tutor.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "25c855ae",
   "metadata": {},
   "source": [
    "# loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8f982543",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e90e082d",
   "metadata": {},
   "outputs": [
    {
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   #                   Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
       "0  1              Bulbasaur  Grass  Poison  45      49       49       65   \n",
       "1  2                Ivysaur  Grass  Poison  60      62       63       80   \n",
       "2  3               Venusaur  Grass  Poison  80      82       83      100   \n",
       "3  3  VenusaurMega Venusaur  Grass  Poison  80     100      123      122   \n",
       "4  4             Charmander   Fire     NaN  39      52       43       60   \n",
       "\n",
       "   Sp. Def  Speed  Generation  Legendary  \n",
       "0       65     45           1      False  \n",
       "1       80     60           1      False  \n",
       "2      100     80           1      False  \n",
       "3      120     80           1      False  \n",
       "4       50     65           1      False  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "poke = pd.read_csv('pokemon_data.csv')\n",
    "poke.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "e140dd38",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   #                   Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
       "0  1              Bulbasaur  Grass  Poison  45      49       49       65   \n",
       "1  2                Ivysaur  Grass  Poison  60      62       63       80   \n",
       "2  3               Venusaur  Grass  Poison  80      82       83      100   \n",
       "3  3  VenusaurMega Venusaur  Grass  Poison  80     100      123      122   \n",
       "4  4             Charmander   Fire     NaN  39      52       43       60   \n",
       "\n",
       "   Sp. Def  Speed  Generation  Legendary  \n",
       "0       65     45           1      False  \n",
       "1       80     60           1      False  \n",
       "2      100     80           1      False  \n",
       "3      120     80           1      False  \n",
       "4       50     65           1      False  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('pokemon_data.txt',delimiter='\\t')#读txt文件时，需要添加delimiter  记住 delimiter means 划界符\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7f5d23a",
   "metadata": {},
   "source": [
    "# reading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e93f63f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['#', 'Name', 'Type 1', 'Type 2', 'HP', 'Attack', 'Defense', 'Sp. Atk',\n",
       "       'Sp. Def', 'Speed', 'Generation', 'Legendary'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns # read column names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "03ae1a3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>HP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Venusaur</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Charmander</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>Diancie</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>DiancieMega Diancie</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>HoopaHoopa Confined</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>HoopaHoopa Unbound</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>Volcanion</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name  HP\n",
       "0                Bulbasaur  45\n",
       "1                  Ivysaur  60\n",
       "2                 Venusaur  80\n",
       "3    VenusaurMega Venusaur  80\n",
       "4               Charmander  39\n",
       "..                     ...  ..\n",
       "795                Diancie  50\n",
       "796    DiancieMega Diancie  50\n",
       "797    HoopaHoopa Confined  80\n",
       "798     HoopaHoopa Unbound  80\n",
       "799              Volcanion  80\n",
       "\n",
       "[800 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Name','HP']] # read  specific col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4ae4ad8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "#                      5\n",
       "Name          Charmeleon\n",
       "Type 1              Fire\n",
       "Type 2               NaN\n",
       "HP                    58\n",
       "Attack                64\n",
       "Defense               58\n",
       "Sp. Atk               80\n",
       "Sp. Def               65\n",
       "Speed                 80\n",
       "Generation             1\n",
       "Legendary          False\n",
       "Name: 5, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[5] # read specific row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "649158f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[5,0] #read specific elemrnt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ed44449e",
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
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       "      <th>Legendary</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   #                   Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
       "0  1              Bulbasaur  Grass  Poison  45      49       49       65   \n",
       "1  2                Ivysaur  Grass  Poison  60      62       63       80   \n",
       "2  3               Venusaur  Grass  Poison  80      82       83      100   \n",
       "3  3  VenusaurMega Venusaur  Grass  Poison  80     100      123      122   \n",
       "4  4             Charmander   Fire     NaN  39      52       43       60   \n",
       "\n",
       "   Sp. Def  Speed  Generation  Legendary  \n",
       "0       65     45           1      False  \n",
       "1       80     60           1      False  \n",
       "2      100     80           1      False  \n",
       "3      120     80           1      False  \n",
       "4       50     65           1      False  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[:5,:] #get slice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "979db447",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 Bulbasaur\n",
      "1 Ivysaur\n",
      "2 Venusaur\n",
      "3 VenusaurMega Venusaur\n",
      "4 Charmander\n",
      "5 Charmeleon\n",
      "6 Charizard\n",
      "7 CharizardMega Charizard X\n",
      "8 CharizardMega Charizard Y\n",
      "9 Squirtle\n",
      "10 Wartortle\n",
      "11 Blastoise\n",
      "12 BlastoiseMega Blastoise\n",
      "13 Caterpie\n",
      "14 Metapod\n",
      "15 Butterfree\n",
      "16 Weedle\n",
      "17 Kakuna\n",
      "18 Beedrill\n",
      "19 BeedrillMega Beedrill\n",
      "20 Pidgey\n",
      "21 Pidgeotto\n",
      "22 Pidgeot\n",
      "23 PidgeotMega Pidgeot\n",
      "24 Rattata\n",
      "25 Raticate\n",
      "26 Spearow\n",
      "27 Fearow\n",
      "28 Ekans\n",
      "29 Arbok\n",
      "30 Pikachu\n",
      "31 Raichu\n",
      "32 Sandshrew\n",
      "33 Sandslash\n",
      "34 Nidoran (Female)\n",
      "35 Nidorina\n",
      "36 Nidoqueen\n",
      "37 Nidoran (Male)\n",
      "38 Nidorino\n",
      "39 Nidoking\n",
      "40 Clefairy\n",
      "41 Clefable\n",
      "42 Vulpix\n",
      "43 Ninetales\n",
      "44 Jigglypuff\n",
      "45 Wigglytuff\n",
      "46 Zubat\n",
      "47 Golbat\n",
      "48 Oddish\n",
      "49 Gloom\n",
      "50 Vileplume\n",
      "51 Paras\n",
      "52 Parasect\n",
      "53 Venonat\n",
      "54 Venomoth\n",
      "55 Diglett\n",
      "56 Dugtrio\n",
      "57 Meowth\n",
      "58 Persian\n",
      "59 Psyduck\n",
      "60 Golduck\n",
      "61 Mankey\n",
      "62 Primeape\n",
      "63 Growlithe\n",
      "64 Arcanine\n",
      "65 Poliwag\n",
      "66 Poliwhirl\n",
      "67 Poliwrath\n",
      "68 Abra\n",
      "69 Kadabra\n",
      "70 Alakazam\n",
      "71 AlakazamMega Alakazam\n",
      "72 Machop\n",
      "73 Machoke\n",
      "74 Machamp\n",
      "75 Bellsprout\n",
      "76 Weepinbell\n",
      "77 Victreebel\n",
      "78 Tentacool\n",
      "79 Tentacruel\n",
      "80 Geodude\n",
      "81 Graveler\n",
      "82 Golem\n",
      "83 Ponyta\n",
      "84 Rapidash\n",
      "85 Slowpoke\n",
      "86 Slowbro\n",
      "87 SlowbroMega Slowbro\n",
      "88 Magnemite\n",
      "89 Magneton\n",
      "90 Farfetch'd\n",
      "91 Doduo\n",
      "92 Dodrio\n",
      "93 Seel\n",
      "94 Dewgong\n",
      "95 Grimer\n",
      "96 Muk\n",
      "97 Shellder\n",
      "98 Cloyster\n",
      "99 Gastly\n",
      "100 Haunter\n",
      "101 Gengar\n",
      "102 GengarMega Gengar\n",
      "103 Onix\n",
      "104 Drowzee\n",
      "105 Hypno\n",
      "106 Krabby\n",
      "107 Kingler\n",
      "108 Voltorb\n",
      "109 Electrode\n",
      "110 Exeggcute\n",
      "111 Exeggutor\n",
      "112 Cubone\n",
      "113 Marowak\n",
      "114 Hitmonlee\n",
      "115 Hitmonchan\n",
      "116 Lickitung\n",
      "117 Koffing\n",
      "118 Weezing\n",
      "119 Rhyhorn\n",
      "120 Rhydon\n",
      "121 Chansey\n",
      "122 Tangela\n",
      "123 Kangaskhan\n",
      "124 KangaskhanMega Kangaskhan\n",
      "125 Horsea\n",
      "126 Seadra\n",
      "127 Goldeen\n",
      "128 Seaking\n",
      "129 Staryu\n",
      "130 Starmie\n",
      "131 Mr. Mime\n",
      "132 Scyther\n",
      "133 Jynx\n",
      "134 Electabuzz\n",
      "135 Magmar\n",
      "136 Pinsir\n",
      "137 PinsirMega Pinsir\n",
      "138 Tauros\n",
      "139 Magikarp\n",
      "140 Gyarados\n",
      "141 GyaradosMega Gyarados\n",
      "142 Lapras\n",
      "143 Ditto\n",
      "144 Eevee\n",
      "145 Vaporeon\n",
      "146 Jolteon\n",
      "147 Flareon\n",
      "148 Porygon\n",
      "149 Omanyte\n",
      "150 Omastar\n",
      "151 Kabuto\n",
      "152 Kabutops\n",
      "153 Aerodactyl\n",
      "154 AerodactylMega Aerodactyl\n",
      "155 Snorlax\n",
      "156 Articuno\n",
      "157 Zapdos\n",
      "158 Moltres\n",
      "159 Dratini\n",
      "160 Dragonair\n",
      "161 Dragonite\n",
      "162 Mewtwo\n",
      "163 MewtwoMega Mewtwo X\n",
      "164 MewtwoMega Mewtwo Y\n",
      "165 Mew\n",
      "166 Chikorita\n",
      "167 Bayleef\n",
      "168 Meganium\n",
      "169 Cyndaquil\n",
      "170 Quilava\n",
      "171 Typhlosion\n",
      "172 Totodile\n",
      "173 Croconaw\n",
      "174 Feraligatr\n",
      "175 Sentret\n",
      "176 Furret\n",
      "177 Hoothoot\n",
      "178 Noctowl\n",
      "179 Ledyba\n",
      "180 Ledian\n",
      "181 Spinarak\n",
      "182 Ariados\n",
      "183 Crobat\n",
      "184 Chinchou\n",
      "185 Lanturn\n",
      "186 Pichu\n",
      "187 Cleffa\n",
      "188 Igglybuff\n",
      "189 Togepi\n",
      "190 Togetic\n",
      "191 Natu\n",
      "192 Xatu\n",
      "193 Mareep\n",
      "194 Flaaffy\n",
      "195 Ampharos\n",
      "196 AmpharosMega Ampharos\n",
      "197 Bellossom\n",
      "198 Marill\n",
      "199 Azumarill\n",
      "200 Sudowoodo\n",
      "201 Politoed\n",
      "202 Hoppip\n",
      "203 Skiploom\n",
      "204 Jumpluff\n",
      "205 Aipom\n",
      "206 Sunkern\n",
      "207 Sunflora\n",
      "208 Yanma\n",
      "209 Wooper\n",
      "210 Quagsire\n",
      "211 Espeon\n",
      "212 Umbreon\n",
      "213 Murkrow\n",
      "214 Slowking\n",
      "215 Misdreavus\n",
      "216 Unown\n",
      "217 Wobbuffet\n",
      "218 Girafarig\n",
      "219 Pineco\n",
      "220 Forretress\n",
      "221 Dunsparce\n",
      "222 Gligar\n",
      "223 Steelix\n",
      "224 SteelixMega Steelix\n",
      "225 Snubbull\n",
      "226 Granbull\n",
      "227 Qwilfish\n",
      "228 Scizor\n",
      "229 ScizorMega Scizor\n",
      "230 Shuckle\n",
      "231 Heracross\n",
      "232 HeracrossMega Heracross\n",
      "233 Sneasel\n",
      "234 Teddiursa\n",
      "235 Ursaring\n",
      "236 Slugma\n",
      "237 Magcargo\n",
      "238 Swinub\n",
      "239 Piloswine\n",
      "240 Corsola\n",
      "241 Remoraid\n",
      "242 Octillery\n",
      "243 Delibird\n",
      "244 Mantine\n",
      "245 Skarmory\n",
      "246 Houndour\n",
      "247 Houndoom\n",
      "248 HoundoomMega Houndoom\n",
      "249 Kingdra\n",
      "250 Phanpy\n",
      "251 Donphan\n",
      "252 Porygon2\n",
      "253 Stantler\n",
      "254 Smeargle\n",
      "255 Tyrogue\n",
      "256 Hitmontop\n",
      "257 Smoochum\n",
      "258 Elekid\n",
      "259 Magby\n",
      "260 Miltank\n",
      "261 Blissey\n",
      "262 Raikou\n",
      "263 Entei\n",
      "264 Suicune\n",
      "265 Larvitar\n",
      "266 Pupitar\n",
      "267 Tyranitar\n",
      "268 TyranitarMega Tyranitar\n",
      "269 Lugia\n",
      "270 Ho-oh\n",
      "271 Celebi\n",
      "272 Treecko\n",
      "273 Grovyle\n",
      "274 Sceptile\n",
      "275 SceptileMega Sceptile\n",
      "276 Torchic\n",
      "277 Combusken\n",
      "278 Blaziken\n",
      "279 BlazikenMega Blaziken\n",
      "280 Mudkip\n",
      "281 Marshtomp\n",
      "282 Swampert\n",
      "283 SwampertMega Swampert\n",
      "284 Poochyena\n",
      "285 Mightyena\n",
      "286 Zigzagoon\n",
      "287 Linoone\n",
      "288 Wurmple\n",
      "289 Silcoon\n",
      "290 Beautifly\n",
      "291 Cascoon\n",
      "292 Dustox\n",
      "293 Lotad\n",
      "294 Lombre\n",
      "295 Ludicolo\n",
      "296 Seedot\n",
      "297 Nuzleaf\n",
      "298 Shiftry\n",
      "299 Taillow\n",
      "300 Swellow\n",
      "301 Wingull\n",
      "302 Pelipper\n",
      "303 Ralts\n",
      "304 Kirlia\n",
      "305 Gardevoir\n",
      "306 GardevoirMega Gardevoir\n",
      "307 Surskit\n",
      "308 Masquerain\n",
      "309 Shroomish\n",
      "310 Breloom\n",
      "311 Slakoth\n",
      "312 Vigoroth\n",
      "313 Slaking\n",
      "314 Nincada\n",
      "315 Ninjask\n",
      "316 Shedinja\n",
      "317 Whismur\n",
      "318 Loudred\n",
      "319 Exploud\n",
      "320 Makuhita\n",
      "321 Hariyama\n",
      "322 Azurill\n",
      "323 Nosepass\n",
      "324 Skitty\n",
      "325 Delcatty\n",
      "326 Sableye\n",
      "327 SableyeMega Sableye\n",
      "328 Mawile\n",
      "329 MawileMega Mawile\n",
      "330 Aron\n",
      "331 Lairon\n",
      "332 Aggron\n",
      "333 AggronMega Aggron\n",
      "334 Meditite\n",
      "335 Medicham\n",
      "336 MedichamMega Medicham\n",
      "337 Electrike\n",
      "338 Manectric\n",
      "339 ManectricMega Manectric\n",
      "340 Plusle\n",
      "341 Minun\n",
      "342 Volbeat\n",
      "343 Illumise\n",
      "344 Roselia\n",
      "345 Gulpin\n",
      "346 Swalot\n",
      "347 Carvanha\n",
      "348 Sharpedo\n",
      "349 SharpedoMega Sharpedo\n",
      "350 Wailmer\n",
      "351 Wailord\n",
      "352 Numel\n",
      "353 Camerupt\n",
      "354 CameruptMega Camerupt\n",
      "355 Torkoal\n",
      "356 Spoink\n",
      "357 Grumpig\n",
      "358 Spinda\n",
      "359 Trapinch\n",
      "360 Vibrava\n",
      "361 Flygon\n",
      "362 Cacnea\n",
      "363 Cacturne\n",
      "364 Swablu\n",
      "365 Altaria\n",
      "366 AltariaMega Altaria\n",
      "367 Zangoose\n",
      "368 Seviper\n",
      "369 Lunatone\n",
      "370 Solrock\n",
      "371 Barboach\n",
      "372 Whiscash\n",
      "373 Corphish\n",
      "374 Crawdaunt\n",
      "375 Baltoy\n",
      "376 Claydol\n",
      "377 Lileep\n",
      "378 Cradily\n",
      "379 Anorith\n",
      "380 Armaldo\n",
      "381 Feebas\n",
      "382 Milotic\n",
      "383 Castform\n",
      "384 Kecleon\n",
      "385 Shuppet\n",
      "386 Banette\n",
      "387 BanetteMega Banette\n",
      "388 Duskull\n",
      "389 Dusclops\n",
      "390 Tropius\n",
      "391 Chimecho\n",
      "392 Absol\n",
      "393 AbsolMega Absol\n",
      "394 Wynaut\n",
      "395 Snorunt\n",
      "396 Glalie\n",
      "397 GlalieMega Glalie\n",
      "398 Spheal\n",
      "399 Sealeo\n",
      "400 Walrein\n",
      "401 Clamperl\n",
      "402 Huntail\n",
      "403 Gorebyss\n",
      "404 Relicanth\n",
      "405 Luvdisc\n",
      "406 Bagon\n",
      "407 Shelgon\n",
      "408 Salamence\n",
      "409 SalamenceMega Salamence\n",
      "410 Beldum\n",
      "411 Metang\n",
      "412 Metagross\n",
      "413 MetagrossMega Metagross\n",
      "414 Regirock\n",
      "415 Regice\n",
      "416 Registeel\n",
      "417 Latias\n",
      "418 LatiasMega Latias\n",
      "419 Latios\n",
      "420 LatiosMega Latios\n",
      "421 Kyogre\n",
      "422 KyogrePrimal Kyogre\n",
      "423 Groudon\n",
      "424 GroudonPrimal Groudon\n",
      "425 Rayquaza\n",
      "426 RayquazaMega Rayquaza\n",
      "427 Jirachi\n",
      "428 DeoxysNormal Forme\n",
      "429 DeoxysAttack Forme\n",
      "430 DeoxysDefense Forme\n",
      "431 DeoxysSpeed Forme\n",
      "432 Turtwig\n",
      "433 Grotle\n",
      "434 Torterra\n",
      "435 Chimchar\n",
      "436 Monferno\n",
      "437 Infernape\n",
      "438 Piplup\n",
      "439 Prinplup\n",
      "440 Empoleon\n",
      "441 Starly\n",
      "442 Staravia\n",
      "443 Staraptor\n",
      "444 Bidoof\n",
      "445 Bibarel\n",
      "446 Kricketot\n",
      "447 Kricketune\n",
      "448 Shinx\n",
      "449 Luxio\n",
      "450 Luxray\n",
      "451 Budew\n",
      "452 Roserade\n",
      "453 Cranidos\n",
      "454 Rampardos\n",
      "455 Shieldon\n",
      "456 Bastiodon\n",
      "457 Burmy\n",
      "458 WormadamPlant Cloak\n",
      "459 WormadamSandy Cloak\n",
      "460 WormadamTrash Cloak\n",
      "461 Mothim\n",
      "462 Combee\n",
      "463 Vespiquen\n",
      "464 Pachirisu\n",
      "465 Buizel\n",
      "466 Floatzel\n",
      "467 Cherubi\n",
      "468 Cherrim\n",
      "469 Shellos\n",
      "470 Gastrodon\n",
      "471 Ambipom\n",
      "472 Drifloon\n",
      "473 Drifblim\n",
      "474 Buneary\n",
      "475 Lopunny\n",
      "476 LopunnyMega Lopunny\n",
      "477 Mismagius\n",
      "478 Honchkrow\n",
      "479 Glameow\n",
      "480 Purugly\n",
      "481 Chingling\n",
      "482 Stunky\n",
      "483 Skuntank\n",
      "484 Bronzor\n",
      "485 Bronzong\n",
      "486 Bonsly\n",
      "487 Mime Jr.\n",
      "488 Happiny\n",
      "489 Chatot\n",
      "490 Spiritomb\n",
      "491 Gible\n",
      "492 Gabite\n",
      "493 Garchomp\n",
      "494 GarchompMega Garchomp\n",
      "495 Munchlax\n",
      "496 Riolu\n",
      "497 Lucario\n",
      "498 LucarioMega Lucario\n",
      "499 Hippopotas\n",
      "500 Hippowdon\n",
      "501 Skorupi\n",
      "502 Drapion\n",
      "503 Croagunk\n",
      "504 Toxicroak\n",
      "505 Carnivine\n",
      "506 Finneon\n",
      "507 Lumineon\n",
      "508 Mantyke\n",
      "509 Snover\n",
      "510 Abomasnow\n",
      "511 AbomasnowMega Abomasnow\n",
      "512 Weavile\n",
      "513 Magnezone\n",
      "514 Lickilicky\n",
      "515 Rhyperior\n",
      "516 Tangrowth\n",
      "517 Electivire\n",
      "518 Magmortar\n",
      "519 Togekiss\n",
      "520 Yanmega\n",
      "521 Leafeon\n",
      "522 Glaceon\n",
      "523 Gliscor\n",
      "524 Mamoswine\n",
      "525 Porygon-Z\n",
      "526 Gallade\n",
      "527 GalladeMega Gallade\n",
      "528 Probopass\n",
      "529 Dusknoir\n",
      "530 Froslass\n",
      "531 Rotom\n",
      "532 RotomHeat Rotom\n",
      "533 RotomWash Rotom\n",
      "534 RotomFrost Rotom\n",
      "535 RotomFan Rotom\n",
      "536 RotomMow Rotom\n",
      "537 Uxie\n",
      "538 Mesprit\n",
      "539 Azelf\n",
      "540 Dialga\n",
      "541 Palkia\n",
      "542 Heatran\n",
      "543 Regigigas\n",
      "544 GiratinaAltered Forme\n",
      "545 GiratinaOrigin Forme\n",
      "546 Cresselia\n",
      "547 Phione\n",
      "548 Manaphy\n",
      "549 Darkrai\n",
      "550 ShayminLand Forme\n",
      "551 ShayminSky Forme\n",
      "552 Arceus\n",
      "553 Victini\n",
      "554 Snivy\n",
      "555 Servine\n",
      "556 Serperior\n",
      "557 Tepig\n",
      "558 Pignite\n",
      "559 Emboar\n",
      "560 Oshawott\n",
      "561 Dewott\n",
      "562 Samurott\n",
      "563 Patrat\n",
      "564 Watchog\n",
      "565 Lillipup\n",
      "566 Herdier\n",
      "567 Stoutland\n",
      "568 Purrloin\n",
      "569 Liepard\n",
      "570 Pansage\n",
      "571 Simisage\n",
      "572 Pansear\n",
      "573 Simisear\n",
      "574 Panpour\n",
      "575 Simipour\n",
      "576 Munna\n",
      "577 Musharna\n",
      "578 Pidove\n",
      "579 Tranquill\n",
      "580 Unfezant\n",
      "581 Blitzle\n",
      "582 Zebstrika\n",
      "583 Roggenrola\n",
      "584 Boldore\n",
      "585 Gigalith\n",
      "586 Woobat\n",
      "587 Swoobat\n",
      "588 Drilbur\n",
      "589 Excadrill\n",
      "590 Audino\n",
      "591 AudinoMega Audino\n",
      "592 Timburr\n",
      "593 Gurdurr\n",
      "594 Conkeldurr\n",
      "595 Tympole\n",
      "596 Palpitoad\n",
      "597 Seismitoad\n",
      "598 Throh\n",
      "599 Sawk\n",
      "600 Sewaddle\n",
      "601 Swadloon\n",
      "602 Leavanny\n",
      "603 Venipede\n",
      "604 Whirlipede\n",
      "605 Scolipede\n",
      "606 Cottonee\n",
      "607 Whimsicott\n",
      "608 Petilil\n",
      "609 Lilligant\n",
      "610 Basculin\n",
      "611 Sandile\n",
      "612 Krokorok\n",
      "613 Krookodile\n",
      "614 Darumaka\n",
      "615 DarmanitanStandard Mode\n",
      "616 DarmanitanZen Mode\n",
      "617 Maractus\n",
      "618 Dwebble\n",
      "619 Crustle\n",
      "620 Scraggy\n",
      "621 Scrafty\n",
      "622 Sigilyph\n",
      "623 Yamask\n",
      "624 Cofagrigus\n",
      "625 Tirtouga\n",
      "626 Carracosta\n",
      "627 Archen\n",
      "628 Archeops\n",
      "629 Trubbish\n",
      "630 Garbodor\n",
      "631 Zorua\n",
      "632 Zoroark\n",
      "633 Minccino\n",
      "634 Cinccino\n",
      "635 Gothita\n",
      "636 Gothorita\n",
      "637 Gothitelle\n",
      "638 Solosis\n",
      "639 Duosion\n",
      "640 Reuniclus\n",
      "641 Ducklett\n",
      "642 Swanna\n",
      "643 Vanillite\n",
      "644 Vanillish\n",
      "645 Vanilluxe\n",
      "646 Deerling\n",
      "647 Sawsbuck\n",
      "648 Emolga\n",
      "649 Karrablast\n",
      "650 Escavalier\n",
      "651 Foongus\n",
      "652 Amoonguss\n",
      "653 Frillish\n",
      "654 Jellicent\n",
      "655 Alomomola\n",
      "656 Joltik\n",
      "657 Galvantula\n",
      "658 Ferroseed\n",
      "659 Ferrothorn\n",
      "660 Klink\n",
      "661 Klang\n",
      "662 Klinklang\n",
      "663 Tynamo\n",
      "664 Eelektrik\n",
      "665 Eelektross\n",
      "666 Elgyem\n",
      "667 Beheeyem\n",
      "668 Litwick\n",
      "669 Lampent\n",
      "670 Chandelure\n",
      "671 Axew\n",
      "672 Fraxure\n",
      "673 Haxorus\n",
      "674 Cubchoo\n",
      "675 Beartic\n",
      "676 Cryogonal\n",
      "677 Shelmet\n",
      "678 Accelgor\n",
      "679 Stunfisk\n",
      "680 Mienfoo\n",
      "681 Mienshao\n",
      "682 Druddigon\n",
      "683 Golett\n",
      "684 Golurk\n",
      "685 Pawniard\n",
      "686 Bisharp\n",
      "687 Bouffalant\n",
      "688 Rufflet\n",
      "689 Braviary\n",
      "690 Vullaby\n",
      "691 Mandibuzz\n",
      "692 Heatmor\n",
      "693 Durant\n",
      "694 Deino\n",
      "695 Zweilous\n",
      "696 Hydreigon\n",
      "697 Larvesta\n",
      "698 Volcarona\n",
      "699 Cobalion\n",
      "700 Terrakion\n",
      "701 Virizion\n",
      "702 TornadusIncarnate Forme\n",
      "703 TornadusTherian Forme\n",
      "704 ThundurusIncarnate Forme\n",
      "705 ThundurusTherian Forme\n",
      "706 Reshiram\n",
      "707 Zekrom\n",
      "708 LandorusIncarnate Forme\n",
      "709 LandorusTherian Forme\n",
      "710 Kyurem\n",
      "711 KyuremBlack Kyurem\n",
      "712 KyuremWhite Kyurem\n",
      "713 KeldeoOrdinary Forme\n",
      "714 KeldeoResolute Forme\n",
      "715 MeloettaAria Forme\n",
      "716 MeloettaPirouette Forme\n",
      "717 Genesect\n",
      "718 Chespin\n",
      "719 Quilladin\n",
      "720 Chesnaught\n",
      "721 Fennekin\n",
      "722 Braixen\n",
      "723 Delphox\n",
      "724 Froakie\n",
      "725 Frogadier\n",
      "726 Greninja\n",
      "727 Bunnelby\n",
      "728 Diggersby\n",
      "729 Fletchling\n",
      "730 Fletchinder\n",
      "731 Talonflame\n",
      "732 Scatterbug\n",
      "733 Spewpa\n",
      "734 Vivillon\n",
      "735 Litleo\n",
      "736 Pyroar\n",
      "737 Flabébé\n",
      "738 Floette\n",
      "739 Florges\n",
      "740 Skiddo\n",
      "741 Gogoat\n",
      "742 Pancham\n",
      "743 Pangoro\n",
      "744 Furfrou\n",
      "745 Espurr\n",
      "746 MeowsticMale\n",
      "747 MeowsticFemale\n",
      "748 Honedge\n",
      "749 Doublade\n",
      "750 AegislashBlade Forme\n",
      "751 AegislashShield Forme\n",
      "752 Spritzee\n",
      "753 Aromatisse\n",
      "754 Swirlix\n",
      "755 Slurpuff\n",
      "756 Inkay\n",
      "757 Malamar\n",
      "758 Binacle\n",
      "759 Barbaracle\n",
      "760 Skrelp\n",
      "761 Dragalge\n",
      "762 Clauncher\n",
      "763 Clawitzer\n",
      "764 Helioptile\n",
      "765 Heliolisk\n",
      "766 Tyrunt\n",
      "767 Tyrantrum\n",
      "768 Amaura\n",
      "769 Aurorus\n",
      "770 Sylveon\n",
      "771 Hawlucha\n",
      "772 Dedenne\n",
      "773 Carbink\n",
      "774 Goomy\n",
      "775 Sliggoo\n",
      "776 Goodra\n",
      "777 Klefki\n",
      "778 Phantump\n",
      "779 Trevenant\n",
      "780 PumpkabooAverage Size\n",
      "781 PumpkabooSmall Size\n",
      "782 PumpkabooLarge Size\n",
      "783 PumpkabooSuper Size\n",
      "784 GourgeistAverage Size\n",
      "785 GourgeistSmall Size\n",
      "786 GourgeistLarge Size\n",
      "787 GourgeistSuper Size\n",
      "788 Bergmite\n",
      "789 Avalugg\n",
      "790 Noibat\n",
      "791 Noivern\n",
      "792 Xerneas\n",
      "793 Yveltal\n",
      "794 Zygarde50% Forme\n",
      "795 Diancie\n",
      "796 DiancieMega Diancie\n",
      "797 HoopaHoopa Confined\n",
      "798 HoopaHoopa Unbound\n",
      "799 Volcanion\n"
     ]
    }
   ],
   "source": [
    "for index,row in df.iterrows():\n",
    "    print(index,row['Name']) #iterrows输出为一个行index和行信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d7e7617b",
   "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>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Charmeleon</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Charizard</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard X</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard Y</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>37</td>\n",
       "      <td>Vulpix</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "      <td>41</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>38</td>\n",
       "      <td>Ninetales</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>81</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>58</td>\n",
       "      <td>Growlithe</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>45</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>59</td>\n",
       "      <td>Arcanine</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>77</td>\n",
       "      <td>Ponyta</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>78</td>\n",
       "      <td>Rapidash</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>126</td>\n",
       "      <td>Magmar</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>95</td>\n",
       "      <td>57</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>93</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>136</td>\n",
       "      <td>Flareon</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>130</td>\n",
       "      <td>60</td>\n",
       "      <td>95</td>\n",
       "      <td>110</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>146</td>\n",
       "      <td>Moltres</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>155</td>\n",
       "      <td>Cyndaquil</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>156</td>\n",
       "      <td>Quilava</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>157</td>\n",
       "      <td>Typhlosion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>218</td>\n",
       "      <td>Slugma</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>219</td>\n",
       "      <td>Magcargo</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Rock</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>240</td>\n",
       "      <td>Magby</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "      <td>37</td>\n",
       "      <td>70</td>\n",
       "      <td>55</td>\n",
       "      <td>83</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>244</td>\n",
       "      <td>Entei</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>115</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>250</td>\n",
       "      <td>Ho-oh</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>106</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>154</td>\n",
       "      <td>90</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>255</td>\n",
       "      <td>Torchic</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>256</td>\n",
       "      <td>Combusken</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>60</td>\n",
       "      <td>85</td>\n",
       "      <td>60</td>\n",
       "      <td>85</td>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>257</td>\n",
       "      <td>Blaziken</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>70</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>257</td>\n",
       "      <td>BlazikenMega Blaziken</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>80</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>322</td>\n",
       "      <td>Numel</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Ground</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>323</td>\n",
       "      <td>Camerupt</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Ground</td>\n",
       "      <td>70</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>105</td>\n",
       "      <td>75</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>323</td>\n",
       "      <td>CameruptMega Camerupt</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Ground</td>\n",
       "      <td>70</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>145</td>\n",
       "      <td>105</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>324</td>\n",
       "      <td>Torkoal</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>140</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>390</td>\n",
       "      <td>Chimchar</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44</td>\n",
       "      <td>58</td>\n",
       "      <td>44</td>\n",
       "      <td>58</td>\n",
       "      <td>44</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>391</td>\n",
       "      <td>Monferno</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>64</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>78</td>\n",
       "      <td>52</td>\n",
       "      <td>81</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>392</td>\n",
       "      <td>Infernape</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>76</td>\n",
       "      <td>104</td>\n",
       "      <td>71</td>\n",
       "      <td>104</td>\n",
       "      <td>71</td>\n",
       "      <td>108</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>467</td>\n",
       "      <td>Magmortar</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75</td>\n",
       "      <td>95</td>\n",
       "      <td>67</td>\n",
       "      <td>125</td>\n",
       "      <td>95</td>\n",
       "      <td>83</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>485</td>\n",
       "      <td>Heatran</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Steel</td>\n",
       "      <td>91</td>\n",
       "      <td>90</td>\n",
       "      <td>106</td>\n",
       "      <td>130</td>\n",
       "      <td>106</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>498</td>\n",
       "      <td>Tepig</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>63</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>499</td>\n",
       "      <td>Pignite</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>500</td>\n",
       "      <td>Emboar</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>110</td>\n",
       "      <td>123</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>513</td>\n",
       "      <td>Pansear</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50</td>\n",
       "      <td>53</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>514</td>\n",
       "      <td>Simisear</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75</td>\n",
       "      <td>98</td>\n",
       "      <td>63</td>\n",
       "      <td>98</td>\n",
       "      <td>63</td>\n",
       "      <td>101</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>554</td>\n",
       "      <td>Darumaka</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70</td>\n",
       "      <td>90</td>\n",
       "      <td>45</td>\n",
       "      <td>15</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>555</td>\n",
       "      <td>DarmanitanStandard Mode</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>140</td>\n",
       "      <td>55</td>\n",
       "      <td>30</td>\n",
       "      <td>55</td>\n",
       "      <td>95</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>555</td>\n",
       "      <td>DarmanitanZen Mode</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>105</td>\n",
       "      <td>30</td>\n",
       "      <td>105</td>\n",
       "      <td>140</td>\n",
       "      <td>105</td>\n",
       "      <td>55</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>631</td>\n",
       "      <td>Heatmor</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85</td>\n",
       "      <td>97</td>\n",
       "      <td>66</td>\n",
       "      <td>105</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>653</td>\n",
       "      <td>Fennekin</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>62</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>654</td>\n",
       "      <td>Braixen</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>73</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>655</td>\n",
       "      <td>Delphox</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>75</td>\n",
       "      <td>69</td>\n",
       "      <td>72</td>\n",
       "      <td>114</td>\n",
       "      <td>100</td>\n",
       "      <td>104</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>662</td>\n",
       "      <td>Fletchinder</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>62</td>\n",
       "      <td>73</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>84</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>663</td>\n",
       "      <td>Talonflame</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>78</td>\n",
       "      <td>81</td>\n",
       "      <td>71</td>\n",
       "      <td>74</td>\n",
       "      <td>69</td>\n",
       "      <td>126</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>667</td>\n",
       "      <td>Litleo</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Normal</td>\n",
       "      <td>62</td>\n",
       "      <td>50</td>\n",
       "      <td>58</td>\n",
       "      <td>73</td>\n",
       "      <td>54</td>\n",
       "      <td>72</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>668</td>\n",
       "      <td>Pyroar</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Normal</td>\n",
       "      <td>86</td>\n",
       "      <td>68</td>\n",
       "      <td>72</td>\n",
       "      <td>109</td>\n",
       "      <td>66</td>\n",
       "      <td>106</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Water</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                       Name Type 1    Type 2   HP  Attack  Defense  \\\n",
       "4      4                 Charmander   Fire       NaN   39      52       43   \n",
       "5      5                 Charmeleon   Fire       NaN   58      64       58   \n",
       "6      6                  Charizard   Fire    Flying   78      84       78   \n",
       "7      6  CharizardMega Charizard X   Fire    Dragon   78     130      111   \n",
       "8      6  CharizardMega Charizard Y   Fire    Flying   78     104       78   \n",
       "42    37                     Vulpix   Fire       NaN   38      41       40   \n",
       "43    38                  Ninetales   Fire       NaN   73      76       75   \n",
       "63    58                  Growlithe   Fire       NaN   55      70       45   \n",
       "64    59                   Arcanine   Fire       NaN   90     110       80   \n",
       "83    77                     Ponyta   Fire       NaN   50      85       55   \n",
       "84    78                   Rapidash   Fire       NaN   65     100       70   \n",
       "135  126                     Magmar   Fire       NaN   65      95       57   \n",
       "147  136                    Flareon   Fire       NaN   65     130       60   \n",
       "158  146                    Moltres   Fire    Flying   90     100       90   \n",
       "169  155                  Cyndaquil   Fire       NaN   39      52       43   \n",
       "170  156                    Quilava   Fire       NaN   58      64       58   \n",
       "171  157                 Typhlosion   Fire       NaN   78      84       78   \n",
       "236  218                     Slugma   Fire       NaN   40      40       40   \n",
       "237  219                   Magcargo   Fire      Rock   50      50      120   \n",
       "259  240                      Magby   Fire       NaN   45      75       37   \n",
       "263  244                      Entei   Fire       NaN  115     115       85   \n",
       "270  250                      Ho-oh   Fire    Flying  106     130       90   \n",
       "276  255                    Torchic   Fire       NaN   45      60       40   \n",
       "277  256                  Combusken   Fire  Fighting   60      85       60   \n",
       "278  257                   Blaziken   Fire  Fighting   80     120       70   \n",
       "279  257      BlazikenMega Blaziken   Fire  Fighting   80     160       80   \n",
       "352  322                      Numel   Fire    Ground   60      60       40   \n",
       "353  323                   Camerupt   Fire    Ground   70     100       70   \n",
       "354  323      CameruptMega Camerupt   Fire    Ground   70     120      100   \n",
       "355  324                    Torkoal   Fire       NaN   70      85      140   \n",
       "435  390                   Chimchar   Fire       NaN   44      58       44   \n",
       "436  391                   Monferno   Fire  Fighting   64      78       52   \n",
       "437  392                  Infernape   Fire  Fighting   76     104       71   \n",
       "518  467                  Magmortar   Fire       NaN   75      95       67   \n",
       "542  485                    Heatran   Fire     Steel   91      90      106   \n",
       "557  498                      Tepig   Fire       NaN   65      63       45   \n",
       "558  499                    Pignite   Fire  Fighting   90      93       55   \n",
       "559  500                     Emboar   Fire  Fighting  110     123       65   \n",
       "572  513                    Pansear   Fire       NaN   50      53       48   \n",
       "573  514                   Simisear   Fire       NaN   75      98       63   \n",
       "614  554                   Darumaka   Fire       NaN   70      90       45   \n",
       "615  555    DarmanitanStandard Mode   Fire       NaN  105     140       55   \n",
       "616  555         DarmanitanZen Mode   Fire   Psychic  105      30      105   \n",
       "692  631                    Heatmor   Fire       NaN   85      97       66   \n",
       "721  653                   Fennekin   Fire       NaN   40      45       40   \n",
       "722  654                    Braixen   Fire       NaN   59      59       58   \n",
       "723  655                    Delphox   Fire   Psychic   75      69       72   \n",
       "730  662                Fletchinder   Fire    Flying   62      73       55   \n",
       "731  663                 Talonflame   Fire    Flying   78      81       71   \n",
       "735  667                     Litleo   Fire    Normal   62      50       58   \n",
       "736  668                     Pyroar   Fire    Normal   86      68       72   \n",
       "799  721                  Volcanion   Fire     Water   80     110      120   \n",
       "\n",
       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
       "4         60       50     65           1      False  \n",
       "5         80       65     80           1      False  \n",
       "6        109       85    100           1      False  \n",
       "7        130       85    100           1      False  \n",
       "8        159      115    100           1      False  \n",
       "42        50       65     65           1      False  \n",
       "43        81      100    100           1      False  \n",
       "63        70       50     60           1      False  \n",
       "64       100       80     95           1      False  \n",
       "83        65       65     90           1      False  \n",
       "84        80       80    105           1      False  \n",
       "135      100       85     93           1      False  \n",
       "147       95      110     65           1      False  \n",
       "158      125       85     90           1       True  \n",
       "169       60       50     65           2      False  \n",
       "170       80       65     80           2      False  \n",
       "171      109       85    100           2      False  \n",
       "236       70       40     20           2      False  \n",
       "237       80       80     30           2      False  \n",
       "259       70       55     83           2      False  \n",
       "263       90       75    100           2       True  \n",
       "270      110      154     90           2       True  \n",
       "276       70       50     45           3      False  \n",
       "277       85       60     55           3      False  \n",
       "278      110       70     80           3      False  \n",
       "279      130       80    100           3      False  \n",
       "352       65       45     35           3      False  \n",
       "353      105       75     40           3      False  \n",
       "354      145      105     20           3      False  \n",
       "355       85       70     20           3      False  \n",
       "435       58       44     61           4      False  \n",
       "436       78       52     81           4      False  \n",
       "437      104       71    108           4      False  \n",
       "518      125       95     83           4      False  \n",
       "542      130      106     77           4       True  \n",
       "557       45       45     45           5      False  \n",
       "558       70       55     55           5      False  \n",
       "559      100       65     65           5      False  \n",
       "572       53       48     64           5      False  \n",
       "573       98       63    101           5      False  \n",
       "614       15       45     50           5      False  \n",
       "615       30       55     95           5      False  \n",
       "616      140      105     55           5      False  \n",
       "692      105       66     65           5      False  \n",
       "721       62       60     60           6      False  \n",
       "722       90       70     73           6      False  \n",
       "723      114      100    104           6      False  \n",
       "730       56       52     84           6      False  \n",
       "731       74       69    126           6      False  \n",
       "735       73       54     72           6      False  \n",
       "736      109       66    106           6      False  \n",
       "799      130       90     70           6       True  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Type 1'] == 'Fire']#loc函数可以作为条件筛选器"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a236e0f2",
   "metadata": {},
   "source": [
    "# sort and describe data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "fcfcce06",
   "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>#</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>362.813750</td>\n",
       "      <td>69.258750</td>\n",
       "      <td>79.001250</td>\n",
       "      <td>73.842500</td>\n",
       "      <td>72.820000</td>\n",
       "      <td>71.902500</td>\n",
       "      <td>68.277500</td>\n",
       "      <td>3.32375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>208.343798</td>\n",
       "      <td>25.534669</td>\n",
       "      <td>32.457366</td>\n",
       "      <td>31.183501</td>\n",
       "      <td>32.722294</td>\n",
       "      <td>27.828916</td>\n",
       "      <td>29.060474</td>\n",
       "      <td>1.66129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\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",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>184.750000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>49.750000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>2.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>364.500000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>3.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>539.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>5.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>721.000000</td>\n",
       "      <td>255.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>6.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                #          HP      Attack     Defense     Sp. Atk     Sp. Def  \\\n",
       "count  800.000000  800.000000  800.000000  800.000000  800.000000  800.000000   \n",
       "mean   362.813750   69.258750   79.001250   73.842500   72.820000   71.902500   \n",
       "std    208.343798   25.534669   32.457366   31.183501   32.722294   27.828916   \n",
       "min      1.000000    1.000000    5.000000    5.000000   10.000000   20.000000   \n",
       "25%    184.750000   50.000000   55.000000   50.000000   49.750000   50.000000   \n",
       "50%    364.500000   65.000000   75.000000   70.000000   65.000000   70.000000   \n",
       "75%    539.250000   80.000000  100.000000   90.000000   95.000000   90.000000   \n",
       "max    721.000000  255.000000  190.000000  230.000000  194.000000  230.000000   \n",
       "\n",
       "            Speed  Generation  \n",
       "count  800.000000   800.00000  \n",
       "mean    68.277500     3.32375  \n",
       "std     29.060474     1.66129  \n",
       "min      5.000000     1.00000  \n",
       "25%     45.000000     2.00000  \n",
       "50%     65.000000     3.00000  \n",
       "75%     90.000000     5.00000  \n",
       "max    180.000000     6.00000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1d144cda",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
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       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
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       "    <tr>\n",
       "      <th>794</th>\n",
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       "      <td>65</td>\n",
       "      <td>70</td>\n",
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       "      <td>False</td>\n",
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       "      <td>Dark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>65</td>\n",
       "      <td>40</td>\n",
       "      <td>80</td>\n",
       "      <td>40</td>\n",
       "      <td>65</td>\n",
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       "      <td>571</td>\n",
       "      <td>Zoroark</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>105</td>\n",
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       "      <td>120</td>\n",
       "      <td>60</td>\n",
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       "      <th>393</th>\n",
       "      <td>359</td>\n",
       "      <td>AbsolMega Absol</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
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       "      <td>60</td>\n",
       "      <td>115</td>\n",
       "      <td>60</td>\n",
       "      <td>115</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
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       "      <td>359</td>\n",
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       "      <td>65</td>\n",
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       "      <td>60</td>\n",
       "      <td>75</td>\n",
       "      <td>60</td>\n",
       "      <td>75</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>63</td>\n",
       "      <td>Abra</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>105</td>\n",
       "      <td>55</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>460</td>\n",
       "      <td>AbomasnowMega Abomasnow</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Ice</td>\n",
       "      <td>90</td>\n",
       "      <td>132</td>\n",
       "      <td>105</td>\n",
       "      <td>132</td>\n",
       "      <td>105</td>\n",
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       "      <td>92</td>\n",
       "      <td>75</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>60</td>\n",
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       "      <td>False</td>\n",
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       "<p>800 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                     Name   Type 1  Type 2   HP  Attack  Defense  \\\n",
       "794  718         Zygarde50% Forme   Dragon  Ground  108     100      121   \n",
       "695  634                 Zweilous     Dark  Dragon   72      85       70   \n",
       "46    41                    Zubat   Poison  Flying   40      45       35   \n",
       "631  570                    Zorua     Dark     NaN   40      65       40   \n",
       "632  571                  Zoroark     Dark     NaN   60     105       60   \n",
       "..   ...                      ...      ...     ...  ...     ...      ...   \n",
       "393  359          AbsolMega Absol     Dark     NaN   65     150       60   \n",
       "392  359                    Absol     Dark     NaN   65     130       60   \n",
       "68    63                     Abra  Psychic     NaN   25      20       15   \n",
       "511  460  AbomasnowMega Abomasnow    Grass     Ice   90     132      105   \n",
       "510  460                Abomasnow    Grass     Ice   90      92       75   \n",
       "\n",
       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
       "794       81       95     95           6       True  \n",
       "695       65       70     58           5      False  \n",
       "46        30       40     55           1      False  \n",
       "631       80       40     65           5      False  \n",
       "632      120       60    105           5      False  \n",
       "..       ...      ...    ...         ...        ...  \n",
       "393      115       60    115           3      False  \n",
       "392       75       60     75           3      False  \n",
       "68       105       55     90           1      False  \n",
       "511      132      105     30           4      False  \n",
       "510       92       85     60           4      False  \n",
       "\n",
       "[800 rows x 12 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values('Name',ascending=False) #sort_values 函数（col，ascending= False/True）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7cc509b4",
   "metadata": {},
   "outputs": [
    {
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       "      <th>632</th>\n",
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       "      <td>Zoroark</td>\n",
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       "      <td>60</td>\n",
       "      <td>105</td>\n",
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       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>359</td>\n",
       "      <td>AbsolMega Absol</td>\n",
       "      <td>Dark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>150</td>\n",
       "      <td>60</td>\n",
       "      <td>115</td>\n",
       "      <td>60</td>\n",
       "      <td>115</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>359</td>\n",
       "      <td>Absol</td>\n",
       "      <td>Dark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>130</td>\n",
       "      <td>60</td>\n",
       "      <td>75</td>\n",
       "      <td>60</td>\n",
       "      <td>75</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>63</td>\n",
       "      <td>Abra</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>105</td>\n",
       "      <td>55</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>460</td>\n",
       "      <td>AbomasnowMega Abomasnow</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Ice</td>\n",
       "      <td>90</td>\n",
       "      <td>132</td>\n",
       "      <td>105</td>\n",
       "      <td>132</td>\n",
       "      <td>105</td>\n",
       "      <td>30</td>\n",
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       "      <td>Ice</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>75</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
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       "<p>800 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                     Name   Type 1  Type 2   HP  Attack  Defense  \\\n",
       "794  718         Zygarde50% Forme   Dragon  Ground  108     100      121   \n",
       "695  634                 Zweilous     Dark  Dragon   72      85       70   \n",
       "46    41                    Zubat   Poison  Flying   40      45       35   \n",
       "631  570                    Zorua     Dark     NaN   40      65       40   \n",
       "632  571                  Zoroark     Dark     NaN   60     105       60   \n",
       "..   ...                      ...      ...     ...  ...     ...      ...   \n",
       "393  359          AbsolMega Absol     Dark     NaN   65     150       60   \n",
       "392  359                    Absol     Dark     NaN   65     130       60   \n",
       "68    63                     Abra  Psychic     NaN   25      20       15   \n",
       "511  460  AbomasnowMega Abomasnow    Grass     Ice   90     132      105   \n",
       "510  460                Abomasnow    Grass     Ice   90      92       75   \n",
       "\n",
       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
       "794       81       95     95           6       True  \n",
       "695       65       70     58           5      False  \n",
       "46        30       40     55           1      False  \n",
       "631       80       40     65           5      False  \n",
       "632      120       60    105           5      False  \n",
       "..       ...      ...    ...         ...        ...  \n",
       "393      115       60    115           3      False  \n",
       "392       75       60     75           3      False  \n",
       "68       105       55     90           1      False  \n",
       "511      132      105     30           4      False  \n",
       "510       92       85     60           4      False  \n",
       "\n",
       "[800 rows x 12 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(['Name','Type 1'],ascending=False)\n",
    "df.sort_values(['Name','Type 1'],ascending=[False,True])#两个排序方式不同的情况，or 【0，1】"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3c6905f",
   "metadata": {},
   "source": [
    "# changing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b0042917",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>309</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   #                   Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
       "0  1              Bulbasaur  Grass  Poison  45      49       49       65   \n",
       "1  2                Ivysaur  Grass  Poison  60      62       63       80   \n",
       "2  3               Venusaur  Grass  Poison  80      82       83      100   \n",
       "3  3  VenusaurMega Venusaur  Grass  Poison  80     100      123      122   \n",
       "4  4             Charmander   Fire     NaN  39      52       43       60   \n",
       "\n",
       "   Sp. Def  Speed  Generation  Legendary  Total  \n",
       "0       65     45           1      False    318  \n",
       "1       80     60           1      False    405  \n",
       "2      100     80           1      False    525  \n",
       "3      120     80           1      False    625  \n",
       "4       50     65           1      False    309  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Total'] = df['HP'] + df['Attack'] + df['Defense'] + df['Sp. Atk'] + df['Sp. Def'] + df['Speed']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ba69c067",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop('Total',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f809bd1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>795</th>\n",
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       "      <td>Fairy</td>\n",
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>719</td>\n",
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       "      <td>Fairy</td>\n",
       "      <td>50</td>\n",
       "      <td>160</td>\n",
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       "      <td>True</td>\n",
       "      <td>700</td>\n",
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       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Confined</td>\n",
       "      <td>Psychic</td>\n",
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       "      <td>80</td>\n",
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       "<p>800 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name   Type 1  Type 2  HP  Attack  Defense  \\\n",
       "0      1              Bulbasaur    Grass  Poison  45      49       49   \n",
       "1      2                Ivysaur    Grass  Poison  60      62       63   \n",
       "2      3               Venusaur    Grass  Poison  80      82       83   \n",
       "3      3  VenusaurMega Venusaur    Grass  Poison  80     100      123   \n",
       "4      4             Charmander     Fire     NaN  39      52       43   \n",
       "..   ...                    ...      ...     ...  ..     ...      ...   \n",
       "795  719                Diancie     Rock   Fairy  50     100      150   \n",
       "796  719    DiancieMega Diancie     Rock   Fairy  50     160      110   \n",
       "797  720    HoopaHoopa Confined  Psychic   Ghost  80     110       60   \n",
       "798  720     HoopaHoopa Unbound  Psychic    Dark  80     160       60   \n",
       "799  721              Volcanion     Fire   Water  80     110      120   \n",
       "\n",
       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
       "0         65       65     45           1      False    318  \n",
       "1         80       80     60           1      False    405  \n",
       "2        100      100     80           1      False    525  \n",
       "3        122      120     80           1      False    625  \n",
       "4         60       50     65           1      False    309  \n",
       "..       ...      ...    ...         ...        ...    ...  \n",
       "795      100      150     50           6       True    600  \n",
       "796      160      110    110           6       True    700  \n",
       "797      150      130     70           6       True    600  \n",
       "798      170      130     80           6       True    680  \n",
       "799      130       90     70           6       True    600  \n",
       "\n",
       "[800 rows x 13 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Total']=df.iloc[:,4:-2].sum(axis=1)#注意加axis=1，否则它不知道如何计算\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "0efe887b",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Unbound</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Dark</td>\n",
       "      <td>True</td>\n",
       "      <td>680</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>60</td>\n",
       "      <td>170</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Water</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name   Type 1  Type 2  Legendary  Total  HP  \\\n",
       "0      1              Bulbasaur    Grass  Poison      False    318  45   \n",
       "1      2                Ivysaur    Grass  Poison      False    405  60   \n",
       "2      3               Venusaur    Grass  Poison      False    525  80   \n",
       "3      3  VenusaurMega Venusaur    Grass  Poison      False    625  80   \n",
       "4      4             Charmander     Fire     NaN      False    309  39   \n",
       "..   ...                    ...      ...     ...        ...    ...  ..   \n",
       "795  719                Diancie     Rock   Fairy       True    600  50   \n",
       "796  719    DiancieMega Diancie     Rock   Fairy       True    700  50   \n",
       "797  720    HoopaHoopa Confined  Psychic   Ghost       True    600  80   \n",
       "798  720     HoopaHoopa Unbound  Psychic    Dark       True    680  80   \n",
       "799  721              Volcanion     Fire   Water       True    600  80   \n",
       "\n",
       "     Attack  Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "0        49       49       65       65     45           1  \n",
       "1        62       63       80       80     60           1  \n",
       "2        82       83      100      100     80           1  \n",
       "3       100      123      122      120     80           1  \n",
       "4        52       43       60       50     65           1  \n",
       "..      ...      ...      ...      ...    ...         ...  \n",
       "795     100      150      100      150     50           6  \n",
       "796     160      110      160      110    110           6  \n",
       "797     110       60      150      130     70           6  \n",
       "798     160       60      170      130     80           6  \n",
       "799     110      120      130       90     70           6  \n",
       "\n",
       "[800 rows x 13 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col=list(df.columns.values)#对df的顺序进行重新bianpai\n",
    "\n",
    "df=df[col[0:4]+[col[-1]]+col[4:-1]] #注意这里的col[-1]是一个element，而不是list，所以必须加上[]\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "411138a5",
   "metadata": {},
   "source": [
    "# Saving ur data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "5c1aa12e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('modified.csv',index=False) #False意味着不保存你的索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ba6cee77",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('modified.txt',index=False,sep='\\t')\n",
    "#保存为txt格式文件，注意此处的sep与读取的时候delimiter的区别    separator"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfe47492",
   "metadata": {},
   "source": [
    "# Filtering data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "aa7cd0cf",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>75</td>\n",
       "      <td>80</td>\n",
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       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>71</td>\n",
       "      <td>Victreebel</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>490</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>591</td>\n",
       "      <td>Amoonguss</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
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       "      <td>464</td>\n",
       "      <td>114</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name Type 1  Type 2  Legendary  Total   HP  Attack  \\\n",
       "2      3               Venusaur  Grass  Poison      False    525   80      82   \n",
       "3      3  VenusaurMega Venusaur  Grass  Poison      False    625   80     100   \n",
       "50    45              Vileplume  Grass  Poison      False    490   75      80   \n",
       "77    71             Victreebel  Grass  Poison      False    490   80     105   \n",
       "652  591              Amoonguss  Grass  Poison      False    464  114      85   \n",
       "\n",
       "     Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "2         83      100      100     80           1  \n",
       "3        123      122      120     80           1  \n",
       "50        85      110       90     50           1  \n",
       "77        65      100       70     70           1  \n",
       "652       70       85       80     30           5  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df=df.loc[(df['Type 1']=='Grass') & (df['Type 2'] == 'Poison') & (df['HP'] > 70)] #条件筛选\n",
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "82f25e49",
   "metadata": {},
   "outputs": [
    {
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       "      <td>80</td>\n",
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       "      <td>110</td>\n",
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       "      <td>Victreebel</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>490</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>65</td>\n",
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       "      <td>Amoonguss</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
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       "      <td>114</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   index    #                   Name Type 1  Type 2  Legendary  Total   HP  \\\n",
       "0      2    3               Venusaur  Grass  Poison      False    525   80   \n",
       "1      3    3  VenusaurMega Venusaur  Grass  Poison      False    625   80   \n",
       "2     50   45              Vileplume  Grass  Poison      False    490   75   \n",
       "3     77   71             Victreebel  Grass  Poison      False    490   80   \n",
       "4    652  591              Amoonguss  Grass  Poison      False    464  114   \n",
       "\n",
       "   Attack  Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "0      82       83      100      100     80           1  \n",
       "1     100      123      122      120     80           1  \n",
       "2      80       85      110       90     50           1  \n",
       "3     105       65      100       70     70           1  \n",
       "4      85       70       85       80     30           5  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = new_df.reset_index()\n",
    "new_df #重置index，并且保留原先的index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "68e5a411",
   "metadata": {},
   "outputs": [
    {
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       "      <td>1</td>\n",
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       "      <th>4</th>\n",
       "      <td>591</td>\n",
       "      <td>Amoonguss</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
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       "      <td>85</td>\n",
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       "      <td>80</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     #                   Name Type 1  Type 2  Legendary  Total   HP  Attack  \\\n",
       "0    3               Venusaur  Grass  Poison      False    525   80      82   \n",
       "1    3  VenusaurMega Venusaur  Grass  Poison      False    625   80     100   \n",
       "2   45              Vileplume  Grass  Poison      False    490   75      80   \n",
       "3   71             Victreebel  Grass  Poison      False    490   80     105   \n",
       "4  591              Amoonguss  Grass  Poison      False    464  114      85   \n",
       "\n",
       "   Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "0       83      100      100     80           1  \n",
       "1      123      122      120     80           1  \n",
       "2       85      110       90     50           1  \n",
       "3       65      100       70     70           1  \n",
       "4       70       85       80     30           5  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = new_df.reset_index(drop=True)\n",
    "new_df #重置index，并且删除原先的index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "0dc3c86b",
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>45</td>\n",
       "      <td>Vileplume</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>490</td>\n",
       "      <td>75</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>71</td>\n",
       "      <td>Victreebel</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>490</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>591</td>\n",
       "      <td>Amoonguss</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>464</td>\n",
       "      <td>114</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name Type 1  Type 2  Legendary  Total   HP  Attack  \\\n",
       "2      3               Venusaur  Grass  Poison      False    525   80      82   \n",
       "3      3  VenusaurMega Venusaur  Grass  Poison      False    625   80     100   \n",
       "50    45              Vileplume  Grass  Poison      False    490   75      80   \n",
       "77    71             Victreebel  Grass  Poison      False    490   80     105   \n",
       "652  591              Amoonguss  Grass  Poison      False    464  114      85   \n",
       "\n",
       "     Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "2         83      100      100     80           1  \n",
       "3        123      122      120     80           1  \n",
       "50        85      110       90     50           1  \n",
       "77        65      100       70     70           1  \n",
       "652       70       85       80     30           5  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.query('`Type 1` == \"Grass\" and `Type 2` == \"Poison\" and HP > 70')#query函数实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "4fdf61ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
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       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard X</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>False</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
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       "      <td>100</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard Y</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>False</td>\n",
       "      <td>634</td>\n",
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       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>9</td>\n",
       "      <td>BlastoiseMega Blastoise</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>630</td>\n",
       "      <td>79</td>\n",
       "      <td>103</td>\n",
       "      <td>120</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>78</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>15</td>\n",
       "      <td>BeedrillMega Beedrill</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>495</td>\n",
       "      <td>65</td>\n",
       "      <td>150</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>18</td>\n",
       "      <td>PidgeotMega Pidgeot</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Flying</td>\n",
       "      <td>False</td>\n",
       "      <td>579</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>80</td>\n",
       "      <td>121</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>65</td>\n",
       "      <td>AlakazamMega Alakazam</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>590</td>\n",
       "      <td>55</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>175</td>\n",
       "      <td>95</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>80</td>\n",
       "      <td>SlowbroMega Slowbro</td>\n",
       "      <td>Water</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>False</td>\n",
       "      <td>590</td>\n",
       "      <td>95</td>\n",
       "      <td>75</td>\n",
       "      <td>180</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>94</td>\n",
       "      <td>GengarMega Gengar</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>600</td>\n",
       "      <td>60</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>170</td>\n",
       "      <td>95</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>115</td>\n",
       "      <td>KangaskhanMega Kangaskhan</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>590</td>\n",
       "      <td>105</td>\n",
       "      <td>125</td>\n",
       "      <td>100</td>\n",
       "      <td>60</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>127</td>\n",
       "      <td>PinsirMega Pinsir</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Flying</td>\n",
       "      <td>False</td>\n",
       "      <td>600</td>\n",
       "      <td>65</td>\n",
       "      <td>155</td>\n",
       "      <td>120</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>130</td>\n",
       "      <td>GyaradosMega Gyarados</td>\n",
       "      <td>Water</td>\n",
       "      <td>Dark</td>\n",
       "      <td>False</td>\n",
       "      <td>640</td>\n",
       "      <td>95</td>\n",
       "      <td>155</td>\n",
       "      <td>109</td>\n",
       "      <td>70</td>\n",
       "      <td>130</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>142</td>\n",
       "      <td>AerodactylMega Aerodactyl</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Flying</td>\n",
       "      <td>False</td>\n",
       "      <td>615</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>95</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>150</td>\n",
       "      <td>MewtwoMega Mewtwo X</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>True</td>\n",
       "      <td>780</td>\n",
       "      <td>106</td>\n",
       "      <td>190</td>\n",
       "      <td>100</td>\n",
       "      <td>154</td>\n",
       "      <td>100</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>150</td>\n",
       "      <td>MewtwoMega Mewtwo Y</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>780</td>\n",
       "      <td>106</td>\n",
       "      <td>150</td>\n",
       "      <td>70</td>\n",
       "      <td>194</td>\n",
       "      <td>120</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>154</td>\n",
       "      <td>Meganium</td>\n",
       "      <td>Grass</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>100</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>181</td>\n",
       "      <td>AmpharosMega Ampharos</td>\n",
       "      <td>Electric</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>False</td>\n",
       "      <td>610</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>105</td>\n",
       "      <td>165</td>\n",
       "      <td>110</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>208</td>\n",
       "      <td>SteelixMega Steelix</td>\n",
       "      <td>Steel</td>\n",
       "      <td>Ground</td>\n",
       "      <td>False</td>\n",
       "      <td>610</td>\n",
       "      <td>75</td>\n",
       "      <td>125</td>\n",
       "      <td>230</td>\n",
       "      <td>55</td>\n",
       "      <td>95</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>212</td>\n",
       "      <td>ScizorMega Scizor</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Steel</td>\n",
       "      <td>False</td>\n",
       "      <td>600</td>\n",
       "      <td>70</td>\n",
       "      <td>150</td>\n",
       "      <td>140</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>214</td>\n",
       "      <td>HeracrossMega Heracross</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>False</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>185</td>\n",
       "      <td>115</td>\n",
       "      <td>40</td>\n",
       "      <td>105</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>229</td>\n",
       "      <td>HoundoomMega Houndoom</td>\n",
       "      <td>Dark</td>\n",
       "      <td>Fire</td>\n",
       "      <td>False</td>\n",
       "      <td>600</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>140</td>\n",
       "      <td>90</td>\n",
       "      <td>115</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>248</td>\n",
       "      <td>TyranitarMega Tyranitar</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Dark</td>\n",
       "      <td>False</td>\n",
       "      <td>700</td>\n",
       "      <td>100</td>\n",
       "      <td>164</td>\n",
       "      <td>150</td>\n",
       "      <td>95</td>\n",
       "      <td>120</td>\n",
       "      <td>71</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>254</td>\n",
       "      <td>SceptileMega Sceptile</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>False</td>\n",
       "      <td>630</td>\n",
       "      <td>70</td>\n",
       "      <td>110</td>\n",
       "      <td>75</td>\n",
       "      <td>145</td>\n",
       "      <td>85</td>\n",
       "      <td>145</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>257</td>\n",
       "      <td>BlazikenMega Blaziken</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>False</td>\n",
       "      <td>630</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>80</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>260</td>\n",
       "      <td>SwampertMega Swampert</td>\n",
       "      <td>Water</td>\n",
       "      <td>Ground</td>\n",
       "      <td>False</td>\n",
       "      <td>635</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>110</td>\n",
       "      <td>95</td>\n",
       "      <td>110</td>\n",
       "      <td>70</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>282</td>\n",
       "      <td>GardevoirMega Gardevoir</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>False</td>\n",
       "      <td>618</td>\n",
       "      <td>68</td>\n",
       "      <td>85</td>\n",
       "      <td>65</td>\n",
       "      <td>165</td>\n",
       "      <td>135</td>\n",
       "      <td>100</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>302</td>\n",
       "      <td>SableyeMega Sableye</td>\n",
       "      <td>Dark</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>False</td>\n",
       "      <td>480</td>\n",
       "      <td>50</td>\n",
       "      <td>85</td>\n",
       "      <td>125</td>\n",
       "      <td>85</td>\n",
       "      <td>115</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>303</td>\n",
       "      <td>MawileMega Mawile</td>\n",
       "      <td>Steel</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>False</td>\n",
       "      <td>480</td>\n",
       "      <td>50</td>\n",
       "      <td>105</td>\n",
       "      <td>125</td>\n",
       "      <td>55</td>\n",
       "      <td>95</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>306</td>\n",
       "      <td>AggronMega Aggron</td>\n",
       "      <td>Steel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>630</td>\n",
       "      <td>70</td>\n",
       "      <td>140</td>\n",
       "      <td>230</td>\n",
       "      <td>60</td>\n",
       "      <td>80</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>308</td>\n",
       "      <td>MedichamMega Medicham</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>False</td>\n",
       "      <td>510</td>\n",
       "      <td>60</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>310</td>\n",
       "      <td>ManectricMega Manectric</td>\n",
       "      <td>Electric</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>575</td>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>319</td>\n",
       "      <td>SharpedoMega Sharpedo</td>\n",
       "      <td>Water</td>\n",
       "      <td>Dark</td>\n",
       "      <td>False</td>\n",
       "      <td>560</td>\n",
       "      <td>70</td>\n",
       "      <td>140</td>\n",
       "      <td>70</td>\n",
       "      <td>110</td>\n",
       "      <td>65</td>\n",
       "      <td>105</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>323</td>\n",
       "      <td>CameruptMega Camerupt</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Ground</td>\n",
       "      <td>False</td>\n",
       "      <td>560</td>\n",
       "      <td>70</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>145</td>\n",
       "      <td>105</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>334</td>\n",
       "      <td>AltariaMega Altaria</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>False</td>\n",
       "      <td>590</td>\n",
       "      <td>75</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>105</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>354</td>\n",
       "      <td>BanetteMega Banette</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>555</td>\n",
       "      <td>64</td>\n",
       "      <td>165</td>\n",
       "      <td>75</td>\n",
       "      <td>93</td>\n",
       "      <td>83</td>\n",
       "      <td>75</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>359</td>\n",
       "      <td>AbsolMega Absol</td>\n",
       "      <td>Dark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>565</td>\n",
       "      <td>65</td>\n",
       "      <td>150</td>\n",
       "      <td>60</td>\n",
       "      <td>115</td>\n",
       "      <td>60</td>\n",
       "      <td>115</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>362</td>\n",
       "      <td>GlalieMega Glalie</td>\n",
       "      <td>Ice</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>580</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>373</td>\n",
       "      <td>SalamenceMega Salamence</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>Flying</td>\n",
       "      <td>False</td>\n",
       "      <td>700</td>\n",
       "      <td>95</td>\n",
       "      <td>145</td>\n",
       "      <td>130</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>120</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>376</td>\n",
       "      <td>MetagrossMega Metagross</td>\n",
       "      <td>Steel</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>False</td>\n",
       "      <td>700</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "      <td>150</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>380</td>\n",
       "      <td>LatiasMega Latias</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>True</td>\n",
       "      <td>700</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>140</td>\n",
       "      <td>150</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>381</td>\n",
       "      <td>LatiosMega Latios</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>True</td>\n",
       "      <td>700</td>\n",
       "      <td>80</td>\n",
       "      <td>130</td>\n",
       "      <td>100</td>\n",
       "      <td>160</td>\n",
       "      <td>120</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>384</td>\n",
       "      <td>RayquazaMega Rayquaza</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>Flying</td>\n",
       "      <td>True</td>\n",
       "      <td>780</td>\n",
       "      <td>105</td>\n",
       "      <td>180</td>\n",
       "      <td>100</td>\n",
       "      <td>180</td>\n",
       "      <td>100</td>\n",
       "      <td>115</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>428</td>\n",
       "      <td>LopunnyMega Lopunny</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>False</td>\n",
       "      <td>580</td>\n",
       "      <td>65</td>\n",
       "      <td>136</td>\n",
       "      <td>94</td>\n",
       "      <td>54</td>\n",
       "      <td>96</td>\n",
       "      <td>135</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>445</td>\n",
       "      <td>GarchompMega Garchomp</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>Ground</td>\n",
       "      <td>False</td>\n",
       "      <td>700</td>\n",
       "      <td>108</td>\n",
       "      <td>170</td>\n",
       "      <td>115</td>\n",
       "      <td>120</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>448</td>\n",
       "      <td>LucarioMega Lucario</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>Steel</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
       "      <td>70</td>\n",
       "      <td>145</td>\n",
       "      <td>88</td>\n",
       "      <td>140</td>\n",
       "      <td>70</td>\n",
       "      <td>112</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>460</td>\n",
       "      <td>AbomasnowMega Abomasnow</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Ice</td>\n",
       "      <td>False</td>\n",
       "      <td>594</td>\n",
       "      <td>90</td>\n",
       "      <td>132</td>\n",
       "      <td>105</td>\n",
       "      <td>132</td>\n",
       "      <td>105</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>475</td>\n",
       "      <td>GalladeMega Gallade</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>False</td>\n",
       "      <td>618</td>\n",
       "      <td>68</td>\n",
       "      <td>165</td>\n",
       "      <td>95</td>\n",
       "      <td>65</td>\n",
       "      <td>115</td>\n",
       "      <td>110</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>531</td>\n",
       "      <td>AudinoMega Audino</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>False</td>\n",
       "      <td>545</td>\n",
       "      <td>103</td>\n",
       "      <td>60</td>\n",
       "      <td>126</td>\n",
       "      <td>80</td>\n",
       "      <td>126</td>\n",
       "      <td>50</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>719</td>\n",
       "      <td>DiancieMega Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>True</td>\n",
       "      <td>700</td>\n",
       "      <td>50</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                       Name    Type 1    Type 2  Legendary  Total  \\\n",
       "3      3      VenusaurMega Venusaur     Grass    Poison      False    625   \n",
       "7      6  CharizardMega Charizard X      Fire    Dragon      False    634   \n",
       "8      6  CharizardMega Charizard Y      Fire    Flying      False    634   \n",
       "12     9    BlastoiseMega Blastoise     Water       NaN      False    630   \n",
       "19    15      BeedrillMega Beedrill       Bug    Poison      False    495   \n",
       "23    18        PidgeotMega Pidgeot    Normal    Flying      False    579   \n",
       "71    65      AlakazamMega Alakazam   Psychic       NaN      False    590   \n",
       "87    80        SlowbroMega Slowbro     Water   Psychic      False    590   \n",
       "102   94          GengarMega Gengar     Ghost    Poison      False    600   \n",
       "124  115  KangaskhanMega Kangaskhan    Normal       NaN      False    590   \n",
       "137  127          PinsirMega Pinsir       Bug    Flying      False    600   \n",
       "141  130      GyaradosMega Gyarados     Water      Dark      False    640   \n",
       "154  142  AerodactylMega Aerodactyl      Rock    Flying      False    615   \n",
       "163  150        MewtwoMega Mewtwo X   Psychic  Fighting       True    780   \n",
       "164  150        MewtwoMega Mewtwo Y   Psychic       NaN       True    780   \n",
       "168  154                   Meganium     Grass       NaN      False    525   \n",
       "196  181      AmpharosMega Ampharos  Electric    Dragon      False    610   \n",
       "224  208        SteelixMega Steelix     Steel    Ground      False    610   \n",
       "229  212          ScizorMega Scizor       Bug     Steel      False    600   \n",
       "232  214    HeracrossMega Heracross       Bug  Fighting      False    600   \n",
       "248  229      HoundoomMega Houndoom      Dark      Fire      False    600   \n",
       "268  248    TyranitarMega Tyranitar      Rock      Dark      False    700   \n",
       "275  254      SceptileMega Sceptile     Grass    Dragon      False    630   \n",
       "279  257      BlazikenMega Blaziken      Fire  Fighting      False    630   \n",
       "283  260      SwampertMega Swampert     Water    Ground      False    635   \n",
       "306  282    GardevoirMega Gardevoir   Psychic     Fairy      False    618   \n",
       "327  302        SableyeMega Sableye      Dark     Ghost      False    480   \n",
       "329  303          MawileMega Mawile     Steel     Fairy      False    480   \n",
       "333  306          AggronMega Aggron     Steel       NaN      False    630   \n",
       "336  308      MedichamMega Medicham  Fighting   Psychic      False    510   \n",
       "339  310    ManectricMega Manectric  Electric       NaN      False    575   \n",
       "349  319      SharpedoMega Sharpedo     Water      Dark      False    560   \n",
       "354  323      CameruptMega Camerupt      Fire    Ground      False    560   \n",
       "366  334        AltariaMega Altaria    Dragon     Fairy      False    590   \n",
       "387  354        BanetteMega Banette     Ghost       NaN      False    555   \n",
       "393  359            AbsolMega Absol      Dark       NaN      False    565   \n",
       "397  362          GlalieMega Glalie       Ice       NaN      False    580   \n",
       "409  373    SalamenceMega Salamence    Dragon    Flying      False    700   \n",
       "413  376    MetagrossMega Metagross     Steel   Psychic      False    700   \n",
       "418  380          LatiasMega Latias    Dragon   Psychic       True    700   \n",
       "420  381          LatiosMega Latios    Dragon   Psychic       True    700   \n",
       "426  384      RayquazaMega Rayquaza    Dragon    Flying       True    780   \n",
       "476  428        LopunnyMega Lopunny    Normal  Fighting      False    580   \n",
       "494  445      GarchompMega Garchomp    Dragon    Ground      False    700   \n",
       "498  448        LucarioMega Lucario  Fighting     Steel      False    625   \n",
       "511  460    AbomasnowMega Abomasnow     Grass       Ice      False    594   \n",
       "527  475        GalladeMega Gallade   Psychic  Fighting      False    618   \n",
       "591  531          AudinoMega Audino    Normal     Fairy      False    545   \n",
       "796  719        DiancieMega Diancie      Rock     Fairy       True    700   \n",
       "\n",
       "      HP  Attack  Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "3     80     100      123      122      120     80           1  \n",
       "7     78     130      111      130       85    100           1  \n",
       "8     78     104       78      159      115    100           1  \n",
       "12    79     103      120      135      115     78           1  \n",
       "19    65     150       40       15       80    145           1  \n",
       "23    83      80       80      135       80    121           1  \n",
       "71    55      50       65      175       95    150           1  \n",
       "87    95      75      180      130       80     30           1  \n",
       "102   60      65       80      170       95    130           1  \n",
       "124  105     125      100       60      100    100           1  \n",
       "137   65     155      120       65       90    105           1  \n",
       "141   95     155      109       70      130     81           1  \n",
       "154   80     135       85       70       95    150           1  \n",
       "163  106     190      100      154      100    130           1  \n",
       "164  106     150       70      194      120    140           1  \n",
       "168   80      82      100       83      100     80           2  \n",
       "196   90      95      105      165      110     45           2  \n",
       "224   75     125      230       55       95     30           2  \n",
       "229   70     150      140       65      100     75           2  \n",
       "232   80     185      115       40      105     75           2  \n",
       "248   75      90       90      140       90    115           2  \n",
       "268  100     164      150       95      120     71           2  \n",
       "275   70     110       75      145       85    145           3  \n",
       "279   80     160       80      130       80    100           3  \n",
       "283  100     150      110       95      110     70           3  \n",
       "306   68      85       65      165      135    100           3  \n",
       "327   50      85      125       85      115     20           3  \n",
       "329   50     105      125       55       95     50           3  \n",
       "333   70     140      230       60       80     50           3  \n",
       "336   60     100       85       80       85    100           3  \n",
       "339   70      75       80      135       80    135           3  \n",
       "349   70     140       70      110       65    105           3  \n",
       "354   70     120      100      145      105     20           3  \n",
       "366   75     110      110      110      105     80           3  \n",
       "387   64     165       75       93       83     75           3  \n",
       "393   65     150       60      115       60    115           3  \n",
       "397   80     120       80      120       80    100           3  \n",
       "409   95     145      130      120       90    120           3  \n",
       "413   80     145      150      105      110    110           3  \n",
       "418   80     100      120      140      150    110           3  \n",
       "420   80     130      100      160      120    110           3  \n",
       "426  105     180      100      180      100    115           3  \n",
       "476   65     136       94       54       96    135           4  \n",
       "494  108     170      115      120       95     92           4  \n",
       "498   70     145       88      140       70    112           4  \n",
       "511   90     132      105      132      105     30           4  \n",
       "527   68     165       95       65      115    110           4  \n",
       "591  103      60      126       80      126     50           5  \n",
       "796   50     160      110      160      110    110           6  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Name'].str.contains('Mega')]#Name 中含有Mega，类似mysql里面的like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "7be3dfc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <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>735</th>\n",
       "      <td>667</td>\n",
       "      <td>Litleo</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Normal</td>\n",
       "      <td>False</td>\n",
       "      <td>369</td>\n",
       "      <td>62</td>\n",
       "      <td>50</td>\n",
       "      <td>58</td>\n",
       "      <td>73</td>\n",
       "      <td>54</td>\n",
       "      <td>72</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>668</td>\n",
       "      <td>Pyroar</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Normal</td>\n",
       "      <td>False</td>\n",
       "      <td>507</td>\n",
       "      <td>86</td>\n",
       "      <td>68</td>\n",
       "      <td>72</td>\n",
       "      <td>109</td>\n",
       "      <td>66</td>\n",
       "      <td>106</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>672</td>\n",
       "      <td>Skiddo</td>\n",
       "      <td>Grass</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>350</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>48</td>\n",
       "      <td>62</td>\n",
       "      <td>57</td>\n",
       "      <td>52</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>673</td>\n",
       "      <td>Gogoat</td>\n",
       "      <td>Grass</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>531</td>\n",
       "      <td>123</td>\n",
       "      <td>100</td>\n",
       "      <td>62</td>\n",
       "      <td>97</td>\n",
       "      <td>81</td>\n",
       "      <td>68</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Water</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>122 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name Type 1  Type 2  Legendary  Total   HP  Attack  \\\n",
       "0      1              Bulbasaur  Grass  Poison      False    318   45      49   \n",
       "1      2                Ivysaur  Grass  Poison      False    405   60      62   \n",
       "2      3               Venusaur  Grass  Poison      False    525   80      82   \n",
       "3      3  VenusaurMega Venusaur  Grass  Poison      False    625   80     100   \n",
       "4      4             Charmander   Fire     NaN      False    309   39      52   \n",
       "..   ...                    ...    ...     ...        ...    ...  ...     ...   \n",
       "735  667                 Litleo   Fire  Normal      False    369   62      50   \n",
       "736  668                 Pyroar   Fire  Normal      False    507   86      68   \n",
       "740  672                 Skiddo  Grass     NaN      False    350   66      65   \n",
       "741  673                 Gogoat  Grass     NaN      False    531  123     100   \n",
       "799  721              Volcanion   Fire   Water       True    600   80     110   \n",
       "\n",
       "     Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "0         49       65       65     45           1  \n",
       "1         63       80       80     60           1  \n",
       "2         83      100      100     80           1  \n",
       "3        123      122      120     80           1  \n",
       "4         43       60       50     65           1  \n",
       "..       ...      ...      ...    ...         ...  \n",
       "735       58       73       54     72           6  \n",
       "736       72      109       66    106           6  \n",
       "740       48       62       57     52           6  \n",
       "741       62       97       81     68           6  \n",
       "799      120      130       90     70           6  \n",
       "\n",
       "[122 rows x 13 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "df.loc[df['Type 1'].str.contains('Fire|Grass',regex=True)]#import re库，专用于文本模糊查询"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "5d4c09cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>106</td>\n",
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       "      <th>740</th>\n",
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       "      <td>Volcanion</td>\n",
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       "      <td>True</td>\n",
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       "</table>\n",
       "<p>122 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name Type 1  Type 2  Legendary  Total   HP  Attack  \\\n",
       "0      1              Bulbasaur  Grass  Poison      False    318   45      49   \n",
       "1      2                Ivysaur  Grass  Poison      False    405   60      62   \n",
       "2      3               Venusaur  Grass  Poison      False    525   80      82   \n",
       "3      3  VenusaurMega Venusaur  Grass  Poison      False    625   80     100   \n",
       "4      4             Charmander   Fire     NaN      False    309   39      52   \n",
       "..   ...                    ...    ...     ...        ...    ...  ...     ...   \n",
       "735  667                 Litleo   Fire  Normal      False    369   62      50   \n",
       "736  668                 Pyroar   Fire  Normal      False    507   86      68   \n",
       "740  672                 Skiddo  Grass     NaN      False    350   66      65   \n",
       "741  673                 Gogoat  Grass     NaN      False    531  123     100   \n",
       "799  721              Volcanion   Fire   Water       True    600   80     110   \n",
       "\n",
       "     Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "0         49       65       65     45           1  \n",
       "1         63       80       80     60           1  \n",
       "2         83      100      100     80           1  \n",
       "3        123      122      120     80           1  \n",
       "4         43       60       50     65           1  \n",
       "..       ...      ...      ...    ...         ...  \n",
       "735       58       73       54     72           6  \n",
       "736       72      109       66    106           6  \n",
       "740       48       62       57     52           6  \n",
       "741       62       97       81     68           6  \n",
       "799      120      130       90     70           6  \n",
       "\n",
       "[122 rows x 13 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Type 1'].str.contains('fire|grass',flags=re.I,regex=True)]#两个结果相同，这个没有大写"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "9924fc61",
   "metadata": {},
   "outputs": [
    {
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       "      <td>479</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>18</td>\n",
       "      <td>PidgeotMega Pidgeot</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Flying</td>\n",
       "      <td>False</td>\n",
       "      <td>579</td>\n",
       "      <td>83</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>80</td>\n",
       "      <td>121</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>25</td>\n",
       "      <td>Pikachu</td>\n",
       "      <td>Electric</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>320</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>127</td>\n",
       "      <td>Pinsir</td>\n",
       "      <td>Bug</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>500</td>\n",
       "      <td>65</td>\n",
       "      <td>125</td>\n",
       "      <td>100</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>127</td>\n",
       "      <td>PinsirMega Pinsir</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Flying</td>\n",
       "      <td>False</td>\n",
       "      <td>600</td>\n",
       "      <td>65</td>\n",
       "      <td>155</td>\n",
       "      <td>120</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>172</td>\n",
       "      <td>Pichu</td>\n",
       "      <td>Electric</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>205</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>60</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>204</td>\n",
       "      <td>Pineco</td>\n",
       "      <td>Bug</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>290</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>221</td>\n",
       "      <td>Piloswine</td>\n",
       "      <td>Ice</td>\n",
       "      <td>Ground</td>\n",
       "      <td>False</td>\n",
       "      <td>450</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>393</td>\n",
       "      <td>Piplup</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>314</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>53</td>\n",
       "      <td>61</td>\n",
       "      <td>56</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>499</td>\n",
       "      <td>Pignite</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>False</td>\n",
       "      <td>418</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>519</td>\n",
       "      <td>Pidove</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Flying</td>\n",
       "      <td>False</td>\n",
       "      <td>264</td>\n",
       "      <td>50</td>\n",
       "      <td>55</td>\n",
       "      <td>50</td>\n",
       "      <td>36</td>\n",
       "      <td>30</td>\n",
       "      <td>43</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                 Name    Type 1    Type 2  Legendary  Total   HP  \\\n",
       "20    16               Pidgey    Normal    Flying      False    251   40   \n",
       "21    17            Pidgeotto    Normal    Flying      False    349   63   \n",
       "22    18              Pidgeot    Normal    Flying      False    479   83   \n",
       "23    18  PidgeotMega Pidgeot    Normal    Flying      False    579   83   \n",
       "30    25              Pikachu  Electric       NaN      False    320   35   \n",
       "136  127               Pinsir       Bug       NaN      False    500   65   \n",
       "137  127    PinsirMega Pinsir       Bug    Flying      False    600   65   \n",
       "186  172                Pichu  Electric       NaN      False    205   20   \n",
       "219  204               Pineco       Bug       NaN      False    290   50   \n",
       "239  221            Piloswine       Ice    Ground      False    450  100   \n",
       "438  393               Piplup     Water       NaN      False    314   53   \n",
       "558  499              Pignite      Fire  Fighting      False    418   90   \n",
       "578  519               Pidove    Normal    Flying      False    264   50   \n",
       "\n",
       "     Attack  Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "20       45       40       35       35     56           1  \n",
       "21       60       55       50       50     71           1  \n",
       "22       80       75       70       70    101           1  \n",
       "23       80       80      135       80    121           1  \n",
       "30       55       40       50       50     90           1  \n",
       "136     125      100       55       70     85           1  \n",
       "137     155      120       65       90    105           1  \n",
       "186      40       15       35       35     60           2  \n",
       "219      65       90       35       35     15           2  \n",
       "239     100       80       60       60     50           2  \n",
       "438      51       53       61       56     40           4  \n",
       "558      93       55       70       55     55           5  \n",
       "578      55       50       36       30     43           5  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Name'].str.contains('^Pi[a-z]*',regex=True)]\n",
    "#查找以PI开头且包含a-z字母的name，类似于sql中REGEXP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5f65d47",
   "metadata": {},
   "source": [
    "# Conditional Changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "378d3220",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>719</td>\n",
       "      <td>Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>719</td>\n",
       "      <td>DiancieMega Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>True</td>\n",
       "      <td>700</td>\n",
       "      <td>50</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Confined</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>60</td>\n",
       "      <td>150</td>\n",
       "      <td>130</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Unbound</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Dark</td>\n",
       "      <td>True</td>\n",
       "      <td>680</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>60</td>\n",
       "      <td>170</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Water</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name   Type 1  Type 2  Legendary  Total  HP  \\\n",
       "0      1              Bulbasaur    Grass  Poison      False    318  45   \n",
       "1      2                Ivysaur    Grass  Poison      False    405  60   \n",
       "2      3               Venusaur    Grass  Poison      False    525  80   \n",
       "3      3  VenusaurMega Venusaur    Grass  Poison      False    625  80   \n",
       "4      4             Charmander     Fire     NaN      False    309  39   \n",
       "..   ...                    ...      ...     ...        ...    ...  ..   \n",
       "795  719                Diancie     Rock   Fairy       True    600  50   \n",
       "796  719    DiancieMega Diancie     Rock   Fairy       True    700  50   \n",
       "797  720    HoopaHoopa Confined  Psychic   Ghost       True    600  80   \n",
       "798  720     HoopaHoopa Unbound  Psychic    Dark       True    680  80   \n",
       "799  721              Volcanion     Fire   Water       True    600  80   \n",
       "\n",
       "     Attack  Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "0        49       49       65       65     45           1  \n",
       "1        62       63       80       80     60           1  \n",
       "2        82       83      100      100     80           1  \n",
       "3       100      123      122      120     80           1  \n",
       "4        52       43       60       50     65           1  \n",
       "..      ...      ...      ...      ...    ...         ...  \n",
       "795     100      150      100      150     50           6  \n",
       "796     160      110      160      110    110           6  \n",
       "797     110       60      150      130     70           6  \n",
       "798     160       60      170      130     80           6  \n",
       "799     110      120      130       90     70           6  \n",
       "\n",
       "[800 rows x 13 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('modified.csv',index_col='Unnamed: 0')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "e9ff0f3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "      <th></th>\n",
       "      <th>#</th>\n",
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       "      <td>82</td>\n",
       "      <td>83</td>\n",
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       "      <td>1</td>\n",
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       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Flamer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>719</td>\n",
       "      <td>Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>719</td>\n",
       "      <td>DiancieMega Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>True</td>\n",
       "      <td>700</td>\n",
       "      <td>50</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Confined</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>60</td>\n",
       "      <td>150</td>\n",
       "      <td>130</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Unbound</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Dark</td>\n",
       "      <td>True</td>\n",
       "      <td>680</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>60</td>\n",
       "      <td>170</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Flamer</td>\n",
       "      <td>Water</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name   Type 1  Type 2  Legendary  Total  HP  \\\n",
       "0      1              Bulbasaur    Grass  Poison      False    318  45   \n",
       "1      2                Ivysaur    Grass  Poison      False    405  60   \n",
       "2      3               Venusaur    Grass  Poison      False    525  80   \n",
       "3      3  VenusaurMega Venusaur    Grass  Poison      False    625  80   \n",
       "4      4             Charmander   Flamer     NaN      False    309  39   \n",
       "..   ...                    ...      ...     ...        ...    ...  ..   \n",
       "795  719                Diancie     Rock   Fairy       True    600  50   \n",
       "796  719    DiancieMega Diancie     Rock   Fairy       True    700  50   \n",
       "797  720    HoopaHoopa Confined  Psychic   Ghost       True    600  80   \n",
       "798  720     HoopaHoopa Unbound  Psychic    Dark       True    680  80   \n",
       "799  721              Volcanion   Flamer   Water       True    600  80   \n",
       "\n",
       "     Attack  Defense  Sp. Atk  Sp. Def  Speed  Generation  \n",
       "0        49       49       65       65     45           1  \n",
       "1        62       63       80       80     60           1  \n",
       "2        82       83      100      100     80           1  \n",
       "3       100      123      122      120     80           1  \n",
       "4        52       43       60       50     65           1  \n",
       "..      ...      ...      ...      ...    ...         ...  \n",
       "795     100      150      100      150     50           6  \n",
       "796     160      110      160      110    110           6  \n",
       "797     110       60      150      130     70           6  \n",
       "798     160       60      170      130     80           6  \n",
       "799     110      120      130       90     70           6  \n",
       "\n",
       "[800 rows x 13 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Type 1'] == 'Fire','Type 1'] = 'Flamer'\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "92c8b10a",
   "metadata": {},
   "outputs": [
    {
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       "<p>800 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0    #                   Name   Type 1  Type 2  Legendary  \\\n",
       "0             0    1              Bulbasaur    Grass  Poison      False   \n",
       "1             1    2                Ivysaur    Grass  Poison      False   \n",
       "2             2    3               Venusaur    Grass  Poison      False   \n",
       "3             3    3  VenusaurMega Venusaur    Grass  Poison      False   \n",
       "4             4    4             Charmander     Fire     NaN      False   \n",
       "..          ...  ...                    ...      ...     ...        ...   \n",
       "795         795  719                Diancie     Rock   Fairy       True   \n",
       "796         796  719    DiancieMega Diancie     Rock   Fairy       True   \n",
       "797         797  720    HoopaHoopa Confined  Psychic   Ghost       True   \n",
       "798         798  720     HoopaHoopa Unbound  Psychic    Dark       True   \n",
       "799         799  721              Volcanion     Fire   Water       True   \n",
       "\n",
       "     Total  HP  Attack  Defense  Sp. Atk  Sp. Def  Speed Generation Legendry  \n",
       "0      318  45      49       49       65       65     45          1      NaN  \n",
       "1      405  60      62       63       80       80     60          1      NaN  \n",
       "2      525  80      82       83      100      100     80       test     test  \n",
       "3      625  80     100      123      122      120     80       test     test  \n",
       "4      309  39      52       43       60       50     65          1      NaN  \n",
       "..     ...  ..     ...      ...      ...      ...    ...        ...      ...  \n",
       "795    600  50     100      150      100      150     50       test     test  \n",
       "796    700  50     160      110      160      110    110       test     test  \n",
       "797    600  80     110       60      150      130     70       test     test  \n",
       "798    680  80     160       60      170      130     80       test     test  \n",
       "799    600  80     110      120      130       90     70       test     test  \n",
       "\n",
       "[800 rows x 15 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Total']>500,['Generation','Legendry']] = 'test'\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "64849d23",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>795</td>\n",
       "      <td>719</td>\n",
       "      <td>Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>50</td>\n",
       "      <td>test1</td>\n",
       "      <td>test2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>796</td>\n",
       "      <td>719</td>\n",
       "      <td>DiancieMega Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>True</td>\n",
       "      <td>700</td>\n",
       "      <td>50</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>test1</td>\n",
       "      <td>test2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>797</td>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Confined</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>60</td>\n",
       "      <td>150</td>\n",
       "      <td>130</td>\n",
       "      <td>70</td>\n",
       "      <td>test1</td>\n",
       "      <td>test2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>798</td>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Unbound</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Dark</td>\n",
       "      <td>True</td>\n",
       "      <td>680</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>60</td>\n",
       "      <td>170</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>test1</td>\n",
       "      <td>test2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>799</td>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Water</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>test1</td>\n",
       "      <td>test2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0    #                   Name   Type 1  Type 2  Legendary  \\\n",
       "0             0    1              Bulbasaur    Grass  Poison      False   \n",
       "1             1    2                Ivysaur    Grass  Poison      False   \n",
       "2             2    3               Venusaur    Grass  Poison      False   \n",
       "3             3    3  VenusaurMega Venusaur    Grass  Poison      False   \n",
       "4             4    4             Charmander     Fire     NaN      False   \n",
       "..          ...  ...                    ...      ...     ...        ...   \n",
       "795         795  719                Diancie     Rock   Fairy       True   \n",
       "796         796  719    DiancieMega Diancie     Rock   Fairy       True   \n",
       "797         797  720    HoopaHoopa Confined  Psychic   Ghost       True   \n",
       "798         798  720     HoopaHoopa Unbound  Psychic    Dark       True   \n",
       "799         799  721              Volcanion     Fire   Water       True   \n",
       "\n",
       "     Total  HP  Attack  Defense  Sp. Atk  Sp. Def  Speed Generation Legendry  \n",
       "0      318  45      49       49       65       65     45          1      NaN  \n",
       "1      405  60      62       63       80       80     60          1      NaN  \n",
       "2      525  80      82       83      100      100     80      test1    test2  \n",
       "3      625  80     100      123      122      120     80      test1    test2  \n",
       "4      309  39      52       43       60       50     65          1      NaN  \n",
       "..     ...  ..     ...      ...      ...      ...    ...        ...      ...  \n",
       "795    600  50     100      150      100      150     50      test1    test2  \n",
       "796    700  50     160      110      160      110    110      test1    test2  \n",
       "797    600  80     110       60      150      130     70      test1    test2  \n",
       "798    680  80     160       60      170      130     80      test1    test2  \n",
       "799    600  80     110      120      130       90     70      test1    test2  \n",
       "\n",
       "[800 rows x 15 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Total']>500,['Generation','Legendry']] = ['test1','test2'] #两个替换成不同\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ff40cd7",
   "metadata": {},
   "source": [
    "# Aggregate Statistics (Groupby)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "e4ceffc8",
   "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>#</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type 1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>334.492754</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>378.927536</td>\n",
       "      <td>56.884058</td>\n",
       "      <td>70.971014</td>\n",
       "      <td>70.724638</td>\n",
       "      <td>53.869565</td>\n",
       "      <td>64.797101</td>\n",
       "      <td>61.681159</td>\n",
       "      <td>3.217391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>461.354839</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>445.741935</td>\n",
       "      <td>66.806452</td>\n",
       "      <td>88.387097</td>\n",
       "      <td>70.225806</td>\n",
       "      <td>74.645161</td>\n",
       "      <td>69.516129</td>\n",
       "      <td>76.161290</td>\n",
       "      <td>4.032258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>474.375000</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>550.531250</td>\n",
       "      <td>83.312500</td>\n",
       "      <td>112.125000</td>\n",
       "      <td>86.375000</td>\n",
       "      <td>96.843750</td>\n",
       "      <td>88.843750</td>\n",
       "      <td>83.031250</td>\n",
       "      <td>3.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>363.500000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>443.409091</td>\n",
       "      <td>59.795455</td>\n",
       "      <td>69.090909</td>\n",
       "      <td>66.295455</td>\n",
       "      <td>90.022727</td>\n",
       "      <td>73.704545</td>\n",
       "      <td>84.500000</td>\n",
       "      <td>3.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>449.529412</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>413.176471</td>\n",
       "      <td>74.117647</td>\n",
       "      <td>61.529412</td>\n",
       "      <td>65.705882</td>\n",
       "      <td>78.529412</td>\n",
       "      <td>84.705882</td>\n",
       "      <td>48.588235</td>\n",
       "      <td>4.117647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fighting</th>\n",
       "      <td>363.851852</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>416.444444</td>\n",
       "      <td>69.851852</td>\n",
       "      <td>96.777778</td>\n",
       "      <td>65.925926</td>\n",
       "      <td>53.111111</td>\n",
       "      <td>64.703704</td>\n",
       "      <td>66.074074</td>\n",
       "      <td>3.370370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>327.403846</td>\n",
       "      <td>0.096154</td>\n",
       "      <td>458.076923</td>\n",
       "      <td>69.903846</td>\n",
       "      <td>84.769231</td>\n",
       "      <td>67.769231</td>\n",
       "      <td>88.980769</td>\n",
       "      <td>72.211538</td>\n",
       "      <td>74.442308</td>\n",
       "      <td>3.211538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flying</th>\n",
       "      <td>677.750000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>485.000000</td>\n",
       "      <td>70.750000</td>\n",
       "      <td>78.750000</td>\n",
       "      <td>66.250000</td>\n",
       "      <td>94.250000</td>\n",
       "      <td>72.500000</td>\n",
       "      <td>102.500000</td>\n",
       "      <td>5.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ghost</th>\n",
       "      <td>486.500000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>439.562500</td>\n",
       "      <td>64.437500</td>\n",
       "      <td>73.781250</td>\n",
       "      <td>81.187500</td>\n",
       "      <td>79.343750</td>\n",
       "      <td>76.468750</td>\n",
       "      <td>64.343750</td>\n",
       "      <td>4.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grass</th>\n",
       "      <td>344.871429</td>\n",
       "      <td>0.042857</td>\n",
       "      <td>421.142857</td>\n",
       "      <td>67.271429</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>70.800000</td>\n",
       "      <td>77.500000</td>\n",
       "      <td>70.428571</td>\n",
       "      <td>61.928571</td>\n",
       "      <td>3.357143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ground</th>\n",
       "      <td>356.281250</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>437.500000</td>\n",
       "      <td>73.781250</td>\n",
       "      <td>95.750000</td>\n",
       "      <td>84.843750</td>\n",
       "      <td>56.468750</td>\n",
       "      <td>62.750000</td>\n",
       "      <td>63.906250</td>\n",
       "      <td>3.156250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ice</th>\n",
       "      <td>423.541667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>433.458333</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>72.750000</td>\n",
       "      <td>71.416667</td>\n",
       "      <td>77.541667</td>\n",
       "      <td>76.291667</td>\n",
       "      <td>63.458333</td>\n",
       "      <td>3.541667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Normal</th>\n",
       "      <td>319.173469</td>\n",
       "      <td>0.020408</td>\n",
       "      <td>401.683673</td>\n",
       "      <td>77.275510</td>\n",
       "      <td>73.469388</td>\n",
       "      <td>59.846939</td>\n",
       "      <td>55.816327</td>\n",
       "      <td>63.724490</td>\n",
       "      <td>71.551020</td>\n",
       "      <td>3.051020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poison</th>\n",
       "      <td>251.785714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>399.142857</td>\n",
       "      <td>67.250000</td>\n",
       "      <td>74.678571</td>\n",
       "      <td>68.821429</td>\n",
       "      <td>60.428571</td>\n",
       "      <td>64.392857</td>\n",
       "      <td>63.571429</td>\n",
       "      <td>2.535714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psychic</th>\n",
       "      <td>380.807018</td>\n",
       "      <td>0.245614</td>\n",
       "      <td>475.947368</td>\n",
       "      <td>70.631579</td>\n",
       "      <td>71.456140</td>\n",
       "      <td>67.684211</td>\n",
       "      <td>98.403509</td>\n",
       "      <td>86.280702</td>\n",
       "      <td>81.491228</td>\n",
       "      <td>3.385965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rock</th>\n",
       "      <td>392.727273</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>453.750000</td>\n",
       "      <td>65.363636</td>\n",
       "      <td>92.863636</td>\n",
       "      <td>100.795455</td>\n",
       "      <td>63.340909</td>\n",
       "      <td>75.477273</td>\n",
       "      <td>55.909091</td>\n",
       "      <td>3.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steel</th>\n",
       "      <td>442.851852</td>\n",
       "      <td>0.148148</td>\n",
       "      <td>487.703704</td>\n",
       "      <td>65.222222</td>\n",
       "      <td>92.703704</td>\n",
       "      <td>126.370370</td>\n",
       "      <td>67.518519</td>\n",
       "      <td>80.629630</td>\n",
       "      <td>55.259259</td>\n",
       "      <td>3.851852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water</th>\n",
       "      <td>303.089286</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>430.455357</td>\n",
       "      <td>72.062500</td>\n",
       "      <td>74.151786</td>\n",
       "      <td>72.946429</td>\n",
       "      <td>74.812500</td>\n",
       "      <td>70.517857</td>\n",
       "      <td>65.964286</td>\n",
       "      <td>2.857143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   #  Legendary       Total         HP      Attack  \\\n",
       "Type 1                                                               \n",
       "Bug       334.492754   0.000000  378.927536  56.884058   70.971014   \n",
       "Dark      461.354839   0.064516  445.741935  66.806452   88.387097   \n",
       "Dragon    474.375000   0.375000  550.531250  83.312500  112.125000   \n",
       "Electric  363.500000   0.090909  443.409091  59.795455   69.090909   \n",
       "Fairy     449.529412   0.058824  413.176471  74.117647   61.529412   \n",
       "Fighting  363.851852   0.000000  416.444444  69.851852   96.777778   \n",
       "Fire      327.403846   0.096154  458.076923  69.903846   84.769231   \n",
       "Flying    677.750000   0.500000  485.000000  70.750000   78.750000   \n",
       "Ghost     486.500000   0.062500  439.562500  64.437500   73.781250   \n",
       "Grass     344.871429   0.042857  421.142857  67.271429   73.214286   \n",
       "Ground    356.281250   0.125000  437.500000  73.781250   95.750000   \n",
       "Ice       423.541667   0.083333  433.458333  72.000000   72.750000   \n",
       "Normal    319.173469   0.020408  401.683673  77.275510   73.469388   \n",
       "Poison    251.785714   0.000000  399.142857  67.250000   74.678571   \n",
       "Psychic   380.807018   0.245614  475.947368  70.631579   71.456140   \n",
       "Rock      392.727273   0.090909  453.750000  65.363636   92.863636   \n",
       "Steel     442.851852   0.148148  487.703704  65.222222   92.703704   \n",
       "Water     303.089286   0.035714  430.455357  72.062500   74.151786   \n",
       "\n",
       "             Defense    Sp. Atk    Sp. Def       Speed  Generation  \n",
       "Type 1                                                              \n",
       "Bug        70.724638  53.869565  64.797101   61.681159    3.217391  \n",
       "Dark       70.225806  74.645161  69.516129   76.161290    4.032258  \n",
       "Dragon     86.375000  96.843750  88.843750   83.031250    3.875000  \n",
       "Electric   66.295455  90.022727  73.704545   84.500000    3.272727  \n",
       "Fairy      65.705882  78.529412  84.705882   48.588235    4.117647  \n",
       "Fighting   65.925926  53.111111  64.703704   66.074074    3.370370  \n",
       "Fire       67.769231  88.980769  72.211538   74.442308    3.211538  \n",
       "Flying     66.250000  94.250000  72.500000  102.500000    5.500000  \n",
       "Ghost      81.187500  79.343750  76.468750   64.343750    4.187500  \n",
       "Grass      70.800000  77.500000  70.428571   61.928571    3.357143  \n",
       "Ground     84.843750  56.468750  62.750000   63.906250    3.156250  \n",
       "Ice        71.416667  77.541667  76.291667   63.458333    3.541667  \n",
       "Normal     59.846939  55.816327  63.724490   71.551020    3.051020  \n",
       "Poison     68.821429  60.428571  64.392857   63.571429    2.535714  \n",
       "Psychic    67.684211  98.403509  86.280702   81.491228    3.385965  \n",
       "Rock      100.795455  63.340909  75.477273   55.909091    3.454545  \n",
       "Steel     126.370370  67.518519  80.629630   55.259259    3.851852  \n",
       "Water      72.946429  74.812500  70.517857   65.964286    2.857143  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Type 1').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "35df04ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type 1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>474.375000</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>550.531250</td>\n",
       "      <td>83.312500</td>\n",
       "      <td>112.125000</td>\n",
       "      <td>86.375000</td>\n",
       "      <td>96.843750</td>\n",
       "      <td>88.843750</td>\n",
       "      <td>83.031250</td>\n",
       "      <td>3.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Normal</th>\n",
       "      <td>319.173469</td>\n",
       "      <td>0.020408</td>\n",
       "      <td>401.683673</td>\n",
       "      <td>77.275510</td>\n",
       "      <td>73.469388</td>\n",
       "      <td>59.846939</td>\n",
       "      <td>55.816327</td>\n",
       "      <td>63.724490</td>\n",
       "      <td>71.551020</td>\n",
       "      <td>3.051020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>449.529412</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>413.176471</td>\n",
       "      <td>74.117647</td>\n",
       "      <td>61.529412</td>\n",
       "      <td>65.705882</td>\n",
       "      <td>78.529412</td>\n",
       "      <td>84.705882</td>\n",
       "      <td>48.588235</td>\n",
       "      <td>4.117647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ground</th>\n",
       "      <td>356.281250</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>437.500000</td>\n",
       "      <td>73.781250</td>\n",
       "      <td>95.750000</td>\n",
       "      <td>84.843750</td>\n",
       "      <td>56.468750</td>\n",
       "      <td>62.750000</td>\n",
       "      <td>63.906250</td>\n",
       "      <td>3.156250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water</th>\n",
       "      <td>303.089286</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>430.455357</td>\n",
       "      <td>72.062500</td>\n",
       "      <td>74.151786</td>\n",
       "      <td>72.946429</td>\n",
       "      <td>74.812500</td>\n",
       "      <td>70.517857</td>\n",
       "      <td>65.964286</td>\n",
       "      <td>2.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ice</th>\n",
       "      <td>423.541667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>433.458333</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>72.750000</td>\n",
       "      <td>71.416667</td>\n",
       "      <td>77.541667</td>\n",
       "      <td>76.291667</td>\n",
       "      <td>63.458333</td>\n",
       "      <td>3.541667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flying</th>\n",
       "      <td>677.750000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>485.000000</td>\n",
       "      <td>70.750000</td>\n",
       "      <td>78.750000</td>\n",
       "      <td>66.250000</td>\n",
       "      <td>94.250000</td>\n",
       "      <td>72.500000</td>\n",
       "      <td>102.500000</td>\n",
       "      <td>5.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psychic</th>\n",
       "      <td>380.807018</td>\n",
       "      <td>0.245614</td>\n",
       "      <td>475.947368</td>\n",
       "      <td>70.631579</td>\n",
       "      <td>71.456140</td>\n",
       "      <td>67.684211</td>\n",
       "      <td>98.403509</td>\n",
       "      <td>86.280702</td>\n",
       "      <td>81.491228</td>\n",
       "      <td>3.385965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>327.403846</td>\n",
       "      <td>0.096154</td>\n",
       "      <td>458.076923</td>\n",
       "      <td>69.903846</td>\n",
       "      <td>84.769231</td>\n",
       "      <td>67.769231</td>\n",
       "      <td>88.980769</td>\n",
       "      <td>72.211538</td>\n",
       "      <td>74.442308</td>\n",
       "      <td>3.211538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fighting</th>\n",
       "      <td>363.851852</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>416.444444</td>\n",
       "      <td>69.851852</td>\n",
       "      <td>96.777778</td>\n",
       "      <td>65.925926</td>\n",
       "      <td>53.111111</td>\n",
       "      <td>64.703704</td>\n",
       "      <td>66.074074</td>\n",
       "      <td>3.370370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grass</th>\n",
       "      <td>344.871429</td>\n",
       "      <td>0.042857</td>\n",
       "      <td>421.142857</td>\n",
       "      <td>67.271429</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>70.800000</td>\n",
       "      <td>77.500000</td>\n",
       "      <td>70.428571</td>\n",
       "      <td>61.928571</td>\n",
       "      <td>3.357143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poison</th>\n",
       "      <td>251.785714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>399.142857</td>\n",
       "      <td>67.250000</td>\n",
       "      <td>74.678571</td>\n",
       "      <td>68.821429</td>\n",
       "      <td>60.428571</td>\n",
       "      <td>64.392857</td>\n",
       "      <td>63.571429</td>\n",
       "      <td>2.535714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>461.354839</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>445.741935</td>\n",
       "      <td>66.806452</td>\n",
       "      <td>88.387097</td>\n",
       "      <td>70.225806</td>\n",
       "      <td>74.645161</td>\n",
       "      <td>69.516129</td>\n",
       "      <td>76.161290</td>\n",
       "      <td>4.032258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rock</th>\n",
       "      <td>392.727273</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>453.750000</td>\n",
       "      <td>65.363636</td>\n",
       "      <td>92.863636</td>\n",
       "      <td>100.795455</td>\n",
       "      <td>63.340909</td>\n",
       "      <td>75.477273</td>\n",
       "      <td>55.909091</td>\n",
       "      <td>3.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steel</th>\n",
       "      <td>442.851852</td>\n",
       "      <td>0.148148</td>\n",
       "      <td>487.703704</td>\n",
       "      <td>65.222222</td>\n",
       "      <td>92.703704</td>\n",
       "      <td>126.370370</td>\n",
       "      <td>67.518519</td>\n",
       "      <td>80.629630</td>\n",
       "      <td>55.259259</td>\n",
       "      <td>3.851852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ghost</th>\n",
       "      <td>486.500000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>439.562500</td>\n",
       "      <td>64.437500</td>\n",
       "      <td>73.781250</td>\n",
       "      <td>81.187500</td>\n",
       "      <td>79.343750</td>\n",
       "      <td>76.468750</td>\n",
       "      <td>64.343750</td>\n",
       "      <td>4.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>363.500000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>443.409091</td>\n",
       "      <td>59.795455</td>\n",
       "      <td>69.090909</td>\n",
       "      <td>66.295455</td>\n",
       "      <td>90.022727</td>\n",
       "      <td>73.704545</td>\n",
       "      <td>84.500000</td>\n",
       "      <td>3.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>334.492754</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>378.927536</td>\n",
       "      <td>56.884058</td>\n",
       "      <td>70.971014</td>\n",
       "      <td>70.724638</td>\n",
       "      <td>53.869565</td>\n",
       "      <td>64.797101</td>\n",
       "      <td>61.681159</td>\n",
       "      <td>3.217391</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "                   #  Legendary       Total         HP      Attack  \\\n",
       "Type 1                                                               \n",
       "Dragon    474.375000   0.375000  550.531250  83.312500  112.125000   \n",
       "Normal    319.173469   0.020408  401.683673  77.275510   73.469388   \n",
       "Fairy     449.529412   0.058824  413.176471  74.117647   61.529412   \n",
       "Ground    356.281250   0.125000  437.500000  73.781250   95.750000   \n",
       "Water     303.089286   0.035714  430.455357  72.062500   74.151786   \n",
       "Ice       423.541667   0.083333  433.458333  72.000000   72.750000   \n",
       "Flying    677.750000   0.500000  485.000000  70.750000   78.750000   \n",
       "Psychic   380.807018   0.245614  475.947368  70.631579   71.456140   \n",
       "Fire      327.403846   0.096154  458.076923  69.903846   84.769231   \n",
       "Fighting  363.851852   0.000000  416.444444  69.851852   96.777778   \n",
       "Grass     344.871429   0.042857  421.142857  67.271429   73.214286   \n",
       "Poison    251.785714   0.000000  399.142857  67.250000   74.678571   \n",
       "Dark      461.354839   0.064516  445.741935  66.806452   88.387097   \n",
       "Rock      392.727273   0.090909  453.750000  65.363636   92.863636   \n",
       "Steel     442.851852   0.148148  487.703704  65.222222   92.703704   \n",
       "Ghost     486.500000   0.062500  439.562500  64.437500   73.781250   \n",
       "Electric  363.500000   0.090909  443.409091  59.795455   69.090909   \n",
       "Bug       334.492754   0.000000  378.927536  56.884058   70.971014   \n",
       "\n",
       "             Defense    Sp. Atk    Sp. Def       Speed  Generation  \n",
       "Type 1                                                              \n",
       "Dragon     86.375000  96.843750  88.843750   83.031250    3.875000  \n",
       "Normal     59.846939  55.816327  63.724490   71.551020    3.051020  \n",
       "Fairy      65.705882  78.529412  84.705882   48.588235    4.117647  \n",
       "Ground     84.843750  56.468750  62.750000   63.906250    3.156250  \n",
       "Water      72.946429  74.812500  70.517857   65.964286    2.857143  \n",
       "Ice        71.416667  77.541667  76.291667   63.458333    3.541667  \n",
       "Flying     66.250000  94.250000  72.500000  102.500000    5.500000  \n",
       "Psychic    67.684211  98.403509  86.280702   81.491228    3.385965  \n",
       "Fire       67.769231  88.980769  72.211538   74.442308    3.211538  \n",
       "Fighting   65.925926  53.111111  64.703704   66.074074    3.370370  \n",
       "Grass      70.800000  77.500000  70.428571   61.928571    3.357143  \n",
       "Poison     68.821429  60.428571  64.392857   63.571429    2.535714  \n",
       "Dark       70.225806  74.645161  69.516129   76.161290    4.032258  \n",
       "Rock      100.795455  63.340909  75.477273   55.909091    3.454545  \n",
       "Steel     126.370370  67.518519  80.629630   55.259259    3.851852  \n",
       "Ghost      81.187500  79.343750  76.468750   64.343750    4.187500  \n",
       "Electric   66.295455  90.022727  73.704545   84.500000    3.272727  \n",
       "Bug        70.724638  53.869565  64.797101   61.681159    3.217391  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Type 1').mean().sort_values('HP',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "94041785",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type 1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>23080</td>\n",
       "      <td>0</td>\n",
       "      <td>26146</td>\n",
       "      <td>3925</td>\n",
       "      <td>4897</td>\n",
       "      <td>4880</td>\n",
       "      <td>3717</td>\n",
       "      <td>4471</td>\n",
       "      <td>4256</td>\n",
       "      <td>222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>14302</td>\n",
       "      <td>2</td>\n",
       "      <td>13818</td>\n",
       "      <td>2071</td>\n",
       "      <td>2740</td>\n",
       "      <td>2177</td>\n",
       "      <td>2314</td>\n",
       "      <td>2155</td>\n",
       "      <td>2361</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>15180</td>\n",
       "      <td>12</td>\n",
       "      <td>17617</td>\n",
       "      <td>2666</td>\n",
       "      <td>3588</td>\n",
       "      <td>2764</td>\n",
       "      <td>3099</td>\n",
       "      <td>2843</td>\n",
       "      <td>2657</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>15994</td>\n",
       "      <td>4</td>\n",
       "      <td>19510</td>\n",
       "      <td>2631</td>\n",
       "      <td>3040</td>\n",
       "      <td>2917</td>\n",
       "      <td>3961</td>\n",
       "      <td>3243</td>\n",
       "      <td>3718</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>7642</td>\n",
       "      <td>1</td>\n",
       "      <td>7024</td>\n",
       "      <td>1260</td>\n",
       "      <td>1046</td>\n",
       "      <td>1117</td>\n",
       "      <td>1335</td>\n",
       "      <td>1440</td>\n",
       "      <td>826</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fighting</th>\n",
       "      <td>9824</td>\n",
       "      <td>0</td>\n",
       "      <td>11244</td>\n",
       "      <td>1886</td>\n",
       "      <td>2613</td>\n",
       "      <td>1780</td>\n",
       "      <td>1434</td>\n",
       "      <td>1747</td>\n",
       "      <td>1784</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>17025</td>\n",
       "      <td>5</td>\n",
       "      <td>23820</td>\n",
       "      <td>3635</td>\n",
       "      <td>4408</td>\n",
       "      <td>3524</td>\n",
       "      <td>4627</td>\n",
       "      <td>3755</td>\n",
       "      <td>3871</td>\n",
       "      <td>167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flying</th>\n",
       "      <td>2711</td>\n",
       "      <td>2</td>\n",
       "      <td>1940</td>\n",
       "      <td>283</td>\n",
       "      <td>315</td>\n",
       "      <td>265</td>\n",
       "      <td>377</td>\n",
       "      <td>290</td>\n",
       "      <td>410</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ghost</th>\n",
       "      <td>15568</td>\n",
       "      <td>2</td>\n",
       "      <td>14066</td>\n",
       "      <td>2062</td>\n",
       "      <td>2361</td>\n",
       "      <td>2598</td>\n",
       "      <td>2539</td>\n",
       "      <td>2447</td>\n",
       "      <td>2059</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grass</th>\n",
       "      <td>24141</td>\n",
       "      <td>3</td>\n",
       "      <td>29480</td>\n",
       "      <td>4709</td>\n",
       "      <td>5125</td>\n",
       "      <td>4956</td>\n",
       "      <td>5425</td>\n",
       "      <td>4930</td>\n",
       "      <td>4335</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ground</th>\n",
       "      <td>11401</td>\n",
       "      <td>4</td>\n",
       "      <td>14000</td>\n",
       "      <td>2361</td>\n",
       "      <td>3064</td>\n",
       "      <td>2715</td>\n",
       "      <td>1807</td>\n",
       "      <td>2008</td>\n",
       "      <td>2045</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ice</th>\n",
       "      <td>10165</td>\n",
       "      <td>2</td>\n",
       "      <td>10403</td>\n",
       "      <td>1728</td>\n",
       "      <td>1746</td>\n",
       "      <td>1714</td>\n",
       "      <td>1861</td>\n",
       "      <td>1831</td>\n",
       "      <td>1523</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Normal</th>\n",
       "      <td>31279</td>\n",
       "      <td>2</td>\n",
       "      <td>39365</td>\n",
       "      <td>7573</td>\n",
       "      <td>7200</td>\n",
       "      <td>5865</td>\n",
       "      <td>5470</td>\n",
       "      <td>6245</td>\n",
       "      <td>7012</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poison</th>\n",
       "      <td>7050</td>\n",
       "      <td>0</td>\n",
       "      <td>11176</td>\n",
       "      <td>1883</td>\n",
       "      <td>2091</td>\n",
       "      <td>1927</td>\n",
       "      <td>1692</td>\n",
       "      <td>1803</td>\n",
       "      <td>1780</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psychic</th>\n",
       "      <td>21706</td>\n",
       "      <td>14</td>\n",
       "      <td>27129</td>\n",
       "      <td>4026</td>\n",
       "      <td>4073</td>\n",
       "      <td>3858</td>\n",
       "      <td>5609</td>\n",
       "      <td>4918</td>\n",
       "      <td>4645</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rock</th>\n",
       "      <td>17280</td>\n",
       "      <td>4</td>\n",
       "      <td>19965</td>\n",
       "      <td>2876</td>\n",
       "      <td>4086</td>\n",
       "      <td>4435</td>\n",
       "      <td>2787</td>\n",
       "      <td>3321</td>\n",
       "      <td>2460</td>\n",
       "      <td>152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steel</th>\n",
       "      <td>11957</td>\n",
       "      <td>4</td>\n",
       "      <td>13168</td>\n",
       "      <td>1761</td>\n",
       "      <td>2503</td>\n",
       "      <td>3412</td>\n",
       "      <td>1823</td>\n",
       "      <td>2177</td>\n",
       "      <td>1492</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water</th>\n",
       "      <td>33946</td>\n",
       "      <td>4</td>\n",
       "      <td>48211</td>\n",
       "      <td>8071</td>\n",
       "      <td>8305</td>\n",
       "      <td>8170</td>\n",
       "      <td>8379</td>\n",
       "      <td>7898</td>\n",
       "      <td>7388</td>\n",
       "      <td>320</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              #  Legendary  Total    HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
       "Type 1                                                                       \n",
       "Bug       23080          0  26146  3925    4897     4880     3717     4471   \n",
       "Dark      14302          2  13818  2071    2740     2177     2314     2155   \n",
       "Dragon    15180         12  17617  2666    3588     2764     3099     2843   \n",
       "Electric  15994          4  19510  2631    3040     2917     3961     3243   \n",
       "Fairy      7642          1   7024  1260    1046     1117     1335     1440   \n",
       "Fighting   9824          0  11244  1886    2613     1780     1434     1747   \n",
       "Fire      17025          5  23820  3635    4408     3524     4627     3755   \n",
       "Flying     2711          2   1940   283     315      265      377      290   \n",
       "Ghost     15568          2  14066  2062    2361     2598     2539     2447   \n",
       "Grass     24141          3  29480  4709    5125     4956     5425     4930   \n",
       "Ground    11401          4  14000  2361    3064     2715     1807     2008   \n",
       "Ice       10165          2  10403  1728    1746     1714     1861     1831   \n",
       "Normal    31279          2  39365  7573    7200     5865     5470     6245   \n",
       "Poison     7050          0  11176  1883    2091     1927     1692     1803   \n",
       "Psychic   21706         14  27129  4026    4073     3858     5609     4918   \n",
       "Rock      17280          4  19965  2876    4086     4435     2787     3321   \n",
       "Steel     11957          4  13168  1761    2503     3412     1823     2177   \n",
       "Water     33946          4  48211  8071    8305     8170     8379     7898   \n",
       "\n",
       "          Speed  Generation  \n",
       "Type 1                       \n",
       "Bug        4256         222  \n",
       "Dark       2361         125  \n",
       "Dragon     2657         124  \n",
       "Electric   3718         144  \n",
       "Fairy       826          70  \n",
       "Fighting   1784          91  \n",
       "Fire       3871         167  \n",
       "Flying      410          22  \n",
       "Ghost      2059         134  \n",
       "Grass      4335         235  \n",
       "Ground     2045         101  \n",
       "Ice        1523          85  \n",
       "Normal     7012         299  \n",
       "Poison     1780          71  \n",
       "Psychic    4645         193  \n",
       "Rock       2460         152  \n",
       "Steel      1492         104  \n",
       "Water      7388         320  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Type 1').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "cef37643",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type 1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>52</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>17</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fighting</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>24</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flying</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ghost</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>22</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grass</th>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>37</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ground</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>19</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ice</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>11</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Normal</th>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>37</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poison</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>13</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psychic</th>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>19</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rock</th>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>35</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steel</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water</th>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>53</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            #  Name  Type 2  Legendary  Total   HP  Attack  Defense  Sp. Atk  \\\n",
       "Type 1                                                                         \n",
       "Bug        69    69      52         69     69   69      69       69       69   \n",
       "Dark       31    31      21         31     31   31      31       31       31   \n",
       "Dragon     32    32      21         32     32   32      32       32       32   \n",
       "Electric   44    44      17         44     44   44      44       44       44   \n",
       "Fairy      17    17       2         17     17   17      17       17       17   \n",
       "Fighting   27    27       7         27     27   27      27       27       27   \n",
       "Fire       52    52      24         52     52   52      52       52       52   \n",
       "Flying      4     4       2          4      4    4       4        4        4   \n",
       "Ghost      32    32      22         32     32   32      32       32       32   \n",
       "Grass      70    70      37         70     70   70      70       70       70   \n",
       "Ground     32    32      19         32     32   32      32       32       32   \n",
       "Ice        24    24      11         24     24   24      24       24       24   \n",
       "Normal     98    98      37         98     98   98      98       98       98   \n",
       "Poison     28    28      13         28     28   28      28       28       28   \n",
       "Psychic    57    57      19         57     57   57      57       57       57   \n",
       "Rock       44    44      35         44     44   44      44       44       44   \n",
       "Steel      27    27      22         27     27   27      27       27       27   \n",
       "Water     112   112      53        112    112  112     112      112      112   \n",
       "\n",
       "          Sp. Def  Speed  Generation  \n",
       "Type 1                                \n",
       "Bug            69     69          69  \n",
       "Dark           31     31          31  \n",
       "Dragon         32     32          32  \n",
       "Electric       44     44          44  \n",
       "Fairy          17     17          17  \n",
       "Fighting       27     27          27  \n",
       "Fire           52     52          52  \n",
       "Flying          4      4           4  \n",
       "Ghost          32     32          32  \n",
       "Grass          70     70          70  \n",
       "Ground         32     32          32  \n",
       "Ice            24     24          24  \n",
       "Normal         98     98          98  \n",
       "Poison         28     28          28  \n",
       "Psychic        57     57          57  \n",
       "Rock           44     44          44  \n",
       "Steel          27     27          27  \n",
       "Water         112    112         112  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Type 1').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "8d17beac",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Type 1\n",
       "Water       112\n",
       "Normal       98\n",
       "Grass        70\n",
       "Bug          69\n",
       "Psychic      57\n",
       "Fire         52\n",
       "Electric     44\n",
       "Rock         44\n",
       "Ghost        32\n",
       "Ground       32\n",
       "Dragon       32\n",
       "Dark         31\n",
       "Poison       28\n",
       "Fighting     27\n",
       "Steel        27\n",
       "Ice          24\n",
       "Fairy        17\n",
       "Flying        4\n",
       "Name: Name, dtype: int64"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('Type 1').count()['Name'].sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87587559",
   "metadata": {},
   "source": [
    "# Working with large amounts of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9cb38f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df = pd.DataFrame(columns=df.columns)\n",
    "\n",
    "for df in pd.read_csv('modified.csv', chunksize=5):\n",
    "    results = df.groupby(['Type 1']).count()\n",
    "    \n",
    "    new_df = pd.concat([new_df, results])"
   ]
  }
 ],
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