machine_learning_projects/3.宝可梦数据集分析/小组作业/Data Visualizatio.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4823276b",
   "metadata": {},
   "source": [
    "# Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "6707376b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "4bbdc494",
   "metadata": {},
   "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>name</th>\n",
       "      <th>attack</th>\n",
       "      <th>base_egg_steps</th>\n",
       "      <th>base_happiness</th>\n",
       "      <th>base_total</th>\n",
       "      <th>capture_rate</th>\n",
       "      <th>classfication</th>\n",
       "      <th>defense</th>\n",
       "      <th>experience_growth</th>\n",
       "      <th>height_m</th>\n",
       "      <th>...</th>\n",
       "      <th>percentage_male</th>\n",
       "      <th>pokedex_number</th>\n",
       "      <th>sp_attack</th>\n",
       "      <th>sp_defense</th>\n",
       "      <th>speed</th>\n",
       "      <th>type1</th>\n",
       "      <th>type2</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>generation</th>\n",
       "      <th>is_legendary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>49</td>\n",
       "      <td>5120</td>\n",
       "      <td>70</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>Seed Pokémon</td>\n",
       "      <td>49</td>\n",
       "      <td>1059860</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>88.1</td>\n",
       "      <td>1</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>grass</td>\n",
       "      <td>poison</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>62</td>\n",
       "      <td>5120</td>\n",
       "      <td>70</td>\n",
       "      <td>405</td>\n",
       "      <td>45</td>\n",
       "      <td>Seed Pokémon</td>\n",
       "      <td>63</td>\n",
       "      <td>1059860</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>88.1</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>grass</td>\n",
       "      <td>poison</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Venusaur</td>\n",
       "      <td>100</td>\n",
       "      <td>5120</td>\n",
       "      <td>70</td>\n",
       "      <td>625</td>\n",
       "      <td>45</td>\n",
       "      <td>Seed Pokémon</td>\n",
       "      <td>123</td>\n",
       "      <td>1059860</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>88.1</td>\n",
       "      <td>3</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>grass</td>\n",
       "      <td>poison</td>\n",
       "      <td>100.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Charmander</td>\n",
       "      <td>52</td>\n",
       "      <td>5120</td>\n",
       "      <td>70</td>\n",
       "      <td>309</td>\n",
       "      <td>45</td>\n",
       "      <td>Lizard Pokémon</td>\n",
       "      <td>43</td>\n",
       "      <td>1059860</td>\n",
       "      <td>0.6</td>\n",
       "      <td>...</td>\n",
       "      <td>88.1</td>\n",
       "      <td>4</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Charmeleon</td>\n",
       "      <td>64</td>\n",
       "      <td>5120</td>\n",
       "      <td>70</td>\n",
       "      <td>405</td>\n",
       "      <td>45</td>\n",
       "      <td>Flame Pokémon</td>\n",
       "      <td>58</td>\n",
       "      <td>1059860</td>\n",
       "      <td>1.1</td>\n",
       "      <td>...</td>\n",
       "      <td>88.1</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Celesteela</td>\n",
       "      <td>101</td>\n",
       "      <td>30720</td>\n",
       "      <td>0</td>\n",
       "      <td>570</td>\n",
       "      <td>25</td>\n",
       "      <td>Launch Pokémon</td>\n",
       "      <td>103</td>\n",
       "      <td>1250000</td>\n",
       "      <td>9.2</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>797</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>61</td>\n",
       "      <td>steel</td>\n",
       "      <td>flying</td>\n",
       "      <td>999.9</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Kartana</td>\n",
       "      <td>181</td>\n",
       "      <td>30720</td>\n",
       "      <td>0</td>\n",
       "      <td>570</td>\n",
       "      <td>255</td>\n",
       "      <td>Drawn Sword Pokémon</td>\n",
       "      <td>131</td>\n",
       "      <td>1250000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>798</td>\n",
       "      <td>59</td>\n",
       "      <td>31</td>\n",
       "      <td>109</td>\n",
       "      <td>grass</td>\n",
       "      <td>steel</td>\n",
       "      <td>0.1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Guzzlord</td>\n",
       "      <td>101</td>\n",
       "      <td>30720</td>\n",
       "      <td>0</td>\n",
       "      <td>570</td>\n",
       "      <td>15</td>\n",
       "      <td>Junkivore Pokémon</td>\n",
       "      <td>53</td>\n",
       "      <td>1250000</td>\n",
       "      <td>5.5</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>799</td>\n",
       "      <td>97</td>\n",
       "      <td>53</td>\n",
       "      <td>43</td>\n",
       "      <td>dark</td>\n",
       "      <td>dragon</td>\n",
       "      <td>888.0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>Necrozma</td>\n",
       "      <td>107</td>\n",
       "      <td>30720</td>\n",
       "      <td>0</td>\n",
       "      <td>600</td>\n",
       "      <td>3</td>\n",
       "      <td>Prism Pokémon</td>\n",
       "      <td>101</td>\n",
       "      <td>1250000</td>\n",
       "      <td>2.4</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>800</td>\n",
       "      <td>127</td>\n",
       "      <td>89</td>\n",
       "      <td>79</td>\n",
       "      <td>psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>230.0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Magearna</td>\n",
       "      <td>95</td>\n",
       "      <td>30720</td>\n",
       "      <td>0</td>\n",
       "      <td>600</td>\n",
       "      <td>3</td>\n",
       "      <td>Artificial Pokémon</td>\n",
       "      <td>115</td>\n",
       "      <td>1250000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>801</td>\n",
       "      <td>130</td>\n",
       "      <td>115</td>\n",
       "      <td>65</td>\n",
       "      <td>steel</td>\n",
       "      <td>fairy</td>\n",
       "      <td>80.5</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>801 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name  attack  base_egg_steps  base_happiness  base_total  \\\n",
       "0     Bulbasaur      49            5120              70         318   \n",
       "1       Ivysaur      62            5120              70         405   \n",
       "2      Venusaur     100            5120              70         625   \n",
       "3    Charmander      52            5120              70         309   \n",
       "4    Charmeleon      64            5120              70         405   \n",
       "..          ...     ...             ...             ...         ...   \n",
       "796  Celesteela     101           30720               0         570   \n",
       "797     Kartana     181           30720               0         570   \n",
       "798    Guzzlord     101           30720               0         570   \n",
       "799    Necrozma     107           30720               0         600   \n",
       "800    Magearna      95           30720               0         600   \n",
       "\n",
       "    capture_rate        classfication  defense  experience_growth  height_m  \\\n",
       "0             45         Seed Pokémon       49            1059860       0.7   \n",
       "1             45         Seed Pokémon       63            1059860       1.0   \n",
       "2             45         Seed Pokémon      123            1059860       2.0   \n",
       "3             45       Lizard Pokémon       43            1059860       0.6   \n",
       "4             45        Flame Pokémon       58            1059860       1.1   \n",
       "..           ...                  ...      ...                ...       ...   \n",
       "796           25       Launch Pokémon      103            1250000       9.2   \n",
       "797          255  Drawn Sword Pokémon      131            1250000       0.3   \n",
       "798           15    Junkivore Pokémon       53            1250000       5.5   \n",
       "799            3        Prism Pokémon      101            1250000       2.4   \n",
       "800            3   Artificial Pokémon      115            1250000       1.0   \n",
       "\n",
       "     ...  percentage_male  pokedex_number  sp_attack  sp_defense  speed  \\\n",
       "0    ...             88.1               1         65          65     45   \n",
       "1    ...             88.1               2         80          80     60   \n",
       "2    ...             88.1               3        122         120     80   \n",
       "3    ...             88.1               4         60          50     65   \n",
       "4    ...             88.1               5         80          65     80   \n",
       "..   ...              ...             ...        ...         ...    ...   \n",
       "796  ...             50.0             797        107         101     61   \n",
       "797  ...             50.0             798         59          31    109   \n",
       "798  ...             50.0             799         97          53     43   \n",
       "799  ...             50.0             800        127          89     79   \n",
       "800  ...             50.0             801        130         115     65   \n",
       "\n",
       "       type1   type2 weight_kg  generation  is_legendary  \n",
       "0      grass  poison       6.9           1             0  \n",
       "1      grass  poison      13.0           1             0  \n",
       "2      grass  poison     100.0           1             0  \n",
       "3       fire     NaN       8.5           1             0  \n",
       "4       fire     NaN      19.0           1             0  \n",
       "..       ...     ...       ...         ...           ...  \n",
       "796    steel  flying     999.9           7             1  \n",
       "797    grass   steel       0.1           7             1  \n",
       "798     dark  dragon     888.0           7             1  \n",
       "799  psychic     NaN     230.0           7             1  \n",
       "800    steel   fairy      80.5           7             1  \n",
       "\n",
       "[801 rows x 21 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "poke1=pd.read_csv('pokemon_cleaned.csv')\n",
    "poke1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "2f77288b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = poke1[(poke1['type1'].notnull()) & (poke1['type2'].isnull())]\n",
    "df2 = poke1[(poke1['type1'].notnull()) & (poke1['type2'].notnull())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b61f5e80",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, axs = plt.subplots(2, 1, figsize=(6, 8))\n",
    "\n",
    "df1_legendary_props = df1['is_legendary'].value_counts(normalize=True)\n",
    "df2_legendary_props = df2['is_legendary'].value_counts(normalize=True)\n",
    "\n",
    "axs[0].bar(df1_legendary_props.index, df1_legendary_props.values)\n",
    "axs[0].set_title('Proportion of Rows by is_legendary in df1')\n",
    "axs[0].set_xlabel('is_legendary')\n",
    "axs[0].set_ylabel('Proportion')\n",
    "\n",
    "axs[1].bar(df2_legendary_props.index, df2_legendary_props.values)\n",
    "axs[1].set_title('Proportion of Rows by is_legendary in df2')\n",
    "axs[1].set_xlabel('is_legendary')\n",
    "axs[1].set_ylabel('Proportion')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9614f60",
   "metadata": {},
   "source": [
    "> * we take a brief look at the statistics on the 'Base Stats' of the Pokemon. The Base Stats of a Pokemon consists of the 'hp', 'attack', 'defense', 'sp_attack' (special attack), 'sp_defense' (special defense), and speed of that Pokemon.\n",
    "    * Select the Base Stats\n",
    "    * Display the statistics "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "f16762a1",
   "metadata": {},
   "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>hp</th>\n",
       "      <th>attack</th>\n",
       "      <th>defense</th>\n",
       "      <th>sp_attack</th>\n",
       "      <th>sp_defense</th>\n",
       "      <th>speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>801.000000</td>\n",
       "      <td>801.000000</td>\n",
       "      <td>801.000000</td>\n",
       "      <td>801.000000</td>\n",
       "      <td>801.000000</td>\n",
       "      <td>801.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>68.958801</td>\n",
       "      <td>77.857678</td>\n",
       "      <td>73.008739</td>\n",
       "      <td>71.305868</td>\n",
       "      <td>70.911361</td>\n",
       "      <td>66.334582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>26.576015</td>\n",
       "      <td>32.158820</td>\n",
       "      <td>30.769159</td>\n",
       "      <td>32.353826</td>\n",
       "      <td>27.942501</td>\n",
       "      <td>28.907662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>65.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>80.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>85.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>255.000000</td>\n",
       "      <td>185.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>180.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               hp      attack     defense   sp_attack  sp_defense       speed\n",
       "count  801.000000  801.000000  801.000000  801.000000  801.000000  801.000000\n",
       "mean    68.958801   77.857678   73.008739   71.305868   70.911361   66.334582\n",
       "std     26.576015   32.158820   30.769159   32.353826   27.942501   28.907662\n",
       "min      1.000000    5.000000    5.000000   10.000000   20.000000    5.000000\n",
       "25%     50.000000   55.000000   50.000000   45.000000   50.000000   45.000000\n",
       "50%     65.000000   75.000000   70.000000   65.000000   66.000000   65.000000\n",
       "75%     80.000000  100.000000   90.000000   91.000000   90.000000   85.000000\n",
       "max    255.000000  185.000000  230.000000  194.000000  230.000000  180.000000"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_base_stats = poke1[['hp','attack','defense','sp_attack','sp_defense','speed']]\n",
    "pokemon_base_stats.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ab55ed97",
   "metadata": {},
   "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>height_m</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>base_egg_steps</th>\n",
       "      <th>experience_growth</th>\n",
       "      <th>base_happiness</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>801.000000</td>\n",
       "      <td>801.000000</td>\n",
       "      <td>801.000000</td>\n",
       "      <td>8.010000e+02</td>\n",
       "      <td>801.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.159800</td>\n",
       "      <td>60.527216</td>\n",
       "      <td>7191.011236</td>\n",
       "      <td>1.054996e+06</td>\n",
       "      <td>65.362047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.067044</td>\n",
       "      <td>108.110181</td>\n",
       "      <td>6558.220422</td>\n",
       "      <td>1.602558e+05</td>\n",
       "      <td>19.598948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1280.000000</td>\n",
       "      <td>6.000000e+05</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.600000</td>\n",
       "      <td>9.300000</td>\n",
       "      <td>5120.000000</td>\n",
       "      <td>1.000000e+06</td>\n",
       "      <td>70.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>5120.000000</td>\n",
       "      <td>1.000000e+06</td>\n",
       "      <td>70.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.500000</td>\n",
       "      <td>61.500000</td>\n",
       "      <td>6400.000000</td>\n",
       "      <td>1.059860e+06</td>\n",
       "      <td>70.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>14.500000</td>\n",
       "      <td>999.900000</td>\n",
       "      <td>30720.000000</td>\n",
       "      <td>1.640000e+06</td>\n",
       "      <td>140.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         height_m   weight_kg  base_egg_steps  experience_growth  \\\n",
       "count  801.000000  801.000000      801.000000       8.010000e+02   \n",
       "mean     1.159800   60.527216     7191.011236       1.054996e+06   \n",
       "std      1.067044  108.110181     6558.220422       1.602558e+05   \n",
       "min      0.100000    0.100000     1280.000000       6.000000e+05   \n",
       "25%      0.600000    9.300000     5120.000000       1.000000e+06   \n",
       "50%      1.000000   27.300000     5120.000000       1.000000e+06   \n",
       "75%      1.500000   61.500000     6400.000000       1.059860e+06   \n",
       "max     14.500000  999.900000    30720.000000       1.640000e+06   \n",
       "\n",
       "       base_happiness  \n",
       "count      801.000000  \n",
       "mean        65.362047  \n",
       "std         19.598948  \n",
       "min          0.000000  \n",
       "25%         70.000000  \n",
       "50%         70.000000  \n",
       "75%         70.000000  \n",
       "max        140.000000  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_biology = poke1[['height_m', 'weight_kg', 'capture_rate', 'base_egg_steps', 'experience_growth', 'base_happiness']]\n",
    "pokemon_biology.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc34bab1",
   "metadata": {},
   "source": [
    "### The number of new Pokemon in each generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ad9a9410",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "8a9fab6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "generation\n",
       "1    151\n",
       "2    100\n",
       "3    135\n",
       "4    107\n",
       "5    156\n",
       "6     72\n",
       "7     80\n",
       "Name: generation, dtype: int64"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon_gen_count = poke1.groupby('generation').generation.count()\n",
    "pokemon_gen_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "abc2c4e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,5))\n",
    "\n",
    "plt.title('Number of new Pokemon in each generation')\n",
    "\n",
    "sns.barplot(x=pokemon_gen_count.index, y=pokemon_gen_count)\n",
    "\n",
    "plt.ylabel(None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b99b7bde",
   "metadata": {},
   "source": [
    "### The number of Pokemon of each type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "8ff6dca0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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t2nXDEkJJNzwJccWKFbLZbKpSpYqKFy+uvHnz6ujRo25zf+ihhzRixAjFx8ffVc0AQNgCABP17dtXefLkueG9N7Vr19amTZs0YcIErV+/XkOHDr3p49vTys/PT71799bXX3+tH374QW3bttWVK1fUoUMHSX/fEShQoIBefvllLViwQOvXr9fIkSM1atQoPfDAAzcsQbydPHny6NVXX9VXX32lAQMGaM2aNZo9e7Y6deqkkiVLqkmTJuk2r39q0qSJSpYsqY4dO+qLL77QmjVr9P7772vevHlq3769667FP+XLl0+dO3fWTz/95HqvT4cOHXT48GG1b99eK1eu1E8//aROnTpp6dKlKlWq1F3V+PLLLytPnjx6+eWXtXDhQq1evVqdO3fW+vXr1blz5zsut7udtMz/Vrp06aI1a9bonXfe0erVq/X999+rbdu2+vnnn11LTcuWLas1a9boiy++0MaNGzVjxgy1a9dONpvN9eu7Vq1aioyMVK9evfTFF1/o559/Vu/evbV37161a9cuzXOVpNy5cys+Pl4bN250e/Lm9ac9Fi1a9Ib3r0nSjh071LVrV/3000+aNGmSRo0apebNm6tQoULKli2bOnfurNmzZ2vQoEFau3atli9frtjYWMXHx99ymS0ApBbLCAHARHny5FH//v3VsWNHt+3t27fX6dOnNWXKFCUnJ6tWrVr64IMP9Prrr6fLdQMDA9WtWzd99NFHOnnypMqVK6dZs2apePHikv5+z8znn3+uESNG6MMPP9SFCxdUsGBBvfPOO4qNjfX4ep06dVK+fPk0a9YsffXVV8qTJ4+eeuopvf3227d9T9PdsNvtmjlzpkaMGKExY8bo4sWLKl68uD744AM999xztzyuRYsWWrBggQYPHqzHH39cpUqV0ueff65Ro0ape/fuMgxDISEh+uSTT275qPvUCg4O1hdffKERI0bogw8+UHJyskqVKqXx48ff9bnTOv+beeyxxzR58mSNGzdOb775pvz8/FS6dGlNnTrV9eCOnj17Kjk5WaNHj1ZSUpIefvhhvf766/rtt9/0/fffKyUlRdmyZVNcXJxGjBihsWPH6vLlyypVqpQmTZrk9nCRtIiNjdXgwYP1yiuvaOrUqa4Pxq5Zs6ZsNtstQ33r1q31xx9/qGPHjrr//vv12muvqX379q79zZo103333adJkyZpzpw5ypkzpypUqKCPPvooTUtgAeCfbMbt3n0LAACQiS1btkzdunXTjz/+6Fouel1oaKg6duzo+kw1AMho3NkCAABeZ+XKldq5c6dmz56thg0b3hC0ACAz4D1bAADA6xw9elTTpk1TmTJl1LNnT6vLAYCbYhkhAAAAAJiAO1sAAAAAYALCFgAAAACYgLAFAAAAACbgaYSpsHXrVhmG4dGHfAIAAAC49yQnJ8tms6Xq8wO5s5UKhmG4/oN3MgxDSUlJ9NCL0UPvRv+8Hz30fvTQu9G/zMOTXMCdrVTw8/NTUlKSSpYsqZw5c1pdDtLg8uXL2r17Nz30YvTQu9E/70cPvR899G70L/PYuXNnqsdyZwsAAAAATEDY8oDNZrO6BKSRzWaT3W6nh16MHno3+uf96CEAeI5lhKnk7+8vu91udRlII7vdrvDwcKvLwF2gh96N/nk/epg5OQ2nfGz82zmQWRG2PDB3x0SdvHTc6jIAAAAUfF8BPVe2vdVlALgNwpYHTl46rt8vHLK6DAAAAABegPvOAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACXwz4iKnT5/WwIED9dNPPylbtmx67rnntHPnTlWuXFmStHbtWhUoUEA//vijGjZsqH79+mnevHmaOXOm9u/fLx8fH0VERKhnz54qXbq0JGnHjh0aOnSodu/eLV9fX1WpUkW9evVSgQIFJEkLFy5UXFycDh8+rDx58uipp55St27d5O/vnxFTBgAAAJDFmX5ny+l0qn379jp06JDi4uI0ZcoU7dixQxs3bnSN2bp1q/LmzatFixapdevW+u6779SvXz+1adNGy5cv1/Tp03XlyhX16dPH7ZyVK1fW4sWLNW3aNB0/fly9e/eWJO3Zs0fvvvuuOnXqpBUrVmjw4MFatGiRJk2aZPZ0AQAAAEBSBtzZ2rhxo3bs2KHly5erePHikqTRo0erdu3abuPefPNNBQQESJJOnjypQYMGqVGjRpKkggULqlmzZurXr58k6cKFCzpz5oweeOABPfzww7LZbBo9erT++usvSdLRo0dls9n08MMPq0CBAipQoIAmT56sXLlymT1dAAAAAJCUAWErPj5egYGBrqAlSXnz5lWxYsXcXl8PWpJUuXJlBQUFafz48Tp06JAOHDig3bt3y+l0SpICAwPVtm1bDRw4UOPGjVO1atVUo0YNPfnkk5Kkxx9/XJGRkWratKmKFi2qatWqqU6dOipTpozZ0wUAAAAASRmwjDBbtmyukHQrOXLkcHu9dOlSNWjQQIcOHVLZsmXVrVs39ezZ021M165d9f333+vNN99UcnKy+vfvryZNmigpKUnZs2fXjBkztGDBAjVt2lSJiYlq166da5khAAAAAJjN9LBVqlQpXbhwQYmJia5tZ8+e1aFDh255zIQJE/Tcc89p2LBhevHFF1W5cmUdOXJEkmQYhvbv369+/fopb968atmypcaMGaNJkyYpMTFRe/bs0erVqzVu3DiFh4fr1Vdf1YwZM/Tmm29q2bJlZk8XAAAAACRlwDLCqKgolS9fXt27d1ffvn2VI0cOffTRR3I4HLLZbDIM44Zj8ufPr19++UW7du1SQECAvv/+e82aNUuSlJSUpDx58mjJkiW6cuWKXn31Vfn4+GjevHmu5Yrbt2/XJ598oly5cqlOnTo6e/asfvjhB0VGRpo9XQAAAACQlEGfszVmzBg99NBDatOmjVq3bq2IiAgVKFBAfn5+Nx3ft29f5cuXTy+99JKaNWumH374QcOHD5ckbd++XUFBQZo0aZKOHTum5s2bq3Hjxjp+/LimTp2qXLlyqXr16vrggw80d+5c1a9fX23btlXRokU1cuTIjJguAAAAAMhm3OzWUjo6ffq0tm/frscee8wVrpKSkhQVFaV+/fq5njiYme3cuVOStObiXP1+4dbLHwEAADJK/oAier3qgFSPv3z5snbv3q2wsDDlzJnTxMpgBvqXeVzPBhEREXcca/oyQl9fX3Xu3FktWrRQy5YtlZycrMmTJ8vf3181atQw+/IAAAAAYAnTlxHmzp1bEyZM0LZt29SoUSM1b95cp06d0owZMxQUFGT25QEAAADAEqbf2ZKkKlWqaPbs2RlxKQAAAADIFDLkARkAAAAAkNUQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwAQZ8uj3e0XwfQWsLgEAAEASP5cA3oCw5YHnyra3ugQAAAAXp+GUj42FSkBmxe/OVEpKSpLD4bC6DKSRw+FQfHw8PfRi9NC70T/vRw8zJ4IWkLnxO9QDhmFYXQLSyDAMORwOeujF6KF3o3/ejx4CgOcIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALClgdsNpvVJSCNbDab7HY7PfRi9NC70T8AQFbEhxqnkr+/v+x2u9VlII3sdrvCw8OtLgN3gR56Nyv6Zzidsvnwb4oAAOsQtjxwfOFwJf112OoyAAB34J+3sAo06m51GQCALI6w5YGkvw7r6olEq8sAAAAA4AVYXwEAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAm8IqwtWvXLtWvX19lypTRW2+9pZiYGKtLAgAAAIDb8rW6gNQYP368bDablixZIj8/P913331WlwQAAAAAt+UVYev8+fMKDw9X0aJFrS4FAAAAAFIl0y8jjI6O1saNG7Vw4UKFhoYqOjratYxww4YNCg0NVVxcnKKiotS4cWOlpKTojz/+UOfOnVWpUiVFRUXptdde08GDB62dCAAAAIAsJdOHrblz5yoyMlL16tXTmjVrFBkZecOYH3/8UXPmzNHgwYN19epVxcTEKCUlRbNmzdLMmTN1//33q3nz5vrjjz8smAEAAACArCjTh62goCD5+fkpR44cCg4Olp+f3w1jYmNjVbRoUYWFhWnp0qU6c+aMRowYoVKlSikkJEQffPCBcuXKpS+//NKCGQAAAADIirziPVt38s/3csXHx+vixYt69NFH3cZcvXpViYmJGVwZAAAAgKzqnghb2bNnd33tdDpVrFgxffrppzeMy5kzZ0aWBQAAACALy/TLCD0VEhKi48ePKyAgQEWKFFGRIkVUsGBBjRgxQps2bbK6PAAAAABZxD0Xtho0aKDAwEB17NhR27ZtU2Jionr16qXVq1frkUcesbo8AAAAAFnEPRe2AgICNGvWLOXNm1dt27bVc889p2PHjmny5MmELQAAAAAZxiveszVz5kzX10OHDnV9HRUVpYSEhBvGFypUSGPHjs2Q2gAAAADgZu65O1sAAAAAkBkQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASELQAAAAAwAWELAAAAAExA2AIAAAAAE/haXYA38c9b2OoSAACpwJ/XAIDMgLDlgQKNultdAgAglQynUzYfFnAAAKzD30KplJSUJIfDYXUZSCOHw6H4+Hh66MXooXezon8ELQCA1fibyAOGYVhdAtLIMAw5HA566MXooXejfwCArIiwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsecBms1ldAtLIZrPJbrfTQy9GD70b/fN+9ND70UPvRv+8k83gObx3tHPnTklSRESExZUAAAAAWYvTacjHJ/OETE+yga/ZxdxL5qw6qZNnkq0uAwAAAMgSgu/30/N1gq0uI80IWx44eSZZx08lWV0GAAAAAC/Ae7YAAAAAwASELQAAAAAwAWELAAAAAExA2AIAAAAAExC2AAAAAMAEhC0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABF4VtgzD0IIFC/TXX39ZXQoAAAAA3JZXha1NmzapZ8+ecjgcVpcCAAAAALflVWHLMAyrSwAAAACAVDE9bDVu3FiDBg1yvV65cqVCQ0O1dOlS17bhw4frhRde0L59+9ShQwdFRUWpTJkyeuKJJzR9+nRJ0oYNG9SqVStJUp06dTR//nxJ0i+//KIXX3xRZcuWVa1atTRgwABdvHjRde7o6GgNHjxYTz/9tKKiorR+/XqzpwwAAAAA5oet6OhorV271vV63bp1stlsbqFn9erVqlatml5++WXlzJlT//3vf7V06VLVq1dPgwcP1u7duxUZGamxY8dKkr766is9/fTT2rNnj9q0aaPq1atr8eLF+uijj7Rr1y7Fxsa63QX74osv9O6772rSpEmqUKGC2VMGAAAAAPPDVu3atbV//379/vvvkqSff/5ZTzzxhDZs2CBJOnr0qH777TfVqFFDrVq1Uv/+/VWiRAkVKVJEHTt2lCQlJCTI399fgYGBkqSgoCDlyJFDkydPVtWqVdWhQwcVLVpUlSpV0ogRI7R9+3Zt3LjRVUPNmjVVrVo1RUREyN/f3+wpAwAAAIB8zb5AmTJl9OCDD2rt2rV6/PHHdfjwYX300Udq0qSJfv/9d61evVolS5ZU2bJlVbx4cS1btkx79uzRoUOHtHv3bkmS0+m86bnj4+N16NAhRUZG3rAvMTFRUVFRkqQiRYqYN0EAAAAAuAnTw5Yk1apVS2vXrlW2bNlUpkwZlS5dWgULFtSGDRv0448/qm7dujp16pSaN2+u+++/X3Xq1FHVqlUVERGhmjVr3vK8TqdTzz77rF577bUb9gUFBbm+zpEjhynzAgAAAIBbyZCwVadOHfXo0UPZsmVTlSpVJElVqlTRjz/+qA0bNqhTp076+uuvdfbsWa1YsUJ+fn6S/l4+KP3fUwhtNpvbeR955BHt27fP7c7V/v37NXz4cHXp0kUBAQEZMT0AAAAAuEGGPPq9SpUqunr1qlasWOEKW1WrVtWKFSsUGBioiIgIPfTQQ3I4HFq+fLmOHz+uNWvWqEuXLpKkpKQkSVLOnDklSXv27NGlS5cUGxur3bt367333tNvv/2m7du3q2vXrjpw4ICKFi2aEVMDAAAAgJvKkLCVPXt2VatWTZJcTwOsWrWqDMNQdHS0bDabnnrqKb3yyisaNmyY6ymEzz33nCpXrqwdO3ZIkkJCQlSzZk29/fbbmjNnjsqXL69JkyZp7969atKkiV599VUVKlRIU6dO5UEYAAAAACxlM/ik4DvauXOnJGl1Ql4dP5VkcTUAAABA1lAgn786PlfA6jLcXM8GERERdxybIXe2AAAAACCrIWwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACbwtboAbxJ8v5/VJQAAAABZhrf//E3Y8sDzdYKtLgEAAADIUpxOQz4+NqvLSBOWEaZSUlKSHA6H1WUgjRwOh+Lj4+mhF6OH3o3+eT966P3ooXfLyv3z1qAlEbY8YhiG1SUgjQzDkMPhoIdejB56N/rn/eih96OH3o3+eSfCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwpYHbDbvfRJKVmez2WS32+mhF6OH3o3+AQCyIj5nK5X8/f1lt9utLgNpZLfbFR4ebnUZuAv00LvRP+s5jRT52LJZXQYAZCmELQ98//O7OnPugNVlAADgkfsDiym62iCrywCALIew5YEz5w7orzMJVpcBAAAAwAvwni0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASELQAAAAAwAWELAAAAAEyQ6cJWaGio5s+fb3UZAAAAAHBXMl3YAgAAAIB7AWELAAAAAEyQKcPW/v371bJlS0VERKh+/fpau3ata9/YsWMVHR3tNn7+/PkKDQ11vXY4HOrXr5+ioqJUoUIF9enTR++884569uyZYXMAAAAAkLVlyrA1ffp0NWzYUIsXL1bdunX1yiuv6Ndff0318T169NDatWs1atQozZ49WxcvXtTSpUtNrBgAAAAA3GXKsNWyZUu1aNFCxYoV09tvv63y5ctr2rRpqTr2yJEjWrFihfr166dq1aopJCREw4cPV3BwsLlFAwAAAMA/ZMqwValSJbfX5cqV0759+1J1bHx8vCQpMjLStS179uyKiIhIvwIBAAAA4A4yZdjy8XEvKyUlRf7+/q7XhmG47b927Zrr62zZskmSnE6niRUCAAAAwO1lyrC1a9cut9e//PKLHnnkEUmSn5+fLl686Ba4Dh065Po6NDRUNptN27Ztc21LTk523fECAAAAgIyQKcPWtGnTtGDBAu3fv1+DBw/W3r171a5dO0lShQoVdP78eX322Wc6evSovv76a7cPQS5UqJDq1aungQMHat26dUpMTFTfvn31+++/y2azWTUlAAAAAFlMpgxbHTp00MyZM9WgQQNt3LhRn332mYoVKyZJevTRR9W5c2fNmjVLTz/9tBYuXKgePXq4HT9w4EBVrFhRnTp1UvPmzZU9e3aVL19efn5+VkwHAAAAQBbka3UB/5aQkCBJrjtZN/Paa6/ptddec9vWqFEjSdLVq1e1fv16vfvuuxo6dKhr/5NPPqkHH3ww/QsGAAAAgJvIdGHrbvn7++v9999X5cqV1aFDB2XLlk1z587V8ePH9dRTT1ldHgAAAIAsIlMuI7wbNptNEydO1JkzZ/T888+rcePG2rp1q6ZMmaISJUpYXR4AAACALOKeu7MlSWFhYZoyZYrVZQAAAADIwu65O1sAAAAAkBkQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwAT35KPfzXJ/YDGrSwAAwGP8/QUA1iBseSC62iCrSwAAIE2cRop8bNmsLgMAshSWEaZSUlKSHA6H1WUgjRwOh+Lj4+mhF6OH3o3+WY+gBQAZj7DlAcMwrC4BaWQYhhwOBz30YvTQu9E/AEBWRNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATEDY8oDNZrO6BKSRzWaT3W6nh16MHno3+uf96KH3o4dAxuNztlLJ399fdrvd6jKQRna7XeHh4VaXgbtAD70b/fN+9ND73Us9dDqd8vHhngEyP8KWB9asmatz505ZXQYAAECWFRiYT4899pzVZQCpQtjywLlzp3T69O9WlwEAAADAC3D/FQAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASELQAAAAAwAWELAAAAAEyQZcJWz549FRMTY3UZAAAAALKILBO2AAAAACAjEbYAAAAAwAR3FbZCQ0P15Zdf6uWXX1bZsmX1+OOPa+LEiW5jfvzxRzVv3lyRkZF67LHHNHToUF29etXtHKNGjVLt2rVVvXp17d+/X9HR0Zo5c6Y6deqkcuXKqUaNGvrqq6+0detWNWrUSOXKlVOLFi10+PBh13m2bNmil19+WRUrVlSZMmVUv359LVmy5G6mBwAAAABpdtd3toYPH65GjRpp0aJFatq0qUaOHKnNmzdLklauXKnXX39dNWvW1Lx58zRw4EAtX75cXbt2dTvHnDlzNGbMGH3yyScqXry4JGnEiBF6/PHHtWTJEtWqVUv9+/dXv3791LNnT82aNUsnT57URx99JEn6448/FBsbq1KlSmn+/PlatGiRIiIi1KtXL506depupwgAAAAAHvO92xM0btxYDRs2lCS9/fbb+u9//6stW7aoUqVKmjhxop544gm98cYbkqTixYvLMAy9/vrrSkxMVIkSJSRJDRs2VEREhNt5a9SooebNm0uSWrVqpTlz5igmJkZVqlSRJNWrV08rV66UJCUlJaljx4565ZVX5OPzd35s37695s+fr4MHDypfvnx3O00AAAAA8Mhdh63rgem6XLlyKTk5WZK0d+9ePfPMM277K1euLElKSEhwHVukSJEbzlusWDHX1zly5JAkPfzww65t2bNnV1JSkiSpUKFCatq0qWbNmqXffvtNBw8e1O7duyVJKSkpdzU/AAAAAEiLuw5b/v7+N2wzDMP1f5vN5rbvevjx9f2/S18PU26F+d5Y2vW7Vv+WmJioli1bKjw8XNWrV1edOnV0//33q1mzZqmfCAAAAACko7sOW7cTEhKiLVu2qHXr1q5t19/P9e87Ynfjiy++UN68eTVt2jTXtu+//17S/wU/AAAAAMhIpj76/ZVXXtG3336rTz75RAcOHNAPP/yggQMHqnbt2ukath566CGdOHFCq1ev1rFjx/Ttt9+qf//+kuRaaggAAAAAGcnUO1v16tVTSkqKJk6cqE8//VRBQUGqX7++3nzzzXS9TqtWrbR//351795dSUlJKlq0qLp06aIxY8Zox44dqlGjRrpeDwAAAADuxGawzu6Odu7cKUk6fHitTp/+3eJqAAAAsq6goPx65pnXrC4jw12+fFm7d+9WWFiYcubMaXU5Wdr1bPDvp6nfjKnLCAEAAAAgqyJsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAm8LW6AG8SGJjP6hIAAACyNH4egzchbHngscees7oEAACALM/pdMrHhwVayPz4VZpKSUlJcjgcVpeBNHI4HIqPj6eHXoweejf65/3oofe7l3pI0IK34FeqBwzDsLoEpJFhGHI4HPTQi9FD70b/vB899H70EMh4hC0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYcsDNpvN6hKQRjabTXa7nR56MXro3egfACAr4kONU8nf3192u93qMpBGdrtd4eHhVpeBu0APvVtm6h8fhgoAyCiELQ9899F3On30tNVlAADSKOjhID3R9QmrywAAZBGELQ+cPnpapxJPWV0GAAAAAC/AOgoAAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASELQAAAAAwQaYJW6GhoZo/f77VZQAAAABAuvC1uoDr1qxZo4CAAKvLAAAAAIB0kWnCVnBwsNUlAAAAAEC6SZdlhKGhofriiy/UsmVLlS1bVs8++6xWrVrlNubHH39U8+bNFRkZqccee0xDhw7V1atX3c5xfRnhX3/9pTfffFNRUVEqW7asWrRooY0bN7rGXrlyRaNHj1adOnUUERGhRo0aaeXKla798+fPV3R0tBYsWKAnnnhCZcqUUdOmTbV169b0mC4AAAAA3FG6vWdr+PDhql+/vhYuXKiaNWuqY8eO+uWXXyRJK1eu1Ouvv66aNWtq3rx5GjhwoJYvX66uXbve9Fz9+/fXlStXNGvWLH399dcqVqyYOnTooMuXL0uSunTpooULF6pPnz5avHix6tatq44dO7oFvD///FOzZ8/Whx9+qDlz5sjHx0c9evSQYRjpNWUAAAAAuKV0W0bYtGlTvfjii5Kkrl27atOmTZo1a5YqVKigiRMn6oknntAbb7whSSpevLgMw9Drr7+uxMRElShRwu1chw8fVkhIiAoXLqzs2bOrT58+evbZZ5UtWzYlJiZq1apVmjBhgmrXri1J6tixoxISEjRhwgTVqVNHkpScnKz+/fsrLCxMktS+fXu98cYbOnnypB544IH0mjYAAAAA3FS63dl69NFH3V6XK1dOe/fulSTt3btXFSpUcNtfuXJlSVJCQsIN5+rYsaO+++47RUVFqW3btpo7d65Kliyp7Nmzu8ZXrFjR7ZhKlSrdcK5/hrjrD99ITk5Oy/QAAAAAwCPpFrZ8fd1vkjmdTvn4/H16wzBks9nc9qekpNz0OEl64okn9NNPP2nw4MF66KGHNGnSJD355JPat2/fLa/vdDpvOJe/v/8N41hGCAAAACAjpFvY2rlzp9vrbdu2qXTp0pKkkJAQbdmyxW3/5s2bJemGJYRJSUkaMmSIjhw5oqefflqDBg3Sd999Jx8fH/34448KCQmRpJuer2TJkuk1HQAAAAC4K+n2nq3p06erePHiKlOmjL788kvt2bNHgwYNkiS98sor6ty5sz755BM9/fTTOnjwoAYOHKjatWvfELb8/f21fft2bd68WX379lW+fPm0evVqXbp0SZGRkSpZsqRq1qypAQMGSJKKFi2qpUuXatWqVRo9enR6TQcAAAAA7kq6ha3nn39eU6dO1b59+1SqVClNnjxZpUqVkiTVq1dPKSkpmjhxoj799FMFBQWpfv36evPNN296ro8//lhDhgzR66+/rgsXLqh48eIaMWKEKlWqJEkaNWqURo4cqXfffVfnz5/XI488orFjx+qJJ55Ir+kAAAAAwF2xGenwJqbQ0FANGTJETZo0SY+aMp3rSyTjJ8frVOIpi6sBAKRVvhL59Pzo560uwytdvnxZu3fvVlhYmHLmzGl1OUgDeujd6F/mcT0bRERE3HFsur1nCwAAAADwfwhbAAAAAGCCdHnP1s0+KwsAAAAAsjLubAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABggnR59HtWEfRwkNUlAADuAn+OAwAyEmHLA090fcLqEgAAd8npdMrHh4UdAADz8bdNKiUlJcnhcFhdBtLI4XAoPj6eHnoxeujdMlP/CFoAgIzC3zgeMAzD6hKQRoZhyOFw0EMvRg+9G/0DAGRFhC0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYcsDNpvN6hKQRjabTXa7nR56MXoIAAC8DR9qnEr+/v6y2+1Wl4E0stvtCg8Pt7oM3AVv7aFhOGWz8e9aAABkRYQtD5zcM1zJl49YXQYAL+GXs5CCS3W3ugwAAGARwpYHki8fUdLFRKvLAAAAAOAFWNsCAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJjAlbI0dO1bR0dHpdr4zZ87oq6++uu2Ynj17KiYmJt2uCQAAAAB3w9fqAlJj+PDhOnr0qJo1a3bLMX369FFKSkoGVgUAAAAAt+YVYcswjDuOCQgIyIBKAAAAACB10hy2Lly4oOHDh+u7775TcnKySpcurW7duikiIiJNY9euXauxY8dq9+7dCgwMVMOGDfX222+rT58+WrBggSQpNDRUCQkJiomJUaFChbRv3z4dOHBA7777rtavX69jx45p5syZkqQjR45o6NChWr9+vXx9fVWtWjX16dNH+fLlS+uUAQAAACDV0hS2DMNQu3bt5Ofnp4kTJypXrlxatGiRWrZsqS+//NKjseHh4dq+fbvatm2r1q1b64MPPtDvv/+url27ysfHR3369NGVK1d04sQJjR071nXe+fPn68MPP1SpUqWUL18+rV+/3rXvwoULeuGFF1SyZElNmzZNvr6+6tevnzp16qQvvvgijd8qAAAAAEi9NIWt9evXa+vWrVq3bp2CgoIkSV26dNEvv/yiGTNmqGDBgqkeO3ToUM2YMUNly5ZVz549JUklSpTQwIED9eeffyogIEA5cuSQn5+fgoODXecNCwvTs88+e9P6li1bpgsXLmjUqFHKkyePJOmDDz7QokWLdPXqVWXPnj0t0wYAAACAVEtT2Nq1a5ckqU6dOm7bk5KSdPXqVbewdaexkpSQkKBq1aq57X/iiSduW0ORIkVuuS8hIUFFixZ1BS1JeuSRR9S1a9fbnhMAAAAA0kuawpbT6VSuXLk0f/78G/b5+/tr7ty5qR4rSb6+vrLZbB7VkCNHjlvuS8v5AAAAACA9pelztkJCQnTx4kUlJSWpSJEirv/i4uK0atUqj8eWKFFCO3fudDtu2rRpaty4sSR5HJxKliypgwcP6sKFC65t8fHxioqK0rFjx9IyZQAAAADwSJrC1uOPP66wsDC9/fbbWrdunQ4dOqRhw4Zp3rx5KlGihMdj27Ztq23btmn06NE6cOCAVq9erYkTJ7qWHubMmVN//vmnjhw5kqr6nn32WQUGBqpbt27as2ePfv31V/Xv318hISFuSxwBAAAAwCxpClvZsmXTlClTVLZsWXXu3FkNGjTQhg0bNHbsWFWtWtXjsWFhYRo/frz+97//6dlnn1X//v0VExOjDh06SJIaNWokh8Oh+vXr688//7xjfXa7XZMnT1ZKSopatmypV155RSVKlNCYMWPSMl0AAAAA8JjNSM0nBmdx15c45k3+TEkXEy2uBoC38M9VQgUqjL3zwCzg8uXL2r17t8LCwpQzZ06ry0Ea0EPvRw+9G/3LPK5ng5t9vvC/penOFgAAAADg9ghbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJfK0uwJv45SxkdQkAvAh/ZgAAkLURtjwQXKq71SUA8DKG4ZTNxiICAACyIn4CSKWkpCQ5HA6ry0AaORwOxcfH00Mv5q09JGgBAJB18VOABwzDsLoEpJFhGHI4HPTQi9FDAADgbQhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsKWB2w2m9UlII1sNpvsdjs99GL00LvRPwBAVsSHGqeSv7+/7Ha71WUgjex2u8LDw60uA3eBHnq3zNQ/PmgaAJBRCFseOLxjtq5e+tPqMgAAaZT9vgdUuGwLq8sAAGQRhC0PXL30pxwXjltdBgAAAAAvwDoKAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASELQAAAAAwAWELAAAAAExA2AIAAAAAExC2AAAAAMAEhC0AAAAAMEGWCVsxMTHq2bOn1WUAAAAAyCKyTNgCAAAAgIxE2AIAAAAAE/jezcGnT5/WwIED9dNPPylbtmx67rnntHPnTlWuXFmStHbtWhUoUEA//vijGjZsqH79+mnr1q0aNWqUdu3aJV9fX9WpU0c9evRQYGCgJCk6OlqNGzdWp06dXNeJiYlRwYIFNXToUG3YsEGtWrXSZ599pg8//FAHDx5UkSJF1LVrV9WuXVuSlJSUpI8++khff/21kpOT1bJlSzmdzruZKgAAAAB4JM13tpxOp9q3b69Dhw4pLi5OU6ZM0Y4dO7Rx40bXmK1btypv3rxatGiRWrdurR07digmJkYlS5bUnDlzNGbMGO3YsUOxsbEeh6EPP/xQffr00fz581WoUCF17dpVly5dkiQNGjRIy5Yt09ChQ/XFF1/o+PHj2rx5c1qnCgAAAAAeS3PY2rhxo3bs2KGPPvpIkZGRKl26tEaPHi1/f3+3cW+++aYKFSqkokWLasqUKQoNDdV7772nkiVLKioqSiNGjNCvv/6qn376yaPrv/3226patapCQkL09ttv6+LFi9q7d68uXryo+fPn66233lLNmjX1yCOPaPDgwQoODk7rVAEAAADAY2kOW/Hx8QoMDFTx4sVd2/LmzatixYq5vQ4ICHC93rt3rypUqOB2ntDQUOXOnVsJCQkeXf+f182VK5ckKTk5WQcOHFBycrIiIiJc+7Nnz66wsDCPzg8AAAAAdyPNYStbtmx3XPqXI0cOt9eGYchms90wzul0ys/Pz23cPyUnJ99wzL/voN3suH/y9b2rt6cBAAAAgEfSHLZKlSqlCxcuKDEx0bXt7NmzOnTo0C2PCQkJueG9U3v27NHFixdVokQJSZKfn58uXLjg2u90OnX06NFU11WiRAllz55dW7ZscW27du2a9uzZk+pzAAAAAMDdSnPYioqKUvny5dW9e3dt27ZNe/bsUdeuXeVwOG5690qS2rRpoz179uj9999XYmKiNm7cqK5duyo8PFxVq1aVJFWoUEHLli3Tpk2bdODAAfXv398tfN1Jzpw59dJLL2nMmDH69ttvlZiYqH79+umPP/5I61QBAAAAwGN3tbZuzJgxev/999WmTRtlz55dL7zwghITE+Xn56ekpKQbxkdGRiouLk4ff/yxGjVqpFy5cqlu3bp65513XMsIO3furHPnzqldu3ay2+1q1qyZnn766dsuEfy3d955R9mzZ9f777+vS5cuqV69eoqOjr6bqQIAAACAR2yGJynmH06fPq3t27frsccecwWlpKQkRUVFqV+/fmrUqFF61mmpnTt3SpJyXPxBjgvHLa4GAJBW9oACeqTqm1aX4ZUuX76s3bt3KywsTDlz5rS6HKQBPfRu9C/zuJ4N/vlAvltJ850tX19fde7cWS1atFDLli2VnJysyZMny9/fXzVq1EjraQEAAADgnpDm92zlzp1bEyZM0LZt29SoUSM1b95cp06d0owZMxQUFJSeNQIAAACA17mr92xVqVJFs2fPTq9aAAAAAOCekeY7WwAAAACAWyNsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACe7q0e9ZTfb7HrC6BADAXeDPcQBARiJseaBw2RZWlwAAuEuG4ZTNxsIOAID5+NsmlZKSkuRwOKwuA2nkcDgUHx9PD70YPfRumal/BC0AQEbhbxwPGIZhdQlII8Mw5HA46KEXo4fejf4BALIiwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsKWB2w2m9UlII1sNpvsdjs99GL0EAAAeBs+ZyuV/P39ZbfbrS4DaWS32xUeHm51GbgLmb2HhmEQBAEAgBvClgf+WvuLrp27aHUZADIZ38Bcylu9gtVlAACATIaw5YFr5y4q+cw5q8sAAAAA4AV4zxYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACbIFGFr165dql+/vsqUKaO33nrrtmOPHj2q0NBQbdiwIYOqAwAAAADP+VpdgCSNHz9eNptNS5YsUa5cuW47Nn/+/FqzZo0CAwMzqDoAAAAA8FymCFvnz59XeHi4ihYtesex2bJlU3BwsPlFAQAAAMBdsHwZYXR0tDZu3KiFCxcqNDRUP/30k0aMGKG6deuqTJkyioqKUpcuXXTmzBlJNy4jjImJUe/evdWsWTNVqlRJ48aNU2hoqDZt2uR2nc6dO6tjx44ZPj8AAAAAWZPlYWvu3LmKjIxUvXr1tGbNGq1cuVJLlizRBx98oBUrVmjYsGFau3atPv3001ueY/78+WrVqpW++OILvfjiiwoPD9fChQtd+y9cuKBVq1apSZMmGTAjAAAAAMgEYSsoKEh+fn7KkSOHgoODVaFCBQ0bNkxRUVEqWLCgatWqpccee0wJCQm3PEdYWJieffZZPfLII7r//vvVtGlTrVixQlevXpUkLV++XAEBAapRo0ZGTQsAAABAFmd52Pq3hg0bKiUlRSNHjtSbb76pZ555RsuWLZPT6bzlMUWKFHF7/eyzz+rq1atatWqVJGnBggVq0KCBfH0zxVvUAAAAAGQBmS5s9e/fX2+99ZauXLmiWrVq6aOPPtIzzzxz22Ny5Mjh9jowMFB169bV4sWLdeTIEW3dupUlhAAAAAAyVKa61XPmzBl98cUXGjVqlJ5++mnX9v379ytnzpwenatp06Z6/fXXtWjRIkVEROiRRx5J73IBAAAA4JYy1Z2tgIAABQQEaNWqVTp06JASEhLUt29f7dq1S0lJSR6dq1q1asqXL5/i4uK4qwUAAAAgw2WqsOXr66uPP/5Ye/fu1bPPPqu2bdvK4XCoS5cu2rdvny5fvpzqc/n4+KhBgwYyDOOOyxABAAAAIL1limWEM2fOdH1dvXp1ff311zeMad++vSQpZ86cbk8m/Oex//bnn3/qP//5j3Lnzp2O1QIAAADAnWWKsJXe1q5dq99++01LlizR559/bnU5AAAAALKgezJszZs3Tz/++KM6deqksmXLWl0OAAAAgCzongxbI0eOtLoEAAAAAFlcpnpABgAAAADcKwhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABggnvy0e9m8Q3MZXUJADIh/mwAAAA3Q9jyQN7qFawuAUAmZRiGbDab1WUAAIBMhGWEqZSUlCSHw2F1GUgjh8Oh+Ph4eujFMnsPCVoAAODfCFseMAzD6hKQRoZhyOFw0EMvRg8BAIC3IWwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBseYCnjXkvm80mu91OD70YPQQAAN6Gz9lKJX9/f9ntdqvLQBrZ7XaFh4dbXQbuAj1MHSMlRbZs2awuAwAAiLDlkU0fDNCFw4esLgMAbiqgcBFV7tPP6jIAAMD/R9jywIXDh3R2316rywAAAADgBXjPFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJggTWFr165dql+/vsqUKaO33npLMTExqT42JiZGPXv2vO2YLVu2aPPmzZKko0ePKjQ0VBs2bEhLqQAAAABgCd+0HDR+/HjZbDYtWbJEfn5+uu+++9K1qBdeeEFDhgxRpUqVlD9/fq1Zs0aBgYHpeg0AAAAAMFOawtb58+cVHh6uokWLpnM5N8qWLZuCg4NNvw4AAAAApCePlxFGR0dr48aNWrhwoUJDQxUdHe22jPDXX3/Viy++qHLlyqlOnTpavHixwsPD3ZYBXrp0Sb1791alSpVUsWJF9ezZU5cvX5YkhYaGSpJ69eqlnj173rCMMCYmRsOGDXMdX6FCBfXo0UOXLl3yqAYAAAAAMJPHYWvu3LmKjIxUvXr1tGbNGkVGRrr2/fHHH2rdurUKFiyoefPm6b333tOoUaOUkpLido5vv/1W+fLl0/z58zV8+HAtW7ZMcXFxkqQ1a9ZIknr37q0+ffrctIaZM2cqX758+uqrrzRo0CAtW7ZM06ZN86gGAAAAADCTx8sIg4KC5Ofnpxw5cig4OFh+fn6ufXPmzFHu3Ln1wQcfyM/PTyVLllTfvn31+uuvu50jIiJCXbp0kSQVLlxY1atX16+//ipJriWDAQEBCggI0Llz526ooUSJEq7jixUrpqVLl+qXX37xqAYAAAAAMFO6Pvo9Pj5epUuXdgtglSpVumFcsWLF3F4HBgbqypUrqb5OiRIl3F4HBAQoKSnJoxoAAAAAwEzpGrayZcsmp9OZqnF3w9/f/65rAAAAAAAzpWvYKlWqlHbt2qXk5GTXtu3bt6fnJbyiBgAAAABI17D1wgsv6MKFC+rbt68SExO1bt06vf/++5Ikm82W6vPkzJlTiYmJOnPmjGU1AAAAAMDdSNewlTdvXk2aNEm//fabGjZsqL59+6pFixaS5PYeqjuJjY3VrFmz1Lt3b8tqAAAAAIC7kaYPNZ45c6br66FDh7q+/u2332QYhubOnevadv0pgQ899NANx97sHJLUqVMnderUyfU6ISHhptdOaw0AAAAAYLZ0vbP1xx9/qFWrVlq4cKGOHTumrVu3asiQIXr00UeVP3/+9LxUpq4BAAAAANJ0Z+tWqlevrj59+mjixInq27evAgICFB0dra5du6bnZTJ9DQAAAACQrmFL+vsBFS+88EJ6n9bragAAAACQtaXrMkIAAAAAwN8IWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYIJ0f/T7vSygcBGrSwCAW+LPKAAAMhfClgcq9+lndQkAcFtGSops2bJZXQYAABDLCFMtKSlJDofD6jKQRg6HQ/Hx8fTQi9HD1CFoAQCQeRC2PGAYhtUlII0Mw5DD4aCHXoweAgAAb0PYAgAAAAATELYAAAAAwASELQAAAAAwAWELAAAAAExA2AIAAAAAExC2PGCz2awuAWlks9lkt9vpoRejh96N/nk/eggAnuNDjVPJ399fdrvd6jKQRna7XeHh4VaXgbtAD70b/fN+nvbQcDpl8+HfdAFkbYQtD5ye/o2unThtdRkAAGRqvg8FKaj1U1aXAQCWI2x54NqJ00o+etLqMgAAAAB4Ae7vAwAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAm8JmyNHTtW0dHRtx0TGhqq+fPnZ1BFAAAAAHBrvlYXkJ7WrFmjgIAAq8sAAAAAgHsrbAUHB1tdAgAAAABI8nAZYWhoqL744gu1bNlSZcuW1bPPPqtVq1a59jscDvXp00fVq1dXRESEGjVqpG+//VaStHLlSpUqVUrHjh1zO2fz5s01ZMgQSdLp06fVo0cPRUVFqWLFimrXrp0OHjzoNj4uLk41a9ZU2bJlFRMT47b/38sIlyxZooYNG6ps2bKqU6eOpk6d6sl0AQAAACDNPH7P1vDhw1W/fn0tXLhQNWvWVMeOHfXLL79Ikj7++GMlJCTos88+07Jly1SjRg117txZR48eVa1atZQ3b14tWrTIda4DBw5o+/btaty4sa5du6bY2Fjt3btXn3zyib788ktly5ZNsbGxunbtmiTp2LFj2rJliyZOnKhZs2bp5MmT6tOnz03r/Oabb9StWzc988wzWrx4sd555x2NHj1aX331VVq+TwAAAADgEY+XETZt2lQvvviiJKlr167atGmTZs2apQoVKujw4cPKlSuXChcurICAAL311luqVKmSAgMD5evrqwYNGmjRokXq0KGDJGnhwoUqXbq0SpUqpTVr1mj37t1avny5ihcvLkkaOHCgJk+erLNnz/5drK+vPvzwQ9f7slq0aKFRo0bdtM5p06apXr16evXVVyVJRYsW1aVLl2S32z2dMgAAAAB4zOM7W48++qjb63Llymnv3r2SpHbt2mn37t2qWrWqYmJiFBcXp2LFirnCUdOmTXXw4EFt375dhmFo8eLFatq0qSQpISFBuXPndgUt6e/3YPXs2VP58uWTJOXLl8/tARi5c+fWlStXblpnQkKCypUr57atWbNmql+/vqdTBgAAAACPeRy2fH3db4Y5nU75+Px9msjISK1evVoff/yxQkNDNXfuXD311FNat26dJKlkyZIqV66cFi9erI0bN+rUqVN65plnXOe12Wy3vXa2bNk8qvNO5wMAAAAAs3gctnbu3On2etu2bSpdurQkacyYMdqyZYvq1Kmjd999VytWrFChQoW0YsUK1/imTZvq22+/1bfffqs6deooT548kv4OYufOndOhQ4dcY0+fPq3KlStry5YtHk+sRIkSN9Q6ePBg1xJGAAAAADCTx2Fr+vTp+vrrr3XgwAENGzZMe/bsUevWrSVJhw4dUr9+/bRu3TodO3ZM33zzjY4fP67IyEjX8c8884wuXLiguXPnqkmTJq7tVatWVZkyZdS9e3dt375d+/btU69evZQ3b15FRER4PLFXX31Vy5Yt04wZM3T48GEtXbpUs2fP1hNPPOHxuQAAAADAUx4/IOP555/X1KlTtW/fPpUqVUqTJ09WqVKlJEkDBgzQsGHD1K1bN509e1YFCxZU165d1bBhQ9fxuXLlUt26dbVx40ZVr17dtd3Hx0fjx4/X0KFD9corr0iSoqKiNHnyZPn7+3s8sejoaA0cOFBxcXEaPny4ChYsqN69e6tx48YenwsAAAAAPGUzDMNI7eDQ0FANGTLE7Y5UWrRq1UqRkZHq3LnzXZ0no1xfjvjgsp1KPnrS4moAAMjc/B4O1gM9XrC6DPzL5cuXtXv3boWFhSlnzpxWlwMP0b/M43o2SM3qO4/vbN2NlStXavfu3dq6dauGDRuWkZcGAAAAgAyVoWErLi5OBw8e1MCBA5U/f/6MvDQAAAAAZCiPwlZCQsJdXWzOnDl3dTwAAAAAeAuPn0YIAAAAALgzwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJggQz9ny9v5PhRkdQkAAGR6/H0JAH8jbHkgqPVTVpcAAIBXMJxO2XxYQAMga+NPwVRKSkqSw+GwugykkcPhUHx8PD30YvTQu9E/7+dpDwlaAEDY8ohhGFaXgDQyDEMOh4MeejF66N3on/ejhwDgOcIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLDlAZvNZnUJSCObzSa73U4PvRg9BAAA3oYPNU4lf39/2e12q8tAGtntdoWHh1tdBu4CPfQufKAtAACELY+sXzlc588ctroMAMjUct9fWFXqdre6DAAALEfY8sD5M4d15lSi1WUAAAAA8AKs8QAAAAAAExC2AAAAAMAEhC0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAAT3LNhKyYmRj179rS6DAAAAABZ1D0btgAAAADASoQtAAAAADBBpghboaGhGjVqlGrXrq3q1atr//79unLlikaPHq06deooIiJCjRo10sqVK92O+/XXX/Xyyy8rMjJS1apV03vvvafLly/fcP6UlBS9/fbbqlmzpg4ePJhBswIAAACQlWWKsCVJc+bM0ZgxY/TJJ5+oePHi6tKlixYuXKg+ffpo8eLFqlu3rjp27KhVq1ZJko4ePaqYmBgFBQVpzpw5GjdunDZs2KD33nvP7bxOp1Pdu3fX9u3bNWvWLBUtWtSC2QEAAADIanytLuC6hg0bKiIiQpKUmJioVatWacKECapdu7YkqWPHjkpISNCECRNUp04dffnllwoMDNTQoUPl5+cnSRo0aJA2btzoOqfT6VSvXr20bds2zZo1SwULFsz4iQEAAADIkjJN2CpSpIjr64SEBElSxYoV3cZUqlRJI0aMcI0pXbq0K2hJUuXKlVW5cmXX6+XLlys5OVnFixdXcHCwmeUDAAAAgJtMs4wwR44cdxzjdDrl6/t3PvT19ZXNZrvt+AceeEBz5szRn3/+qTFjxqRLnQAAAACQGpkmbP1TSEiIJGnLli1u2zdv3qySJUtKkkqWLKn4+HilpKS49n/33XeqUaOGHA6HpL/vdJUrV05du3bVlClTtGPHjgyaAQAAAICsLlOGrZIlS6pmzZoaMGCAfvjhBx04cEDjxo3TqlWrFBsbK0l64YUXdObMGfXr10+JiYnavHmzPvroI1WvXl12u93tfM8//7wqVKigXr16KSkpyYopAQAAAMhiMmXYkqRRo0apTp06evfdd9WgQQN9//33Gjt2rJ566ilJ0oMPPqgpU6bowIEDaty4sevR7v369bvhXDabTQMHDtSRI0c0bty4jJ4KAAAAgCwoUzwg4/oDMf7pvvvuU9++fdW3b99bHhcZGanPP//8pvtmzpzp9rpYsWIsIwQAAACQYTLtnS0AAAAA8GaELQAAAAAwAWELAAAAAExA2AIAAAAAExC2AAAAAMAEhC0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABL5WF+BNct9f2OoSACDT489KAAD+RtjyQJW63a0uAQC8guF0yubD4gkAQNbG34SplJSUJIfDYXUZSCOHw6H4+Hh66MXooXchaAEAQNjyiGEYVpeANDIMQw6Hgx56MXoIAAC8DWELAAAAAExA2AIAAAAAExC2AAAAAMAEhC0AAAAAMAFhywM2m83qEpBGNptNdrudHnoxeggAALwNn7OVSv7+/rLb7VaXgTSy2+0KDw+3ugzchVv10Ol0yofHjAMAgEyIsOWBzyd+oz9+P211GQD+vwfzB+nF9k9ZXQYAAMBNEbY88Mfvp3Xs0EmrywAAAADgBVh7AwAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACSwPW2PHjlV0dLSp17h8+bI+//xzU68BAAAAAP9kedjKCFOmTNHkyZOtLgMAAABAFpIlwpZhGFaXAAAAACCLyZCwdfr0aXXu3FmVKlVSVFSUPvzwQ7Vq1Upjx451jYmLi1PNmjVVtmxZxcTE6ODBg659Z8+e1YABA1z7W7Zsqc2bN7v2OxwO9enTR9WrV1dERIQaNWqkb7/9VtLfyxTHjRunY8eOKTQ0VEePHs2IKQMAAADI4kwPW06nU+3bt9ehQ4cUFxenKVOmaMeOHdq4caNrzLFjx7RlyxZNnDhRs2bN0smTJ9WnTx9JUkpKimJjY7V582YNGzZMCxYsUKlSpdSmTRvt3LlTkvTxxx8rISFBn332mZYtW6YaNWqoc+fOOnr0qGJjYxUbG6uHHnpIa9asUf78+c2eMgAAAADI1+wLbNy4UTt27NDy5ctVvHhxSdLo0aNVu3bt/yvC11cffvihAgICJEktWrTQqFGjJElr1qzRrl279PXXXyskJESS9N5772n79u2aPHmyRo8ercOHDytXrlwqXLiwAgIC9NZbb6lSpUoKDAzUfffdp5w5cypbtmwKDg42e7oAAAAAICkD7mzFx8crMDDQFbQkKW/evCpWrJjrdb58+VxBS5Jy586tK1euSJL27t2rgIAAV9CSJJvNpkqVKikhIUGS1K5dO+3evVtVq1ZVTEyM4uLiVKxYMbdzAgAAAEBGMj1sZcuWTU6n845jbsUwDNlsthu2O51O+fr+fWMuMjJSq1ev1scff6zQ0FDNnTtXTz31lNatW3d3xQMAAABAGpketkqVKqULFy4oMTHRte3s2bM6dOhQqo4PDQ3V+fPntXfvXrftW7ZsUcmSJSVJY8aM0ZYtW1SnTh29++67WrFihQoVKqQVK1ZI0k3DGgAAAACYyfSwFRUVpfLly6t79+7atm2b9uzZo65du8rhcKQqBFWvXl2hoaF65513tGHDBiUmJmrAgAHau3evWrduLUk6dOiQ+vXrp3Xr1unYsWP65ptvdPz4cUVGRkqScubMqXPnzunAgQNKTk42db4AAAAAIGXQo9/HjBmjhx56SG3atFHr1q0VERGhAgUKyM/P747H+vr6aurUqQoLC1OnTp3UtGlT7d27V9OmTVP58uUlSQMGDFDVqlXVrVs3PfnkkxozZoy6du2qhg0bSpL+85//KDg4WA0aNFB8fLyZUwUAAAAASRnwNMLTp08rPj5eo0ePdoWrpKQkTZs2TQ8++KAaNWqkTp06uR3TpEkTNWnSxPU6b968Gj58+C2vkStXLg0cOPCW+x9++GF98803dzkTAAAAAEg908OWr6+vOnfurBYtWqhly5ZKTk7W5MmT5e/vrxo1aph9eQAAAACwhOnLCHPnzq0JEyZo27ZtatSokZo3b65Tp05pxowZCgoKMvvyAAAAAGAJ0+9sSVKVKlU0e/bsjLgUAAAAAGQKGfKADAAAAADIaghbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgggx59Pu94sH8fC4YkJnwexIAAGRmhC0PvNj+KatLAPAvTqdTPj7cpAcAAJkPP6GkUlJSkhwOh9VlII0cDofi4+PpoRe7VQ8JWgAAILPipxQPGIZhdQlII8Mw5HA46KEXo4cAAMDbELYAAAAAwASELQAAAAAwAWELAAAAAExA2AIAAAAAExC2PGCz2awuAWlks9lkt9vpIQAAADIMn7OVSv7+/rLb7VaXgTSy2+0KDw+3ugz8i9Mw5EMABgAA9yjClgf+d+iQzl29anUZwD0hMHt21ShSxOoyAAAATEPY8sC5q1d1mg/FBQAAAJAKvGcLAAAAAExA2AIAAAAAExC2AAAAAMAEhC0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATOA1YSs0NFTz58+3ugwAAAAASBVfqwtIrTVr1iggIMDqMgAAAAAgVbwmbAUHB1tdAgAAAACkmtcuI1yyZIkaNmyosmXLqk6dOpo6dapr34ULF9S3b19VqVJFFStWVKtWrbRz504rygYAAACQRXnNna1/+uabb9StWzd17txZ//nPfxQfH69evXopV65ceu6559SuXTv5+flp4sSJypUrlxYtWqSWLVvqyy+/VHh4uNXlAwAAAMgCvDJsTZs2TfXq1dOrr74qSSpatKguXboku92u9evXa+vWrVq3bp2CgoIkSV26dNEvv/yiGTNmaOjQoVaWDgAAACCL8MqwlZCQoHr16rlta9asmSRp0qRJkqQ6deq47U9KStLVq1czpkAAAAAAWZ5Xhi1fX1/ZbLab7nM6ncqVK9dNHxPv7+9vdmkAAAAAIMmLHpDxTyVKlLjhgReDBw9Whw4dFBISoosXLyopKUlFihRx/RcXF6dVq1ZZVDEAAACArMYrw9arr76qZcuWacaMGTp8+LCWLl2q2bNn64knntDjjz+usLAwvf3221q3bp0OHTqkYcOGad68eSpRooTVpQMAAADIIrxyGWF0dLQGDhyouLg4DR8+XAULFlTv3r3VuHFjSdKUKVP04YcfqnPnznI4HCpRooTGjh2rqlWrWlw5AAAAgKzCa8JWQkKC2+smTZqoSZMmNx0bFBSkIUOGZERZAAAAAHBTXrmMEAAAAAAyO8IWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACX6sL8CaB2bNbXQJwz+D3EwAAuNcRtjxQo0gRq0sA7ilOw5CPzWZ1GQAAAKZgGWEqJSUlyeFwWF0G0sjhcCg+Pp4eZjIELQAAcC8jbHnAMAyrS0AaGYYhh8NBDwEAAJBhCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwpYHbDym2mvZbDbZ7XZ66MXoIQAA8DZ8qHEq+fv7y263W10G0shutys8PNzqMnAXzOyh02nIx4cQBwAA0hdhywNfjjqlk0eTrS4DQDoKfthPzTvns7oMAABwDyJseeDk0WQd359kdRkAAAAAvADv2QIAAAAAExC2AAAAAMAEhC0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATpHvYCg0N1fz589P7tAAAAADgVbizBQAAAAAmIGwBAAAAgAl87+bgEydOaMCAAVq/fr0CAwPVrVs3176xY8dq7dq1KlCggH788Uc1bNhQ/fr107x58zRz5kzt379fPj4+ioiIUM+ePVW6dGlJksPh0NChQ/XNN98oOTlZ9erV05UrV+Tn56ehQ4dKkrZu3apRo0Zp165d8vX1VZ06ddSjRw8FBgZKkqKjo9WiRQvt3LlTa9askb+/vxo2bKju3bvL1/eupgwAAAAAqZLmO1vXrl1T27ZtdebMGc2aNUujRo1SXFyc25itW7cqb968WrRokVq3bq3vvvtO/fr1U5s2bbR8+XJNnz5dV65cUZ8+fVzH9OjRQ2vXrtWoUaM0e/ZsXbx4UUuXLnXt37Fjh2JiYlSyZEnNmTNHY8aM0Y4dOxQbGyun0+kaN3bsWFWuXFkLFixQp06dNGPGDC1ZsiSt0wUAAAAAj6Q5bK1bt0779u3T8OHDVbp0aUVGRmrIkCE3jHvzzTdVqFAhFS1aVHny5NGgQYPUqFEjFSxYUOXKlVOzZs2UkJAgSTpy5IhWrFihfv36qVq1agoJCdHw4cMVHBzsOt+UKVMUGhqq9957TyVLllRUVJRGjBihX3/9VT/99JNr3OOPP65WrVqpaNGieumll1SqVCn98ssvaZ0uAAAAAHgkzWvq9u7dq8DAQBUuXNi1LSwsTHa73fU6b968CggIcL2uXLmygoKCNH78eB06dEgHDhzQ7t27XXek4uPjJUmRkZGuY7Jnz66IiAi361avXt2tltDQUOXOnVsJCQmqWbOmJKlEiRJuYwICApScnJzW6QIAAACAR+7qARmGYdyw7Z/vicqRI4fbvqVLl6pBgwY6dOiQypYtq27duqlnz56u/dmyZZMkt+WAN7umzWa7YbvT6ZSfn5/rtb+/f6rqBQAAAAAzpDlshYeH6/z589q3b59r24EDB3ThwoVbHjNhwgQ999xzGjZsmF588UVVrlxZR44ckfR3EAoNDZXNZtO2bdtcxyQnJ7vueElSSEiINm/e7HbePXv26OLFizfczQIAAAAAq6Q5bEVFRalcuXLq3r27tm3bpp07d6pnz57y8bn1KfPnz69ffvlFu3bt0uHDhzVt2jTNmjVLkpSUlKRChQqpXr16GjhwoNatW6fExET17dtXv//+u+tuVps2bbRnzx69//77SkxM1MaNG9W1a1eFh4eratWqaZ0OAAAAAKSrNIctHx8fTZw4UcWLF1dsbKzat2+vp59+WkFBQbc8pm/fvsqXL59eeuklNWvWTD/88IOGDx8uSdq+fbskaeDAgapYsaI6deqk5s2bK3v27CpfvrxriWBkZKTi4uL066+/qlGjRnrrrbcUGRmpqVOnui0jBAAAAAAr2YxM9Eamq1ev6qefflKVKlWUK1cu1/Ynn3xSDRo00BtvvGFJXTt37pQk/W9aPh3fn2RJDQDMUaC4v94Ykd/qMu55ly9f1u7duxUWFqacOXNaXQ7SgB56P3ro3ehf5nE9G/zzIX63kqk+4dff31/vv/++KleurA4dOihbtmyaO3eujh8/rqeeesrq8gAAAAAg1e7qaYTpzWazaeLEiTpz5oyef/55NW7cWFu3btWUKVN4+AUAAAAAr5Kp7mxJf39W15QpU6wuAwAAAADuSqa6swUAAAAA9wrCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmCDTPfo9Mwt+2M/qEgCkM35fAwAAsxC2PNC8cz6rSwBgAqfTkI+PzeoyAADAPYZlhKmUlJQkh8NhdRlII4fDofj4eHroxczsIUELAACYgbDlAcMwrC4BaWQYhhwOBz30YvQQAAB4G8IWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLDlAZuNx0N7K5vNJrvdTg+9GD0EAADehg81TiV/f3/Z7Xary0Aa2e12hYeHW10G7kJW6KHT6ZSPD/8GBgDAvYKw5YFpn4zQiWNHrC4DwD3ooYKF1OaNd6wuAwAApCPClgdOHDuiowf3W10GAAAAAC/AehUAAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASELQAAAAAwQaYNW6GhoZo/f36aj4+OjtbYsWPTsSIAAAAASL1MG7YAAAAAwJsRtgAAAADABJkibJ04cUKvv/66IiMjVatWLS1dutS1zzAMTZo0SfXq1VOZMmVUsWJFtW/fXkeOHHGNCQ0N1ahRo1S7dm1Vr15d+/fvdzv/5cuX9eKLL+rZZ5/VX3/9lWHzAgAAAJB1+VpdwLVr19S2bVvlypVLs2bNUlJSkgYMGODaP336dE2cOFHDhg1TaGiojh49qr59+2ro0KH65JNPXOPmzJmjuLg4paSkqHjx4q7tV65c0WuvvaZLly5p+vTpCgoKytD5AQAAAMiaLA9b69at0759+/Tdd9+pcOHCkqQhQ4aoUaNGkqTChQtr6NChio6OliQVLFhQ9erVc7v7JUkNGzZURESE27arV6/q9ddf18WLFzVt2jTlyZPH9PkAAAAAgJQJwtbevXsVGBjoClqSFBYWJrvdLunvpwpu375dY8aM0aFDh5SYmKh9+/bpwQcfdDtPkSJFbjj39OnTlZycrKioKAUGBpo7EQAAAAD4h0zxni3DMG7Y5uv7dw6Mi4tTTEyMTp8+rUcffVT9+/dXbGzsDeNz5Mhxw7aQkBDNmDFDmzdv1uzZs9O/cAAAAAC4BcvDVnh4uM6fP699+/a5th04cEAXLlyQJH366afq2LGj+vfvr+eff17ly5fXwYMHbxrQ/q1WrVp69NFHFRsbqw8//FDHjh0zbR4AAAAA8E+Wh62oqCiVK1dO3bt317Zt27Rz50717NlTPj5/l5Y/f36tXbtWv/32m/bv369Ro0bp22+/VVJSUqqv0bFjRwUHB+vdd981axoAAAAA4MbysOXj46OJEyeqePHiio2NVfv27fX000+7nho4fPhwXblyRU2bNtVLL72kvXv3asCAAfrrr7909OjRVF0je/bsGjhwoNatW6c5c+aYOR0AAAAAkJQJHpAhSffff79GjBjhtq1169aur28WkFq0aOH6OiEh4Yb933//vdvrRx99VHv27LnbUgEAAAAgVSy/swUAAAAA9yLCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAl+rC/AmDxUsZHUJAO5R/PkCAMC9h7DlgTZvvGN1CQDuYU6nUz4+LDgAAOBewd/qqZSUlCSHw2F1GUgjh8Oh+Ph4eujFskIPCVoAANxb+JvdA4ZhWF0C0sgwDDkcDnroxeghAADwNoQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASELQAAAAAwAWHLAzabzeoSkEY2m012u50eejF6CAAAvA0fapxK/v7+stvtVpeBNLLb7QoPD7e6DNyFzNJDwzAIfAAAIFUIWx749dcDunTpitVlALDIffflUJkyxawuAwAAeAnClgcuXbqiCxccVpcBAAAAwAvwni0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASELQAAAAAwQaYMW1u2bNHmzZvT7XxHjx5VaGioNmzYkG7nBAAAAIDbyZRh64UXXtDhw4etLgMAAAAA0ixThi0AAAAA8HaWha3Vq1erSZMmKleunKpWraqePXvq3LlzCg0NlST16tVLPXv2lCT98ccf6ty5sypVqqSoqCi99tprOnjwoNv55s2bp3r16qls2bKqV6+epk+fLqfTmdHTAgAAAABJFoWt06dPq2PHjmratKmWLVumcePGadOmTRo+fLjWrFkjSerdu7f69Omjy5cvKyYmRikpKZo1a5Zmzpyp+++/X82bN9cff/whSZozZ46GDRumN954Q0uXLtXbb7+tuLg4ffTRR1ZMDwAAAADka8VF//jjDyUlJalAgQIqWLCgChYsqAkTJiglJUXBwcGSpICAAAUEBOirr77SmTNnNGLECPn5+UmSPvjgA23YsEFffvmlOnXqpPHjx6t9+/aqX7++JKlQoUK6ePGiBgwYoLfeesuKKQIAAADI4iwJW2FhYapfv75ee+015c+fX9WqVVOtWrUUHR19w9j4+HhdvHhRjz76qNv2q1evKjExUadPn9aJEyf08ccfa9y4ca79TqdTV69e1dGjR5U9e3bT5wQAAAAA/2RJ2JKkESNG6I033tD//vc//fzzz+rSpYsqVKigGTNmuI1zOp0qVqyYPv300xvOkTNnTtf7snr16qVq1ardMCZ//vz6888/zZkEAAAAANyCJe/Z2rZtmwYPHqzixYurTZs2+uyzzzR48GBt2LBBf/31l9vYkJAQHT9+XAEBASpSpIiKFCmiggULasSIEdq0aZPy5s2rvHnz6vDhw679RYoU0a5duzR69GgrpgcAAAAA1oStXLly6b///a8+/PBDHTp0SAkJCVq6dKmKFi2q+++/Xzlz5lRiYqLOnDmjBg0aKDAwUB07dtS2bduUmJioXr16afXq1XrkkUdks9nUtm1bzZw5UzNnztThw4e1cuVKDRgwQP7+/vL397diigAAAACyOEuWEZYsWVJjx47VuHHj9N///lc+Pj6qUqWK4uLi5OPjo9jYWE2aNEn79+/Xp59+qlmzZmn48OFq27atUlJSFBYWpsmTJ+uRRx6RJMXGxip79uyaOXOmhg0bprx586pJkybq3LmzFdMDAAAAANkMwzCsLiKz27lzpyTp8mVfXbjgsLgaAFYJCLArKirM6jK80uXLl7V7926FhYUpZ86cVpeDNKCH3o8eejf6l3lczwYRERF3HGvZhxoDAAAAwL2MsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbAEAAACACQhbAAAAAGACwhYAAAAAmMDX6gK8yX335bC6BAAW4s8AAADgCcKWB8qUKWZ1CQAsZhiGbDab1WUAAAAvwDLCVEpKSpLD4bC6DKSRw+FQfHw8PfRimaWHBC0AAJBahC0PGIZhdQlII8Mw5HA46KEXo4cAAMDbELYAAAAAwASELQAAAAAwAWELAAAAAExA2AIAAAAAExC2PMBTyLyXzWaT3W6nh16MHno3+uf96CEAeI7P2Uolf39/2e12q8tAGtntdoWHh1tdBu4CPfRu9M/70cPMyXAasvkQgIHMirDlgU0/ntaFs9esLgMAAEABeXxVuVaQ1WUAuA3ClgcunL2mc38lW10GAAAAAC/Ae7YAAAAAwASELQAAAAAwAWELAAAAAExA2AIAAAAAExC2AAAAAMAEhC0AAAAAMAFhCwAAAABMQNgCAAAAABMQtgAAAADABIQtAAAAADBBhoWtXbt2qX79+ipTpozeeustxcTEpOq4sWPHKjo62uTqAAAAACB9ZVjYGj9+vGw2m5YsWaJLly6l+rjY2FjNnTvXxMoAAAAAIP1lWNg6f/68wsPDVbRoUeXLly/Vx913330KCgoysTIAAAAASH8ZEraio6O1ceNGLVy4UKGhodq4caNrX4cOHdSqVSu38fv371doaKj27Nnjtozw6NGjCg0N1fLly9WsWTNFRESoTp06N9z5mj59uqKjo1W2bFm1adNG48aNYykiAAAAgAyVIWFr7ty5ioyMVL169bRmzRpFRka69jVt2lQbN27U8ePHXdsWLlyo0qVLq1SpUjc939ChQ/Xaa69p4cKFqlq1qvr27asjR45Ikj7//HONHDlSHTp00KJFixQVFaVPPvnE3AkCAAAAwL9kSNgKCgqSn5+fcuTIoeDgYPn5+bn21axZU/ny5dPXX38tSXI6nVq8eLGaNGlyy/O9/PLLqlOnjkqUKKEePXrI6XRq+/btkqTJkyerVatWeu6551SsWDG9/vrrqlu3rrkTBAAAAIB/sfzR776+vmrQoIEWLVokSVq/fr1OnTql+vXr3/KYEiVKuL4OCAiQJCUnJ+vMmTM6duyYypcv7za+YsWK6V84AAAAANyG5WFL+nspYWJion799VctXrxYderUUZ48eW453t/f/4ZthmHI19fX9TUAAAAAWClThK0SJUooMjJSy5Yt0w8//HDbJYS3ExAQoIIFC2rbtm1u23fs2JEOVQIAAABA6mWKsCX9fXfr888/l7+/vx577LE0n6ddu3aaNWuWFixYoEOHDmnatGlavnx5OlYKAAAAAHeWacJWvXr1JEmNGjVStmzZ0nyeli1b6rXXXtOoUaNUv359/fTTT2rcuLHbQzkAAAAAwGw2I5O8weno0aN64okntHz5chUtWjTN5/nf//6nRx55RPnz53dt69u3rw4fPqzp06en6Zw7d+6UJJ1MfFDn/kpOc20AAADpJTCvn6IbPZDq8ZcvX9bu3bsVFhamnDlzmlgZzED/Mo/r2SAiIuKOY33NLuZOfv/9d+3YsUP//e9/9fjjj99V0JKkRYsWKTExUf3791dwcLA2bdqkxYsXq1+/fulTMAAAAACkguVh68yZM+rZs6eKFi2qcePG3fX5+vbtq6FDh+qNN97Q+fPnVbhwYfXu3TvND90AAAAAgLSwPGyFh4dr69at6Xa+PHnyaOjQoel2PgAAAABIi0zzgAwAAAAAuJcQtgAAAADABIQtAAAAADABYQsAAAAATEDYAgAAAAATELYAAAAAwASWP/rdmwTk4dsFAAAyB34uATI/fpd6oHKtIKtLAAAAcDGchmw+NqvLAHALLCNMpaSkJDkcDqvLQBo5HA7Fx8fTQy9GD70b/fN+9DBzImgBmRthywOGYVhdAtLIMAw5HA566MXooXejf96PHgKA52wGf2re0S+//CLDMOTn5yebjX9B8kaGYSg5OZkeejF66N3on/ejh96PHno3+pd5JCUlyWazqUKFCnccy3u2UuH6L2h+YXsvm80mf39/q8vAXaCH3o3+eT966P3ooXejf5mHzWZLdS7gzhYAAAAAmID3bAEAAACACQhbAAAAAGACwhYAAAAAmICwBQAAAAAmIGwBAAAAgAkIWwAAAABgAsIWAAAAAJiAsAUAAAAAJiBsAQAAAIAJCFsAAAAAYALCFgAAAACYgLAFAAAAACYgbN2B0+nUmDFj9Pjjj6tcuXKKjY3VoUOHrC4Lt3D27Fm99957qlGjhipUqKCWLVtq8+bNrv27d+/WSy+9pPLly6tWrVqaPHmyhdXidg4cOKDIyEjNnz/ftY3+eYeFCxfq6aefVkREhJ555hktX77ctY8eZn7JyckaNWqUatWqpcjISL3wwgv65ZdfXPvpYeY2fvx4xcTEuG27U8/4WSfzuFn/vv/+ezVt2lSRkZGKjo7WsGHDdOXKFdd++pe5EbbuYPz48Zo9e7YGDRqkOXPmyGazqV27dkpKSrK6NNxEly5dtH37do0cOVJz585V6dKl9corrygxMVFnzpzRyy+/rKJFi2revHnq1KmTPv74Y82bN8/qsvEvycnJ6tq1qy5fvuzaRv+8w6JFi9S7d289//zzWrJkiZ5++ml16dJFW7dupYde4tNPP9W8efM0aNAgLVy4UMWLF1e7du30xx9/0MNMbtq0aRozZozbttT0jJ91Moeb9W/z5s3q2LGjnnzySS1cuFD9+/fX8uXLNWDAANcY+pfJGbilq1evGpGRkcZ///tf17Zz584ZZcuWNZYsWWJhZbiZgwcPGiEhIcaWLVtc25xOp/HEE08Yo0ePNiZMmGA8/vjjRnJysmv/iBEjjCeffNKKcnEbI0aMMGJiYoyQkBBj3rx5hmEY9M8LOJ1Oo3bt2sbQoUPdtsfGxhoTJkygh16iQYMGxpAhQ1yvL1y4YISEhBjffPMNPcykTpw4YbzyyitG+fLljaeeesp46aWXXPvu1DN+1rHe7fr3zjvvGC+//LLb+IULFxrh4eHG1atX6Z8X4M7WbezZs0eXLl1SlSpVXNty586t8PBwbdq0ycLKcDP333+/PvvsM5UpU8a1zWazyTAMnTt3Tps3b1blypXl6+vr2l+lShUdOHBAf/31lxUl4yY2bdqkOXPmaNiwYW7b6V/mt3//fh07dkzPPvus2/bJkyerffv29NBL5MmTRz/88IOOHj2qlJQUzZkzR/7+/goLC6OHmdSuXbsUGBioxYsXq1y5cm777tQzftax3u36Fxsbq+7du99wzLVr13Tx4kX65wUIW7dx4sQJSVL+/Pndtj/wwAP6/fffrSgJt5E7d27VrFlT/v7+rm3Lly/X4cOH9dhjj+nEiRN66KGH3I554IEHJEnHjx/P0Fpxc+fPn1f37t317rvv3vD7jv5lfgcPHpQkXb58Wa+88oqqVq2qZs2a6fvvv5dED71Fnz595Ovrqzp16igiIkKjRo3S6NGjVbhwYXqYSUVHR2vEiBEqVKjQDfvu1DN+1rHe7foXHh6uUqVKuV4nJSVp6tSpKl26tIKCguifFyBs3YbD4ZAktx/eJSl79uy6evWqFSXBA1u2/L927iYkqjaMw/j1wlvYBy2SSEiSKOwDTANtE7SwXNVGWypEHyQERkU2UZBBlEFiQyFFQhaJ0CIRilYJbWISksjFYDKRVC6awWBqFkJNthCHpnybNpNzeK8fHBieM4sb/vBw3+eZOcOcPn2aHTt2UFtby9TU1JxZAuZZIM6dO0dVVdUvJyOA+QVAKpUCIBQKsXv3bm7dusW2bds4fPgwkUjEDAPi9evXLFu2jK6uLu7du0dDQwOhUIjR0VEzDKBcmdnrBMfXr185efIksViMtrY2wF41CP7N/ZX/r6KiImDmKcLsZ5jZnBYtWjRfZekPPH78mBMnTlBZWUlnZycwk+fPfxad3YgWL17812tUtoGBAZ4/f86DBw/mvG9+hW/BggUAHDhwgPr6egA2btxINBqlp6fHDANgYmKC1tZWbt++TXV1NQAVFRXEYjGuXbtmhgGUKzN7nWBIpVIcPXqUoaEhrl69mvm5ofkVPk+2fmP2SDYej2etx+PxX47kVTh6e3tpaWlh+/btdHd3ZzafkpKSObMEWLly5V+vU9nu37/P5ORk5nXTW7ZsAaCtrY1du3aZXwDM7ovl5eVZ6+vWreP9+/dmGAAjIyN8+fKFioqKrPXKykrGx8fNMIByZWavU/ji8TiNjY28ePGC7u5uamtrM/fMr/A5bP3Ghg0bWLp0KUNDQ5m1T58+EY1GM0/8VFj6+vo4f/48jY2NhMPhrGP1mpoahoeHSafTmbVIJMKaNWsoLi6ej3L1g46ODh49esTAwEDmAjhy5Ag3b940vwDYtGkTS5Ys4eXLl1nrY2NjrF692gwDYLZxe/XqVdb62NgYZWVlZhhAuTKz1ylsyWSSvXv38vHjR/r6+rJehAH2qkHgsPUbCxcupKmpiY6ODgYHBxkdHeXYsWOUlJRQV1c33+XpJ2/evOHixYvU1dXR3NzM5OQkiUSCRCLB58+f2bNnD6lUijNnzhCLxejv7+fOnTs0NzfPd+li5glrWVlZ1gVQXFzMqlWrzC8AioqKOHjwIF1dXTx8+JC3b99y/fp1nj59yr59+8wwADZv3kx1dTWhUIhnz54xPj5OOBwmEolw6NAhMwygXJnZ6xS29vZ23r17x+XLl1m+fHmmr0kkEqTTafMLgH+mp6en57uIQpZOp+ns7KS/v5+pqSlqamo4e/YspaWl812afnLjxg2uXLky5736+nouXbrEyMgIFy5cIBqNsmLFCvbv309TU9NfrlR/av369bS3t9PQ0ABgfgHR09NDb28vHz58YO3atbS0tLBz507ADIMgmUwSDod58uQJyWSS8vJyjh8/ztatWwEzLHSnTp1iYmKCu3fvZtZyZWavUzh+zO/bt29UVVX954suBgcHKS0tNb8C57AlSZIkSXngzwglSZIkKQ8ctiRJkiQpDxy2JEmSJCkPHLYkSZIkKQ8ctiRJkiQpDxy2JEmSJCkPHLYkSZIkKQ8ctiRJkiQpDxy2JEmSJCkPHLYkSZIkKQ8ctiRJkiQpD74DTPNiwoage8MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "type_color_dict = {'grass':'#78C850', \n",
    "                   'fire':'#F08030', \n",
    "                   'water':'#6890F0', \n",
    "                   'bug':'#A8B820', \n",
    "                   'normal':'#A8A878', \n",
    "                   'poison':'#A040A0', \n",
    "                   'electric':'#F8D030', \n",
    "                   'ground':'#E0C068', \n",
    "                   'fairy':'#EE99AC', \n",
    "                   'fighting':'#C03028', \n",
    "                   'psychic':'#F85888', \n",
    "                   'rock':'#B8A038', \n",
    "                   'ghost':'#705898', \n",
    "                   'ice':'#98D8D8', \n",
    "                   'dragon':'#7038F8', \n",
    "                   'dark':'#705848', \n",
    "                   'steel':'#B8B8D0', \n",
    "                   'flying':'#A890F0'\n",
    "                  } \n",
    "\n",
    "pkm_types = list(poke1.type1.unique()) \n",
    "\n",
    "type1 = poke1.groupby('type1').type1.count()\n",
    "type2 = poke1.groupby('type2').type2.count()\n",
    "\n",
    "count = [] \n",
    "for t in pkm_types:\n",
    "    count.append(type1[t]+type2[t])\n",
    "\n",
    "pokemon_types_count = pd.Series(count, index=pkm_types, name='type')\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "plt.title('Number of Pokemon of each type')\n",
    "\n",
    "type_colors = [] \n",
    "for t in pkm_types:\n",
    "    type_colors.append(type_color_dict[t])\n",
    "\n",
    "sns.barplot(x=pokemon_types_count, \n",
    "            y=pokemon_types_count.index, \n",
    "            palette=type_colors)\n",
    "\n",
    "plt.xlabel(None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c718daee",
   "metadata": {},
   "source": [
    "### The Base Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "f2193221",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Base stat total')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a histogram to visualize the changes in the total sum of the underlying state.\n",
    "\n",
    "base_stat_total = pokemon_base_stats.sum(axis=1) \n",
    "\n",
    "poke1.is_legendary.replace({1:'Legendary',0:'Non-legendary'}, inplace=True) \n",
    "\n",
    "legendary = poke1['is_legendary']\n",
    "\n",
    "# Combine it with base_stat_total above, using pd.concat \n",
    "base_stat_total_leg = pd.concat([base_stat_total,legendary], axis=1)\n",
    "\n",
    "# Plot the histogram\n",
    "sns.histplot(data=base_stat_total_leg, \n",
    "             x=base_stat_total,\n",
    "             hue='is_legendary')\n",
    "\n",
    "# Rename xlabel\n",
    "plt.xlabel('Base stat total')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d9f8cde3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Base stat total')"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gen = poke1['generation']\n",
    "\n",
    "# Combine with base_stat_total\n",
    "base_stat_total_gen = pd.concat([base_stat_total,gen], axis=1)\n",
    "\n",
    "# Plot the histogram\n",
    "sns.histplot(data=base_stat_total_gen, \n",
    "             x=base_stat_total,\n",
    "             hue='generation')\n",
    "\n",
    "# Rename xlabel\n",
    "plt.xlabel('Base stat total')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c208eb48",
   "metadata": {},
   "source": [
    "* turn histograms to categorical scatter plot instead："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "18f6d84d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Base stat total')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "base_stat_total_gen.rename(columns={0:'base_stat_total'}, inplace=True)\n",
    "\n",
    "sns.set(style='whitegrid')\n",
    "\n",
    "sns.stripplot(x=base_stat_total_gen['generation'],\n",
    "              y=base_stat_total_gen['base_stat_total'])\n",
    "\n",
    "# Rename ylabel\n",
    "plt.ylabel('Base stat total')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d61bdb5",
   "metadata": {},
   "source": [
    "* the five-number summary："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "902e53d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Base stat total')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4,5))\n",
    "\n",
    "sns.boxplot(data=base_stat_total_gen, x='generation', y='base_stat_total')\n",
    "\n",
    "plt.ylabel('Base stat total')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fcd50ca",
   "metadata": {},
   "source": [
    "### The HP of Pokemon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "abc0f943",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'HP')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(poke1['hp'])\n",
    "# Rename xlabel\n",
    "plt.xlabel('HP')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "dc116588",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'HP')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ee61GjhypjIwMt2tYvXq1evToofHjxysuLk7dunXTggUL9OWXX+rTTz/V999/r3fffVczZ87UDTfcoPj4eP3xj39Us2bN3O6jXK9evXTHHXcoLi5OaWlp6tChgz777DNJ0rp169S1a1dNmDBBbdq00W233abbb7/d+drCwkL98pe/1Jw5c9SxY0ddccUV+s1vfqPmzZvr22+/dfk3jR8/XldccYV+9rOfaciQIbLb7dq2bZsk6ezZs9q2bZuGDx/u9hjVBuf8AABwgd/85jd699139dhjjzmPgkhSZmamGjVqpPj4eOc2i8Wibt26uQSlSy+9VNHR0c7PGzVqJLvdLklavny5/vznPzv3DR48WI8//rjL++/du1eHDx9Wly5dKtR24MABnTp1SpJc9oeHhyshIcHtPq6//npJUtu2bV32nV9rZmambrzxRpf9Xbp00V/+8hdJZU+zT0tL0//+7/9q7dq1ys7O1v79+5Wbm+tc9ioXFxfn/Ht0dLRSUlK0efNmDRo0SO+8844aNWpUZ+dZEX4AALhA+fLX4MGDXZa/DMOQxWKp0N7hcCgk5KcfqWFhYRft+ze/+Y0GDhzo/Lxhw4aV9jd48GCNGzeuwr5LLrlEO3fudLa7mOr6qKrW85fFLrxtQGhoqPPvBQUFGjFihAoKCjRw4EANGTJEjzzyiO6+++4KfUZERLh8npqaqnHjxunHH3/Um2++qSFDhriMoS+x7AUAQCVatWqlyZMn64033nCe0Ny+fXudOXNGmZmZLm0zMjLUrl07t/qNjo5W69atnR8xMTEV2vzsZz/Td99959KutLRUTz31lI4dO6b27dvLYrHoiy++cL7Gbrdr7969bvfhjo4dOzqXwMqdf27TJ598om+++UYvvfSSHnjgAQ0cOFANGjTQjz/+WO29lnr27KlmzZppw4YNysjIqLMlL4kjPwAAH2rSMDyo37N8+esf//iHWrZsqRtvvFHt27fXxIkT9eijj+rSSy/VunXrlJmZqZkzZ3rtfUePHq0RI0ZoxowZuuOOO3Tu3DnNnj1b586dU1xcnMLCwjRw4EDNmTNHjz/+uJo3b66VK1fq2LFjziNT1fXhbh233Xab5s2bp1//+tf66quv9PLLLzv3x8bGSpLefPNNDRgwQEeOHNGCBQtUUlKi4uLiKvu2Wq0aOnSoli9frk6dOrkdHr2B8AMA8AnDMDy+2aA33ruy5SlPPPHEExo8eLAkKSQkRC+++KLmzZunCRMmqLi4WNdcc43WrFmjpKQkr7yfJCUlJWnVqlVasmSJhg8frsjISHXv3l1TpkxxLlPNmTNHTzzxhCZMmCDDMDRo0CAlJSU5l6Xc6aM6HTt21MqVK/XMM89o3bp1+tnPfqZx48Zp/vz5kqTExERNmzZNa9as0eLFi9W8eXPdfPPNatWqlb788stq+x8+fLiWL19ep0d9JMli+PP+4wGo/HDe+SeN1VZ+fr727dunjh07Kioqymv94id1PcYbtmfKXnLxtXZJCg2x6rZ+8VW2CSbMY98K1vEtLCzUoUOH1KZNmwrndASa0tJSFRYWKiIiQjabzd/l1EpRUZE++eQTde/e3eWcoQEDBmjIkCG67777/FJXTcd4165dGjt2rD755BM1atSo2vZVzbea/PzmyA8AAEEmLCxMjz/+uJKTkzV+/HjZbDa98cYbOnr0qG655RZ/l1etAwcOKDMzU8uXL9ewYcPcCj7exAnPAAAEGYvFoj//+c86efKkbr/9dg0bNkyff/65XnjhhQqXrgei7OxsTZs2TU2aNNFDDz1U5+/PkR8AAIJQx44d9cILL/i7DI/069fP5Uq1usaRHwAAYCoBFX6WLVumkSNHumzbt2+f0tLSlJSUpL59+7rcPlwqu4nTs88+q169eqlz584aPXq0Dh8+XJdlAwCAIBIw4WfNmjV69tlnXbadPHlSo0aNUlxcnNLT0zVhwgQtWbJE6enpzjbLli3Ta6+9pieeeELr16+XxWLR2LFjq72/AAAAMCe/n/Nz/PhxTZ8+XRkZGWrTpo3Lvtdff11hYWGaNWuWQkJC1LZtWx0+fFgrV65UamqqiouL9cILL+iRRx5Rnz59JEmLFi1Sr1699N577+nWW2/1xz8JAAAEML8f+fnmm2/UpEkTvfnmm+rcubPLvt27dys5OdnlWR/du3fXoUOHlJeXp/379+vcuXPq3r27c3/jxo119dVXa9euXXX2bwAAAMHD70d+UlJSlJKSUum+nJwclyfnSlLz5s0lSUePHlVOTo4kqWXLlhXauPvcksoYhqH8/HyPX3+hgoIClz/hfXU5xlFRUbLb7dXe5FBG2e8W3pxL/sQ89q1gHd+ioiI5HA6VlpaqtLTU3+VUqfyevoZhBHytwcrXY1xaWiqHw6GCgoIKD3WtyV29/R5+qlJYWFjhFtzh4WXPbCkqKnJ+k6iszenTpz1+X7vdrn379nn8+ovJzs72ep9w5esxttlsSkpKUl5enoqKS6psGx5W9uWVmZlZr77RMo99KxjHNyQkREVFRS7bLBaLIiMiZLH6Z4HBcDhUUFhY6cM1L6y13K233nrRp6AHspkzZ+ro0aNauXKlv0txutgYe6PfkpISHTx4sNL97j62I6DDT0RERIUTl8sHNCoqynlr6+LiYpfbXBcVFSkyMtLj9w0NDfXqA9YKCgqUnZ2tuLi4WtWFi6vrMY6JiXHr8RaSKhy9DFbMY98K1vEtKirS0aNHFR4eXuFxAxarVf/Z+w+V5p+p05psUY3V6OobnL8slzMMQ0VFRQoPD6/0CIHFYlFISEjAP6bjQjabTVarNSDqrm6MvSEkJERXXnllhf/frKws9/vwdlHeFBsbq9zcXJdt5Z+3aNFCJSUlzm1XXnmlS5sOHTp4/L4Wi8Unz9aJjIwMqmf2BKO6GuPQ0FDJ4l74qW//58xj3wq28bVarbJarbLZbJU+y8lReFaOfM+PxHui/GjThfWUH4G1WCyV1mqxWJz/lmBisVgu+m+qa9WNcW2VB73IyMiKYbsGYcvvJzxXJTk5WRkZGS5LBjt27FCbNm0UExOjDh06qGHDhtq5c6dz/5kzZ7R3715169bNHyUDAOqp9PR0DRw4UImJiRo4cKDWrl3rct7Jv/71L40dO1ZdunRRz5499cILL6h///7auHGjW3388MMPat++vd555x3ddtttSkhIUL9+/fTGG284X28YhpYtW6bevXsrKSlJ06dPr7DElJGRoVGjRunaa69Vp06dNGjQIG3dutW5f+rUqbr//vs1evRode3aVX/605/UqVMnbd682aWf+fPna9iwYd4cwoAR0OEnNTVVZ8+e1fTp05WVlaWNGzdq7dq1uvfeeyWVre2lpaVp/vz52r59u/bv36+HHnpIsbGx6t+/v5+rBwDUF+vXr9e8efN033336e2339aDDz6olStXav78+ZLKli3vuusuORwOvfrqq1q8eLE2bdqk77//3u0+yj399NMaN26cNm/erB49euixxx5z9rNixQqtWrVKkydP1saNG9WwYUP99a9/db72+PHjGj16tDp06KCNGzdqy5YtSkhI0LRp0/Tjjz8627333nu64YYblJ6eruHDh6tv374u4cfhcOitt97S8OHDfTGcfhfQy14xMTFatWqV5s6dq2HDhqlZs2aaPHmySxJ94IEHVFJSokcffVSFhYVKTk7W6tWr3T7pCQCA6ixbtkz33nuvBg0aJEm64oordPbsWc2ePVu///3v9de//lUnTpzQxo0bFR0dLansyMmQIUPc7qPcqFGj1K9fP0nSlClTtGHDBn355Ze6/PLL9dJLL+mOO+5w9jFt2jSX1Y/i4mLdf//9GjNmjKz/Xf679957tXHjRmVnZ+vSSy+VJDVp0kR3332383WpqakaP368jh8/rhYtWmjHjh3Ky8tzvk99E1Dh5+mnn66wLTExUevXr7/oa2w2mx555BE98sgjviwNAGBSJ06cUE5OjpYsWaLnnnvOud3hcKioqEg//PCD9u7dqzZt2jiDjyS1b99ejRo1cruP8hN4z38qe/nr7Xa7Tp48qX//+99KSEhwqS8pKUkHDhyQVBaoUlNTtW7dOmVlZSk7O9t59fL5p5C0bt3apY/evXsrJiZGW7Zs0T333KNNmzYpJSVFTZs29XjcAllAhR8AAAJN+Tk506ZN0w033FBhf8uWLWWz2Srcd6amfZRf0FPZysX5l+xfePn++TcCPnDggH7729/q6quv1o033qh+/fqpadOmuu2221xec+HJwjabTUOHDtVbb72ltLQ0bdu2TUuWLLnovyfYBfQ5PwAA+FtMTIxiYmL0r3/9S61bt3Z+fPPNN1q8eLEkqUOHDjp8+LBOnTrlfN3Bgwf1n//8x+0+qnPJJZeoZcuWysjIcNn+9ddfO//+6quvKiYmRmvWrNHYsWPVp08f57k+ld3z6HypqanKzMzUunXr1LBhQ/Xs2dOtuoIRR37gN6UOQzar+5cm1rQ9ANTU4cOH9fHHH7tsCw8P1913362FCxfqsssuU58+fZSZmanZs2erb9++CgsL06BBg7R06VI98sgjmjhxogoLCzVnzhxJP12KXl0f7hg7dqzmzZunq666St26ddOWLVu0Z88eXXvttZLKbhGTk5Ojjz76SO3atdM333yjJ554QpKqfeB3mzZtnFd/jRw5MiAunfcVwg/8xma1aPNHWdU/JkJl98wZ2sd7N54EUDdsUY2D6j3feustvfXWWy7bWrRooY8//ljh4eF66aWXNG/ePMXExGj48OF66KGHJJUtVa1atUqPP/64fv3rX6tJkyYaN26cvv7667L7gkkaPXp0lX24Y8SIEXI4HHr++ef1448/qlevXvrVr36lQ4cOSZLuuOMOHTx4UJMnT1ZxcbHi4uL08MMP69lnn9WePXvUu3fvKvsfPny4Pvvss3p7iXs5wg/8yl7icCv8AAg+hmGoYYfu1Tf00XvX9A7D77//fpX7R4wYoREjRlS674cfftCxY8e0du1a57bjx4/r8ccfV2xsrFt9XH755fr2228rbL9w28iRIzVy5MhK+wgLC9OTTz5ZYfvQoUOdf6/s4qLza+7atavLSdf1EeEHAOATvnq8QSC+d1FRke655x5NnDhRN998s/7zn/9o8eLFiouLU+fOneu0Fk/s3r1b2dnZWrt2rR5//HF/l+NzhB8AAGqpbdu2WrhwoZYvX65nn31WERER6tGjh1588UXnslcg++CDD/Tyyy8rNTVVAwcO9Hc5Pkf4AQDAC2655Rbdcsst/i7DI2a7Xx6XugMAAFMh/AAAAFMh/AAAaq26G+gB3uCteUb4AQB4rPxk3vz8fD9XAjMon2e1PYmcE54BAB6z2WyKjo52PpcqKirKr5e4V6W0tFRFRUWSVK/vXuxPvhpjwzCUn5+v3NxcRUdH17pvwg8AoFbKb+JXHoAClcPhUElJiUJCQmS1svDhC74e4+joaJebRnqK8AMAqBWLxaKWLVuqefPmstvt/i7nogoKCnTw4EFdeeWVioyM9Hc59ZIvxzg0NNRrR5MIPzA9HpgKeIfNZgvo5SSHo+xROuHh4YqIiPBzNfVTsIwx4QemV5MHrEaFh+jWnlfVQVUAAF8h/ABy/wGr9hAewgoAwY4zvgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkQfgAAgKkERfix2+1atGiR+vbtqy5duuh3v/udPvvsM+f+ffv2KS0tTUlJSerbt69Wr17tx2oBAEAgC4rw8/zzzys9PV1PPPGENm/erKuuukpjx47V8ePHdfLkSY0aNUpxcXFKT0/XhAkTtGTJEqWnp/u7bAAAEIBC/F2AO7Zv365BgwapZ8+ekqSpU6dqw4YN+uKLL5Sdna2wsDDNmjVLISEhatu2rQ4fPqyVK1cqNTXVz5UDAIBAExRHfqKjo/XBBx/ohx9+UGlpqdavX6+wsDB17NhRu3fvVnJyskJCfspx3bt316FDh5SXl+fHqgEAQCAKiiM/06dP10MPPaR+/frJZrPJarVqyZIluvLKK5WTk6P4+HiX9s2bN5ckHT16VDExMTV+P8MwlJ+f75XaJamgoMDlT5SJioqS3W6XvcRRfWOjLKdf7P+lNmNckzrsNqPsT3faV1NzsGEe+xbj63uMse/5c4wNw5DFYnGrbVCEnwMHDqhx48b605/+pBYtWmjDhg2aMmWK1q1bp8LCQoWFhbm0Dw8PlyQVFRV59H52u1379u2rdd0Xys7O9nqfwcpmsykpKUl5eXkqKi6ptn14WNlUzczMVGlp6UXb1XSMa1pHowZlc+vkiZMqKCqusq27NQcb5rFvMb6+xxj7nr/G+MI8cDEBH36OHDmiRx55RGvWrFG3bt0kSQkJCcrKytLSpUsVERGh4mLXH0LloScqKsqj9wwNDVW7du1qV/h5CgoKlJ2drbi4OEVGRnqt3/ogJibGrSMuoSFlR1EuPMpXrrZj7G4dURFlXzJNL2mqhtW0r67mYMM89i3G1/cYY9/z5xhnZWW53Tbgw8+ePXtkt9uVkJDgsr1z5876+OOPddlllyk3N9dlX/nnLVq08Og9LRaLx8GpKpGRkT7pN5iFhoZKFvfDT3Xj5+kYu11HaIjb7d2tOdgwj32L8fU9xtj3/DHG7i55SUFwwnPLli0lSd9++63L9szMTLVu3VrJycnKyMhwWVbYsWOH2rRp49H5PgAAoH4L+PCTmJiobt26acqUKfrnP/+p7OxsLV68WDt27NA999yj1NRUnT17VtOnT1dWVpY2btyotWvX6t577/V36QAAIAAF/LKX1WrVsmXLtHjxYk2bNk2nT59WfHy81qxZo6SkJEnSqlWrNHfuXA0bNkzNmjXT5MmTNWzYMP8WDgAAAlLAhx9JatKkiWbOnKmZM2dWuj8xMVHr16+v46oAAEAwCvhlLwAAAG8i/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AAAAFMh/AA+YrVaVOow3G5fk7YAAM+F+LsAoL6yWS2yWS3a/FGW7CWOKtuGhlg1tE+7OqoMAMyN8AP4mL3EUW34AQDUHZa9AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqXgUfnbt2qVz585Vuu/MmTN6++23a1UUAACAr3gUfu644w4dOHCg0n179+7VtGnTalUUAACAr7h9h+cpU6bo2LFjkiTDMDRr1iw1bNiwQrvs7Gxdeuml3qsQcJPNZvN3CQCAIOD2kZ8BAwbIMAwZxk8PXyz/vPzDarUqKSlJTz31lE+KhXlV95DQqKgoJSUlKSoqShIPCQUAXJzbR35SUlKUkpIiSRo5cqRmzZqltm3b+qww4HzVPSTUbrcrLy9PMTExiooM5yGhAICL8ujBpi+99JK36wDccrGHhNpLHCoqLuEhogCAankUfgoKCrR8+XJ98MEHKigokMPh+sPGYrFo27ZtXikQAADAmzwKP3PnzlV6erquu+46dezYUVYrtwsCAADBwaPw87e//U0PPfSQ7rnnHm/XAwAA4FMeHbIpKSlRYmKit2sBAADwOY/CT8+ePfXxxx97uxYAAACf82jZ6xe/+IVmzpypEydOqHPnzoqMjKzQZujQobWtDQAAwOs8Cj8PPvigJGnz5s3avHlzhf0Wi4XwAwAAApJH4Wf79u3erqNamzdv1ooVK/T999/ryiuv1P3336+BAwdKkvbt26e5c+fq66+/VnR0tEaOHKkxY8bUeY0AACDweRR+WrVq5e06qrRlyxb94Q9/0JQpU9S3b19t3bpVDz/8sGJjYxUXF6dRo0bp5z//uWbPnq0vvvhCs2fPVnR0tFJTU+u0TgAAEPg8Cj/PPfdctW3uv/9+T7quwDAMLVmyRHfeeafuvPNOSdJ9992nzz77TJ9++qk+/fRThYWFadasWQoJCVHbtm11+PBhrVy5kvADAAAq8Hr4adiwoZo3b+618HPw4EEdOXJEgwcPdtm+evVqSdLYsWOVnJyskJCf/indu3fXn//8Z+ezngAAAMp5FH72799fYVt+fr4yMjI0a9YsPfbYY7UurFx2draz/zFjxmjv3r26/PLL9T//8z9KSUlRTk6O4uPjXV7TvHlzSdLRo0c9Cj+GYSg/P7/WtZcrKChw+RNloqKiZLfb3XoWl91W9pT2i7W32+0/7Q8pu4ODu/+H3qzD07YyalazPzCPfYvx9T3G2Pf8OcaGYchisbjV1qPwU5moqCj16tVL9913n/74xz9q06ZNXun37NmzkqQpU6bo/vvv16RJk/Tuu+9q/PjxevHFF1VYWKiwsDCX14SHh0uSioqKPHpPu92uffv21a7wSpQHOUg2m01JSUnKy8tTUXFJte0bNSj7Pz154qQKioov2u7UqVMqyC+b1pmZmSotLfVLHTVtGx7mfs3+xjz2LcbX9xhj3/PXGF+YBy7Ga+GnXMuWLXXgwAGv9RcaGipJGjNmjIYNGyZJ6tixo/bu3asXX3xRERERKi52/cFSHnqioqI8fs927drVompXBQUFys7OVlxcXKX3RDKzmJgYt464REWUTdWmlzRVw4sc+Tl16pSio6MVFVkWOi48IlgXdXjaNvS/R6tqUnNdYx77FuPre4yx7/lzjLOystxu67XwYxiGjh07ppUrV3r1arDY2FhJFX8otGvXTh9++KFatWql3Nxcl33ln7do0cKj97RYLB4Hp6pERkb6pN9gFhoaKlmqDx2hoSFutQ8NDXUG5pqMtbfrqHHb/4afYJgfzGPfYnx9jzH2PX+MsbtLXpKH4adDhw4XfRPDMPTHP/7Rk24rdfXVV6tBgwb68ssv1a1bN+f2zMxMXXnlleratatee+01lZaWymazSZJ27NihNm3acLIzAACowKPwc99991Uafho2bKi+ffsqLi6utnU5RURE6O6779af/vQntWjRQomJiXr77bf197//XWvWrFG7du20atUqTZ8+XXfffbf27NmjtWvXavbs2V6rAQAA1B8ehZ8JEyZ4u44qjR8/XpGRkVq0aJGOHz+utm3baunSpbr++uslSatWrdLcuXM1bNgwNWvWTJMnT3aeHwQAAHA+j8/5KS4u1saNG7Vz506dOXNGTZs2Vbdu3TRs2DDn1VbeNGrUKI0aNarSfYmJiVq/fr3X3xMAANQ/HoWfM2fO6I477tD+/ft12WWXqVmzZjp06JC2bt2ql19+Wa+88ooaNWrk7VoBAABqzerJixYsWKCcnBytW7dO77//vtavX6/3339f69atU15enpYsWeLtOgEAALzCo/Czfft2Pfjggy5XX0lSt27d9MADD+hvf/ubV4oDAADwNo/Cz7lz53TFFVdUuu+KK67QqVOnalMTAACAz3gUfq666ip98MEHle7bvn27WrduXauiAAAAfMWjE57HjBmjhx9+WMXFxRo8eLAuvfRS/fjjj3rrrbe0YcMGzZo1y8tlAgAAeIdH4ecXv/iFsrOztXz5cm3YsMG5PTQ0VPfdd59uv/12rxUIAADgTR6Fn/z8fI0fP15paWn64osvdPr0aR07dky33367mjRp4u0aAQAAvKZG5/zs27dPQ4cO1Zo1ayRJjRs3Vu/evdW7d28tXrxYv/vd77z6RHcAAABvczv8fP/997rrrrt0+vRptWvXzmVfWFiY/vCHP+jcuXP63e9+p5ycHK8XCgAA4A1uh58VK1aoadOm2rRpk26++WaXfZGRkUpLS1N6erqioqK0fPlyrxcKAADgDW6Hnx07dujuu+9WdHT0RdvExMRo1KhR2rFjhzdqAwAA8Dq3w8+///1vt+7fEx8fz7IX/MpqtajUYfi7DABAgHL7aq9LLrlEubm51bY7ceJElUeHAF+zWS2yWS3a/FGW7CWOKttGhYfo1p5X1VFlAIBA4PaRn+TkZG3cuLHadps3b1bHjh1rVRTgDfYSR/UfpVWHIwBA/eN2+Bk5cqR27typp59+WkVFRRX2FxcXa968efrkk080YsQIrxYJAADgLW4veyUkJGjatGl68skntWXLFvXo0UOXX365SktLdfToUe3cuVMnT57U73//e/Xq1cuXNQMAAHisRnd4HjFihDp06KDVq1dr+/btziNADRo0UM+ePTV69Gh17tzZJ4UCAAB4Q40fb3Httdfq2muvlSSdPHlSVquVR1oAAICg4dGzvco1bdrUW3UAAADUiRo92wsAACDYEX4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AAICpEH4AEyh1GD5pCwDBKMTfBQDwPZvVos0fZcle4qiyXWiIVUP7tKujqgDAPwg/gEnYSxzVhh8AMAOWvYAAYLVaWJoCgDrCkR8gANisFpamAKCOEH6AAMLSFAD4HsteAADAVAg/AADAVAg/AADAVAg/AADAVAg/AADAVAg/AADAVAg/AADAVAg/AADAVAg/AADAVAg/AADAVIIq/Bw6dEhdunTRxo0bndv27duntLQ0JSUlqW/fvlq9erUfKwQAAIEuaMKP3W7XpEmTlJ+f79x28uRJjRo1SnFxcUpPT9eECRO0ZMkSpaen+7FSAAAQyILmwaZLly5VgwYNXLa9/vrrCgsL06xZsxQSEqK2bdvq8OHDWrlypVJTU/1UKQAACGRBceRn165dWr9+vebNm+eyfffu3UpOTlZIyE8Zrnv37jp06JDy8vLqukwAABAEAj78nDlzRpMnT9ajjz6qli1buuzLyclRbGysy7bmzZtLko4ePVpnNQIAgOAR8Mtes2bNUlJSkgYPHlxhX2FhocLCwly2hYeHS5KKioo8fk/DMFzOLaqtgoIClz9RJioqSna7XfYSR7Vt7Taj7M+LtLfb7T/tt4dU2bYm/damva/ayij7naUmc9Ttsa6ib+axbzG+vscY+54/x9gwDFksFrfaBnT42bx5s3bv3q233nqr0v0REREqLi522VYeeqKiojx+X7vdrn379nn8+ovJzs72ep/BymazKSkpSXl5eSoqLqm2faMGZaH25ImTKigqvmi7U6dOqdRe4FbbmvTrSXtftQ0PK/uyzczMVGlpabU112Ss3embeexbjK/vMca+568xvvCAyMUEdPhJT09XXl6e+vbt67J95syZWr16tS677DLl5ua67Cv/vEWLFh6/b2hoqNq1a+fx6y9UUFCg7OxsxcXFKTIy0mv91gcxMTFuHXGJiiibqk0vaaqGFznyc+rUKUVHR6tJo8gq29ak39q091Xb0JCyozPx8fHV1ns+d8a6qr6Zx77F+PoeY+x7/hzjrKwst9sGdPiZP3++CgsLXbbdfPPNeuCBB/SLX/xCb7/9tl577TWVlpbKZrNJknbs2KE2bdooJibG4/e1WCy1OnJ0MZGRkT7pN5iFhoZKlupDR2hoiFvtQ0NDy9q42be7/XrS3mdt/xtQajqXvNU389i3GF/fY4x9zx9j7O6SlxTgJzy3aNFCrVu3dvmQyn6DbdWqlVJTU3X27FlNnz5dWVlZ2rhxo9auXat7773Xz5UDAIBAFdDhpzoxMTFatWqVDh06pGHDhum5557T5MmTNWzYMH+XBgAAAlRAL3tV5ttvv3X5PDExUevXr/dTNQAAINgE9ZEfAACAmiL8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AAAAUyH8AEHGarWo1GH4uwwACFoh/i4AQM3YrBbZrBZt/ihL9hJHte2jwkN0a8+r6qAyAAgOhB8gSNlLHG6FH3tI9W0AwExY9gIAAKZC+AEAAKZC+AEAAKZC+AEAAKZC+AEAAKZC+AEAAKZC+AEAAKZC+AEAAKZC+AEAAKZC+IFX8cwpAECg4/EW8Cp3nznF86YAAP5C+IHXufPMKZ43BQDwF5a9AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqRB+AACAqQR8+Dl16pRmzJih3r17q2vXrvrtb3+r3bt3O/fv27dPaWlpSkpKUt++fbV69Wo/VgsAAAJdwIefhx9+WF9++aUWLlyoN954Q9dcc43GjBmjAwcO6OTJkxo1apTi4uKUnp6uCRMmaMmSJUpPT/d32QAAIECF+LuAqhw+fFh///vf9eqrr6pr166SpOnTp+vjjz/W1q1bFRERobCwMM2aNUshISFq27atDh8+rJUrVyo1NdXP1QMAgEAU0Ed+mjZtqhUrVqhTp07ObRaLRYZh6PTp09q9e7eSk5MVEvJThuvevbsOHTqkvLw8f5QMAAACXEAf+WncuLH69Onjsu2dd97Rv/71L/Xs2VOLFi1SfHy8y/7mzZtLko4ePaqYmBiP3tcwDOXn53tWdCUKCgpc/qzPoqKiZLfbZS9xVNnObjPK/nSjrTvt7Xb7T/vtIW737e06Aq1tjdsbZb8PVTb/zTSP/YHx9T3G2Pf8OcaGYchisbjVNqDDz4UyMjL0hz/8Qf369VNKSoqeeuophYWFubQJDw+XJBUVFXn8Pna7Xfv27atVrZXJzs72ep+BxGazKSkpSXl5eSoqLqmybaMGZf9PJ0+cVEFRcbV9u9v+1KlTKrUXuN23r+oIlLY1bR8eVvYtITMzU6WlpZW2qe/z2N8YX99jjH3PX2N8YSa4mKAJP9u2bdOkSZPUuXNnLVy4UJIUERGh4mLXb+bloScqKsrj9woNDVW7du08L/YCBQUFys7OVlxcnCIjI73Wb6CKiYmp9ghDVETZ1Gt6SVM1dOPoRXXt7Xa7Tp06pejoaDVpFOl2396uI9Da1rR9aEjZkZ8Lj6hK5pvHdY3x9T3G2Pf8OcZZWVlutw2K8LNu3TrNnTtX/fv31/z5853JLjY2Vrm5uS5tyz9v0aKFx+9nsVhqFZ4uJjIy0if9BprQ0FDJUs0P2dAQt9vWpH1oaGhZGz/XEShta9z3f8PPxeapzWYzzTz2F8bX9xhj3/PHGLu75CUF+AnPkvTKK69ozpw5GjFihBYvXuxySCs5OVkZGRkuh+d37NihNm3aeHy+D2BmVqtFpQ6j0n1RUVFKSkpy+YZ2sbYAEMgC+sjPoUOH9OSTT6p///669957Xa7gioiIUGpqqlatWqXp06fr7rvv1p49e7R27VrNnj3bj1UDwctmtchmtWjzR1kVli7tdrvy8vIUExNTdoQtxKqhfby3PAwAdSWgw8+7774ru92u9957T++9957LvmHDhunpp5/WqlWrNHfuXA0bNkzNmjXT5MmTNWzYMD9VDNQP9hJHxfBT4lBRcUnZdjeW2wAgUAV0+Bk3bpzGjRtXZZvExEStX7++jioCAADBLuDP+QEAAPAmwg8AADAVwg8AADAVwg8AADAVwg8AADAVwg8AADAVwg8AADAVwg8AADAVwg8At1mtfMsAEPwC+g7PCAylDkM2q/tPy0X9FBoaqtjYWH+XAQC1RvhBtS72oMsLRYWH6NaeV9VRVfClopwDKsovdNnmcDiUn5+vqKgoWa1WOSLCJMX7p0AAqAXCD9xS2YMuK7QJ4WGX9YbDIRmu/5+Go9T5IYtkOAw/FQcAtcMCPgAAMBXCDwAAMBXCDwAAMBXCD4A6UVrDc4Rq2h4A3MUJzwDqhLtXDUpSaIhVQ/u0q4OqAJgR4QdAnXHnqkEA8DWWvQAAgKlw5AcIIJXdXPBCtkZRklgSAgBPEX6AQFLJzQUvxM0FAaB2WPYC4BGbzcoVWQCCEkd+AHjEarXy3DcAQYnwA6BWeO4bgGDDshcAADAVjvwAJuHWlWRNGooryQDUd4QfwCzcuJJMDpanANR/LHsBAABTIfwAAABTIfwAAABTIfwAAABTIfwAAABTIfwAAABTIfwAAABTIfwAAABTIfwAAABTIfwAAABTIfzUE6UOw6ftAQCoL3i2Vz1hs1q0+aMs2UuqfzZTaIhVQ/vw8EoAgDkRfuoRe4nDrfADAICZsewFwDMWi78rAACPcOQH8EBRzgEV5RdW2cbWKEpS/V1eLM8+jAWAYEP4ATzhcEhG1UuMhllOKmcsAAQZlr0AX2FZCAACEkd+AB+p0bJQk4ZiWQgA6gbhB/A1N5aF5OAqPQCoKyx7mZDVauEmh6hbNVwCrOkcLa1BeKxJ27L2fK0A9Q1HfkzIZrW4fVPEqPAQ3drzqjqqDPVVTZYApbKrw2zWn9Vojq5/fZuKC6ruu0GjKA0fnsINQQGTI/yYmDs3RbSHBM9yjNXKgcyA584SoH66Oqwmc9ReVKTioqIq24aGhrjdrz/YbDZ/lwDUWjDMY8IP6oXQ0FDFxsb6uwx4S4BcKVe+/GazuldPqcMhm5sh/MJ+o6KilJSU5FbbmvbtrbbAxZTPo6rmcWXt/aVehB+Hw6HnnntOGzZs0JkzZ3Tttddq5syZat26tb9LQzXcXgb579VQF2vvcDiUn5+vqKgorpyqBwLlSrnyJWJ3ltTCIsJ0++0316jv85ff7Ha78vLyFBMTo9DQUGc7T5be3F3WZlkP3lI+5/ILiiqdx+cLhHlXL8LPsmXL9Nprr+mpp55SixYt9Mwzz2js2LHaunWrwsLC/F0equLmMojzaqiLtDccped9cIJqvREgV8q5s6TmUb/nLb+V/91e4pAstf83BerSHuqv8jlXVFzitXnsK0F/kkRxcbFeeOEFTZgwQX369FGHDh20aNEiHT9+XO+9956/y6vAV1ewwEQCZEkIrmw2a62uDCtfur3Yb8u+UPOr6nz3i0Wg1FEThqPU723hmaA/8rN//36dO3dO3bt3d25r3Lixrr76au3atUu33nqrH6urqKZXWXFFVt2o6fKbP9X4yqkAqNkMrFZrjb++z/8/PH/p9vyT9x0RYZLifVJzTa789PVSRaDUURMWq02ndr4lo8ReZTtreKSadBvoVltLSKiirx/szTJRCYthGIERoT30t7/9TRMmTNCXX36piIgI5/bf//73Kiws1J///Oca9ffZZ5/JMAyv/vZlGIZKSkoUEhIiq9WqcwV2VTfoVosUFRHq9ba+7NujtucK3FqmslitatAg4qLtDZWNs8VikdVqUYMGkX6pI9DaerPv88fYEiQ1V2zr/tyQajY/atJ3Zf1eOL4/dWxRw4aRqsm3aovF4vWvWYukBpGhNaqjJtytuTZ1nP+92OKFI6gWi0WOovxqa7FYrLKGR7rZ1iJreJTPxtlXnP9/hiGHw1EW4C8yxr6aS3a7XRaLRV27dq22bdAf+SkoKJCkCuf2hIeH6/Tp0zXur/wLwhtfGOf3eX59DSLdD1a+ahsodTRoEOl225q2D5g6AqBtoNQRMDXX9GslAOZdTb8n+epr1pvfG+u6jgu/F3uDNTzKJ219Oc6+UtOvK2//Gy0Wi9t9Bn34KT/aU1xc7HLkp6ioSJGRNftGK0ldunTxWm0AACDwBP0Jzy1btpQk5ebmumzPzc3lvi8AAKCCoA8/HTp0UMOGDbVz507ntjNnzmjv3r3q1q2bHysDAACBKOiXvcLCwpSWlqb58+frkksuUatWrfTMM88oNjZW/fv393d5AAAgwAR9+JGkBx54QCUlJXr00UdVWFio5ORkrV69mhscAgCACoL+UncAAICaCPpzfgAAAGqC8AMAAEyF8AMAAEyF8AMAAEyF8AMAAEyF8AMAAEyF8AMAAEyF8ONDDodDzz77rHr16qXOnTtr9OjROnz4sL/LCmpHjhxR+/btK3xs2LBBkrRv3z6lpaUpKSlJffv21erVq/1ccfBYtmyZRo4c6bKtuvFkjtdMZWM8bdq0CvO5d+/ezv2McfVOnTqlGTNmqHfv3uratat++9vfavfu3c79zOPaq26Mg24eG/CZpUuXGj169DA+/PBDY9++fcbo0aON/v37G0VFRf4uLWht377dSEhIMI4fP27k5uY6PwoKCowTJ04Y119/vTF9+nQjKyvLeOONN4yEhATjjTfe8HfZAe/FF1802rdvb6SlpTm3uTOezHH3VTbGhmEYw4YNMxYuXOgyn/Py8pz7GePqjRo1yhgyZIixa9cu48CBA8acOXOMxMREIysri3nsJVWNsWEE3zwm/PhIUVGR0aVLF+OVV15xbjt9+rSRmJhobN261Y+VBbfnn3/eGDJkSKX7li9fbvTq1cuw2+3ObQsWLDAGDBhQV+UFnZycHGPMmDFGUlKSccstt7j8YK5uPJnj7qlqjEtKSoyEhATjvffeq/S1jHH1srOzjfj4eCMjI8O5zeFwGP379zcWL17MPPaC6sY4GOcxy14+sn//fp07d07du3d3bmvcuLGuvvpq7dq1y4+VBbdvv/1W7dq1q3Tf7t27lZycrJCQnx5Z1717dx06dEh5eXl1VWJQ+eabb9SkSRO9+eab6ty5s8u+6saTOe6eqsY4OztbRUVFatu2baWvZYyr17RpU61YsUKdOnVybrNYLDIMQ6dPn2Yee0F1YxyM87hePNg0EOXk5EiSWrZs6bK9efPmOnbsmD9KqhcyMzPVrFkz/e53v1N2drZat26t8ePHq1evXsrJyVF8fLxL++bNm0uSjh49qpiYGH+UHNBSUlKUkpJS6b7qxpM57p6qxjgzM1MWi0Vr167Vxx9/LKvVqj59+ujBBx9Uo0aNGGM3NG7cWH369HHZ9s477+hf//qXevbsqUWLFjGPa6m6MQ7GecyRHx8pKCiQpApPlg8PD1dRUZE/Sgp6xcXFys7O1tmzZ/Xggw9qxYoVSkhI0NixY7Vjxw4VFhZWOt6SGHMPVDeezPHa++6772S1WtWqVSstX75cU6ZM0UcffaTx48fL4XAwxh7IyMjQH/7wB/Xr108pKSnMYx+4cIyDcR5z5MdHIiIiJJX9wC7/u1T2xRYZGemvsoJaWFiYdu3apZCQEOcXUadOnXTgwAGtXr1aERERKi4udnlN+RdWVFRUndcb7KobT+Z47U2YMEF33XWXGjduLEmKj49Xs2bNdPvtt+urr75ijGto27ZtmjRpkjp37qyFCxdKYh57W2VjHIzzmCM/PlJ+eC83N9dle25urmJjY/1RUr0QFRVV4beH+Ph4HT9+XLGxsZWOtyS1aNGizmqsL6obT+Z47VksFucPjHLlSzQ5OTmMcQ2sW7dOEyZMUO/evbVy5UrnD1nmsfdcbIyDcR4TfnykQ4cOatiwoXbu3OncdubMGe3du1fdunXzY2XBa//+/erSpYvLvSUk6euvv1a7du2UnJysjIwMlZaWOvft2LFDbdq04XwfD1Q3nszx2ps4caLGjBnjsu2rr76SJLVr144xdtMrr7yiOXPmaMSIEVq8eLHLL0jMY++oaoyDch775Rozk1i4cKFx3XXXGdu2bXPe1+Dmm2/m3hEeKi0tNW677TZj0KBBxq5du4ysrCzjySefNDp16mTs37/f+PHHH43k5GRjypQpxnfffWekp6cbCQkJxsaNG/1delCYMmWKy2XY7ownc7xmLhzj999/32jfvr2xbNky4/Dhw8aHH35opKSkGA8//LCzDWNctYMHDxrXXHONcd9997ncYyY3N9c4c+YM89gLqhvjYJzHFsMwDP/ErvqvtLRUCxcu1MaNG1VYWKjk5GTNmDFDl19+ub9LC1onTpzQ/Pnz9fHHH+vMmTO6+uqrNWnSJOdvD3v27NHcuXO1d+9eNWvWTKNHj1ZaWpqfqw4OU6dO1ZEjR/TSSy85t1U3nszxmqlsjN99910tX75cBw8eVKNGjTR48GA9+OCDzpNyGeOqLV++XIsWLap037Bhw/T0008zj2vJnTEOtnlM+AEAAKbCOT8AAMBUCD8AAMBUCD8AAMBUCD8AAMBUCD8AAMBUCD8AAMBUCD8AAMBUeLApgHph6tSp+vTTT/X+++9Xun/kyJGSpJdeeklTp07Vpk2bXPaHhISoadOm6tGjhx5++GHn84gA1D+EHwCm1KxZMz333HPOz0tKSnTo0CHNnz9fn3/+ubZu3eryBGoA9QfhB4AphYWFKSkpyWVbt27dFBoaqilTpmj79u269dZb/VMcAJ/inB8AOE9CQoIk6ciRI36uBICvcOQHQL1SUlJS6XbDMGSxWKp9/aFDhyRJV155pVfrAhA4CD8A6o0jR47ommuuuej+6667zuXz84PS2bNn9dVXX+mpp55Sq1at1KdPH5/VCcC/CD8A6o1mzZrp+eefr3TfzJkzXT6/WFDq3LmzHn/8cUVGRvqkRgD+R/gBUG+EhYU5z9m5UIMGDVw+vzAohYWFKTY2Vk2aNPFpjQD8j/ADwJSqCkoA6jeu9gIAAKZC+AEAAKZC+AEAAKZiMQzD8HcRAAAAdYUjPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFQIPwAAwFT+H6VJlkk5u/LtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=poke1, x='hp', hue='is_legendary')\n",
    "\n",
    "plt.xlabel('HP')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06da306e",
   "metadata": {},
   "source": [
    "* example : the distribution of the Defense stat of Pokemon："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "8c6a4829",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Defense', ylabel='Density'>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2,figsize=(15,6))\n",
    "\n",
    "sns.histplot(data=poke1.rename(columns={'defense':'Defense'}), \n",
    "             x='Defense', \n",
    "             hue='is_legendary', \n",
    "             ax=ax[0])\n",
    "\n",
    "sns.kdeplot(data=poke1.rename(columns={'defense':'Defense'}), \n",
    "            x='Defense', \n",
    "            hue='is_legendary', \n",
    "            fill=True, \n",
    "            ax=ax[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "e818d3c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x23f6d5e6d60>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(data=poke1, x='attack', y='defense', hue='is_legendary', kind='kde',shade=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b883b3ea",
   "metadata": {},
   "source": [
    "### Physical or Special (or Mixed)?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "ccc329aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Attack', ylabel='Special attack'>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=poke1.rename(columns={\n",
    "    'attack':'Attack', 'sp_attack':'Special attack'\n",
    "}), \n",
    "                x='Attack', \n",
    "                y='Special attack')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "f27a6361",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Attack', ylabel='Special attack'>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The 'sns.regplot' function is used to compare the relationship between two variables and determine if they follow a linear regression pattern.\n",
    "\n",
    "sns.regplot(data = poke1.rename(columns={\n",
    "    'attack':'Attack', 'sp_attack':'Special attack'\n",
    "}),\n",
    "            x='Attack', \n",
    "            y='Special attack')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "b858bb22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x23f6ac624c0>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 685.972x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Setting value of delta \n",
    "delta = 10\n",
    "\n",
    "# Define a function that returns the dominant offensive stat of a Pokemon\n",
    "# Return 'Similar' if the two stats have values close to each other\n",
    "# Closeness is defined using delta \n",
    "def offensive_dominant(row):\n",
    "    diff = row.attack - row.sp_attack\n",
    "    if diff > delta:\n",
    "        return 'Attack' \n",
    "    elif diff < -delta: \n",
    "        return 'Special attack'\n",
    "    else:\n",
    "        return 'Similar'\n",
    "    \n",
    "# Create a new table\n",
    "offensive_stats = pd.concat([\n",
    "    poke1[['name','attack','sp_attack']], \n",
    "    poke1.apply(offensive_dominant, axis='columns'),\n",
    "    abs(poke1.attack - poke1.sp_attack)    \n",
    "], \n",
    "    axis=1).rename(columns={0:'dominant_offensive_stat', 1:'|Atk - SpA|'})\n",
    "\n",
    "offensive_cat_count = offensive_stats.groupby('dominant_offensive_stat').dominant_offensive_stat.count()\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "\n",
    "sns.lmplot(data=offensive_stats.rename(columns={\n",
    "    'attack':'Attack', \n",
    "    'sp_attack':'Special attack', \n",
    "    'dominant_offensive_stat':'Dominant offensive stat'\n",
    "}), \n",
    "           x='Attack', \n",
    "           y='Special attack', \n",
    "           hue='Dominant offensive stat',\n",
    "           palette=['blue','grey','red'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cd4d8ed",
   "metadata": {},
   "source": [
    "* the relationship between base stats and type："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "de77a832",
   "metadata": {},
   "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>name</th>\n",
       "      <th>type1</th>\n",
       "      <th>type2</th>\n",
       "      <th>base_stat_total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>grass</td>\n",
       "      <td>poison</td>\n",
       "      <td>318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>grass</td>\n",
       "      <td>poison</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Venusaur</td>\n",
       "      <td>grass</td>\n",
       "      <td>poison</td>\n",
       "      <td>625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Charmander</td>\n",
       "      <td>fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Charmeleon</td>\n",
       "      <td>fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Celesteela</td>\n",
       "      <td>steel</td>\n",
       "      <td>flying</td>\n",
       "      <td>570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Kartana</td>\n",
       "      <td>grass</td>\n",
       "      <td>steel</td>\n",
       "      <td>570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Guzzlord</td>\n",
       "      <td>dark</td>\n",
       "      <td>dragon</td>\n",
       "      <td>570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>Necrozma</td>\n",
       "      <td>psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Magearna</td>\n",
       "      <td>steel</td>\n",
       "      <td>fairy</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>801 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name    type1   type2  base_stat_total\n",
       "0     Bulbasaur    grass  poison              318\n",
       "1       Ivysaur    grass  poison              405\n",
       "2      Venusaur    grass  poison              625\n",
       "3    Charmander     fire     NaN              309\n",
       "4    Charmeleon     fire     NaN              405\n",
       "..          ...      ...     ...              ...\n",
       "796  Celesteela    steel  flying              570\n",
       "797     Kartana    grass   steel              570\n",
       "798    Guzzlord     dark  dragon              570\n",
       "799    Necrozma  psychic     NaN              600\n",
       "800    Magearna    steel   fairy              600\n",
       "\n",
       "[801 rows x 4 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Concat the relevant columns\n",
    "base_stat_total_type = pd.concat([\n",
    "    poke1[['name','type1','type2']],\n",
    "    base_stat_total\n",
    "], axis=1).rename(columns={0:'base_stat_total'})\n",
    "base_stat_total_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "7a40da07",
   "metadata": {},
   "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>name</th>\n",
       "      <th>base_stat_total</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>318</td>\n",
       "      <td>grass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>405</td>\n",
       "      <td>grass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Venusaur</td>\n",
       "      <td>625</td>\n",
       "      <td>grass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Oddish</td>\n",
       "      <td>320</td>\n",
       "      <td>grass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Gloom</td>\n",
       "      <td>395</td>\n",
       "      <td>grass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>Trumbeak</td>\n",
       "      <td>355</td>\n",
       "      <td>flying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>Toucannon</td>\n",
       "      <td>485</td>\n",
       "      <td>flying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>Oricorio</td>\n",
       "      <td>476</td>\n",
       "      <td>flying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>Minior</td>\n",
       "      <td>500</td>\n",
       "      <td>flying</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>Celesteela</td>\n",
       "      <td>570</td>\n",
       "      <td>flying</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1211 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  base_stat_total    type\n",
       "0      Bulbasaur              318   grass\n",
       "1        Ivysaur              405   grass\n",
       "2       Venusaur              625   grass\n",
       "3         Oddish              320   grass\n",
       "4          Gloom              395   grass\n",
       "...          ...              ...     ...\n",
       "1206    Trumbeak              355  flying\n",
       "1207   Toucannon              485  flying\n",
       "1208    Oricorio              476  flying\n",
       "1209      Minior              500  flying\n",
       "1210  Celesteela              570  flying\n",
       "\n",
       "[1211 rows x 3 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gather the data into a list\n",
    "double_appearances = [] \n",
    "for t in pkm_types:\n",
    "    # Extract out the rows in base_stat_total_type ...\n",
    "    # ... that have either 'type1' or 'type2' being type t\n",
    "    current_type = base_stat_total_type.loc[\n",
    "        (base_stat_total_type.type1 == t) | (base_stat_total_type.type2 == t)\n",
    "    ]\n",
    "    # Transform each row into a list and append it to double_appearances\n",
    "    for i in range(len(current_type)):\n",
    "        double_appearances.append(list(current_type[['name','base_stat_total']].iloc[i])+[t])\n",
    "        \n",
    "# Transform the list into a DataFrame (and rename the columns)\n",
    "bst_type_double = pd.DataFrame(double_appearances).rename(columns={\n",
    "    0:'name', 1:'base_stat_total', 2:'type'\n",
    "})\n",
    "bst_type_double"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "376efbdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Type')"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=bst_type_double, x='base_stat_total', y='type',\n",
    "            palette=type_colors)\n",
    "# Recall that we have defined type_colors above \n",
    "\n",
    "plt.xlabel('Base stat total')\n",
    "plt.ylabel('Type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "ea6399f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.heatmap?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "01afe764",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0ba334d9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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