Model_Centuries.ipynb

{
 "cells": [
  {
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   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/kaggle/input/sachin-tendulkar-100-centuries/Sachin Tendulkar - 100 Centuries.csv\n"
     ]
    }
   ],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "09c15d7a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:41.850519Z",
     "iopub.status.busy": "2022-11-20T05:42:41.849979Z",
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     "exception": false,
     "start_time": "2022-11-20T05:42:41.844596",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df=pd.read_csv(\"/kaggle/input/sachin-tendulkar-100-centuries/Sachin Tendulkar - 100 Centuries.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cb3cae21",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:41.878620Z",
     "iopub.status.busy": "2022-11-20T05:42:41.877978Z",
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     "shell.execute_reply": "2022-11-20T05:42:41.898921Z"
    },
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     "exception": false,
     "start_time": "2022-11-20T05:42:41.872353",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   S.No.  Score Dismissed Captain Player of the match       Against  Position  \\\n",
      "0      1    119        No      No                 Yes       England         6   \n",
      "1      2    148        No      No                  No     Australia         6   \n",
      "2      3    114       Yes      No                  No     Australia         4   \n",
      "3      4    111       Yes      No                  No  South Africa         4   \n",
      "4      5    165       Yes      No                 Yes       England         4   \n",
      "\n",
      "   Innings  Test   Strike Rate                      Venue          City   H/A  \\\n",
      "0        4    2.0          NaN               Old Trafford    Manchester  Away   \n",
      "1        2    3.0          NaN      Sydney Cricket Ground        Sydney  Away   \n",
      "2        2    5.0          NaN                WACA Ground         Perth  Away   \n",
      "3        2    2.0          NaN          Wanderers Stadium  Johannesburg  Away   \n",
      "4        1    2.0          NaN  M. A. Chidambaram Stadium       Chennai  Home   \n",
      "\n",
      "        Date  Result  \n",
      "0    8/9/1990  Drawn  \n",
      "1    1/2/1992  Drawn  \n",
      "2    2/1/1992   Lost  \n",
      "3  11/26/1992  Drawn  \n",
      "4   2/11/1993    Won  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(100, 15)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df.head())\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2dd85b2e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:41.913314Z",
     "iopub.status.busy": "2022-11-20T05:42:41.912818Z",
     "iopub.status.idle": "2022-11-20T05:42:41.950060Z",
     "shell.execute_reply": "2022-11-20T05:42:41.948759Z"
    },
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     "start_time": "2022-11-20T05:42:41.907162",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S.No.</th>\n",
       "      <th>Score</th>\n",
       "      <th>Position</th>\n",
       "      <th>Innings</th>\n",
       "      <th>Test</th>\n",
       "      <th>Strike Rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>49.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>50.500000</td>\n",
       "      <td>135.57000</td>\n",
       "      <td>3.140000</td>\n",
       "      <td>1.630000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>100.810000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>29.011492</td>\n",
       "      <td>33.33038</td>\n",
       "      <td>1.206213</td>\n",
       "      <td>0.786952</td>\n",
       "      <td>0.979796</td>\n",
       "      <td>16.102412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>72.140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>25.750000</td>\n",
       "      <td>111.00000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>88.490000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>50.500000</td>\n",
       "      <td>124.00000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>97.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75.250000</td>\n",
       "      <td>149.00000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>110.150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>248.00000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>138.610000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            S.No.      Score    Position     Innings      Test   Strike Rate\n",
       "count  100.000000  100.00000  100.000000  100.000000  51.000000    49.000000\n",
       "mean    50.500000  135.57000    3.140000    1.630000   2.000000   100.810000\n",
       "std     29.011492   33.33038    1.206213    0.786952   0.979796    16.102412\n",
       "min      1.000000  100.00000    1.000000    1.000000   1.000000    72.140000\n",
       "25%     25.750000  111.00000    2.000000    1.000000   1.000000    88.490000\n",
       "50%     50.500000  124.00000    4.000000    1.000000   2.000000    97.700000\n",
       "75%     75.250000  149.00000    4.000000    2.000000   2.500000   110.150000\n",
       "max    100.000000  248.00000    6.000000    4.000000   5.000000   138.610000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2ef6c3ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:41.964314Z",
     "iopub.status.busy": "2022-11-20T05:42:41.963991Z",
     "iopub.status.idle": "2022-11-20T05:42:43.094944Z",
     "shell.execute_reply": "2022-11-20T05:42:43.092996Z"
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     "exception": false,
     "start_time": "2022-11-20T05:42:41.957881",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.histplot(df,x='Result',color='#ccd5ae', shrink = 0.9).set(xlabel = None)\n",
    "plt.title(\"Result Vs Centuries\")\n",
    "plt.xlabel(\"Result\")\n",
    "plt.ylabel(\"No. of Centuries\")\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5509a58f",
   "metadata": {
    "papermill": {
     "duration": 0.004754,
     "end_time": "2022-11-20T05:42:43.107269",
     "exception": false,
     "start_time": "2022-11-20T05:42:43.102515",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## 50 OUT OF 100 MATCHES ARE WON BY INDIA WHEN SACHIN SIR HITS A CENTURY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "44704e00",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:43.118858Z",
     "iopub.status.busy": "2022-11-20T05:42:43.118529Z",
     "iopub.status.idle": "2022-11-20T05:42:43.353991Z",
     "shell.execute_reply": "2022-11-20T05:42:43.352440Z"
    },
    "papermill": {
     "duration": 0.244361,
     "end_time": "2022-11-20T05:42:43.356791",
     "exception": false,
     "start_time": "2022-11-20T05:42:43.112430",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUnIYHnIhYLyLuiYgbq+ltI+LXEfHniPhORGzQ6BokSdLg0h89OCcCc9tNfw64MDNfDTwOHNcPNUiSpEGkoQEnIkYCbwcur6YDmAhcUy1yJfCuRtYgSZIGn0b34FwE/D/ghWp6c+CJzFxZTbcB23T2xIiYEhGzImLW4sWLG1ymJEkqScMCTkQcAjyambN78vzMvCwzWzKzZcSIEX1cnSRJKtn6DVz3G4B3RsTBwDBgY+ALwKYRsX7VizMSeKiBNUiSpEGoYT04mXl6Zo7MzLHA4cDtmTkZmAEcWi12NPCDRtUgSZIGp2ZcB+dU4OSI+DO1MTlXNKEGSZJUsEYeolotM38K/LR6/ACwZ39sV5IkDU5eyViSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUnDUGnIj4fERsHBFDI+K2iFgcEUfW8bxhEfGbiLg3IuZExKeq9m0j4tcR8eeI+E5EbNAXOyJJkrRKPT04B2bmU8AhwDzg1cDH63jes8DEzNwF2BU4KCL2Aj4HXJiZrwYeB47rQd2SJEldqifgrF99fzvw3cx8sp4VZ83T1eTQ6iuBicA1VfuVwLvqrlaSJKkO9QScGyPiD8AewG0RMQJ4pp6VR8R6EfFb4FHgVuAvwBOZubJapA3YpovnTomIWRExa/HixfVsTpIkCagj4GTmacA+QEtmrgCWA5PqWXlmPp+ZuwIjgT2BcfUWlpmXZWZLZraMGDGi3qdJkiTVNcj4ZcCHgf+pmrYGWtZmI5n5BDAD2BvYNCJWHfYaCTy0NuuSJElak3oOUX0deI5aLw7UAsl/relJETEiIjatHr8UeAswl1rQObRa7GjgB2tXsiRJUvfqCTjbZebngRUAmbkciDqetxUwIyJagbuAWzPzRuBU4OSI+DOwOXBFjyqXJEnqwvprXoTnqh6YBIiI7aidAt6tzGwFduuk/QFq43EkSZIaop6AcyZwMzAqIqYBbwCOaWRRkiRJvbHGgJOZt0bE3cBe1A5NnZiZjzW8MkmSpB7qcgxORIyrvu8OjAEeBv4KjK7aJEmSBqTuenBOBqYA53cyb9UViSVJkgacLgNOZk6JiCHAJzLzF/1YkyRJUq90e5p4Zr4AfLGfapEkSeoT9VwH57aIeG9E1HPtG0mSpKarJ+D8X+C7wLMR8VRELI2IpxpclyRJUo/Vc5r4Rv1RiCRJUl9ZY8CJiDd11p6Zd/R9OZIkSb1Xz5WMP97u8TBqt1mYjaeJS5KkAaqeQ1TvaD8dEaOAixpVkCRJUm/VM8i4ozZgfF8XIkmS1FfqGYNzCdWdxKkFol2BuxtYkyRJUq/UMwZnVrvHK4H/9crGkiRpIKsn4GyamV9o3xARJ3ZskyRJGijqGYNzdCdtx/RxHZIkSX2myx6ciPgAcASwbURc327WRsDfGl2YJElST3V3iOqXwMPAFsD57dqXAq2NLEqSJKk3ugw4mTkfmA/s3X/lSJIk9d4ax+BExHsi4k8R8aQ325QkSeuCes6i+jzwjsyc2+hiJEmS+kI9Z1EtMtxIkqR1SV0X+ouI7wDfB55d1ZiZ32tUUZIkSb1RT8DZGFgOHNiuLQEDjiRJGpDquZv4sf1RiCRJUl+p5yyq10bEbRFxXzW9c0R8ovGlSZIk9Uw9g4y/CpwOrADIzFbg8EYWJUmS1Bv1BJyXZeZvOrStbEQxkiRJfaGegPNYRGxHbWAxEXEotVs4SJIkDUj1nEX1EeAyYFxEPAQ8CBzZ0KokSZJ6oZ6zqB4ADoiIDYEhmbm08WVJkiT1XJeHqCLi5Ig4btV0Zi7LzKURcVxEnNQv1UmSJPVAd2NwJgNXddJ+NfCvjSlHkiSp97oLOOtn5oqOjZn5HBCNK0mSJKl3ugs4QyJiy46NnbVJkiQNJN0FnHOBH0bEmyNio+prP+BG4Lz+KE6SJKknujyLKjOviojFwKeBHaldB2cO8MnMvKmf6pMkSVpr3Z4mXgUZw4wkSVqn1HMlY0mSpHWKAUeSJBWnuwv9nVh9f0P/lSNJktR73fXgHFt9v6Q/CpEkSeor3Q0ynhsRfwK2jojWdu0BZGbu3NjSJEmSeqa708Q/EBGvBH4MvLP/SpIkSeqdNZ0m/giwS0RsALy2ar6/s1s4SJIkDRTdBhyAiHgztZtuzqN2eGpURBydmXc0uDZJkqQeWWPAAS4ADszM+wEi4rXA/wJ7NLIwSZKknqrnOjhDV4UbgMz8IzC0cSVJkiT1Tj09OLMi4nLgm9X0ZGBW40qSJEnqnXoCzgnAR4Cp1fTPgS83rCJJkqReWmPAycxnqY3DuaDx5UiSJPVePT04UkONGj2GtoULml1GkUaOGs3CBfObXYYk9TsDjpqubeECLrjl/jUvqLV28oHbN7sESWoK7yYuSZKK06OAExFT+roQSZKkvtLTHpzo0yokSZL6UI8CTmZ+pa8LkSRJ6itrDDgRMTIirouIxRHxaERcGxEj+6M4SZKknqinB+frwPXAVsDWwA1VmyRJ0oBUT8AZkZlfz8yV1dc3gBENrkuSJKnH6gk4SyLiyIhYr/o6EljS6MIkSZJ6qp6A86/AYcAjwMPAocCxjSxKkiSpN+q5F9V84J1ru+KIGAVcBWwJJHBZZn4hIjYDvgOMBeYBh2Xm42u7fkmSpK50GXAi4pPdPC8z8zNrWPdK4JTMvDsiNgJmR8StwDHAbZl5TkScBpwGnLqWdUuSJHWpu0NUyzr5AjiOOgJJZj6cmXdXj5cCc4FtgEnAldViVwLv6knhkiRJXemyByczz1/1uOqBOZHa2JtvA+d39bzORMRYYDfg18CWmflwNesRaoewJEmS+ky3g4wjYrOI+C+glVoY2j0zT83MR+vdQEQMB64FTsrMp9rPy8ykNj6ns+dNiYhZETFr8eLF9W5OkiSp64ATEecCdwFLgZ0y86y1HQwcEUOphZtpmfm9qnlRRGxVzd8K6DQsZeZlmdmSmS0jRnjZHUmSVL/uenBOoXbl4k8Af42Ip6qvpRHxVDfPAyAiArgCmJuZF7SbdT1wdPX4aOAHPStdkiSpc92NwenpncZXeQNwFPC7iPht1XYGcA4wPSKOA+ZTu8aOJElSn1njdXB6KjPvBKKL2fs3aruSJEm97aWRJEkacAw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFWb/ZBTTbqNFjaFu4oNllFGnkqNEsXDC/2WVIkgahQR9w2hYu4IJb7m92GUU6+cDtm12CJGmQ8hCVJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxGhZwIuJrEfFoRNzXrm2ziLg1Iv5UfX95o7YvSZIGr0b24HwDOKhD22nAbZn5GuC2alqSJKlPNSzgZOYdwN86NE8CrqweXwm8q1HblyRJg1d/j8HZMjMfrh4/AmzZz9uXJEmDQNMGGWdmAtnV/IiYEhGzImLW4sWL+7EySZK0ruvvgLMoIrYCqL4/2tWCmXlZZrZkZsuIESP6rUBJkrTu6++Acz1wdPX4aOAH/bx9SZI0CDTyNPH/BWYC20dEW0QcB5wDvCUi/gQcUE1LkiT1qfUbteLM/EAXs/Zv1DYlSZLAKxlLkqQCGXAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkopjwJEkScUx4EiSpOIYcCRJUnEMOJIkqTgGHEmSVBwDjiRJKo4BR5IkFceAI0mSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkoqzfrMLGAg+9alPNbsEqen8PZBUEgMOcObR+ze7hCKd/ItvNbsErQV/DxrD3wOpOTxEJUmSimPAkSRJxTHgSJKk4hhwJElScQw4kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxvNmmBgTvZC1J6ksGHA0I3sm6MbyTtaTBykNUkiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTiGHAkSVJxDDiSJKk4BhxJklQcA44kSSqOAUeSJBXHgCNJkorj3cQlqclGjR5D28IFzS6jSCNHjWbhgvlrXM73oHHqfQ/6mgFHkpqsbeECLrjl/maXUaSTD9y+ruV8Dxqn3vegr3mISpIkFceAI0mSitOUgBMRB0XE/RHx54g4rRk1SJKkcvV7wImI9YAvAW8DXgd8ICJe1991SJKkcjWjB2dP4M+Z+UBmPgd8G5jUhDokSVKhIjP7d4MRhwIHZeaHqumjgNdn5r91WG4KMKWa3B5weHvNFsBjzS5ikPM9aC5f/+bzPWguX/8XG5OZIzo2DtjTxDPzMuCyZtcx0ETErMxsaXYdg5nvQXP5+jef70Fz+frXpxmHqB4CRrWbHlm1SZIk9YlmBJy7gNdExLYRsQFwOHB9E+qQJEmF6vdDVJm5MiL+DfgxsB7wtcyc0991rMM8bNd8vgfN5evffL4HzeXrX4d+H2QsSZLUaF7JWJIkFceAI0mSimPAaYKIeD4ifhsRcyLi3og4JSJ8L5osIp7u5fP3i4h9+qqewSYiLoyIk9pN/zgiLm83fX5EnNyU4gaZiMiIOL/d9Mci4qx201tFxC0RMTYi/l59nv0+Iq6KiKFNKboAEbF59Vr+NiIeiYiHqsdPR8SX13JdP42IQX0quX9Um+PvmblrZu4AvIXabSvO7LhQRAzY6xSpU/sBBpye+wXV61cF/i2AHdrN3wf4ZRPqGoyeBd4TEVt0Mf8gaieKAPwlM3cFdqJ22Y/DGl9emTJzSfW3YVfgUuDCanp4Zn64yeWtcww4TZaZj1K7YvO/Rc0xEXF9RNwO3BYRwyPitoi4OyJ+FxGTACLi4xExtXp8YbU8ETExIqZVj5+OiLOrXqJfRcSWTdrNdVZE7Fq9dq0RcV1EvLxqn1r9x9oaEd+OiLHA8cC/V/9xvbGpha+bfgnsXT3eAbgPWBoRL4+IlwDjgU0i4p7qd+FrVTsRMS8iPtXu92Rcc3ahGCupnanz713MPwi4qX1DZj4P/AbYprGlDT5V7/CN1eMNq5/931S/C6v+Jry0+iyaGxHXAS9tatEDgAFnAMjMB6idMv+Kqml34NDMfDPwDPDuzNwdmACcHxEB/BxY9Ue0BRhedQ2/Ebijat8Q+FVm7lK1/Z/+2J/CXAWcmpk7A7/jHz1tpwG7Ve3HZ+Y8Xvwf18+bUu06LDP/CqyMiNHUemtmAr+mFnpagD8BlwPvz8ydqF3m4oR2q3is+j35H+Bj/Vl7ob4ETI6ITdo3VjdM3j4zf9+hfRjweuDm/itxUPoP4PbM3JPa34RzI2JDar8LyzNzPLXPqT2aWOOAYMAZmG7NzL9VjwP474hoBX5C7b+jLYHZwB4RsTG17uSZ1P4IvJFa+AF4DrixejwbGNsv1Rei+mDfNDN/VjVdCbypetwKTIuII6n9t6u+8Utq4WZVwJnZbroNeDAz/1gt2/79APhe9d2f9T6QmU9RC/hTO8x6PbXgucp2EfFbYBHwcGa29k+Fg9aBwGnVa/5TYBgwmtrvwjcBqvdg0L8PBpwBICJeBTwPPFo1LWs3ezIwAtijOi67CBiWmSuAB4FjqP1R+Dm1NP9qYG713BX5jwsdPc8AvvfYOujt1P7D3R24y/FSfWbVOJydqB2i+hW1Hpx9qH2Yd+fZ6rs/633nIuA4ar3Bq7yNF/fSrBqDsx21f7re2W/VDU4BvHfVWJ3MHJ2Zc9f4rEHIgNNkETGC2qGNL7YLI+1tAjyamSsiYgIwpt28n1Prir+jenw8cE8X69Fayswngcfbjac5CvhZNQB2VGbOAE6l9h4NB5YCGzWl2HL8EjgE+FtmPl/1ZG5KLeRcC4yNiFdXyx4F/KzTtahPVK//dGohZ5X9qfUmd1z2MWqHbk/vn+oGrR8DH62GKhARu1XtdwBHVG07Ajs3p7yBw4DTHC9ddZo4tQ+KW4BPdbHsNKAlIn4HfBD4Q7t5Pwe2AmZm5iJq43Uc+9FzL4uItnZfJwNHUzvG3QrsCnya2nipb1bvyT3AxZn5BHAD8G4HGffK76idPfWrDm1PZmYbcCzw3eq1f4HaPwdqrPOpvSer/iF7JjOXdrHs96n9Hvnz3zifAYYCrdXfkM9U7f9DbSzmXGqfU7ObVN+A4a0aJEl1qcacjczMc5pdi7QmBhxJklQcD1FJkqTiGHAkSVJxDDiSJKk4BhxJklQcA46kpoiI56tT6u+LiBsiYtM+Xv+8iNgiIjaNCG9UKA0yBhxJzfL36kqsOwJ/Az7SoO1sChhwpEHGgCNpIJhJdRfqiNguIm6OiNkR8fNVdwaPiPdVvT33RsQdVdsxEfHFVSuJiBsjYr8O6z6H6n5JEXFuv+yNpKbzfi2Smqq6O/X+wBVV02XU7tD+p4h4PfBlYCLwSeCtmfnQWh7OOg3YsbpfkqRBwoAjqVleWt0ReRtqN4i9NSKGU7ux5nerW+0AvKT6/gvgGxExnX/cOVySOuUhKknN8veqV2UMtTskf4TaZ9IT7e6UvGtmjgfIzOOBTwCjgNkRsTmwkhd/jg3rzx2QNHAZcCQ1VWYuB6YCpwDLgQcj4n0AUbNL9Xi7zPx1Zn4SWEwt6MwDdo2IIRExCtizk014l3dpEDLgSGq6zLwHaAU+AEwGjouIe4E5wKRqsXMj4ncRcR/wS+BeaoetHgR+D1wM3N3JupcAv6gGKDvIWBokvNmmJEkqjj04kiSpOAYcSZJUHAOOJEkqjgFHkiQVx4AjSZKKY8CRJEnFMeBIkqTi/H9u3MFvYv/wRwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.histplot(df,x='Result',hue='Captain',color='#ccd5ae', shrink = 0.9).set(xlabel = None)\n",
    "plt.title(\"Result Vs Centuries\")\n",
    "plt.xlabel(\"Result\")\n",
    "plt.ylabel(\"No. of Centuries\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fc8d757",
   "metadata": {
    "papermill": {
     "duration": 0.006925,
     "end_time": "2022-11-20T05:42:43.369489",
     "exception": false,
     "start_time": "2022-11-20T05:42:43.362564",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## VERY LESS CENTURIES AS A CAPTAIN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c65ab543",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:43.381474Z",
     "iopub.status.busy": "2022-11-20T05:42:43.381146Z",
     "iopub.status.idle": "2022-11-20T05:42:43.594552Z",
     "shell.execute_reply": "2022-11-20T05:42:43.593869Z"
    },
    "papermill": {
     "duration": 0.221524,
     "end_time": "2022-11-20T05:42:43.596514",
     "exception": false,
     "start_time": "2022-11-20T05:42:43.374990",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Position', ylabel='Strike Rate'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=df['Position'],y=df['Strike Rate'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a10f63e",
   "metadata": {
    "papermill": {
     "duration": 0.007286,
     "end_time": "2022-11-20T05:42:43.611310",
     "exception": false,
     "start_time": "2022-11-20T05:42:43.604024",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## HIGHEST STRIKE RATE AT POSITION FOURTH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f5258085",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:43.624857Z",
     "iopub.status.busy": "2022-11-20T05:42:43.624535Z",
     "iopub.status.idle": "2022-11-20T05:42:43.810465Z",
     "shell.execute_reply": "2022-11-20T05:42:43.808799Z"
    },
    "papermill": {
     "duration": 0.196056,
     "end_time": "2022-11-20T05:42:43.813855",
     "exception": false,
     "start_time": "2022-11-20T05:42:43.617799",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.histplot(df,x='H/A',color='#ccd5ae', shrink = 0.9).set(xlabel = None)\n",
    "plt.title(\"HOME OR AWAY\")\n",
    "plt.xlabel(\"Place\")\n",
    "plt.ylabel(\"No. of Centuries\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11d0f296",
   "metadata": {
    "papermill": {
     "duration": 0.005557,
     "end_time": "2022-11-20T05:42:43.825478",
     "exception": false,
     "start_time": "2022-11-20T05:42:43.819921",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## ALMOST THE SAME NO. OF CENTURIES AT INDIA AND AWAY FROM INDIA\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c5e6a93e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:43.838638Z",
     "iopub.status.busy": "2022-11-20T05:42:43.838332Z",
     "iopub.status.idle": "2022-11-20T05:42:44.021154Z",
     "shell.execute_reply": "2022-11-20T05:42:44.020226Z"
    },
    "papermill": {
     "duration": 0.191726,
     "end_time": "2022-11-20T05:42:44.023034",
     "exception": false,
     "start_time": "2022-11-20T05:42:43.831308",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n",
       " [Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, ''),\n",
       "  Text(0, 0, '')])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df[\"Against\"])\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f883a02",
   "metadata": {
    "papermill": {
     "duration": 0.006078,
     "end_time": "2022-11-20T05:42:44.035322",
     "exception": false,
     "start_time": "2022-11-20T05:42:44.029244",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## MOST OF THE CENTURIES ARE AGAINST AUSTRALIA AND SOUTH AFRICA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7c3ae6ab",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:44.049349Z",
     "iopub.status.busy": "2022-11-20T05:42:44.049014Z",
     "iopub.status.idle": "2022-11-20T05:42:45.033182Z",
     "shell.execute_reply": "2022-11-20T05:42:45.032084Z"
    },
    "papermill": {
     "duration": 0.993907,
     "end_time": "2022-11-20T05:42:45.035659",
     "exception": false,
     "start_time": "2022-11-20T05:42:44.041752",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,6))\n",
    "sns.histplot(df, x = 'Venue', color = '#ccd5ae', shrink = 0.9).set(xlabel = None)\n",
    "plt.title('Number of Centuries by Venue')\n",
    "plt.xticks(rotation=90)\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca0a3e54",
   "metadata": {
    "papermill": {
     "duration": 0.006673,
     "end_time": "2022-11-20T05:42:45.049579",
     "exception": false,
     "start_time": "2022-11-20T05:42:45.042906",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## HE LIKES TO PLAY AT SHARJAH CRICKET STADIUM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bd97ca98",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:45.065044Z",
     "iopub.status.busy": "2022-11-20T05:42:45.064707Z",
     "iopub.status.idle": "2022-11-20T05:42:45.327768Z",
     "shell.execute_reply": "2022-11-20T05:42:45.326308Z"
    },
    "papermill": {
     "duration": 0.273406,
     "end_time": "2022-11-20T05:42:45.330103",
     "exception": false,
     "start_time": "2022-11-20T05:42:45.056697",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.histplot(df,x='Player of the match',hue='Result',color='#ccd5ae', shrink = 0.9).set(xlabel = None)\n",
    "plt.title(\"Result Vs Centuries\")\n",
    "plt.xlabel(\"Player of the Match\")\n",
    "plt.ylabel(\"No. of Centuries\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94d3fc20",
   "metadata": {
    "papermill": {
     "duration": 0.006893,
     "end_time": "2022-11-20T05:42:45.344270",
     "exception": false,
     "start_time": "2022-11-20T05:42:45.337377",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## HIS MOST \"THE PLAYER OF THE MATCH\" ARE THE MATCHES WHEN INDIA LOSSES THE MATCH."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0fcf8d12",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:45.360492Z",
     "iopub.status.busy": "2022-11-20T05:42:45.360182Z",
     "iopub.status.idle": "2022-11-20T05:42:45.526552Z",
     "shell.execute_reply": "2022-11-20T05:42:45.525651Z"
    },
    "papermill": {
     "duration": 0.176829,
     "end_time": "2022-11-20T05:42:45.528288",
     "exception": false,
     "start_time": "2022-11-20T05:42:45.351459",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.histplot(df,x='Innings',color='#ccd5ae', shrink = 0.9).set(xlabel = None)\n",
    "plt.title(\"Inning Vs Centuries\")\n",
    "plt.xlabel(\"Inning No.\")\n",
    "plt.ylabel(\"No. of Centuries\")\n",
    "plt.xticks(range(1,5))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1a12196",
   "metadata": {
    "papermill": {
     "duration": 0.006697,
     "end_time": "2022-11-20T05:42:45.542145",
     "exception": false,
     "start_time": "2022-11-20T05:42:45.535448",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# SACHIN SIR MOSTLY SCORED IN THE FIRST INNING OF THE MATCH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "30e75269",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T05:42:45.557340Z",
     "iopub.status.busy": "2022-11-20T05:42:45.557043Z",
     "iopub.status.idle": "2022-11-20T05:42:45.689859Z",
     "shell.execute_reply": "2022-11-20T05:42:45.688675Z"
    },
    "papermill": {
     "duration": 0.14325,
     "end_time": "2022-11-20T05:42:45.692322",
     "exception": false,
     "start_time": "2022-11-20T05:42:45.549072",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Score')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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u+O8sK1xTKAZoCppscwGAt2UPFpr9xrVbkJ6CZF3DGINhVZF2XPyhXPMzFcRZz90aPqqYVVxcKDdstPiuX3XCR0FCc1/KX7zWfQveSsObLQYhNQWJpAuxqgyMeYNhWpmpUO4Bo8DP8cxMoaG/czUFhezunkIlLvcU/OEjKTQ74aMQTaFbazmkUZCsa3jIh+/mNvSlUDSspsI/oqfQreEjfo6nphszCq6noFBdKiXXFPzhI0tqCqjEtbmQnoJE0l3w1sW6Gz6yC9iaaXXRE+EjZxE63aCnwHe0uqLUh4+M+uwjrUtDIysNH/UahAwfSSRdSNmyFzTXU2ih1UVPhI+M5oyCVa2CCFCUAE2hbIEISGtiRbPMPgJiNAVNho8kkq6Dx71TPk+hGaMgegrFLk1J5Z7CqenGMpDMKnPHbOpabXsG3iFVHCCjKooMH4FrCiFtLhQZPpJIug6+kPs9hWbCR7zFBdC9Fc389TYcPqoyqI5R8GsKRcOsaYYHALrSnS0cVpoooTmlyfCRRNJ18C+ll33UfPioFzQFbrjOzBYbau9tWgy6Yr9HQSmpOd9UsW7NrFlp+KyOIPQuzdCSRkGyruELOXfxBzL2jnepiZGc5ZrwUfcZhWqVwbAYNg6kUTGrmFhIXqRnVatQnffIP2oz2CjIOgXADtelwyqanRBbt83ekEZBsq7xp6TyL7C4wCelLBiYbgwf8de6f9weDdlICKlGU1AVn34SYBQUKTQDMZPXnGvN6DLjKY2CZF3jagrOF1dTFWgKNVVnwEMzg9lUV4aPuNHav3EAAHC6gVoF0/I0hfrW2Wbd7AhN6c5mbyuJVWWwquFGgXun3RZCkkZBsq4xfJ4CYHsLzXgK3MAM5fSuDB/x89s1koOqEE7NJM9Asj2FcE0h6/MUunXU5Eri6lVa2DhOx1No4lrrJNIoSNY1nqYgGAVdrckkSgo3JBtyeld2SeWvKZfSsHUoi9MzxcR/a1Wr0EI0Bf98ZsCufF7vKaluaDK0zUWPh4+IKEtEBxq4/6eJ6BIRPSscu5aIHiOip4joMBHd5BwnIvooER0noh8R0fWNvQyJpDmCPIWMpqBkNO8pDGZTTf19p+Hnl9YV7BzJ4XQDtQpiSqqu1bZ8Xi6HCc0M9pTd9Ylh1l9bIqleDh8R0VsAPAXgG87v1xLR/TF/9hkAt/uO/SGA32OMXQvgd5zfAeAOAPudf/cA+HiS85JIWqUc6ik0LzQPdamnIO5cdwznGhOaLU9o9rd8LlZMZPX6OgUA61ps5ot91OQ1oHfDR78L4CYAcwDAGHsKwO6oP2CMfRfAjP8wgLzz8yCA887PdwL4HLN5DMAQEW1OeG4SSdPwL27apym00hBvMKt3p9BseDvXHcM5zBYMLJSSFen5NQXGeIdZhkJA+IiHRtaz2OxPYvDDjUK3pe4mNQoGY2zed6yZT/s9AP6IiM4A+GMA73OObwVwRrjfWedYHUR0jxN6Ojw5OdnEKawus8sVHL+0tNqnIXEI1xSaCB9ZFjSF0J/WUDarXZd/zj2FtKZi50gOQPIMJL+mANiht7JZBWOoE5o111PorgVvJam4QnN09pHYhrwbSGoUjhDRzwFQiWg/Ef0pgO818Xy/DODXGWPbAfw6gE81+gCMsU8wxg4yxg6OjY01cQqry8ceOo67P/391T4NiUNY9lFTKamG3fyM75q7rVah1lPoA5C8VqFGU+CLmVUNHLADwDUg69lTcK+tkN5HonHtJpIahV8FcBWAMoD/BWAe9q6/Ue4G8GXn57+BHZICgHMAtgv32+YcW3PMFY2mJ3tJ2o+/ohkAMk17Cnb1Kt81d1sIqSJ0hN3heApJ5yrUaAqaFwsPmqUAdG9mzUrib6Hip2eNAhGpAP4PY+y3GWM3Ov/+E2OsmUG25wG8xvn5dQCOOT/fD+CdThbSIQDzjLELTTx+11M2qyi1WVhijOFDD7zYUDFSu5hZruCD/+e5rruwk+KvaAacOoUWPIWs7ngK3WYUePaRpqA/rWGkL4XTCWsVLJ+mANh6TNDUNcALH63ntFR/s0U/Wq9mHzHGLABVIhps5IGJ6AsAHgVwgIjOEtEvAPh3AP6EiJ4G8PuwM40A4GsAXgJwHMBfAPiVRp6rlygbFqwqg9nGRXRqqYKPPngM3zwy0bbHTMqDz1/EXzz8Ml6YWFzx524H7m5OEVJSW/IUVHfXvBLho6MTC4kzncq+RWrHSPIMJFPQFPiCbwjho6A2F8D6Dh9VYjyFVJd6Clr8XQAASwCeIaIHALhbC8bYr4X9AWPs7SE33RBwXwbg3oTn0tPwL2bJrKI/5GJpFB7/Xo0RkBedpmrd2Bc+CXYXS4KieOGjpj0F06rRFDqdlmpYVdz5Z/+E33jjAfzbH9+T4Pw8TwEAtm/I4akzc4meyxJbZzt/L2oK9RXN3bngrSSJU1K77D1KahS+DE8LkLQAryotGRb600nf/mj4F7OZ3W2r8E6blS7LtU5KUL/7jK40FeKrmLamkFmh8FHJsFA2q5hZTqZR+cMZ4/k0Li2WwBirGZAThGHVNsSzj0VpCr1dp/Bzf/EY3nzNFvzcq3Y0/RhGwpTUnjQKjLHPElEKwGXOoRcYY41PIZF4nkIbd/X8i7kansLEfBnA6hikdhA0LjGtqU16CiubfcTf86TP43oKqn1+YwNplIwqlsomBjJ65N9aNdlHXGhmazJ8xBjD4y/PYPdoX0uPE6RXiXRrQ7xERoGIbgPwWQAnARCA7UR0t1OgJmkAnhbYzjYIfEdaaqJfT6vw8FEzi2g3UAlobZzWmvMUyo6nkFuh7KNGNxhimwsA2DiQAQBcWizHGgVbU+BCs7OYVaue0Kz7jUJ3FmYloVCxdb9WNzpe9tHaTEn9EwD/nDH2GsbYqwG8EcCHO3daaxcePmqm4VoYRVdTWPmLay1oCn73PqOrTSUD2J6CumLhI26Ikz4Pv+b46904kAYATC6WY//Wqta2uQD8KanBdQrdtgtOAq/ybjUkGlQYKcKL2nrVKOiMsRf4L4yxFwFEby0kgXi7u/ZdCHxHutLhI9OqYmrJCR91YQO4JBhWUPiouUE73MCslNDcaPioYlahKZ6oPuYYhUsJjEJtQzwvJbXgPHdfun6eAtCbKakLRftza3XjtqbDRwAOE9EnAfyV8/s7ABzuzCmtbfgXuZ3hluIqCc2TS2Xw73wvawp+957v9EuGVbfYRVE2LaR1RUhJ7ex74hmFZM/DhXAODx8l8RTMEKG5WLFAhLqRk15Fc+9dF9xTaDl8FCc0K93pKSS94n8ZdsooT0F9GMCfd+SM1jjcGLQz/l9cpZTUiXmvfrGyCnpGO2i3p5BWFWScmH2x054C/9wTh49qX2s+qyGlKbi0GF+HalZZnabAU1JzulqXveTpDt21C07CQtExCi0adTclNcxT6NLwUVKjoAH4CGPsQ4Bb5Zzu2FmtYToZPlrpEM7FBW+H2bOeQmBKqucpNPRYZhVpXQERIaurKyY0NxI+Smte7J+IMNafxuRCEk2hGpKSaiGbql9GXKG5yxa8JHieQnvCR+FCc3eGj5JqCg8CyAq/ZwH8Y/tPZ23DmJfR0Fahmaekxjzme774Q3zsoeNte14uMgM9bBQChOZmPYWy8Fi5lNp1KamVAK9obCCNyaUGNQVfnYJfZAbg3rcX6xQ8TaFNQrOyNsNHGcaY2++ZMbZERLkOndOaRczQWQ2h+QcnZ9u6e51YKEFTCFXGerZ4rWJV64oIecpmU+Ejx8vIptTOZx+ZjWcf+Y3CxoF0oqZ4tZqCs8N16hSCjII7K6DLdsFJcMNHbUhJ9VfLiygKQVW6b5Z1Uk9hWRyRSUQHASQf8CoBUHuRtTP+z3eKcRdxoWK2tRnfxfkSNg6knV5BPawp+MNHWnPho7Jp1XgKHQ8fuTUvjYSPmvMULEFT4K+x4gjN/hYXgFjR3F0LXhLalZIaVC3vR1ep68JHST2F9wD4GyLik9I2A3hrR85oDSPG/DtSvBazOBQqVluN0cRCCeODGRScdgu9iJ195AsfNeEpmFYVVeaFnrK66qZrdopmKprrPYUMZpYrgZXdImaApmBGhI96uaK5XSmpRkBhpB/dN9q0G4g8YyK6kYg2McZ+AOByAH8NwIA9q/nlFTi/NYV4kbW3zUV88VrVqdBsZyrsxYUSNuUzSGtKz4aPDIsFtrkAGvuM/B1Isyk1cVZQs/DzKxoW7J6S0ZQD9BNeqzC9HO4tVKsMVYbgOoWKVdf3CBDGcfagp7BYbk/4KMgI++k5owDgfwLg3bZuBvB+AB8DMAvgEx08r67jf37nBE5OJes9H4Z4kbVzZ50kJbUTVc8XF8oYz2fsXkE9ahSCPIVME56Cv9lcLqWhYKxM8Rpjyc5V1Dw4vKr5UkQGEheL/ZpCxaqiGDCfGQB0pTsza5Lgegotp6TWG2E/ukowemwcp8oYm3F+fiuATzDGvsQY+88A9nX21LqHxZKB//r1o/j7H52Pv3MEteGjzhSvhe0YC23uj7RUNrFUNrFpMIOUpvSsphCUkdOKp8D/dmVSUhvzPIM8hY35+FYXvCrZrVMQsmbChGZNCDH1GmJKahIPLAwuNEfRi56CSkTcN3w9gG8Jt7Wn73MPkCQ8kwTxS9zORVTckYbtGNs9c4EXro3n0z0dPrJTUmu/uM1oCn5PYWWyj7zzS6IrVEwrUGgGoltd8BAQ9xQUhaA5WTPFioWsXr8U9HZKqm0Uqqy1808mNCtdV+AXZxS+AOA7RPRV2NlGDwMAEe2DPad5XcC/3K3mnddmH7U/JRUId3nbZdg4vEZh3NEUejV8FFzRbO98G9FfuJFPu+GjFahTED7LJAaIz5AWGe3nRiG8qpl7CqqQWqmr9kYgTGjWu3Sewlyhgh//w2/hG8+GT/tdKMVvspIQJ94DPHzUXd+dyDNmjH0QwHsBfAbAjzHPl1IA/GpnT617KHTEKLRvwRAFzbDwULtnLnCjsCnvhI96uCFeOzSFIKF5JcNHSa5NPkNaRFcVDPelIsNHXBfQBKOgqYSlsokqq5+6Zt+3O8NH5+aKODNTxHvvexonJpfqbmeMYaFouLUrrXjAQW3Z/fRi+AiMsccYY3/HGBPHcL7IGHsy6u+I6NNEdImInvUd/1UiOkpER4joD4Xj7yOi40T0AhG9sZkX0ymKRnsWVL7zVKi9QnNBmOIWdo6i7lBtw+6NT1zbNOgIzV12YSehWmWB2UcpVQFRY54CL0wUU1IrZrWjXUIb3WQEeQqALTZHhY88T8H725SqYN4Js0SmpHaZp8Dfp+WKhV/5qyfrOtkWDQtmlblhtVbCvEaAhuNHV5WuazvfniHBwXwGwO3iASJ6LYA7AbySMXYVgD92jl8J4G0ArnL+5s+d/kpdQbtaU/MvcT6rtz0ldShndzIPCw+JO8l2GKSL8yUMZDTkUlrTM41XG6Ma3O+eiBoetMM9pZQQPgI6O32tRlOoJMs+CgpnjA2kIz0FV1NQa8NHPEsnyCgoCkGh7qtT4O/Tr71uH168tIj/9HfP1ojJ/DWNOWG1VjzgilWFrsUJzdR171HHjIIzlW3Gd/iXAfwBY6zs3OeSc/xOAF9kjJUZYy8DOA7gpk6dW6O44aMWwwH8SzzYRqNgVe0WE8N9Kec5wsJH7a2RmFgoYTxvt15O9ajQ7IrDAbu5Rkdyep4Cb3Nhe26dnKkgnl+i8FGTRsGq1oePdI1cTyGoIR5gZyAZXVanwN+nf3blJrz79fvx5R+ew4PPX3Jv55lHnqfQ/PknS0ntwfBRm7kMwI8T0eNE9B0iutE5vhXAGeF+Z51jdRDRPUR0mIgOT05Odvh0bYptzj6yjUJ7LgR+kW/I2UYh1FNIoDs0wsRCGZsco9CrdQo8Vh60UDYqnvMF2hWaV2D6WtmsYiDNZzdEP49p2aEssUsqhxuFsPRL/j75hWZuFPoCPAXArlXotl0w3xBlUwp+5TY7q/7I+QX3dp55NNofvclKQlANjB9pFOw01mEAhwD8BoD7yN+IPQbG2CcYYwcZYwfHxsY6cY51tE1oNgRPoU0pqXwnusENH4VoCoboKbR+EV4SPIW03pvZR1HjEjO62pBHVacprMCc5rJpYZB/7jHPEzUFbONABhWr6i7yfjxPIVhTCBKaAduIdNvkNf49yOgqUpqC0f6Uq48B7fcUwmYpcGyj0F3v0UobhbMAvsxsvg+gCmAUwDkA24X7bXOOdQXtytzhX8x8Vm9btg7fiQ65nkLnw0dWleHSYhmbBu0vTkrtzeI1I2KhbNxTqM8+AjqvKXAtKe55okJlcbUKoZpCiQvNweGjbtwFu56C48ltHMjUtIB3NYWB9mgKiSqau+w9Wmmj8BUArwUAIroMQArAFID7AbyNiNJEtBvAfgDfX+FzCyVpw7k4+AWWz2htW0T5YsA1hTBxVJwC1urrmF4qw6oyL3yk96amUHY9hXpntVlPIbWS4SOjiqGs/bknNQq8ME+Et7oI0xUCNQWVwKNNQUIzYBuRbgsf8c+DG+1Ng5maCYLc0PH6jYrVSvYR60lNoWNVyUT0BQC3ARglorMAPgDg0wA+7aSpVgDc7dQ+HCGi+wA8B8AEcC9jrGu2nrzbZet1CnZr5ayutU1T4B7ABi40J/IUWnvuCaFwDfA0BcZY3VjGbsbwhXxEmtcU7MUm5wrNnbuMS6aFfNbRFGKepxzhKbj9j0IK2MI0BU5WDzEKitJ1Kalu+Mj5nMbzGTx9Zs69fdEpXBttQ/aRkSj7qPvCRx0zCoyxt4fc9K9C7v9BAB/s1Pm0QrGN2UdpzZ7h267sI35OrqYQ5imImkKLXgofw+kZBa+/fpCQ2a1EaQppXWno8/Z7CtmUM6e5TZ/zCxOL2L+xv2ZgS9moIqOria4ntzdTwAI+lthT8N4n8T2L9BS6MPsopSnu+7gpn8G00Dp8oWggrSnIZ+3vU0sVzYnnKXTXe7TS4aOexA0ftdxK10JaV5DRVZhV1pZqT88oRHsK4gLXak3B8Ut2JeiWIXtCq2sUeiyEFKUpZBrMqOI7Sk9o5jv41lNSj5yfxxv/+3fxnRdrs+3Kpm0Usnp8S40oTaE/rSGrq6GdUoM1Be/nME1B68Lso7JRrfFsuC7GvaSFkoF8VhdGsraWfbQWW2dL4IWPWq1QLRv2TrqZNgpx57YhgdDMv8itho++eWQCV28ddHeYKa19r2clifMUGmqIZ1VB5MXduabQjvDRw8emAKBuQlrZaXCX1eOb7/l7M4kQUeQEtmBNQXH+1msL4qdTC95XnzqHN3zoO/jzbx/H7HIl/g8E7AZ+nlHY6Hi7XGxeKJrIZ7S2XNPJ6xS6y3BKo5CAdom0vHiomdbMceeWz2ogiq5ojjMcSTg3V8RTZ+Zwx9Wb3GPNDrpfbaLSNDNaY0IzDw1yTaWdKanfOzENoD58aT+nikyC5nuu0Byyc904kA73FII0BUFQD9OROpWS+oOTMzgxuYQ//MYLuPkPHsTv/e8jiVtcF43a8aE8WWJi3n7tdZ5CkxsoyxlMFBs+0mhdtblYM7QrnZPv7PjOqh3zkvm55VKaE/IIDx+5GUotvIavP2N3l7zjFZvdY9zI9Vr4KLKiuVFPwdfnxjYQbUhjNqs4fNJuDLAsbE4YY+7M5WyCTCl/wz4/UZ6CGVKnAIRXMwO8orn9RmGuYGD3SB+++Z5X41W7R/CX/3QytMbCT9GwkNEDjILrKRjIZ3SvU26T4SPuIcUaBUXpuqaB0igkQDQKrQiHntDcRk/B4EaBC44hrbMN0+uP1MLi/fVnJ3DF5jx2j/a5x1JtiL+uBtEVzU14CsJiQ0TItWHQzo/OzgW2WfGEY6UxTSHEKIz2pzEVGj4K1xTCRGaAVzS3f8GbKxgYyuk4sGkAb3nlFgBefUEcJcOqCXcN5XSkNAWXuFEomchndegqgaj5jU6cEeboqoIqQ1cV+UmjkIBiuzwFR1Nob/jIAhFcYxOlKfDwUbNZVBPzJTxxahY/IYSOALTsaq8WPAe9HZoCTzcWyaa0lo3Co07oSFepdm6GMOktyUAff28mP31pDYVy8GP4x3Ha51Pb+C8IVaGOpKTOFStusWY+Y3sqvL4gDr+mQETYlM/4PAXNbYrYbEjUTWKIm7ym8bGl3fPdkUYhAQXDdHvMtCLSetlHbRSaK5Yb143q7FmqWOhLa0ipStMpqXwwyR1Xb6457oaPuujCTgKfjRvmKVQixpv64aEckWyq9dTj752YxhWb8xjKpWqa64nCcUZXUYy5Lvn9w3aufSkVFasauDiFDdkBwltc8Pt00lMA4KaOJg0flUyrrq5iPJ/GxHzJnqXgaApAaz29GgkfiffvBqRRSECxYrnFYe0IH7XVUxCEs0hPwRmwntabH4jztWcncGB8AHvH+muOp3rUUyi7X9ygiubGDHdQB9KcrrXUJbVkWHji9Cxu2TuCnG9oj5gCm0RTiBOao4Rxb8iOoClo8Z6CXafQGU2BV3IPOgv4QlJNoWIhk/IbBbvVRcmowrAY8hluFJpv3xKV2SbCr71uykCSRiEBBUGkbaWAzc0W0du3iBYrnlFI6+E7m4LjNjfavoFzabGEH5ycwZt8XgIgFq/1mKbAF0q1fmHzRnIm+4yCPYXWNIUnT8+iYlZx854R5HyhKLEYLUlKapymkEuFV0ZzTUEN0BSC5jNzNKX96ZaGVcVS2azzFJKGj0q+OgUAbviIexu8SryViYJRNTAiPItLegpdxNnZAt744e/iwnwx8HbGGIqGhZE2ZO542Uft8xQKFRM554uZ0YLDFXzmQjaVrPo1iH84chGMAW/y6QmAMOi+xzwF18UPaEXgZYgle6/sz7Z2sckliPVH8diJaSgE3LRn2PEUgsNH2ZQae55xwmdf2j735QDPhu/2dXEcp5LAU1DINSjtYq5gL9y8gp9rCo1kH9UZhcEMSkYV5+YKzmOKnkJz519xQpNJWmfb9++e7866NwrPnlvACxcX8fyFhcDb7Z4+aE/4yKi6Fc1Ae+YaFAR3OKMHD4apyVDS1KZ0kUeOTWHrUBb7xwfqbuMCa8/VKUQVrzXhKfgX3CRZQVE8+tI0rt46iHxGrwsflYTwUZKWHOW48FFEA78gTSFx+KjNnsJ80S5WG3SE5v60BoWSZx8VK1ZdsR1v13Lsol2pX6sptJaSmkoweQ3orrGl694ozBbsiyxsp8G/iO3I8e9E+KhkWG71bFoLTknlO8xsSrPDRw1e6NUqw2MvT+OWvSOBt/NUzG7a7STB8FUhizTuKQSHj5r1FAoVE0+dmcPNe0cB1Hsdnqdgh4/iZm9HNcSzHz+8gV+QpuClpIaHj/QOTF6b9XkKRIR8Vk/kKXCvv15oto3Ci9woON5HK3NCKkmFZrU+fHRicilxgkMnWPdGYcYpk58vhBkFPsQmerJZEnj4qJ1Cc6Fiubu1jB68s3HbBTvx50af9/mJBcwVDNyyL8Qo9GidQtlpWBZUkdsOT6E/rWGx3JzQ/Nz5BRgWw027NwCwF9/lmvBRbZ0CEG3AeHFdWPVxLiJ8FKwpJEtJtdrsKfDwEReaAVtsTqIp8PfMLzTzArZjlxYBiJ5CCympMUaY4w8fnZhcwuv/5Dv4p+PTTT1vO5BGwTEKcyE7Db6gjrQYPmKM1XRJBdpT0SwKzWHFa2L4KB1R4BYGz5W/ec9o4O292vvIMBnSIV/aRg1dkKcwns9gaqnclAfFd74jfXZ/Kb/XwY1VxqlTAKKTIIKEcJFcxGNE1SlEp6RS2yua5xzPngvNgK0BJMk+8g/Y4WzM2+/xixcX3ccDWktJdT2FGKGZGw3+Hl+Ys+slTs0sN/W87WDdGwXeUCsufLShxewjw2JgzA61ZNqdkqoLKakBixh/DbbQ3Lin8OiJaewZ7cOmwUzg7b3b+8gK/dJ6yQDNewpbhjJgDDWTvZKy5HgYfU59TJ8/JZWHjwSNKmrDUjatyEwYnqwQFD6yrHqjkErgKWgdaOHgegqiUchqicJHxRCjkNFVbMjpbkv4AR4+0pSmOwq71fIxnoKm1hav8dcxvdRYo792su6NwnRCo9CXUp3isOYuEjFbRFHILiJrg6bgDx8FLfhi+CgTkbYKAIslo2YSlWlV8f2XZ3AoRE8AwoXml1Y5NhpH1GSsxj2F+uyjzYN2a/EL840bhWWnurjfMQq8OprrBqJwnE2QzRbXxpmHj4LqKoyg4jUtvs1FJ4TmuWIFmkLu+wLw8FF8mM4/dU1EnA3CjWxKi54oOF8wMB3SGiR5nYKjKZi1RiGs5chKsO6Ngis0h2gKRYOLtLabHjcgPQx/9octYrWnzQVvSsaFZv9CzL8MdvZRdErqf/vGUdz+ke+6HtSz5xewWDZDRWbAFvtSvkKf09MFvO5PvoOvPzvR9GvrNJWIyVjt8RRso3B+LjjdOYpl11Pgk9xqdYOaNhdu5lD4udoDkOLDR4GeQrUKVaEaPcILH0XVKbS/eG3WqWYWzyVp+Ih7CkGtPrhRGMh4Hkhc+Oj9X3kGv/bFHwbelrhOgWsKzv25NrImjQIRfZqILjmjN/23vZeIGBGNOr8TEX2UiI4T0Y+I6PpOnZefmYSeAu9C6nfR33vf0/j846din0f8EvP/W/UUTKuKilWtCR8B9e0mCmJKakz46MxMEXMFAx/+xxcBeHrCoT3hRgGwDZK4q+JDS77zwmTYn6w6UYPVG/UUKlZw+AgAzofUwEThho9SXvgI8K5Hd/ynrniaQlT4yIj2FHhIM8gomFVWl6HlCs0hozgBu0tquyevzRcMt4qZkzT7yNUUAjwFLjbzwjUgfuN2fq5Y41WLVCKq5UXclFTHo/I8hbUZPvoMgNv9B4loO4B/DuC0cPgOAPudf/cA+HgHz6uG5EbB8RR8C/k/Pn8R30uQKSB+iQFbFG51ApooIAPeQuY/x2JNSmp02IrvUD7/+Gm8eHER3zsxhcvG+92ZtWH4MzV41s2jLzWXRfHg8xfxeJN/m5SKGT4uMd1Am4tqlcGwWN1OPJfSMJTTm/YUcinVHRvJd+S8aZ3oeSbRFOJGpSoK2bUQAdlSlhVkFJJ1SbW1tGhv4R+fu4gnTs1G3oczV6y4mYCcwayOslmN1cr4dR80U3rc0cvyNZ5CdPbRQtFwjbcfryFeYympazp8xBj7LoCZgJs+DOA3AYhXyp0APsdsHgMwRET1/RTaTMmw3EU/LvuIi7TiF48xhsWS4YagovCHj5qpF4g6N/6YQP24zYJPUyiZVugXdWqpjH925Tj60xo+8NUjOHxyFrfsDc46Eklrak365pIT4z09U8DZ2UKDrwz4wP1H8NFvHWv47/xUqwwnp4IzOYyIkEojyQBRw3o2D2bdjJJGWK6YNXFzN7zjhDPFuoOowjNOnNDMn6MQ8HrNKqvREwDg8k15XLt9CJdtqi9m5KhOXUNcBOn3v/Y8Pv7tE9F3cphdNmpEZiB5p1RRW/PjeQrJw0eLJdO9zv3EtRXh+MNHrlEImZe9EqyopkBEdwI4xxh72nfTVgBnhN/POseCHuMeIjpMRIcnJ1sLTfDFPJ8Jz14QPQV/i4jlioUq8zIiovCHj+J27Eko+C7ysDh40Rc+Yix4B8wYw/RSBfs29uPX37Afj740jaJhxYaOACd8JIStloUdFA9BJX9dJs7OFt1skFb45pEJvO5Pvo1zAbv1dnkKXnO6+sVm61Am8LnjWCyFGAUePnJqXojI3RTECs0xu9awYjuzWoWm+kNjWXzl3lsjPUh/Zk0YCyUDiwl7F80XDQxmaz0Ft/9RTFWzm32Uqn8f+KxmbmAALyQatoFaKBn2GhBg9ZJ2SU25ngJzXoPhPLa5asWgK2YUiCgH4P0AfqeVx2GMfYIxdpAxdnBsbKylc+JpX7vH+lEJcT/5hZTR6gu/+AeYJJ7pho+4p9BCCb3/3OrCR77HFWcuRM0+mC8aMKsMo/1pvOPQTuzb2A8i4NCe4dhzSfnS97yYuNpwCOnEJXtn30wqp5/nLiygyhDoLRgBOgCnkQLDstMIMNRT8MWdv/3CJbz1fz4ama65XDbddFRAqDjm4SPD83KyScJHZtU1dGH0pbQaY86xAjSFJCRt4bBYMkPDMH5mCxW3mpmTtClelNC8cSDAU4jYGNjrhX08qOCPL/JxRkFzNQVHaBbWkunl1fEWVtJT2AtgN4CniegkgG0AniSiTQDOAdgu3Hebc6yjcE9hjzNFLGjHX6yYyOp2bNffy2bRcR0bCh/pXvZR2zyFuvBRte5+WWfmQlTfJR7HHO1PQVcV/Onbr8N/+5lr3IEmUdRpCs578+rLxvDoiemGUlN5ZeliyWypoRwAvOwYg6C4fpSnoCoEXaUGPYUAozCUwXzRqFlsv3nkIh5/eQbnI8JKy2XLzTwCRE/BCx/x9iLJwkcJPYWg8FGAppAE3hYjyvhVzCrKZjWRUSibdri3PnyUbKZCpNAcoClE9fQSPZugc+d/Ey8012sK/POcWlwdsXnFjAJj7BnG2EbG2C7G2C7YIaLrGWMTAO4H8E4nC+kQgHnG2IVOnxMXmXeN2EYh6KLy1wGIXzy+MylUrNhdf134KGLcI2MMp6fj4/BFITPKPr8QT8GofQ1A8A6YZzzwkMAVm/O468btdfcLgg+l4SyXTfSlVNy6bxQX5ks4leD1cI5dWnJ/5llMzXJymhuF+sepWCw2I6cRTSHIKGwd4rUKnlE6OmE3Xzw9E/6eLJWDw0d80S4blud1OuGQOE8hkaYQkn2kxixuQWgJPAW+oC4mqDOYdwvX6oVmIH6mQlhFMwAM51K47cAYXrXb84q50Q36bovnG+RdGVZ0WxFOytUUvOyjPWP2ejS11jwFIvoCgEcBHCCis0T0CxF3/xqAlwAcB/AXAH6lU+clwo3C7rFwo2B3VRSLw8TdsHf/sDoHjn/ISVRq6FefOo/X/sm33bmxYbiN7uo0hfrwkdgKw75P/e7H8xSiM42C8NcpLJVN9Gc03OzUN3yvAV3hmNNuAAAutSC4McZwcspeeINao1cCRmiKJG2IFukpDPJaBfuzrFYZXpywX19UK4PlSnD4aFnIPuLPl1IVKBQd6uLNGKPIhYSP7JTUxpcKz1OIMArO4hom2IrwZJA6TyHLheYYTcGp48gEGAVFIXzmXTfhtZdvdI9FhVrFUFWQQTPMaqyXAHhFgKZVdSa/mdjjDLFaLbG5k9lHb2eMbWaM6YyxbYyxT/lu38UYm3J+ZoyxexljexljVzPGDnfqvERmlytQCNg5nAPg9VURET0F/3hFUdgKy17iiF0tgejw0SPHp2BVWeyCWPS5w17GjD98JM5ciPAUnOcb6Y8PF/kJSkntS2vYM9qH8Xy6IV3h2KUl7NtofzGS6gr/cGQC7/z092tEv+nlirsTDRJ7jRhPwZ9RFUZU9pFbq+A8/7m5Ipad3XiUN+jXFLJ14SOvgpqIYgftBE2G85MLCR9Z1Wpz4aMEQvNi2f7eVKxqrLcd1AwP8EI+cZ5C0bAzsPyZVGF4w6OCwkfedz8ofGRY1di+R4BnOPnwIKvKsJd7CqtUq7CuK5pnCvYAcJ73HBg+EkMvml9T8O4fl4Hk1xSi2k3wnO3Yi1zIjBIf27/g+2cuBN0HsC9ChVCXB56EtK7UhY8G0vYA9Jv3jCTWFUqGhdMzBfzYPjsNNmkG0iPHp/DdFydxRkh/5eJyf1oLbDVRidnNpfVkbU24wJ4KmOA2ns+ACDjvPD+f26FQk+GjiucpiHMBwvQATsW0QtNvxecIDB9Z9SmpSeCGxIoIH4mLa1wIaTagGR5gX9NpTUkUPgoKHYUR1SlXfK4g76pihetVIvz6q1jM9XQ2D2aQ1dXQFhqdZn0bhWU7k2EwFy5UFSumu0uzi9e8HH/RXY0Tm/3ZR2HNtqaWyq44GpdNUZeSyi9in7ERZy7wdLygDq3Ty2UM96WbWgBSaq2nsFSyw0cAcMveUUwtlXFc0ArCsHvJAwd3bUBKVRJrCpcc43Hk/IJ7jL+Pr9o9jPNzxTqjZMR8cRv1FIKye3RVwfhAxvUUXnBCRwd3DYfqLKZlZ7b0CS0kdFVBSlVcL8POPvIWOH8NTdA5xhsFLbB4zawyd9ffCDyNNaqqWQwbxYWQ5gOa4XGSVDUHDdiJwss+itYUgoxZJaKvlgiRndBgWFX39Q1mdYwOpFatgG3dG4WRvrSzo40SmrmQq6LK6vuUAPGaQn2dQnDxmljZmTzv2q8X1HsKXtpquKcwuVjBaBOhI/64fk2BL2o3OeLdk6fjq1a54bhsfABjA2l3sY/jomM8jpyfd4+dnF6GqhBu2j2MQsWqez+DWlOIZBL2p+KGI2wR2DyUcTWNoxcXsX04iys353F6phDoPfGFX8w+AngdgRA+Ej2FCI2Kt21PWrzmPye7eK3xpYKP74ya08zDR0BwGEaEb7yCPNkkMxWCBuxEEdX9dyEm+ygq3dkP7ybrzYjWMdKXluGj1WB22cCGPh2KQshngncatSKts6BWeE6x6V5ksZ6Cr8Ixo6kwLFbnWj95ahZ8o56kQlMhscleuNCcLHxUbkpktp+7Nny0KHgKvNkY70gbxbGLS1AVwq4RW4toxVM4OVXA9g1ZbHc0I7+uEFfQlU44uD3KUwCALUJV89ELC7h8Ux47hnNYKptusoMID0eI4SOgtn22f35D1JQ3s+q0bY9ZpLKp4MLG5jWF5EIzEH+9zxUN6CoFttbIZ7TYTVTJsAJF5jCijUK0h2N7ocneM9tTYJ5RyOgY7U9LT2E1mF6uuGM2h3LBRqFQEUIvvhz/xZKBTYMZ6ColEpp1ldzQTNiu/vCpWVyzbQhE8ZoC92J42lsmpNimKISPokaBTi+Xm/YU/OGj5YqtKfDnTGlKoiK/Y5cWsWskh5SmYONAJpGmwBhzjUeNUZhexq7RPrdbqT8DKW43l9aStSJxWxqEGJgtTlVzybBwcrqAyzcNYIdjqIJ0Bb7z7M/UGoVsnVFIFj7yb0jC6HMznGoXuebrFHhKapTQnDx8NFcwMJRLBaZ5JgofGVZgjUIYnqZQ/74uFA0MpDWkNQVLAcVrUTUwflJONwD+fR/M6hgbSElPYaVhjDnVkfYiOJjVg4vXanL8nXxw54u5UDKRz2gYzKbiheaAGDBQu4CXDAvPnJ3HTbuHMZDW4lPsDLNm52PnRUeHjyKL1xYrLXkK/LUwxmo0BSLCYFaPDbEBdubR/o12P53xfDpR9tFswYBhMWwfzmJysYxLCyUnHXUZu0b6sGWwNgMIsOP2VRZdcWo3LUyQkuoOvAlecDYPZlE2q/jByRlYVYYDmwawcyTeKPT5PIVcSvOyj4xa4dgurAw+1zij5T5GSPvs5jWF+DqFRoTmuUIFQ9l6PQFIFj5qXGiOKl4zkc/qGMhogcYsLjQpoqsKDLPqnv9gzg4fzSyXI0X6TrFujcJCyU7/4p7CYMhOQ5xX4G8nsFgykM/q2JDTA9NZRfzuvtfR1PsCPntuHhWriht2bkA+G98jvigs9oC9+AZ1dkwSPloumygaFkaaNAopVYVVZTAtu0LVrLKaRS3s/RUpmxZOTRewf9xOR92YzySqauZewusO2DnmR84vYHKpjOWKhV0jOYz2p6Gr5GYAAcJkrLiU1LZ4Cran8q2jlwDYzeR4SCtIbA4LH+X8noJfUwh5n9wamZgF0V8gx2lWUxDTLcNYKpluuDROU5gr1DfD4ySZqdC4puC0og/RFAYyGvrSWnhKakJPQVPtuRPzRQMKAf0pDaP9Kaev2sp7C+vWKPBYrmgU/BcVn1fg7rJ9jccWigbyGR1DuWAvQ8TfpTJocT7siMw37NxgX+QJso/88VV/UZz7Gtw6heDitWm3mrlJoVn3crr5l2RAWNSGEhiFk1MFWFXm1ihsHLANVJyuwENMt7lGYd4tWts12gdFIWwazNR4CkkmYyVtWuhPN/bDaxUeOnoJKU3BrpEcMrqK8Xw60FNwB+ykYoyC4HlGpaRywxbnKYSFj1qtU4ja7S6VTYw5n3MSoTms5Uo+a3vWUWnPYiFqEqJ6Hy2W7O9+fzq44M+wkmUfAfY1WHGE5nzW1jhHnfdkNUJI694obBCMgl8XEIfTAF7Kp+cpmBjIaBjKpRIJzekao1C/OB8+OYvdo30Y7U/bF3mC7CP/Re5vzeBvmqepCjSF6haQSV7NPNBk+Eio/uTutBgTDwvPifDB6V74yF5M44r4eIhp38Z+7BjO4cj5BbdGYbfT12qLr4V1VMGZ95qSeQrlhJ7CyekCLhvvdwXYncN9gQVsS75RnJya8JGv7iBKU0jaxjnrq4XgtKwpRGUflQyM9KWR0pTYTdB80YgMH1lV5mZuBVEyqk0KzUGagv3d709rISmpycNHKSd8NO9sMgGvq8BqiM3r1ijwcZMjvvCRuNPwzyvwtyhecMJHSXbBfk0h7YvtM8bw5OlZ3LBzAwAk8hT84SP7cWt3t0FzaYNabLgtLvqaDB9p9Z6CuNMNCx9NLpbd+x+7tASF4PZ+2Zi3zyVOV5h0jMbYQBqv2JrHkfMLeHl6GZpCbu+hLUPZmuwj1yhExMob9hRCFoGRvpT7/hwYz7vHd4zkAltd+EdxcnJOhpHlDvURPIWI8FHc+YmPD9RrClaTmoK/2VsQPEttIB0cmxeZLVTcTZyfJE3xSoYV2DY7jHRI3Q9gp9Lms7anEB4+SvaeieEj3seJe+yrYRTCB6yucVxPIedlH/GdBt+hibMUACH7yKi6rXMH0hoYY4nCR2J4IeOrlnx5ahkzyxUc5EYhgaYQ1DHS7yn4C9yA4MXODR8NNF+nANivZzHIU8gFv56f+OjDKFQs/OzBbXj+wgJ2DOfc3dy40844LgPp4kIJg1kdGV3FVVsG8bVnJvDsuXnsGM65u/ItQxlcXCjBcgbGGAl2z9xTYIxFNjbjqa1h9yEibB7M4JSTecTZMZzDxYVyXapkuNCsYllovlijKaSUlrOP3P5KvmyapjWFhA3xNuUz6M8EL66ckmGhZFTrRnFyxKZ4fCPgp1FNISV4v34WinaSSZUxLE02X9EMOEKzVcVy2RSMggwfrTgzhXpNAagVduobznnZR7zFRT6rYyiXQtGwEjQkE4RmX0dTXrR2cJfnKcRlY9gpdrULR8bXxM0fPgJ4pW6wpzDSpKcgutrLrqbgfYEHszoWy2ZNG+VixcKlRTsN9v9/9BQee2kG+zZ6i+ZQTk9U1XxpoYxxx6u4cou9E//eiWk3wwewM4DMKnO9Cm+GbnSdQpXFzwNIMtVsi9MY7/LN3uvj53fGpyssl01oCtXt7LMpDcWKFdiAL6urMKsscFfuNWNMKDTXZR81qSkoybKPBjIaBjLBYRgO9wBCheaYTqmMsYaNgqoQNIXqwkd84uJAhKaQZKgRR1ftGh/RUxjM6tAUkp7CSjKzXEFaU9wvAv8w5osGttnrshB6qc8+4hfwQEZzd0TzRSM0Zlk2q7W7dV8O9AsTi8joCvaM2iJrPqth0WmQFdZ2olAxkfWJm2k9xFNI+TwFs94o5DNa4jion5SQvrcUEP5wd3Il0zXEfIjIL71mL157+UZ86cmzuFmY8kZEiaqaLy6W3CEpVzlGwaoy7HL0BEBoTDdfxKbBTKI0TTEZIMp4VMz4FhKbnec/4PMUADgZV95x3gzP73n0pdSa8FxGrw0JAva16T9XV2huNnzUwXkKvJtuf0z4KKqaGYgPH5XNKhjzkkWSEpTNxycu5rMajGo1uEtqAympKVVBoWJivmi6xo2IMNKfWpX+R+vXU3AK1/gXj4/4Ey8qf/hIzD7i8f58Rncv1CixuV4YrBWaX3Jy6vmgdn6RR31RikILDu9x1Zq+RkFzaf0twAE7fNSsyAzU5nQvBhRfDQX0lxIzwMbzGfzKbftw3Y4NNY+bpKr50kLZ1R82DmTcbJbdNUaBt7C2dYXnnCI3Plwl8DUlHMmZpIXEay4bw2suG8OYkPIbVsC2VLbqRGbAM+w8VOmvaAYQqCv427aH4U53CwgftVSnECI08x13f1pHf1qvKWTz43VIjQkfhXxf+EYpE+Mt+Unral1KKo8SDGR09Kc0lM1qnYdmWKyhlFTDYlgQPAUATlWzDB+tGLPLlZpdh+spFOqNgr/hXMnnKQy5oadwDaBs1OaV+1NSX5pcwl4nFZM/LhBd+h9UoelvtOeFj7xFJkhonmyhxYX9vN5AkrDwEVAbnuNtL6JqI+Kqmnk1M89UAjxvgQ9PAry5BjwD6b7DZ7B3rA9Xbx0MfeyoNuMiSTyFO6/dis/+m5tqdv/DfSn0p7U6o7Ds65DK4Z8h33z4hWYgeNBO1BAgkZRmZ6YFFa811yWVN8QLNgr2YsowkNGQz2iRc5rn3A6p4SmpQHj4yN8nLClprb7/Fc8KzGd0d+PjDyEZDVQ066qCxZKBilV1XweAVWt1sW6NwvRypWZuQFCn1KJhf9DcU+BtKoqG5V58+azXZTXSKAS0JeDHy6bdLnqvsLPNZ6PdYcOyv1D+GKl/wXd1EX/4KEBTGGvBKLjZR6adkqoqVNORcjDg9cws1WaABeGvav7kwy/hP33lGfd3Xs28UfByuFEQPYW8E6I4N1fEicklHD41i7sObo8UkJN7CvGaQhBEhB3DOZyars1AWiqbdZlHgBeO84xCraYABBsFt2FfgnMUW2lwTKva3JAdV2gOfv/cepaMFis0z0V0SLUfI/r7wj3jRjQFIDh85HkKmmu8/SGkslV1B+jEkVIVN9FD9BTs8NHKewrrVlOYLVRc9x3w3NIao+A0vuM7ND7MpCRk2AxkNCjOwhJVfegPH4kVzaenC6gyuBOXAGFwSMjuKUhABuzitHJA+Ei8X0ZTMbtc+7jTS5Wmhutw0j5NoS+l1iy4QeE5N3wU8bxiVTMR8KffOo5ixcLvvPkqpDTFNRiip/Bzr9qJwayObRu8LBSeAXRhvoj7Dp+BqhB++vqtMa+pEU+hscWGs2M4586k5iyVTddTFHGbLzrvW43nGSISA8lqMjh9Qi0Ex6o2pynobkVzsKfgZqmlvXz/sEyvWccohGkKqkJOa5iQ74vzvjRSpwA4EwV9odYFIcmEewiiQWPMFvzTiT0FckNnolEY609jcqkcm/3WbtatpzAjNMMD7EVTU2ob24XtsouippDV3d1LVFO8+uI1L731xKS9U+T5+fbjcnc4ePcUVH/AHzc2JTVV2+iNZz60Ej4Sm/HZi1rtji7IU5herkBXqaby2Y9Y1fzAcxcxX7TdbD7nmBe2iZ7C1qEs7nn13rov0pahLE7PFPGlJ87htQc2uuJ0GH5PYXqpHGggGulz42fnSA5nZos1E+Piw0dcU0gYPkqYfWQ/R4Cn0OSM5mxKhULhm6Uld2OlYyBjp4SH1YXMFStIaUrkPISopnjNh4/qCxjFDWFQ+MhyutIm1xTqPWrADh9VBI1upeiYUSCiTxPRJSJ6Vjj2R0R0lIh+RER/R0RDwm3vI6LjRPQCEb2xU+cF2F+SRSELxnn+ugKrwF22UyS0UDJBTp+SrK4ipSnRQrNRrek9oyr2cI2SaeHEpD1DoBFPgVf/5n2Lr78GIejLkPENj+FZQK0YBT51jIeP/ItakGYzs1yuEfuDEKua7zt8xn2cp8/MAUCgpxDGlqEMnr+wgKmlMt564/bY+4tV2mXTwu0feRgffuDFuvsVGhzeIrJjJIeKWXXnQQD1ozg5uTQXmsPDR0FGK2n2ERDcgtts0lOwW3r0hQ5X4rMU+tPe4irOVxCZdQZiRV0rdm1PnNDc2OcUFD5yQ8dOSqp93t7zcs8oyThOoNZ4+MNHAFY8hNRJT+EzAG73HXsAwCsYY9cAeBHA+wCAiK4E8DYAVzl/8+dE1Jw/ngD+pfJXRw762mcXDLvdtfih8eE4C0UD/WkNikIgIruqOURTsIec1I9D5IVmL00uYzyfrllIo/KurSrDf/3aUWwdyuINV4zX3MbbPfPKbP/MBfs11GoKU4tc8G0hfCRMqQqKiaec9F9/+Gg4pi6CZxX98PQsHjk+hbtv2YWRvhSePmsP0xGrmePgtQKj/WncdmAs9v5iR9kHnruIycXg6XGXFsqxXkfcOYnjQv2jODl8czLDPQXfOE7AC3mKJM0+AuzwkVi8xhhz0qKbWyr2bezHsTCjIOy485ng2DxnYqGMTTGGP5+JDx817CnoAUZB9BScz0nMEkzSV0tErKoXN3mr1eqiY0aBMfZdADO+Y//AGOPv3mMAtjk/3wngi4yxMmPsZQDHAdzUqXNzC9d88Ul/e+dipb7YhQ9IXyyZNR9gVFM8s8pQDRhyknbmNL80teTWJ3D4NLigFLv7Dp/BcxcW8Ft3XB4QPlLAhOlwBec1iDssf4hpqg2egrirXiyb6M/UC4L+/lLTy5VIkRnwqpo/+fDLYAz42Ru24ZXbh2o8BV7NHMdmJy31X1y/NdEXVnxN9x0+CwB1s56rVYaLC6XI1NYo+N9NOI/LmF1VHyQ086aGcw1mH5XNKoiQaLfv9xR4M7tmPAUA2D/ej5NTy4GdRpdiFleRCae+JIqoLgCux9yw0FyfkrpQMpxQlup6OKKm0IiGA0SHjwBgKqb3V7tZTU3h3wD4uvPzVgBnhNvOOsfqIKJ7iOgwER2enJxs6ol51suw31PwhY8KFbOuDiDrNB7jrXM5UU3x/KM4OWlNcT0FUU8AAEUh9Ke1uot8oWTgj7/5Am7ctQFvvmZz3XP55zSEVT2LtQz8omtL9pFTrh+kE/jfX7+uE4RX1VzGrftGsH04h1duG8LxySUslU1cXCi51cxxXL9jCHvG+vBzr9qR6P78vXx5ahkPH5uErhImfH2YppbLMKsMm5s0CvzvuLEpm1VYvrbjnFxE9lEmRlOIasNR8xw+TYGnkzZTpwDYzQ3NKqvLsAKEYUJpwSiExM8vzJfctOIwgjodc9zwUVPZR/Upqdyz4ee9XBM+iu+rJSJuUPKCUeDtOpLMNm8nq2IUiOi3AZgAPt/o3zLGPsEYO8gYOzg2Fh8CCMLf4oLjb2wX1JqaN5zjrXPD/laE1w34WytndAXn54qYLxrYO9Zf93dBTfH+7FvHMVOo4HfefFXgl9w/krNYMQMylFSnqZp98fICmVbCR7wymHdJDQp/1BmFpXijwKuaAeCug7YOcM32QTAGPHN2HpcWk4du9oz141vvvQ07R/ri7wxv0f3C90+DMeBnrtuGmeVKjZfFd/hxoY0wbC9HwYQzFU5cKP3wz5FnjiUtXvMnOURhd2INMApNegq8DXpQCImndvZnNDcxIahWYalsYrFkxnsKGT22eK25OoX6lFT+3edNHxfbED4aSGs19SCDOR1XbM7j0ZemGzrnVllxo0BE/xrAmwG8g3ktSc8BEJW/bc6xjnDT7mF86u6D2D5cu/Ow2zt7u/2g/ut8QPpC0awpNNmQyFPwGwXVraz1ewpAvXB2Yb6Iv/ynl/GzN2zD1duCi64yQsgDCJ+5AHi7yumlMrK6Grg7TYqmKlCdPjFLIUKpGJ4rmxYWy2Zs+AiwaxUGMhreeNUmAMArtw0BAJ4+O1dTzdxuuGd3eqaAW/eNuH2pxLoJvsOP28WGYafKZt0BQGGzFACvmG7GTUkVkwecvlwh4aNUwpRZ21MQMmkc0bRZTWHvWD+IvMQIkcWyiZSmIK2prtcdpClMuO9xtFEYzOpY8vXX4jQbPgpOSfVShhWF0JdSazwcI0FfLRF+P9FL4Ny8ZwRPnJqNTYtuJytqFIjodgC/CeAnGWNiGef9AN5GRGki2g1gP4Dvd+o8Ng5k8PorxutCQ7xpG08PDFpQ+TCTxbJRk3YZpSmEhY8yuurubII9hVrh7NlzCzAshrffFB7+qPMUgmYu+OZDTy2Vm+6OWvPcmu1FLVfMuvnCQK2nwHe7UTUKnF99/X784b+4xn0dw30p7BjO4ekzc7gk9D1qN2JG0V0Ht3tV0YKu4HoKTYaPANvL4I8T1iEVsBegnDBMR9xkaKqClBrcKTVJxTWnPnxkX7vNegrZlOrUYgR5Cl6YMSp8lNQb45u0IMPCBfjGw0dBKalGzQLen6ltitesphDUAfaWvSMom1X88PRcQ+fdCp1MSf0CgEcBHCCis0T0CwD+DMAAgAeI6Cki+h8AwBg7AuA+AM8B+AaAexljK2caHQZzKTDmXVSFgDYSPGNIjCsCtqZQNqvBeeyhnoLiHt8S0O7XL5zxbppi0Z0f/2S14JkLtW27z84Wmw5/1DyupmCuUAFjCNQUhoTsLp4Gm8RTeO2Bjbjj6lr95Jptg3jk+BQMiyXWFBqFG3HupfhFYcA2EClVSfQ6wtg8KBgFQXwNgn+Wdkpz7fU0lNMDZ09UrMbCR1zXAAShuUlNAQD2b+zH8Yv1RmFJ2HH3R3gKF5zQWpw3xm8/Pln/XEXDQsrxZhshLCVV/Hz601pgSmryLqlOv7Ns/Wd+055hKIQVDSF1Mvvo7YyxzYwxnTG2jTH2KcbYPsbYdsbYtc6/XxLu/0HG2F7G2AHG2NejHrtTuP15irZ7XgrxFApO62y/pwAEN8UL6n8PeIvO7tG+wIvV3z77zGwBuZQaGYf3hGb7OaPCRyXDTl194eJiTffOZklpitvPKCx8VDTseQDTrtjf3IJ+7fYh971JUqPQDLyw7meu24qMrtaJwoCdFTM+mHYbGTbDpkFv1gNPBw0L5fFNStAif8XmvBuOFCkbydtweJ1S7fMwWtQUAGDfxgG8NLVUF9bhHVIBO4SS0ZVITyEuTHjz3hGoCuHbL1yqu82eWdH4cheUkurPPPR3eG1YU9DCPYV8RsfVWwfx6Imphs+9WdZtRXMQ/qrbglGffZTRVSyWTLd1LsffFO9D//ACPuQUOoWHj+y3P0hPAJy5s4KncHa2iO0bcpFZJGKlNBA2stPzJs7Pl7BYMnFgUx6tktZU1wMICx8B9vvrn5HdKNc4ugJQW83cTogIX/n3t+J9b7oCgL1Q5zOaKwoDTlZMvjk9gbN5MAOzyjC9VBZGcQaHObjWEGQUXrE1j2OXluq81UY8Bf9IzlY1BcD2FAyL4ZSv8Z/dIVXcceuBQvOFhRJG+lKxoZ/BrI4bdm7AQ0frsxJLAV5/EtJOUoZo0PyZh/6+TUaj4SMl3CgAwKG9I3jqzFxd+5FOIY2CwJCvsV2xEhA+EnYbtZ6C1z777GwBH/v2CfzVY6fswrWAoSiAJxz6axTEx1+qeBrHmZlCnTjux68XBIWPxKKsF5x2EVe0wVNIa4qb7huYkuq8RwtFw+uQ2qRReMXWPPjmtVOeAmBrPeJitHkwW+sptFCjwNkkaBXLEZoCIHoK9QvcVVsGYVVZnahbNpK34eD1EXzWcauaAmDXKgDAMV8IyR6w432H8iGDdibmk7/Htx0Yw3MXFurCaI0O2OHw7yzXCfjERb+nEKQpJB3Hye8XZhRu2TsKw2I4fHLWPfZH3zzq1uq0G2kUBHaO5JDSFPzFwy/BqjI79BKQfcTxF68BdhuHTz9yElaVYWa5gpemlr3wkb9OwXmsvRtDPIWMZmscZbtR2NnZIrZtCNcTxOcomRaePjOHiYVSXQqmGD46OmEvIJetUPgIsI3uzHIZqkKhX4Q4cikNlzmDaZJUM7eLTYMZt1aBMebkz7dmFMSwVJxR4AbeH4oEvO6wR3whpEZ6M2X12pkK7dAUeBLF8aDGf+nwHTenkff4tQc2AgC+80KttxCUSZiEtC+bT+yQyulL1xozo43hIwA4uHMDNIVcXeG+H5zBxx46gQeP1ofJ2oE0CgIbBzL43bdchYePTeGjDx5D0QjWFDjihcG7N56cLuCLPziN63YMAQCeODnrhY8C6hSAcE9BbHUxVzCwVDZrOn8GIQ7v+S9//xxG+9O4+5Zdofc5emERW4eydT2UmkEU5cLqFAAvfLQhp7cUi79x1zDG8+mmvuzNsnkwg/POTIaZ5QoqZrUNngIXsIte9lFASirgNcULCgdt35DDQFrDkfPzNcfnChV3sY/DP5KTi6ateAp9aQ1bh7J1GUiLpdpusGEjOZNUM3Mu3zSATfkMHvLpCkFh1CTwVF5+XfPzE7OPBtJaSxXNUSmpgP3+Xbt9CN87MY0j5+fxn7/6LH5s3yje/fr9Db6aZEij4OPtN23Hz1y/FR958BgYQ301sLDbFz9E7il86pGXUahY+P2fvhpDOR2HT80InkJ9nQIQoSkITfHOztpx7O0RmUfiY/7tE2fwxKlZ/OYbD9Qt0KKn8MLEYs0w+VYQPaGg7BmxPfl0gsK1OH7j9gP4m1+8paXHaJRNgxlMLZVRMatCjUJrRmE4l0JKVXBhwfYUsroamiWTiwgfKQrhii35Gk9hYr6EE5PLbo1FHP7wEfcUWtEUADuEJIaPGGM1QjNQL9gCtnGaLRiJ60CICLcdGMMjx6ZqpqGVWgwf8e/wgjB1zT1vJyWVl115Fc1JNYXo8BFgi+jPnJ3DL/3VE9iQS+Ejb7u2qcFHSZBGwQcR4YM/dTUOOKGJunh8iKeQ0VWkNQVTS2XcdmAMV2zO44YdG3D41KygKdQ+1k9ftxUfeMuVdW2mOWL77DOztkgX6yk4z/HYSzO4eusg/uUN20Lvs1Q2cWJyqS2ZR0DtzijKU7DDR60bhXxGx46RaCPZbrgBuLhQEmoUWhOaFYUwPpjGxHwJS2UrsogwF5F9BNghpKMXFt3F/Dsv2jvmJA0AAS98VHTCR+3QFABbbD4xueSeV8mw017702JsXq8LH/FQXSMp07cd2IjFsoknTnkx+KAphUnwt093PYVMrUBuVpl7H8NssEuqFu0pALZRqDJ7cuDH3nFd5LTCVpFGIYBsSsXH/9X12D3aV7dghmkKgBdC+sVX7wUA3LBrA16aXHarVf1f5MvGB/CuW3eHnofoKfAahThPQQxR/c5brgwMz2RS9n2OnJ+HWWVtMwri6wta2PK+8NFIk+moqwk3ABMLJVxYaI+nAACb81lXUwjLPAKE8FFIeuVVWwZRNCy8PGXvyh86OonNgxl3kxOHl5Ja6ym0oikAdg+kslnFWWdzExSbHwjocurVKCR/j2/dNwJNoZoQUsmoNukp1Nb08GzAGk/B+by4wWhUaN431o/do32RHvv1OzZg/8Z+fOAnr8INO4cbfBWNIY1CCHvG+vHQf7gNh/aM1ByvzT6qXfjGBzN45fYhHNpjf2gHnQ+P5xiHfZHDGBQ0hbOzRQxm9djYf1pTkNVVvPmazbhxV/DFw8NHT5+xY89XbG49HRXwhPOUpgTGU1WFMJDR7PBRGzyF1UAUhSfmi1AVaqm7LGeTU8AWNkuBExU+AmrF5opZxSPHp3DbgY2JJ3flfOEjw01Jbc0o7PNlIPFiL79RWBLCMEBzFeMDGR037hquEZtbFZorlv1+eJpCrUAOeNXYvE4hafho+3AOD/2H2yJDZBldxQP/z2vw84d2NvgKGmfdjuNslqyw8Pkvsj9/x/VIa143ymu2DUJXyS1RT3qRcDxPwQ4fxaWjAnb466v//taYqmf7vJ+/sABdpZpZxq3AX1/UJLXBrI7p5Qrmi0ZPGgVRFL4wX8L4QLotsd3NQxl841k79TLKKEQVrwF2A7qUpuDI+QVsHMhgqWwmDh0BnidS9Gcftagp8MZ4L1xcxBuuHK8ZxcnpT9vZdoWKF0K70GQbkddePobf/9pRnJ0tYNuGnFOn0ETxmi/7KFBTcEJgPHOs0TqFbqM3z3oV4YYgHyCkbh3K1uwaM7qKV2wddCdXaQ0aBb4DWSja4aNtQ8ni55eND0TuinSVoJDdAXPvWH/i1Lk4uCcUtagNZnW3jfJoC11ZV4uBtIa+lOp4Cq3XKHA25zOoWFWcmSlEGtWo4jXAzmQ5MD6AI+fn8e0XLkFXCbfuG018HnzTU/DVKbRq+PIZHXtG+/CkE+cXR3FyvE6pnq4wMW/Py/AXkcbBmyd+9anzAJzsoybmaLstYUxuFOyJi+Jn1OcLHzXaEK/b6M2zXkU8o5AshfPgTjvrI2lFqQgfRj7vhI+SeApJICL3dbQr8wjwXmOQyMwZyul42ZlJ3WyLi9WEiNxQz0SCHv9JEQvYknkK4QvcK7baGUgPvXAJN+0ejvw8/KgKIaMrdZpC0vh4FIf2juDxl2dgWlUsCaM4OV4YxtMVmq0D2TnSh0N7hnHf4TOoVlnTQrPbEp5nHwkTFzkDjqfgDx+1Ks6vFtIoNAi/sMIalvnholCzrmQ+qzsFcNVYkbkRXKPQJj0B8F5jUIsLDu9ECzTf4mK14a2uL7TTUxAeJ4mmENXH58otg5grGHjx4hJuu2xjw+diz1Tg2Uft0RQAu+PnUtnEs+cXakZacvjuu8ZTWCg2LeTfdXA7Tk0X8MjxKTDWeIdUIDj7yL8h5Nc7Dx9VLJZ4qFE3Io1Cg2QSpI+J3OB6Cs0VWA1kNDznFCNtj6lmbgT+OtqVeQR4rzFqZxo0mLzX2DSYwfGLiygaVlsyj4BaoxCVfeSGjyIWOC42A3ZsvVGyutc+27TaoykAcJM2vndiKrAbbNBMBTtE15w3dscrNqM/reFzj54C0PgsBSBYU/BvCN3wkWMUSs5s915FGoUGadRTGBtIY9dIruHMI04+q7uT0eJqFBphtcJHg1nPEPSup5Bxs3Pa5SmM9KfdcEMrQjMAXLHJ7gu1bUM2cE5HHH1pFYVyezUFwJ45fGB8AI+emA6cG+HP4imbFqaWKk0b3mxKxVteuQUPHr3o/t4obkqqybOPjDpPwQ0flezMqe++OImrtgQPweoFpFFoEC5WNdIW4s5rt+L6HckqSv2IzxPX96gR0rqKwazeljkK7mMmDB8BAJFX19FriDpCuzQFVSG3sV+UUY0rXgPsxe91l4/jrQe3NxXCyKY0FAxfnUKb4uM37x3B4ZOzmFmuIKurNWKsfyTnpQW7424rhveug9vAM1ybbZ0N2OGjpbKJI+cXsM2n7WV0e07DslMw99LUMn72YH3RaK8gU1IbRFEIG3J6Q+2af/2fXdb08/Esp9H+dFM7nTCG+3SM9qfaGvfkC1VcSipgt7zoVJl+pxF3ru0KHwH24ndurhijKfDso+hr4ZN3H2z6PHK6KlQ0t6d4jXNozwg+872TeOT4VN3mod+nKbSjjci124dw2Xg/Xry41GKbiyq++P3TWCyZuPvmXTX3ISK7RUfZxF//4Az6Uire5BsK1UtIo9AEf/vLt3Ssh78frl20M3QEAH/8s6+E2mYhjAvNUYsa7xHVq6EjwNu5KtTeDq38caPePx6/bjYcmYS+tIrzc/ZuvZ2aAgAc2jMMIuD4pSXs8dXH+EdyNlPN7IeIcNfB7fj//s/zzTXEczyZ5bKJv3rsHA7tGcYrtw/V3a8/rWFivoTvHpvEW67Z0tK889Wmd898FWkmTtss3FNoZ+YR0L6wh0gjQnMvtrjg8EVqbCDd1lz0zW74KHzx2pTP4D1v2I83XDHetuf1k01p7qxnnnPfLq9uKJfClZvtlFm/LqcqhL6UWucptNpb6q4bt+PiQgkHQyr8oyAipDQFX33qPC7Ml/D7P3N14P360xq+dfQSKlYVd924vaXzXW06OaP500R0iYieFY4NE9EDRHTM+X+Dc5yI6KNEdJyIfkRE13fqvHoN7ilsb7On0Aka0RR62VMYzOrI6ErLi5Uf11OIKNQiIrznDZcFzvRuFzldRaFi4ukzc/jTbx3DSF8qcH5ws9yy185CCrpO+jNep9SJ+RIG0lpDdRZB5DM6fvsnrmz6cdKagnNzRRwYH8BtlwVnc/VnNFSsKvaO9eF6p21+r9JJofkzAG73HfstAA8yxvYDeND5HQDuALDf+XcPgI938Lx6Ci40t9tT6ASpRNlHjlHo0XRUwF6Yd430YWebP5NdzjCk0RUcGhRELq1ieqmCt37iUWR0FX/9i4eaTqkO4mZuFAKuk/60hpenl/Ff/vdz+JvDZ7BzdPWve/7af/E1e0I1OB4uuqtJcb+b6Fj4iDH2XSLa5Tt8J4DbnJ8/C+DbAP6jc/xzzO6E9RgRDRHRZsbYhU6dX6/Ad2jt1hQ6Af/yRLa5yPHwUe8aBQD4i3cebKvwDwCvu3wjvnrvrSsangwil1JhVhmu2pLHJ+++se2T7W7cNQxVoZq22ZyBjI7vvzyDJ0/N4k1Xb8avdWiQTCOkNQWbBzN4yyu3hN5nIK1BVQg/ff3WFTyzzrDSmsK4sNBPAOCB0a0Azgj3O+scqzMKRHQPbG8CO3bs6NyZdgm37BvFv/vx3aEdT7uJG3ZuwD2v3oMbIwa6DKQ1/MYbD7i9aXqVTnhuikKBIuZK86arN8OsMrz79fsb7jmUhIGMjg+85UpcGVBN/0uv2YOjE4t424072lYD0iq/+rp92DyUjdSP3vGqHbh57wg2DnTHObcCiW1q2/7gtqfw94yxVzi/zzHGhoTbZxljG4jo7wH8AWPsEef4gwD+I2PscNTjHzx4kB0+HHkXiUQikfggoicYY4F5yytdvHaRiDYDgPM/n4JxDoAo2W9zjkkkEolkBVlpo3A/gLudn+8G8FXh+DudLKRDAOalniCRSCQrT8c0BSL6AmxReZSIzgL4AIA/AHAfEf0CgFMA7nLu/jUAbwJwHEABwLs6dV4SiUQiCaeT2UdvD7np9QH3ZQDu7dS5SCQSiSQZsiGeRCKRSFykUZBIJBKJizQKEolEInGRRkEikUgkLh0tXus0RDQJO4spKaMApjp0Ot3Menzd6/E1A+vzda/H1wy09rp3MsYCu/v1tFFoFCI6HFbFt5ZZj697Pb5mYH2+7vX4moHOvW4ZPpJIJBKJizQKEolEInFZb0bhE6t9AqvEenzd6/E1A+vzda/H1wx06HWvK01BIpFIJNGsN09BIpFIJBFIoyCRSCQSl3VjFIjodiJ6gYiOE9Fvxf9F70FE24noISJ6joiOENG7nePDRPQAER1z/g8fjdbDEJFKRD90hjaBiHYT0ePOZ/7XRNTbM0B9OGNr/5aIjhLR80R083r4rIno153r+1ki+gIRZdbaZ01EnyaiS0T0rHAs8LN1Rg581HntPyKi61t57nVhFIhIBfAxAHcAuBLA24noytU9q45gAngvY+xKAIcA3Ou8zt8C8CBjbD+AB53f1yLvBvC88Pt/A/Bhxtg+ALMAfmFVzqpzfATANxhjlwN4JezXvqY/ayLaCuDXABx0JjqqAN6GtfdZfwbA7b5jYZ/tHQD2O//uAfDxVp54XRgFADcBOM4Ye4kxVgHwRQB3rvI5tR3G2AXG2JPOz4uwF4mtsF/rZ527fRbAT63KCXYQItoG4CcAfNL5nQC8DsDfOndZU6+biAYBvBrApwCAMVZhjM1hHXzWsFv+Z4lIA5CDPct9TX3WjLHvApjxHQ77bO8E8Dlm8xiAIT7hshnWi1HYCuCM8PtZ59iaxZmPfR2AxwGMC5PsJgCMr9Z5dZD/DuA3AVSd30cAzDHGTOf3tfaZ7wYwCeAvnZDZJ4moD2v8s2aMnQPwxwBOwzYG8wCewNr+rDlhn21b17f1YhTWFUTUD+BLAN7DGFsQb3MGGq2pPGQiejOAS4yxJ1b7XFYQDcD1AD7OGLsOwDJ8oaI1+llvgL0z3g1gC4A+1IdZ1jyd/GzXi1E4B2C78Ps259iag4h02Abh84yxLzuHL3J30vn/0mqdX4e4FcBPEtFJ2KHB18GOtw85IQZg7X3mZwGcZYw97vz+t7CNxFr/rN8A4GXG2CRjzADwZdif/1r+rDlhn21b17f1YhR+AGC/k6GQgi1M3b/K59R2nDj6pwA8zxj7kHDT/QDudn6+G8BXV/rcOglj7H2MsW2MsV2wP9tvMcbeAeAhAP/Suduaet2MsQkAZ4jogHPo9QCewxr/rGGHjQ4RUc653vnrXrOftUDYZ3s/gHc6WUiHAMwLYaaGWTcVzUT0JthxZxXApxljH1zdM2o/RPRjAB4G8Ay82Pr7YesK9wHYAbvV+F2MMb+ItSYgotsA/AfG2JuJaA9sz2EYwA8B/CvGWHkVT6+tENG1sIX1FICXALwL9kZvTX/WRPR7AN4KO9vuhwD+LewY+pr5rInoCwBug90e+yKADwD4CgI+W8c4/hnsMFoBwLsYY4ebfu71YhQkEolEEs96CR9JJBKJJAHSKEgkEonERRoFiUQikbhIoyCRSCQSF2kUJBKJROIijYJEIpFIXKRRkEgkEonL/wWXSyqeIMT1uAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df[\"S.No.\"],df[\"Score\"])\n",
    "plt.ylabel(\"Score\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3e945e2",
   "metadata": {
    "papermill": {
     "duration": 0.007596,
     "end_time": "2022-11-20T05:42:45.708079",
     "exception": false,
     "start_time": "2022-11-20T05:42:45.700483",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# MOST OF THE HIGHEST SCORE ARE AT THE SECOND HALF OF HIS CAREER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "83010f94",
   "metadata": {
    "papermill": {
     "duration": 0.007466,
     "end_time": "2022-11-20T05:42:45.723081",
     "exception": false,
     "start_time": "2022-11-20T05:42:45.715615",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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