Pokemon Pandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dc727c9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   #                   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  \n",
      "#              int64\n",
      "Name          object\n",
      "Type 1        object\n",
      "Type 2        object\n",
      "HP             int64\n",
      "Attack         int64\n",
      "Defense        int64\n",
      "Sp. Atk        int64\n",
      "Sp. Def        int64\n",
      "Speed          int64\n",
      "Generation     int64\n",
      "Legendary       bool\n",
      "dtype: object\n",
      "Index(['#', 'Name', 'Type 1', 'Type 2', 'HP', 'Attack', 'Defense', 'Sp. Atk',\n",
      "       'Sp. Def', 'Speed', 'Generation', 'Legendary'],\n",
      "      dtype='object')\n",
      "(800, 12)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "#Get Current Working Directory\n",
    "os.getcwd()\n",
    "\n",
    "#Change Working Directory\n",
    "os.chdir('C:/Users/User/Documents/Data Science Texas Tech')\n",
    "os.getcwd()\n",
    "\n",
    "path = 'C:/Users/User/Documents/Data Science Texas Tech/pandas-master/'\n",
    "\n",
    "df = pd.DataFrame(pd.read_csv(path + 'pokemon_data.csv'))\n",
    "\n",
    "df_txt = pd.read_csv(path + 'pokemon_data.txt', delimiter='/')\n",
    "    \n",
    "print(df.head())\n",
    "\n",
    "print(df.dtypes)\n",
    "print(df.columns)\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "944f4688",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>794</th>\n",
       "      <td>718</td>\n",
       "      <td>Zygarde50% Forme</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>Ground</td>\n",
       "      <td>108</td>\n",
       "      <td>100</td>\n",
       "      <td>121</td>\n",
       "      <td>81</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>634</td>\n",
       "      <td>Zweilous</td>\n",
       "      <td>Dark</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>72</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>58</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>41</td>\n",
       "      <td>Zubat</td>\n",
       "      <td>Poison</td>\n",
       "      <td>Flying</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>570</td>\n",
       "      <td>Zorua</td>\n",
       "      <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",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>571</td>\n",
       "      <td>Zoroark</td>\n",
       "      <td>Dark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>105</td>\n",
       "      <td>60</td>\n",
       "      <td>120</td>\n",
       "      <td>60</td>\n",
       "      <td>105</td>\n",
       "      <td>5</td>\n",
       "      <td>False</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",
       "    </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>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",
       "    </tr>\n",
       "    <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",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>460</td>\n",
       "      <td>Abomasnow</td>\n",
       "      <td>Grass</td>\n",
       "      <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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df.sort_values(['Name', 'Type 1']) \n",
    "df.sort_values(['Name'], ascending = False) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c61bc58b",
   "metadata": {},
   "source": [
    "###### Iterate Through Each Row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3ada66e4",
   "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"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7edab60",
   "metadata": {},
   "source": [
    "###### Adding Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9169c302",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   #                   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    383  \n",
      "1       80     60           1      False    485  \n",
      "2      100     80           1      False    625  \n",
      "3      120     80           1      False    745  \n",
      "4       50     65           1      False    359  \n"
     ]
    }
   ],
   "source": [
    "df['Total']= df['HP']+ df['Attack']+df['Defense']+df['Sp. Atk']+df['Sp. Def']+df['Sp. Def']+df['Speed']\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34d213e9",
   "metadata": {},
   "source": [
    "###### Alternate Way To Add Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "178cc59f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   #                   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  Total_New  \n",
      "0       65     45           1      False    383        318  \n",
      "1       80     60           1      False    485        405  \n",
      "2      100     80           1      False    625        525  \n",
      "3      120     80           1      False    745        625  \n",
      "4       50     65           1      False    359        309  \n"
     ]
    }
   ],
   "source": [
    "df['Total_New']=df.iloc[:,4:10].sum(axis=1)\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8ba5eb1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(columns=['Total'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bddb5fc3",
   "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",
       "      <th>Total_New</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_New  \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": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c84254f0",
   "metadata": {},
   "source": [
    "###### Renaming Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8d4c8a26",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.rename({'Total_New':'Total'}, axis = 'columns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "98b8e4e8",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
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       "      <td>False</td>\n",
       "      <td>525</td>\n",
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       "      <th>3</th>\n",
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       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
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       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
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       "      <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": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eea34d45",
   "metadata": {},
   "source": [
    "###### Saving to csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f14b5258",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('modified.csv', index = False, sep = '\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb5913dd",
   "metadata": {},
   "source": [
    "###### Filtering Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "65c904ea",
   "metadata": {},
   "outputs": [
    {
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       "      <th>48</th>\n",
       "      <td>43</td>\n",
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       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>65</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>320</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>718</th>\n",
       "      <td>650</td>\n",
       "      <td>Chespin</td>\n",
       "      <td>Grass</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56</td>\n",
       "      <td>61</td>\n",
       "      <td>65</td>\n",
       "      <td>48</td>\n",
       "      <td>45</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>313</td>\n",
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       "      <th>719</th>\n",
       "      <td>651</td>\n",
       "      <td>Quilladin</td>\n",
       "      <td>Grass</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61</td>\n",
       "      <td>78</td>\n",
       "      <td>95</td>\n",
       "      <td>56</td>\n",
       "      <td>58</td>\n",
       "      <td>57</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
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       "      <th>720</th>\n",
       "      <td>652</td>\n",
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       "      <td>Grass</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>88</td>\n",
       "      <td>107</td>\n",
       "      <td>122</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>64</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>530</td>\n",
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       "      <th>740</th>\n",
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       "      <td>65</td>\n",
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       "      <td>52</td>\n",
       "      <td>6</td>\n",
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       "      <td>350</td>\n",
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       "      <th>741</th>\n",
       "      <td>673</td>\n",
       "      <td>Gogoat</td>\n",
       "      <td>Grass</td>\n",
       "      <td>NaN</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",
       "      <td>False</td>\n",
       "      <td>531</td>\n",
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       "<p>70 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",
       "48    43                 Oddish  Grass    Poison   45      50       55   \n",
       "..   ...                    ...    ...       ...  ...     ...      ...   \n",
       "718  650                Chespin  Grass       NaN   56      61       65   \n",
       "719  651              Quilladin  Grass       NaN   61      78       95   \n",
       "720  652             Chesnaught  Grass  Fighting   88     107      122   \n",
       "740  672                 Skiddo  Grass       NaN   66      65       48   \n",
       "741  673                 Gogoat  Grass       NaN  123     100       62   \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",
       "48        75       65     30           1      False    320  \n",
       "..       ...      ...    ...         ...        ...    ...  \n",
       "718       48       45     38           6      False    313  \n",
       "719       56       58     57           6      False    405  \n",
       "720       74       75     64           6      False    530  \n",
       "740       62       57     52           6      False    350  \n",
       "741       97       81     68           6      False    531  \n",
       "\n",
       "[70 rows x 13 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Type 1'] == 'Grass']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "294c6308",
   "metadata": {},
   "source": [
    "###### Make sure you use '&' and not 'and' when filtering multiple conditions; Use ' | ' when you want to filter 'or'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a5243fa1",
   "metadata": {},
   "outputs": [
    {
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       "      <th>77</th>\n",
       "      <td>71</td>\n",
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       "      <td>80</td>\n",
       "      <td>105</td>\n",
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       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>490</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>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",
       "      <td>False</td>\n",
       "      <td>464</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
       "2      3               Venusaur  Grass  Poison   80      82       83      100   \n",
       "3      3  VenusaurMega Venusaur  Grass  Poison   80     100      123      122   \n",
       "50    45              Vileplume  Grass  Poison   75      80       85      110   \n",
       "77    71             Victreebel  Grass  Poison   80     105       65      100   \n",
       "652  591              Amoonguss  Grass  Poison  114      85       70       85   \n",
       "\n",
       "     Sp. Def  Speed  Generation  Legendary  Total  \n",
       "2        100     80           1      False    525  \n",
       "3        120     80           1      False    625  \n",
       "50        90     50           1      False    490  \n",
       "77        70     70           1      False    490  \n",
       "652       80     30           5      False    464  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#filtering with 'and' condition\n",
    "#df.loc[(df['Type 1'] == 'Grass') & (df['Type 2'] == 'Poison')]\n",
    "\n",
    "#filtering with 'or' condition\n",
    "new_df = df.loc[(df['Type 1'] == 'Grass') & (df['Type 2'] == 'Poison') & (df['HP'] > 70)]\n",
    "new_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfebeb37",
   "metadata": {},
   "source": [
    "###### reset index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b54083b6",
   "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",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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>1</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>2</th>\n",
       "      <td>45</td>\n",
       "      <td>Vileplume</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</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",
       "      <td>False</td>\n",
       "      <td>490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>71</td>\n",
       "      <td>Victreebel</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</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",
       "      <td>False</td>\n",
       "      <td>490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>591</td>\n",
       "      <td>Amoonguss</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</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",
       "      <td>False</td>\n",
       "      <td>464</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     #                   Name Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
       "0    3               Venusaur  Grass  Poison   80      82       83      100   \n",
       "1    3  VenusaurMega Venusaur  Grass  Poison   80     100      123      122   \n",
       "2   45              Vileplume  Grass  Poison   75      80       85      110   \n",
       "3   71             Victreebel  Grass  Poison   80     105       65      100   \n",
       "4  591              Amoonguss  Grass  Poison  114      85       70       85   \n",
       "\n",
       "   Sp. Def  Speed  Generation  Legendary  Total  \n",
       "0      100     80           1      False    525  \n",
       "1      120     80           1      False    625  \n",
       "2       90     50           1      False    490  \n",
       "3       70     70           1      False    490  \n",
       "4       80     30           5      False    464  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = new_df.reset_index(drop=True)\n",
    "new_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "596d60a7",
   "metadata": {},
   "source": [
    "### Strings & Pandas Exercise\n",
    "###### Filtering based on textual patterns i.e. Regex Filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "468ea4c4",
   "metadata": {
    "scrolled": true
   },
   "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",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <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>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>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",
       "      <td>634</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",
       "      <td>634</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>79</td>\n",
       "      <td>103</td>\n",
       "      <td>120</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>630</td>\n",
       "    </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>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",
       "      <td>False</td>\n",
       "      <td>495</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>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",
       "      <td>False</td>\n",
       "      <td>579</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>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",
       "      <td>False</td>\n",
       "      <td>590</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>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",
       "      <td>False</td>\n",
       "      <td>590</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>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",
       "      <td>False</td>\n",
       "      <td>600</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>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",
       "      <td>False</td>\n",
       "      <td>590</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>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",
       "      <td>False</td>\n",
       "      <td>600</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>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",
       "      <td>False</td>\n",
       "      <td>640</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>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",
       "      <td>False</td>\n",
       "      <td>615</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>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",
       "      <td>True</td>\n",
       "      <td>780</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>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",
       "      <td>True</td>\n",
       "      <td>780</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>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",
       "      <td>False</td>\n",
       "      <td>525</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>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",
       "      <td>False</td>\n",
       "      <td>610</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>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",
       "      <td>False</td>\n",
       "      <td>610</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>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",
       "      <td>False</td>\n",
       "      <td>600</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>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",
       "      <td>False</td>\n",
       "      <td>600</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>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",
       "      <td>False</td>\n",
       "      <td>600</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>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",
       "      <td>False</td>\n",
       "      <td>700</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>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",
       "      <td>False</td>\n",
       "      <td>630</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",
       "      <td>630</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>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",
       "      <td>False</td>\n",
       "      <td>635</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>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",
       "      <td>False</td>\n",
       "      <td>618</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>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",
       "      <td>False</td>\n",
       "      <td>480</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>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",
       "      <td>False</td>\n",
       "      <td>480</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>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",
       "      <td>False</td>\n",
       "      <td>630</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>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",
       "      <td>False</td>\n",
       "      <td>510</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>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",
       "      <td>False</td>\n",
       "      <td>575</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>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",
       "      <td>False</td>\n",
       "      <td>560</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",
       "      <td>560</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>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",
       "      <td>False</td>\n",
       "      <td>590</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>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",
       "      <td>False</td>\n",
       "      <td>555</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>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",
       "      <td>565</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>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",
       "      <td>False</td>\n",
       "      <td>580</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>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",
       "      <td>False</td>\n",
       "      <td>700</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>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",
       "      <td>False</td>\n",
       "      <td>700</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>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",
       "      <td>True</td>\n",
       "      <td>700</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>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",
       "      <td>True</td>\n",
       "      <td>700</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>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",
       "      <td>True</td>\n",
       "      <td>780</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>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",
       "      <td>False</td>\n",
       "      <td>580</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>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",
       "      <td>False</td>\n",
       "      <td>700</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>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",
       "      <td>False</td>\n",
       "      <td>625</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",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>594</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>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",
       "      <td>False</td>\n",
       "      <td>618</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>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",
       "      <td>False</td>\n",
       "      <td>545</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>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",
       "      <td>True</td>\n",
       "      <td>700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                       Name    Type 1    Type 2   HP  Attack  Defense  \\\n",
       "3      3      VenusaurMega Venusaur     Grass    Poison   80     100      123   \n",
       "7      6  CharizardMega Charizard X      Fire    Dragon   78     130      111   \n",
       "8      6  CharizardMega Charizard Y      Fire    Flying   78     104       78   \n",
       "12     9    BlastoiseMega Blastoise     Water       NaN   79     103      120   \n",
       "19    15      BeedrillMega Beedrill       Bug    Poison   65     150       40   \n",
       "23    18        PidgeotMega Pidgeot    Normal    Flying   83      80       80   \n",
       "71    65      AlakazamMega Alakazam   Psychic       NaN   55      50       65   \n",
       "87    80        SlowbroMega Slowbro     Water   Psychic   95      75      180   \n",
       "102   94          GengarMega Gengar     Ghost    Poison   60      65       80   \n",
       "124  115  KangaskhanMega Kangaskhan    Normal       NaN  105     125      100   \n",
       "137  127          PinsirMega Pinsir       Bug    Flying   65     155      120   \n",
       "141  130      GyaradosMega Gyarados     Water      Dark   95     155      109   \n",
       "154  142  AerodactylMega Aerodactyl      Rock    Flying   80     135       85   \n",
       "163  150        MewtwoMega Mewtwo X   Psychic  Fighting  106     190      100   \n",
       "164  150        MewtwoMega Mewtwo Y   Psychic       NaN  106     150       70   \n",
       "168  154                   Meganium     Grass       NaN   80      82      100   \n",
       "196  181      AmpharosMega Ampharos  Electric    Dragon   90      95      105   \n",
       "224  208        SteelixMega Steelix     Steel    Ground   75     125      230   \n",
       "229  212          ScizorMega Scizor       Bug     Steel   70     150      140   \n",
       "232  214    HeracrossMega Heracross       Bug  Fighting   80     185      115   \n",
       "248  229      HoundoomMega Houndoom      Dark      Fire   75      90       90   \n",
       "268  248    TyranitarMega Tyranitar      Rock      Dark  100     164      150   \n",
       "275  254      SceptileMega Sceptile     Grass    Dragon   70     110       75   \n",
       "279  257      BlazikenMega Blaziken      Fire  Fighting   80     160       80   \n",
       "283  260      SwampertMega Swampert     Water    Ground  100     150      110   \n",
       "306  282    GardevoirMega Gardevoir   Psychic     Fairy   68      85       65   \n",
       "327  302        SableyeMega Sableye      Dark     Ghost   50      85      125   \n",
       "329  303          MawileMega Mawile     Steel     Fairy   50     105      125   \n",
       "333  306          AggronMega Aggron     Steel       NaN   70     140      230   \n",
       "336  308      MedichamMega Medicham  Fighting   Psychic   60     100       85   \n",
       "339  310    ManectricMega Manectric  Electric       NaN   70      75       80   \n",
       "349  319      SharpedoMega Sharpedo     Water      Dark   70     140       70   \n",
       "354  323      CameruptMega Camerupt      Fire    Ground   70     120      100   \n",
       "366  334        AltariaMega Altaria    Dragon     Fairy   75     110      110   \n",
       "387  354        BanetteMega Banette     Ghost       NaN   64     165       75   \n",
       "393  359            AbsolMega Absol      Dark       NaN   65     150       60   \n",
       "397  362          GlalieMega Glalie       Ice       NaN   80     120       80   \n",
       "409  373    SalamenceMega Salamence    Dragon    Flying   95     145      130   \n",
       "413  376    MetagrossMega Metagross     Steel   Psychic   80     145      150   \n",
       "418  380          LatiasMega Latias    Dragon   Psychic   80     100      120   \n",
       "420  381          LatiosMega Latios    Dragon   Psychic   80     130      100   \n",
       "426  384      RayquazaMega Rayquaza    Dragon    Flying  105     180      100   \n",
       "476  428        LopunnyMega Lopunny    Normal  Fighting   65     136       94   \n",
       "494  445      GarchompMega Garchomp    Dragon    Ground  108     170      115   \n",
       "498  448        LucarioMega Lucario  Fighting     Steel   70     145       88   \n",
       "511  460    AbomasnowMega Abomasnow     Grass       Ice   90     132      105   \n",
       "527  475        GalladeMega Gallade   Psychic  Fighting   68     165       95   \n",
       "591  531          AudinoMega Audino    Normal     Fairy  103      60      126   \n",
       "796  719        DiancieMega Diancie      Rock     Fairy   50     160      110   \n",
       "\n",
       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
       "3        122      120     80           1      False    625  \n",
       "7        130       85    100           1      False    634  \n",
       "8        159      115    100           1      False    634  \n",
       "12       135      115     78           1      False    630  \n",
       "19        15       80    145           1      False    495  \n",
       "23       135       80    121           1      False    579  \n",
       "71       175       95    150           1      False    590  \n",
       "87       130       80     30           1      False    590  \n",
       "102      170       95    130           1      False    600  \n",
       "124       60      100    100           1      False    590  \n",
       "137       65       90    105           1      False    600  \n",
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       "224       55       95     30           2      False    610  \n",
       "229       65      100     75           2      False    600  \n",
       "232       40      105     75           2      False    600  \n",
       "248      140       90    115           2      False    600  \n",
       "268       95      120     71           2      False    700  \n",
       "275      145       85    145           3      False    630  \n",
       "279      130       80    100           3      False    630  \n",
       "283       95      110     70           3      False    635  \n",
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       "329       55       95     50           3      False    480  \n",
       "333       60       80     50           3      False    630  \n",
       "336       80       85    100           3      False    510  \n",
       "339      135       80    135           3      False    575  \n",
       "349      110       65    105           3      False    560  \n",
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       "366      110      105     80           3      False    590  \n",
       "387       93       83     75           3      False    555  \n",
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       "397      120       80    100           3      False    580  \n",
       "409      120       90    120           3      False    700  \n",
       "413      105      110    110           3      False    700  \n",
       "418      140      150    110           3       True    700  \n",
       "420      160      120    110           3       True    700  \n",
       "426      180      100    115           3       True    780  \n",
       "476       54       96    135           4      False    580  \n",
       "494      120       95     92           4      False    700  \n",
       "498      140       70    112           4      False    625  \n",
       "511      132      105     30           4      False    594  \n",
       "527       65      115    110           4      False    618  \n",
       "591       80      126     50           5      False    545  \n",
       "796      160      110    110           6       True    700  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#filters for all rows with 'Mega' in name\n",
    "df.loc[df['Name'].str.contains('Mega')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6b15b4d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>#</th>\n",
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       "      <th>0</th>\n",
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       "      <td>Bulbasaur</td>\n",
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       "      <td>39</td>\n",
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       "      <td>43</td>\n",
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       "      <td>50</td>\n",
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       "      <td>309</td>\n",
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       "      <th>5</th>\n",
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       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
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       "      <td>65</td>\n",
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       "      <td>405</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>718</td>\n",
       "      <td>Zygarde50% Forme</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>Ground</td>\n",
       "      <td>108</td>\n",
       "      <td>100</td>\n",
       "      <td>121</td>\n",
       "      <td>81</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "      <td>600</td>\n",
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       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>719</td>\n",
       "      <td>Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</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",
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       "      <td>True</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",
       "      <td>Ghost</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>60</td>\n",
       "      <td>150</td>\n",
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       "      <td>70</td>\n",
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       "      <td>Fire</td>\n",
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       "      <td>80</td>\n",
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       "      <td>120</td>\n",
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       "      <td>90</td>\n",
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      ],
      "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",
       "4      4           Charmander     Fire     NaN   39      52       43       60   \n",
       "5      5           Charmeleon     Fire     NaN   58      64       58       80   \n",
       "..   ...                  ...      ...     ...  ...     ...      ...      ...   \n",
       "794  718     Zygarde50% Forme   Dragon  Ground  108     100      121       81   \n",
       "795  719              Diancie     Rock   Fairy   50     100      150      100   \n",
       "797  720  HoopaHoopa Confined  Psychic   Ghost   80     110       60      150   \n",
       "798  720   HoopaHoopa Unbound  Psychic    Dark   80     160       60      170   \n",
       "799  721            Volcanion     Fire   Water   80     110      120      130   \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",
       "4         50     65           1      False    309  \n",
       "5         65     80           1      False    405  \n",
       "..       ...    ...         ...        ...    ...  \n",
       "794       95     95           6       True    600  \n",
       "795      150     50           6       True    600  \n",
       "797      130     70           6       True    600  \n",
       "798      130     80           6       True    680  \n",
       "799       90     70           6       True    600  \n",
       "\n",
       "[751 rows x 13 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#filters for all rows without 'Mega' in name, notice the '~'\n",
    "df.loc[~df['Name'].str.contains('Mega')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7269bf4",
   "metadata": {},
   "source": [
    "###### More Regex filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "82fd34fa",
   "metadata": {},
   "outputs": [
    {
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       "      <th>735</th>\n",
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       "      <td>62</td>\n",
       "      <td>50</td>\n",
       "      <td>58</td>\n",
       "      <td>73</td>\n",
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       "      <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",
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       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>507</td>\n",
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       "      <th>740</th>\n",
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       "      <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",
       "      <td>False</td>\n",
       "      <td>350</td>\n",
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       "      <td>True</td>\n",
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      ],
      "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",
       "735  667                 Litleo   Fire  Normal   62      50       58       73   \n",
       "736  668                 Pyroar   Fire  Normal   86      68       72      109   \n",
       "740  672                 Skiddo  Grass     NaN   66      65       48       62   \n",
       "741  673                 Gogoat  Grass     NaN  123     100       62       97   \n",
       "799  721              Volcanion   Fire   Water   80     110      120      130   \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  \n",
       "..       ...    ...         ...        ...    ...  \n",
       "735       54     72           6      False    369  \n",
       "736       66    106           6      False    507  \n",
       "740       57     52           6      False    350  \n",
       "741       81     68           6      False    531  \n",
       "799       90     70           6       True    600  \n",
       "\n",
       "[122 rows x 13 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import regular expressions using flags=re.I which ignore upper case or lowercase\n",
    "import re\n",
    "\n",
    "\n",
    "df.loc[df['Type 1'].str.contains('fire|grass',flags=re.I, regex = True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4b61177a",
   "metadata": {},
   "outputs": [],
   "source": [
    "####Searching for all names that starts with 'Pi'. Note the '^' used for matching start of the string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bffb1e3a",
   "metadata": {
    "scrolled": true
   },
   "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",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>16</td>\n",
       "      <td>Pidgey</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Flying</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>17</td>\n",
       "      <td>Pidgeotto</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Flying</td>\n",
       "      <td>63</td>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>71</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18</td>\n",
       "      <td>Pidgeot</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Flying</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",
       "      <td>False</td>\n",
       "      <td>479</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>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",
       "      <td>False</td>\n",
       "      <td>579</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>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",
       "      <td>False</td>\n",
       "      <td>320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>46</td>\n",
       "      <td>Paras</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Grass</td>\n",
       "      <td>35</td>\n",
       "      <td>70</td>\n",
       "      <td>55</td>\n",
       "      <td>45</td>\n",
       "      <td>55</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>47</td>\n",
       "      <td>Parasect</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Grass</td>\n",
       "      <td>60</td>\n",
       "      <td>95</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>80</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>53</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>115</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>54</td>\n",
       "      <td>Psyduck</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50</td>\n",
       "      <td>52</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>57</td>\n",
       "      <td>Primeape</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>105</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>70</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>60</td>\n",
       "      <td>Poliwag</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>61</td>\n",
       "      <td>Poliwhirl</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>62</td>\n",
       "      <td>Poliwrath</td>\n",
       "      <td>Water</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>70</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>510</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",
       "      <td>410</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>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",
       "      <td>False</td>\n",
       "      <td>500</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>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",
       "      <td>False</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>137</td>\n",
       "      <td>Porygon</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65</td>\n",
       "      <td>60</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>75</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>395</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>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",
       "      <td>False</td>\n",
       "      <td>205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>186</td>\n",
       "      <td>Politoed</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>500</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>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",
       "      <td>False</td>\n",
       "      <td>290</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>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",
       "      <td>False</td>\n",
       "      <td>450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>231</td>\n",
       "      <td>Phanpy</td>\n",
       "      <td>Ground</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>233</td>\n",
       "      <td>Porygon2</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>105</td>\n",
       "      <td>95</td>\n",
       "      <td>60</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>247</td>\n",
       "      <td>Pupitar</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Ground</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>70</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>261</td>\n",
       "      <td>Poochyena</td>\n",
       "      <td>Dark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>279</td>\n",
       "      <td>Pelipper</td>\n",
       "      <td>Water</td>\n",
       "      <td>Flying</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>65</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>311</td>\n",
       "      <td>Plusle</td>\n",
       "      <td>Electric</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>85</td>\n",
       "      <td>75</td>\n",
       "      <td>95</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>405</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>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",
       "      <td>False</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>394</td>\n",
       "      <td>Prinplup</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64</td>\n",
       "      <td>66</td>\n",
       "      <td>68</td>\n",
       "      <td>81</td>\n",
       "      <td>76</td>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>417</td>\n",
       "      <td>Pachirisu</td>\n",
       "      <td>Electric</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>70</td>\n",
       "      <td>45</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>432</td>\n",
       "      <td>Purugly</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71</td>\n",
       "      <td>82</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>112</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>474</td>\n",
       "      <td>Porygon-Z</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "      <td>135</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>476</td>\n",
       "      <td>Probopass</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Steel</td>\n",
       "      <td>60</td>\n",
       "      <td>55</td>\n",
       "      <td>145</td>\n",
       "      <td>75</td>\n",
       "      <td>150</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>484</td>\n",
       "      <td>Palkia</td>\n",
       "      <td>Water</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>90</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "      <td>680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>489</td>\n",
       "      <td>Phione</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>480</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",
       "      <td>418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>504</td>\n",
       "      <td>Patrat</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "      <td>55</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>42</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>509</td>\n",
       "      <td>Purrloin</td>\n",
       "      <td>Dark</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>50</td>\n",
       "      <td>37</td>\n",
       "      <td>50</td>\n",
       "      <td>37</td>\n",
       "      <td>66</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>511</td>\n",
       "      <td>Pansage</td>\n",
       "      <td>Grass</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",
       "      <td>316</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",
       "      <td>316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>515</td>\n",
       "      <td>Panpour</td>\n",
       "      <td>Water</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",
       "      <td>316</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>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",
       "      <td>False</td>\n",
       "      <td>264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>536</td>\n",
       "      <td>Palpitoad</td>\n",
       "      <td>Water</td>\n",
       "      <td>Ground</td>\n",
       "      <td>75</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>69</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>548</td>\n",
       "      <td>Petilil</td>\n",
       "      <td>Grass</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "      <td>35</td>\n",
       "      <td>50</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>624</td>\n",
       "      <td>Pawniard</td>\n",
       "      <td>Dark</td>\n",
       "      <td>Steel</td>\n",
       "      <td>45</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>60</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>340</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",
       "      <td>507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>674</td>\n",
       "      <td>Pancham</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67</td>\n",
       "      <td>82</td>\n",
       "      <td>62</td>\n",
       "      <td>46</td>\n",
       "      <td>48</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>675</td>\n",
       "      <td>Pangoro</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>Dark</td>\n",
       "      <td>95</td>\n",
       "      <td>124</td>\n",
       "      <td>78</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>58</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>708</td>\n",
       "      <td>Phantump</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>Grass</td>\n",
       "      <td>43</td>\n",
       "      <td>70</td>\n",
       "      <td>48</td>\n",
       "      <td>50</td>\n",
       "      <td>60</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>710</td>\n",
       "      <td>PumpkabooAverage Size</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>Grass</td>\n",
       "      <td>49</td>\n",
       "      <td>66</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>55</td>\n",
       "      <td>51</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>710</td>\n",
       "      <td>PumpkabooSmall Size</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>Grass</td>\n",
       "      <td>44</td>\n",
       "      <td>66</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>710</td>\n",
       "      <td>PumpkabooLarge Size</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>Grass</td>\n",
       "      <td>54</td>\n",
       "      <td>66</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>55</td>\n",
       "      <td>46</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>710</td>\n",
       "      <td>PumpkabooSuper Size</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>Grass</td>\n",
       "      <td>59</td>\n",
       "      <td>66</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>55</td>\n",
       "      <td>41</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>335</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name    Type 1    Type 2   HP  Attack  Defense  \\\n",
       "20    16                 Pidgey    Normal    Flying   40      45       40   \n",
       "21    17              Pidgeotto    Normal    Flying   63      60       55   \n",
       "22    18                Pidgeot    Normal    Flying   83      80       75   \n",
       "23    18    PidgeotMega Pidgeot    Normal    Flying   83      80       80   \n",
       "30    25                Pikachu  Electric       NaN   35      55       40   \n",
       "51    46                  Paras       Bug     Grass   35      70       55   \n",
       "52    47               Parasect       Bug     Grass   60      95       80   \n",
       "58    53                Persian    Normal       NaN   65      70       60   \n",
       "59    54                Psyduck     Water       NaN   50      52       48   \n",
       "62    57               Primeape  Fighting       NaN   65     105       60   \n",
       "65    60                Poliwag     Water       NaN   40      50       40   \n",
       "66    61              Poliwhirl     Water       NaN   65      65       65   \n",
       "67    62              Poliwrath     Water  Fighting   90      95       95   \n",
       "83    77                 Ponyta      Fire       NaN   50      85       55   \n",
       "136  127                 Pinsir       Bug       NaN   65     125      100   \n",
       "137  127      PinsirMega Pinsir       Bug    Flying   65     155      120   \n",
       "148  137                Porygon    Normal       NaN   65      60       70   \n",
       "186  172                  Pichu  Electric       NaN   20      40       15   \n",
       "201  186               Politoed     Water       NaN   90      75       75   \n",
       "219  204                 Pineco       Bug       NaN   50      65       90   \n",
       "239  221              Piloswine       Ice    Ground  100     100       80   \n",
       "250  231                 Phanpy    Ground       NaN   90      60       60   \n",
       "252  233               Porygon2    Normal       NaN   85      80       90   \n",
       "266  247                Pupitar      Rock    Ground   70      84       70   \n",
       "284  261              Poochyena      Dark       NaN   35      55       35   \n",
       "302  279               Pelipper     Water    Flying   60      50      100   \n",
       "340  311                 Plusle  Electric       NaN   60      50       40   \n",
       "438  393                 Piplup     Water       NaN   53      51       53   \n",
       "439  394               Prinplup     Water       NaN   64      66       68   \n",
       "464  417              Pachirisu  Electric       NaN   60      45       70   \n",
       "480  432                Purugly    Normal       NaN   71      82       64   \n",
       "525  474              Porygon-Z    Normal       NaN   85      80       70   \n",
       "528  476              Probopass      Rock     Steel   60      55      145   \n",
       "541  484                 Palkia     Water    Dragon   90     120      100   \n",
       "547  489                 Phione     Water       NaN   80      80       80   \n",
       "558  499                Pignite      Fire  Fighting   90      93       55   \n",
       "563  504                 Patrat    Normal       NaN   45      55       39   \n",
       "568  509               Purrloin      Dark       NaN   41      50       37   \n",
       "570  511                Pansage     Grass       NaN   50      53       48   \n",
       "572  513                Pansear      Fire       NaN   50      53       48   \n",
       "574  515                Panpour     Water       NaN   50      53       48   \n",
       "578  519                 Pidove    Normal    Flying   50      55       50   \n",
       "596  536              Palpitoad     Water    Ground   75      65       55   \n",
       "608  548                Petilil     Grass       NaN   45      35       50   \n",
       "685  624               Pawniard      Dark     Steel   45      85       70   \n",
       "736  668                 Pyroar      Fire    Normal   86      68       72   \n",
       "742  674                Pancham  Fighting       NaN   67      82       62   \n",
       "743  675                Pangoro  Fighting      Dark   95     124       78   \n",
       "778  708               Phantump     Ghost     Grass   43      70       48   \n",
       "780  710  PumpkabooAverage Size     Ghost     Grass   49      66       70   \n",
       "781  710    PumpkabooSmall Size     Ghost     Grass   44      66       70   \n",
       "782  710    PumpkabooLarge Size     Ghost     Grass   54      66       70   \n",
       "783  710    PumpkabooSuper Size     Ghost     Grass   59      66       70   \n",
       "\n",
       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
       "20        35       35     56           1      False    251  \n",
       "21        50       50     71           1      False    349  \n",
       "22        70       70    101           1      False    479  \n",
       "23       135       80    121           1      False    579  \n",
       "30        50       50     90           1      False    320  \n",
       "51        45       55     25           1      False    285  \n",
       "52        60       80     30           1      False    405  \n",
       "58        65       65    115           1      False    440  \n",
       "59        65       50     55           1      False    320  \n",
       "62        60       70     95           1      False    455  \n",
       "65        40       40     90           1      False    300  \n",
       "66        50       50     90           1      False    385  \n",
       "67        70       90     70           1      False    510  \n",
       "83        65       65     90           1      False    410  \n",
       "136       55       70     85           1      False    500  \n",
       "137       65       90    105           1      False    600  \n",
       "148       85       75     40           1      False    395  \n",
       "186       35       35     60           2      False    205  \n",
       "201       90      100     70           2      False    500  \n",
       "219       35       35     15           2      False    290  \n",
       "239       60       60     50           2      False    450  \n",
       "250       40       40     40           2      False    330  \n",
       "252      105       95     60           2      False    515  \n",
       "266       65       70     51           2      False    410  \n",
       "284       30       30     35           3      False    220  \n",
       "302       85       70     65           3      False    430  \n",
       "340       85       75     95           3      False    405  \n",
       "438       61       56     40           4      False    314  \n",
       "439       81       76     50           4      False    405  \n",
       "464       45       90     95           4      False    405  \n",
       "480       64       59    112           4      False    452  \n",
       "525      135       75     90           4      False    535  \n",
       "528       75      150     40           4      False    525  \n",
       "541      150      120    100           4       True    680  \n",
       "547       80       80     80           4      False    480  \n",
       "558       70       55     55           5      False    418  \n",
       "563       35       39     42           5      False    255  \n",
       "568       50       37     66           5      False    281  \n",
       "570       53       48     64           5      False    316  \n",
       "572       53       48     64           5      False    316  \n",
       "574       53       48     64           5      False    316  \n",
       "578       36       30     43           5      False    264  \n",
       "596       65       55     69           5      False    384  \n",
       "608       70       50     30           5      False    280  \n",
       "685       40       40     60           5      False    340  \n",
       "736      109       66    106           6      False    507  \n",
       "742       46       48     43           6      False    348  \n",
       "743       69       71     58           6      False    495  \n",
       "778       50       60     38           6      False    309  \n",
       "780       44       55     51           6      False    335  \n",
       "781       44       55     56           6      False    335  \n",
       "782       44       55     46           6      False    335  \n",
       "783       44       55     41           6      False    335  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df['Name'].str.contains('^pi*',flags=re.I, regex = True)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d33dba0f",
   "metadata": {},
   "source": [
    "###### Conditional Changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cbbb7443",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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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",
       "      <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>Flamer</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",
       "    <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>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",
       "      <td>True</td>\n",
       "      <td>600</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>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",
       "      <td>True</td>\n",
       "      <td>700</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>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",
       "      <td>True</td>\n",
       "      <td>600</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>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",
       "      <td>True</td>\n",
       "      <td>680</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>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",
       "      <td>600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<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   Flamer     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   Flamer   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": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#changing all of the 'Fire' in Type1 to 'Flamer'\n",
    "\n",
    "df.loc[df['Type 1'] == 'Fire', 'Type 1'] = 'Flamer'\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fd18818",
   "metadata": {},
   "source": [
    "###### Making changes to elements within a data frame after filtering\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2087978d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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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",
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       "  <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",
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       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
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       "    <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>Test 1</td>\n",
       "      <td>Test 2</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>Test 1</td>\n",
       "      <td>Test 2</td>\n",
       "      <td>625</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>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",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <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>50</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>50</td>\n",
       "      <td>Test 1</td>\n",
       "      <td>Test 2</td>\n",
       "      <td>600</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>50</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>Test 1</td>\n",
       "      <td>Test 2</td>\n",
       "      <td>700</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>80</td>\n",
       "      <td>110</td>\n",
       "      <td>60</td>\n",
       "      <td>150</td>\n",
       "      <td>130</td>\n",
       "      <td>70</td>\n",
       "      <td>Test 1</td>\n",
       "      <td>Test 2</td>\n",
       "      <td>600</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>80</td>\n",
       "      <td>160</td>\n",
       "      <td>60</td>\n",
       "      <td>170</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>Test 1</td>\n",
       "      <td>Test 2</td>\n",
       "      <td>680</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>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>Test 1</td>\n",
       "      <td>Test 2</td>\n",
       "      <td>600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<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   Flamer     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   Flamer   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     Test 1    Test 2    525  \n",
       "3        122      120     80     Test 1    Test 2    625  \n",
       "4         60       50     65          1     False    309  \n",
       "..       ...      ...    ...        ...       ...    ...  \n",
       "795      100      150     50     Test 1    Test 2    600  \n",
       "796      160      110    110     Test 1    Test 2    700  \n",
       "797      150      130     70     Test 1    Test 2    600  \n",
       "798      170      130     80     Test 1    Test 2    680  \n",
       "799      130       90     70     Test 1    Test 2    600  \n",
       "\n",
       "[800 rows x 13 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#modifying multiple conditions at the same time\n",
    "#i.e. updated the values in 'Generation' & 'legendary' to ['Test 1', 'Test 2']\n",
    "\n",
    "df.loc[df['Total'] > 500, ['Generation', 'Legendary']] = ['Test 1', 'Test 2']\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f021d43e",
   "metadata": {},
   "source": [
    "###### Agregation With Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "03af712b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
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       "    </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>Steel</th>\n",
       "      <td>442.851852</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",
       "      <td>0.148148</td>\n",
       "      <td>487.703704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rock</th>\n",
       "      <td>392.727273</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",
       "      <td>0.090909</td>\n",
       "      <td>453.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>474.375000</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",
       "      <td>0.375000</td>\n",
       "      <td>550.531250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ground</th>\n",
       "      <td>356.281250</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",
       "      <td>0.125000</td>\n",
       "      <td>437.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ghost</th>\n",
       "      <td>486.500000</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",
       "      <td>0.062500</td>\n",
       "      <td>439.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water</th>\n",
       "      <td>303.089286</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",
       "      <td>0.035714</td>\n",
       "      <td>430.455357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ice</th>\n",
       "      <td>423.541667</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",
       "      <td>0.083333</td>\n",
       "      <td>433.458333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grass</th>\n",
       "      <td>344.871429</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",
       "      <td>0.042857</td>\n",
       "      <td>421.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>334.492754</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",
       "      <td>0.000000</td>\n",
       "      <td>378.927536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>461.354839</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",
       "      <td>0.064516</td>\n",
       "      <td>445.741935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poison</th>\n",
       "      <td>251.785714</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",
       "      <td>0.000000</td>\n",
       "      <td>399.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>327.403846</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",
       "      <td>0.096154</td>\n",
       "      <td>458.076923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psychic</th>\n",
       "      <td>380.807018</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",
       "      <td>0.245614</td>\n",
       "      <td>475.947368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>363.500000</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",
       "      <td>0.090909</td>\n",
       "      <td>443.409091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flying</th>\n",
       "      <td>677.750000</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",
       "      <td>0.500000</td>\n",
       "      <td>485.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fighting</th>\n",
       "      <td>363.851852</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",
       "      <td>0.000000</td>\n",
       "      <td>416.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>449.529412</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",
       "      <td>0.058824</td>\n",
       "      <td>413.176471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Normal</th>\n",
       "      <td>319.173469</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",
       "      <td>0.020408</td>\n",
       "      <td>401.683673</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   #         HP      Attack     Defense    Sp. Atk    Sp. Def  \\\n",
       "Type 1                                                                          \n",
       "Steel     442.851852  65.222222   92.703704  126.370370  67.518519  80.629630   \n",
       "Rock      392.727273  65.363636   92.863636  100.795455  63.340909  75.477273   \n",
       "Dragon    474.375000  83.312500  112.125000   86.375000  96.843750  88.843750   \n",
       "Ground    356.281250  73.781250   95.750000   84.843750  56.468750  62.750000   \n",
       "Ghost     486.500000  64.437500   73.781250   81.187500  79.343750  76.468750   \n",
       "Water     303.089286  72.062500   74.151786   72.946429  74.812500  70.517857   \n",
       "Ice       423.541667  72.000000   72.750000   71.416667  77.541667  76.291667   \n",
       "Grass     344.871429  67.271429   73.214286   70.800000  77.500000  70.428571   \n",
       "Bug       334.492754  56.884058   70.971014   70.724638  53.869565  64.797101   \n",
       "Dark      461.354839  66.806452   88.387097   70.225806  74.645161  69.516129   \n",
       "Poison    251.785714  67.250000   74.678571   68.821429  60.428571  64.392857   \n",
       "Fire      327.403846  69.903846   84.769231   67.769231  88.980769  72.211538   \n",
       "Psychic   380.807018  70.631579   71.456140   67.684211  98.403509  86.280702   \n",
       "Electric  363.500000  59.795455   69.090909   66.295455  90.022727  73.704545   \n",
       "Flying    677.750000  70.750000   78.750000   66.250000  94.250000  72.500000   \n",
       "Fighting  363.851852  69.851852   96.777778   65.925926  53.111111  64.703704   \n",
       "Fairy     449.529412  74.117647   61.529412   65.705882  78.529412  84.705882   \n",
       "Normal    319.173469  77.275510   73.469388   59.846939  55.816327  63.724490   \n",
       "\n",
       "               Speed  Generation  Legendary       Total  \n",
       "Type 1                                                   \n",
       "Steel      55.259259    3.851852   0.148148  487.703704  \n",
       "Rock       55.909091    3.454545   0.090909  453.750000  \n",
       "Dragon     83.031250    3.875000   0.375000  550.531250  \n",
       "Ground     63.906250    3.156250   0.125000  437.500000  \n",
       "Ghost      64.343750    4.187500   0.062500  439.562500  \n",
       "Water      65.964286    2.857143   0.035714  430.455357  \n",
       "Ice        63.458333    3.541667   0.083333  433.458333  \n",
       "Grass      61.928571    3.357143   0.042857  421.142857  \n",
       "Bug        61.681159    3.217391   0.000000  378.927536  \n",
       "Dark       76.161290    4.032258   0.064516  445.741935  \n",
       "Poison     63.571429    2.535714   0.000000  399.142857  \n",
       "Fire       74.442308    3.211538   0.096154  458.076923  \n",
       "Psychic    81.491228    3.385965   0.245614  475.947368  \n",
       "Electric   84.500000    3.272727   0.090909  443.409091  \n",
       "Flying    102.500000    5.500000   0.500000  485.000000  \n",
       "Fighting   66.074074    3.370370   0.000000  416.444444  \n",
       "Fairy      48.588235    4.117647   0.058824  413.176471  \n",
       "Normal     71.551020    3.051020   0.020408  401.683673  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('modified.csv', delimiter = '\\t')\n",
    "\n",
    "df.groupby(['Type 1']).mean()\n",
    "\n",
    "#sorting the aggregation\n",
    "\n",
    "df.groupby(['Type 1']).mean().sort_values('Defense', ascending = False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ecaeee5",
   "metadata": {},
   "source": [
    "#### Working With Large Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c1644ee6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chunk DF\n",
      "   #                   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  \n",
      "Chunk DF\n",
      "   #                       Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "5  5                 Charmeleon   Fire     NaN  58      64       58       80   \n",
      "6  6                  Charizard   Fire  Flying  78      84       78      109   \n",
      "7  6  CharizardMega Charizard X   Fire  Dragon  78     130      111      130   \n",
      "8  6  CharizardMega Charizard Y   Fire  Flying  78     104       78      159   \n",
      "9  7                   Squirtle  Water     NaN  44      48       65       50   \n",
      "\n",
      "   Sp. Def  Speed  Generation  Legendary  Total  \n",
      "5       65     80           1      False    405  \n",
      "6       85    100           1      False    534  \n",
      "7       85    100           1      False    634  \n",
      "8      115    100           1      False    634  \n",
      "9       64     43           1      False    314  \n",
      "Chunk DF\n",
      "     #                     Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "10   8                Wartortle  Water     NaN  59      63       80       65   \n",
      "11   9                Blastoise  Water     NaN  79      83      100       85   \n",
      "12   9  BlastoiseMega Blastoise  Water     NaN  79     103      120      135   \n",
      "13  10                 Caterpie    Bug     NaN  45      30       35       20   \n",
      "14  11                  Metapod    Bug     NaN  50      20       55       25   \n",
      "\n",
      "    Sp. Def  Speed  Generation  Legendary  Total  \n",
      "10       80     58           1      False    405  \n",
      "11      105     78           1      False    530  \n",
      "12      115     78           1      False    630  \n",
      "13       20     45           1      False    195  \n",
      "14       25     30           1      False    205  \n",
      "Chunk DF\n",
      "     #                   Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "15  12             Butterfree    Bug  Flying  60      45       50       90   \n",
      "16  13                 Weedle    Bug  Poison  40      35       30       20   \n",
      "17  14                 Kakuna    Bug  Poison  45      25       50       25   \n",
      "18  15               Beedrill    Bug  Poison  65      90       40       45   \n",
      "19  15  BeedrillMega Beedrill    Bug  Poison  65     150       40       15   \n",
      "\n",
      "    Sp. Def  Speed  Generation  Legendary  Total  \n",
      "15       80     70           1      False    395  \n",
      "16       20     50           1      False    195  \n",
      "17       25     35           1      False    205  \n",
      "18       80     75           1      False    395  \n",
      "19       80    145           1      False    495  \n",
      "Chunk DF\n",
      "     #                 Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "20  16               Pidgey  Normal  Flying  40      45       40       35   \n",
      "21  17            Pidgeotto  Normal  Flying  63      60       55       50   \n",
      "22  18              Pidgeot  Normal  Flying  83      80       75       70   \n",
      "23  18  PidgeotMega Pidgeot  Normal  Flying  83      80       80      135   \n",
      "24  19              Rattata  Normal     NaN  30      56       35       25   \n",
      "\n",
      "    Sp. Def  Speed  Generation  Legendary  Total  \n",
      "20       35     56           1      False    251  \n",
      "21       50     71           1      False    349  \n",
      "22       70    101           1      False    479  \n",
      "23       80    121           1      False    579  \n",
      "24       35     72           1      False    253  \n",
      "Chunk DF\n",
      "     #      Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "25  20  Raticate  Normal     NaN  55      81       60       50       70   \n",
      "26  21   Spearow  Normal  Flying  40      60       30       31       31   \n",
      "27  22    Fearow  Normal  Flying  65      90       65       61       61   \n",
      "28  23     Ekans  Poison     NaN  35      60       44       40       54   \n",
      "29  24     Arbok  Poison     NaN  60      85       69       65       79   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "25     97           1      False    413  \n",
      "26     70           1      False    262  \n",
      "27    100           1      False    442  \n",
      "28     55           1      False    288  \n",
      "29     80           1      False    438  \n",
      "Chunk DF\n",
      "     #              Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "30  25           Pikachu  Electric     NaN  35      55       40       50   \n",
      "31  26            Raichu  Electric     NaN  60      90       55       90   \n",
      "32  27         Sandshrew    Ground     NaN  50      75       85       20   \n",
      "33  28         Sandslash    Ground     NaN  75     100      110       45   \n",
      "34  29  Nidoran (Female)    Poison     NaN  55      47       52       40   \n",
      "\n",
      "    Sp. Def  Speed  Generation  Legendary  Total  \n",
      "30       50     90           1      False    320  \n",
      "31       80    110           1      False    485  \n",
      "32       30     40           1      False    300  \n",
      "33       55     65           1      False    450  \n",
      "34       40     41           1      False    275  \n",
      "Chunk DF\n",
      "     #            Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "35  30        Nidorina  Poison     NaN  70      62       67       55       55   \n",
      "36  31       Nidoqueen  Poison  Ground  90      92       87       75       85   \n",
      "37  32  Nidoran (Male)  Poison     NaN  46      57       40       40       40   \n",
      "38  33        Nidorino  Poison     NaN  61      72       57       55       55   \n",
      "39  34        Nidoking  Poison  Ground  81     102       77       85       75   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "35     56           1      False    365  \n",
      "36     76           1      False    505  \n",
      "37     50           1      False    273  \n",
      "38     65           1      False    365  \n",
      "39     85           1      False    505  \n",
      "Chunk DF\n",
      "     #        Name  Type 1 Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "40  35    Clefairy   Fairy    NaN   70      45       48       60       65   \n",
      "41  36    Clefable   Fairy    NaN   95      70       73       95       90   \n",
      "42  37      Vulpix    Fire    NaN   38      41       40       50       65   \n",
      "43  38   Ninetales    Fire    NaN   73      76       75       81      100   \n",
      "44  39  Jigglypuff  Normal  Fairy  115      45       20       45       25   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "40     35           1      False    323  \n",
      "41     60           1      False    483  \n",
      "42     65           1      False    299  \n",
      "43    100           1      False    505  \n",
      "44     20           1      False    270  \n",
      "Chunk DF\n",
      "     #        Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "45  40  Wigglytuff  Normal   Fairy  140      70       45       85       50   \n",
      "46  41       Zubat  Poison  Flying   40      45       35       30       40   \n",
      "47  42      Golbat  Poison  Flying   75      80       70       65       75   \n",
      "48  43      Oddish   Grass  Poison   45      50       55       75       65   \n",
      "49  44       Gloom   Grass  Poison   60      65       70       85       75   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "45     45           1      False    435  \n",
      "46     55           1      False    245  \n",
      "47     90           1      False    455  \n",
      "48     30           1      False    320  \n",
      "49     40           1      False    395  \n",
      "Chunk DF\n",
      "     #       Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "50  45  Vileplume  Grass  Poison  75      80       85      110       90   \n",
      "51  46      Paras    Bug   Grass  35      70       55       45       55   \n",
      "52  47   Parasect    Bug   Grass  60      95       80       60       80   \n",
      "53  48    Venonat    Bug  Poison  60      55       50       40       55   \n",
      "54  49   Venomoth    Bug  Poison  70      65       60       90       75   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "50     50           1      False    490  \n",
      "51     25           1      False    285  \n",
      "52     30           1      False    405  \n",
      "53     45           1      False    305  \n",
      "54     90           1      False    450  \n",
      "Chunk DF\n",
      "     #     Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  Speed  \\\n",
      "55  50  Diglett  Ground     NaN  10      55       25       35       45     95   \n",
      "56  51  Dugtrio  Ground     NaN  35      80       50       50       70    120   \n",
      "57  52   Meowth  Normal     NaN  40      45       35       40       40     90   \n",
      "58  53  Persian  Normal     NaN  65      70       60       65       65    115   \n",
      "59  54  Psyduck   Water     NaN  50      52       48       65       50     55   \n",
      "\n",
      "    Generation  Legendary  Total  \n",
      "55           1      False    265  \n",
      "56           1      False    405  \n",
      "57           1      False    290  \n",
      "58           1      False    440  \n",
      "59           1      False    320  \n",
      "Chunk DF\n",
      "     #       Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "60  55    Golduck     Water     NaN  80      82       78       95       80   \n",
      "61  56     Mankey  Fighting     NaN  40      80       35       35       45   \n",
      "62  57   Primeape  Fighting     NaN  65     105       60       60       70   \n",
      "63  58  Growlithe      Fire     NaN  55      70       45       70       50   \n",
      "64  59   Arcanine      Fire     NaN  90     110       80      100       80   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "60     85           1      False    500  \n",
      "61     70           1      False    305  \n",
      "62     95           1      False    455  \n",
      "63     60           1      False    350  \n",
      "64     95           1      False    555  \n",
      "Chunk DF\n",
      "     #       Name   Type 1    Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "65  60    Poliwag    Water       NaN  40      50       40       40       40   \n",
      "66  61  Poliwhirl    Water       NaN  65      65       65       50       50   \n",
      "67  62  Poliwrath    Water  Fighting  90      95       95       70       90   \n",
      "68  63       Abra  Psychic       NaN  25      20       15      105       55   \n",
      "69  64    Kadabra  Psychic       NaN  40      35       30      120       70   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "65     90           1      False    300  \n",
      "66     90           1      False    385  \n",
      "67     70           1      False    510  \n",
      "68     90           1      False    310  \n",
      "69    105           1      False    400  \n",
      "Chunk DF\n",
      "     #                   Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "70  65               Alakazam   Psychic     NaN  55      50       45      135   \n",
      "71  65  AlakazamMega Alakazam   Psychic     NaN  55      50       65      175   \n",
      "72  66                 Machop  Fighting     NaN  70      80       50       35   \n",
      "73  67                Machoke  Fighting     NaN  80     100       70       50   \n",
      "74  68                Machamp  Fighting     NaN  90     130       80       65   \n",
      "\n",
      "    Sp. Def  Speed  Generation  Legendary  Total  \n",
      "70       95    120           1      False    500  \n",
      "71       95    150           1      False    590  \n",
      "72       35     35           1      False    305  \n",
      "73       60     45           1      False    405  \n",
      "74       85     55           1      False    505  \n",
      "Chunk DF\n",
      "     #        Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "75  69  Bellsprout  Grass  Poison  50      75       35       70       30   \n",
      "76  70  Weepinbell  Grass  Poison  65      90       50       85       45   \n",
      "77  71  Victreebel  Grass  Poison  80     105       65      100       70   \n",
      "78  72   Tentacool  Water  Poison  40      40       35       50      100   \n",
      "79  73  Tentacruel  Water  Poison  80      70       65       80      120   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "75     40           1      False    300  \n",
      "76     55           1      False    390  \n",
      "77     70           1      False    490  \n",
      "78     70           1      False    335  \n",
      "79    100           1      False    515  \n",
      "Chunk DF\n",
      "     #      Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  Speed  \\\n",
      "80  74   Geodude   Rock  Ground  40      80      100       30       30     20   \n",
      "81  75  Graveler   Rock  Ground  55      95      115       45       45     35   \n",
      "82  76     Golem   Rock  Ground  80     120      130       55       65     45   \n",
      "83  77    Ponyta   Fire     NaN  50      85       55       65       65     90   \n",
      "84  78  Rapidash   Fire     NaN  65     100       70       80       80    105   \n",
      "\n",
      "    Generation  Legendary  Total  \n",
      "80           1      False    300  \n",
      "81           1      False    390  \n",
      "82           1      False    495  \n",
      "83           1      False    410  \n",
      "84           1      False    500  \n",
      "Chunk DF\n",
      "     #                 Name    Type 1   Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "85  79             Slowpoke     Water  Psychic  90      65       65       40   \n",
      "86  80              Slowbro     Water  Psychic  95      75      110      100   \n",
      "87  80  SlowbroMega Slowbro     Water  Psychic  95      75      180      130   \n",
      "88  81            Magnemite  Electric    Steel  25      35       70       95   \n",
      "89  82             Magneton  Electric    Steel  50      60       95      120   \n",
      "\n",
      "    Sp. Def  Speed  Generation  Legendary  Total  \n",
      "85       40     15           1      False    315  \n",
      "86       80     30           1      False    490  \n",
      "87       80     30           1      False    590  \n",
      "88       55     45           1      False    325  \n",
      "89       70     70           1      False    465  \n",
      "Chunk DF\n",
      "     #        Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "90  83  Farfetch'd  Normal  Flying  52      65       55       58       62   \n",
      "91  84       Doduo  Normal  Flying  35      85       45       35       35   \n",
      "92  85      Dodrio  Normal  Flying  60     110       70       60       60   \n",
      "93  86        Seel   Water     NaN  65      45       55       45       70   \n",
      "94  87     Dewgong   Water     Ice  90      70       80       70       95   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "90     60           1      False    352  \n",
      "91     75           1      False    310  \n",
      "92    100           1      False    460  \n",
      "93     45           1      False    325  \n",
      "94     70           1      False    475  \n",
      "Chunk DF\n",
      "     #      Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "95  88    Grimer  Poison     NaN   80      80       50       40       50   \n",
      "96  89       Muk  Poison     NaN  105     105       75       65      100   \n",
      "97  90  Shellder   Water     NaN   30      65      100       45       25   \n",
      "98  91  Cloyster   Water     Ice   50      95      180       85       45   \n",
      "99  92    Gastly   Ghost  Poison   30      35       30      100       35   \n",
      "\n",
      "    Speed  Generation  Legendary  Total  \n",
      "95     25           1      False    325  \n",
      "96     50           1      False    500  \n",
      "97     40           1      False    305  \n",
      "98     70           1      False    525  \n",
      "99     80           1      False    310  \n",
      "Chunk DF\n",
      "      #               Name   Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "100  93            Haunter    Ghost  Poison  45      50       45      115   \n",
      "101  94             Gengar    Ghost  Poison  60      65       60      130   \n",
      "102  94  GengarMega Gengar    Ghost  Poison  60      65       80      170   \n",
      "103  95               Onix     Rock  Ground  35      45      160       30   \n",
      "104  96            Drowzee  Psychic     NaN  60      48       45       43   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "100       55     95           1      False    405  \n",
      "101       75    110           1      False    500  \n",
      "102       95    130           1      False    600  \n",
      "103       45     70           1      False    385  \n",
      "104       90     42           1      False    328  \n",
      "Chunk DF\n",
      "       #       Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "105   97      Hypno   Psychic     NaN  85      73       70       73      115   \n",
      "106   98     Krabby     Water     NaN  30     105       90       25       25   \n",
      "107   99    Kingler     Water     NaN  55     130      115       50       50   \n",
      "108  100    Voltorb  Electric     NaN  40      30       50       55       55   \n",
      "109  101  Electrode  Electric     NaN  60      50       70       80       80   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "105     67           1      False    483  \n",
      "106     50           1      False    325  \n",
      "107     75           1      False    475  \n",
      "108    100           1      False    330  \n",
      "109    140           1      False    480  \n",
      "Chunk DF\n",
      "       #       Name    Type 1   Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "110  102  Exeggcute     Grass  Psychic  60      40       80       60       45   \n",
      "111  103  Exeggutor     Grass  Psychic  95      95       85      125       65   \n",
      "112  104     Cubone    Ground      NaN  50      50       95       40       50   \n",
      "113  105    Marowak    Ground      NaN  60      80      110       50       80   \n",
      "114  106  Hitmonlee  Fighting      NaN  50     120       53       35      110   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "110     40           1      False    325  \n",
      "111     55           1      False    520  \n",
      "112     35           1      False    320  \n",
      "113     45           1      False    425  \n",
      "114     87           1      False    455  \n",
      "Chunk DF\n",
      "       #        Name    Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "115  107  Hitmonchan  Fighting    NaN  50     105       79       35      110   \n",
      "116  108   Lickitung    Normal    NaN  90      55       75       60       75   \n",
      "117  109     Koffing    Poison    NaN  40      65       95       60       45   \n",
      "118  110     Weezing    Poison    NaN  65      90      120       85       70   \n",
      "119  111     Rhyhorn    Ground   Rock  80      85       95       30       30   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "115     76           1      False    455  \n",
      "116     30           1      False    385  \n",
      "117     35           1      False    340  \n",
      "118     60           1      False    490  \n",
      "119     25           1      False    345  \n",
      "Chunk DF\n",
      "       #                       Name  Type 1 Type 2   HP  Attack  Defense  \\\n",
      "120  112                     Rhydon  Ground   Rock  105     130      120   \n",
      "121  113                    Chansey  Normal    NaN  250       5        5   \n",
      "122  114                    Tangela   Grass    NaN   65      55      115   \n",
      "123  115                 Kangaskhan  Normal    NaN  105      95       80   \n",
      "124  115  KangaskhanMega Kangaskhan  Normal    NaN  105     125      100   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "120       45       45     40           1      False    485  \n",
      "121       35      105     50           1      False    450  \n",
      "122      100       40     60           1      False    435  \n",
      "123       40       80     90           1      False    490  \n",
      "124       60      100    100           1      False    590  \n",
      "Chunk DF\n",
      "       #     Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "125  116   Horsea  Water     NaN  30      40       70       70       25   \n",
      "126  117   Seadra  Water     NaN  55      65       95       95       45   \n",
      "127  118  Goldeen  Water     NaN  45      67       60       35       50   \n",
      "128  119  Seaking  Water     NaN  80      92       65       65       80   \n",
      "129  120   Staryu  Water     NaN  30      45       55       70       55   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "125     60           1      False    295  \n",
      "126     85           1      False    440  \n",
      "127     63           1      False    320  \n",
      "128     68           1      False    450  \n",
      "129     85           1      False    340  \n",
      "Chunk DF\n",
      "       #        Name    Type 1   Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "130  121     Starmie     Water  Psychic  60      75       85      100   \n",
      "131  122    Mr. Mime   Psychic    Fairy  40      45       65      100   \n",
      "132  123     Scyther       Bug   Flying  70     110       80       55   \n",
      "133  124        Jynx       Ice  Psychic  65      50       35      115   \n",
      "134  125  Electabuzz  Electric      NaN  65      83       57       95   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "130       85    115           1      False    520  \n",
      "131      120     90           1      False    460  \n",
      "132       80    105           1      False    500  \n",
      "133       95     95           1      False    455  \n",
      "134       85    105           1      False    490  \n",
      "Chunk DF\n",
      "       #               Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "135  126             Magmar    Fire     NaN  65      95       57      100   \n",
      "136  127             Pinsir     Bug     NaN  65     125      100       55   \n",
      "137  127  PinsirMega Pinsir     Bug  Flying  65     155      120       65   \n",
      "138  128             Tauros  Normal     NaN  75     100       95       40   \n",
      "139  129           Magikarp   Water     NaN  20      10       55       15   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "135       85     93           1      False    495  \n",
      "136       70     85           1      False    500  \n",
      "137       90    105           1      False    600  \n",
      "138       70    110           1      False    490  \n",
      "139       20     80           1      False    200  \n",
      "Chunk DF\n",
      "       #                   Name  Type 1  Type 2   HP  Attack  Defense  \\\n",
      "140  130               Gyarados   Water  Flying   95     125       79   \n",
      "141  130  GyaradosMega Gyarados   Water    Dark   95     155      109   \n",
      "142  131                 Lapras   Water     Ice  130      85       80   \n",
      "143  132                  Ditto  Normal     NaN   48      48       48   \n",
      "144  133                  Eevee  Normal     NaN   55      55       50   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "140       60      100     81           1      False    540  \n",
      "141       70      130     81           1      False    640  \n",
      "142       85       95     60           1      False    535  \n",
      "143       48       48     48           1      False    288  \n",
      "144       45       65     55           1      False    325  \n",
      "Chunk DF\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       #      Name    Type 1 Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "145  134  Vaporeon     Water    NaN  130      65       60      110       95   \n",
      "146  135   Jolteon  Electric    NaN   65      65       60      110       95   \n",
      "147  136   Flareon      Fire    NaN   65     130       60       95      110   \n",
      "148  137   Porygon    Normal    NaN   65      60       70       85       75   \n",
      "149  138   Omanyte      Rock  Water   35      40      100       90       55   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "145     65           1      False    525  \n",
      "146    130           1      False    525  \n",
      "147     65           1      False    525  \n",
      "148     40           1      False    395  \n",
      "149     35           1      False    355  \n",
      "Chunk DF\n",
      "       #                       Name Type 1  Type 2  HP  Attack  Defense  \\\n",
      "150  139                    Omastar   Rock   Water  70      60      125   \n",
      "151  140                     Kabuto   Rock   Water  30      80       90   \n",
      "152  141                   Kabutops   Rock   Water  60     115      105   \n",
      "153  142                 Aerodactyl   Rock  Flying  80     105       65   \n",
      "154  142  AerodactylMega Aerodactyl   Rock  Flying  80     135       85   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "150      115       70     55           1      False    495  \n",
      "151       55       45     55           1      False    355  \n",
      "152       65       70     80           1      False    495  \n",
      "153       60       75    130           1      False    515  \n",
      "154       70       95    150           1      False    615  \n",
      "Chunk DF\n",
      "       #      Name    Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "155  143   Snorlax    Normal     NaN  160     110       65       65      110   \n",
      "156  144  Articuno       Ice  Flying   90      85      100       95      125   \n",
      "157  145    Zapdos  Electric  Flying   90      90       85      125       90   \n",
      "158  146   Moltres      Fire  Flying   90     100       90      125       85   \n",
      "159  147   Dratini    Dragon     NaN   41      64       45       50       50   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "155     30           1      False    540  \n",
      "156     85           1       True    580  \n",
      "157    100           1       True    580  \n",
      "158     90           1       True    580  \n",
      "159     50           1      False    300  \n",
      "Chunk DF\n",
      "       #                 Name   Type 1    Type 2   HP  Attack  Defense  \\\n",
      "160  148            Dragonair   Dragon       NaN   61      84       65   \n",
      "161  149            Dragonite   Dragon    Flying   91     134       95   \n",
      "162  150               Mewtwo  Psychic       NaN  106     110       90   \n",
      "163  150  MewtwoMega Mewtwo X  Psychic  Fighting  106     190      100   \n",
      "164  150  MewtwoMega Mewtwo Y  Psychic       NaN  106     150       70   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "160       70       70     70           1      False    420  \n",
      "161      100      100     80           1      False    600  \n",
      "162      154       90    130           1       True    680  \n",
      "163      154      100    130           1       True    780  \n",
      "164      194      120    140           1       True    780  \n",
      "Chunk DF\n",
      "       #       Name   Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "165  151        Mew  Psychic     NaN  100     100      100      100      100   \n",
      "166  152  Chikorita    Grass     NaN   45      49       65       49       65   \n",
      "167  153    Bayleef    Grass     NaN   60      62       80       63       80   \n",
      "168  154   Meganium    Grass     NaN   80      82      100       83      100   \n",
      "169  155  Cyndaquil     Fire     NaN   39      52       43       60       50   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "165    100           1      False    600  \n",
      "166     45           2      False    318  \n",
      "167     60           2      False    405  \n",
      "168     80           2      False    525  \n",
      "169     65           2      False    309  \n",
      "Chunk DF\n",
      "       #        Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "170  156     Quilava   Fire     NaN  58      64       58       80       65   \n",
      "171  157  Typhlosion   Fire     NaN  78      84       78      109       85   \n",
      "172  158    Totodile  Water     NaN  50      65       64       44       48   \n",
      "173  159    Croconaw  Water     NaN  65      80       80       59       63   \n",
      "174  160  Feraligatr  Water     NaN  85     105      100       79       83   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "170     80           2      False    405  \n",
      "171    100           2      False    534  \n",
      "172     43           2      False    314  \n",
      "173     58           2      False    405  \n",
      "174     78           2      False    530  \n",
      "Chunk DF\n",
      "       #      Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "175  161   Sentret  Normal     NaN   35      46       34       35       45   \n",
      "176  162    Furret  Normal     NaN   85      76       64       45       55   \n",
      "177  163  Hoothoot  Normal  Flying   60      30       30       36       56   \n",
      "178  164   Noctowl  Normal  Flying  100      50       50       76       96   \n",
      "179  165    Ledyba     Bug  Flying   40      20       30       40       80   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "175     20           2      False    215  \n",
      "176     90           2      False    415  \n",
      "177     50           2      False    262  \n",
      "178     70           2      False    442  \n",
      "179     55           2      False    265  \n",
      "Chunk DF\n",
      "       #      Name  Type 1    Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "180  166    Ledian     Bug    Flying  55      35       50       55      110   \n",
      "181  167  Spinarak     Bug    Poison  40      60       40       40       40   \n",
      "182  168   Ariados     Bug    Poison  70      90       70       60       60   \n",
      "183  169    Crobat  Poison    Flying  85      90       80       70       80   \n",
      "184  170  Chinchou   Water  Electric  75      38       38       56       56   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "180     85           2      False    390  \n",
      "181     30           2      False    250  \n",
      "182     40           2      False    390  \n",
      "183    130           2      False    535  \n",
      "184     67           2      False    330  \n",
      "Chunk DF\n",
      "       #       Name    Type 1    Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "185  171    Lanturn     Water  Electric  125      58       58       76   \n",
      "186  172      Pichu  Electric       NaN   20      40       15       35   \n",
      "187  173     Cleffa     Fairy       NaN   50      25       28       45   \n",
      "188  174  Igglybuff    Normal     Fairy   90      30       15       40   \n",
      "189  175     Togepi     Fairy       NaN   35      20       65       40   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "185       76     67           2      False    460  \n",
      "186       35     60           2      False    205  \n",
      "187       55     15           2      False    218  \n",
      "188       20     15           2      False    210  \n",
      "189       65     20           2      False    245  \n",
      "Chunk DF\n",
      "       #     Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "190  176  Togetic     Fairy  Flying  55      40       85       80      105   \n",
      "191  177     Natu   Psychic  Flying  40      50       45       70       45   \n",
      "192  178     Xatu   Psychic  Flying  65      75       70       95       70   \n",
      "193  179   Mareep  Electric     NaN  55      40       40       65       45   \n",
      "194  180  Flaaffy  Electric     NaN  70      55       55       80       60   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "190     40           2      False    405  \n",
      "191     70           2      False    320  \n",
      "192     95           2      False    470  \n",
      "193     35           2      False    280  \n",
      "194     45           2      False    365  \n",
      "Chunk DF\n",
      "       #                   Name    Type 1  Type 2   HP  Attack  Defense  \\\n",
      "195  181               Ampharos  Electric     NaN   90      75       85   \n",
      "196  181  AmpharosMega Ampharos  Electric  Dragon   90      95      105   \n",
      "197  182              Bellossom     Grass     NaN   75      80       95   \n",
      "198  183                 Marill     Water   Fairy   70      20       50   \n",
      "199  184              Azumarill     Water   Fairy  100      50       80   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "195      115       90     55           2      False    510  \n",
      "196      165      110     45           2      False    610  \n",
      "197       90      100     50           2      False    490  \n",
      "198       20       50     40           2      False    250  \n",
      "199       60       80     50           2      False    420  \n",
      "Chunk DF\n",
      "       #       Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "200  185  Sudowoodo   Rock     NaN  70     100      115       30       65   \n",
      "201  186   Politoed  Water     NaN  90      75       75       90      100   \n",
      "202  187     Hoppip  Grass  Flying  35      35       40       35       55   \n",
      "203  188   Skiploom  Grass  Flying  55      45       50       45       65   \n",
      "204  189   Jumpluff  Grass  Flying  75      55       70       55       95   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "200     30           2      False    410  \n",
      "201     70           2      False    500  \n",
      "202     50           2      False    250  \n",
      "203     80           2      False    340  \n",
      "204    110           2      False    460  \n",
      "Chunk DF\n",
      "       #      Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "205  190     Aipom  Normal     NaN  55      70       55       40       55   \n",
      "206  191   Sunkern   Grass     NaN  30      30       30       30       30   \n",
      "207  192  Sunflora   Grass     NaN  75      75       55      105       85   \n",
      "208  193     Yanma     Bug  Flying  65      65       45       75       45   \n",
      "209  194    Wooper   Water  Ground  55      45       45       25       25   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "205     85           2      False    360  \n",
      "206     30           2      False    180  \n",
      "207     30           2      False    425  \n",
      "208     95           2      False    390  \n",
      "209     15           2      False    210  \n",
      "Chunk DF\n",
      "       #      Name   Type 1   Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "210  195  Quagsire    Water   Ground  95      85       85       65       65   \n",
      "211  196    Espeon  Psychic      NaN  65      65       60      130       95   \n",
      "212  197   Umbreon     Dark      NaN  95      65      110       60      130   \n",
      "213  198   Murkrow     Dark   Flying  60      85       42       85       42   \n",
      "214  199  Slowking    Water  Psychic  95      75       80      100      110   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "210     35           2      False    430  \n",
      "211    110           2      False    525  \n",
      "212     65           2      False    525  \n",
      "213     91           2      False    405  \n",
      "214     30           2      False    490  \n",
      "Chunk DF\n",
      "       #        Name   Type 1   Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "215  200  Misdreavus    Ghost      NaN   60      60       60       85   \n",
      "216  201       Unown  Psychic      NaN   48      72       48       72   \n",
      "217  202   Wobbuffet  Psychic      NaN  190      33       58       33   \n",
      "218  203   Girafarig   Normal  Psychic   70      80       65       90   \n",
      "219  204      Pineco      Bug      NaN   50      65       90       35   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "215       85     85           2      False    435  \n",
      "216       48     48           2      False    336  \n",
      "217       58     33           2      False    405  \n",
      "218       65     85           2      False    455  \n",
      "219       35     15           2      False    290  \n",
      "Chunk DF\n",
      "       #                 Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "220  205           Forretress     Bug   Steel   75      90      140       60   \n",
      "221  206            Dunsparce  Normal     NaN  100      70       70       65   \n",
      "222  207               Gligar  Ground  Flying   65      75      105       35   \n",
      "223  208              Steelix   Steel  Ground   75      85      200       55   \n",
      "224  208  SteelixMega Steelix   Steel  Ground   75     125      230       55   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "220       60     40           2      False    465  \n",
      "221       65     45           2      False    415  \n",
      "222       65     85           2      False    430  \n",
      "223       65     30           2      False    510  \n",
      "224       95     30           2      False    610  \n",
      "Chunk DF\n",
      "       #               Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "225  209           Snubbull  Fairy     NaN  60      80       50       40   \n",
      "226  210           Granbull  Fairy     NaN  90     120       75       60   \n",
      "227  211           Qwilfish  Water  Poison  65      95       75       55   \n",
      "228  212             Scizor    Bug   Steel  70     130      100       55   \n",
      "229  212  ScizorMega Scizor    Bug   Steel  70     150      140       65   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "225       40     30           2      False    300  \n",
      "226       60     45           2      False    450  \n",
      "227       55     85           2      False    430  \n",
      "228       80     65           2      False    500  \n",
      "229      100     75           2      False    600  \n",
      "Chunk DF\n",
      "       #                     Name  Type 1    Type 2  HP  Attack  Defense  \\\n",
      "230  213                  Shuckle     Bug      Rock  20      10      230   \n",
      "231  214                Heracross     Bug  Fighting  80     125       75   \n",
      "232  214  HeracrossMega Heracross     Bug  Fighting  80     185      115   \n",
      "233  215                  Sneasel    Dark       Ice  55      95       55   \n",
      "234  216                Teddiursa  Normal       NaN  60      80       50   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "230       10      230      5           2      False    505  \n",
      "231       40       95     85           2      False    500  \n",
      "232       40      105     75           2      False    600  \n",
      "233       35       75    115           2      False    430  \n",
      "234       50       50     40           2      False    330  \n",
      "Chunk DF\n",
      "       #       Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "235  217   Ursaring  Normal     NaN   90     130       75       75       75   \n",
      "236  218     Slugma    Fire     NaN   40      40       40       70       40   \n",
      "237  219   Magcargo    Fire    Rock   50      50      120       80       80   \n",
      "238  220     Swinub     Ice  Ground   50      50       40       30       30   \n",
      "239  221  Piloswine     Ice  Ground  100     100       80       60       60   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "235     55           2      False    500  \n",
      "236     20           2      False    250  \n",
      "237     30           2      False    410  \n",
      "238     50           2      False    250  \n",
      "239     50           2      False    450  \n",
      "Chunk DF\n",
      "       #       Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "240  222    Corsola  Water    Rock  55      55       85       65       85   \n",
      "241  223   Remoraid  Water     NaN  35      65       35       65       35   \n",
      "242  224  Octillery  Water     NaN  75     105       75      105       75   \n",
      "243  225   Delibird    Ice  Flying  45      55       45       65       45   \n",
      "244  226    Mantine  Water  Flying  65      40       70       80      140   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "240     35           2      False    380  \n",
      "241     65           2      False    300  \n",
      "242     45           2      False    480  \n",
      "243     75           2      False    330  \n",
      "244     70           2      False    465  \n",
      "Chunk DF\n",
      "       #                   Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "245  227               Skarmory  Steel  Flying  65      80      140       40   \n",
      "246  228               Houndour   Dark    Fire  45      60       30       80   \n",
      "247  229               Houndoom   Dark    Fire  75      90       50      110   \n",
      "248  229  HoundoomMega Houndoom   Dark    Fire  75      90       90      140   \n",
      "249  230                Kingdra  Water  Dragon  75      95       95       95   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "245       70     70           2      False    465  \n",
      "246       50     65           2      False    330  \n",
      "247       80     95           2      False    500  \n",
      "248       90    115           2      False    600  \n",
      "249       95     85           2      False    540  \n",
      "Chunk DF\n",
      "       #      Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "250  231    Phanpy  Ground     NaN  90      60       60       40       40   \n",
      "251  232   Donphan  Ground     NaN  90     120      120       60       60   \n",
      "252  233  Porygon2  Normal     NaN  85      80       90      105       95   \n",
      "253  234  Stantler  Normal     NaN  73      95       62       85       65   \n",
      "254  235  Smeargle  Normal     NaN  55      20       35       20       45   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "250     40           2      False    330  \n",
      "251     50           2      False    500  \n",
      "252     60           2      False    515  \n",
      "253     85           2      False    465  \n",
      "254     75           2      False    250  \n",
      "Chunk DF\n",
      "       #       Name    Type 1   Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "255  236    Tyrogue  Fighting      NaN  35      35       35       35       35   \n",
      "256  237  Hitmontop  Fighting      NaN  50      95       95       35      110   \n",
      "257  238   Smoochum       Ice  Psychic  45      30       15       85       65   \n",
      "258  239     Elekid  Electric      NaN  45      63       37       65       55   \n",
      "259  240      Magby      Fire      NaN  45      75       37       70       55   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "255     35           2      False    210  \n",
      "256     70           2      False    455  \n",
      "257     65           2      False    305  \n",
      "258     95           2      False    360  \n",
      "259     83           2      False    365  \n",
      "Chunk DF\n",
      "       #     Name    Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "260  241  Miltank    Normal     NaN   95      80      105       40       70   \n",
      "261  242  Blissey    Normal     NaN  255      10       10       75      135   \n",
      "262  243   Raikou  Electric     NaN   90      85       75      115      100   \n",
      "263  244    Entei      Fire     NaN  115     115       85       90       75   \n",
      "264  245  Suicune     Water     NaN  100      75      115       90      115   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "260    100           2      False    490  \n",
      "261     55           2      False    540  \n",
      "262    115           2       True    580  \n",
      "263    100           2       True    580  \n",
      "264     85           2       True    580  \n",
      "Chunk DF\n",
      "       #                     Name   Type 1  Type 2   HP  Attack  Defense  \\\n",
      "265  246                 Larvitar     Rock  Ground   50      64       50   \n",
      "266  247                  Pupitar     Rock  Ground   70      84       70   \n",
      "267  248                Tyranitar     Rock    Dark  100     134      110   \n",
      "268  248  TyranitarMega Tyranitar     Rock    Dark  100     164      150   \n",
      "269  249                    Lugia  Psychic  Flying  106      90      130   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "265       45       50     41           2      False    300  \n",
      "266       65       70     51           2      False    410  \n",
      "267       95      100     61           2      False    600  \n",
      "268       95      120     71           2      False    700  \n",
      "269       90      154    110           2       True    680  \n",
      "Chunk DF\n",
      "       #      Name   Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "270  250     Ho-oh     Fire  Flying  106     130       90      110      154   \n",
      "271  251    Celebi  Psychic   Grass  100     100      100      100      100   \n",
      "272  252   Treecko    Grass     NaN   40      45       35       65       55   \n",
      "273  253   Grovyle    Grass     NaN   50      65       45       85       65   \n",
      "274  254  Sceptile    Grass     NaN   70      85       65      105       85   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "270     90           2       True    680  \n",
      "271    100           2      False    600  \n",
      "272     70           3      False    310  \n",
      "273     95           3      False    405  \n",
      "274    120           3      False    530  \n",
      "Chunk DF\n",
      "       #                   Name Type 1    Type 2  HP  Attack  Defense  \\\n",
      "275  254  SceptileMega Sceptile  Grass    Dragon  70     110       75   \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",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "275      145       85    145           3      False    630  \n",
      "276       70       50     45           3      False    310  \n",
      "277       85       60     55           3      False    405  \n",
      "278      110       70     80           3      False    530  \n",
      "279      130       80    100           3      False    630  \n",
      "Chunk DF\n",
      "       #                   Name Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "280  258                 Mudkip  Water     NaN   50      70       50       50   \n",
      "281  259              Marshtomp  Water  Ground   70      85       70       60   \n",
      "282  260               Swampert  Water  Ground  100     110       90       85   \n",
      "283  260  SwampertMega Swampert  Water  Ground  100     150      110       95   \n",
      "284  261              Poochyena   Dark     NaN   35      55       35       30   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "280       50     40           3      False    310  \n",
      "281       70     50           3      False    405  \n",
      "282       90     60           3      False    535  \n",
      "283      110     70           3      False    635  \n",
      "284       30     35           3      False    220  \n",
      "Chunk DF\n",
      "       #       Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "285  262  Mightyena    Dark     NaN  70      90       70       60       60   \n",
      "286  263  Zigzagoon  Normal     NaN  38      30       41       30       41   \n",
      "287  264    Linoone  Normal     NaN  78      70       61       50       61   \n",
      "288  265    Wurmple     Bug     NaN  45      45       35       20       30   \n",
      "289  266    Silcoon     Bug     NaN  50      35       55       25       25   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "285     70           3      False    420  \n",
      "286     60           3      False    240  \n",
      "287    100           3      False    420  \n",
      "288     20           3      False    195  \n",
      "289     15           3      False    205  \n",
      "Chunk DF\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       #       Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "290  267  Beautifly    Bug  Flying  60      70       50      100       50   \n",
      "291  268    Cascoon    Bug     NaN  50      35       55       25       25   \n",
      "292  269     Dustox    Bug  Poison  60      50       70       50       90   \n",
      "293  270      Lotad  Water   Grass  40      30       30       40       50   \n",
      "294  271     Lombre  Water   Grass  60      50       50       60       70   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "290     65           3      False    395  \n",
      "291     15           3      False    205  \n",
      "292     65           3      False    385  \n",
      "293     30           3      False    220  \n",
      "294     50           3      False    340  \n",
      "Chunk DF\n",
      "       #      Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "295  272  Ludicolo   Water   Grass  80      70       70       90      100   \n",
      "296  273    Seedot   Grass     NaN  40      40       50       30       30   \n",
      "297  274   Nuzleaf   Grass    Dark  70      70       40       60       40   \n",
      "298  275   Shiftry   Grass    Dark  90     100       60       90       60   \n",
      "299  276   Taillow  Normal  Flying  40      55       30       30       30   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "295     70           3      False    480  \n",
      "296     30           3      False    220  \n",
      "297     60           3      False    340  \n",
      "298     80           3      False    480  \n",
      "299     85           3      False    270  \n",
      "Chunk DF\n",
      "       #      Name   Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "300  277   Swellow   Normal  Flying  60      85       60       50       50   \n",
      "301  278   Wingull    Water  Flying  40      30       30       55       30   \n",
      "302  279  Pelipper    Water  Flying  60      50      100       85       70   \n",
      "303  280     Ralts  Psychic   Fairy  28      25       25       45       35   \n",
      "304  281    Kirlia  Psychic   Fairy  38      35       35       65       55   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "300    125           3      False    430  \n",
      "301     85           3      False    270  \n",
      "302     65           3      False    430  \n",
      "303     40           3      False    198  \n",
      "304     50           3      False    278  \n",
      "Chunk DF\n",
      "       #                     Name   Type 1  Type 2  HP  Attack  Defense  \\\n",
      "305  282                Gardevoir  Psychic   Fairy  68      65       65   \n",
      "306  282  GardevoirMega Gardevoir  Psychic   Fairy  68      85       65   \n",
      "307  283                  Surskit      Bug   Water  40      30       32   \n",
      "308  284               Masquerain      Bug  Flying  70      60       62   \n",
      "309  285                Shroomish    Grass     NaN  60      40       60   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "305      125      115     80           3      False    518  \n",
      "306      165      135    100           3      False    618  \n",
      "307       50       52     65           3      False    269  \n",
      "308       80       82     60           3      False    414  \n",
      "309       40       60     35           3      False    295  \n",
      "Chunk DF\n",
      "       #      Name  Type 1    Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "310  286   Breloom   Grass  Fighting   60     130       80       60       60   \n",
      "311  287   Slakoth  Normal       NaN   60      60       60       35       35   \n",
      "312  288  Vigoroth  Normal       NaN   80      80       80       55       55   \n",
      "313  289   Slaking  Normal       NaN  150     160      100       95       65   \n",
      "314  290   Nincada     Bug    Ground   31      45       90       30       30   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "310     70           3      False    460  \n",
      "311     30           3      False    280  \n",
      "312     90           3      False    440  \n",
      "313    100           3      False    670  \n",
      "314     40           3      False    266  \n",
      "Chunk DF\n",
      "       #      Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "315  291   Ninjask     Bug  Flying   61      90       45       50       50   \n",
      "316  292  Shedinja     Bug   Ghost    1      90       45       30       30   \n",
      "317  293   Whismur  Normal     NaN   64      51       23       51       23   \n",
      "318  294   Loudred  Normal     NaN   84      71       43       71       43   \n",
      "319  295   Exploud  Normal     NaN  104      91       63       91       73   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "315    160           3      False    456  \n",
      "316     40           3      False    236  \n",
      "317     28           3      False    240  \n",
      "318     48           3      False    360  \n",
      "319     68           3      False    490  \n",
      "Chunk DF\n",
      "       #      Name    Type 1 Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "320  296  Makuhita  Fighting    NaN   72      60       30       20       30   \n",
      "321  297  Hariyama  Fighting    NaN  144     120       60       40       60   \n",
      "322  298   Azurill    Normal  Fairy   50      20       40       20       40   \n",
      "323  299  Nosepass      Rock    NaN   30      45      135       45       90   \n",
      "324  300    Skitty    Normal    NaN   50      45       45       35       35   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "320     25           3      False    237  \n",
      "321     50           3      False    474  \n",
      "322     20           3      False    190  \n",
      "323     30           3      False    375  \n",
      "324     50           3      False    260  \n",
      "Chunk DF\n",
      "       #                 Name  Type 1 Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "325  301             Delcatty  Normal    NaN  70      65       65       55   \n",
      "326  302              Sableye    Dark  Ghost  50      75       75       65   \n",
      "327  302  SableyeMega Sableye    Dark  Ghost  50      85      125       85   \n",
      "328  303               Mawile   Steel  Fairy  50      85       85       55   \n",
      "329  303    MawileMega Mawile   Steel  Fairy  50     105      125       55   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "325       55     70           3      False    380  \n",
      "326       65     50           3      False    380  \n",
      "327      115     20           3      False    480  \n",
      "328       55     50           3      False    380  \n",
      "329       95     50           3      False    480  \n",
      "Chunk DF\n",
      "       #               Name    Type 1   Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "330  304               Aron     Steel     Rock  50      70      100       40   \n",
      "331  305             Lairon     Steel     Rock  60      90      140       50   \n",
      "332  306             Aggron     Steel     Rock  70     110      180       60   \n",
      "333  306  AggronMega Aggron     Steel      NaN  70     140      230       60   \n",
      "334  307           Meditite  Fighting  Psychic  30      40       55       40   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "330       40     30           3      False    330  \n",
      "331       50     40           3      False    430  \n",
      "332       60     50           3      False    530  \n",
      "333       80     50           3      False    630  \n",
      "334       55     60           3      False    280  \n",
      "Chunk DF\n",
      "       #                     Name    Type 1   Type 2  HP  Attack  Defense  \\\n",
      "335  308                 Medicham  Fighting  Psychic  60      60       75   \n",
      "336  308    MedichamMega Medicham  Fighting  Psychic  60     100       85   \n",
      "337  309                Electrike  Electric      NaN  40      45       40   \n",
      "338  310                Manectric  Electric      NaN  70      75       60   \n",
      "339  310  ManectricMega Manectric  Electric      NaN  70      75       80   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "335       60       75     80           3      False    410  \n",
      "336       80       85    100           3      False    510  \n",
      "337       65       40     65           3      False    295  \n",
      "338      105       60    105           3      False    475  \n",
      "339      135       80    135           3      False    575  \n",
      "Chunk DF\n",
      "       #      Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "340  311    Plusle  Electric     NaN  60      50       40       85       75   \n",
      "341  312     Minun  Electric     NaN  60      40       50       75       85   \n",
      "342  313   Volbeat       Bug     NaN  65      73       55       47       75   \n",
      "343  314  Illumise       Bug     NaN  65      47       55       73       75   \n",
      "344  315   Roselia     Grass  Poison  50      60       45      100       80   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "340     95           3      False    405  \n",
      "341     95           3      False    405  \n",
      "342     85           3      False    400  \n",
      "343     85           3      False    400  \n",
      "344     65           3      False    400  \n",
      "Chunk DF\n",
      "       #                   Name  Type 1 Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "345  316                 Gulpin  Poison    NaN   70      43       53       43   \n",
      "346  317                 Swalot  Poison    NaN  100      73       83       73   \n",
      "347  318               Carvanha   Water   Dark   45      90       20       65   \n",
      "348  319               Sharpedo   Water   Dark   70     120       40       95   \n",
      "349  319  SharpedoMega Sharpedo   Water   Dark   70     140       70      110   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "345       53     40           3      False    302  \n",
      "346       83     55           3      False    467  \n",
      "347       20     65           3      False    305  \n",
      "348       40     95           3      False    460  \n",
      "349       65    105           3      False    560  \n",
      "Chunk DF\n",
      "       #                   Name Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "350  320                Wailmer  Water     NaN  130      70       35       70   \n",
      "351  321                Wailord  Water     NaN  170      90       45       90   \n",
      "352  322                  Numel   Fire  Ground   60      60       40       65   \n",
      "353  323               Camerupt   Fire  Ground   70     100       70      105   \n",
      "354  323  CameruptMega Camerupt   Fire  Ground   70     120      100      145   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "350       35     60           3      False    400  \n",
      "351       45     60           3      False    500  \n",
      "352       45     35           3      False    305  \n",
      "353       75     40           3      False    460  \n",
      "354      105     20           3      False    560  \n",
      "Chunk DF\n",
      "       #      Name   Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "355  324   Torkoal     Fire     NaN  70      85      140       85       70   \n",
      "356  325    Spoink  Psychic     NaN  60      25       35       70       80   \n",
      "357  326   Grumpig  Psychic     NaN  80      45       65       90      110   \n",
      "358  327    Spinda   Normal     NaN  60      60       60       60       60   \n",
      "359  328  Trapinch   Ground     NaN  45     100       45       45       45   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "355     20           3      False    470  \n",
      "356     60           3      False    330  \n",
      "357     80           3      False    470  \n",
      "358     60           3      False    360  \n",
      "359     10           3      False    290  \n",
      "Chunk DF\n",
      "       #      Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "360  329   Vibrava  Ground  Dragon  50      70       50       50       50   \n",
      "361  330    Flygon  Ground  Dragon  80     100       80       80       80   \n",
      "362  331    Cacnea   Grass     NaN  50      85       40       85       40   \n",
      "363  332  Cacturne   Grass    Dark  70     115       60      115       60   \n",
      "364  333    Swablu  Normal  Flying  45      40       60       40       75   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "360     70           3      False    340  \n",
      "361    100           3      False    520  \n",
      "362     35           3      False    335  \n",
      "363     55           3      False    475  \n",
      "364     50           3      False    310  \n",
      "Chunk DF\n",
      "       #                 Name  Type 1   Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "365  334              Altaria  Dragon   Flying  75      70       90       70   \n",
      "366  334  AltariaMega Altaria  Dragon    Fairy  75     110      110      110   \n",
      "367  335             Zangoose  Normal      NaN  73     115       60       60   \n",
      "368  336              Seviper  Poison      NaN  73     100       60      100   \n",
      "369  337             Lunatone    Rock  Psychic  70      55       65       95   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "365      105     80           3      False    490  \n",
      "366      105     80           3      False    590  \n",
      "367       60     90           3      False    458  \n",
      "368       60     65           3      False    458  \n",
      "369       85     70           3      False    440  \n",
      "Chunk DF\n",
      "       #       Name Type 1   Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "370  338    Solrock   Rock  Psychic   70      95       85       55       65   \n",
      "371  339   Barboach  Water   Ground   50      48       43       46       41   \n",
      "372  340   Whiscash  Water   Ground  110      78       73       76       71   \n",
      "373  341   Corphish  Water      NaN   43      80       65       50       35   \n",
      "374  342  Crawdaunt  Water     Dark   63     120       85       90       55   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "370     70           3      False    440  \n",
      "371     60           3      False    288  \n",
      "372     60           3      False    468  \n",
      "373     35           3      False    308  \n",
      "374     55           3      False    468  \n",
      "Chunk DF\n",
      "       #     Name  Type 1   Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "375  343   Baltoy  Ground  Psychic  40      40       55       40       70   \n",
      "376  344  Claydol  Ground  Psychic  60      70      105       70      120   \n",
      "377  345   Lileep    Rock    Grass  66      41       77       61       87   \n",
      "378  346  Cradily    Rock    Grass  86      81       97       81      107   \n",
      "379  347  Anorith    Rock      Bug  45      95       50       40       50   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "375     55           3      False    300  \n",
      "376     75           3      False    500  \n",
      "377     23           3      False    355  \n",
      "378     43           3      False    495  \n",
      "379     75           3      False    355  \n",
      "Chunk DF\n",
      "       #      Name  Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "380  348   Armaldo    Rock    Bug  75     125      100       70       80   \n",
      "381  349    Feebas   Water    NaN  20      15       20       10       55   \n",
      "382  350   Milotic   Water    NaN  95      60       79      100      125   \n",
      "383  351  Castform  Normal    NaN  70      70       70       70       70   \n",
      "384  352   Kecleon  Normal    NaN  60      90       70       60      120   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "380     45           3      False    495  \n",
      "381     80           3      False    200  \n",
      "382     81           3      False    540  \n",
      "383     70           3      False    420  \n",
      "384     40           3      False    440  \n",
      "Chunk DF\n",
      "       #                 Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "385  353              Shuppet  Ghost     NaN  44      75       35       63   \n",
      "386  354              Banette  Ghost     NaN  64     115       65       83   \n",
      "387  354  BanetteMega Banette  Ghost     NaN  64     165       75       93   \n",
      "388  355              Duskull  Ghost     NaN  20      40       90       30   \n",
      "389  356             Dusclops  Ghost     NaN  40      70      130       60   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "385       33     45           3      False    295  \n",
      "386       63     65           3      False    455  \n",
      "387       83     75           3      False    555  \n",
      "388       90     25           3      False    295  \n",
      "389      130     25           3      False    455  \n",
      "Chunk DF\n",
      "       #             Name   Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "390  357          Tropius    Grass  Flying  99      68       83       72   \n",
      "391  358         Chimecho  Psychic     NaN  65      50       70       95   \n",
      "392  359            Absol     Dark     NaN  65     130       60       75   \n",
      "393  359  AbsolMega Absol     Dark     NaN  65     150       60      115   \n",
      "394  360           Wynaut  Psychic     NaN  95      23       48       23   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "390       87     51           3      False    460  \n",
      "391       80     65           3      False    425  \n",
      "392       60     75           3      False    465  \n",
      "393       60    115           3      False    565  \n",
      "394       48     23           3      False    260  \n",
      "Chunk DF\n",
      "       #               Name Type 1 Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "395  361            Snorunt    Ice    NaN  50      50       50       50   \n",
      "396  362             Glalie    Ice    NaN  80      80       80       80   \n",
      "397  362  GlalieMega Glalie    Ice    NaN  80     120       80      120   \n",
      "398  363             Spheal    Ice  Water  70      40       50       55   \n",
      "399  364             Sealeo    Ice  Water  90      60       70       75   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "395       50     50           3      False    300  \n",
      "396       80     80           3      False    480  \n",
      "397       80    100           3      False    580  \n",
      "398       50     25           3      False    290  \n",
      "399       70     45           3      False    410  \n",
      "Chunk DF\n",
      "       #       Name Type 1 Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "400  365    Walrein    Ice  Water  110      80       90       95       90   \n",
      "401  366   Clamperl  Water    NaN   35      64       85       74       55   \n",
      "402  367    Huntail  Water    NaN   55     104      105       94       75   \n",
      "403  368   Gorebyss  Water    NaN   55      84      105      114       75   \n",
      "404  369  Relicanth  Water   Rock  100      90      130       45       65   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "400     65           3      False    530  \n",
      "401     32           3      False    345  \n",
      "402     52           3      False    485  \n",
      "403     52           3      False    485  \n",
      "404     55           3      False    485  \n",
      "Chunk DF\n",
      "       #                     Name  Type 1  Type 2  HP  Attack  Defense  \\\n",
      "405  370                  Luvdisc   Water     NaN  43      30       55   \n",
      "406  371                    Bagon  Dragon     NaN  45      75       60   \n",
      "407  372                  Shelgon  Dragon     NaN  65      95      100   \n",
      "408  373                Salamence  Dragon  Flying  95     135       80   \n",
      "409  373  SalamenceMega Salamence  Dragon  Flying  95     145      130   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "405       40       65     97           3      False    330  \n",
      "406       40       30     50           3      False    300  \n",
      "407       60       50     50           3      False    420  \n",
      "408      110       80    100           3      False    600  \n",
      "409      120       90    120           3      False    700  \n",
      "Chunk DF\n",
      "       #                     Name Type 1   Type 2  HP  Attack  Defense  \\\n",
      "410  374                   Beldum  Steel  Psychic  40      55       80   \n",
      "411  375                   Metang  Steel  Psychic  60      75      100   \n",
      "412  376                Metagross  Steel  Psychic  80     135      130   \n",
      "413  376  MetagrossMega Metagross  Steel  Psychic  80     145      150   \n",
      "414  377                 Regirock   Rock      NaN  80     100      200   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "410       35       60     30           3      False    300  \n",
      "411       55       80     50           3      False    420  \n",
      "412       95       90     70           3      False    600  \n",
      "413      105      110    110           3      False    700  \n",
      "414       50      100     50           3       True    580  \n",
      "Chunk DF\n",
      "       #               Name  Type 1   Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "415  378             Regice     Ice      NaN  80      50      100      100   \n",
      "416  379          Registeel   Steel      NaN  80      75      150       75   \n",
      "417  380             Latias  Dragon  Psychic  80      80       90      110   \n",
      "418  380  LatiasMega Latias  Dragon  Psychic  80     100      120      140   \n",
      "419  381             Latios  Dragon  Psychic  80      90       80      130   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "415      200     50           3       True    580  \n",
      "416      150     50           3       True    580  \n",
      "417      130    110           3       True    600  \n",
      "418      150    110           3       True    700  \n",
      "419      110    110           3       True    600  \n",
      "Chunk DF\n",
      "       #                   Name  Type 1   Type 2   HP  Attack  Defense  \\\n",
      "420  381      LatiosMega Latios  Dragon  Psychic   80     130      100   \n",
      "421  382                 Kyogre   Water      NaN  100     100       90   \n",
      "422  382    KyogrePrimal Kyogre   Water      NaN  100     150       90   \n",
      "423  383                Groudon  Ground      NaN  100     150      140   \n",
      "424  383  GroudonPrimal Groudon  Ground     Fire  100     180      160   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "420      160      120    110           3       True    700  \n",
      "421      150      140     90           3       True    670  \n",
      "422      180      160     90           3       True    770  \n",
      "423      100       90     90           3       True    670  \n",
      "424      150       90     90           3       True    770  \n",
      "Chunk DF\n",
      "       #                   Name   Type 1   Type 2   HP  Attack  Defense  \\\n",
      "425  384               Rayquaza   Dragon   Flying  105     150       90   \n",
      "426  384  RayquazaMega Rayquaza   Dragon   Flying  105     180      100   \n",
      "427  385                Jirachi    Steel  Psychic  100     100      100   \n",
      "428  386     DeoxysNormal Forme  Psychic      NaN   50     150       50   \n",
      "429  386     DeoxysAttack Forme  Psychic      NaN   50     180       20   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "425      150       90     95           3       True    680  \n",
      "426      180      100    115           3       True    780  \n",
      "427      100      100    100           3       True    600  \n",
      "428      150       50    150           3       True    600  \n",
      "429      180       20    150           3       True    600  \n",
      "Chunk DF\n",
      "       #                 Name   Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "430  386  DeoxysDefense Forme  Psychic     NaN  50      70      160       70   \n",
      "431  386    DeoxysSpeed Forme  Psychic     NaN  50      95       90       95   \n",
      "432  387              Turtwig    Grass     NaN  55      68       64       45   \n",
      "433  388               Grotle    Grass     NaN  75      89       85       55   \n",
      "434  389             Torterra    Grass  Ground  95     109      105       75   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "430      160     90           3       True    600  \n",
      "431       90    180           3       True    600  \n",
      "432       55     31           4      False    318  \n",
      "433       65     36           4      False    405  \n",
      "434       85     56           4      False    525  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chunk DF\n",
      "       #       Name Type 1    Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "435  390   Chimchar   Fire       NaN  44      58       44       58       44   \n",
      "436  391   Monferno   Fire  Fighting  64      78       52       78       52   \n",
      "437  392  Infernape   Fire  Fighting  76     104       71      104       71   \n",
      "438  393     Piplup  Water       NaN  53      51       53       61       56   \n",
      "439  394   Prinplup  Water       NaN  64      66       68       81       76   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "435     61           4      False    309  \n",
      "436     81           4      False    405  \n",
      "437    108           4      False    534  \n",
      "438     40           4      False    314  \n",
      "439     50           4      False    405  \n",
      "Chunk DF\n",
      "       #       Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "440  395   Empoleon   Water   Steel  84      86       88      111      101   \n",
      "441  396     Starly  Normal  Flying  40      55       30       30       30   \n",
      "442  397   Staravia  Normal  Flying  55      75       50       40       40   \n",
      "443  398  Staraptor  Normal  Flying  85     120       70       50       60   \n",
      "444  399     Bidoof  Normal     NaN  59      45       40       35       40   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "440     60           4      False    530  \n",
      "441     60           4      False    245  \n",
      "442     80           4      False    340  \n",
      "443    100           4      False    485  \n",
      "444     31           4      False    250  \n",
      "Chunk DF\n",
      "       #        Name    Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "445  400     Bibarel    Normal  Water  79      85       60       55       60   \n",
      "446  401   Kricketot       Bug    NaN  37      25       41       25       41   \n",
      "447  402  Kricketune       Bug    NaN  77      85       51       55       51   \n",
      "448  403       Shinx  Electric    NaN  45      65       34       40       34   \n",
      "449  404       Luxio  Electric    NaN  60      85       49       60       49   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "445     71           4      False    410  \n",
      "446     25           4      False    194  \n",
      "447     65           4      False    384  \n",
      "448     45           4      False    263  \n",
      "449     60           4      False    363  \n",
      "Chunk DF\n",
      "       #       Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "450  405     Luxray  Electric     NaN  80     120       79       95       79   \n",
      "451  406      Budew     Grass  Poison  40      30       35       50       70   \n",
      "452  407   Roserade     Grass  Poison  60      70       65      125      105   \n",
      "453  408   Cranidos      Rock     NaN  67     125       40       30       30   \n",
      "454  409  Rampardos      Rock     NaN  97     165       60       65       50   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "450     70           4      False    523  \n",
      "451     55           4      False    280  \n",
      "452     90           4      False    515  \n",
      "453     58           4      False    350  \n",
      "454     58           4      False    495  \n",
      "Chunk DF\n",
      "       #                 Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "455  410             Shieldon   Rock   Steel  30      42      118       42   \n",
      "456  411            Bastiodon   Rock   Steel  60      52      168       47   \n",
      "457  412                Burmy    Bug     NaN  40      29       45       29   \n",
      "458  413  WormadamPlant Cloak    Bug   Grass  60      59       85       79   \n",
      "459  413  WormadamSandy Cloak    Bug  Ground  60      79      105       59   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "455       88     30           4      False    350  \n",
      "456      138     30           4      False    495  \n",
      "457       45     36           4      False    224  \n",
      "458      105     36           4      False    424  \n",
      "459       85     36           4      False    424  \n",
      "Chunk DF\n",
      "       #                 Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "460  413  WormadamTrash Cloak       Bug   Steel  60      69       95       69   \n",
      "461  414               Mothim       Bug  Flying  70      94       50       94   \n",
      "462  415               Combee       Bug  Flying  30      30       42       30   \n",
      "463  416            Vespiquen       Bug  Flying  70      80      102       80   \n",
      "464  417            Pachirisu  Electric     NaN  60      45       70       45   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "460       95     36           4      False    424  \n",
      "461       50     66           4      False    424  \n",
      "462       42     70           4      False    244  \n",
      "463      102     40           4      False    474  \n",
      "464       90     95           4      False    405  \n",
      "Chunk DF\n",
      "       #      Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "465  418    Buizel  Water     NaN  55      65       35       60       30   \n",
      "466  419  Floatzel  Water     NaN  85     105       55       85       50   \n",
      "467  420   Cherubi  Grass     NaN  45      35       45       62       53   \n",
      "468  421   Cherrim  Grass     NaN  70      60       70       87       78   \n",
      "469  422   Shellos  Water     NaN  76      48       48       57       62   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "465     85           4      False    330  \n",
      "466    115           4      False    495  \n",
      "467     35           4      False    275  \n",
      "468     85           4      False    450  \n",
      "469     34           4      False    325  \n",
      "Chunk DF\n",
      "       #       Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "470  423  Gastrodon   Water  Ground  111      83       68       92       82   \n",
      "471  424    Ambipom  Normal     NaN   75     100       66       60       66   \n",
      "472  425   Drifloon   Ghost  Flying   90      50       34       60       44   \n",
      "473  426   Drifblim   Ghost  Flying  150      80       44       90       54   \n",
      "474  427    Buneary  Normal     NaN   55      66       44       44       56   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "470     39           4      False    475  \n",
      "471    115           4      False    482  \n",
      "472     70           4      False    348  \n",
      "473     80           4      False    498  \n",
      "474     85           4      False    350  \n",
      "Chunk DF\n",
      "       #                 Name  Type 1    Type 2   HP  Attack  Defense  \\\n",
      "475  428              Lopunny  Normal       NaN   65      76       84   \n",
      "476  428  LopunnyMega Lopunny  Normal  Fighting   65     136       94   \n",
      "477  429            Mismagius   Ghost       NaN   60      60       60   \n",
      "478  430            Honchkrow    Dark    Flying  100     125       52   \n",
      "479  431              Glameow  Normal       NaN   49      55       42   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "475       54       96    105           4      False    480  \n",
      "476       54       96    135           4      False    580  \n",
      "477      105      105    105           4      False    495  \n",
      "478      105       52     71           4      False    505  \n",
      "479       42       37     85           4      False    310  \n",
      "Chunk DF\n",
      "       #       Name   Type 1   Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "480  432    Purugly   Normal      NaN   71      82       64       64       59   \n",
      "481  433  Chingling  Psychic      NaN   45      30       50       65       50   \n",
      "482  434     Stunky   Poison     Dark   63      63       47       41       41   \n",
      "483  435   Skuntank   Poison     Dark  103      93       67       71       61   \n",
      "484  436    Bronzor    Steel  Psychic   57      24       86       24       86   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "480    112           4      False    452  \n",
      "481     45           4      False    285  \n",
      "482     74           4      False    329  \n",
      "483     84           4      False    479  \n",
      "484     23           4      False    300  \n",
      "Chunk DF\n",
      "       #      Name   Type 1   Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "485  437  Bronzong    Steel  Psychic   67      89      116       79      116   \n",
      "486  438    Bonsly     Rock      NaN   50      80       95       10       45   \n",
      "487  439  Mime Jr.  Psychic    Fairy   20      25       45       70       90   \n",
      "488  440   Happiny   Normal      NaN  100       5        5       15       65   \n",
      "489  441    Chatot   Normal   Flying   76      65       45       92       42   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "485     33           4      False    500  \n",
      "486     10           4      False    290  \n",
      "487     60           4      False    310  \n",
      "488     30           4      False    220  \n",
      "489     91           4      False    411  \n",
      "Chunk DF\n",
      "       #                   Name  Type 1  Type 2   HP  Attack  Defense  \\\n",
      "490  442              Spiritomb   Ghost    Dark   50      92      108   \n",
      "491  443                  Gible  Dragon  Ground   58      70       45   \n",
      "492  444                 Gabite  Dragon  Ground   68      90       65   \n",
      "493  445               Garchomp  Dragon  Ground  108     130       95   \n",
      "494  445  GarchompMega Garchomp  Dragon  Ground  108     170      115   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "490       92      108     35           4      False    485  \n",
      "491       40       45     42           4      False    300  \n",
      "492       50       55     82           4      False    410  \n",
      "493       80       85    102           4      False    600  \n",
      "494      120       95     92           4      False    700  \n",
      "Chunk DF\n",
      "       #                 Name    Type 1 Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "495  446             Munchlax    Normal    NaN  135      85       40       40   \n",
      "496  447                Riolu  Fighting    NaN   40      70       40       35   \n",
      "497  448              Lucario  Fighting  Steel   70     110       70      115   \n",
      "498  448  LucarioMega Lucario  Fighting  Steel   70     145       88      140   \n",
      "499  449           Hippopotas    Ground    NaN   68      72       78       38   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "495       85      5           4      False    390  \n",
      "496       40     60           4      False    285  \n",
      "497       70     90           4      False    525  \n",
      "498       70    112           4      False    625  \n",
      "499       42     32           4      False    330  \n",
      "Chunk DF\n",
      "       #       Name  Type 1    Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "500  450  Hippowdon  Ground       NaN  108     112      118       68       72   \n",
      "501  451    Skorupi  Poison       Bug   40      50       90       30       55   \n",
      "502  452    Drapion  Poison      Dark   70      90      110       60       75   \n",
      "503  453   Croagunk  Poison  Fighting   48      61       40       61       40   \n",
      "504  454  Toxicroak  Poison  Fighting   83     106       65       86       65   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "500     47           4      False    525  \n",
      "501     65           4      False    330  \n",
      "502     95           4      False    500  \n",
      "503     50           4      False    300  \n",
      "504     85           4      False    490  \n",
      "Chunk DF\n",
      "       #       Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "505  455  Carnivine  Grass     NaN  74     100       72       90       72   \n",
      "506  456    Finneon  Water     NaN  49      49       56       49       61   \n",
      "507  457   Lumineon  Water     NaN  69      69       76       69       86   \n",
      "508  458    Mantyke  Water  Flying  45      20       50       60      120   \n",
      "509  459     Snover  Grass     Ice  60      62       50       62       60   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "505     46           4      False    454  \n",
      "506     66           4      False    330  \n",
      "507     91           4      False    460  \n",
      "508     50           4      False    345  \n",
      "509     40           4      False    334  \n",
      "Chunk DF\n",
      "       #                     Name    Type 1 Type 2   HP  Attack  Defense  \\\n",
      "510  460                Abomasnow     Grass    Ice   90      92       75   \n",
      "511  460  AbomasnowMega Abomasnow     Grass    Ice   90     132      105   \n",
      "512  461                  Weavile      Dark    Ice   70     120       65   \n",
      "513  462                Magnezone  Electric  Steel   70      70      115   \n",
      "514  463               Lickilicky    Normal    NaN  110      85       95   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "510       92       85     60           4      False    494  \n",
      "511      132      105     30           4      False    594  \n",
      "512       45       85    125           4      False    510  \n",
      "513      130       90     60           4      False    535  \n",
      "514       80       95     50           4      False    515  \n",
      "Chunk DF\n",
      "       #        Name    Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "515  464   Rhyperior    Ground    Rock  115     140      130       55   \n",
      "516  465   Tangrowth     Grass     NaN  100     100      125      110   \n",
      "517  466  Electivire  Electric     NaN   75     123       67       95   \n",
      "518  467   Magmortar      Fire     NaN   75      95       67      125   \n",
      "519  468    Togekiss     Fairy  Flying   85      50       95      120   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "515       55     40           4      False    535  \n",
      "516       50     50           4      False    535  \n",
      "517       85     95           4      False    540  \n",
      "518       95     83           4      False    540  \n",
      "519      115     80           4      False    545  \n",
      "Chunk DF\n",
      "       #       Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "520  469    Yanmega     Bug  Flying   86      76       86      116       56   \n",
      "521  470    Leafeon   Grass     NaN   65     110      130       60       65   \n",
      "522  471    Glaceon     Ice     NaN   65      60      110      130       95   \n",
      "523  472    Gliscor  Ground  Flying   75      95      125       45       75   \n",
      "524  473  Mamoswine     Ice  Ground  110     130       80       70       60   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "520     95           4      False    515  \n",
      "521     95           4      False    525  \n",
      "522     65           4      False    525  \n",
      "523     95           4      False    510  \n",
      "524     80           4      False    530  \n",
      "Chunk DF\n",
      "       #                 Name   Type 1    Type 2  HP  Attack  Defense  \\\n",
      "525  474            Porygon-Z   Normal       NaN  85      80       70   \n",
      "526  475              Gallade  Psychic  Fighting  68     125       65   \n",
      "527  475  GalladeMega Gallade  Psychic  Fighting  68     165       95   \n",
      "528  476            Probopass     Rock     Steel  60      55      145   \n",
      "529  477             Dusknoir    Ghost       NaN  45     100      135   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "525      135       75     90           4      False    535  \n",
      "526       65      115     80           4      False    518  \n",
      "527       65      115    110           4      False    618  \n",
      "528       75      150     40           4      False    525  \n",
      "529       65      135     45           4      False    525  \n",
      "Chunk DF\n",
      "       #              Name    Type 1 Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "530  478          Froslass       Ice  Ghost  70      80       70       80   \n",
      "531  479             Rotom  Electric  Ghost  50      50       77       95   \n",
      "532  479   RotomHeat Rotom  Electric   Fire  50      65      107      105   \n",
      "533  479   RotomWash Rotom  Electric  Water  50      65      107      105   \n",
      "534  479  RotomFrost Rotom  Electric    Ice  50      65      107      105   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "530       70    110           4      False    480  \n",
      "531       77     91           4      False    440  \n",
      "532      107     86           4      False    520  \n",
      "533      107     86           4      False    520  \n",
      "534      107     86           4      False    520  \n",
      "Chunk DF\n",
      "       #            Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "535  479  RotomFan Rotom  Electric  Flying  50      65      107      105   \n",
      "536  479  RotomMow Rotom  Electric   Grass  50      65      107      105   \n",
      "537  480            Uxie   Psychic     NaN  75      75      130       75   \n",
      "538  481         Mesprit   Psychic     NaN  80     105      105      105   \n",
      "539  482           Azelf   Psychic     NaN  75     125       70      125   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "535      107     86           4      False    520  \n",
      "536      107     86           4      False    520  \n",
      "537      130     95           4       True    580  \n",
      "538      105     80           4       True    580  \n",
      "539       70    115           4       True    580  \n",
      "Chunk DF\n",
      "       #                   Name  Type 1  Type 2   HP  Attack  Defense  \\\n",
      "540  483                 Dialga   Steel  Dragon  100     120      120   \n",
      "541  484                 Palkia   Water  Dragon   90     120      100   \n",
      "542  485                Heatran    Fire   Steel   91      90      106   \n",
      "543  486              Regigigas  Normal     NaN  110     160      110   \n",
      "544  487  GiratinaAltered Forme   Ghost  Dragon  150     100      120   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "540      150      100     90           4       True    680  \n",
      "541      150      120    100           4       True    680  \n",
      "542      130      106     77           4       True    600  \n",
      "543       80      110    100           4       True    670  \n",
      "544      100      120     90           4       True    680  \n",
      "Chunk DF\n",
      "       #                  Name   Type 1  Type 2   HP  Attack  Defense  \\\n",
      "545  487  GiratinaOrigin Forme    Ghost  Dragon  150     120      100   \n",
      "546  488             Cresselia  Psychic     NaN  120      70      120   \n",
      "547  489                Phione    Water     NaN   80      80       80   \n",
      "548  490               Manaphy    Water     NaN  100     100      100   \n",
      "549  491               Darkrai     Dark     NaN   70      90       90   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "545      120      100     90           4       True    680  \n",
      "546       75      130     85           4      False    600  \n",
      "547       80       80     80           4      False    480  \n",
      "548      100      100    100           4      False    600  \n",
      "549      135       90    125           4       True    600  \n",
      "Chunk DF\n",
      "       #               Name   Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "550  492  ShayminLand Forme    Grass     NaN  100     100      100      100   \n",
      "551  492   ShayminSky Forme    Grass  Flying  100     103       75      120   \n",
      "552  493             Arceus   Normal     NaN  120     120      120      120   \n",
      "553  494            Victini  Psychic    Fire  100     100      100      100   \n",
      "554  495              Snivy    Grass     NaN   45      45       55       45   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "550      100    100           4       True    600  \n",
      "551       75    127           4       True    600  \n",
      "552      120    120           4       True    720  \n",
      "553      100    100           5       True    600  \n",
      "554       55     63           5      False    308  \n",
      "Chunk DF\n",
      "       #       Name Type 1    Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "555  496    Servine  Grass       NaN   60      60       75       60       75   \n",
      "556  497  Serperior  Grass       NaN   75      75       95       75       95   \n",
      "557  498      Tepig   Fire       NaN   65      63       45       45       45   \n",
      "558  499    Pignite   Fire  Fighting   90      93       55       70       55   \n",
      "559  500     Emboar   Fire  Fighting  110     123       65      100       65   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "555     83           5      False    413  \n",
      "556    113           5      False    528  \n",
      "557     45           5      False    308  \n",
      "558     55           5      False    418  \n",
      "559     65           5      False    528  \n",
      "Chunk DF\n",
      "       #      Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "560  501  Oshawott   Water     NaN  55      55       45       63       45   \n",
      "561  502    Dewott   Water     NaN  75      75       60       83       60   \n",
      "562  503  Samurott   Water     NaN  95     100       85      108       70   \n",
      "563  504    Patrat  Normal     NaN  45      55       39       35       39   \n",
      "564  505   Watchog  Normal     NaN  60      85       69       60       69   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "560     45           5      False    308  \n",
      "561     60           5      False    413  \n",
      "562     70           5      False    528  \n",
      "563     42           5      False    255  \n",
      "564     77           5      False    420  \n",
      "Chunk DF\n",
      "       #       Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "565  506   Lillipup  Normal     NaN  45      60       45       25       45   \n",
      "566  507    Herdier  Normal     NaN  65      80       65       35       65   \n",
      "567  508  Stoutland  Normal     NaN  85     110       90       45       90   \n",
      "568  509   Purrloin    Dark     NaN  41      50       37       50       37   \n",
      "569  510    Liepard    Dark     NaN  64      88       50       88       50   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "565     55           5      False    275  \n",
      "566     60           5      False    370  \n",
      "567     80           5      False    500  \n",
      "568     66           5      False    281  \n",
      "569    106           5      False    446  \n",
      "Chunk DF\n",
      "       #      Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "570  511   Pansage  Grass     NaN  50      53       48       53       48   \n",
      "571  512  Simisage  Grass     NaN  75      98       63       98       63   \n",
      "572  513   Pansear   Fire     NaN  50      53       48       53       48   \n",
      "573  514  Simisear   Fire     NaN  75      98       63       98       63   \n",
      "574  515   Panpour  Water     NaN  50      53       48       53       48   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "570     64           5      False    316  \n",
      "571    101           5      False    498  \n",
      "572     64           5      False    316  \n",
      "573    101           5      False    498  \n",
      "574     64           5      False    316  \n",
      "Chunk DF\n",
      "       #       Name   Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "575  516   Simipour    Water     NaN   75      98       63       98       63   \n",
      "576  517      Munna  Psychic     NaN   76      25       45       67       55   \n",
      "577  518   Musharna  Psychic     NaN  116      55       85      107       95   \n",
      "578  519     Pidove   Normal  Flying   50      55       50       36       30   \n",
      "579  520  Tranquill   Normal  Flying   62      77       62       50       42   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "575    101           5      False    498  \n",
      "576     24           5      False    292  \n",
      "577     29           5      False    487  \n",
      "578     43           5      False    264  \n",
      "579     65           5      False    358  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chunk DF\n",
      "       #        Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "580  521    Unfezant    Normal  Flying  80     115       80       65       55   \n",
      "581  522     Blitzle  Electric     NaN  45      60       32       50       32   \n",
      "582  523   Zebstrika  Electric     NaN  75     100       63       80       63   \n",
      "583  524  Roggenrola      Rock     NaN  55      75       85       25       25   \n",
      "584  525     Boldore      Rock     NaN  70     105      105       50       40   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "580     93           5      False    488  \n",
      "581     76           5      False    295  \n",
      "582    116           5      False    497  \n",
      "583     15           5      False    280  \n",
      "584     20           5      False    390  \n",
      "Chunk DF\n",
      "       #       Name   Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "585  526   Gigalith     Rock     NaN   85     135      130       60       80   \n",
      "586  527     Woobat  Psychic  Flying   55      45       43       55       43   \n",
      "587  528    Swoobat  Psychic  Flying   67      57       55       77       55   \n",
      "588  529    Drilbur   Ground     NaN   60      85       40       30       45   \n",
      "589  530  Excadrill   Ground   Steel  110     135       60       50       65   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "585     25           5      False    515  \n",
      "586     72           5      False    313  \n",
      "587    114           5      False    425  \n",
      "588     68           5      False    328  \n",
      "589     88           5      False    508  \n",
      "Chunk DF\n",
      "       #               Name    Type 1 Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "590  531             Audino    Normal    NaN  103      60       86       60   \n",
      "591  531  AudinoMega Audino    Normal  Fairy  103      60      126       80   \n",
      "592  532            Timburr  Fighting    NaN   75      80       55       25   \n",
      "593  533            Gurdurr  Fighting    NaN   85     105       85       40   \n",
      "594  534         Conkeldurr  Fighting    NaN  105     140       95       55   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "590       86     50           5      False    445  \n",
      "591      126     50           5      False    545  \n",
      "592       35     35           5      False    305  \n",
      "593       50     40           5      False    405  \n",
      "594       65     45           5      False    505  \n",
      "Chunk DF\n",
      "       #        Name    Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "595  535     Tympole     Water     NaN   50      50       40       50   \n",
      "596  536   Palpitoad     Water  Ground   75      65       55       65   \n",
      "597  537  Seismitoad     Water  Ground  105      95       75       85   \n",
      "598  538       Throh  Fighting     NaN  120     100       85       30   \n",
      "599  539        Sawk  Fighting     NaN   75     125       75       30   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "595       40     64           5      False    294  \n",
      "596       55     69           5      False    384  \n",
      "597       75     74           5      False    509  \n",
      "598       85     45           5      False    465  \n",
      "599       75     85           5      False    465  \n",
      "Chunk DF\n",
      "       #        Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "600  540    Sewaddle    Bug   Grass  45      53       70       40       60   \n",
      "601  541    Swadloon    Bug   Grass  55      63       90       50       80   \n",
      "602  542    Leavanny    Bug   Grass  75     103       80       70       80   \n",
      "603  543    Venipede    Bug  Poison  30      45       59       30       39   \n",
      "604  544  Whirlipede    Bug  Poison  40      55       99       40       79   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "600     42           5      False    310  \n",
      "601     42           5      False    380  \n",
      "602     92           5      False    500  \n",
      "603     57           5      False    260  \n",
      "604     47           5      False    360  \n",
      "Chunk DF\n",
      "       #        Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "605  545   Scolipede    Bug  Poison  60     100       89       55       69   \n",
      "606  546    Cottonee  Grass   Fairy  40      27       60       37       50   \n",
      "607  547  Whimsicott  Grass   Fairy  60      67       85       77       75   \n",
      "608  548     Petilil  Grass     NaN  45      35       50       70       50   \n",
      "609  549   Lilligant  Grass     NaN  70      60       75      110       75   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "605    112           5      False    485  \n",
      "606     66           5      False    280  \n",
      "607    116           5      False    480  \n",
      "608     30           5      False    280  \n",
      "609     90           5      False    480  \n",
      "Chunk DF\n",
      "       #        Name  Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "610  550    Basculin   Water    NaN  70      92       65       80       55   \n",
      "611  551     Sandile  Ground   Dark  50      72       35       35       35   \n",
      "612  552    Krokorok  Ground   Dark  60      82       45       45       45   \n",
      "613  553  Krookodile  Ground   Dark  95     117       80       65       70   \n",
      "614  554    Darumaka    Fire    NaN  70      90       45       15       45   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "610     98           5      False    460  \n",
      "611     65           5      False    292  \n",
      "612     74           5      False    351  \n",
      "613     92           5      False    519  \n",
      "614     50           5      False    315  \n",
      "Chunk DF\n",
      "       #                     Name Type 1   Type 2   HP  Attack  Defense  \\\n",
      "615  555  DarmanitanStandard Mode   Fire      NaN  105     140       55   \n",
      "616  555       DarmanitanZen Mode   Fire  Psychic  105      30      105   \n",
      "617  556                 Maractus  Grass      NaN   75      86       67   \n",
      "618  557                  Dwebble    Bug     Rock   50      65       85   \n",
      "619  558                  Crustle    Bug     Rock   70      95      125   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "615       30       55     95           5      False    480  \n",
      "616      140      105     55           5      False    540  \n",
      "617      106       67     60           5      False    461  \n",
      "618       35       35     55           5      False    325  \n",
      "619       65       75     45           5      False    475  \n",
      "Chunk DF\n",
      "       #        Name   Type 1    Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "620  559     Scraggy     Dark  Fighting  50      75       70       35   \n",
      "621  560     Scrafty     Dark  Fighting  65      90      115       45   \n",
      "622  561    Sigilyph  Psychic    Flying  72      58       80      103   \n",
      "623  562      Yamask    Ghost       NaN  38      30       85       55   \n",
      "624  563  Cofagrigus    Ghost       NaN  58      50      145       95   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "620       70     48           5      False    348  \n",
      "621      115     58           5      False    488  \n",
      "622       80     97           5      False    490  \n",
      "623       65     30           5      False    303  \n",
      "624      105     30           5      False    483  \n",
      "Chunk DF\n",
      "       #        Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "625  564    Tirtouga   Water    Rock  54      78      103       53       45   \n",
      "626  565  Carracosta   Water    Rock  74     108      133       83       65   \n",
      "627  566      Archen    Rock  Flying  55     112       45       74       45   \n",
      "628  567    Archeops    Rock  Flying  75     140       65      112       65   \n",
      "629  568    Trubbish  Poison     NaN  50      50       62       40       62   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "625     22           5      False    355  \n",
      "626     32           5      False    495  \n",
      "627     70           5      False    401  \n",
      "628    110           5      False    567  \n",
      "629     65           5      False    329  \n",
      "Chunk DF\n",
      "       #      Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "630  569  Garbodor  Poison     NaN  80      95       82       60       82   \n",
      "631  570     Zorua    Dark     NaN  40      65       40       80       40   \n",
      "632  571   Zoroark    Dark     NaN  60     105       60      120       60   \n",
      "633  572  Minccino  Normal     NaN  55      50       40       40       40   \n",
      "634  573  Cinccino  Normal     NaN  75      95       60       65       60   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "630     75           5      False    474  \n",
      "631     65           5      False    330  \n",
      "632    105           5      False    510  \n",
      "633     75           5      False    300  \n",
      "634    115           5      False    470  \n",
      "Chunk DF\n",
      "       #        Name   Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "635  574     Gothita  Psychic     NaN  45      30       50       55       65   \n",
      "636  575   Gothorita  Psychic     NaN  60      45       70       75       85   \n",
      "637  576  Gothitelle  Psychic     NaN  70      55       95       95      110   \n",
      "638  577     Solosis  Psychic     NaN  45      30       40      105       50   \n",
      "639  578     Duosion  Psychic     NaN  65      40       50      125       60   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "635     45           5      False    290  \n",
      "636     55           5      False    390  \n",
      "637     65           5      False    490  \n",
      "638     20           5      False    290  \n",
      "639     30           5      False    370  \n",
      "Chunk DF\n",
      "       #       Name   Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "640  579  Reuniclus  Psychic     NaN  110      65       75      125       85   \n",
      "641  580   Ducklett    Water  Flying   62      44       50       44       50   \n",
      "642  581     Swanna    Water  Flying   75      87       63       87       63   \n",
      "643  582  Vanillite      Ice     NaN   36      50       50       65       60   \n",
      "644  583  Vanillish      Ice     NaN   51      65       65       80       75   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "640     30           5      False    490  \n",
      "641     55           5      False    305  \n",
      "642     98           5      False    473  \n",
      "643     44           5      False    305  \n",
      "644     59           5      False    395  \n",
      "Chunk DF\n",
      "       #        Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "645  584   Vanilluxe       Ice     NaN  71      95       85      110       95   \n",
      "646  585    Deerling    Normal   Grass  60      60       50       40       50   \n",
      "647  586    Sawsbuck    Normal   Grass  80     100       70       60       70   \n",
      "648  587      Emolga  Electric  Flying  55      75       60       75       60   \n",
      "649  588  Karrablast       Bug     NaN  50      75       45       40       45   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "645     79           5      False    535  \n",
      "646     75           5      False    335  \n",
      "647     95           5      False    475  \n",
      "648    103           5      False    428  \n",
      "649     60           5      False    315  \n",
      "Chunk DF\n",
      "       #        Name Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "650  589  Escavalier    Bug   Steel   70     135      105       60      105   \n",
      "651  590     Foongus  Grass  Poison   69      55       45       55       55   \n",
      "652  591   Amoonguss  Grass  Poison  114      85       70       85       80   \n",
      "653  592    Frillish  Water   Ghost   55      40       50       65       85   \n",
      "654  593   Jellicent  Water   Ghost  100      60       70       85      105   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "650     20           5      False    495  \n",
      "651     15           5      False    294  \n",
      "652     30           5      False    464  \n",
      "653     40           5      False    335  \n",
      "654     60           5      False    480  \n",
      "Chunk DF\n",
      "       #        Name Type 1    Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "655  594   Alomomola  Water       NaN  165      75       80       40       45   \n",
      "656  595      Joltik    Bug  Electric   50      47       50       57       50   \n",
      "657  596  Galvantula    Bug  Electric   70      77       60       97       60   \n",
      "658  597   Ferroseed  Grass     Steel   44      50       91       24       86   \n",
      "659  598  Ferrothorn  Grass     Steel   74      94      131       54      116   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "655     65           5      False    470  \n",
      "656     65           5      False    319  \n",
      "657    108           5      False    472  \n",
      "658     10           5      False    305  \n",
      "659     20           5      False    489  \n",
      "Chunk DF\n",
      "       #       Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "660  599      Klink     Steel     NaN  40      55       70       45       60   \n",
      "661  600      Klang     Steel     NaN  60      80       95       70       85   \n",
      "662  601  Klinklang     Steel     NaN  60     100      115       70       85   \n",
      "663  602     Tynamo  Electric     NaN  35      55       40       45       40   \n",
      "664  603  Eelektrik  Electric     NaN  65      85       70       75       70   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "660     30           5      False    300  \n",
      "661     50           5      False    440  \n",
      "662     90           5      False    520  \n",
      "663     60           5      False    275  \n",
      "664     40           5      False    405  \n",
      "Chunk DF\n",
      "       #        Name    Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "665  604  Eelektross  Electric    NaN  85     115       80      105       80   \n",
      "666  605      Elgyem   Psychic    NaN  55      55       55       85       55   \n",
      "667  606    Beheeyem   Psychic    NaN  75      75       75      125       95   \n",
      "668  607     Litwick     Ghost   Fire  50      30       55       65       55   \n",
      "669  608     Lampent     Ghost   Fire  60      40       60       95       60   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "665     50           5      False    515  \n",
      "666     30           5      False    335  \n",
      "667     40           5      False    485  \n",
      "668     20           5      False    275  \n",
      "669     55           5      False    370  \n",
      "Chunk DF\n",
      "       #        Name  Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "670  609  Chandelure   Ghost   Fire  60      55       90      145       90   \n",
      "671  610        Axew  Dragon    NaN  46      87       60       30       40   \n",
      "672  611     Fraxure  Dragon    NaN  66     117       70       40       50   \n",
      "673  612     Haxorus  Dragon    NaN  76     147       90       60       70   \n",
      "674  613     Cubchoo     Ice    NaN  55      70       40       60       40   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "670     80           5      False    520  \n",
      "671     57           5      False    320  \n",
      "672     67           5      False    410  \n",
      "673     97           5      False    540  \n",
      "674     40           5      False    305  \n",
      "Chunk DF\n",
      "       #       Name  Type 1    Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "675  614    Beartic     Ice       NaN   95     110       80       70       80   \n",
      "676  615  Cryogonal     Ice       NaN   70      50       30       95      135   \n",
      "677  616    Shelmet     Bug       NaN   50      40       85       40       65   \n",
      "678  617   Accelgor     Bug       NaN   80      70       40      100       60   \n",
      "679  618   Stunfisk  Ground  Electric  109      66       84       81       99   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "675     50           5      False    485  \n",
      "676    105           5      False    485  \n",
      "677     25           5      False    305  \n",
      "678    145           5      False    495  \n",
      "679     32           5      False    471  \n",
      "Chunk DF\n",
      "       #       Name    Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "680  619    Mienfoo  Fighting    NaN  45      85       50       55       50   \n",
      "681  620   Mienshao  Fighting    NaN  65     125       60       95       60   \n",
      "682  621  Druddigon    Dragon    NaN  77     120       90       60       90   \n",
      "683  622     Golett    Ground  Ghost  59      74       50       35       50   \n",
      "684  623     Golurk    Ground  Ghost  89     124       80       55       80   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "680     65           5      False    350  \n",
      "681    105           5      False    510  \n",
      "682     48           5      False    485  \n",
      "683     35           5      False    303  \n",
      "684     55           5      False    483  \n",
      "Chunk DF\n",
      "       #        Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "685  624    Pawniard    Dark   Steel   45      85       70       40       40   \n",
      "686  625     Bisharp    Dark   Steel   65     125      100       60       70   \n",
      "687  626  Bouffalant  Normal     NaN   95     110       95       40       95   \n",
      "688  627     Rufflet  Normal  Flying   70      83       50       37       50   \n",
      "689  628    Braviary  Normal  Flying  100     123       75       57       75   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "685     60           5      False    340  \n",
      "686     70           5      False    490  \n",
      "687     55           5      False    490  \n",
      "688     60           5      False    350  \n",
      "689     80           5      False    510  \n",
      "Chunk DF\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       #       Name Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "690  629    Vullaby   Dark  Flying   70      55       75       45       65   \n",
      "691  630  Mandibuzz   Dark  Flying  110      65      105       55       95   \n",
      "692  631    Heatmor   Fire     NaN   85      97       66      105       66   \n",
      "693  632     Durant    Bug   Steel   58     109      112       48       48   \n",
      "694  633      Deino   Dark  Dragon   52      65       50       45       50   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "690     60           5      False    370  \n",
      "691     80           5      False    510  \n",
      "692     65           5      False    484  \n",
      "693    109           5      False    484  \n",
      "694     38           5      False    300  \n",
      "Chunk DF\n",
      "       #       Name Type 1    Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "695  634   Zweilous   Dark    Dragon  72      85       70       65       70   \n",
      "696  635  Hydreigon   Dark    Dragon  92     105       90      125       90   \n",
      "697  636   Larvesta    Bug      Fire  55      85       55       50       55   \n",
      "698  637  Volcarona    Bug      Fire  85      60       65      135      105   \n",
      "699  638   Cobalion  Steel  Fighting  91      90      129       90       72   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "695     58           5      False    420  \n",
      "696     98           5      False    600  \n",
      "697     60           5      False    360  \n",
      "698    100           5      False    550  \n",
      "699    108           5       True    580  \n",
      "Chunk DF\n",
      "       #                      Name    Type 1    Type 2  HP  Attack  Defense  \\\n",
      "700  639                 Terrakion      Rock  Fighting  91     129       90   \n",
      "701  640                  Virizion     Grass  Fighting  91      90       72   \n",
      "702  641   TornadusIncarnate Forme    Flying       NaN  79     115       70   \n",
      "703  641     TornadusTherian Forme    Flying       NaN  79     100       80   \n",
      "704  642  ThundurusIncarnate Forme  Electric    Flying  79     115       70   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "700       72       90    108           5       True    580  \n",
      "701       90      129    108           5       True    580  \n",
      "702      125       80    111           5       True    580  \n",
      "703      110       90    121           5       True    580  \n",
      "704      125       80    111           5       True    580  \n",
      "Chunk DF\n",
      "       #                     Name    Type 1    Type 2   HP  Attack  Defense  \\\n",
      "705  642   ThundurusTherian Forme  Electric    Flying   79     105       70   \n",
      "706  643                 Reshiram    Dragon      Fire  100     120      100   \n",
      "707  644                   Zekrom    Dragon  Electric  100     150      120   \n",
      "708  645  LandorusIncarnate Forme    Ground    Flying   89     125       90   \n",
      "709  645    LandorusTherian Forme    Ground    Flying   89     145       90   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "705      145       80    101           5       True    580  \n",
      "706      150      120     90           5       True    680  \n",
      "707      120      100     90           5       True    680  \n",
      "708      115       80    101           5       True    600  \n",
      "709      105       80     91           5       True    600  \n",
      "Chunk DF\n",
      "       #                  Name  Type 1    Type 2   HP  Attack  Defense  \\\n",
      "710  646                Kyurem  Dragon       Ice  125     130       90   \n",
      "711  646    KyuremBlack Kyurem  Dragon       Ice  125     170      100   \n",
      "712  646    KyuremWhite Kyurem  Dragon       Ice  125     120       90   \n",
      "713  647  KeldeoOrdinary Forme   Water  Fighting   91      72       90   \n",
      "714  647  KeldeoResolute Forme   Water  Fighting   91      72       90   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "710      130       90     95           5       True    660  \n",
      "711      120       90     95           5       True    700  \n",
      "712      170      100     95           5       True    700  \n",
      "713      129       90    108           5      False    580  \n",
      "714      129       90    108           5      False    580  \n",
      "Chunk DF\n",
      "       #                     Name  Type 1    Type 2   HP  Attack  Defense  \\\n",
      "715  648       MeloettaAria Forme  Normal   Psychic  100      77       77   \n",
      "716  648  MeloettaPirouette Forme  Normal  Fighting  100     128       90   \n",
      "717  649                 Genesect     Bug     Steel   71     120       95   \n",
      "718  650                  Chespin   Grass       NaN   56      61       65   \n",
      "719  651                Quilladin   Grass       NaN   61      78       95   \n",
      "\n",
      "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total  \n",
      "715      128      128     90           5      False    600  \n",
      "716       77       77    128           5      False    600  \n",
      "717      120       95     99           5      False    600  \n",
      "718       48       45     38           6      False    313  \n",
      "719       56       58     57           6      False    405  \n",
      "Chunk DF\n",
      "       #        Name Type 1    Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "720  652  Chesnaught  Grass  Fighting  88     107      122       74       75   \n",
      "721  653    Fennekin   Fire       NaN  40      45       40       62       60   \n",
      "722  654     Braixen   Fire       NaN  59      59       58       90       70   \n",
      "723  655     Delphox   Fire   Psychic  75      69       72      114      100   \n",
      "724  656     Froakie  Water       NaN  41      56       40       62       44   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "720     64           6      False    530  \n",
      "721     60           6      False    307  \n",
      "722     73           6      False    409  \n",
      "723    104           6      False    534  \n",
      "724     71           6      False    314  \n",
      "Chunk DF\n",
      "       #        Name  Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "725  657   Frogadier   Water     NaN  54      63       52       83       56   \n",
      "726  658    Greninja   Water    Dark  72      95       67      103       71   \n",
      "727  659    Bunnelby  Normal     NaN  38      36       38       32       36   \n",
      "728  660   Diggersby  Normal  Ground  85      56       77       50       77   \n",
      "729  661  Fletchling  Normal  Flying  45      50       43       40       38   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "725     97           6      False    405  \n",
      "726    122           6      False    530  \n",
      "727     57           6      False    237  \n",
      "728     78           6      False    423  \n",
      "729     62           6      False    278  \n",
      "Chunk DF\n",
      "       #         Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "730  662  Fletchinder   Fire  Flying  62      73       55       56       52   \n",
      "731  663   Talonflame   Fire  Flying  78      81       71       74       69   \n",
      "732  664   Scatterbug    Bug     NaN  38      35       40       27       25   \n",
      "733  665       Spewpa    Bug     NaN  45      22       60       27       30   \n",
      "734  666     Vivillon    Bug  Flying  80      52       50       90       50   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "730     84           6      False    382  \n",
      "731    126           6      False    499  \n",
      "732     35           6      False    200  \n",
      "733     29           6      False    213  \n",
      "734     89           6      False    411  \n",
      "Chunk DF\n",
      "       #     Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "735  667   Litleo   Fire  Normal  62      50       58       73       54   \n",
      "736  668   Pyroar   Fire  Normal  86      68       72      109       66   \n",
      "737  669  Flabébé  Fairy     NaN  44      38       39       61       79   \n",
      "738  670  Floette  Fairy     NaN  54      45       47       75       98   \n",
      "739  671  Florges  Fairy     NaN  78      65       68      112      154   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "735     72           6      False    369  \n",
      "736    106           6      False    507  \n",
      "737     42           6      False    303  \n",
      "738     52           6      False    371  \n",
      "739     75           6      False    552  \n",
      "Chunk DF\n",
      "       #     Name    Type 1 Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "740  672   Skiddo     Grass    NaN   66      65       48       62       57   \n",
      "741  673   Gogoat     Grass    NaN  123     100       62       97       81   \n",
      "742  674  Pancham  Fighting    NaN   67      82       62       46       48   \n",
      "743  675  Pangoro  Fighting   Dark   95     124       78       69       71   \n",
      "744  676  Furfrou    Normal    NaN   75      80       60       65       90   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "740     52           6      False    350  \n",
      "741     68           6      False    531  \n",
      "742     43           6      False    348  \n",
      "743     58           6      False    495  \n",
      "744    102           6      False    472  \n",
      "Chunk DF\n",
      "       #            Name   Type 1 Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "745  677          Espurr  Psychic    NaN  62      48       54       63   \n",
      "746  678    MeowsticMale  Psychic    NaN  74      48       76       83   \n",
      "747  678  MeowsticFemale  Psychic    NaN  74      48       76       83   \n",
      "748  679         Honedge    Steel  Ghost  45      80      100       35   \n",
      "749  680        Doublade    Steel  Ghost  59     110      150       45   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "745       60     68           6      False    355  \n",
      "746       81    104           6      False    466  \n",
      "747       81    104           6      False    466  \n",
      "748       37     28           6      False    325  \n",
      "749       49     35           6      False    448  \n",
      "Chunk DF\n",
      "       #                   Name Type 1 Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "750  681   AegislashBlade Forme  Steel  Ghost   60     150       50      150   \n",
      "751  681  AegislashShield Forme  Steel  Ghost   60      50      150       50   \n",
      "752  682               Spritzee  Fairy    NaN   78      52       60       63   \n",
      "753  683             Aromatisse  Fairy    NaN  101      72       72       99   \n",
      "754  684                Swirlix  Fairy    NaN   62      48       66       59   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "750       50     60           6      False    520  \n",
      "751      150     60           6      False    520  \n",
      "752       65     23           6      False    341  \n",
      "753       89     29           6      False    462  \n",
      "754       57     49           6      False    341  \n",
      "Chunk DF\n",
      "       #        Name Type 1   Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "755  685    Slurpuff  Fairy      NaN  82      80       86       85       75   \n",
      "756  686       Inkay   Dark  Psychic  53      54       53       37       46   \n",
      "757  687     Malamar   Dark  Psychic  86      92       88       68       75   \n",
      "758  688     Binacle   Rock    Water  42      52       67       39       56   \n",
      "759  689  Barbaracle   Rock    Water  72     105      115       54       86   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "755     72           6      False    480  \n",
      "756     45           6      False    288  \n",
      "757     73           6      False    482  \n",
      "758     50           6      False    306  \n",
      "759     68           6      False    500  \n",
      "Chunk DF\n",
      "       #        Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "760  690      Skrelp    Poison   Water  50      60       60       60       60   \n",
      "761  691    Dragalge    Poison  Dragon  65      75       90       97      123   \n",
      "762  692   Clauncher     Water     NaN  50      53       62       58       63   \n",
      "763  693   Clawitzer     Water     NaN  71      73       88      120       89   \n",
      "764  694  Helioptile  Electric  Normal  44      38       33       61       43   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "760     30           6      False    320  \n",
      "761     44           6      False    494  \n",
      "762     44           6      False    330  \n",
      "763     59           6      False    500  \n",
      "764     70           6      False    289  \n",
      "Chunk DF\n",
      "       #       Name    Type 1  Type 2   HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "765  695  Heliolisk  Electric  Normal   62      55       52      109       94   \n",
      "766  696     Tyrunt      Rock  Dragon   58      89       77       45       45   \n",
      "767  697  Tyrantrum      Rock  Dragon   82     121      119       69       59   \n",
      "768  698     Amaura      Rock     Ice   77      59       50       67       63   \n",
      "769  699    Aurorus      Rock     Ice  123      77       72       99       92   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "765    109           6      False    481  \n",
      "766     48           6      False    362  \n",
      "767     71           6      False    521  \n",
      "768     46           6      False    362  \n",
      "769     58           6      False    521  \n",
      "Chunk DF\n",
      "       #      Name    Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "770  700   Sylveon     Fairy     NaN  95      65       65      110      130   \n",
      "771  701  Hawlucha  Fighting  Flying  78      92       75       74       63   \n",
      "772  702   Dedenne  Electric   Fairy  67      58       57       81       67   \n",
      "773  703   Carbink      Rock   Fairy  50      50      150       50      150   \n",
      "774  704     Goomy    Dragon     NaN  45      50       35       55       75   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "770     60           6      False    525  \n",
      "771    118           6      False    500  \n",
      "772    101           6      False    431  \n",
      "773     50           6      False    500  \n",
      "774     40           6      False    300  \n",
      "Chunk DF\n",
      "       #       Name  Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  \\\n",
      "775  705    Sliggoo  Dragon    NaN  68      75       53       83      113   \n",
      "776  706     Goodra  Dragon    NaN  90     100       70      110      150   \n",
      "777  707     Klefki   Steel  Fairy  57      80       91       80       87   \n",
      "778  708   Phantump   Ghost  Grass  43      70       48       50       60   \n",
      "779  709  Trevenant   Ghost  Grass  85     110       76       65       82   \n",
      "\n",
      "     Speed  Generation  Legendary  Total  \n",
      "775     60           6      False    452  \n",
      "776     80           6      False    600  \n",
      "777     75           6      False    470  \n",
      "778     38           6      False    309  \n",
      "779     56           6      False    474  \n",
      "Chunk DF\n",
      "       #                   Name Type 1 Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "780  710  PumpkabooAverage Size  Ghost  Grass  49      66       70       44   \n",
      "781  710    PumpkabooSmall Size  Ghost  Grass  44      66       70       44   \n",
      "782  710    PumpkabooLarge Size  Ghost  Grass  54      66       70       44   \n",
      "783  710    PumpkabooSuper Size  Ghost  Grass  59      66       70       44   \n",
      "784  711  GourgeistAverage Size  Ghost  Grass  65      90      122       58   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "780       55     51           6      False    335  \n",
      "781       55     56           6      False    335  \n",
      "782       55     46           6      False    335  \n",
      "783       55     41           6      False    335  \n",
      "784       75     84           6      False    494  \n",
      "Chunk DF\n",
      "       #                 Name Type 1 Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "785  711  GourgeistSmall Size  Ghost  Grass  55      85      122       58   \n",
      "786  711  GourgeistLarge Size  Ghost  Grass  75      95      122       58   \n",
      "787  711  GourgeistSuper Size  Ghost  Grass  85     100      122       58   \n",
      "788  712             Bergmite    Ice    NaN  55      69       85       32   \n",
      "789  713              Avalugg    Ice    NaN  95     117      184       44   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "785       75     99           6      False    494  \n",
      "786       75     69           6      False    494  \n",
      "787       75     54           6      False    494  \n",
      "788       35     28           6      False    304  \n",
      "789       46     28           6      False    514  \n",
      "Chunk DF\n",
      "       #              Name  Type 1  Type 2   HP  Attack  Defense  Sp. Atk  \\\n",
      "790  714            Noibat  Flying  Dragon   40      30       35       45   \n",
      "791  715           Noivern  Flying  Dragon   85      70       80       97   \n",
      "792  716           Xerneas   Fairy     NaN  126     131       95      131   \n",
      "793  717           Yveltal    Dark  Flying  126     131       95      131   \n",
      "794  718  Zygarde50% Forme  Dragon  Ground  108     100      121       81   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "790       40     55           6      False    245  \n",
      "791       80    123           6      False    535  \n",
      "792       98     99           6       True    680  \n",
      "793       98     99           6       True    680  \n",
      "794       95     95           6       True    600  \n",
      "Chunk DF\n",
      "       #                 Name   Type 1 Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
      "795  719              Diancie     Rock  Fairy  50     100      150      100   \n",
      "796  719  DiancieMega Diancie     Rock  Fairy  50     160      110      160   \n",
      "797  720  HoopaHoopa Confined  Psychic  Ghost  80     110       60      150   \n",
      "798  720   HoopaHoopa Unbound  Psychic   Dark  80     160       60      170   \n",
      "799  721            Volcanion     Fire  Water  80     110      120      130   \n",
      "\n",
      "     Sp. Def  Speed  Generation  Legendary  Total  \n",
      "795      150     50           6       True    600  \n",
      "796      110    110           6       True    700  \n",
      "797      130     70           6       True    600  \n",
      "798      130     80           6       True    680  \n",
      "799       90     70           6       True    600  \n"
     ]
    }
   ],
   "source": [
    "## if the file size was pretty large, like 10GB, you can read the dataframe in little chunk sizes\n",
    "\n",
    "for df in pd.read_csv('modified.csv', delimiter = '\\t', chunksize = 5):\n",
    "    print('Chunk DF')\n",
    "    print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ebe73f20",
   "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",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grass</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</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",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</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>Water</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</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>Fairy</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flying</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Psychic</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rock</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>433 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         # Name Type 1 Type 2 HP Attack Defense Sp. Atk Sp. Def Speed  \\\n",
       "Fire     1    1    NaN      0  1      1       1       1       1     1   \n",
       "Grass    4    4    NaN      4  4      4       4       4       4     4   \n",
       "Fire     4    4    NaN      3  4      4       4       4       4     4   \n",
       "Water    1    1    NaN      0  1      1       1       1       1     1   \n",
       "Bug      2    2    NaN      0  2      2       2       2       2     2   \n",
       "...     ..  ...    ...    ... ..    ...     ...     ...     ...   ...   \n",
       "Fairy    1    1    NaN      0  1      1       1       1       1     1   \n",
       "Flying   2    2    NaN      2  2      2       2       2       2     2   \n",
       "Fire     1    1    NaN      1  1      1       1       1       1     1   \n",
       "Psychic  2    2    NaN      2  2      2       2       2       2     2   \n",
       "Rock     2    2    NaN      2  2      2       2       2       2     2   \n",
       "\n",
       "        Generation Legendary Total  \n",
       "Fire             1         1     1  \n",
       "Grass            4         4     4  \n",
       "Fire             4         4     4  \n",
       "Water            1         1     1  \n",
       "Bug              2         2     2  \n",
       "...            ...       ...   ...  \n",
       "Fairy            1         1     1  \n",
       "Flying           2         2     2  \n",
       "Fire             1         1     1  \n",
       "Psychic          2         2     2  \n",
       "Rock             2         2     2  \n",
       "\n",
       "[433 rows x 13 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Working with large datasets pt.2\n",
    "\n",
    "new_df = pd.DataFrame(columns=df.columns)\n",
    "\n",
    "for df in pd.read_csv('modified.csv', delimiter = '\\t', chunksize = 5):\n",
    "    results = df.groupby(['Type 1']).count()\n",
    "    new_df = pd.concat([new_df, results])\n",
    "    \n",
    "new_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1086c8d8",
   "metadata": {},
   "source": [
    "###### More Pandas Filtering Exercise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c912376b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "students = {\"name\" : [\"Tim Voss\", \"Nicole Johnson\", \"Elsa Williams\", \"John James\", \"Catherine Jones\"], \"age\" : [19, 20, 21, 20, 23], \"favorite_color\" : [\"red\", \"yellow\", \"green\", \"blue\", \"green\"], \"grade\" : [91, 95, 82, 75, 93]}\n",
    "\n",
    "students_df = pd.DataFrame(students)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2668c8b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th>favorite_color</th>\n",
       "      <th>grade</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tim Voss</td>\n",
       "      <td>19</td>\n",
       "      <td>red</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nicole Johnson</td>\n",
       "      <td>20</td>\n",
       "      <td>yellow</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Elsa Williams</td>\n",
       "      <td>21</td>\n",
       "      <td>green</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>John James</td>\n",
       "      <td>20</td>\n",
       "      <td>blue</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Catherine Jones</td>\n",
       "      <td>23</td>\n",
       "      <td>green</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name  age favorite_color  grade\n",
       "0         Tim Voss   19            red     91\n",
       "1   Nicole Johnson   20         yellow     95\n",
       "2    Elsa Williams   21          green     82\n",
       "3       John James   20           blue     75\n",
       "4  Catherine Jones   23          green     93"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "students_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac7e93d2",
   "metadata": {},
   "source": [
    "#### Filter out students whose favorite color is green or red and have a grade above 90"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f5a43dfb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <td>91</td>\n",
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       "      <td>Catherine Jones</td>\n",
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       "      <td>93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
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      "text/plain": [
       "              name  age favorite_color  grade\n",
       "0         Tim Voss   19            red     91\n",
       "4  Catherine Jones   23          green     93"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "students_df.loc[((students_df['favorite_color'] == 'green') & (students_df['grade'] > 90) | (students_df['favorite_color'] == 'red') & (students_df['grade'] > 90))]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9d567c8",
   "metadata": {},
   "source": [
    "#### Filter out students whose favorite color is green or red and have a grade above 90 \n",
    "#### Method 2 - using str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1327036d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Catherine Jones</td>\n",
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       "      <td>93</td>\n",
       "    </tr>\n",
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       "</div>"
      ],
      "text/plain": [
       "              name  age favorite_color  grade\n",
       "0         Tim Voss   19            red     91\n",
       "4  Catherine Jones   23          green     93"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "students_df.loc[(students_df['grade'] > 90) & (students_df['favorite_color'].str.contains(\"red|green\"))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6bc04334",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Elsa Williams</td>\n",
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       "      <td>Catherine Jones</td>\n",
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      "text/plain": [
       "              name  age favorite_color  grade\n",
       "0         Tim Voss   19            red     91\n",
       "2    Elsa Williams   21          green     82\n",
       "4  Catherine Jones   23          green     93"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "students_df[students_df[\"favorite_color\"].str.contains(\"red|green\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46f9fcb2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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