main.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-07-04T03:09:17.669708Z",
     "start_time": "2024-07-04T03:09:17.665987Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats"
   ],
   "outputs": [],
   "execution_count": 39
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:09:18.885342Z",
     "start_time": "2024-07-04T03:09:18.878637Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Load data\n",
    "human_data = pd.read_csv('./data/human_game_data.csv')\n",
    "rl_data = pd.read_csv('./data/RL_game_data.csv')"
   ],
   "id": "a557a4ceead6e225",
   "outputs": [],
   "execution_count": 40
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:09:21.867043Z",
     "start_time": "2024-07-04T03:09:21.858565Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Convert date columns to datetime format\n",
    "human_data['Game Date'] = pd.to_datetime(human_data['Game Date'])\n",
    "rl_data['Game Date'] = pd.to_datetime(rl_data['Game Date'])\n",
    "\n",
    "# Convert time columns to timedelta format\n",
    "human_data['Elapsed Time'] = pd.to_timedelta(human_data['Elapsed Time'])\n",
    "rl_data['Elapsed Time'] = pd.to_timedelta(rl_data['Elapsed Time'])\n",
    "\n",
    "threshold_duration = pd.to_timedelta('00:00:10')  # 10 seconds\n",
    "# Filter out early quits for human data\n",
    "human_data = human_data[(human_data['Asteroids Hit'] > 2) | (human_data['Elapsed Time'] > threshold_duration)]\n",
    "rl_data = rl_data[(rl_data['Asteroids Hit'] >= 2) | (rl_data['Elapsed Time'] >= threshold_duration)]\n"
   ],
   "id": "c255b9c78a512835",
   "outputs": [],
   "execution_count": 41
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:09:25.987601Z",
     "start_time": "2024-07-04T03:09:25.955837Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Basic statistics\n",
    "def get_statistics(data, label):\n",
    "    print(f\"Statistics for {label}:\")\n",
    "    display(data.describe())\n",
    "    print(\"\\n\")\n",
    "\n",
    "get_statistics(human_data, \"Human\")\n",
    "get_statistics(rl_data, \"RL Agent\")\n",
    "\n",
    "print(human_data)\n",
    "print(rl_data)"
   ],
   "id": "749ae5dec0c02f98",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics for Human:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "                           Game Date               Elapsed Time         Score  \\\n",
       "count                             78                         78     78.000000   \n",
       "mean   2024-06-18 19:41:32.307692288  0 days 00:00:00.000000061   3319.025641   \n",
       "min              2024-06-07 00:00:00  0 days 00:00:00.000000011    668.000000   \n",
       "25%              2024-06-11 00:00:00  0 days 00:00:00.000000038   1686.500000   \n",
       "50%              2024-06-15 00:00:00  0 days 00:00:00.000000053   2536.000000   \n",
       "75%              2024-06-30 18:00:00  0 days 00:00:00.000000073   3921.000000   \n",
       "max              2024-07-04 00:00:00  0 days 00:00:00.000000210  17630.000000   \n",
       "std                              NaN  0 days 00:00:00.000000037   2764.147923   \n",
       "\n",
       "        Accuracy  Asteroids Hit  \n",
       "count  78.000000      78.000000  \n",
       "mean    0.578590      34.435897  \n",
       "min     0.180000       7.000000  \n",
       "25%     0.440000      17.250000  \n",
       "50%     0.560000      26.500000  \n",
       "75%     0.737500      41.000000  \n",
       "max     1.000000     181.000000  \n",
       "std     0.190179      28.757648  "
      ],
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Date</th>\n",
       "      <th>Elapsed Time</th>\n",
       "      <th>Score</th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>Asteroids Hit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>78.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2024-06-18 19:41:32.307692288</td>\n",
       "      <td>0 days 00:00:00.000000061</td>\n",
       "      <td>3319.025641</td>\n",
       "      <td>0.578590</td>\n",
       "      <td>34.435897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2024-06-07 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000011</td>\n",
       "      <td>668.000000</td>\n",
       "      <td>0.180000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2024-06-11 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000038</td>\n",
       "      <td>1686.500000</td>\n",
       "      <td>0.440000</td>\n",
       "      <td>17.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2024-06-15 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000053</td>\n",
       "      <td>2536.000000</td>\n",
       "      <td>0.560000</td>\n",
       "      <td>26.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2024-06-30 18:00:00</td>\n",
       "      <td>0 days 00:00:00.000000073</td>\n",
       "      <td>3921.000000</td>\n",
       "      <td>0.737500</td>\n",
       "      <td>41.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2024-07-04 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000210</td>\n",
       "      <td>17630.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>181.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0 days 00:00:00.000000037</td>\n",
       "      <td>2764.147923</td>\n",
       "      <td>0.190179</td>\n",
       "      <td>28.757648</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Statistics for RL Agent:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "                 Game Date               Elapsed Time        Score  Accuracy  \\\n",
       "count                   57                         57    57.000000  57.00000   \n",
       "mean   2024-07-03 00:00:00  0 days 00:00:00.000000077  3491.964912   0.44193   \n",
       "min    2024-07-03 00:00:00  0 days 00:00:00.000000037  2368.000000   0.33000   \n",
       "25%    2024-07-03 00:00:00  0 days 00:00:00.000000048  3052.000000   0.39000   \n",
       "50%    2024-07-03 00:00:00  0 days 00:00:00.000000058  3430.000000   0.43000   \n",
       "75%    2024-07-03 00:00:00  0 days 00:00:00.000000065  3798.000000   0.48000   \n",
       "max    2024-07-03 00:00:00  0 days 00:00:00.000001132  5018.000000   0.65000   \n",
       "std                    NaN  0 days 00:00:00.000000143   611.893255   0.06621   \n",
       "\n",
       "       Asteroids Hit  \n",
       "count      57.000000  \n",
       "mean       36.596491  \n",
       "min        25.000000  \n",
       "25%        32.000000  \n",
       "50%        36.000000  \n",
       "75%        40.000000  \n",
       "max        52.000000  \n",
       "std         6.315682  "
      ],
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Date</th>\n",
       "      <th>Elapsed Time</th>\n",
       "      <th>Score</th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>Asteroids Hit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>57.00000</td>\n",
       "      <td>57.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2024-07-03 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000077</td>\n",
       "      <td>3491.964912</td>\n",
       "      <td>0.44193</td>\n",
       "      <td>36.596491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2024-07-03 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000037</td>\n",
       "      <td>2368.000000</td>\n",
       "      <td>0.33000</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2024-07-03 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000048</td>\n",
       "      <td>3052.000000</td>\n",
       "      <td>0.39000</td>\n",
       "      <td>32.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2024-07-03 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000058</td>\n",
       "      <td>3430.000000</td>\n",
       "      <td>0.43000</td>\n",
       "      <td>36.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2024-07-03 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000000065</td>\n",
       "      <td>3798.000000</td>\n",
       "      <td>0.48000</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2024-07-03 00:00:00</td>\n",
       "      <td>0 days 00:00:00.000001132</td>\n",
       "      <td>5018.000000</td>\n",
       "      <td>0.65000</td>\n",
       "      <td>52.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0 days 00:00:00.000000143</td>\n",
       "      <td>611.893255</td>\n",
       "      <td>0.06621</td>\n",
       "      <td>6.315682</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
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     "metadata": {},
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "    Game Date Game Time              Elapsed Time               Reason  Score  \\\n",
      "0  2024-06-07  10:39:11 0 days 00:00:00.000000021          Player Quit   1656   \n",
      "1  2024-06-07  10:40:28 0 days 00:00:00.000000026  Spacecraft Health 0   2126   \n",
      "2  2024-06-07  10:43:18 0 days 00:00:00.000000047          Player Quit   2244   \n",
      "3  2024-06-07  11:40:40 0 days 00:00:00.000000023          Player Quit   1466   \n",
      "5  2024-06-07  18:18:40 0 days 00:00:00.000000042  Spacecraft Health 0    776   \n",
      "..        ...       ...                       ...                  ...    ...   \n",
      "76 2024-07-04  08:14:24 0 days 00:00:00.000000019          Player Quit    978   \n",
      "77 2024-07-04  08:15:01 0 days 00:00:00.000000071    Spacecraft Fuel 0   1362   \n",
      "78 2024-07-04  08:16:16 0 days 00:00:00.000000041  Spacecraft Health 0   1356   \n",
      "79 2024-07-04  08:17:12 0 days 00:00:00.000000053  Spacecraft Health 0   2442   \n",
      "80 2024-07-04  08:18:09 0 days 00:00:00.000000091  Spacecraft Health 0   3996   \n",
      "\n",
      "    Accuracy  Asteroids Hit  \n",
      "0       0.80             17  \n",
      "1       0.59             22  \n",
      "2       0.82             23  \n",
      "3       0.88             15  \n",
      "5       0.67              8  \n",
      "..       ...            ...  \n",
      "76      0.91             10  \n",
      "77      0.74             14  \n",
      "78      0.64             14  \n",
      "79      0.86             25  \n",
      "80      0.79             41  \n",
      "\n",
      "[78 rows x 7 columns]\n",
      "    Game Date Game Time              Elapsed Time               Reason  Score  \\\n",
      "0  2024-07-03  08:27:51 0 days 00:00:00.000000068  Spacecraft Health 0   3292   \n",
      "1  2024-07-03  08:29:00 0 days 00:00:00.000000048  Spacecraft Health 0   3448   \n",
      "2  2024-07-03  08:29:49 0 days 00:00:00.000000048  Spacecraft Health 0   3652   \n",
      "3  2024-07-03  08:30:38 0 days 00:00:00.000000041  Spacecraft Health 0   2970   \n",
      "4  2024-07-03  08:31:20 0 days 00:00:00.000000072  Spacecraft Health 0   3784   \n",
      "5  2024-07-03  08:32:32 0 days 00:00:00.000000085    Spacecraft Fuel 0   4948   \n",
      "6  2024-07-03  08:33:57 0 days 00:00:00.000000057  Spacecraft Health 0   3830   \n",
      "7  2024-07-03  08:34:54 0 days 00:00:00.000000060  Spacecraft Health 0   5018   \n",
      "8  2024-07-03  08:35:55 0 days 00:00:00.000000047  Spacecraft Health 0   3052   \n",
      "9  2024-07-03  08:36:43 0 days 00:00:00.000000043  Spacecraft Health 0   3166   \n",
      "10 2024-07-03  08:37:27 0 days 00:00:00.000000061  Spacecraft Health 0   3716   \n",
      "11 2024-07-03  08:38:28 0 days 00:00:00.000000061    Spacecraft Fuel 0   4710   \n",
      "12 2024-07-03  08:39:30 0 days 00:00:00.000000066  Spacecraft Health 0   4102   \n",
      "13 2024-07-03  08:40:37 0 days 00:00:00.000000049  Spacecraft Health 0   2954   \n",
      "14 2024-07-03  08:41:26 0 days 00:00:00.000000040  Spacecraft Health 0   2778   \n",
      "15 2024-07-03  08:42:06 0 days 00:00:00.000000061  Spacecraft Health 0   3614   \n",
      "16 2024-07-03  08:43:08 0 days 00:00:00.000000056  Spacecraft Health 0   3132   \n",
      "17 2024-07-03  08:44:05 0 days 00:00:00.000000076  Spacecraft Health 0   4276   \n",
      "18 2024-07-03  08:45:22 0 days 00:00:00.000000071    Spacecraft Fuel 0   4188   \n",
      "19 2024-07-03  08:46:33 0 days 00:00:00.000000068    Spacecraft Fuel 0   3696   \n",
      "20 2024-07-03  08:47:42 0 days 00:00:00.000000051  Spacecraft Health 0   2842   \n",
      "21 2024-07-03  08:48:34 0 days 00:00:00.000000052  Spacecraft Health 0   3540   \n",
      "22 2024-07-03  08:49:26 0 days 00:00:00.000000063  Spacecraft Health 0   3708   \n",
      "23 2024-07-03  08:50:30 0 days 00:00:00.000000053  Spacecraft Health 0   3338   \n",
      "24 2024-07-03  08:51:23 0 days 00:00:00.000000065  Spacecraft Health 0   4204   \n",
      "25 2024-07-03  08:52:29 0 days 00:00:00.000000044  Spacecraft Health 0   2368   \n",
      "26 2024-07-03  08:53:13 0 days 00:00:00.000000066    Spacecraft Fuel 0   3696   \n",
      "27 2024-07-03  08:54:20 0 days 00:00:00.000000038  Spacecraft Health 0   2782   \n",
      "28 2024-07-03  08:54:59 0 days 00:00:00.000000037  Spacecraft Health 0   2586   \n",
      "29 2024-07-03  08:55:37 0 days 00:00:00.000000040  Spacecraft Health 0   3974   \n",
      "30 2024-07-03  08:56:17 0 days 00:00:00.000000063    Spacecraft Fuel 0   4908   \n",
      "31 2024-07-03  08:57:20 0 days 00:00:00.000000047  Spacecraft Health 0   3458   \n",
      "32 2024-07-03  08:58:07 0 days 00:00:00.000000060  Spacecraft Health 0   3318   \n",
      "33 2024-07-03  08:59:08 0 days 00:00:00.000000046  Spacecraft Health 0   2864   \n",
      "34 2024-07-03  08:59:54 0 days 00:00:00.000000050  Spacecraft Health 0   4252   \n",
      "35 2024-07-03  09:00:45 0 days 00:00:00.000000069  Spacecraft Health 0   3296   \n",
      "36 2024-07-03  09:01:54 0 days 00:00:00.000000040  Spacecraft Health 0   3176   \n",
      "37 2024-07-03  09:02:35 0 days 00:00:00.000000058  Spacecraft Health 0   4332   \n",
      "38 2024-07-03  09:03:33 0 days 00:00:00.000000061  Spacecraft Health 0   3322   \n",
      "39 2024-07-03  09:04:35 0 days 00:00:00.000000063  Spacecraft Health 0   3508   \n",
      "40 2024-07-03  09:05:38 0 days 00:00:00.000000047  Spacecraft Health 0   2964   \n",
      "41 2024-07-03  09:06:26 0 days 00:00:00.000000062  Spacecraft Health 0   3418   \n",
      "42 2024-07-03  09:07:28 0 days 00:00:00.000000054  Spacecraft Health 0   2842   \n",
      "43 2024-07-03  09:08:23 0 days 00:00:00.000000049  Spacecraft Health 0   2756   \n",
      "44 2024-07-03  09:09:12 0 days 00:00:00.000000058  Spacecraft Health 0   3828   \n",
      "45 2024-07-03  09:10:10 0 days 00:00:00.000000061  Spacecraft Health 0   3120   \n",
      "46 2024-07-03  09:11:12 0 days 00:00:00.000001132  Spacecraft Health 0   2746   \n",
      "47 2024-07-03  09:30:05 0 days 00:00:00.000000203  Spacecraft Health 0   3664   \n",
      "48 2024-07-03  09:33:28 0 days 00:00:00.000000065  Spacecraft Health 0   4108   \n",
      "49 2024-07-03  09:34:33 0 days 00:00:00.000000049  Spacecraft Health 0   2860   \n",
      "50 2024-07-03  09:35:22 0 days 00:00:00.000000048  Spacecraft Health 0   3062   \n",
      "51 2024-07-03  09:36:11 0 days 00:00:00.000000069  Spacecraft Health 0   3798   \n",
      "52 2024-07-03  09:37:20 0 days 00:00:00.000000069  Spacecraft Health 0   3506   \n",
      "53 2024-07-03  09:38:29 0 days 00:00:00.000000048  Spacecraft Health 0   3358   \n",
      "54 2024-07-03  09:39:18 0 days 00:00:00.000000058  Spacecraft Health 0   3430   \n",
      "55 2024-07-03  09:40:17 0 days 00:00:00.000000048  Spacecraft Health 0   3062   \n",
      "56 2024-07-03  09:41:05 0 days 00:00:00.000000064  Spacecraft Health 0   2722   \n",
      "\n",
      "    Accuracy  Asteroids Hit  \n",
      "0       0.34             35  \n",
      "1       0.47             36  \n",
      "2       0.51             38  \n",
      "3       0.48             31  \n",
      "4       0.37             40  \n",
      "5       0.41             52  \n",
      "6       0.47             40  \n",
      "7       0.57             52  \n",
      "8       0.43             32  \n",
      "9       0.49             33  \n",
      "10      0.42             39  \n",
      "11      0.52             49  \n",
      "12      0.43             43  \n",
      "13      0.42             31  \n",
      "14      0.48             29  \n",
      "15      0.41             38  \n",
      "16      0.39             33  \n",
      "17      0.40             45  \n",
      "18      0.42             44  \n",
      "19      0.38             39  \n",
      "20      0.38             30  \n",
      "21      0.46             37  \n",
      "22      0.41             39  \n",
      "23      0.43             35  \n",
      "24      0.45             44  \n",
      "25      0.38             25  \n",
      "26      0.38             39  \n",
      "27      0.49             29  \n",
      "28      0.47             27  \n",
      "29      0.65             41  \n",
      "30      0.53             51  \n",
      "31      0.51             36  \n",
      "32      0.38             35  \n",
      "33      0.44             30  \n",
      "34      0.59             44  \n",
      "35      0.34             35  \n",
      "36      0.53             33  \n",
      "37      0.54             45  \n",
      "38      0.39             35  \n",
      "39      0.39             37  \n",
      "40      0.46             31  \n",
      "41      0.40             36  \n",
      "42      0.38             30  \n",
      "43      0.40             29  \n",
      "44      0.47             40  \n",
      "45      0.37             33  \n",
      "46      0.38             29  \n",
      "47      0.56             38  \n",
      "48      0.45             43  \n",
      "49      0.43             30  \n",
      "50      0.46             32  \n",
      "51      0.40             40  \n",
      "52      0.38             37  \n",
      "53      0.49             35  \n",
      "54      0.42             36  \n",
      "55      0.46             32  \n",
      "56      0.33             29  \n"
     ]
    }
   ],
   "execution_count": 42
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:09:59.054726Z",
     "start_time": "2024-07-04T03:09:56.851435Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_histograms(human_data, rl_data, column, bins=30):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.histplot(human_data[column], kde=True, label='Human', color='blue', bins=bins)\n",
    "    sns.histplot(rl_data[column], kde=True, label='RL Agent', color='red', bins=bins)\n",
    "    plt.title(f\"Distribution of {column}\")\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "plot_histograms(human_data, rl_data, 'Score')\n",
    "plot_histograms(human_data, rl_data, 'Accuracy')\n",
    "plot_histograms(human_data, rl_data, 'Asteroids Hit')\n",
    "plot_histograms(human_data, rl_data, 'Elapsed Time', bins=50)"
   ],
   "id": "a6d5ed6c9d9ee45b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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NGjTotM7ES9J9992nhIQEzZo1S++//75iYmJ0+eWX68EHHzzhPcHHU/CQs2OpV6+elixZctT4sGHD5Ha7NW7cOOXl5alatWq6++67tWPHDn3xxRdFLrl/4IEHtG7dOs2bN09nnXWWnnrqKf+VDJUqVdK0adM0fvx4DR8+XIcPH1a9evU0ceJE/y9VOnXqpLfeekuTJk3S/fffL6fTqcaNG+vtt9/2P2E+NjZWc+bM0fPPP69hw4apXLlyuuOOO7Rs2bISvx6BEhkZqdmzZ+uVV17RSy+9pMzMTJ199tl6+OGHddttt4W6PACARQzzyKeTAAAAWGD37t3q0qWLRo0adUpn2AEAKIu4JxsAAAAAAIsQsgEAAAAAsAiXiwMAAAAAYBHOZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARR6gLOFUpKZkK5XPRDUOKj48OeR0489BbCBR6C4FCbyEQ6CsECr2FU1HQN8VRZkO2aapU/KUoLXXgzENvIVDoLQQKvYVAoK8QKPQWAoXLxQEAAAAAsAghGwAAAAAAixCyAQAAAACwSJm9JxsAAAAAygrTNOXzeeXz+UJdCo7BZrPJZrPLMIzTnouQDQAAAAAB5PG4lZGRKrc7J9Sl4ARcrnCVLx8nh8N5WvMQsgEAAAAgQEzTVErKPtlsNlWokCC73WHJ2VJYxzRNeb0eZWWlKyVlnypVqnZa7xEhGwAAAAACxONxyzR9qlCholyu8FCXg+MKk91uV2rqfnk8bjmdrlOeiQefAQAAAECAGQbRq7Sz6j3iTDYAAAAAhIDDEdzg7fHw0LVgIGQDAAAAQJA5HDZ98olL+/ebQdlf5cqGLr00j6AdBIRsAAAAAAiB/ftN7doVnJCN4OHGAAAAAADAUa69toeWLVt81PiyZYt17bU9QlBR2UDIBgAAAADAIlwuDgAAAAAosb179+i663rq/fcX6ayzqkqS3nrrDf3wwwZNmvSmli1brCVLFurcc8/T0qWLZLfb1L//HXK5wvTf/76lrKxMXXLJZXrkkcclSTt3/q7Jk8drx47tSk9PV9WqVXX33ferY8cL/PsaNuwJzZjxljIzD6pRo8Z6/PERqlSpcihfhqNwJhsAAAAAcEyvvDJal19+UZGvV14ZXeztN236URUrVtTSpZ/p9tv/o4kTx+qHHzZo9uz5Gj9+ipYsWagff9woSXriiUdVu3ZdvffeQq1Y8ZXatm1/1L6+++5bvf32u5oz50OlpaXqv/99y9LjtUJIzmQvW7ZMQ4YMUVhYmH/skksu0UsvvRSKcgAAAAAAx/Dww8PUrVvR+6+XLVus6dPfLNb2ERGRuv76m2QYhtq2bS+v16s+fW5WeHi4GjY8V/HxCdq7d4+aN2+pF18cp4SEivL5fNq3b6+io8srKelAkfn69r1V0dHRkqQOHS7Qli2brTlQC4UkZG/evFlXXXWVRo0aFYrdAwAAAACCoHz58jIMQ5Jks+VfSB0dXd6/3GazyTTzn7C+ffsvGjbsIaWmpqhGjVqKiYnxLysQHx/v/97hcMjnK30fSRaykH3FFVeEYtcAAAAAAAsUhGa32+0fy8hIL7JOQcA+meTkJD311DA9//xL6tTpQknSV199rpUrv7Sm2CAKesj2+XzasmWLIiIiNG3aNHm9XnXu3FlDhgxRhQoVij1PMd+rgCnYf6jrwJmH3kKg0FsIFHoLgUBfIVCC3Vsn2k/lysFr8EDsKy4uXtHR5fX555+of/879Msv2/Tll5+rRo2aJZ4rO/uQvF6vIiIiJEm///6b3n57mqSiIT4YDOPo960k/RL0kJ2amqpzzz1Xl112mSZMmKC0tDQNHTpUjzzyiN58s3jX9UtSfHx0AKssvtJShyRp7Fhp8GDr1kNIlarewhmF3kKg0FsIBPoKgRKs3srJyVFqqk12uyGHo+hzp6+4whOUGgp4vTqqhpOx2Y6u22bLT5wREWF67LEnNXXqFM2Z844aNjxXvXr11o8//iCHw+Zfr2B7u/2fPwvPabMZql27tu6770E9++yTysnJUaVKldSrV29NnDhOf/zxq8qXjzlqW5vNkGEcXd+p8vkM2Ww2xcaWU3h4+CnPY5hHXuQeAps2bdL111+v9evXKyoqqljbpKRkKpSVG0b+X8xQ11FY5KRxyr73QcvWQ2iUxt7CmYHeQqDQWwgE+gqBEuzecrvzlJy8V/HxZ8npdAV+hzhlbneeUlL2KiHh6PeqoG+KI+hnsrdu3aolS5bo4Ycf9l+fn5eXJ5vNJper+E1nmioV/+CWljqk4tdSmmrG8fE+IVDoLQQKvYVAoK8QKMHqLfq37Dnd3gj652THxMRo9uzZmjZtmjwej/bs2aOXXnpJV199dYlCNgAAAAAApU3QQ3aVKlX0xhtv6PPPP1fbtm11zTXXqEmTJnrqqaeCXQoAAAAAAJYKyUd4tW3bVnPnzg3FrgEAAAAACJign8kGAAAAAOBMRcgGAAAAAMAihGwAAAAAACxCyAYAAAAAwCIhefAZAAAAAPzbRU4aJ7ndwdmZ06nsex8Mzr5KsaysLLndbsXGxgZsH4RsAAAAAAgFtzt4IfsUXHttD6Wmpshut0uSTNOUzWZXvXr19cADD6t+/Yb+9W677U5169ajWPNmZKSrd+8rVb16Dc2Y8W7A6j+WG2/spWefHa3Y2NYB2weXiwMAAAAAjmnIkMf06aff6NNPv9Fnn32ruXM/VFRUlB5//BH5fL5TmnPx4gVq376DUlKS9f33ayyu+MTS09MDvg9CNgAAAACgWOLi4tWzZ2/t27dXBw8eLPH2Pp9PCxZ8oEsvvULdu1+lOXNmH7XO++/P1TXXdFe3bl00YsRjGj78Eb311huSJLfbrWnTXtd1112lK65I1JAh92v37l3+bTt1aq358+eqT5/e6tr1Qt1992369dcdkqQ+fXpLkoYMeUCzZ//3VA6/WAjZAAAAAIBi2b9/nz74YJ4aNTpXMTExJd7+22+/ls/nU8eOF+rqq6/Vxo3f+0OwJH322QpNn/6mnn76eS1atELNmrXUypVf+pe/+eZkrVr1jcaPn6wFC5arceMmGjz4XuXm5haa4xNNmvSmPvpomcLCwvXaa+MlSXPmfChJevnl8erb99ZTfAVOjpANAAAAADimV14Zrcsvv0iXXNJJnTu307333qVatero5ZcnnNJ8H3zwnnr3vk4Oh0OVKlVW584Xa968f85mL1myUFdd1VtNmjSTw+FQ797XqVGjcyXl3xO+YMF83XXXvapa9WyFhYWpf/875PG4tXr1t/45rr32BsXHJygqKkqJiV21a9efp/cilBAPPgMAAAAAHNPDDw9Tt249lJeXp/nz52rmzOk6//yOqlAhpsRz7dz5uzZsWKdt2/5Pc+a8I0nKy8uTx+PRnXcOUkJCgg4c2K+LLupSZLuqVc+WJKWnp+nw4cN68slhstkM/3K32629e/f6f46Li/d/73A4ZJqndu/4qSJkAwAAAABOyOVy6aabbtHBgwf12GNDNHnyNNWrV79Ec3zwwXs6//yOeuSRx4uMDx48SB98ME933TVIVaqcpf379xVZvm/fPp1zTk1VqBAjlytMr746Seed18S//M8/dyohodKpH5zFuFwcAAAAAFAsAwferbp16+qZZ4YrNzfHP56ZeVAHDuwv8pWXl+dffuhQlj7+eKl69LhalSpVLvLVo0cvLVjwgQ4fPqyePa/W4sUf6X//2yKPx6OlSxdpy5bNkiSbzabu3Xvq9dcn6sCB/fL5fFq+fIn69btBu3cX75Jwl8ulQ4eyrH1RjkDIBgAAAIBQcDqD+2UBu92uJ58cqaSkA5o0abx/fOLEserd+8oiXxs3rvcvX7ZsicLCwtShQ6ej5rziiu7Kzc3RkiULddFFXdSnTz8NG/awevS4VBs2fK+GDc+V8+/6Bw16UI0bN9GgQQN1+eUXa968d/Xcc2P8n9l9Mj179tbTTw/XG2+8dpqvxPEZpmmaAZs9gJKTMxXKyg1DSkiIDnkdhUVOGqfsex+0bD2ERmnsLZwZ6C0ECr2FQKCvECjB7i23O08pKXsVH3+WnE5X4HdYxm3f/ouio6NVpcpZ/rHbbrtZvXpdo549rw7ovk/0XhX0TXFwJhsAAAAAUCps3Pi9hg4drJSUZJmmqc8//0Q7d/6u1q3bhrq0YuPBZwAAAACAUuGaa27Qvn37dNttfZWdfVg1atTUmDGv+J8wXhYQsgEAAAAApYLD4dADDzysBx54ONSlnDIuFwcAAAAAwCKEbAAAAAAIsDL6vOl/FaveI0I2AAAAAASI3W6XJOXl5Ya4EpxMwXtkt5/eXdXckw0AAAAAAWKz2RUREaWsrDRJkssVJsMwQlwVCjNNU3l5ucrKSlNERJRsttM7F03IBgAAAIAAKl8+TpL8QRulU0RElP+9Oh2EbAAAAAAIIMMwVKFCvKKjY+X1ekJdDo7Bbnec9hnsAoRsAAAAAAgCm80mm80V6jIQYDz4DAAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIuENGR7vV7169dPw4YNC2UZAAAAAABYIqQhe9KkSVq/fn0oSwAAAAAAwDIhC9mrV6/WJ598oksvvTRUJQAAAAAAYClHKHaakpKi4cOHa/LkyZoxY8YpzWEY1tZ0qvsPdR0FHA6bDKN49RR3PYRGaestnDnoLQQKvYVAoK8QKPQWTkVJ+iXoIdvn8+mRRx7RgAED1LBhw1OeJz4+2sKqTl1pqWPNGql9ZJgiE4pRT3HXQ0iVlt7CmYfeQqDQWwgE+gqBQm8hUIIest944w25XC7169fvtOZJScmUaVpU1CkwjPy/mKGuQ8o/i52U5FJOTp6ykjOPu44keTw+RWbnKvs46yH0SlNv4cxCbyFQ6C0EAn2FQKG3cCoK+qY4gh6yFy5cqAMHDqh169aSpJycHEnSZ599VqKHoJmmSsVfitJQR0ENJ6qlYPxk66H04H1CoNBbCBR6C4FAXyFQ6C0EStBD9scff1zk54KP7xo9enSwSwEAAAAAwFIh/QgvAAAAAADOJCF5unhhnMEGAAAAAJwpOJMNAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYJCQhe/Xq1bruuuvUsmVLdezYUSNHjlROTk4oSgEAAAAAwDJBD9mpqam666671KdPH61fv14fffSR1q1bpzfffDPYpQAAAAAAYClHsHcYFxenVatWKSoqSqZpKj09Xbm5uYqLiwt2KQAAAAAAWCroIVuSoqKiJEmdO3fW/v371bp1a/Xu3btEcxhGICor+f6DUYfDYZPH4ztqTJI8Hp8MQ3I48mspXE/h7RwOm7xen3+dUL9+OL5g9hb+XegtBAq9hUCgrxAo9BZORUn6xTBN0wxcKSeWk5OjjIwMDRkyRGFhYZo2bVqoSinVVq2SOnQoNDB2rDZfMliZmf+M73x4omqe7c5/9wcPPmq7zZulJk3+3v7VV4usV3jeo8YAAAAAAMUWkjPZBcLDwxUeHq5HHnlE1113nTIyMlShQoVibZuSkqnQ/XogP6PGx0cHvA6Hw6YDB1xKT8/zn5WOyjyktDSP0tKk9PRcSZInJ0c5OV758tzKTs4ssp0kpaWFKTPTrdxcjyIP50puj7KTM4vsKzIj66gxBF+wegv/PvQWAoXeQiDQVwgUegunoqBviiPoIXvjxo16/PHHtWjRIrlcLklSXl6enE6nIiIiij2PaapU/KUIdB0F8xfeT+E/j/z+WF/HmkvHqLu0vKbIx/uBQKG3ECj0FgKBvkKg0FsIlKA/XbxBgwbKycnRK6+8ory8PP31118aM2aMrr32Wn/oBgAAAACgLAp6yC5XrpymTZum7du3q2PHjurXr586dOigxx9/PNilAAAAAABgqZDck123bl1Nnz49FLsGAAAAACBggn4mGwAAAACAMxUhGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLWBays7KyrJoKAAAAAIAyqcQhu23btsccv+iii063FgAAAAAAyjRHcVb6448/9NRTT8k0TWVlZemWW24psjwrK0vly5cPSIEAAAAAAJQVxQrZNWrU0KWXXqq0tDRt3LjxqLPZLpdLiYmJASkQAAAAAICyolghW5L69u0rSapWrZp69eoVqHoAAAAAACizih2yC/Tq1UubNm3S77//LtM0j1oGAAAAAMC/VYlD9quvvqqpU6eqYsWKcjj+2dwwDEI2AAAAAOBfrcQhe+HChXr99dfVuXPnQNQDAAAAAECZVeKP8MrOztaFF14YiFoAAAAAACjTShyyL7roIi1evDgQtQAAAAAAUKaV+HLx3NxcDRs2TK+//roSEhKKLJs5c6ZlhQEAAAAAUNaUOGTXr19f9evXD0QtAAAAAACUaSUO2ffee28g6gAAAAAAoMwrcch+7LHHjrts1KhRp1UMAAAAAABlWYkffHaktLQ0LV++XJGRkVbUAwAAAABAmVXiM9nHOlu9atUqvfvuu5YUBAAAAABAWXXaZ7IlqUOHDlqzZo0VUwEAAAAAUGaV+Ez2kTwej5YsWaK4uDgr6gEAAAAAoMwqcchu2LChDMMoMma32zV8+HDLigIAAAAAoCwqccieOXNmkZ9tNptq1KihihUrWlYUAAAAAABlUYnvyW7btq1at26t8PBwJScnS5Li4+MtLwwAAAAAgLKmxGeyk5KS9J///Edbt25VTEyM0tLSVLNmTU2fPl1VqlQJRI0AAAAAAJQJJT6TPWbMGNWsWVPr1q3Td999p7Vr16pRo0bH/GgvAAAAAAD+TUp8JnvNmjX6+OOPVa5cOUlSdHS0nn76aXXp0sXy4gAAAAAAKEtKfCbb5/Md9XRxwzDkdDotKwoAAAAAgLKoxCG7Xbt2evrpp5WdnS1JOnTokJ5++mm1bdvW8uIAAAAAAChLSny5+COPPKIBAwaobdu2iomJUXp6uurUqaM333wzEPUBAAAAAFBmlChkm6Ypj8ejpUuXav369UpJSdFff/2l22+/XXa7PVA1AgAAAABQJhT7cvHs7Gz16dNHL774ohwOh9q3b6/27dtr0qRJ6tevn//ycQAAAAAA/q2KHbKnTJkip9OpZ555xj8WHx+vL7/8Uh6PR2+88UZACgQAAAAAoKwodshesWKFnnvuOcXHxxcZj4+P1zPPPKOPP/7Y8uIAAAAAAChLih2yU1JSVKNGjWMua9SokZKSkiwrCgAAAACAsqjYITsqKkppaWnHXJaenq6IiAjLigIAAAAAoCwqdsg+//zzNXv27GMue/fdd9W8eXOragIAAAAAoEwq9kd43XXXXerdu7fS0tLUrVs3VaxYUQcOHNDy5cv1wQcfaNasWYGsEwAAAACAUq/YIbtWrVp66623NGLECM2ePVuGYcg0TdWvX19Tp07VeeedF8g6AQAAAAAo9YodsiWpZcuWWrx4sXbt2qXU1FRVrFhRVatWDVRtAAAAAACUKSUK2QWqV6+u6tWrW10LAAAAAABlWrEffAYAAAAAAE6MkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFCNkAAAAAAFiEkA0AAAAAgEUI2QAAAAAAWISQDQAAAACARQjZAAAAAABYhJANAAAAAIBFQhKyt27dqgEDBqht27bq2LGjHn30UaWmpoaiFAAAAAAALBP0kJ2Tk6M77rhDLVq00LfffqslS5YoPT1djz/+eLBLAQAAAADAUkEP2Xv27FHDhg01aNAguVwuxcbG6oYbbtD3338f7FIAAAAAALCUI9g7rF27tqZNm1ZkbMWKFWrcuHGJ5jEMK6squYL9n04dDodNHo/vhOOGIdls+WNe7z9jBX8ahmS32/5ez5Bp/DNe8FW4Zqczf10ZR9d+5PoIDSt6CzgWeguBQm8hEOgrBAq9hVNRkn4JesguzDRNjRs3Tl9++aVmzZpVom3j46MDVFXJnE4dq1ZJHTqcfDwhQdq82fnPWLhLTqdDTqcUE+PQ5s1SXLhdqal2nVXRUGRCfk0ulxQT45QkOZ1SdLRDex+fqJiEMMlpz19v4kTpvvvy/4wM82+L0CstPY4zD72FQKG3EAj0FQKF3kKghCxkZ2Vl6bHHHtOWLVs0a9YsNWjQoETbp6RkyjQDVFwxGEb+X8yS1uFw/HOF/oEDLqWn5xU5m+1w2IqMOxw2ud1hysiQMjPd8np9Cs/Jk9vtkdudP5aW5lSMz6ecXCknJ09ZyZlyOGzKy8ufR5Lc7jAdOuTRoYwc5UR55ctzKzs5U5EHs/x/yu1RXvohSTrmGfbiHtupbIt/nGpvASdDbyFQ6C0EAn2FQKG3cCoK+qY4QhKy//zzTw0cOFBVq1bV/PnzFRcXV+I5TFOl4i9FSesovG7BtscbK7zsRGPHqqe4cxdZ74i5S+p0tsXRSkuP48xDbyFQ6C0EAn2FQKG3EChBf/BZRkaGbr31VrVs2VJvvfXWKQVsAAAAAABKo6Cfyf7www+1Z88eLV++XB9//HGRZT/88EOwywEAAAAAwDJBD9kDBgzQgAEDgr1bAAAAAAACLuiXiwMAAAAAcKYiZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFCNgAAAAAAFnGEugCcutRU6bHHnFq61C5P6p1qEH9AD3Rap/NDXRgAAAAA/EsRssuo774zNHKkTYcPG3+PlNdfmeX1xc66utHj1vjxeSGtDwAAAAD+jQjZZdCi/9XXk/Nt8noNtW7tU69ephptmqfF2+pr5qaWmjvXqbw8Q336mKEuFQAAAAD+VUJ6T3Zqaqq6du2qtWvXhrKMMmX7dkO3f9hLXq+hiy7y6eOPc3XBBabaVN2jJzp9pfdufE9Op6kPP3Ro5kxuuQcAAACAYApZCtuwYYNuuOEG/fnnn6EqoczJyZFuuy1Mh9wuNW/u0733+uR0Fl2nW4Mdmjw5R5K0eLFdX31F0AYAAACAYAlJAvvoo480ZMgQDR48OBS7L7MmTnRoyxa7KkYe0pNP+mS3H3u9q67y6Lbb3JKkQYPCdPBgEIsEAAAAgH+xkNyT3alTJ/Xo0UMOh+OUg7ZhnHydQCrY/4nqcDhs8nh8R21nt9vk9fpks+Wv4/X6/OsXrFP4S5JSUqRXX81/u17q9qkqVequ9PSj928YktNp08iReVq+3KG9e20aP96l3r3/mc9mM2Qax9iP8U89Tmd+LUfWf+RxFdTs8fiK1H+s7Y617fHWO9G2J9qupHOe6jaBdLzeKs7xAydSnH+3gFNBbyEQ6CsECr2FU1GSfglJyK5YseJpzxEfH21BJafvRHWsWiV16HD88Zo1pc2bnf51CsYrVpRiYv65DtzplObMkbKzpY4dpcvr/Cbbp1OUfUiK3u5RXNfBstttsnmk8JjySn95uqpWlkZ1rKn+83votQk23ZAzS+U63aqIcLsyDoepUoxTkXNmSBFhikyIliLCJKddW/6MUONPxmrzJYN16JDUfvVY6YhfhPiPa+xY7egxWAcO5P+8fbt0+LCUlXXs4z7yNTne63Oy1/NE25V0zlPdJhji46Olsf+8/sU5fqA4Ssu/nzjz0FsIBPoKgUJvlRJjj84bZV2Zfbp4SkqmzBA+PNsw8v9iHq8Oh8OmAwdcSk/PK3LWMSzMoaQkpzIz3fJ4nEpONpSeniO73eYfd7vz/8zN9cjhsGnnzjB9+aVdkqHnnstR3kKfnGauPDlSblauPB6PTNMnnynl5rqVne5TbjmfEqtt08UXd9OXX9o1+ss2mnUoRz6fT+5cn3Jz3fIezpUkZSdnKvJwrmxerzIyPMo7dFhpaR4dPCjlZB5SVnLmMY8rPPOQDh70KDnZUGZmng4edOrQIUNpaaYyM93yen1FznBL8m9b+PvinJUt2G9mpkcHDjiOud3xXvPizFuSbQKtcG9FZGQpOzmzWMcPnMzJ/t0CThW9hUCgrxAo9FbpEvn3/++WdgV9UxxlNmSbpkrFX4rj1VEwfuTyk40VjBf++d13bfL5DF3e4Fe1bFlVGQtPUtPffxqGNHKkR5062bVoW0P98otbCUfUeLyaSlJr4bmOtc6xlp1ov8c8pmPMeaJ6i9sbp7JNsBzvmEtrvSg76B8ECr2FQKCvECj0VulwJr4PPHq6lNu929CKFfk3AAy7eFWJt2/WzNQltXfIZ9r08stl9ncqAAAAAFAmELJLuenTHfJ6DTVp4lP7c/ac0hwPtF0jSZo3z6bdB8tbWR4AAAAAoJCQh+xt27apXbt2oS6jVMrJkWbOzH8AWo8ep34NRbMq+9Sp+h/yeg3996cWVpUHAAAAADhCyEM2jm/BAodSUw1VrmyqTZvTu1Hh9pYbJElzfm6iQ3nOk6wNAAAAADgVhOxSbMYMlySpZ0+f7PbTmyux1m+qU8eng7nhmr+lkQXVAQAAAACORMgupbZtM7Rxo10Oh6nLLz/9x+3ZDOk///FKkqZvaC4fn/4EAAAAAJYjZJdS776bf+q6a1ev4uKsmbNvX6+iXbn6NTVOn26vbc2kAAAAAAA/QnYp5PVK8+blf9zWjTd6LJs3Olq6vvFmSdLra3gAGgAAAABYjZBdCm3YYGjvXkNxcT5ddpnX0rn7Nf1JkvTxL3W0M62CpXMDAAAAwL8dIbsUWrHCkCT17u2Ry2Xt3LVj03RhzT9kmobeWsfZbAAAAACwEiG7lMnMlL79Nj9k33ijOyD7uLVF/tns/25sphz3aT62HAAAAADgR8guZVassCsvz1Dduj41aRKYR4BfUud3VY/JUGp2pD78mY/zAgAAAACrELJLmUWL8s8s9+zplWEEZh92m6k72v4oSXpzXavA7AQAAAAA/oUI2aVIbq706af5b0nPntY+8OxIA1pvktPu1frdVfXjj7QBAAAAAFiBdFWK/PijoexsQ1WqmGre3AzovipFZevqxlslSW+/bfHT1QAAAADgX4qQXYqsXp1/ffgFF5gBu1S8sDvbbZAkffSRQ6nZ4YHfIQAAAACc4QjZpURenvT99wUhOzAPPDtSu+p/qWmVfcrJMTTrh6ZB2ScAAAAAnMkI2aXEypU2/6XijRsHZ5+GIQ1st1GSNG1dS/mCk+0BAAAA4IxFyC4lCp4q3r27V7YgvivXN/0/lS9v6rfUWH32a+3g7RgAAAAAzkCE7FLA45GWLv3no7uCqZzLrT593JKkN75vHdR9AwAAAMCZhpBdCqxebVNKiqHoaFMdOwb/mu3+/fMkSR//Uk979wZ99wAAAABwxiBklwKLFzskSW3bmnI4gr//OnVMJdb5XaYMLVhASwAAAADAqSJRhZjP98+l4uefH9jPxj6RgW3zP85r8WJDOW57yOoAAAAAgLKMkB1iv/wi7d1rU/nyppo2DV3IvqLBDlUrn6GMDEMfbGkUsjoAAAAAoCwjZIfY6tX5n4192WVeOZ2hq8NhN3VH6/yP83p9bavQFQIAAAAAZRghO4RMU1q1Kj9kB/up4sdya8sf5XCYWrf7bG3bFupqAAAAAKDsIWSH0LZt0oEDhiIiTF1ySfCfKn6kylGHdPHF+Zesf/ABrQEAAAAAJUWSCqEvvsh/+bt08SoyMsTF/O2GG/LD/mefGXycFwAAAACUECE7hL74ouBScU+IK/lHo0bSpfV+lddr6P33aQ8AAAAAKAlSVIhs3Wpo505DDoepSy8N/f3YhT1x8TeS8n8J8HtqTGiLAQAAAIAyhJAdIosW5X8WdbNmUvnyIS7mCO2q71Hbtj75fIbGfNMp1OUAAAAAQJlByA6RgpDdoUPoPhv7RPr3z783e9aPTfW//9EmAAAAAFAcpKcQ2LdP2rzZJrvdVNu2pTNkN24snX++Tz7TpiefDJNZOssEAAAAgFKFkB0Cq1fnP/CsVSuz1F0qXtiAAT657B59/bVDK1bYQ10OAAAAAJR6hOwQWLMm/2Uv+Ezq0qpKFen+89dKkkaMCFdubogLAgAAAIBSjpAdZH/9Jf3yiyHDMEt9yJakRy74TpUq+fT77za98oor1OUAAAAAQKlGyA6yJUvyL7tu186nhIQQF1MM0WF5Gj06/xT2hAkubdxIywAAAADA8ZCYgqzgqeI9e5auz8Y+ke7dPbr6ard8PkODBoUpLy/UFQEAAABA6UTIDqKkJEOrVuW/5N27+0JcTcmMGpWjihV92rbNppkzaRsAAAAAOBbSUhAtXeqQz2eobl1TNWqU/vuxC4uLk8aNy5EkLVtm1wcf8LRxAAAAADgSITuIFi92SJI6dChbZ7ELdO3q1eDB+deKP/hgmLYmxYe4IgAAAAAoXQjZQZKUZOi77/LP/nboULbOYhf22GNunXeeT4cOGbp+zvVKTw91RQAAAABQehCyg2TZsvxLxZs396ly5VBXc+ocDumhh7yqXt2nHanxevhhOw9CAwAAAIC/EbKDZNGi/EvFe/UqO08VP56YGGnevBxVCMvRjz8amjDBkK9sXgEPAAAAAJYiZAdBcrKhVavyLxU/E0K2JDVsaOrdG+bLbjf1zTc2jRzpCHVJAAAAABByhOwgWL7cIa/XUNOmXtWqVXbvxz7SxbV36okn8k9hv/qqU/PnGyGuCAAAAABCi5AdBAWXivfs6QlxJdbr2dNUnz75QfvFF2367rsQFwQAAAAAIUTIDrDkZOnbb/MvFe/Rwx3iagLjhhtM9evnkc9n6JlnbNq2LdQVAQAAAEBoELIDbMGC/EvFmzU7sy4VL8wwpLFj3erQwafcXEMvvGDXr79y6TgAAACAfx9CdoC9917+peLXXntmnsUu4HRKo0f71KCBqYMHDV1zjUtJSaGuCgAAAACCi5AdQPv2SevX22WzmerV68y7H/tIkZH5QbtyZVO//25Tnz7hOnQo1FUBAAAAQPAQsgPo66/zX94LL/SqcuUz81LxI8XFSU8+6VVcnKmNG+26884Iec783y8AAAAAgCRCdsCYprRyZf7Le6ZfKn6ks8+W5s3LU3i4qU8/dWjYMJfMf8fvGAAAAAD8yxGyA+Snn2zau9dQRISpbt1CcCrXNGXk5UoZGTJyDsvIOSylp8vwuBWMxNu2rU9vvpkrwzA1fbpTU6c6Ar5PAAAAAAg1kk+AGIZks5nq29ejqCgLJ/Z45EhPVlhmkhz7U2RXqs5Z+3+K3LROtqxMOX05qpWdI8OTp7NNU3rtCfl3P+UpRUkyDZsU5pLTFSYzIkLOL7+QkZ4mlYtS5axYGcm/KqzhLsl59mmV2r27V088kaeRI8P0+OMu1a5tykHHAQAAADiDEXkCpFkzn95+26Nu3fIsOXF81ncfyDn9FbmeekLlj7jJOe6IdU/24VmG6ZNycmTk5EgHM2Tfv8+/rM43KyVJ7WZMl9cVLiO2goz/+z95mjSV57ymUvNmkioVu+57783Tr7/a9O67Tt1+e5hGjuQGbQAAAABnLkJ2AEVHS3a7LHnwV5W1i2T7+zOxfA6nvLEJyi2foPCKUTrQrqfCf9mkHGe0EmpGal+KU5XPcSk5M1IVnrlXaU9PlmEYihlxt9KfnCC76VV8eKa8hw/LyM5WXqu2Cl+8QLaMDB10JSh221qZaemy5+VI+3MU/t4c6b05/lq6VG+ksMT2MjIy5Grxm2TWPm7dhiG9+mqedu60adUqu0aNcqhbtzwlJJz+awIAAAAApQ0hu4zY9J9JqtSgvHLvf0jpb34kZ5hNhw5J1Srn6kCPIar4zjjl5EpmNUNur0+K9snMsUsul2R35J/edrlkusLlczlkxoTL5/VJknL73Cz7wXTZvF5t7TpMrb94UWs6PCT3jj/U6ctn5aleQ47Nm+T4eZPsu3ep/K7/Sf/9nyTpvAUfqnbFc+S47CLFNrpUeY0TJVUsUrvLJf33vznq2jVCO3fa1K9fuBYsyAnyKwgAAAAAgUfILiO8kdEya9SUWa2aZATheXUOh7LPqiNfw0bKvucB/7AzLVlbp29Q80PfyrngQxn79iky6U9p1kzV1kzVlpRWt5VcN3ZX7uXdpHoNJUnx8dKcOTnq0iVCa9faNXiwS9ddF/jDAAAAAIBgImSjRMyKlbS33VVqcNEVMhMStO2S+3T402/VMuVTeT/5UpG/bFLsjg3ScxsU/twz8tasJXe37nJ3u1IN2p2vIUO8ev55u+bOdcrh8Orii0N9RAAAAABgHT7CC6fFF1FOSS0vV+7zo/S/dzdo9Ye79cPdU+S+7HKZYWGy7/xd4ZMnKrr75arQsLZu++Z2vXfLR3IpV7Nm2bV4sT3UhwAAAAAAluFMNizljq+i/ZfeoTqJt8qbcVC2zz5T+Iqlcn6yQraUFNX4cqZqaKZSXTGam9db7915o85e1E5NW5zsmegAAAAAUPpxJhuBExWlvO49lT1lqjK2/abMRcu048r75Durqsrlpet2TdeS3EvV5Ir6Mh54RI51a2XJ550BAAAAQIgQshEcDoc8nS7U5ttfUcbmrcpcvFy/JA5Umj1elXz7lTDnDcV276q41k1UbuQI2f9vS6grBgAAAIASI2Qj+Gw2eTpeoC33vqadq37VjdGL9Y5uVrY9SvZdfypy4ljFXXS+Yjufr4iJ42T7a3eoKwYAAACAYiFkI6Rq1nOo7+xE3eGaqXjvAb3Ubo5yrugh0+WS439bFDXyKcW1bKyonleoxqfTpfT0UJcMAAAAAMdFyEbItW/v1Rtv5MjjCNeja29U34gPtP/H7cp8ZYLyzu8owzTl/PYbtZzyH0XXq6m2L14v55JFUm5uqEsHAAAAgCII2SgVrrzSo6lTc+RwmPrwQ6f63V9VyVf3V8bC5UrZuEXZI55VxjmNZeTl6ew1CxR1y02KP6+eoh6+X85V30o+X6gPAQAAAAAI2Sg9rrzSo7ffPqyICFOffebQVVdFau9eQ75q1ZX7wEP6YtwPyvpurX7p9ZB8Z1WVLSNdEe/MUEyvboprdZ4innlK5f/YHOrDAAAAAPAvRshGqXLZZV599FG2EhJ82rzZrsTESH3+ud2/3HdeE225ZbQyNm9V+kdLdbjvLfJFl5f9r90KH/+qugxupegL2itiwquy/fZrCI8EAAAAwL8RIRulTsuWPi1blq3zzvMqJcWmPn0i9fjjLh0+XGglm03ujhcoa+wkpWzZoYy33lFe9x7yOlxybPlZUc89rfj2LRST2EmRY1+S/dftITseAAAAAP8ehGyUSjVrmlq2LFsDBuRJkl5/3akHHnBo6VKbTPOIlcPDldfjKh2aOUfLp+/SobETldf5Ypl2u5w/b1K5USMVd34rxXY+X5Evj5Z929bgHxAAAACAfwVCNkqt8HBpzJhcvftutqpX9yk52dBNN4Vp+HC7vvvu2K3rjopV3q0DlPH+QqVs2aHMsZOUl3iJTIdDjv9tUbkXX1DcBW0V27G1yj39hBzffi3D4w7ykQEAAAA4UxGyUepdcolXq1YdVu/eXoWHm9q61aYePSJ0xRWR+ugjh9zHychmXLxy+t6ijLkfKuX/ftXBCVOU2/UymU6nHNt/UeTkCYru2U3d+ldVuQH9FDZ3toykpOAeHAAAAIAzCiEbZUK5ctLNN/v04485uuwyr1wuUxs22HXXXRFq1aqcnnvOpa1bjeNub8bEKvfGvjo4+/38wP3m28q57kb54uPlys6Qa+FHKn//3Yo/r65iLr9YkS+PlmPdWikvL4hHCQAAAKCsc4S6AKAkzjpLuusun8aPz9H06Q69/bZT+/bZNGFCmCZMkOrU8WnAAIeuuMKt6tWPvHk7n1khRrm9rlFur2vkMEz9NG2T2iUvluOTFXJu/knOjRvk3LhB5V58QWZkpNxt2snd8QLldbhAnuYtJJcryEcNAAAAoKwgZKNMqlRJGjIkT/fdl6dPPnHo/fcd+uwzh3791aYnngjTE0+EqWlTr7p186hbN48aNPDJONaJbrtdaQ3aKeeuFvIMfUK2fXvl+vxTub74TM5V38iWkiLXyi/lWvmlyklFQre7TTt5mjWXGRUd7MMHAAAAUEoRslGmhYVJPXp41KOHR+npNr34Yrj+7/+kNWts2rTJrk2b7Bo9Oky1a/t0xRUedeniUdu23uOejPZVOUs5fW9RTt9bJNOUfdtWOb/7Rq5V3x4VuiXJNAx569aTp3lLuVu0lKd5S3kaN5EiIoL4KgAAAAAoLQjZOGMkJEjduvn04ot52rfP1IoVDi1f7tDKlXb99ptNr73m0muvuRQVZerCCz3q0sWrSy/1HX9Cw5C3YSN5GzZSzu13Sj5ffuhe9Y1cq76T44cNsu/eJcf2X+TY/ovC358rSTIdDnkanitP02by1m8ob4MG8tRvKN/Z1SQbj0EAAAAAzmSEbJyREhJM9e3rVt++bmVlSV984dAnnzj0xRd2JSfbtGyZU8uWOSVJ55xj6qqrTHXq5FGbNl5FRR1nUptN3kbnytvoXOXcfpckyThwQM6fNsrxw0Y5fvpBzh82ypacJOfPm+T8eVORzc3IcvLUry9v/Yby1G8ob7368taoKd855xS55Dw52dAPP0g//eTUvs8T9fvP4crKMrR3r01jxth06JChMWNsatPmBL8gAAAAABAShGyc8aKipJ49PerZ0yOfT9q82abPP3fo888d2rDBpj//NDRxoksTJ7rkcJhq1synDh086tDBqzZtvCpf/vhzm5UqKa/r5crrevnfA6Zsf+3OD93/2yL7L9vk+GWr7L/ukJF9SM4ff5Dzxx+OmudQeLz+ctXQtrxa2ppTSztVUztVU3/pbO1TipJUUb5CHwawbJlDbdp4rH6pAAAAAJymkITslJQUPfnkk1q3bp3sdrt69uypoUOHyuEg8yOwbDapWTOfmjXL00MP5Skz06bXXgvT3r2mvvvOrj//tGnDBrs2bLBr4sT8bWrV8qlpU6+aNvWpSROvatf2qWpVU8dsV8OQr1p15VWrrrweV/mHc7PcOrB6pw6u2abcH7bJtWOb4pJ/UTXPTsUrVeVyUlQ/J0X1tVE9jjGtz7ApK6KSPBUrK9lxlqolV5SeryRfQoJ8MbEyY2Plq/D3nzGxMmNieAo6AAAAEAIhSbUPPvigKleurG+++UbJycm6++67NWPGDN1xxx2hKAf/YrGxUqdOpi66KE8ej0+7dhlatcquVascWrXKrj/+sOn33/O/Fi78ZzuHw1TVqqaqVfOpQgVTFSpIkZH5Hxnm8+V/vHZqqqG0tPzLvHfvNuTzxUlqWWT/NpuplnXTlVj7N7Wp+Lsahu9Ude/vqpC6R54dv8n2+28ysg/JZvpUPnuf9Mc+xekn6deTH5uvXJTMChVkRkXJLFdOZrmCP//+PrLcMccVHibTFSYzLFwKc8l0hf0z5grLHwsLzw/x3GMOAAAAFBH0kP3HH39o3bp1+vrrrxUREaHq1avrnnvu0UsvvUTIRshVr27qhhs8uuGG/EuxU1IMbd6c/6TyzZtt2rLFpj//tCkvz9Cffxr688/ih8xy5UzVqeNTvXo+tWjhVbNm+WfGIyMdkur//SW5DUkJ0UpPzlTExHHK/s+9cqanauOyFLWv8Ze2fpWsRrF/SXv3ykhNkS0tTUZ6mmzp6TLS02RkZMgwTdkOZUmHsqx/kQoxnc784O1wSA67TLvj7+8dMu32Qt/nL5fDKfPvMdnthb53/P29XbL/vcww8kO8zSYZNskwJFv+mFkwrkLr/P1lFqxnFBo3Cm1nFB4rPF7wGW+FPuutYOw0/zSPHD/e/IHYR+HdSVL5CLkOHtaxP0UeZ7bj98Zpz2zon96iuc4gJ3kzT/BmGydrhBMtL1hmSIqOkCvzcNFSirPt6ew32NuezEm2PeFrXRZfj0Bu+3cjGZIUFa7wrJx/Wqs4r7Np5p9NMVXo+7/HZcoo/POR3+vv700dfz2z8PdHzvfPfgpvY5xoX75C61iwr6PWM4+xzZHrHTnHUbWbksetnO5XyVez1knev7Ij6CF7+/btiomJUeXKlf1jderU0Z49e3Tw4EGVP9ENsIXYbKf379XpKvj/2OPVYRhSxYqGHA5bkf/ntdsNVaxoyG43FB0txcdLDodNNts/4zEx+es5nTbZ7TbFxEhhYYaMqCjZ7YbC4svJ6ZTMCMmIcio6WnLFlZPNLRlRhiITTBlRPrm8Nv/6hqF/vnfaZUQ6ZfflPzjL6bTJHh0lw5t//7ERVc6/T1t0lJxOW6H6bapcOf+4bNFRKl9eqlgxf+7y5SWnU3I684/DMGx/7/ef7Qu2Lfz9CTLBUfu1243jble4tuLMWZxtqlSRqlQx1bXrP/c/+3zSgQOGdu0ytHevoYMH87+ys/1ZTg6HFBdnKi7OVHy8qVq1TCUkmMfYx9EhvWAdp9Mme/koOSNcskdVVfj5NWQ2a6qcqg7lnpsrr/c4Dz7zemVkHpTSM2Q7mCFlH5ZxKEtGdraM7EMysgp9f+hQ/veHDuX/nH1Iys2TkZcrIzdXysv/vshY4Vr//pLPK+V5JeUV74VHSBXvX1mg5OgtBAJ9hUA53rNuEXyOv3bJU7t0h+zi5gtJMkwzuFF14cKFGjt2rL766iv/2J9//qmuXbtq5cqVqlKlSjDLAQAAAADAMkG/oTIyMlKHDx8uMlbwc7ly5YJdDgAAAAAAlgl6yK5Xr57S09OVnJzsH/v1119VpUoVRUdHn2BLAAAAAABKt6CH7Jo1a6pVq1Z64YUXlJWVpV27dmny5Mm69tprg10KAAAAAACWCvo92ZKUnJysZ599VmvXrpXNZlOvXr00ZMgQ2e32YJcCAAAAAIBlQhKyAQAAAAA4EwX9cnEAAAAAAM5UhGwAAAAAACxCyAYAAAAAwCKEbAAAAAAALELIPgUpKSm655571Lp1a7Vr107PP/+8PB5PqMtCGbB161YNGDBAbdu2VceOHfXoo48qNTVVkvTTTz/puuuuU4sWLZSYmKj333+/yLYfffSRunbtqubNm6t379764YcfQnEIKMW8Xq/69eunYcOG+cfoK5yO9PR0Pfroo2rXrp3atGmje+65RwcOHJBEb+H0bNmyRX379lXr1q3VqVMnPffcc8rLy5NEb+HUpKamqmvXrlq7dq1/7HR6yev1asyYMerQoYNatGihu+++2//vH3BSJkrs5ptvNh9++GEzOzvb/PPPP80rr7zSnDp1aqjLQil3+PBhs2PHjub48ePN3NxcMzU11Rw4cKB51113menp6Wbbtm3NWbNmmW6321y1apXZokUL86effjJN0zTXrFljtmjRwly/fr2Zl5dnvv3222a7du3M7OzsEB8VSpNx48aZDRs2NIcOHWqapklf4bTdfPPN5qBBg8yMjAwzMzPTvPfee80777yT3sJp8Xq9ZseOHc3//ve/ptfrNffu3Wtedtll5qRJk+gtnJL169ebl1xyiVm/fn1zzZo1pmme/n8DJ06caPbo0cPcs2ePmZmZaT744IPmwIEDQ3aMKFs4k11Cf/zxh9atW6dHHnlEERERql69uu655x7Nnj071KWhlNuzZ48aNmyoQYMGyeVyKTY2VjfccIO+//57ffLJJ4qJiVHfvn3lcDh0/vnnq0ePHv6+ev/993XllVeqVatWcjqd6t+/v2JjY7Vs2bIQHxVKi9WrV+uTTz7RpZde6h+jr3A6fv75Z/30008aPXq0ypcvr6ioKI0cOVJDhgyht3BaMjIylJSUJJ/PJ/PvT5K12WyKiIigt1BiH330kYYMGaLBgwcXGT/dXnr//fc1cOBAnXXWWYqKitLw4cP19ddfa9euXUE/RpQ9hOwS2r59u2JiYlS5cmX/WJ06dbRnzx4dPHgwhJWhtKtdu7amTZsmu93uH1uxYoUaN26s7du3q379+kXWr1u3rrZu3SpJ2rFjxwmX498tJSVFw4cP1yuvvKKIiAj/OH2F07Fp0ybVrVtX7733nrp27apOnTppzJgxqlixIr2F0xIbG6v+/ftrzJgxatKkiTp37qyaNWuqf//+9BZKrFOnTvr000/VrVu3IuOn00uZmZnat29fkeUJCQmqUKGCtm3bFqAjwZmEkF1Chw4dKvI/sZL8P2dnZ4eiJJRBpmlq7Nix+vLLLzV8+PBj9lV4eLi/p062HP9ePp9PjzzyiAYMGKCGDRsWWUZf4XRkZGRo27Zt2rlzpz766CMtWLBA+/fv19ChQ+ktnBafz6fw8HA9+eST+vHHH7VkyRL9+uuvmjBhAr2FEqtYsaIcDsdR46fTS4cOHZIkRUZGHrW8YBlwIoTsEoqMjNThw4eLjBX8XK5cuVCUhDImKytL999/vxYvXqxZs2apQYMGioiIUE5OTpH1cnJy/D11suX493rjjTfkcrnUr1+/o5bRVzgdLpdLkjR8+HBFRUUpISFBDz74oFauXCnTNOktnLJPP/1UK1as0E033SSXy6V69epp0KBBmjNnDv9uwTKn00sF4fvI/+en11BchOwSqlevntLT05WcnOwf+/XXX1WlShVFR0eHsDKUBX/++aeuueYaZWVlaf78+WrQoIEkqX79+tq+fXuRdXfs2KF69epJyu+7Ey3Hv9fChQu1bt06tW7dWq1bt9aSJUu0ZMkStW7dmr7Caalbt658Pp/cbrd/zOfzSZIaNWpEb+GU7d271/8k8QIOh0NOp5N/t2CZ0+mlChUqqHLlytqxY4d/WVJSktLT04+6xBw4FkJ2CdWsWVOtWrXSCy+8oKysLO3atUuTJ0/WtddeG+rSUMplZGTo1ltvVcuWLfXWW28pLi7Ov6xr165KTk7WjBkz5Ha7tWbNGi1evFjXXHONJOnaa6/V4sWLtWbNGrndbs2YMUMpKSnq2rVrqA4HpcTHH3+sjRs3av369Vq/fr26d++u7t27a/369fQVTkuHDh1UvXp1Pf744zp06JBSU1M1duxYXXLJJerevTu9hVPWqVMnJSUl6fXXX5fX69WuXbs0ZcoU9ejRg3+3YJnT7aXevXtrypQp2rVrl7KysvTCCy+obdu2Ouecc0J5WCgjDLPgsY4otuTkZD377LNau3atbDabevXqpSFDhhR5oBVwpLffflujR49WRESEDMMosuyHH37Q5s2b9fzzz+uXX35RXFyc7rnnHvXu3du/zsKFCzVlyhTt379fdevW1RNPPKFmzZoF+zBQyhV8Rvbo0aMlib7Cadm/f79Gjx6t77//Xrm5uUpMTNTw4cNVvnx5egunZdWqVRo3bpx+++03RUdHq2fPnv5P36C3cKoaNGigmTNnql27dpJO77+Bbrdb48eP16JFi3To0CG1a9dOI0eOVHx8fEiODWULIRsAAAAAAItwuTgAAAAAABYhZAMAAAAAYBFCNgAAAAAAFiFkAwAAAABgEUI2AAAAAAAWIWQDAAAAAGARQjYAAAAAABYhZAMAAAAAYBFHqAsAAOBMkZiYqKSkJDkcR//nderUqWrdurUSExN17733qnfv3iGo8Nh2796tLl266PPPP1e1atWKLLvyyiu1Z88eSVJeXp4kyeVy+Zc/88wzeuONN7R06dLgFQwAQClGyAYAwELPPPNMqQrQp6tweB42bJgkafTo0UXW6dmzZ1BrAgCgNONycQAAQmT//v168MEHlZiYqGbNmqlLly6aP3++f3mDBg00bdo0XXTRRWrRooXuuusu7d+/X5KUlZWlwYMHq127durYsaNuv/12/frrr/5tly5dqh49eqhVq1bq3bu3vv32W/+yrKwsDR06VK1atdIFF1yghQsXnvIxfPjhh0pMTJQkrV27VomJiZo2bZo6duyoVq1a6dVXX9Xnn3+uyy67TC1atNB9993nPyOel5en8ePHq0uXLmrbtq0GDhyoP/7445RrAQCgNCBkAwAQIk888YScTqeWLl2qjRs36uabb9bIkSN16NAh/zoLFizQO++8o6+//lo2m02DBw+WJE2fPl1ZWVlauXKlvvzyS1WsWFEvv/yyJGnlypUaMWKEnnrqKa1bt0733Xef7rvvPm3fvl2S9Oyzz+qPP/7QJ598okWLFmnDhg2WHdNff/2lpKQkffXVV3r11Vf1xhtvaPbs2Xrvvfe0aNEirV27VsuWLZMkjR07Vl999ZVmzJihb775Rs2aNdNtt92m3Nxcy+oBACDYCNkAAFjomWeeUevWrYt89ejR45jrPvfccxoxYoScTqf27NmjcuXKKScnRxkZGf51HnjgAVWvXl3R0dF69NFHtWHDBu3evVvh4eHaunWrFixYoP379+uFF17QlClTJEmzZs1Snz591KZNG9ntdl188cVKTEzU3LlzlZeXp+XLl+u+++5TfHy8YmNj9eijj1r6Gtx1111yOp3q1KmTJKlPnz6qUKGCqlevrnr16mn37t0yTVNz587VQw89pOrVqyssLEyDBg2S2+3WV199ZWk9AAAEE/dkAwBgoREjRhT7nuxdu3bpxRdf1M6dO1WzZk3VqFFDkuTz+fzrFIxJUtWqVSVJSUlJGjhwoFwul+bPn69nn31W1atX18MPP6xLL71Uf/31l9atW6c5c+b4t/V6vWrfvr3S0tKUl5ens846y7+sevXqp3XMR4qNjZUk2e12SVL58uX9y2w2m0zTVGpqqrKzs/XAAw/IZvvnd/5ut1t//fWXpfUAABBMhGwAAELA7Xbrrrvu0kMPPaSbbrpJhmHo559/1qJFi4qst3//ftWvX19S/lPApfywvW3bNiUmJqp///7KzMzUu+++q8GDB2vNmjWqUqWKevXqpTvvvNM/z549exQeHq6oqCiFhYVp165dql27tiRp3759lh6bYRgnXSc2NlZhYWGaPn26mjdv7h//7bffVLlyZUvrAQAgmLhcHACAEHC73crJyVF4eLgMw9CePXv00ksv+ZcVeO2115SUlKSDBw9qzJgxuuCCC1S5cmW9//77evTRR5WSkqKoqChFRUUpMjJSLpdL119/vWbOnKlNmzZJkjZv3qzevXtryZIlcrlc6tWrl8aPH699+/YpMzPTv99gstlsuvbaa/XKK69o37598vl8+uijj9S9e3cefgYAKNM4kw0AgIVGjBihkSNHHjV+zz33aODAgf6fIyMj9cILL2j8+PF67rnnFB8fr+uvv147duzQL7/8olq1akmSGjdurJtuuklpaWm66KKL9MQTT0iSHnroIT377LO68sorlZubq9q1a2vy5MkKCwvT5ZdfruzsbD3++OPas2ePYmJi1L9/f/Xr10+SNHz4cI0aNUo9evSQw+HQLbfcoi+//DIIr05RQ4cO1cSJE3XTTTcpPT1d1atX14QJE3TuuecGvRYAAKximKZphroIAABwtAYNGmjmzJlq165dqEsBAADFxOXiAAAAAABYhJANAAAAAIBFuFwcAAAAAACLcCYbAAAAAACLELIBAAAAALAIIRsAAAAAAIsQsgEAAAAAsAghGwAAAAAAixCyAQAAAACwCCEbAAAAAACLELIBAAAAALDI/wM/Qhz6USK0GAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 43
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:10:11.313292Z",
     "start_time": "2024-07-04T03:10:11.118184Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_learning_curve(data, label):\n",
    "    data = data.sort_values('Game Date')\n",
    "    data['Cumulative Mean Score'] = data['Score'].expanding().mean()\n",
    "    plt.plot(data['Game Date'], data['Cumulative Mean Score'], label=label)\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plot_learning_curve(human_data, 'Human')\n",
    "plot_learning_curve(rl_data, 'RL Agent')\n",
    "plt.title('Learning Curve (Cumulative Mean Score Over Time)')\n",
    "plt.xlabel('Game Date')\n",
    "plt.ylabel('Cumulative Mean Score')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ],
   "id": "b969bff789ba8b1f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 44
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:10:17.846541Z",
     "start_time": "2024-07-04T03:10:17.654147Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_accuracy_trend(data, label):\n",
    "    data = data.sort_values('Game Date')\n",
    "    data['Cumulative Mean Accuracy'] = data['Accuracy'].expanding().mean()\n",
    "    plt.plot(data['Game Date'], data['Cumulative Mean Accuracy'], label=label)\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plot_accuracy_trend(human_data, 'Human')\n",
    "plot_accuracy_trend(rl_data, 'RL Agent')\n",
    "plt.title('Accuracy Trend (Cumulative Mean Accuracy Over Time)')\n",
    "plt.xlabel('Game Date')\n",
    "plt.ylabel('Cumulative Mean Accuracy')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ],
   "id": "290d51e61e8fa16c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 45
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:10:23.544204Z",
     "start_time": "2024-07-04T03:10:23.536039Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def compare_means(human_data, rl_data, column):\n",
    "    t_stat, p_val = stats.ttest_ind(human_data[column], rl_data[column])\n",
    "    print(f\"T-test for {column}: t_stat={t_stat}, p_val={p_val}\")\n",
    "\n",
    "compare_means(human_data, rl_data, 'Score')\n",
    "compare_means(human_data, rl_data, 'Accuracy')\n",
    "compare_means(human_data, rl_data, 'Asteroids Hit')\n"
   ],
   "id": "369df541494d8683",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T-test for Score: t_stat=-0.46368862152185775, p_val=0.6436288218634051\n",
      "T-test for Accuracy: t_stat=5.195561745636393, p_val=7.48601321848013e-07\n",
      "T-test for Asteroids Hit: t_stat=-0.5569697177841108, p_val=0.5784841794220872\n"
     ]
    }
   ],
   "execution_count": 46
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:10:27.423384Z",
     "start_time": "2024-07-04T03:10:27.150524Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_correlation_matrix(data, label):\n",
    "    corr = data[['Score', 'Accuracy', 'Asteroids Hit', 'Elapsed Time']].corr()\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    sns.heatmap(corr, annot=True, cmap='coolwarm', center=0)\n",
    "    plt.title(f'Correlation Matrix for {label}')\n",
    "    plt.show()\n",
    "\n",
    "plot_correlation_matrix(human_data, 'Human')\n",
    "plot_correlation_matrix(rl_data, 'RL Agent')\n"
   ],
   "id": "a2f9b28525fca013",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 47
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:10:44.979143Z",
     "start_time": "2024-07-04T03:10:44.477573Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_pairwise_comparison(human_data, rl_data, x_col, y_col):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.scatterplot(x=human_data[x_col], y=human_data[y_col], label='Human', color='blue')\n",
    "    sns.scatterplot(x=rl_data[x_col], y=rl_data[y_col], label='RL Agent', color='red')\n",
    "    plt.title(f'{x_col} vs {y_col}')\n",
    "    plt.xlabel(x_col)\n",
    "    plt.ylabel(y_col)\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "plot_pairwise_comparison(human_data, rl_data, 'Accuracy', 'Score')\n",
    "plot_pairwise_comparison(human_data, rl_data, 'Elapsed Time', 'Score')\n",
    "plot_pairwise_comparison(human_data, rl_data, 'Asteroids Hit', 'Accuracy')\n"
   ],
   "id": "5d2137387e3a16c5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 48
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:10:48.882172Z",
     "start_time": "2024-07-04T03:10:48.683819Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_end_game_performance(data, label):\n",
    "    data['Last 10% Time'] = data['Elapsed Time'] * 0.1\n",
    "    data['End Game Score'] = data['Score'] * 0.1\n",
    "    data = data.sort_values('Game Date')\n",
    "    plt.plot(data['Game Date'], data['End Game Score'], label=label)\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plot_end_game_performance(human_data, 'Human')\n",
    "plot_end_game_performance(rl_data, 'RL Agent')\n",
    "plt.title('End Game Performance (Score in Last 10% of Time)')\n",
    "plt.xlabel('Game Date')\n",
    "plt.ylabel('End Game Score')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ],
   "id": "bc9a83701336dd35",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 49
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:10:51.500234Z",
     "start_time": "2024-07-04T03:10:51.260560Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def calculate_avg_rate(data):\n",
    "    data['Asteroid Hit Rate'] = data['Asteroids Hit'] / data['Elapsed Time'].dt.total_seconds()\n",
    "    return data\n",
    "\n",
    "human_data = calculate_avg_rate(human_data)\n",
    "rl_data = calculate_avg_rate(rl_data)\n",
    "\n",
    "def plot_asteroid_hit_rate(human_data, rl_data):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.histplot(human_data['Asteroid Hit Rate'], kde=True, label='Human', color='blue', bins=30)\n",
    "    sns.histplot(rl_data['Asteroid Hit Rate'], kde=True, label='RL Agent', color='red', bins=30)\n",
    "    plt.title('Distribution of Asteroid Hit Rate')\n",
    "    plt.xlabel('Asteroids Hit per Second')\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "plot_asteroid_hit_rate(human_data, rl_data)"
   ],
   "id": "1907082117dae8ec",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 50
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:10:56.738642Z",
     "start_time": "2024-07-04T03:10:56.733197Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def calculate_consistency(data, label):\n",
    "    print(f\"Consistency (Standard Deviation) for {label}:\")\n",
    "    consistency_metrics = data[['Score', 'Accuracy', 'Asteroids Hit']].std()\n",
    "    print(consistency_metrics)\n",
    "    print(\"\\n\")\n",
    "\n",
    "calculate_consistency(human_data, \"Human\")\n",
    "calculate_consistency(rl_data, \"RL Agent\")\n"
   ],
   "id": "c45aef6dc499f2d9",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Consistency (Standard Deviation) for Human:\n",
      "Score            2764.147923\n",
      "Accuracy            0.190179\n",
      "Asteroids Hit      28.757648\n",
      "dtype: float64\n",
      "\n",
      "\n",
      "Consistency (Standard Deviation) for RL Agent:\n",
      "Score            611.893255\n",
      "Accuracy           0.066210\n",
      "Asteroids Hit      6.315682\n",
      "dtype: float64\n",
      "\n",
      "\n"
     ]
    }
   ],
   "execution_count": 51
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:11:03.470735Z",
     "start_time": "2024-07-04T03:11:03.047966Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_survival_time(human_data, rl_data):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.histplot(human_data['Elapsed Time'].dt.total_seconds(), kde=True, label='Human', color='blue', bins=30)\n",
    "    sns.histplot(rl_data['Elapsed Time'].dt.total_seconds(), kde=True, label='RL Agent', color='red', bins=30)\n",
    "    plt.title('Distribution of Survival Time')\n",
    "    plt.xlabel('Survival Time (Seconds)')\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "plot_survival_time(human_data, rl_data)\n"
   ],
   "id": "8481086424404769",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 52
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-04T03:11:06.298887Z",
     "start_time": "2024-07-04T03:11:05.841254Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_performance_over_time(data, label):\n",
    "    data = data.sort_values('Game Date')\n",
    "    data['Rolling Mean Score'] = data['Score'].rolling(window=10).mean()\n",
    "    data['Rolling Mean Accuracy'] = data['Accuracy'].rolling(window=10).mean()\n",
    "    data['Rolling Mean Asteroids Hit'] = data['Asteroids Hit'].rolling(window=10).mean()\n",
    "\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    plt.plot(data['Game Date'], data['Rolling Mean Score'], label=f'{label} - Score')\n",
    "    plt.plot(data['Game Date'], data['Rolling Mean Accuracy'], label=f'{label} - Accuracy')\n",
    "    plt.plot(data['Game Date'], data['Rolling Mean Asteroids Hit'], label=f'{label} - Asteroids Hit')\n",
    "    plt.title(f'Performance Over Time ({label})')\n",
    "    plt.xlabel('Game Date')\n",
    "    plt.ylabel('Rolling Mean')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "plot_performance_over_time(human_data, 'Human')\n",
    "plot_performance_over_time(rl_data, 'RL Agent')"
   ],
   "id": "a413f0b364f5ec11",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 53
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": "",
   "id": "57cea49042d60c97",
   "outputs": [],
   "execution_count": null
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}