHVL0GuApeV22Aw8rRAR0djAMx4REZ2QL44E8f6hAABg/kQ7CiwGlSMiIiIaPUykiIgoYQd9El5t8gIAzs0z46Qso8oRERERjS4mUklEEQLN3ggkHT+QEFHy8koK1tZ7EBFAhcOAiwosaodEREQ06vRqB0BR+10hVLf44JEUwOTodXxqJhMrIkoOEUVgXZ0bXknBeJMOi0rt0LJCHxERjUFckUoC+10hrK/3RJOor1lf78F+V0iFqIiIehNCYHOzF23+CEw6DZaVO2DU8TRCRERjE8+AKlOEQHWLb9Ax1S0+KEKMUkRERP3b1RnE50dC0ABYXGrHOKNO7ZCIiIhUw0RKZc1eqd+VqK/ySAqavdIoRURE1FedO4ztrdGLPpdOsKLUkaFyREREROpiIqUynxTfSlO844iIhtuRoIwXGzwQAE7NMuKsHJPaIREREamOiZTKrIb4btKOdxwR0XAKygpeqHMjJAtMsOpxebENGhaXICIiYtU+tRXbDLAbtINu77MbtCi2sdElEY0uRQi81ODBkZAMu0GLpWUO6LVMooiIaPhE2/9I8EkCVoMGxTZDylSDZSKlMq1Gg8oiK9bXewYcU1lkTZkJRUTp4802P+rcEvQaoKrcAauBmxiIiGj49Gr/c5TdoEVlkTUl2v/wrJgEpmYasaTMDrOub7K0pMyeEhOJiNLLnu4wdh4KAACuLLEj38LrbkRENHwGav/jkZSUaf/DRCpJTM004opia7/HiYhGUyDDhi1t0STqvDwzpo/j+xAREQ2fdGn/w0QqifAGbiJSm1dS0JI9HbIAJjkzcGGBRe2QiIgozaRL+x8mUkREBACIKAIvNvkR0WdgvFGLhSWs0EdERMMvXdr/MJEiIiIIIfBqkxftARk6WcLiiRYYdTxFEBHR8EuX9j88SxIRET44FMAX3SFoAEzo2o9Mo07tkIiIKE0VWvTQHydHSoX2P0ykiIjGuNqeMLa3+QEAlxSYYA31qBwRERGlq5CsYG29B5Hj7NpLhfY/TKSIiMaww8EIXmqI9rGbOd6I07IyVI6IiIjSlV9S8PcaNxo8Egxa4Pw8M+xf61FoN2hTpv0PG4MQEY1RwYiCtXUehBSBIqselxfZoMgRtcMiIqI05ArJeK62B90hBWadBssrHCi0GnB+gQXP17pR75Ewc7wRc4ttSb8SdQwTKSKiMUgRAi82eHAkJMNh0GJJmQM6rQaKrHZkRESUbg4FIlhT44Y3osBh0OLqSQ6MN0XTEK1GA9vRValxRl3KJFEAEykiojHpjTY/6o9uragqd8Bq4E5vIiIafs1eCS/UuRGSBXJMOqyocMCekR4FjZhIERGNMZ8dDuKDQwEAwJUT7ciz8FRARETD70BPCC8eLSxRZNVjWbkDJn36XLjj2ZOIaAxp9UnY3OwFAJyXb8a0ccl/My8REaWeTw4HsbnJCwFgkiMDV5XZYdCmzra9eDCRIiIaIzxhGevq3JAFMNmZgQvzLWqHREREaUYIgfc7AnjzYLStxqlZRlwxMXUKSCSCiRQR0RggKQJr6z3wRaJ71BeW2KFJw5MaERGpRwiBba0+/LMzCAA4N8+M2QWWtD3fMJEiIkpzQgi82uRFuz8Cs06DqnIHMnTpeVIjIiJ1yIrAK01e7OkOAQAum2DFN3LNKkc1slS92+utt97CwoULUVhYCI1Ggw0bNvR6XAiBe++9FwUFBTCbzaisrMSBAwd6jTly5AiuvfZaOBwOZGZm4qabboLX6x3F34KIKLntPBTAnu4QtAAWl9mRaUyPaklERJQcwrLAC3Xu2LlmYYkt7ZMoQOVEyufzYebMmXj88cf7ffzXv/41HnnkETzxxBPYuXMnrFYr5s6di2AwGBtz7bXX4osvvsDWrVuxceNGvPXWW7j55ptH61cgIkpqNT1hvNEW3adeWWRFiT1D5YiIiCid+CUFf6/pibXUWFbhwIwsk9phjQpVt/bNmzcP8+bN6/cxIQQefvhh/OIXv8BVV10FAPjb3/6GvLw8bNiwAStXrsTevXuxefNm7Nq1C2eddRYA4NFHH8X8+fPx29/+FoWFhaP2uxARJZuuYAQvNXgAAKeNN+H07LFxYiMiotHRE5bxXI0bR0IyzDoNllc4UGg1qB3WqEnae6Tq6+vR3t6OysrK2DGn04lzzjkHO3bswMqVK7Fjxw5kZmbGkigAqKyshFarxc6dO7FkyZJ+v3coFEIoFIp97Xa7AQCSJEGSpBH6jY4vIst9jqkZD6WmY3OGc2dsC8oCL9R6EVYEiiw6XJyXgUgkctznjfb8ORaTEIJzNk3wPYiGgvMndXQFZaxt8MEbEbAbNKgqtWJ8xom9doqiAABkWRnyaz8ccyje5yZtItXe3g4AyMvL63U8Ly8v9lh7eztyc3N7Pa7X65GVlRUb058HH3wQq1at6nN8y5YtsFjUKwfsMWcBOdN7Hdu0aZNK0VCq27p1q9ohkEoEgOack+Azj4MhEoT5y0/w2r7jJ1FfNVrzx2vKBHJnwO12Y9Omt0flZ9Lo4HsQDQXnT3LzG+1ozjkJilYPY9iHvNY92FkbPuHv15Y1CbDlYd++feja1TosMQ5lDvn9/rjGJW0iNZLuvvtu3HXXXbGv3W43iouLcfnll8PhcKgW1wG3hJam3i/c/PnzVYqGUpUkSdi6dSvmzJkDg2HsLK/Tv2w/GIDvcBh6DbByajZyT7s87ueO9vyp90hobvTD4XBg/hl8v0sHfA+ioeD8SX61bgkbm/1QBFBo0WHxtHyY9UO7nWZzix89LgnTpk3D2Tkzh/S9hmMOHdutdjxJm0jl5+cDADo6OlBQUBA73tHRgdNOOy025tChQ72eF4lEcOTIkdjz+2M0GmE0GvscNxgMqv6j1euUPsf4JkInSu35TOr49HAQuw9HrwouKLVjgqPve108Rmv+6PUCAKDRaDhf0wzfg2goOH+S06eHg3i1yQ8BoMJhwOIyBwzaobfT0Gqj9e90Ou2wve5DmUPxPk/Vqn2DKSsrQ35+PrZt2xY75na7sXPnTsyaNQsAMGvWLLhcLnz44YexMa+//joURcE555wz6jETEampxSvhteZo+4fz882YlnliSRQREdFXCSGwo92PTU1eCACnZBlRVT48SVQqU3VFyuv1oqamJvZ1fX09Pv74Y2RlZWHixIm444478MADD2Dy5MkoKyvDPffcg8LCQixevBgAMH36dFxxxRX47ne/iyeeeAKSJOHWW2/FypUrWbGPiMYUd1jG+no3ZAFMcWbggnz17vckIqL0IYTAtlYf/tkZbT90Tq4ZFxdaoNGM7SQKUDmR+uc//4lLLrkk9vWx+5ZuuOEG/OUvf8GPf/xj+Hw+3HzzzXC5XLjggguwefNmmEz/KuH77LPP4tZbb8Vll10GrVaLqqoqPPLII6P+uxARqUVSBNbVeeCLCOSYdFhQYucJjoiIhkxWBF5p8mJPd7Ta9aUTrDh7DDTajZeqidTFF18MIcSAj2s0Gtx///24//77BxyTlZWF1atXj0R4RERJTwiBTY0etAciMOs1qCp3IEPHJIqIiIYmLAusr3ej3iNBC2B+iQ0nj5FGu/FK2mITRER0fO93BLDXFYYWwJJSBzKNOrVDIiKiFOePKHi+1o2D/ggMWmBxqQMVzgy1w0o6TKSIiFLUgZ4Q3jwYbZkwp9iKiXZWuCIioqHpCct4rsaNIyEZJp0GKyocKLTy/NIfJlJERCmoMxDByw3RCn2nZ5twejb3rBMR0dB0BiJYU+uGR1LgMGixYpID2SamCwPhX4aIKMUEIgrW1rkRVgQm2gyoLLKqHRIREaW4Fq+E5+vcCMkC2SYdVlQ44MjgdvHBMJEiIkohihDYUO+BK6zAmaHF4jI7dKzQR0REQ1DTE8aGejciAphg1WNZuQNmfdK2m00aTKSIiFLItlYfGr0SDFqgqtwBC090REQ0BJ8eDuLVo412KxwGLC5jo914MZEiIkoRnxwO4sOjDREXlNiRa+ZbOBERnRghBHYeCuCNtmjRopOzjJg30cZdDgngWZiIKAW0eCW81hwtLnFhgQVTM40qR0RERKlKCIHXW33YdfTi3Dm5ZlxcaGEz9wQxkSIiSnI9YRnr6t1QBDA1MwPn5bFCHxERnRhZCGxq9OKL7hAA4JJCC87Js6gcVWpiIkVElMQkRWBdnRv+iECuWYcrJ9p5xZCIiE5IWBbYUO9GnUeCFsD8EhtOzjKpHVbKYiJFRJSkhBB4pdGDjoAMi16DqnIHMnRMooiIKHGBiILna91o80eg1wBLyhyocGaoHVZKYyJFRJSkdnQEsM8VhvboCc/Jfh5ERHQCesIy1tS4cTgkw6TTYHmFAxOsBrXDSnlMpIiIktCXrhDeOhitpHR5kQ3FNp7wiIgocZ2BCNbUuuGRFNgNWlw9yYFsE1OA4cC/IhFRkukMRLCxMVqh74xsE07L5v51IiJKXItXwgt1bgRlgfEmHa6ucMDB3Q3DhokUEVESCUQUvFDnRlgRmGgz4LIiq9ohERFRCqrpCWNDvRsRARRa9Fhe4YCZTdyHFRMpIqIkIQuB9fUe9IQVODO0WFJmZ2NEIiJK2GeHg9jU5IUAUO4wYHEpixWNBKalSUQI0edYoycMpZ/jRJR+trX40OSVkKHVYFk5rxwSEVHidnb48crRJGrGOCMrvo4grkglif2uEDY3+/oc/3uNG3aDFpVFVkzNNKoQGRGNho+7gtjdFe0wv6DEhhwz356JiCh+Qghsb/Pjg0MBAMDZuWZcUmhh78ERxMudSWC/K4T19R4E5P5XnjySgvX1Hux3hUY5MiIaDU1eCVuao8UlLiqwYAovmhARUQJkIbCx0RtLoi4ptODSCVYmUSOMiZTKFCFQ3dJ3Jao/1S0+bvMjSjM9YRnr691QAEzPzMCsPLPaIRERUQoJywLr6tz4ojsEDYArJ9pwTp5F7bDGBCZSKmv2SvBISlxjPZKCZq80whER0WgJywJr69wIRATyzDrML7Hz6iEREcUtEFHwj5oe1Lol6DVAVbkDp4xny4zRwk34KvNJia0wJTqeiJKTEAKvNHlwKCDDotdgabkDBi2TKCIiio87LOO5WjcOB2WYdBosr3BggpXN20cTEymVWQ2JfXBKdDwRJad32wPY7wpDqwGWljngZINEIiKKU1cggudq3fBICuwGLVZUOFikSAX8i6us2GaA3aCNa3uf3aBFsY1XGohS3X5XCO+0+wEAc4ttKOK/ayIiilOrT8LztW4EZYHxRh1WTOLFOLXwHimVaTUaVBZZ4xpbWWSFlvdPEKW0Q4EINjZ6AABn5pgwk3vZiYgoTrU9Yfz9QA+CskChRY/rpjiZRKmIiVQSmJppxJIyO/QD5Eh2gxZLyuzsI0WU4vwRBWvr3JAUoNRuwGUT4ruIQkRE9PmRIF6ocyMigHKHASsnOdm4XWXc2pckpmYasd8Zwh5XuNfxayY5UGwzcCWKKMXJQmB9vRs9YQWZGVpcVWrnv2siIorLzg4/trdFt4TPGGfE/BIbdDyHqI6JVBLpr+xxiT1DhUiIaLhVt/jQ7I0gQ6vBsnIHryISEdFxCSHwRpsfO4822v1GjomNdpMIEykiohH2UVcAH3UFAQALS23IZmUlIiI6DlkIvNrkxedHQgCASwotbLSbZHg2TyJCsEcUUbpp8kjY2uwDAMwusGCyk/c6EhHR4CRFYEO9G7VuCRoA8ybacCqLEyUd7i1JEvtdIXzZE+73OBGlJldIxvp6NxQAJ40z4tw8s9ohERFRkgtEFPyjpge1bgl6DVBV7mASlaSYSCWB/a4Q1td7EOlnQWp9vYfJFFEKCssCa+vcCMgC+WY95k20cU87ERENyh2W8eyBHrT6IjDqNFg5yYlJTt4vn6yYSKlMEQLVLb5Bx1S3+KBw2x9RyhBCYGOjB51BGVa9BkvL7TBomUQREdHAuoIRPPNlD7qCMuwGLa6b7GTD9iTHREplzV4JHkkZdIxHUtDslUYpIiIaqnfa/fiyJwydBlha7oCDzRKJiGgQbT4Jz3zZA7ekIMuow3VTnMhhYaKkx1dIZT4pvpWmeMcRkbr2uUJ4tz1apnZusQ0TrLyaSEREA6vtCWNDQ7RZe4FFj+UVDljYIiMlMJFSmdUQ33afeMcRkXo6/BG80ugBEO31wZuDiYhoMJ8fCWJToxcKgDK7AUvKHMjQ8TNfqmAipbJimwF2g3bQ7X12gxbF3CNLlNR8koK1ddEriqV2Ay6ZYFU7JCIiSmIfHArg9dboffIzxhkxf6INOt5Pm1K4bqgyrUaDyqLBP3BVFlmhZbUvoqQlKwLr691wSwrGGbVYXGrnv1kiIuqXEALbW32xJOobOSYsKGESlYqYSCWBqZlGLCmz9/vYkjI7pmaygSdRshJCYGuLDy2+CIxaDarKHTBxbzsREfVDEQKbmrzYeSh6L+3FhRZcOsHK9hgpilv7ksTUTCN08EDu5zgRJa+PuoL4+HAQALCo1I5sE99WiYioL0kR2FDvRq1bggbAvIk23kub4njZNEnsd4X6JFHHjhNRcmr0hLH1aB+4iwstqGDTRCIi6kcgouAfNT2odUvQa4Cl5XYmUWmAiVQS2O8KYX29p9/H1td7mEwRJSFXSMaGeg8EojcJn5NrVjskIiJKQu6wjGcP9KDVF4FRp8HVk5yY7OSOo3TAREplihCoPnpFeyDVLT4ogn2kiJJFSI5W6AvIAvkWPa6YaOP+diIi6uNwMIJnvuxBV1CGzaDFdZOdrMScRphIqazZKw1a+hwAPJKCZq80ShER0WCEENjY6EVnUIZVr0FVmR0GVloiIqKvafNJeObLHrglBVlGHb41xYkcM++jTSd8NVXmk+JbaYp3HBGNrLfb/TjQE4ZOA1SVO2DP0KkdEhERJZk6dxjr66O9BQsseiyvcMDCiq5ph4mUyqyG+K5kxzuOiEbO3u4Q3muPlqy9otiGQiu3ZxARUW9fHAnilUYvFABldgOWlDmQoePnuHTEREplxTYD7AbtoNv77AYt99MSqazdH8ErjdGiMGfnmnEKqy0REdHX7DoUwLajjXZPGmfElRPZaDedcY1RZVqNBpVF1kHHVBZZoeWN7ESq8UkK1tW5ERFAud2AiwstaodERERJRAiBN1p9sSTqrBwTFpYwiUp3XJEiIhqErAisr3fHbhZeVGrnhQ0iIopRhMDmJi8+PRJtVzO7wIJz88ys5joGcEVKZSx/TpS8hBDY0uJFy9HeH1Xldph4szARER0lKQLr6jz49EgIGgDzJtowK9/CJGqM4CcClbH8OVHy2t0VxCeHoyfHRSV2jDdxEZ+IiKKCEQXP1fSgxh2GXgMsLbdjJu+fHVP4qUBlLH9OlJwaPOHYavHFhRZUODNUjoiIiJKFJyxjTa0bnUEZRp0Gy8odLAw2BjGRUhnLnxMln+6QjA31HggAM8YZcXauWe2QiIgoSRwORvBcTfTeWZteixWTHMhlo90xia+6ylj+nCi5hGQFa+vcCMoCBRY95k20ca87EREBANp8Ep6vdSMgC2QZdVhR4UCmkY3ZxyreI6Uylj8nSh5CCLzc4EVXUIZNr8XScjv0LF1LREQA6t1h/L2mBwFZIN+ix3WTnUyixjgmUklgaqYRS8rs/T62pMyOqZnGUY6IaGx666AfNe4wdEdvGrYbeIIkIiLgiyNBPF/rhqQApXYDvjnJCYuBH6PHOm7tSxLRZMkzwHEiGml7u0PY0REAEC1fW2jldloiIgJ2HQrEGu1Oz8zAghI7G+0SACZSRERo90fwSmP0QsY5uWacnMXytUREY50QAm8d9Mcusp2ZY0LlBCvvm6WYpF6TlGUZ99xzD8rKymA2m1FRUYFf/vKXEF9pTiuEwL333ouCggKYzWZUVlbiwIEDKkZNRKnEK0WLS0QEUO4wYHahRe2QiIhIZYoQeLXZG0uiLiqwMImiPpI6kXrooYfwpz/9CY899hj27t2Lhx56CL/+9a/x6KOPxsb8+te/xiOPPIInnngCO3fuhNVqxdy5cxEMBlWMnIhSQUQRWF/vhkdSkGXUYVGpnYVdiIjGOEkRWFfvwadHG7LPK7bhvHwLkyjqI6m39r333nu46qqrcOWVVwIASktL8fe//x0ffPABgOhq1MMPP4xf/OIXuOqqqwAAf/vb35CXl4cNGzZg5cqVqsVORMlNCIHXmr1o9UVizRRNuqS+tkRERCMsGFHwQp0bLb4IdBrgqlI7pvB+dRpAUidS5513Hp588kl8+eWXmDJlCj755BO88847+P3vfw8AqK+vR3t7OyorK2PPcTqdOOecc7Bjx44BE6lQKIRQKBT72u12AwAkSYIkSSP4GyUu2eKh5HdsznDuDG53VwifHYlebVxQZIZdp0AapJ/bWDHa8ycSiQCIJracs+mB70E0FGrOH6+kYG2DD10hBUYtsLjEiiKrlnN5FChK9Pwry8qQ/97DMYfifW5SJ1I//elP4Xa7MW3aNOh0OsiyjF/96le49tprAQDt7e0AgLy8vF7Py8vLiz3WnwcffBCrVq3qc3zLli2wWFS8P2Li+X0Obdq0SYVAKB1s3bpV7RCSltfkRHPODECjQU53PfY0tWGP2kElmdGaP15TJpA7A263G5s2vT0qP5NGB9+DaChGe/6E9CY0586ApDdBHwmjsPMLfNrgx6ejGsXY1ZY1CbDlYd++feja1Tos33Moc8jv98c1LqkTqTVr1uDZZ5/F6tWrMWPGDHz88ce44447UFhYiBtuuOGEv+/dd9+Nu+66K/a12+1GcXExLr/8cjgcjuEI/YTs/bynz7H58+erEAmlMkmSsHXrVsyZMwcGA0t4f113SMbqOh8gC8zINGDujJnQaE5TO6ykMdrzp94jobnRD4fDgfln8P0uHfA9iIZCjfnT7o9gXaMfkiwwLkOLqinj4cy4eFR+NkVtbvGjxyVh2rRpODtn5pC+13DMoWO71Y4nqROp//iP/8BPf/rT2Ba9U045BY2NjXjwwQdxww03ID8/HwDQ0dGBgoKC2PM6Ojpw2mmnDfh9jUYjjMa++10NBkPSveknWzyUOpJxPqstJCt4sdmLoCxQaNFjXokDevYC6ddozR+9PlqFVaPRcL6mGb4H0VCM1vypd4exrsEHSQHyzXosr3DAyka7o06rjf7NdTrtsL3uQ5lD8T4vqWeK3++P/WGP0el0sX2UZWVlyM/Px7Zt22KPu91u7Ny5E7NmzRrVWIkouSlC4KUGDw4HZdgNWiwtZxJFRDSW7TkSwvN1bkgKUGo34JrJTKIoMUm9IrVw4UL86le/wsSJEzFjxgx89NFH+P3vf4/vfOc7AKJXMO+44w488MADmDx5MsrKynDPPfegsLAQixcvVjd4Ikoqbx30o9YtQa8BlpbbYePJkohozPrnoQCqW30AgOmZGbiyxM6La5SwpE6kHn30Udxzzz34wQ9+gEOHDqGwsBDf+973cO+998bG/PjHP4bP58PNN98Ml8uFCy64AJs3b4bJZFIxciJKJl8cCeL9o00V5020ocDC7UZERGOREAJvH/TjvaPnhDOyTZhTxEa7dGKSOpGy2+14+OGH8fDDDw84RqPR4P7778f9998/eoGNgP2u0IDHp7J/AdEJO+iX8GqTFwBwbp4ZM7J4kYWIaCxSjvYP/ORw9DPXRQUWzMozM4miE8a9LUlgvyuE9fWefh9bX+8ZMMkiosF5JQXr6jyICKDCYcBFBSq2NyAiItVIisD6eg8+ORztH3hFsQ3n5VuYRNGQMJFSmSIEqlt8g46pbvFBEWKUIiJKDxFFYF2dGx5JwXiTDotK7dDyhElENOYEIwqeq+nBgZ4wdBpgcZkdp2VzdwINHRMplTV7JXgkZdAxHklBs5ddtYniJYTA5mYv2vwRmHQaLCt3wKjj2x0R0VjjkWQ8e6AHLb4IjFoNrq5w8pYJGjZJfY/UWOCT4ltpinccEQG7OoP4/Eh0+8biUjvGGXVqh0RERKPsSFDGc7U96AkrsOo1WFHhRJ6FH31p+HA2qcwc5ysQ7ziisa7OHcb2oyVtL51gRakjQ+WIiIhotLX7I1hT2wN/RGCcUYurK5zI5EU1Gmb8eK4yDeK7ZyPecURj2ZGgjBcbPBAATs0y4qwc7oEnIhprGtxhrKv3IKwI5Jl1WFHhZKNdGhFMpFTmj8S3ZS/ecURjVVBW8EKdGyFZYIJVj8uLbazGREQ0xuztDuHlRg8UAZTYDFhabuc9sjRimEipzGqI74NevOOIxiJFCLzU4MGRkAy7QYulZQ52qCciGmM+7Axg69FKyNMyM7CgxM5zAY0oJlIqK7YZYDdoB63cZzdoUWwzjGJURKnlzTY/6twS9BqgqtzBLRxERGOIEAJvH/TjvY4AAOCMbBMqi6xseUEjjp82VKbVaFBZZB10DN8MiAb2+ZEgdh6KnjyvLLEjnxWZiIjGDOVou4tjSdSFBRbM4ecmGiVMpJLA1EwjlpTZ+31sSZmd/Q6IBtDmk/BqkxcAMCvPjOnj+G+FiGisiCgC6+s9+ORwtN3FFcU2nJ9v4f2xNGp46TZJRJMlzwDHiejrPJKMdXUeyAKY5MjARQUWtUMiIqJREowoWFvvRrM3Ap0GWFTKC880+phIEVHKiSgC6+o88EYUZJt0WFjKCn1ERGOFV1LwXE0POoMyjFoNlpbbUWJnz0AafUykiCilCCHwapMXB/0RmHQaVJU7WNqWiGiMOBKU8VxtD3rCCqx6DVZUOJHHe2NJJZx5RJRSPjgUwBfd0f3wi8vsGMdO9UREY0K7P4I1tT3wRwQyM7RYOcmJTJ4DSEVMpIgoZdT2hPFGmx9AtJplKbdyEBGNCQ2eMNbVeRBWBPLMOqyocLLVBamOiRQRpYTDwQheavBAAJg53ogzsk1qh0RERKNgb3cIGxujxYVKbAYsLbdzSzclBSZSRJT0ghEFa+s8CCkCRVY9Li9icQkiorHgw84Atrb4AABTMzOwsMQOvZbv/5QcmEgRUVJThMCLDR4cCclwGLRYUuaAjidRIqK0JoTAWwd9eK892mj3jGwTKtlol5LMkNdFZVnGxx9/jO7u7uGIh4iolzfa/Kj3SNBrgKpyB/fEExGlOQGgui0YS6IuyLdgDpMoSkIJfyK544478D//8z8AoknU7NmzccYZZ6C4uBhvvPHGcMdHRGPYZ4eD+OBQ9ES6oMTOErdERGkuogi0Zk/Fp91hAMDcYisuKLBwOzclpYQTqRdeeAEzZ84EALz88suor6/Hvn37cOedd+LnP//5sAdIRGNTq0/C5mYvAOC8fDOmjWPHeiKidBaUFaxt8MFjyYZOE21xcXq2We2wiAaUcCLV1dWF/Px8AMCmTZuwfPlyTJkyBd/5znfw2WefDXuARDT2eMIy1tW5IQtgsjMDF+Zb1A6JiIhGkFdSsPpAD1r8MrRKBEtLrJiWyQtolNwSTqTy8vKwZ88eyLKMzZs3Y86cOQAAv98PnY5N0YhoaCRFYG29B76IQI5JhwUlrNBHRJTOukMynvnShUMBGRa9BiUdn2OijVu5KfklPEu//e1vY8WKFSgoKIBGo0FlZSUAYOfOnZg2bdqwB0hEY4cQApubvGj3R2DWaVBV7mCvECKiNNbuj2BNbQ/8EYHMDC2qSix4r86ndlhEcUk4kbrvvvtw8skno7m5GcuXL4fRGF121el0+OlPfzrsARLR2LHzUABfdIegQXRvfKaRq9xEROmqwRPGujoPwopArlmHqyucyICsdlhEcTuhddNly5b1OXbDDTcMORgiGrtqesJ4o80PAJhTZEWJPUPliIiIaKTs6w7h5UYPZAFMtBlQVW6HUaeFJDGRotQRVyL1yCOPxP0Nb7vtthMOhojGpq5gBC83eAAAp4034fRsk8oRERHRSNndGcCWluj2vamZGVhYYoeejdYpBcWVSP3hD3+I65tpNBomUkSUkGBEwdo6N0KKQJFVjzlFVhaXICJKQ0IIvNPux7tHG+2enm1io11KaXElUvX19SMdBxGNQYoQ2NDgQXdIgSNDi6VlDuh4VZKIKO0oQmBriw8fdQUBAOfnm3FBPhvtUmpjbUkiUs32Vh8aPBIMWqCqzAGLgRX6iIjSTUQReLnRg/2uMADg8iIrzshho11KfSeUSLW0tOCll15CU1MTwuFwr8d+//vfD0tgRJTePj0cxK7O6JXJK0vsyLPwug4RUboJyQrW1nnQ5JWg0wALS+yYNo6Ndik9JPzJZdu2bVi0aBHKy8uxb98+nHzyyWhoaIAQAmecccZIxEhEaabVJ+G1Zi+A6PYOdq8nIko/XknBmtoeHArIyNBqsLTcjlJWZKU0kvA+mrvvvhv//u//js8++wwmkwlr165Fc3MzZs+ejeXLl49EjESURtxhGevq3JAFMMWZgQvyLWqHREREw6w7JOOZL104FJBh0WvwzclOJlGUdhJOpPbu3Yvrr78eAKDX6xEIBGCz2XD//ffjoYceGvYAiSh9SIrAujoPfBGBHJMOC0rsvNGYiCjNtPsjeOZLF1xhBZkZWnxrSibyuX2b0lDCiZTVao3dF1VQUIDa2trYY11dXcMXGRGlFSEENjV60B6IwKzXoKrcgQwdkygionTS6Alj9YEe+CICuWYdrpuSiXFGndphEY2IhC8PnHvuuXjnnXcwffp0zJ8/Hz/60Y/w2WefYd26dTj33HNHIkYiSgPvdwSw1xWGFsCSUgcyeWIlIkor+7pDeLnRA1kAE20GLC23w6RjNVZKXwknUr///e/h9UZvEl+1ahW8Xi+ee+45TJ48mRX7iKhfB3pCePOgHwAwp9iKiXaDyhEREdFw+qgrgNeafQCi978uKrVDz76AlOYSTqTKy8tj/221WvHEE08Ma0BElF66AhG83BC9+HJ6tgmnZ7N3CBFRuhBC4N32AN5pj14sO228CZcXW6Hl/a80BpzwnX8ffvgh9u7dCwCYMWMGTj/99GELiojSQyCi4IU6N8KKwESbAZVFVrVDIiKiYaIIgeoWH3Z3RXsCnp9vxgX5FhYRojEj4UTq0KFDWLlyJd544w1kZmYCAFwuFy655BL84x//QE5OznDHSEQpSBECG+o9cIUVODO0WFxmh44nVyKitBBRBF5u9GC/K1qAbE6RFWfmcMcBjS0J3wH4wx/+EB6PB1988QWOHDmCI0eO4PPPP4fb7cZtt902EjESUQra1upDo1eCQQtUlTtg0fOGYyKidBCSFTxf68Z+VxhaDXBVqZ1JFI1JCa9Ibd68GdXV1Zg+fXrs2EknnYTHH38cl19++bAGR0Sp6ZPDQXzYGd3qsaDEjlwz+4cQEaUDn6RgTW0POgIyMrQaLC23s9EujVkJf7pRFAUGQ9+KWwaDAYqiDEtQRJS6WrwSXmuOFpe4IN+CqZlGlSMiIqLh4ArJ+EdND1xhBRa9BisqnGy0S2NawnttLr30Utx+++1oa2uLHWttbcWdd96Jyy67bFiDI6LU0hOWsa7eDUUAUzMzcH4+t3oQEaWDDn8ET3/pit33et3kTCZRNOYlnEg99thjcLvdKC0tRUVFBSoqKlBWVga3241HH310JGIkohQgKQLr6tzwH+1mf+VEOys3ERGlgUZPGKsP9MAXEcgx6fCtKZnIMrGpOlHClxKKi4uxe/duVFdXY9++fQCA6dOno7KyctiDI6LUIITAK40edARkWPQaVJU7kKFjEkVElOr2u0J4qcEDWQDFNj2qyh0w6Vg8iAg4wT5SGo0Gc+bMwZw5c4Y7HiJKQTs6AtjnCkMLYEmZA84MXqkkIkp1H3cF8VqzFwLAFGcGFpXaodfyIhnRMXEnUoFAANu2bcOCBQsAAHfffTdCoVDscZ1Oh1/+8pcwmUzDHyURJa0vXSG8dTDa0f7yYhuKbX2L0RARUeoQQuC9jgDePvrePnO8EXOLbdByuzZRL3EnUn/961/xyiuvxBKpxx57DDNmzIDZHL2ZfN++fSgsLMSdd945MpESUdLpDESwsTFaoe+MbBNOy+aFFCKiVKYIgeoWH3Z3RVtYnJdvxoX5Ft7zStSPuDe5Pvvss7j55pt7HVu9ejW2b9+O7du34ze/+Q3WrFkz7AESUXIKRBS8UOdGWBGYaDPgsiKr2iEREdEQRBSBlxo8sSRqTpEVFxVYmUQRDSDuRKqmpgannHJK7GuTyQSt9l9PP/vss7Fnz57hjY6IkpIsBNbXe9BztAzukjI7dDzREhGlrJCs4Plad/R+Vw1wVakdZ+awhQXRYOLe2udyuXrdE9XZ2dnrcUVRej1OROlrW4sPTV4JGVoNlpU7YNazghMRUarySQrW1PagIyAjQ6vB0jI7Sh0ZaodFlPTi/vRTVFSEzz//fMDHP/30UxQVFQ1LUESUvD7uCsa2fSwosSHHzIaMRESpyhWS8cwBV6x9xTWTHUyiiOIUdyI1f/583HvvvQgGg30eCwQCWLVqFa688sphDY6IkkuzV8KW5mhxiYsKLJiSaVQ5IiIiOlEd/gie/tKF7lB0m/Z1kzNRYGHlVaJ4xX0p+Wc/+xnWrFmDqVOn4tZbb8WUKVMAAPv378djjz2GSCSCn/3sZyMWKBGpqycsY329GwqA6ZkZmJXHvfNERKmqySNhbZ0bIUUgx6TDikkO2A3sAUiUiLgTqby8PLz33nv4/ve/j5/+9KcQQgD4V3PeP/7xj8jLyxuxQIlIPWFZYG2dG/6IQJ5Zh/kldlZxIiJKUftdIbzU4IEsgCKrHsvKHTDxXleihCX0r6asrAybN29GZ2cn3n//fbz//vvo7OzE5s2bUV5ePiIBtra24rrrrsP48eNhNptxyimn4J///GfscSEE7r33XhQUFMBsNqOyshIHDhwYkViIxiIhBF5p8uDQ0f3zS8sdMLCzPRFRSvq4K4gN9dEkarIzA1dPcjKJIjpBJ/QvJysrC2effTbOPvtsZGVlDXdMMd3d3Tj//PNhMBjw6quvYs+ePfjd736HcePGxcb8+te/xiOPPIInnngCO3fuhNVqxdy5c/u9l4uIEvdeRwD7j5bDXVrmgDODWz+IiFKNEALvtvuxudkLAWDmeCOWlNl5YYxoCJK63NZDDz2E4uJiPPXUU7FjZWVlsf8WQuDhhx/GL37xC1x11VUAgL/97W/Iy8vDhg0bsHLlylGPmSid7HeF8PZBPwBgbrENRTbehExElGqEENja4otVXD0vz4wLCyzcok00REmdSL300kuYO3culi9fjjfffBMTJkzAD37wA3z3u98FANTX16O9vR2VlZWx5zidTpxzzjnYsWPHgIlUKBTq1fPK7XYDACRJgiRJI/gbDexAT/8/d0+XH5Od/PBK8Ts2h4c6lzuDMjY2Riv0nT4+Ayc5dKr9+6DRM1zzJ16RSARA9IMe51d6GO05RIOLKAKbWwPYf/RzxiUFJpwxPiP2by/ZcP6MTYqiAABkWRnyaz8ccyje52rEsaoRSchkMgEA7rrrLixfvhy7du3C7bffjieeeAI33HAD3nvvPZx//vloa2tDQUFB7HkrVqyARqPBc8891+/3ve+++7Bq1ao+x1evXg2LxTIyv8wg3OYstGZPA/q7MiQEJnTtgyNwZNTjorErotWjIX8mJL0J1oALxZ1fgNctaSR4TZlozp0BU9iLsvZP1A6HKK3IGh1as6fBZ84EhILCwwfg9HepHRZRH21Zk9Bjy0NOdwOyPa1qhwO/349vfvOb6OnpgcPhGHBcUidSGRkZOOuss/Dee+/Fjt12223YtWsXduzYccKJVH8rUsXFxejq6hr0jzUSFCHw3/s98EYGfhnsBg3+zxQ7tFyCpzhIkoStW7dizpw5MBgSX82UhcAL9T60+GVkZmjxzXIrzLwRecwY6vxJVL1HwrpGP3JNWnxrkn3Efx6NvNGeQ9Q/f0TBugY/OoIyDFpg0UQLSlNgezbnz9i0ucWPL1wSLswz4eycofWoHI455Ha7kZ2dfdxEKq6tfS+99FLcP3jRokVxjz2egoICnHTSSb2OTZ8+HWvXrgUA5OfnAwA6Ojp6JVIdHR047bTTBvy+RqMRRmPfF8lgMIz6P9pGT3jQJAoAPJJAewgosfMNheJ3ovP59WYvWvwyMrQaVJU74DAn9Q5gGiGj9X6o1/+rlQY/NKUXNc6pFOUKyXiu3oPukAKzXoMV5Q4UWFPrteD8GVu02ugFW51OO2yv+1DmULzPi+sT0uLFi+P6ZhqNBrIsxzU2Hueffz7279/f69iXX36JkpISANHCE/n5+di2bVsscXK73di5cye+//3vD1scI8knxbcgGO84oqH4qCuAj47ejLyw1IYcJlFERCnlUCCCNTVueCMKHBlarKxwIsvEaqtEIyGuT0nHbgAbbXfeeSfOO+88/Od//idWrFiBDz74AE8++SSefPJJANHE7Y477sADDzyAyZMno6ysDPfccw8KCwvjTv7UZjXEt10v3nFEJ6rJI2Frsw8AMLvAgsnOoS2tExHR6GrySlhb50ZIFsgx6bBikgN2A5MoopGS1Jebv/GNb2D9+vW4++67cf/996OsrAwPP/wwrr322tiYH//4x/D5fLj55pvhcrlwwQUXYPPmzbFCFcluglUPDYDB1ps0R8cRjRRXSMb6BjcUANMzM3BunlntkIiIKAFfukJ4sSHaaLfIqseycgcb7RKNsBP6dO7z+fDmm2+iqakJ4XC412O33XbbsAR2zIIFC7BgwYIBH9doNLj//vtx//33D+vPHS2tvsigSRQQTbJafRGU2DNGIyQaY8KywNo6NwIRgXyzHvNL7OwtQkSUQj7pCsYa7U5yZuCqUjbaJRoNCSdSH330EebPnw+/3w+fz4esrCx0dXXBYrEgNzd32BOpdMd7pEhNQghsbPSgMyjDqtdgaTlPvkREqUIIgR0dAbx1tHH6qVlGXDHRxiq/RKMk4TXfO++8EwsXLkR3dzfMZjPef/99NDY24swzz8Rvf/vbkYgxrfEeKVLTO+1+fNkThk4DLC13wJHBvfRERKlACIHqVl8siZqVZ8Y8JlFEoyrhROrjjz/Gj370I2i1Wuh0OoRCIRQXF+PXv/41fvazn41EjGmt2GaA3TD4y2A3aFGcAr0fKLXsc4XwbnsAADC32IYJKVYal4horJIVgZcaPPiwM1pl9bIJVswutHJbNtEoSziRMhgMsVrvubm5aGpqAgA4nU40NzcPb3RjgFajQWWRddAxlUVWXmGiYdXhj+CVRg8A4KwcE04dnxrFWYiIxrqQrOD5Ojf2usLQAlhYYsM3clkgiEgNCd8jdfrpp2PXrl2YPHkyZs+ejXvvvRddXV14+umncfLJJ49EjEQ0jPySgrX1bkgKUGo34NIJgyfyRESUHPySgjV1brT7IzBogaVlDpQ5WIiKSC0Jr0j953/+JwoKCgAAv/rVrzBu3Dh8//vfR2dnJ/785z8Pe4DpThEC1S2+QcdUt/igCBaboKGTFYH1DW64wwrGGbVYXGrnaicRUQpwhWQ8c6AH7f4IzDoNrpnkZBJFpLKEV6TOOuus2H/n5uZi8+bNwxrQWNPsleCRBm947JEUNHsllj+nIRFCYGuLD83eCDK0GlSxxwgRUUo4FIhgTY0b3ogCh0GLqyc5MN7E/pJEakv4U9Sll14Kl8vV57jb7call146HDGNKSx/TqPlo64gPj4cvTF5Uakd2TwJExElvWavhGcP9MAbUZBj0uFbU5xMooiSRML/Et94440+TXgBIBgM4u233x6WoMYSiz6+bVXxjiPqT6MnHNtCenGhBZOcXN0kIkp2B3pCeLHeg4gAiqx6LONOAqKkEnci9emnn8b+e8+ePWhvb499LcsyNm/ejAkTJgxvdGOAQHwrTfGOI/o6V0jGhnoPFAAzxhlxDqs7ERElvU8OB7G5yQsBYJIjA1eVsWE6UbKJO5E67bTToNFooNFo+t3CZzab8eijjw5rcGNBIDK844i+KiQrWFvnRkAWyLfoccVEG/uMEBElMSEE3u8I4M2jjXZPyTKy0S5Rkoo7kaqvr4cQAuXl5fjggw+Qk5MTeywjIwO5ubnQ6XQjEmQ6sxrie2OMdxzRMUIIbGz0ojMow6rXoIpXM4mIkpoQAttaffjn0Ua75+aZMbvAwgtgREkq7kSqpKQEAKAog1eYo8QU2wywG7SDVu6zG7QothlGMSpKB+8dCuFATxg6DbC03AF7Bi90EBElK1kReKXJiz3dIQDAZROsbLRLlOROqOxLbW0tHn74YezduxcAcNJJJ+H2229HRUXFsAY3Fmg1GlQWWbG+3jPgmMoiK5f0KSFu83js7YyejK8otmGClYk4EVGyCssC6+vdqPdI0AK4ssSGGVkmtcMiouNIuPTLa6+9hpNOOgkffPABTj31VJx66qnYuXMnZsyYga1bt45EjGlvaqYRS8rs/T62pMyOqZnGUY6IUllHQEbb+MkAgLNzzThlPE/GRETJyi8p+HtND+o9EgxaYFmFg0kUUYpIeEXqpz/9Ke68807813/9V5/jP/nJTzBnzpxhC24siSZLfVelmERRInySghebfBBaHUptelxcaFE7JCIiGkBPWMZzNW4cCckw6zRYXuFAIXcQEKWMhFek9u7di5tuuqnP8e985zvYs2fPsAQ1Fu13hRI6TvR1shLdGuKRBDKkAK4stnBLKBFRkuoMRPD0lz04EpLhMGhx3RQnkyiiFJNwIpWTk4OPP/64z/GPP/4Yubm5wxHTmLPfFRrwHqn19R4mU3RcQghsafGixReBUQsUde6FScckiogoGTV7JTxzoAdeSUG2SYfrpjgx3nRCt60TkYri/ld7//3349///d/x3e9+FzfffDPq6upw3nnnAQDeffddPPTQQ7jrrrtGLNB0pQiB6hbfoGOqW3yY7Mzg6gINaHdXEJ8cjibcVxZbsLchoHJERETUnwM9IbxY70FEABOseiwrd8CsT/i6NhElgbgTqVWrVuHf/u3fcM8998But+N3v/sd7r77bgBAYWEh7rvvPtx2220jFmi6avZKg5Y+BwCPpKDZK6HEnjFKUVEqafCEY8n4JYUWlNkN2KtyTERE1Nenh4N4tckLAaDCYcDiMgf7+xGlsLgTKSEEAECj0eDOO+/EnXfeCY8nuh3Nbu+/4hwdn08SwzqOxpbukIwN9R4IADPGGXF2rhmRSETtsIiI6CuEENh5KIA32vwAgFOyjLhiog067jQhSmkJbcj9emdtJlBDZzXE9yYa7zgaO0KygrV1bgRlgQKLHvMm2vr8GyUiInUJIfB6qw+7OoMAgHNyzbi40ML3a6I0kFAiNWXKlOP+wz9y5MiQAhprim0G2A3aQbf32Q1aFNtYyYf+RQiBlxu86ArKsOm1WFpuh57bQ4iIkoqsCGxq8uKL7ug9rJdOsOLsXLPKURHRcEkokVq1ahWcTudIxTImaTUaVBZZB6zaBwCVRVYWmqBe3j7oR407DJ0GWFpuh92gUzskIiL6irAcbUlR75GgBTC/xIaT2WiXKK0klEitXLmSJc5HwNRMI5aUod9kakmZnU15qZe93SG81xGtyjdvoo19R4iIkow/ouD5WjcO+iMwaIHFpQ5UOFkwiijdxJ1IcS/vyIomS30TKSZR9FXt/gheaYzOk3Nyzby6SUSUZHrCMp6rceNISIZJp8GKCgcveBGlqbgbFxyr2kcjY6Cmu2zGS8f4pGhxiYgAyh0GzC60qB0SERF9RWcggme+7MGRkAyHQYvrpjiZRBGlsbgTKUVRuK1vhOx3hQa8R2p9vYfJFCGiCKyrd8MjKcgy6rCo1M775oiIkkiLV8KzB3rgkRRkm3S4booT2aaE7qAgohTDVtoqU4SINVMdSHWLDwpXBMcsIQS2NHvR6ovAqNNgWbkDJh3/6RIRJYuanjD+UdODoCwwwarHtZOdcGSwCBBRuuOnMZU1e6VBS58DgEdS0OyVRikiSjYfdgbx6ZEQNACuKrUjy8STMxFRsvj0cDC27brCYcDKSU6Y9fx4RTQWcM1ZZT4pvpWmeMdReql3h7GtNbpieckEK8odrPpERJQMhBDYeSiAN9r8AICTs4yYN9EGHbddE40ZTKRUZjXE94Yb7zhKH90hGS82eCAQPUF/I4cV+oiIkoEQAq+3+rCrMwggWkX14kILKxwTjTFMpFQ2waqHBsBg602ao+No7AjJCl6ocyMoCxRa9Lii2MYTNBFREpCFwKZGL77ojhaCuqTQgnPyWEWVaCziJl6VtfoigyZRQDTJavVFRiMcSgKKEHipwYPDQRl2gxZLyx3Qa5lEERGpLSwLrK1144vuELQAFpTYmEQRjWFc5lAZ75Gir3vroB+1bgl6DbC0zA6bgdc7iIjUFogoeL7WjTZ/BHoNsKTMgQon71slGsuYSKmM90jRV+05EsL7HQEAwLyJNhSwkSMRkep6wjLW1LhxOCTDpNNgeYUDE/j+TDTmMZFSWbHNALtBO2gJdLtBi2Ib37DT3UG/hE1N0cbM5+aZMSOLxSWIiNTWFYjgudpoQ3S7QYurKxzINvPjExHxHinVaTUaVBZZBx1TWWSFloUG0ppXUrCuzhPrQ3JRAffcExGprdUn4ZkDPfBICsabdPjWFCeTKCKKYSKVBKZmGrGkzN7vY0vK7JiaaRzliGg0RRSBdXXu2Il6UamdiTMRkcpqesL4+4GeWPXU6yY74chgQ3Qi+hdeVkkS0WTJM8BxSldCCLzW7EWbPwKTToNl5Q4Ydby+QUSkps8OB7GpyQsBoNxhwOJSBzJ0vMBFRL0xkSJS0a7OID47EoIGwFWldowz8monEZGadnb4sb3NDwCYMc6I+SU26LhLgIj6wUSKSCV17jC2t/oAAJdOsKLMwTK6RERqEUJge5sfHxyKVk49O9eMSwotbIZORANiIkWkgiNBGS82eCAAnJplxFk5rNBHRKQWWQhsavTii+4QAOCSQgsb7RLRcTGRIhplQVnBC3VuhGSBCVY9Li+28YonEZFKwrLAiw1u1LolaADMn2jDKeN5cYuIjo+JFNEoUoTASw0eHAnJsBu0WFLmgF7LJIqISA2BiILna91o80eg1wCLyxyY5OQ2ayKKDxMpolH0ZpsfdW4Jeg1QVe6AzcAKfUREanCHZTxX68bhoByrmlpkM6gdFhGlECZSRKPk8yNB7Dx6E/OVJXbkW/jPj4hIDV3BCJ6rifbvsxu0WFHhQA4b7RJRgviuQTQK2nwSXm3yAgBm5ZkxfRz7gxERqaHVJ+H5WjeCssB4ow4rJjngZKNdIjoBTKSIRphHkrGu3gNZAJMcGbiogJWgiIjUUNsTxvp6NyICKLTosbzCAbOeW6yJ6MQwkSIaQRFFYF2dB15JQbZJh4WlrNBHRKSGz48E8UqjFwJAucOAxaUOZOj4fkxEJ46XYZLEflcooeOU/IQQeLXJi4P+CEw6DarKHTDq+E+OiGi07ezwY+PRJGrGOCOqyplEEdHQ8VNdEtjvCmF9vaffx9bXe5hMpagPDgXwRXcIGgCLy+wYZ+QefCKi0SSEwPZWH7a3+QEA38gxYUGJDTruDCCiYcBESmWKEKhu8Q06prrFB0WIUYqIhkNtTxhvHD1xX1ZkRamdfUmIiEaTLAReafLGqqVeXGjBpROs3F5NRMOGiZTKmr0SPJIy6BiPpKDZK41SRDRUh4MRvNTogQAwc7wRZ2ab1A6JiGhMkRSBdXVufH4kuitg/kQbzs2zMIkiomHFYhMq80nxrTTFO47UFYwoWFvnQUgWKLLqcXkRi0sQEY2mQETBC3VutPoi0GuAxWUOTHJyVwARDT8mUiqzGuL7kB3vOFKPIgRebPDgSEiGw6DFkjIHdFq+bkREo8UdlrGm1o2uoAyjToPl5Q4U2Qxqh0VEaYqJlMomWPXQABhsvUlzdBwltzfa/Kj3SNBrgKXlDlgN3DlLRDRauoIRrKlxwy0psBu0WFHhQI6Z504iGjkp9Unvv/7rv6DRaHDHHXfEjgWDQdxyyy0YP348bDYbqqqq0NHRoV6QCWr1RQZNooBoktXqi4xGOHSCPjscxAdHb2heUGJHvoUnbyKi0dLmk/DMlz1wSwqyjDpcN8XJJIqIRlzKJFK7du3Cn//8Z5x66qm9jt955514+eWX8fzzz+PNN99EW1sbli5dqlKUieM9Uqmv1Sdhc7MXAHBenhnTxhlVjoiIaOyo7Qnj7zU9CMoCBRY9rpvihDOD7SaIaOSlRCLl9Xpx7bXX4r//+78xbty42PGenh78z//8D37/+9/j0ksvxZlnnomnnnoK7733Ht5//30VI44f75FKbZ6wjHV1bsgCmOzMwIUFFrVDIiIaMz4/EsTaOjckBSizG3DNJCcs+pT4aENEaSAl1r1vueUWXHnllaisrMQDDzwQO/7hhx9CkiRUVlbGjk2bNg0TJ07Ejh07cO655/b7/UKhEEKhfzW5dbvdAABJkiBJo1tmPN8I2PQaeCMDrzjZDRrkGzHqsdHgJEVgbb0PvohAtlGLKwpNiETU34J5bJ5wvtCJGO35c+zfjBCCczZNjNYc+mdXCG+2BwEA05wGXDHBDI0SwXE6ilCS4zlsbFKU6D9cWVaG/NoPxxyK97lJn0j94x//wO7du7Fr164+j7W3tyMjIwOZmZm9jufl5aG9vX3A7/nggw9i1apVfY5v2bIFFsvoryg4zVnwZk8D+iuTLQQcbXuxufbIqMdFAxMA2sZPhtuaC50swVn3CaoPhI77vNG0detWtUOgFDZa88drygRyZ8DtdmPTprdH5WfS6BipOSQAdGaW4LCjCACQ5W4Dmurx2mcj8uNIJTyHjS1tWZMAWx727duHrl2tw/I9hzKH/H5/XOOSOpFqbm7G7bffjq1bt8JkGr6mpnfffTfuuuuu2NdutxvFxcW4/PLL4XA4hu3nJOJAj4SXmvu+aIsmWjH5lP5X1kg9H3SGsK8jCA2ApRWZmDjzMrVDipEkCVu3bsWcOXNgMLDsLyVmtOdPvUdCc6MfDocD88+YP+I/j0beSM4hRQhsaQ3gsCt6tfjCPBO+MWMaNJrpw/pzSD08h41Nm1v86HFJmDZtGs7OmTmk7zUcc+jYbrXjSepE6sMPP8ShQ4dwxhlnxI7Jsoy33noLjz32GF577TWEw2G4XK5eq1IdHR3Iz88f8PsajUYYjX0LAhgMBtX+0Z6Ubeg3kTopm/fcJJvanjDe7ohuJ5lTZEXFOLPKEfVPzflMqW+05o9eH93WrNFoOF/TzHDPIUkReKnejVq3BA2AeRNtOHX88F1kpeTCc9jYotVG723U6bTD9roPZQ7F+7ykTqQuu+wyfPZZ77X6b3/725g2bRp+8pOfoLi4GAaDAdu2bUNVVRUAYP/+/WhqasKsWbPUCJnSXFcwgpcaPACA08abcHo2T+JERCMtEFGwts6NFl8Eeg1wVZkdk52skEpE6krqRMput+Pkk0/udcxqtWL8+PGx4zfddBPuuusuZGVlweFw4Ic//CFmzZo1YKEJohMVPHoiDykCRVY95hRZoenvvjYiIho27rCMNbVudAVlGHUaLCt3oNjGlQoiUl9SJ1Lx+MMf/gCtVouqqiqEQiHMnTsXf/zjH9UOi9KMIgQ2NHjQHVLgyNBiaZkDOi2TKCKikXQ4GMFzNW64JQU2gxZXVzjYaJeIkkbKvRu98cYbvb42mUx4/PHH8fjjj6sTEI0J21t9aPBIMGiBqjIHLAb2KSEiGkltPgnP17oRkAWyjDpcPcnBRrtElFRSLpEiGm2fHg5iV2e0uMSVJXbkWfjPhohoJNW5w1hfH220W2DRY3mFg412iSjp8BMh0SBafRJea/YCAM7PN2NaJm9uJiIaSV8cCeKVRi8UAGV2A5aUOZCh41ZqIko+TKSIBuAOy1hX54YsgCnODFyQz1L0REQjadehALa1+gAAJ40z4sqJNt6PSkRJi4kUUT8kRWBdnQe+iECOSYcFJXZW6CMiGiFCCLx50I/3OwIAgLNyTLhsAiujElFyYyJF9DVCCLza5EV7IAKzXoOqcm4rISIaKYoQ2NzkxadHQgCA2QUWnJtnZhJFREmPiRTR17zfEcCe7hC0AJaUOpBpZJUoIqKRICkCL9Z7UOMOQwPgiok2zBzPRudElBqYSBF9xYGeEN486AcAzCm2YqKdTR+JiEZCMKLghTo3WnwR6DXAVWV2THayoA8RpQ4mUkRHdQUieLkhWqHv9GwTTs82qxwREVF68oRlrKl1ozMow6jTYFm5A8U2XrgiotTCRIoIQODoldGwIlBs06OyyKp2SEREaelwMILnatxwSwpsei1WTHIg18yPI0SUevjORWOeIgRebPDAFVbgzNBiSakDOt7kTEQ07A76JKypcyMQEcgy6rCigvehElHqYiJFY97rrT40eCQYtEBVuQMWg1btkIiI0k69O4x19W5ICpBv0WMF32+JKMUxkaIx7ZPDQfyzMwgAWFBi5/YSIqIRsOdICBsbPVAAlNoNWFJmh1HHJIqIUhs/NdKY1eKV8FpztLjEBfkWTM1ktSgiouG261AA21p9AIDpmRlYUGKHTsvt00SU+phI0ZjUE5axrt4NRQBTMzNwfj4r9BERDSchBN5s82FHRwAAcGaOCZUTrGy0S0Rpg4kUjTmSIrCuzg1/RCDXrMOVE+08sRMRDSMBYEtbAJ93SwCAiwosmJVn5nstEaUVJlJJrtETRrHNAC1PPsNCCIFNjR50BGRY9BpUlTuQoePflohouEiKQEv2NHi7JWgAXFFsw8xsk9phERENOyZSSe7vNW7YDVpUFll5D88w2NERwF5XGFoAS8occGaw7C4R0XAJRhSsbfDBaxkPnQa4qtSOKTx3EVGaYsmcFOCRFKyv92C/K6R2KCntS1cIbx30AwAuL7ah2GZQOSIiovThkWQ8e6AHrX4ZWiWCZaVWJlFElNaYSCUJRYjjjqlu8cU1jvrqDESwsTFaoe+MbBNO4zYTIqJhcyQo4+kve9AZlGHVa1DS8RmKrNz0QkTpjYlUkmj2Sscd45GUuMZRb4GIgrV1boQVgYk2Ay4rsqodEhFR2jjok/D0ARfcYQXjjFpcU26DSfKrHRYR0Yjj5aIkcaAnHNc4n8QVqUTIQmB9vQeusAJnhhZLyuzQsXAHEdGwqHeHsa7eDUkB8s16LK9wIAOy2mEREY0KJlJJYL8rhH92BuMaazUwCUjEthYfmrwSMrQaLCt3wKznIiwR0XDY0x3CxkYPFAGU2g1YUmaHUaeFJDGRIqKxgYmUyhQhUN3ii2us3aBlgYQEfNwVxO6uaIK6oMSGHDOnOxHRcPjnoQCqW6PnrumZGbiyxA69lhf6iGhs4SdLlTV7JXgkJa6xlUVW9pOKU7NXwpaWaHGJiwosrBxFRDQMhBB4+6Af73UEAESL98wpsrLRLhGNSUykVBbvPU9n5ZjYRypOPWEZ6+vdUAQwLTMDs/LMaodERJTyFCHwWrMXnxyOtuK4qMCCWXlmJlFENGYxkVJZvPc8TXZmjHAk6SEsC6ytc8MfEcgz6zB/op0neSKiIZIUgZcaPDjQE4YGwNxiG9tIENGYx0RKZcU2A+wG7aDb+3hvVHyEEHilyYNDARkWvQZLyx3I0DGJIiIaimBEwdp6N5q9Eeg0wKJSO3dIEBGBfaRUp9VoUHmcvka8Nyo+73UEsN8VhlYDLC1zwJmhUzskIqKU5pUUPHugB83eCIxaDa6ucDKJIiI6iolUEmj1Dd5k93iPU7SE/NsHow0g5xbbUMQVPCKiITkSlPH0ly50BmVY9Rp8c7ITE+18byUiOoaJlMoiioJdhwbvIbXrUBARJb7KfmPRoUAEGxs9AIAzc0yYOZ779omIhqLdH8EzB1zoCSsYZ9TiW1MykWfh3QBERF/FREpluzuDOF7dPnF0HPXljyhYW+eGpAAlNgMumzD4NkkiIhpcgzuM1Qd6YkV7rpuciUwjt0oTEX0dLy+pzBWOb6Up3nFjiSwENtR70BNWkJmhxeIyO+8lIyIagr3dIbzc6IEiohenlpbbYdTxmisRUX+YSKnMmRHfB/94x40l21p8aPJKyNBqUFXugFnPkz0R0Yn6sDOArS0+ANEefAtK7NBree4hIhoIEymV5ZjiewniHTdWfNQVwO6u6HbHhaU25Jj59yEiOhFCCLx90I/3OgIAgDOyTawWS0QUB376VFlQHt5xY0GTR8LW5uhV09kFFkx2shQvEdGJUITAlmYfPj4cvTB1YYEF5+WZ2ciciCgOTKRUZjXEd7KKd1y6c4VkrG9wQwEwPTMD5+aZ1Q6JiCglRRSBlxo8+LInDA2Ay4utOD2b76lERPFiIqWyYpsBdoMWHmngYhJ2gxbF7IuEsCywts6NwNFKUvNL7LxqSkR0AoJytOJpszcCnQZYVGpno10iogTx7nyVaTUaVBYNXrKbe9Wje/g3NnpijSGryh0w8CZoIqKEeSUFqw/0oNkbgVGrwYoKB5MoIqITwEQqCUzNNGJJmb3fx5aU8SohALzbHsCXPWHoNMDScgccGexpQkSUqCNBGU9/6cKhQPSi1DcnO1Fiz1A7LCKilMStfUkimix5Bjg+tu1zhfBOux8AMLfYhglWbnMkIkpUuz+CNbXRRruZGVqsnORko10ioiFgIkVJrcMfwSuN0QTzrBwTTh1vUjkiIqLU0+AJY12dB2Eleo/pigonrAZuSiEiGgomUpS0/JKCtfVuSApQajfg0gmD30tGRER97e0OYWOjB7IASmwGLC23w6hjEkVENFRMpCgpyYrA+gY33GEF44xaLC61j/mCG0REifqwM4CtLdG+e1MzM7CwxA49C/UQEQ0LJlKUlLa2+NDsjSBDG63QZ9Lz6ikRUbyEEHin3Y932wMAgNOzTZjDCrBERMOKiRQlnd2dAXx8OAgg2tsk28RpSkQUL0UIbGn2xd5HL8i34Px8M/vuERENM35CpaTS6Amj+ug2lIsLLZjkZFleIqJ4RRSBlxo8+LInDACYW2zF6dlmlaMiIkpPTKQoabhCMjbUe6AAOGmcEefk8uRPRBSvoKxgXZ0HTV4JOg2wsNSOaWyhQUQ0YnjjSZLY7woldDzdhGQFa+vcCMgC+RY95k20cRsKEVGcvJKC1Qd60OSVkKHVYEWFg0kUEdEIYyKVBPa7Qlhf37cZLwCsr/ekfTIlhMDGRi86gzKseg2qyuwwsKoUEVFcukMynvnShUOB6HvoNyc7UWLntmgiopHGREplihCxe4IGUt3igyLEKEU0+t5u9+NATxg6DbC03AF7hk7tkIiIUkK7P4Knv3TBFVaQmaHFdVMykW/hrn0iotHAREplzV4JHkkZdIxHUtDslUYpotG1rzuE946W572i2IYJVoPKERERpYYGTxirD/TAHxHINevwrSmZGGfkhSgiotHCy1Yq80nxrTTFOy6VtPsj2NgY3dL4jRwTThlvUjkiIqLUsK87hJcbPZAFMNFmwNJyO0w6XhslIhpNTKRUZjXEdy9QvONShU9SsK7OjYgAyuwGXDLBqnZIREQpYXdnAFuObgmfmpmBhSV26HlfKRHRqGMipbJimwF2g3bQ7X12gxbFtvTZ8iYrAuvr3XBLCrKMOlxVaoeWFfqIiAYlhMA77X68e3Q79OnZJswpsvL9k4hIJdwHoDKtRoPKosFXYyrT6EQphMCWFi9afBEYtRpUldth0nMaEhENRhECW1p8sSTq/HwzLk+jcwMRUSriihSNqt1dQXxyOFrOfVGpHeNNnIJERIOJKAIvN3qw3xUGAFxeZMUZOWxYTkSkNi4FqCye8udbm71pUf68wROO/a6XFFpQ4WSfEyKiwYRkBWtq3djviraIWFxqZxJFRJQkmEipLJ7y596IwHvt/lGKaGR0h2RsqPdAAJgxzoizc/lBgIhoMF5JwbMHetDklZCh1WB5hQPTxhnVDouIiI5K6kTqwQcfxDe+8Q3Y7Xbk5uZi8eLF2L9/f68xwWAQt9xyC8aPHw+bzYaqqip0dHSoFHHi4i1r/k57APtdoRGOZmSEZAVr69wIygIFFj3mTbRBw339REQD6g7JeOZLFw4FZFj0GnxzshOldq7iExElk6ROpN58803ccssteP/997F161ZIkoTLL78cPt+/tsLdeeedePnll/H888/jzTffRFtbG5YuXapi1Imx6ONPKKpbfCm3xU8IgZcbvegKyrDptVhazjK9RESDafdH8MyXLrjCCjIztPjWlEzkW3g/KRFRsknqd+bNmzf3+vovf/kLcnNz8eGHH+Kiiy5CT08P/ud//gerV6/GpZdeCgB46qmnMH36dLz//vs499xz+/2+oVAIodC/VnfcbjcAQJIkSJI0Qr9N/yKRSNxjPZKCBlcQxbakftl6eacjiJqe6N7+RRPNMEGBdJytjDQ0x+bwaM9lSg+jPX+OvQcKIThnATR5I3ixyYewAuSYtKgqscKqTa33Tb4H0VBw/oxNihJ9j5NlZciv/XDMoXifqxEidZY4ampqMHnyZHz22Wc4+eST8frrr+Oyyy5Dd3c3MjMzY+NKSkpwxx134M477+z3+9x3331YtWpVn+OrV6+GxWIZqfD71WPJRlv21LjHF3bth9PfNYIRDR+3JRutR3+3wq4v4fR3qhwRESUbrykTzbkzYAp7Udb+idrhqMptHo+27CkQGi0swR4Ude6FTshqh0VENOLasiahx5aHnO4GZHta1Q4Hfr8f3/zmN9HT0wOHwzHguJRJpBRFwaJFi+ByufDOO+8AiCY+3/72t3utLgHA2WefjUsuuQQPPfRQv9+rvxWp4uJidHV1DfrHGgnN3gjWNAxete+rVpRaU2JFqiMg4x91XkQEcFZ2Bmbns7jEaJEkCVu3bsWcOXNgMKRPI2caHaM9f+o9EtY1+pFr0uJbk+wj/vOS1SdHQqhuCwIAJjv0mF9kSdlt0HwPoqHg/BmbNrf48YVLwoV5JpydM7SiOsMxh9xuN7Kzs4+bSCX/J/KjbrnlFnz++eexJGoojEYjjMa+L5LBYBj1f7QTnTpo4EM82azdoEVppinpGzD6JAUvNnkQEUC5w4BLi+xJH3M6UmM+U/oYrfmj10ff/TQazZicr0IIvNsewDvt0STqtPEmXF6cHo12+R5EQ8H5M7ZotdGyDTqddthe96HMoXifl9TFJo659dZbsXHjRmzfvh1FRUWx4/n5+QiHw3C5XL3Gd3R0ID8/f5SjPDGtvkhcSRQAVKZAF/uIIrCu3g2PpCDLqMOiEiZRRET9UYTA1hYf3jna3uL8fDPmpkkSRUQ0FiR1IiWEwK233or169fj9ddfR1lZWa/HzzzzTBgMBmzbti12bP/+/WhqasKsWbNGO9wTEm/587NyTJiamdz9Q4QQ2NLsRasvAqNOg2XlDpj0ST3FiIhUEVEEXmzwYHdXdCVqTpEVFxZY2RqCiCiFJPXWvltuuQWrV6/Giy++CLvdjvb2dgCA0+mE2WyG0+nETTfdhLvuugtZWVlwOBz44Q9/iFmzZg1YsS/ZxFv+fJIj+fuHfNgZxKdHQtAAuKrUjiyTTu2QiIiSTkhWsK7Og0avBK0GWFhix3Q22iUiSjlJnUj96U9/AgBcfPHFvY4/9dRTuPHGGwEAf/jDH6DValFVVYVQKIS5c+fij3/84yhHeuJEnBv74h2nlgZ3GNtao0UzLplgRXkKJH5ERKPNJylYU9uDjoCMDK0GS8vtbLRLRJSikjqRiqegoMlkwuOPP47HH398FCIafoE420jFO04N3SEZGxo8EABOzjLiGzkmtUMiIko6rpCMf9T0wBVWYNFrsKLCyUa7REQpjO/gKrMa4tvaF++40RaSFbxQ50ZQFii06HFFsY17/ImIvqbDH8Ga2h74IgLODC2urnBy+zMRUYpjJQCVTbDqEU/aMcGafDmvIgReavDgcFCG3aDF0nJHyvY9ISJ1KEd3HgQiCho94djX6aTRE8bqA9EkKsekw7emZDKJIiJKA0ykVBZv+fP3OwIjHkui3j7oR61bgl4DLC2zw2bgdCKi+O13hfBKoxcA4JYE/l7jxp++6MZ+V+g4z0wd+10hrKl1I6QIFNv0uHaKk++VRERpgu/mKou3/Pk77YGk+nCx50gIO44md/Mm2lBgZdM8IorfflcI6+s9CMi93wM9koL19Z6ker87UR93BbGh3gNZAFOcGbi6wgmTjqddIqJ0wXd0lcVb/hwAqlt8SbHt5aBfwqYmDwDg3FwzZmSxuAQRxU8RAtUtvkHHJMv73YkQQuDddj82N3shAMwcb8TiMju3PhMRpRkmUipLpKy5R1LQ7JVGMJrj80rR/icRAVQ4DLio0KJqPESUepq9EjySMuiYZHi/OxGKENja4sPbB/0AgPPyzLii2AYti/AQEaWd5KtgMMYkWtY83q2AIyGiCKyrc8MjKRhv0mFRqZ0fDogoYfG+j6n5fnciIorAxkYP9rnCAIDKIivOyjGrHBUREY0UJlIqS7SsuVpl0IUQeK3ZizZ/BEadBlVlDhi515+ITkCqt33oT0iOrtY3eiVoNcDCEjumjzOqHRYREY0gfhJWWbHNAHucFZzsBi2KbeoUdfhnZxCfHQlBA2BxqZ2le4nohMXzvqfm+12ifJKC1Qd60OiVkKHVYEW5g0kUEdEYwERKZVqNBpVF1rjGVhZZVdlKV+8O4/XW6I3hl06wosyRMeoxEFH6iOd9T633u0S5QjKeOeBCR0CGRa/BNZMdKOV7JBHRmMBEKgl8djg46ON6DbCkzI6pmaN/hfNIUMaGBg8EgFOyjDgrhxX6iGjopmYasaTMDrOud7JkN2hVe79LVIc/gqe/dKE7pMCZocV1kzNRYEmNVTQiIho63iOlsrAso8Y9eGWqiADK7KP/UgVlBS/UuRGSBSZY9ZhbbIMmBa4QE1FqmJpphE4DvFDngcOgwZUldhTbDCmxEtXkkbC2LtpoN8ekw4pJDtgN3PJMRJQoRQh4j1Zy7Q7JUIRIifMAwERKddtb/XGPmzvRPsLR/IsiBF5u8OBISD56hdjBHihENOyOnSzNei1K7KmxJW6/K4SXGqKNdouseiwrd8Ck5wYPIqJE7XeFUN3ii7XE+ORwCHVuCZVF1pTYmcB3fpV1hwfvpZLouOHyZpsftW4Jeg1QVe6ALc6CGERE6ezjriA21EeTqMnODFw9yckkiojoBOx3hbC+3tOnr6BHUrC+3oP9rpBKkcWP7/4qy4yzvG+844bD50eC2HkoAACYX2JHvoULl0Q0tgkh8G67H5ubvRAATh0fvcfLwJV6IqKEKUKgusU36JjqFh8Ukdz9BJlIqWxSZnxbWeIdN1QHfRJebfICAGblmXESS/gS0RgnhMDWFh/ePhjdin1enhnzim0ps4efiCjZNHulPitRX+eRFDR7B68joDYuNagsLMd3Io533FB4JBlrj25ZmeTIwEUFlhH/mUREySyiCLzS6MFeVxhAtCz7WTlmlaMiIkptPim+laZ4x6mFiZTKrHFu2Yt33ImKKALr6jzwSgqyTTosLGWFPiIa20JydJ9+g0eCVgMsKLFzlZ6IaBgky+ffoeLWPpUV2wywH6eQg92gRbFt5HqTCCHwapMXB/0RmHQaVJU7YNRxahDR2OWTFPy9xo0GjwSDFlhe7mASRUQ0TJLh8+9w4KdllWk1GlQWWQcdU1lkHdG9+B8cCuCL7hA0ABaX2THOyF4oRDR2uUIynjngQrs/ArNeg29OcqLMkRql2YmIUkEyfP4dDkykksCO9sF7SR3v8aGoc4fxRlv0+19WZEVpivRxISIaCYcCETzzZQ+6QwocGVp8a3ImCqzJfUWUiCgVTc2MVj/9+spUtH+pPSX6SPEeKZUFIxG0B+RBx7QHZAQjEZj0w/tyHQ5G8GKDBwLAzPFGnJltGtbvT0SUSpq8EtbWuRGSBXJMOqyY5IDdwBV6IqKRMjXTiMnODDxf60a9R8LM8UbMTaGqqFyRUtnGxsFr6Cc6Ll7BiIK1dR6EZIEiqx6XF7G4BBGNXV+6Qniupif2nnjtZCeTKCKiUaDVaGA7uio1zqhLmSQK4IqU6lzhwWvoH9NxnFWrRChC4KUGD46EZDgMWiwpc0DHppJENEZ90hWMNdqd5MzAVaVstEtERMfHFSmVZWbE9xJ4JAX7XaFh+ZlvtPlR55Gg1wBLyx2wHqdqChFROhJC4L12P149mkSdmmXE0jImUUREFB9+glbZgpLBK5Z8VXWLD4oYWmOyzw4H8cGhAADgyhI78i1clCSisUcIgepWH946GC22MyvPjHkTU2dfPhERqY+JlMpMej3yzfHtw/dICpq90gn/rDafhM3NXgDAeXlmTGdPFCIag2Qlur35w84gAOCyCVbMLrTyPlEiIkoIE6kkMCvfEvdYn3RiK1KesIx1dR7IApjszMCFBfH/TCKidBGSFTxf58ZeVxhaAAtLbPhGrlntsIiIKAVxX5fKFCFQ3RJ/RT6rIfErppIisK7eA29EQbZJhwUlrNBHRGOPX1Kwps6Ndn8EBi2wtMzBRrtERHTCmEiprNkrwSPFV7nPbtCi2JZYY0ghBDY3eXHQH4FJp8GycgeMOi5EEtHY4grJWFPrxpGQDLNOg+UVDhSy0S4REQ0BEymVJbJVb/q4jIRvhP7gUABfdIegAbCkzI5MI/uiENHYcigQwZoaN7wRBQ6DFldPcmC8iac/IiIaGi5NqCxDG38itbc7nFDVvtqeMLa3RStSVRZZUWLnFhYiGluavRKePdADb0RBjkmHb01xMokiIqJhwURKZTXucNxjE6na1xWM4KUGDwDgtPEmnJFtOqH4iIhS1YGeEJ6r6UFIFiiy6nHtZCfsGVyVJyKi4cHLcipzhROrwhfPVsBgRMHaOjdCSvTDw5wilvUlorHlk8NBbG6KNtqd5MjAVWy0S0REw4yJlMrGZWjRkMD441XtU4TAhgYPukPRewGWlDmg44cHIhojhBB4vyOAN4822j0ly8hGu0RENCK4tU9ls/Liv28pnqp921t9aPBIMGiBqnIHrAa+xEQ0NgghsK3VF0uizs0zYz6TKCKipKYIAe/RCtbdITmhegBq44qUyra0BOMeW1lkHfQDwaeHg9jVGf1+V5bYkWfhy0tEY4OsCLzS5MWe7hAA4LIJVjbaJSJKcvtdIVS3+GKtgD45HEKdW0JlkRVTM40qR3d8XK5QmSscXw+p42n1SXit2QsAOD/fjGkpMPmIiIZDWBZ4oc6NPd0haAEsLLExiSIiSnL7XSGsr/f06afqkRSsr/dgvyukUmTxYyKlMrsu/uXL6hZfv8ud7rCMdXVuyAKY4szABfmW4QyRiChp+SUFf6/pQf3RLc3LKhyYkcUqpUREyUwRAtUtvkHHDPS5N5kwkVJZIjv3+yt/LikC6+o88EUEckw6LCixs0IfEaUMWYleiXSHZXzQ4UdEiX+Vvics45kDPTjoj8Cs0+CaSU6UO9gvj4go2TV7pT4rUV+XSNsftfAmGpW55cSSnq+WPxdC4NUmL9oD0Q8RVeUOZOiYRBFRani91YsPDkXv6wzIwOttfmxv8+MbuSZcOsE26HM7AxE8V+uGV4pWKL16koONdomIUkQ87XwSGacWnnVUlpmhRVdQjnv8V8ufv98RiN0TsLjMjkwjG00SUWr4ahL1VQKIHR8omWr2Snihzo2QLJBt0mFFhQMONtolIkoZx2vnk+g4tXBrn8rOy43/JdAAmGCN5r41PeFYid85xVaU2LmdhYhSQ0RRsKufJOqrdh0K9rvN70BPCM/V9CAkC0yw6nHtZCeTKCKiFFNsM8B+nBY98bT9URsTKZU9Vxd/RRIBoNUXQVcggpcaPACA07NNOD2b1amIKHXs7gzieJs1xNFxX/Xp4SDW1XkQEUCFw4CVk5ww63kaIyJKNVqNBpVF1kHHHK/tTzLgGUhliVY/7w7JeKHOjbAiUGzTo3LC4JOQiCjZxNv24dg4IQTe7/BjU5MXAsApWUYsLXfAoE3uEywREQ1saqYRS8rsfVam7AYtlpTZU6KPFO+RUpkeQCL1SHZ3BuAKK3BmaLGk1AEdP0gQUYrJzIjvGl5mhhZCCLze6os1Gz8n14yLCy2sTkpElAamZhpR4TDgmS970B6QUeEwYEmZHXptaqz1pEaUacyU4CtwKKjAoAWqyh2wHGdvKRFRMjojx3Tc1g8aADPHG7Gx0RtLoi6dYMUlE6xMooiI0sR+Vwh/3uNCeyBaeK3WLeHPe1wp0YwXYCKlOukEPg8sKLEj18zFRCJKTXqtFt/IHbxp7pk5Jmxo8OKLo5VJF5TYcHYu7wclIkoX+10hrK/39Okn5ZEUrK/3pEQyxURKZaYEE6mTxxlTYs8oEdFgLp1gw9n9JFMaAGdkm9Dqi6DeI8VW4E/OGjzxIiKi1KEIgeoW36Bjqlt8UERy95FiIqWyROaHXgPMm8jiEkSUHi6dYIPjK5XLJzkMuHGqHQ0eCQf9EZh0Gqyc5ESFk+0diIjSSbNX6rMS9XUeSUGzN5FKAqOP+8NUlsii5byJNuhS5OY7IqLjeb3VC/dX+pHXuCXUuKMnTYdBixWTHMg28TRFRJRufFJ8KwnxjlMLP5WrzJpADxQ9K/QRUZp4vdWLDwZpylvuMDCJIiJKU1ZDfJ9p4x2nFiZSKqsqi//m6VTYK0pEdDwRRcGuQZIoAPjkcAgRJcFGe0RElBImWPVxVW+dYE3uC2pMpFS2qzMS99hU2CtKRHQ8uzuDON4lIXF0HBERpZ9WXySu80CrL/7PyWpgIqWy7nBiV1yTfa8oEdHxuOJ834t3HBERpRbeI0XDwp7giqVFn9x7RYmIjiczI75TT7zjiIgotcTbDjXZ26byLKUyX1g+/qCvEMddCCUiSm5n5Jji2ht/Rg57RxERpSPNcc8CiY1TS9okUo8//jhK///27j4qqjr/A/h7ZmAGiBnQgIGxUYKkslUQECIzk0gqVrNtN3VdlyztATk9IG6m2ajhE/mQu8eezGBPZxOqs3g8aqjLCpWyPSBTlg+pgJjyICc9w4MKDN/fHx3urwnQuYzMDPB+nTPneL/zvd/7Gc7HO/fD994voaHw8vJCfHw8vvrqK1eHZBeLVV6CXHLvW0WJiK7JQ6nEuG7+GO+vjQvyggf/3AMR0YDU0m7fxIC9/VxlQHxL5efnIyMjAyaTCYcOHUJkZCSSk5NRX1/v6tCuSe6tK+6+DCQRkT0Sh/kiLqjrzJQCQFyQFxKH+boiLCIicgIuf+5GNmzYgHnz5mHOnDkYNWoU3n77bfj4+OD99993dWjX9IDR/uXPtZ5KGH09+zAaIiLnSRzmiwWRQ5Fo8EF0gBcSDT6/bLOIIiIa0Iy+ntB6Xr0M6Q/XvW7+CNe1tba2oqysDC+//LLUplQqkZSUhNLS0m73uXLlCq5cuSJtWywWAEBbWxva2py7vPj3Da12950U7AVrezvkPVVFg01nDjs7l2lgcEX+jB36/1+UwmpFm5Vnuf6M5yByBPNn8JgU7IUdZ1qu+n5vrnuvRw7Zu2+/L6QaGhpgtVqh1+tt2vV6PY4dO9btPqtXr8by5cu7tO/duxc+Pj59EmdPavxvBnSGa/bzafkZJw4cwAknxEQDw759+1wdAvVjzB9yFHOIHMH8GRyGeQ9F3ZAwtHtopDaP9ivQX6jAieqfHbrudSSHWlp6LvB+rd8XUr3x8ssvIyMjQ9q2WCwwGo2YPHkydDqdU2MpO38FxXXX/qOTcTcbEBN3sxMiov6ura0N+/btw/333w9PT/eeEif3w/whRzGHyBHMn8GnQwicbbaiqb0Dvh5KDLtBB6UiqNfjXY8c6rxb7Vr6fSEVEBAAlUqFuro6m/a6ujoEBwd3u49Go4FGo+nS7unp6fT/tLHBKpTUXb7qouYKALHBPlzBimRxRT7TwMH8IUcxh8gRzJ/BJUx9/cd0JIfs3a/fX5mr1WrExMSgqKhIauvo6EBRURESEhJcGJl9uAwwEREREVH/0+9npAAgIyMDqampiI2NRVxcHN544w00Nzdjzpw5rg7NLp0rVH1dbzszpcAvRRRXsCIiIiIici8DopCaPn06zp8/j1dffRW1tbWIiopCYWFhlwUo3FniMF/cE+KDb2pbYD5RgaiRYbydj4iIiIjITQ2IQgoA0tPTkZ6e7uowHOKhVCImUIO6rysRE3g7iygiIiIiIjfFK3UiIiIiIiKZWEgRERERERHJxEKKiIiIiIhIJhZSREREREREMrGQIiIiIiIikomFFBERERERkUwspIiIiIiIiGRiIUVERERERCQTCykiIiIiIiKZWEgRERERERHJxEKKiIiIiIhIJhZSREREREREMrGQIiIiIiIiksnD1QG4AyEEAMBisbg4EqCtrQ0tLS2wWCzw9PR0dTjUDzGHyBHMH3IUc4gcwfwhR12PHOqsCTprhJ6wkALQ2NgIADAajS6OhIiIiIiI3EFjYyP8/Px6fF8hrlVqDQIdHR04d+4ctFotFAqFS2OxWCwwGo04c+YMdDqdS2Oh/ok5RI5g/pCjmEPkCOYPOep65JAQAo2NjTAYDFAqe34SijNSAJRKJW666SZXh2FDp9PxBEIOYQ6RI5g/5CjmEDmC+UOOcjSHrjYT1YmLTRAREREREcnEQoqIiIiIiEgmFlJuRqPRwGQyQaPRuDoU6qeYQ+QI5g85ijlEjmD+kKOcmUNcbIKIiIiIiEgmzkgRERERERHJxEKKiIiIiIhIJhZSREREREREMrGQIiIiIiIikomFlAts3rwZoaGh8PLyQnx8PL766qur9v/4449x2223wcvLC6NHj8bu3budFCm5Izn5s2XLFkyYMAFDhgzBkCFDkJSUdM18o4FP7jmoU15eHhQKBaZNm9a3AZLbk5tDFy9exPz58xESEgKNRoOIiAh+lw1icvPnjTfewK233gpvb28YjUa8+OKLuHz5spOiJXfz2WefYcqUKTAYDFAoFNi+ffs19ykuLkZ0dDQ0Gg1uueUW5ObmXpdYWEg5WX5+PjIyMmAymXDo0CFERkYiOTkZ9fX13fY/ePAgZs6ciSeffBLl5eWYNm0apk2bhu+//97JkZM7kJs/xcXFmDlzJvbv34/S0lIYjUZMnjwZZ8+edXLk5C7k5lCnqqoqZGZmYsKECU6KlNyV3BxqbW3F/fffj6qqKnzyySc4fvw4tmzZgmHDhjk5cnIHcvPnww8/xKJFi2AymXD06FFs3boV+fn5WLx4sZMjJ3fR3NyMyMhIbN682a7+lZWVSElJwaRJk2A2m/HCCy9g7ty52LNnj+PBCHKquLg4MX/+fGnbarUKg8EgVq9e3W3/xx57TKSkpNi0xcfHi6effrpP4yT3JDd/fqu9vV1otVrxz3/+s69CJDfXmxxqb28Xd911l3jvvfdEamqqePjhh50QKbkruTn01ltvibCwMNHa2uqsEMmNyc2f+fPni8TERJu2jIwMMX78+D6Nk/oHAKKgoOCqff72t7+JO+64w6Zt+vTpIjk52eHjc0bKiVpbW1FWVoakpCSpTalUIikpCaWlpd3uU1paatMfAJKTk3vsTwNXb/Lnt1paWtDW1oahQ4f2VZjkxnqbQytWrEBQUBCefPJJZ4RJbqw3ObRjxw4kJCRg/vz50Ov1+N3vfodVq1bBarU6K2xyE73Jn7vuugtlZWXS7X8VFRXYvXs3HnroIafETP1fX15Lezg8AtmtoaEBVqsVer3epl2v1+PYsWPd7lNbW9tt/9ra2j6Lk9xTb/Lnt1566SUYDIYuJxQaHHqTQ1988QW2bt0Ks9nshAjJ3fUmhyoqKvDf//4Xs2bNwu7du3Hy5EmkpaWhra0NJpPJGWGTm+hN/vz5z39GQ0MD7r77bggh0N7ejmeeeYa39pHderqWtlgsuHTpEry9vXs9NmekiAaJNWvWIC8vDwUFBfDy8nJ1ONQPNDY2Yvbs2diyZQsCAgJcHQ71Ux0dHQgKCsK7776LmJgYTJ8+HUuWLMHbb7/t6tCoHyguLsaqVavw5ptv4tChQ/j3v/+NXbt24bXXXnN1aESckXKmgIAAqFQq1NXV2bTX1dUhODi4232Cg4Nl9aeBqzf502ndunVYs2YN/vOf/2DMmDF9GSa5Mbk5dOrUKVRVVWHKlClSW0dHBwDAw8MDx48fR3h4eN8GTW6lN+ehkJAQeHp6QqVSSW233347amtr0draCrVa3acxk/voTf4sXboUs2fPxty5cwEAo0ePRnNzM5566iksWbIESiXnBOjqerqW1ul0Ds1GAZyRciq1Wo2YmBgUFRVJbR0dHSgqKkJCQkK3+yQkJNj0B4B9+/b12J8Grt7kDwBkZ2fjtddeQ2FhIWJjY50RKrkpuTl022234fDhwzCbzdJr6tSp0spHRqPRmeGTG+jNeWj8+PE4efKkVIQDwI8//oiQkBAWUYNMb/KnpaWlS7HUWZT/stYA0dX16bW0w8tVkCx5eXlCo9GI3NxcceTIEfHUU08Jf39/UVtbK4QQYvbs2WLRokVS/wMHDggPDw+xbt06cfToUWEymYSnp6c4fPiwqz4CuZDc/FmzZo1Qq9Xik08+ETU1NdKrsbHRVR+BXExuDv0WV+0juTlUXV0ttFqtSE9PF8ePHxc7d+4UQUFBIisry1UfgVxIbv6YTCah1WrFtm3bREVFhdi7d68IDw8Xjz32mKs+ArlYY2OjKC8vF+Xl5QKA2LBhgygvLxenT58WQgixaNEiMXv2bKl/RUWF8PHxEQsXLhRHjx4VmzdvFiqVShQWFjocCwspF/jHP/4hhg8fLtRqtYiLixP/+9//pPcmTpwoUlNTbfp/9NFHIiIiQqjVanHHHXeIXbt2OTlicidy8mfEiBECQJeXyWRyfuDkNuSeg36NhRQJIT+HDh48KOLj44VGoxFhYWFi5cqVor293clRk7uQkz9tbW1i2bJlIjw8XHh5eQmj0SjS0tLEhQsXnB84uYX9+/d3e23TmTepqali4sSJXfaJiooSarVahIWFiZycnOsSi0IIzosSERERERHJwWekiIiIiIiIZGIhRUREREREJBMLKSIiIiIiIplYSBEREREREcnEQoqIiIiIiEgmFlJEREREREQysZAiIiIiIiKSiYUUERERERH1G5999hmmTJkCg8EAhUKB7du3yx5jz549uPPOO6HVahEYGIhHH30UVVVVssZgIUVERERERP1Gc3MzIiMjsXnz5l7tX1lZiYcffhiJiYkwm83Ys2cPGhoa8Ic//EHWOCykiIjIKRQKxVVfy5Ytc3WIbunee+/FCy+84OowiIjcxoMPPoisrCw88sgj3b5/5coVZGZmYtiwYbjhhhsQHx+P4uJi6f2ysjJYrVZkZWUhPDwc0dHRyMzMhNlsRltbm91xeDj6QYiIiOxRU1Mj/Ts/Px+vvvoqjh8/LrX5+vpe1+NZrVYoFAoolfydIRHRYJKeno4jR44gLy8PBoMBBQUFeOCBB3D48GGMHDkSMTExUCqVyMnJweOPP46mpiZ88MEHSEpKgqenp93H4bcLERE5RXBwsPTy8/ODQqGQtoOCgrBhwwbcdNNN0Gg0iIqKQmFhobRvcXExFAoFLl68KLWZzWYoFArpnvbc3Fz4+/tjx44dGDVqFDQaDaqrqxEaGopVq1bhiSeegFarxfDhw/Huu+/axPbSSy8hIiICPj4+CAsLw9KlS21+K7ls2TJERUXh/fffx/Dhw+Hr64u0tDRYrVZkZ2dLn2HlypU24168eBFz585FYGAgdDodEhMT8e2333YZ94MPPkBoaCj8/PwwY8YMNDY2AgAef/xxlJSUYNOmTdLMndx7+ImIBpPq6mrk5OTg448/xoQJExAeHo7MzEzcfffdyMnJAQDcfPPN2Lt3LxYvXgyNRgN/f3/89NNP+Oijj2Qdi4UUERG53KZNm7B+/XqsW7cO3333HZKTkzF16lScOHFC1jgtLS1Yu3Yt3nvvPfzwww8ICgoCAKxfvx6xsbEoLy9HWloann32WZvZMK1Wi9zcXBw5cgSbNm3Cli1bsHHjRpuxT506hU8//RSFhYXYtm0btm7dipSUFPz0008oKSnB2rVr8corr+DLL7+U9vnTn/6E+vp6fPrppygrK0N0dDTuu+8+/Pzzzzbjbt++HTt37sTOnTtRUlKCNWvWSD+XhIQEzJs3DzU1NaipqYHRaJT98yUiGiwOHz4Mq9WKiIgI+Pr6Sq+SkhKcOnUKAFBbW4t58+YhNTUVX3/9NUpKSqBWq/HHP/4RQgj7DyaIiIicLCcnR/j5+UnbBoNBrFy50qbPuHHjRFpamhBCiP379wsA4sKFC9L75eXlAoCorKyUxgQgzGazzTgjRowQf/nLX6Ttjo4OERQUJN56660e43v99ddFTEyMtG0ymYSPj4+wWCxSW3JysggNDRVWq1Vqu/XWW8Xq1auFEEJ8/vnnQqfTicuXL9uMHR4eLt55550ex124cKGIj4+XtidOnCief/75HmMlIhrMAIiCggJpOy8vT6hUKnHs2DFx4sQJm1dNTY0QQohXXnlFxMbG2oxz5swZAUCUlpbafWw+I0VERC5lsVhw7tw5jB8/3qZ9/PjxNrfB2UOtVmPMmDFd2n/d1nlLYX19vdSWn5+Pv//97zh16hSamprQ3t4OnU5nM0ZoaCi0Wq20rdfroVKpbJ7B0uv10rjffvstmpqacOONN9qMc+nSJem3ot2NGxISYhMbERHZb+zYsbBaraivr8eECRO67dPS0tLl+VmVSgUA6OjosPtYLKSIiMjtdX7hiV/dctHdykre3t5QKBRd2n/78LBCoZC+LEtLSzFr1iwsX74cycnJ8PPzQ15eHtavX3/NMa42blNTE0JCQmxWiurk7+9vV2xERNRVU1MTTp48KW1XVlbCbDZj6NChiIiIwKxZs/DXv/4V69evx9ixY3H+/HkUFRVhzJgxSElJQUpKCjZu3IgVK1Zg5syZaGxsxOLFizFixAiMHTvW7jhYSBERkUvpdDoYDAYcOHAAEydOlNoPHDiAuLg4AEBgYCCAX1b+GzJkCIBfFpu4Hg4ePIgRI0ZgyZIlUtvp06cdHjc6Ohq1tbXw8PBAaGhor8dRq9WwWq0Ox0NENFB88803mDRpkrSdkZEBAEhNTUVubi5ycnKQlZWFBQsW4OzZswgICMCdd96J3//+9wCAxMREfPjhh8jOzkZ2djZ8fHyQkJCAwsJCeHt72x0HCykiInK5hQsXwmQyITw8HFFRUcjJyYHZbMa//vUvAMAtt9wCo9GIZcuWYeXKlfjxxx+7zBj11siRI1FdXY28vDyMGzcOu3btQkFBgcPjJiUlISEhAdOmTUN2djYiIiJw7tw57Nq1C4888ghiY2PtGic0NBRffvklqqqq4Ovri6FDh3JJdyIa1O69996rLgrh6emJ5cuXY/ny5T32mTFjBmbMmOFQHDwTExGRyz333HPIyMjAggULMHr0aBQWFmLHjh0YOXIkgF++FLdt24Zjx45hzJgxWLt2LbKysq7LsadOnYoXX3wR6enpiIqKwsGDB7F06VKHx1UoFNi9ezfuuecezJkzBxEREZgxYwZOnz4NvV5v9ziZmZlQqVQYNWoUAgMDUV1d7XBsRETkOIW4WjlHREREREREXXBGioiIiIiISCYWUkRERERERDKxkCIiIiIiIpKJhRQREREREZFMLKSIiIiIiIhkYiFFREREREQkEwspIiIiIiIimVhIERERERERycRCioiIiIiISCYWUkRERERERDKxkCIiIiIiIpLp/wD6As+EAP5f/QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization 4: Line plot of Goals Scored per Tournament\n",
    "goals_per_tournament = df.groupby('RoundID')['Event'].apply(lambda x: x.str.count('G').sum()).reset_index()\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(goals_per_tournament['RoundID'], goals_per_tournament['Event'], marker='o', color='skyblue')\n",
    "plt.title('Goals Scored per Tournament')\n",
    "plt.xlabel('Tournament')\n",
    "plt.ylabel('Total Goals')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "aa685324",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:29.053626Z",
     "iopub.status.busy": "2024-05-06T14:25:29.053158Z",
     "iopub.status.idle": "2024-05-06T14:25:29.271424Z",
     "shell.execute_reply": "2024-05-06T14:25:29.270481Z"
    },
    "papermill": {
     "duration": 0.228645,
     "end_time": "2024-05-06T14:25:29.273851",
     "exception": false,
     "start_time": "2024-05-06T14:25:29.045206",
     "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": [
    "# Visualization 5: Box plot of Shirt Numbers\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.boxplot(df['Shirt Number'], patch_artist=True, boxprops=dict(facecolor='skyblue'))\n",
    "plt.title('Box plot of Shirt Numbers')\n",
    "plt.ylabel('Shirt Number')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "17e46f4f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:29.288536Z",
     "iopub.status.busy": "2024-05-06T14:25:29.288129Z",
     "iopub.status.idle": "2024-05-06T14:25:29.578123Z",
     "shell.execute_reply": "2024-05-06T14:25:29.576994Z"
    },
    "papermill": {
     "duration": 0.300076,
     "end_time": "2024-05-06T14:25:29.580436",
     "exception": false,
     "start_time": "2024-05-06T14:25:29.280360",
     "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": [
    "# Visualization 6: Bar chart of Top 10 Teams by Match Count\n",
    "top_teams = df['Team Initials'].value_counts().head(10)\n",
    "plt.figure(figsize=(10, 6))\n",
    "top_teams.plot(kind='bar', color='skyblue')\n",
    "plt.title('Top 10 Teams by Match Count')\n",
    "plt.xlabel('Team Initials')\n",
    "plt.ylabel('Match Count')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "91202b8c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:29.596016Z",
     "iopub.status.busy": "2024-05-06T14:25:29.595380Z",
     "iopub.status.idle": "2024-05-06T14:25:29.818898Z",
     "shell.execute_reply": "2024-05-06T14:25:29.817620Z"
    },
    "papermill": {
     "duration": 0.234275,
     "end_time": "2024-05-06T14:25:29.821400",
     "exception": false,
     "start_time": "2024-05-06T14:25:29.587125",
     "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": [
    "# Visualization 7: Stacked bar chart of Events by Position\n",
    "events_by_position = df.groupby('Position')['Event'].count().reset_index()\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(events_by_position['Position'], events_by_position['Event'], color='skyblue')\n",
    "plt.title('Events by Position')\n",
    "plt.xlabel('Position')\n",
    "plt.ylabel('Event Count')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "29e5ff34",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:29.837360Z",
     "iopub.status.busy": "2024-05-06T14:25:29.836966Z",
     "iopub.status.idle": "2024-05-06T14:25:30.388696Z",
     "shell.execute_reply": "2024-05-06T14:25:30.387327Z"
    },
    "papermill": {
     "duration": 0.562558,
     "end_time": "2024-05-06T14:25:30.391213",
     "exception": false,
     "start_time": "2024-05-06T14:25:29.828655",
     "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": [
    "# Visualization 8: Line plot of Goals Scored by Match\n",
    "goals_by_match = df.groupby('MatchID')['Event'].apply(lambda x: x.str.count('G').sum()).reset_index()\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(goals_by_match['MatchID'], goals_by_match['Event'], marker='o', color='skyblue')\n",
    "plt.title('Goals Scored by Match')\n",
    "plt.xlabel('Match')\n",
    "plt.ylabel('Goals Scored')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d91ee59d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-05-06T14:25:30.408317Z",
     "iopub.status.busy": "2024-05-06T14:25:30.407953Z",
     "iopub.status.idle": "2024-05-06T14:25:30.746143Z",
     "shell.execute_reply": "2024-05-06T14:25:30.744896Z"
    },
    "papermill": {
     "duration": 0.349815,
     "end_time": "2024-05-06T14:25:30.748830",
     "exception": false,
     "start_time": "2024-05-06T14:25:30.399015",
     "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": [
    "# Visualization 9: Bar chart of Events by Coach\n",
    "events_by_coach = df.groupby('Coach Name')['Event'].count().reset_index().sort_values(by='Event', ascending=False).head(10)\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(events_by_coach['Coach Name'], events_by_coach['Event'], color='skyblue')\n",
    "plt.title('Top 10 Coaches by Event Count')\n",
    "plt.xlabel('Coach Name')\n",
    "plt.ylabel('Event Count')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kaggle": {
   "accelerator": "none",
   "dataSources": [
    {
     "datasetId": 4942937,
     "sourceId": 8321306,
     "sourceType": "datasetVersion"
    }
   ],
   "dockerImageVersionId": 30698,
   "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": "3.10.13"
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  "papermill": {
   "default_parameters": {},
   "duration": 7.375935,
   "end_time": "2024-05-06T14:25:31.278984",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2024-05-06T14:25:23.903049",
   "version": "2.5.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}