{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data into Pandas" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 45\n", "1 60\n", "2 80\n", "3 80\n", "4 39\n", "5 58\n", "6 78\n", "7 78\n", "8 78\n", "9 44\n", "10 59\n", "11 79\n", "12 79\n", "13 45\n", "14 50\n", "15 60\n", "16 40\n", "17 45\n", "18 65\n", "19 65\n", "20 40\n", "21 63\n", "22 83\n", "23 83\n", "24 30\n", "25 55\n", "26 40\n", "27 65\n", "28 35\n", "29 60\n", " ... \n", "770 95\n", "771 78\n", "772 67\n", "773 50\n", "774 45\n", "775 68\n", "776 90\n", "777 57\n", "778 43\n", "779 85\n", "780 49\n", "781 44\n", "782 54\n", "783 59\n", "784 65\n", "785 55\n", "786 75\n", "787 85\n", "788 55\n", "789 95\n", "790 40\n", "791 85\n", "792 126\n", "793 126\n", "794 108\n", "795 50\n", "796 50\n", "797 80\n", "798 80\n", "799 80\n", "Name: HP, Length: 800, dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv('pokemon_data.csv')\n", "\n", "# print(df.head(5))\n", "\n", "# df_xlsx = pd.read_excel('pokemon_data.xlsx')\n", "# print(df_xlsx.head(3))\n", "\n", "# df = pd.read_csv('pokemon_data.txt', delimiter='\\t')\n", "\n", "# print(df.head(5))\n", "\n", "df['HP']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading Data in Pandas" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['#', 'Name', 'Type 1', 'Type 2', 'HP', 'Attack', 'Defense', 'Sp. Atk',\n", " 'Sp. Def', 'Speed', 'Generation', 'Legendary'],\n", " dtype='object')" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#### Read Headers\n", "df.columns\n", "\n", "## Read each Column\n", "#print(df[['Name', 'Type 1', 'HP']])\n", "\n", "## Read Each Row\n", "#print(df.iloc[0:4])\n", "# for index, row in df.iterrows():\n", "# print(index, row['Name'])\n", "#df.loc[df['Type 1'] == \"Grass\"]\n", "\n", "## Read a specific location (R,C)\n", "#print(df.iloc[2,1])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sorting/Describing Data" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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#NameType 1Type 2HPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendary
01BulbasaurGrassPoison4549496565451False
12IvysaurGrassPoison6062638080601False
23VenusaurGrassPoison808283100100801False
33VenusaurMega VenusaurGrassPoison80100123122120801False
44CharmanderFireNaN3952436050651False
55CharmeleonFireNaN5864588065801False
66CharizardFireFlying788478109851001False
76CharizardMega Charizard XFireDragon78130111130851001False
86CharizardMega Charizard YFireFlying78104781591151001False
97SquirtleWaterNaN4448655064431False
108WartortleWaterNaN5963806580581False
119BlastoiseWaterNaN798310085105781False
129BlastoiseMega BlastoiseWaterNaN79103120135115781False
1310CaterpieBugNaN4530352020451False
1411MetapodBugNaN5020552525301False
1512ButterfreeBugFlying6045509080701False
1613WeedleBugPoison4035302020501False
1714KakunaBugPoison4525502525351False
1815BeedrillBugPoison6590404580751False
1915BeedrillMega BeedrillBugPoison651504015801451False
2016PidgeyNormalFlying4045403535561False
2117PidgeottoNormalFlying6360555050711False
2218PidgeotNormalFlying83807570701011False
2318PidgeotMega PidgeotNormalFlying838080135801211False
2419RattataNormalNaN3056352535721False
2520RaticateNormalNaN5581605070971False
2621SpearowNormalFlying4060303131701False
2722FearowNormalFlying65906561611001False
2823EkansPoisonNaN3560444054551False
2924ArbokPoisonNaN6085696579801False
.......................................
770700SylveonFairyNaN956565110130606False
771701HawluchaFightingFlying78927574631186False
772702DedenneElectricFairy67585781671016False
773703CarbinkRockFairy505015050150506False
774704GoomyDragonNaN4550355575406False
775705SliggooDragonNaN68755383113606False
776706GoodraDragonNaN9010070110150806False
777707KlefkiSteelFairy5780918087756False
778708PhantumpGhostGrass4370485060386False
779709TrevenantGhostGrass85110766582566False
780710PumpkabooAverage SizeGhostGrass4966704455516False
781710PumpkabooSmall SizeGhostGrass4466704455566False
782710PumpkabooLarge SizeGhostGrass5466704455466False
783710PumpkabooSuper SizeGhostGrass5966704455416False
784711GourgeistAverage SizeGhostGrass65901225875846False
785711GourgeistSmall SizeGhostGrass55851225875996False
786711GourgeistLarge SizeGhostGrass75951225875696False
787711GourgeistSuper SizeGhostGrass851001225875546False
788712BergmiteIceNaN5569853235286False
789713AvaluggIceNaN951171844446286False
790714NoibatFlyingDragon4030354540556False
791715NoivernFlyingDragon85708097801236False
792716XerneasFairyNaN1261319513198996True
793717YveltalDarkFlying1261319513198996True
794718Zygarde50% FormeDragonGround1081001218195956True
795719DiancieRockFairy50100150100150506True
796719DiancieMega DiancieRockFairy501601101601101106True
797720HoopaHoopa ConfinedPsychicGhost8011060150130706True
798720HoopaHoopa UnboundPsychicDark8016060170130806True
799721VolcanionFireWater8011012013090706True
\n", "

800 rows × 12 columns

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" ], "text/plain": [ " # Name Type 1 Type 2 HP Attack Defense \\\n", "0 1 Bulbasaur Grass Poison 45 49 49 \n", "1 2 Ivysaur Grass Poison 60 62 63 \n", "2 3 Venusaur Grass Poison 80 82 83 \n", "3 3 VenusaurMega Venusaur Grass Poison 80 100 123 \n", "4 4 Charmander Fire NaN 39 52 43 \n", "5 5 Charmeleon Fire NaN 58 64 58 \n", "6 6 Charizard Fire Flying 78 84 78 \n", "7 6 CharizardMega Charizard X Fire Dragon 78 130 111 \n", "8 6 CharizardMega Charizard Y Fire Flying 78 104 78 \n", "9 7 Squirtle Water NaN 44 48 65 \n", "10 8 Wartortle Water NaN 59 63 80 \n", "11 9 Blastoise Water NaN 79 83 100 \n", "12 9 BlastoiseMega Blastoise Water NaN 79 103 120 \n", "13 10 Caterpie Bug NaN 45 30 35 \n", "14 11 Metapod Bug NaN 50 20 55 \n", "15 12 Butterfree Bug Flying 60 45 50 \n", "16 13 Weedle Bug Poison 40 35 30 \n", "17 14 Kakuna Bug Poison 45 25 50 \n", "18 15 Beedrill Bug Poison 65 90 40 \n", "19 15 BeedrillMega Beedrill Bug Poison 65 150 40 \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", "24 19 Rattata Normal NaN 30 56 35 \n", "25 20 Raticate Normal NaN 55 81 60 \n", "26 21 Spearow Normal Flying 40 60 30 \n", "27 22 Fearow Normal Flying 65 90 65 \n", "28 23 Ekans Poison NaN 35 60 44 \n", "29 24 Arbok Poison NaN 60 85 69 \n", ".. ... ... ... ... ... ... ... \n", "770 700 Sylveon Fairy NaN 95 65 65 \n", "771 701 Hawlucha Fighting Flying 78 92 75 \n", "772 702 Dedenne Electric Fairy 67 58 57 \n", "773 703 Carbink Rock Fairy 50 50 150 \n", "774 704 Goomy Dragon NaN 45 50 35 \n", "775 705 Sliggoo Dragon NaN 68 75 53 \n", "776 706 Goodra Dragon NaN 90 100 70 \n", "777 707 Klefki Steel Fairy 57 80 91 \n", "778 708 Phantump Ghost Grass 43 70 48 \n", "779 709 Trevenant Ghost Grass 85 110 76 \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", "784 711 GourgeistAverage Size Ghost Grass 65 90 122 \n", "785 711 GourgeistSmall Size Ghost Grass 55 85 122 \n", "786 711 GourgeistLarge Size Ghost Grass 75 95 122 \n", "787 711 GourgeistSuper Size Ghost Grass 85 100 122 \n", "788 712 Bergmite Ice NaN 55 69 85 \n", "789 713 Avalugg Ice NaN 95 117 184 \n", "790 714 Noibat Flying Dragon 40 30 35 \n", "791 715 Noivern Flying Dragon 85 70 80 \n", "792 716 Xerneas Fairy NaN 126 131 95 \n", "793 717 Yveltal Dark Flying 126 131 95 \n", "794 718 Zygarde50% Forme Dragon Ground 108 100 121 \n", "795 719 Diancie Rock Fairy 50 100 150 \n", "796 719 DiancieMega Diancie Rock Fairy 50 160 110 \n", "797 720 HoopaHoopa Confined Psychic Ghost 80 110 60 \n", "798 720 HoopaHoopa Unbound Psychic Dark 80 160 60 \n", "799 721 Volcanion Fire Water 80 110 120 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "0 65 65 45 1 False \n", "1 80 80 60 1 False \n", "2 100 100 80 1 False \n", "3 122 120 80 1 False \n", "4 60 50 65 1 False \n", "5 80 65 80 1 False \n", "6 109 85 100 1 False \n", "7 130 85 100 1 False \n", "8 159 115 100 1 False \n", "9 50 64 43 1 False \n", "10 65 80 58 1 False \n", "11 85 105 78 1 False \n", "12 135 115 78 1 False \n", "13 20 20 45 1 False \n", "14 25 25 30 1 False \n", "15 90 80 70 1 False \n", "16 20 20 50 1 False \n", "17 25 25 35 1 False \n", "18 45 80 75 1 False \n", "19 15 80 145 1 False \n", "20 35 35 56 1 False \n", "21 50 50 71 1 False \n", "22 70 70 101 1 False \n", "23 135 80 121 1 False \n", "24 25 35 72 1 False \n", "25 50 70 97 1 False \n", "26 31 31 70 1 False \n", "27 61 61 100 1 False \n", "28 40 54 55 1 False \n", "29 65 79 80 1 False \n", ".. ... ... ... ... ... \n", "770 110 130 60 6 False \n", "771 74 63 118 6 False \n", "772 81 67 101 6 False \n", "773 50 150 50 6 False \n", "774 55 75 40 6 False \n", "775 83 113 60 6 False \n", "776 110 150 80 6 False \n", "777 80 87 75 6 False \n", "778 50 60 38 6 False \n", "779 65 82 56 6 False \n", "780 44 55 51 6 False \n", "781 44 55 56 6 False \n", "782 44 55 46 6 False \n", "783 44 55 41 6 False \n", "784 58 75 84 6 False \n", "785 58 75 99 6 False \n", "786 58 75 69 6 False \n", "787 58 75 54 6 False \n", "788 32 35 28 6 False \n", "789 44 46 28 6 False \n", "790 45 40 55 6 False \n", "791 97 80 123 6 False \n", "792 131 98 99 6 True \n", "793 131 98 99 6 True \n", "794 81 95 95 6 True \n", "795 100 150 50 6 True \n", "796 160 110 110 6 True \n", "797 150 130 70 6 True \n", "798 170 130 80 6 True \n", "799 130 90 70 6 True \n", "\n", "[800 rows x 12 columns]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sort_values(['Type 1', 'HP'], ascending=[1,0])\n", "\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making changes to the data" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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#NameType 1Type 2TotalHPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendary
01BulbasaurGrassPoison3184549496565451False
12IvysaurGrassPoison4056062638080601False
23VenusaurGrassPoison525808283100100801False
33VenusaurMega VenusaurGrassPoison62580100123122120801False
44CharmanderFireNaN3093952436050651False
\n", "
" ], "text/plain": [ " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "0 1 Bulbasaur Grass Poison 318 45 49 49 \n", "1 2 Ivysaur Grass Poison 405 60 62 63 \n", "2 3 Venusaur Grass Poison 525 80 82 83 \n", "3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n", "4 4 Charmander Fire NaN 309 39 52 43 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "0 65 65 45 1 False \n", "1 80 80 60 1 False \n", "2 100 100 80 1 False \n", "3 122 120 80 1 False \n", "4 60 50 65 1 False " ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#df['Total'] = df['HP'] + df['Attack'] + df['Defense'] + df['Sp. Atk'] + df['Sp. Def'] + df['Speed']\n", "\n", "# df = df.drop(columns=['Total'])\n", "\n", "df['Total'] = df.iloc[:, 4:10].sum(axis=1)\n", "\n", "cols = list(df.columns)\n", "df = df[cols[0:4] + [cols[-1]]+cols[4:12]]\n", "\n", "df.head(5)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "318" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "45+49+49+65+65+45" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving our Data (Exporting into Desired Format)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "# df.to_csv('modified.csv', index=False)\n", "\n", "#df.to_excel('modified.xlsx', index=False)\n", "\n", "df.to_csv('modified.txt', index=False, sep='\\t')\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filtering Data" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "new_df = df.loc[(df['Type 1'] == 'Grass') & (df['Type 2'] == 'Poison') & (df['HP'] > 70)]\n", "\n", "new_df.reset_index(drop=True, inplace=True)\n", "\n", "new_df\n", "\n", "new_df.to_csv('filtered.csv')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Conditional Changes" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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#NameType 1Type 2TotalHPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendary
01BulbasaurGrassPoison3184549496565451False
12IvysaurGrassPoison4056062638080601False
23VenusaurGrassPoison525808283100100801False
33VenusaurMega VenusaurGrassPoison62580100123122120801False
44CharmanderFireNaN3093952436050651False
55CharmeleonFireNaN4055864588065801False
66CharizardFireFlying534788478109851001False
76CharizardMega Charizard XFireDragon63478130111130851001False
86CharizardMega Charizard YFireFlying63478104781591151001False
97SquirtleWaterNaN3144448655064431False
108WartortleWaterNaN4055963806580581False
119BlastoiseWaterNaN530798310085105781False
129BlastoiseMega BlastoiseWaterNaN63079103120135115781False
1310CaterpieBugNaN1954530352020451False
1411MetapodBugNaN2055020552525301False
1512ButterfreeBugFlying3956045509080701False
1613WeedleBugPoison1954035302020501False
1714KakunaBugPoison2054525502525351False
1815BeedrillBugPoison3956590404580751False
1915BeedrillMega BeedrillBugPoison495651504015801451False
2016PidgeyNormalFlying2514045403535561False
2117PidgeottoNormalFlying3496360555050711False
2218PidgeotNormalFlying47983807570701011False
2318PidgeotMega PidgeotNormalFlying579838080135801211False
2419RattataNormalNaN2533056352535721False
2520RaticateNormalNaN4135581605070971False
2621SpearowNormalFlying2624060303131701False
2722FearowNormalFlying44265906561611001False
2823EkansPoisonNaN2883560444054551False
2924ArbokPoisonNaN4386085696579801False
..........................................
770700SylveonFairyNaN525956565110130606False
771701HawluchaFightingFlying50078927574631186False
772702DedenneElectricFairy43167585781671016False
773703CarbinkRockFairy500505015050150506False
774704GoomyDragonNaN3004550355575406False
775705SliggooDragonNaN45268755383113606False
776706GoodraDragonNaN6009010070110150806False
777707KlefkiSteelFairy4705780918087756False
778708PhantumpGhostGrass3094370485060386False
779709TrevenantGhostGrass47485110766582566False
780710PumpkabooAverage SizeGhostGrass3354966704455516False
781710PumpkabooSmall SizeGhostGrass3354466704455566False
782710PumpkabooLarge SizeGhostGrass3355466704455466False
783710PumpkabooSuper SizeGhostGrass3355966704455416False
784711GourgeistAverage SizeGhostGrass49465901225875846False
785711GourgeistSmall SizeGhostGrass49455851225875996False
786711GourgeistLarge SizeGhostGrass49475951225875696False
787711GourgeistSuper SizeGhostGrass494851001225875546False
788712BergmiteIceNaN3045569853235286False
789713AvaluggIceNaN514951171844446286False
790714NoibatFlyingDragon2454030354540556False
791715NoivernFlyingDragon53585708097801236False
792716XerneasFairyNaN6801261319513198996True
793717YveltalDarkFlying6801261319513198996True
794718Zygarde50% FormeDragonGround6001081001218195956True
795719DiancieRockFairy60050100150100150506True
796719DiancieMega DiancieRockFairy700501601101601101106True
797720HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798720HoopaHoopa UnboundPsychicDark6808016060170130806True
799721VolcanionFireWater6008011012013090706True
\n", "

800 rows × 13 columns

\n", "
" ], "text/plain": [ " # Name Type 1 Type 2 Total HP Attack \\\n", "0 1 Bulbasaur Grass Poison 318 45 49 \n", "1 2 Ivysaur Grass Poison 405 60 62 \n", "2 3 Venusaur Grass Poison 525 80 82 \n", "3 3 VenusaurMega Venusaur Grass Poison 625 80 100 \n", "4 4 Charmander Fire NaN 309 39 52 \n", "5 5 Charmeleon Fire NaN 405 58 64 \n", "6 6 Charizard Fire Flying 534 78 84 \n", "7 6 CharizardMega Charizard X Fire Dragon 634 78 130 \n", "8 6 CharizardMega Charizard Y Fire Flying 634 78 104 \n", "9 7 Squirtle Water NaN 314 44 48 \n", "10 8 Wartortle Water NaN 405 59 63 \n", "11 9 Blastoise Water NaN 530 79 83 \n", "12 9 BlastoiseMega Blastoise Water NaN 630 79 103 \n", "13 10 Caterpie Bug NaN 195 45 30 \n", "14 11 Metapod Bug NaN 205 50 20 \n", "15 12 Butterfree Bug Flying 395 60 45 \n", "16 13 Weedle Bug Poison 195 40 35 \n", "17 14 Kakuna Bug Poison 205 45 25 \n", "18 15 Beedrill Bug Poison 395 65 90 \n", "19 15 BeedrillMega Beedrill Bug Poison 495 65 150 \n", "20 16 Pidgey Normal Flying 251 40 45 \n", "21 17 Pidgeotto Normal Flying 349 63 60 \n", "22 18 Pidgeot Normal Flying 479 83 80 \n", "23 18 PidgeotMega Pidgeot Normal Flying 579 83 80 \n", "24 19 Rattata Normal NaN 253 30 56 \n", "25 20 Raticate Normal NaN 413 55 81 \n", "26 21 Spearow Normal Flying 262 40 60 \n", "27 22 Fearow Normal Flying 442 65 90 \n", "28 23 Ekans Poison NaN 288 35 60 \n", "29 24 Arbok Poison NaN 438 60 85 \n", ".. ... ... ... ... ... ... ... \n", "770 700 Sylveon Fairy NaN 525 95 65 \n", "771 701 Hawlucha Fighting Flying 500 78 92 \n", "772 702 Dedenne Electric Fairy 431 67 58 \n", "773 703 Carbink Rock Fairy 500 50 50 \n", "774 704 Goomy Dragon NaN 300 45 50 \n", "775 705 Sliggoo Dragon NaN 452 68 75 \n", "776 706 Goodra Dragon NaN 600 90 100 \n", "777 707 Klefki Steel Fairy 470 57 80 \n", "778 708 Phantump Ghost Grass 309 43 70 \n", "779 709 Trevenant Ghost Grass 474 85 110 \n", "780 710 PumpkabooAverage Size Ghost Grass 335 49 66 \n", "781 710 PumpkabooSmall Size Ghost Grass 335 44 66 \n", "782 710 PumpkabooLarge Size Ghost Grass 335 54 66 \n", "783 710 PumpkabooSuper Size Ghost Grass 335 59 66 \n", "784 711 GourgeistAverage Size Ghost Grass 494 65 90 \n", "785 711 GourgeistSmall Size Ghost Grass 494 55 85 \n", "786 711 GourgeistLarge Size Ghost Grass 494 75 95 \n", "787 711 GourgeistSuper Size Ghost Grass 494 85 100 \n", "788 712 Bergmite Ice NaN 304 55 69 \n", "789 713 Avalugg Ice NaN 514 95 117 \n", "790 714 Noibat Flying Dragon 245 40 30 \n", "791 715 Noivern Flying Dragon 535 85 70 \n", "792 716 Xerneas Fairy NaN 680 126 131 \n", "793 717 Yveltal Dark Flying 680 126 131 \n", "794 718 Zygarde50% Forme Dragon Ground 600 108 100 \n", "795 719 Diancie Rock Fairy 600 50 100 \n", "796 719 DiancieMega Diancie Rock Fairy 700 50 160 \n", "797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 \n", "798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 \n", "799 721 Volcanion Fire Water 600 80 110 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "0 49 65 65 45 1 False \n", "1 63 80 80 60 1 False \n", "2 83 100 100 80 1 False \n", "3 123 122 120 80 1 False \n", "4 43 60 50 65 1 False \n", "5 58 80 65 80 1 False \n", "6 78 109 85 100 1 False \n", "7 111 130 85 100 1 False \n", "8 78 159 115 100 1 False \n", "9 65 50 64 43 1 False \n", "10 80 65 80 58 1 False \n", "11 100 85 105 78 1 False \n", "12 120 135 115 78 1 False \n", "13 35 20 20 45 1 False \n", "14 55 25 25 30 1 False \n", "15 50 90 80 70 1 False \n", "16 30 20 20 50 1 False \n", "17 50 25 25 35 1 False \n", "18 40 45 80 75 1 False \n", "19 40 15 80 145 1 False \n", "20 40 35 35 56 1 False \n", "21 55 50 50 71 1 False \n", "22 75 70 70 101 1 False \n", "23 80 135 80 121 1 False \n", "24 35 25 35 72 1 False \n", "25 60 50 70 97 1 False \n", "26 30 31 31 70 1 False \n", "27 65 61 61 100 1 False \n", "28 44 40 54 55 1 False \n", "29 69 65 79 80 1 False \n", ".. ... ... ... ... ... ... \n", "770 65 110 130 60 6 False \n", "771 75 74 63 118 6 False \n", "772 57 81 67 101 6 False \n", "773 150 50 150 50 6 False \n", "774 35 55 75 40 6 False \n", "775 53 83 113 60 6 False \n", "776 70 110 150 80 6 False \n", "777 91 80 87 75 6 False \n", "778 48 50 60 38 6 False \n", "779 76 65 82 56 6 False \n", "780 70 44 55 51 6 False \n", "781 70 44 55 56 6 False \n", "782 70 44 55 46 6 False \n", "783 70 44 55 41 6 False \n", "784 122 58 75 84 6 False \n", "785 122 58 75 99 6 False \n", "786 122 58 75 69 6 False \n", "787 122 58 75 54 6 False \n", "788 85 32 35 28 6 False \n", "789 184 44 46 28 6 False \n", "790 35 45 40 55 6 False \n", "791 80 97 80 123 6 False \n", "792 95 131 98 99 6 True \n", "793 95 131 98 99 6 True \n", "794 121 81 95 95 6 True \n", "795 150 100 150 50 6 True \n", "796 110 160 110 110 6 True \n", "797 60 150 130 70 6 True \n", "798 60 170 130 80 6 True \n", "799 120 130 90 70 6 True \n", "\n", "[800 rows x 13 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "\n", "# df.loc[df['Total'] > 500, ['Generation','Legendary']] = ['Test 1', 'Test 2']\n", "\n", "# df\n", "\n", "df = pd.read_csv('modified.csv')\n", "\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aggregate Statistics (Groupby)\n" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Type 1 Type 2 \n", "Bug Electric 2\n", " Fighting 2\n", " Fire 2\n", " Flying 14\n", " Ghost 1\n", " Grass 6\n", " Ground 2\n", " Poison 12\n", " Rock 3\n", " Steel 7\n", " Water 1\n", "Dark Dragon 3\n", " Fighting 2\n", " Fire 3\n", " Flying 5\n", " Ghost 2\n", " Ice 2\n", " Psychic 2\n", " Steel 2\n", "Dragon Electric 1\n", " Fairy 1\n", " Fire 1\n", " Flying 6\n", " Ground 5\n", " Ice 3\n", " Psychic 4\n", "Electric Dragon 1\n", " Fairy 1\n", " Fire 1\n", " Flying 5\n", " ..\n", "Rock Fighting 1\n", " Flying 4\n", " Grass 2\n", " Ground 6\n", " Ice 2\n", " Psychic 2\n", " Steel 3\n", " Water 6\n", "Steel Dragon 1\n", " Fairy 3\n", " Fighting 1\n", " Flying 1\n", " Ghost 4\n", " Ground 2\n", " Psychic 7\n", " Rock 3\n", "Water Dark 6\n", " Dragon 2\n", " Electric 2\n", " Fairy 2\n", " Fighting 3\n", " Flying 7\n", " Ghost 2\n", " Grass 3\n", " Ground 10\n", " Ice 3\n", " Poison 3\n", " Psychic 5\n", " Rock 4\n", " Steel 1\n", "Name: count, Length: 136, dtype: int64" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('modified.csv')\n", "\n", "df['count'] = 1\n", "\n", "df.groupby(['Type 1', 'Type 2']).count()['count']\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Working with large amounts of data\n", "\n" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "0 1 Bulbasaur Grass Poison 318 45 49 49 \n", "1 2 Ivysaur Grass Poison 405 60 62 63 \n", "2 3 Venusaur Grass Poison 525 80 82 83 \n", "3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n", "4 4 Charmander Fire NaN 309 39 52 43 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "0 65 65 45 1 False \n", "1 80 80 60 1 False \n", "2 100 100 80 1 False \n", "3 122 120 80 1 False \n", "4 60 50 65 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "5 5 Charmeleon Fire NaN 405 58 64 58 \n", "6 6 Charizard Fire Flying 534 78 84 78 \n", "7 6 CharizardMega Charizard X Fire Dragon 634 78 130 111 \n", "8 6 CharizardMega Charizard Y Fire Flying 634 78 104 78 \n", "9 7 Squirtle Water NaN 314 44 48 65 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "5 80 65 80 1 False \n", "6 109 85 100 1 False \n", "7 130 85 100 1 False \n", "8 159 115 100 1 False \n", "9 50 64 43 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "10 8 Wartortle Water NaN 405 59 63 80 \n", "11 9 Blastoise Water NaN 530 79 83 100 \n", "12 9 BlastoiseMega Blastoise Water NaN 630 79 103 120 \n", "13 10 Caterpie Bug NaN 195 45 30 35 \n", "14 11 Metapod Bug NaN 205 50 20 55 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "10 65 80 58 1 False \n", "11 85 105 78 1 False \n", "12 135 115 78 1 False \n", "13 20 20 45 1 False \n", "14 25 25 30 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "15 12 Butterfree Bug Flying 395 60 45 50 \n", "16 13 Weedle Bug Poison 195 40 35 30 \n", "17 14 Kakuna Bug Poison 205 45 25 50 \n", "18 15 Beedrill Bug Poison 395 65 90 40 \n", "19 15 BeedrillMega Beedrill Bug Poison 495 65 150 40 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "15 90 80 70 1 False \n", "16 20 20 50 1 False \n", "17 25 25 35 1 False \n", "18 45 80 75 1 False \n", "19 15 80 145 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "20 16 Pidgey Normal Flying 251 40 45 40 \n", "21 17 Pidgeotto Normal Flying 349 63 60 55 \n", "22 18 Pidgeot Normal Flying 479 83 80 75 \n", "23 18 PidgeotMega Pidgeot Normal Flying 579 83 80 80 \n", "24 19 Rattata Normal NaN 253 30 56 35 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "20 35 35 56 1 False \n", "21 50 50 71 1 False \n", "22 70 70 101 1 False \n", "23 135 80 121 1 False \n", "24 25 35 72 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "25 20 Raticate Normal NaN 413 55 81 60 50 \n", "26 21 Spearow Normal Flying 262 40 60 30 31 \n", "27 22 Fearow Normal Flying 442 65 90 65 61 \n", "28 23 Ekans Poison NaN 288 35 60 44 40 \n", "29 24 Arbok Poison NaN 438 60 85 69 65 \n", "\n", " Sp. Def Speed Generation Legendary \n", "25 70 97 1 False \n", "26 31 70 1 False \n", "27 61 100 1 False \n", "28 54 55 1 False \n", "29 79 80 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "30 25 Pikachu Electric NaN 320 35 55 40 \n", "31 26 Raichu Electric NaN 485 60 90 55 \n", "32 27 Sandshrew Ground NaN 300 50 75 85 \n", "33 28 Sandslash Ground NaN 450 75 100 110 \n", "34 29 Nidoran (Female) Poison NaN 275 55 47 52 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "30 50 50 90 1 False \n", "31 90 80 110 1 False \n", "32 20 30 40 1 False \n", "33 45 55 65 1 False \n", "34 40 40 41 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "35 30 Nidorina Poison NaN 365 70 62 67 55 \n", "36 31 Nidoqueen Poison Ground 505 90 92 87 75 \n", "37 32 Nidoran (Male) Poison NaN 273 46 57 40 40 \n", "38 33 Nidorino Poison NaN 365 61 72 57 55 \n", "39 34 Nidoking Poison Ground 505 81 102 77 85 \n", "\n", " Sp. Def Speed Generation Legendary \n", "35 55 56 1 False \n", "36 85 76 1 False \n", "37 40 50 1 False \n", "38 55 65 1 False \n", "39 75 85 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "40 35 Clefairy Fairy NaN 323 70 45 48 60 \n", "41 36 Clefable Fairy NaN 483 95 70 73 95 \n", "42 37 Vulpix Fire NaN 299 38 41 40 50 \n", "43 38 Ninetales Fire NaN 505 73 76 75 81 \n", "44 39 Jigglypuff Normal Fairy 270 115 45 20 45 \n", "\n", " Sp. Def Speed Generation Legendary \n", "40 65 35 1 False \n", "41 90 60 1 False \n", "42 65 65 1 False \n", "43 100 100 1 False \n", "44 25 20 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "45 40 Wigglytuff Normal Fairy 435 140 70 45 85 \n", "46 41 Zubat Poison Flying 245 40 45 35 30 \n", "47 42 Golbat Poison Flying 455 75 80 70 65 \n", "48 43 Oddish Grass Poison 320 45 50 55 75 \n", "49 44 Gloom Grass Poison 395 60 65 70 85 \n", "\n", " Sp. Def Speed Generation Legendary \n", "45 50 45 1 False \n", "46 40 55 1 False \n", "47 75 90 1 False \n", "48 65 30 1 False \n", "49 75 40 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "50 45 Vileplume Grass Poison 490 75 80 85 110 \n", "51 46 Paras Bug Grass 285 35 70 55 45 \n", "52 47 Parasect Bug Grass 405 60 95 80 60 \n", "53 48 Venonat Bug Poison 305 60 55 50 40 \n", "54 49 Venomoth Bug Poison 450 70 65 60 90 \n", "\n", " Sp. Def Speed Generation Legendary \n", "50 90 50 1 False \n", "51 55 25 1 False \n", "52 80 30 1 False \n", "53 55 45 1 False \n", "54 75 90 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def \\\n", "55 50 Diglett Ground NaN 265 10 55 25 35 45 \n", "56 51 Dugtrio Ground NaN 405 35 80 50 50 70 \n", "57 52 Meowth Normal NaN 290 40 45 35 40 40 \n", "58 53 Persian Normal NaN 440 65 70 60 65 65 \n", "59 54 Psyduck Water NaN 320 50 52 48 65 50 \n", "\n", " Speed Generation Legendary \n", "55 95 1 False \n", "56 120 1 False \n", "57 90 1 False \n", "58 115 1 False \n", "59 55 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "60 55 Golduck Water NaN 500 80 82 78 95 \n", "61 56 Mankey Fighting NaN 305 40 80 35 35 \n", "62 57 Primeape Fighting NaN 455 65 105 60 60 \n", "63 58 Growlithe Fire NaN 350 55 70 45 70 \n", "64 59 Arcanine Fire NaN 555 90 110 80 100 \n", "\n", " Sp. Def Speed Generation Legendary \n", "60 80 85 1 False \n", "61 45 70 1 False \n", "62 70 95 1 False \n", "63 50 60 1 False \n", "64 80 95 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "65 60 Poliwag Water NaN 300 40 50 40 40 \n", "66 61 Poliwhirl Water NaN 385 65 65 65 50 \n", "67 62 Poliwrath Water Fighting 510 90 95 95 70 \n", "68 63 Abra Psychic NaN 310 25 20 15 105 \n", "69 64 Kadabra Psychic NaN 400 40 35 30 120 \n", "\n", " Sp. Def Speed Generation Legendary \n", "65 40 90 1 False \n", "66 50 90 1 False \n", "67 90 70 1 False \n", "68 55 90 1 False \n", "69 70 105 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "70 65 Alakazam Psychic NaN 500 55 50 45 \n", "71 65 AlakazamMega Alakazam Psychic NaN 590 55 50 65 \n", "72 66 Machop Fighting NaN 305 70 80 50 \n", "73 67 Machoke Fighting NaN 405 80 100 70 \n", "74 68 Machamp Fighting NaN 505 90 130 80 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "70 135 95 120 1 False \n", "71 175 95 150 1 False \n", "72 35 35 35 1 False \n", "73 50 60 45 1 False \n", "74 65 85 55 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "75 69 Bellsprout Grass Poison 300 50 75 35 70 \n", "76 70 Weepinbell Grass Poison 390 65 90 50 85 \n", "77 71 Victreebel Grass Poison 490 80 105 65 100 \n", "78 72 Tentacool Water Poison 335 40 40 35 50 \n", "79 73 Tentacruel Water Poison 515 80 70 65 80 \n", "\n", " Sp. Def Speed Generation Legendary \n", "75 30 40 1 False \n", "76 45 55 1 False \n", "77 70 70 1 False \n", "78 100 70 1 False \n", "79 120 100 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def \\\n", "80 74 Geodude Rock Ground 300 40 80 100 30 30 \n", "81 75 Graveler Rock Ground 390 55 95 115 45 45 \n", "82 76 Golem Rock Ground 495 80 120 130 55 65 \n", "83 77 Ponyta Fire NaN 410 50 85 55 65 65 \n", "84 78 Rapidash Fire NaN 500 65 100 70 80 80 \n", "\n", " Speed Generation Legendary \n", "80 20 1 False \n", "81 35 1 False \n", "82 45 1 False \n", "83 90 1 False \n", "84 105 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "85 79 Slowpoke Water Psychic 315 90 65 65 \n", "86 80 Slowbro Water Psychic 490 95 75 110 \n", "87 80 SlowbroMega Slowbro Water Psychic 590 95 75 180 \n", "88 81 Magnemite Electric Steel 325 25 35 70 \n", "89 82 Magneton Electric Steel 465 50 60 95 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "85 40 40 15 1 False \n", "86 100 80 30 1 False \n", "87 130 80 30 1 False \n", "88 95 55 45 1 False \n", "89 120 70 70 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "90 83 Farfetch'd Normal Flying 352 52 65 55 58 \n", "91 84 Doduo Normal Flying 310 35 85 45 35 \n", "92 85 Dodrio Normal Flying 460 60 110 70 60 \n", "93 86 Seel Water NaN 325 65 45 55 45 \n", "94 87 Dewgong Water Ice 475 90 70 80 70 \n", "\n", " Sp. Def Speed Generation Legendary \n", "90 62 60 1 False \n", "91 35 75 1 False \n", "92 60 100 1 False \n", "93 70 45 1 False \n", "94 95 70 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "95 88 Grimer Poison NaN 325 80 80 50 40 \n", "96 89 Muk Poison NaN 500 105 105 75 65 \n", "97 90 Shellder Water NaN 305 30 65 100 45 \n", "98 91 Cloyster Water Ice 525 50 95 180 85 \n", "99 92 Gastly Ghost Poison 310 30 35 30 100 \n", "\n", " Sp. Def Speed Generation Legendary \n", "95 50 25 1 False \n", "96 100 50 1 False \n", "97 25 40 1 False \n", "98 45 70 1 False \n", "99 35 80 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "100 93 Haunter Ghost Poison 405 45 50 45 \n", "101 94 Gengar Ghost Poison 500 60 65 60 \n", "102 94 GengarMega Gengar Ghost Poison 600 60 65 80 \n", "103 95 Onix Rock Ground 385 35 45 160 \n", "104 96 Drowzee Psychic NaN 328 60 48 45 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "100 115 55 95 1 False \n", "101 130 75 110 1 False \n", "102 170 95 130 1 False \n", "103 30 45 70 1 False \n", "104 43 90 42 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "105 97 Hypno Psychic NaN 483 85 73 70 73 \n", "106 98 Krabby Water NaN 325 30 105 90 25 \n", "107 99 Kingler Water NaN 475 55 130 115 50 \n", "108 100 Voltorb Electric NaN 330 40 30 50 55 \n", "109 101 Electrode Electric NaN 480 60 50 70 80 \n", "\n", " Sp. Def Speed Generation Legendary \n", "105 115 67 1 False \n", "106 25 50 1 False \n", "107 50 75 1 False \n", "108 55 100 1 False \n", "109 80 140 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "110 102 Exeggcute Grass Psychic 325 60 40 80 60 \n", "111 103 Exeggutor Grass Psychic 520 95 95 85 125 \n", "112 104 Cubone Ground NaN 320 50 50 95 40 \n", "113 105 Marowak Ground NaN 425 60 80 110 50 \n", "114 106 Hitmonlee Fighting NaN 455 50 120 53 35 \n", "\n", " Sp. Def Speed Generation Legendary \n", "110 45 40 1 False \n", "111 65 55 1 False \n", "112 50 35 1 False \n", "113 80 45 1 False \n", "114 110 87 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "115 107 Hitmonchan Fighting NaN 455 50 105 79 35 \n", "116 108 Lickitung Normal NaN 385 90 55 75 60 \n", "117 109 Koffing Poison NaN 340 40 65 95 60 \n", "118 110 Weezing Poison NaN 490 65 90 120 85 \n", "119 111 Rhyhorn Ground Rock 345 80 85 95 30 \n", "\n", " Sp. Def Speed Generation Legendary \n", "115 110 76 1 False \n", "116 75 30 1 False \n", "117 45 35 1 False \n", "118 70 60 1 False \n", "119 30 25 1 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "120 112 Rhydon Ground Rock 485 105 130 \n", "121 113 Chansey Normal NaN 450 250 5 \n", "122 114 Tangela Grass NaN 435 65 55 \n", "123 115 Kangaskhan Normal NaN 490 105 95 \n", "124 115 KangaskhanMega Kangaskhan Normal NaN 590 105 125 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "120 120 45 45 40 1 False \n", "121 5 35 105 50 1 False \n", "122 115 100 40 60 1 False \n", "123 80 40 80 90 1 False \n", "124 100 60 100 100 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "125 116 Horsea Water NaN 295 30 40 70 70 \n", "126 117 Seadra Water NaN 440 55 65 95 95 \n", "127 118 Goldeen Water NaN 320 45 67 60 35 \n", "128 119 Seaking Water NaN 450 80 92 65 65 \n", "129 120 Staryu Water NaN 340 30 45 55 70 \n", "\n", " Sp. Def Speed Generation Legendary \n", "125 25 60 1 False \n", "126 45 85 1 False \n", "127 50 63 1 False \n", "128 80 68 1 False \n", "129 55 85 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "130 121 Starmie Water Psychic 520 60 75 85 100 \n", "131 122 Mr. Mime Psychic Fairy 460 40 45 65 100 \n", "132 123 Scyther Bug Flying 500 70 110 80 55 \n", "133 124 Jynx Ice Psychic 455 65 50 35 115 \n", "134 125 Electabuzz Electric NaN 490 65 83 57 95 \n", "\n", " Sp. Def Speed Generation Legendary \n", "130 85 115 1 False \n", "131 120 90 1 False \n", "132 80 105 1 False \n", "133 95 95 1 False \n", "134 85 105 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "135 126 Magmar Fire NaN 495 65 95 57 \n", "136 127 Pinsir Bug NaN 500 65 125 100 \n", "137 127 PinsirMega Pinsir Bug Flying 600 65 155 120 \n", "138 128 Tauros Normal NaN 490 75 100 95 \n", "139 129 Magikarp Water NaN 200 20 10 55 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "135 100 85 93 1 False \n", "136 55 70 85 1 False \n", "137 65 90 105 1 False \n", "138 40 70 110 1 False \n", "139 15 20 80 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "140 130 Gyarados Water Flying 540 95 125 79 \n", "141 130 GyaradosMega Gyarados Water Dark 640 95 155 109 \n", "142 131 Lapras Water Ice 535 130 85 80 \n", "143 132 Ditto Normal NaN 288 48 48 48 \n", "144 133 Eevee Normal NaN 325 55 55 50 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "140 60 100 81 1 False \n", "141 70 130 81 1 False \n", "142 85 95 60 1 False \n", "143 48 48 48 1 False \n", "144 45 65 55 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "145 134 Vaporeon Water NaN 525 130 65 60 110 \n", "146 135 Jolteon Electric NaN 525 65 65 60 110 \n", "147 136 Flareon Fire NaN 525 65 130 60 95 \n", "148 137 Porygon Normal NaN 395 65 60 70 85 \n", "149 138 Omanyte Rock Water 355 35 40 100 90 \n", "\n", " Sp. Def Speed Generation Legendary \n", "145 95 65 1 False \n", "146 95 130 1 False \n", "147 110 65 1 False \n", "148 75 40 1 False \n", "149 55 35 1 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "150 139 Omastar Rock Water 495 70 60 \n", "151 140 Kabuto Rock Water 355 30 80 \n", "152 141 Kabutops Rock Water 495 60 115 \n", "153 142 Aerodactyl Rock Flying 515 80 105 \n", "154 142 AerodactylMega Aerodactyl Rock Flying 615 80 135 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "150 125 115 70 55 1 False \n", "151 90 55 45 55 1 False \n", "152 105 65 70 80 1 False \n", "153 65 60 75 130 1 False \n", "154 85 70 95 150 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "155 143 Snorlax Normal NaN 540 160 110 65 65 \n", "156 144 Articuno Ice Flying 580 90 85 100 95 \n", "157 145 Zapdos Electric Flying 580 90 90 85 125 \n", "158 146 Moltres Fire Flying 580 90 100 90 125 \n", "159 147 Dratini Dragon NaN 300 41 64 45 50 \n", "\n", " Sp. Def Speed Generation Legendary \n", "155 110 30 1 False \n", "156 125 85 1 True \n", "157 90 100 1 True \n", "158 85 90 1 True \n", "159 50 50 1 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "160 148 Dragonair Dragon NaN 420 61 84 65 \n", "161 149 Dragonite Dragon Flying 600 91 134 95 \n", "162 150 Mewtwo Psychic NaN 680 106 110 90 \n", "163 150 MewtwoMega Mewtwo X Psychic Fighting 780 106 190 100 \n", "164 150 MewtwoMega Mewtwo Y Psychic NaN 780 106 150 70 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "160 70 70 70 1 False \n", "161 100 100 80 1 False \n", "162 154 90 130 1 True \n", "163 154 100 130 1 True \n", "164 194 120 140 1 True \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "165 151 Mew Psychic NaN 600 100 100 100 100 \n", "166 152 Chikorita Grass NaN 318 45 49 65 49 \n", "167 153 Bayleef Grass NaN 405 60 62 80 63 \n", "168 154 Meganium Grass NaN 525 80 82 100 83 \n", "169 155 Cyndaquil Fire NaN 309 39 52 43 60 \n", "\n", " Sp. Def Speed Generation Legendary \n", "165 100 100 1 False \n", "166 65 45 2 False \n", "167 80 60 2 False \n", "168 100 80 2 False \n", "169 50 65 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "170 156 Quilava Fire NaN 405 58 64 58 80 \n", "171 157 Typhlosion Fire NaN 534 78 84 78 109 \n", "172 158 Totodile Water NaN 314 50 65 64 44 \n", "173 159 Croconaw Water NaN 405 65 80 80 59 \n", "174 160 Feraligatr Water NaN 530 85 105 100 79 \n", "\n", " Sp. Def Speed Generation Legendary \n", "170 65 80 2 False \n", "171 85 100 2 False \n", "172 48 43 2 False \n", "173 63 58 2 False \n", "174 83 78 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "175 161 Sentret Normal NaN 215 35 46 34 35 \n", "176 162 Furret Normal NaN 415 85 76 64 45 \n", "177 163 Hoothoot Normal Flying 262 60 30 30 36 \n", "178 164 Noctowl Normal Flying 442 100 50 50 76 \n", "179 165 Ledyba Bug Flying 265 40 20 30 40 \n", "\n", " Sp. Def Speed Generation Legendary \n", "175 45 20 2 False \n", "176 55 90 2 False \n", "177 56 50 2 False \n", "178 96 70 2 False \n", "179 80 55 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "180 166 Ledian Bug Flying 390 55 35 50 55 \n", "181 167 Spinarak Bug Poison 250 40 60 40 40 \n", "182 168 Ariados Bug Poison 390 70 90 70 60 \n", "183 169 Crobat Poison Flying 535 85 90 80 70 \n", "184 170 Chinchou Water Electric 330 75 38 38 56 \n", "\n", " Sp. Def Speed Generation Legendary \n", "180 110 85 2 False \n", "181 40 30 2 False \n", "182 60 40 2 False \n", "183 80 130 2 False \n", "184 56 67 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "185 171 Lanturn Water Electric 460 125 58 58 76 \n", "186 172 Pichu Electric NaN 205 20 40 15 35 \n", "187 173 Cleffa Fairy NaN 218 50 25 28 45 \n", "188 174 Igglybuff Normal Fairy 210 90 30 15 40 \n", "189 175 Togepi Fairy NaN 245 35 20 65 40 \n", "\n", " Sp. Def Speed Generation Legendary \n", "185 76 67 2 False \n", "186 35 60 2 False \n", "187 55 15 2 False \n", "188 20 15 2 False \n", "189 65 20 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "190 176 Togetic Fairy Flying 405 55 40 85 80 \n", "191 177 Natu Psychic Flying 320 40 50 45 70 \n", "192 178 Xatu Psychic Flying 470 65 75 70 95 \n", "193 179 Mareep Electric NaN 280 55 40 40 65 \n", "194 180 Flaaffy Electric NaN 365 70 55 55 80 \n", "\n", " Sp. Def Speed Generation Legendary \n", "190 105 40 2 False \n", "191 45 70 2 False \n", "192 70 95 2 False \n", "193 45 35 2 False \n", "194 60 45 2 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "195 181 Ampharos Electric NaN 510 90 75 \n", "196 181 AmpharosMega Ampharos Electric Dragon 610 90 95 \n", "197 182 Bellossom Grass NaN 490 75 80 \n", "198 183 Marill Water Fairy 250 70 20 \n", "199 184 Azumarill Water Fairy 420 100 50 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "195 85 115 90 55 2 False \n", "196 105 165 110 45 2 False \n", "197 95 90 100 50 2 False \n", "198 50 20 50 40 2 False \n", "199 80 60 80 50 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "200 185 Sudowoodo Rock NaN 410 70 100 115 30 \n", "201 186 Politoed Water NaN 500 90 75 75 90 \n", "202 187 Hoppip Grass Flying 250 35 35 40 35 \n", "203 188 Skiploom Grass Flying 340 55 45 50 45 \n", "204 189 Jumpluff Grass Flying 460 75 55 70 55 \n", "\n", " Sp. Def Speed Generation Legendary \n", "200 65 30 2 False \n", "201 100 70 2 False \n", "202 55 50 2 False \n", "203 65 80 2 False \n", "204 95 110 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "205 190 Aipom Normal NaN 360 55 70 55 40 \n", "206 191 Sunkern Grass NaN 180 30 30 30 30 \n", "207 192 Sunflora Grass NaN 425 75 75 55 105 \n", "208 193 Yanma Bug Flying 390 65 65 45 75 \n", "209 194 Wooper Water Ground 210 55 45 45 25 \n", "\n", " Sp. Def Speed Generation Legendary \n", "205 55 85 2 False \n", "206 30 30 2 False \n", "207 85 30 2 False \n", "208 45 95 2 False \n", "209 25 15 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "210 195 Quagsire Water Ground 430 95 85 85 65 \n", "211 196 Espeon Psychic NaN 525 65 65 60 130 \n", "212 197 Umbreon Dark NaN 525 95 65 110 60 \n", "213 198 Murkrow Dark Flying 405 60 85 42 85 \n", "214 199 Slowking Water Psychic 490 95 75 80 100 \n", "\n", " Sp. Def Speed Generation Legendary \n", "210 65 35 2 False \n", "211 95 110 2 False \n", "212 130 65 2 False \n", "213 42 91 2 False \n", "214 110 30 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "215 200 Misdreavus Ghost NaN 435 60 60 60 85 \n", "216 201 Unown Psychic NaN 336 48 72 48 72 \n", "217 202 Wobbuffet Psychic NaN 405 190 33 58 33 \n", "218 203 Girafarig Normal Psychic 455 70 80 65 90 \n", "219 204 Pineco Bug NaN 290 50 65 90 35 \n", "\n", " Sp. Def Speed Generation Legendary \n", "215 85 85 2 False \n", "216 48 48 2 False \n", "217 58 33 2 False \n", "218 65 85 2 False \n", "219 35 15 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "220 205 Forretress Bug Steel 465 75 90 140 \n", "221 206 Dunsparce Normal NaN 415 100 70 70 \n", "222 207 Gligar Ground Flying 430 65 75 105 \n", "223 208 Steelix Steel Ground 510 75 85 200 \n", "224 208 SteelixMega Steelix Steel Ground 610 75 125 230 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "220 60 60 40 2 False \n", "221 65 65 45 2 False \n", "222 35 65 85 2 False \n", "223 55 65 30 2 False \n", "224 55 95 30 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "225 209 Snubbull Fairy NaN 300 60 80 50 \n", "226 210 Granbull Fairy NaN 450 90 120 75 \n", "227 211 Qwilfish Water Poison 430 65 95 75 \n", "228 212 Scizor Bug Steel 500 70 130 100 \n", "229 212 ScizorMega Scizor Bug Steel 600 70 150 140 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "225 40 40 30 2 False \n", "226 60 60 45 2 False \n", "227 55 55 85 2 False \n", "228 55 80 65 2 False \n", "229 65 100 75 2 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "230 213 Shuckle Bug Rock 505 20 10 \n", "231 214 Heracross Bug Fighting 500 80 125 \n", "232 214 HeracrossMega Heracross Bug Fighting 600 80 185 \n", "233 215 Sneasel Dark Ice 430 55 95 \n", "234 216 Teddiursa Normal NaN 330 60 80 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "230 230 10 230 5 2 False \n", "231 75 40 95 85 2 False \n", "232 115 40 105 75 2 False \n", "233 55 35 75 115 2 False \n", "234 50 50 50 40 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "235 217 Ursaring Normal NaN 500 90 130 75 75 \n", "236 218 Slugma Fire NaN 250 40 40 40 70 \n", "237 219 Magcargo Fire Rock 410 50 50 120 80 \n", "238 220 Swinub Ice Ground 250 50 50 40 30 \n", "239 221 Piloswine Ice Ground 450 100 100 80 60 \n", "\n", " Sp. Def Speed Generation Legendary \n", "235 75 55 2 False \n", "236 40 20 2 False \n", "237 80 30 2 False \n", "238 30 50 2 False \n", "239 60 50 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "240 222 Corsola Water Rock 380 55 55 85 65 \n", "241 223 Remoraid Water NaN 300 35 65 35 65 \n", "242 224 Octillery Water NaN 480 75 105 75 105 \n", "243 225 Delibird Ice Flying 330 45 55 45 65 \n", "244 226 Mantine Water Flying 465 65 40 70 80 \n", "\n", " Sp. Def Speed Generation Legendary \n", "240 85 35 2 False \n", "241 35 65 2 False \n", "242 75 45 2 False \n", "243 45 75 2 False \n", "244 140 70 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "245 227 Skarmory Steel Flying 465 65 80 140 \n", "246 228 Houndour Dark Fire 330 45 60 30 \n", "247 229 Houndoom Dark Fire 500 75 90 50 \n", "248 229 HoundoomMega Houndoom Dark Fire 600 75 90 90 \n", "249 230 Kingdra Water Dragon 540 75 95 95 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "245 40 70 70 2 False \n", "246 80 50 65 2 False \n", "247 110 80 95 2 False \n", "248 140 90 115 2 False \n", "249 95 95 85 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "250 231 Phanpy Ground NaN 330 90 60 60 40 \n", "251 232 Donphan Ground NaN 500 90 120 120 60 \n", "252 233 Porygon2 Normal NaN 515 85 80 90 105 \n", "253 234 Stantler Normal NaN 465 73 95 62 85 \n", "254 235 Smeargle Normal NaN 250 55 20 35 20 \n", "\n", " Sp. Def Speed Generation Legendary \n", "250 40 40 2 False \n", "251 60 50 2 False \n", "252 95 60 2 False \n", "253 65 85 2 False \n", "254 45 75 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "255 236 Tyrogue Fighting NaN 210 35 35 35 35 \n", "256 237 Hitmontop Fighting NaN 455 50 95 95 35 \n", "257 238 Smoochum Ice Psychic 305 45 30 15 85 \n", "258 239 Elekid Electric NaN 360 45 63 37 65 \n", "259 240 Magby Fire NaN 365 45 75 37 70 \n", "\n", " Sp. Def Speed Generation Legendary \n", "255 35 35 2 False \n", "256 110 70 2 False \n", "257 65 65 2 False \n", "258 55 95 2 False \n", "259 55 83 2 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "260 241 Miltank Normal NaN 490 95 80 105 40 \n", "261 242 Blissey Normal NaN 540 255 10 10 75 \n", "262 243 Raikou Electric NaN 580 90 85 75 115 \n", "263 244 Entei Fire NaN 580 115 115 85 90 \n", "264 245 Suicune Water NaN 580 100 75 115 90 \n", "\n", " Sp. Def Speed Generation Legendary \n", "260 70 100 2 False \n", "261 135 55 2 False \n", "262 100 115 2 True \n", "263 75 100 2 True \n", "264 115 85 2 True \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "265 246 Larvitar Rock Ground 300 50 64 \n", "266 247 Pupitar Rock Ground 410 70 84 \n", "267 248 Tyranitar Rock Dark 600 100 134 \n", "268 248 TyranitarMega Tyranitar Rock Dark 700 100 164 \n", "269 249 Lugia Psychic Flying 680 106 90 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "265 50 45 50 41 2 False \n", "266 70 65 70 51 2 False \n", "267 110 95 100 61 2 False \n", "268 150 95 120 71 2 False \n", "269 130 90 154 110 2 True \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "270 250 Ho-oh Fire Flying 680 106 130 90 110 \n", "271 251 Celebi Psychic Grass 600 100 100 100 100 \n", "272 252 Treecko Grass NaN 310 40 45 35 65 \n", "273 253 Grovyle Grass NaN 405 50 65 45 85 \n", "274 254 Sceptile Grass NaN 530 70 85 65 105 \n", "\n", " Sp. Def Speed Generation Legendary \n", "270 154 90 2 True \n", "271 100 100 2 False \n", "272 55 70 3 False \n", "273 65 95 3 False \n", "274 85 120 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "275 254 SceptileMega Sceptile Grass Dragon 630 70 110 75 \n", "276 255 Torchic Fire NaN 310 45 60 40 \n", "277 256 Combusken Fire Fighting 405 60 85 60 \n", "278 257 Blaziken Fire Fighting 530 80 120 70 \n", "279 257 BlazikenMega Blaziken Fire Fighting 630 80 160 80 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "275 145 85 145 3 False \n", "276 70 50 45 3 False \n", "277 85 60 55 3 False \n", "278 110 70 80 3 False \n", "279 130 80 100 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "280 258 Mudkip Water NaN 310 50 70 50 \n", "281 259 Marshtomp Water Ground 405 70 85 70 \n", "282 260 Swampert Water Ground 535 100 110 90 \n", "283 260 SwampertMega Swampert Water Ground 635 100 150 110 \n", "284 261 Poochyena Dark NaN 220 35 55 35 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "280 50 50 40 3 False \n", "281 60 70 50 3 False \n", "282 85 90 60 3 False \n", "283 95 110 70 3 False \n", "284 30 30 35 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "285 262 Mightyena Dark NaN 420 70 90 70 60 \n", "286 263 Zigzagoon Normal NaN 240 38 30 41 30 \n", "287 264 Linoone Normal NaN 420 78 70 61 50 \n", "288 265 Wurmple Bug NaN 195 45 45 35 20 \n", "289 266 Silcoon Bug NaN 205 50 35 55 25 \n", "\n", " Sp. Def Speed Generation Legendary \n", "285 60 70 3 False \n", "286 41 60 3 False \n", "287 61 100 3 False \n", "288 30 20 3 False \n", "289 25 15 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "290 267 Beautifly Bug Flying 395 60 70 50 100 \n", "291 268 Cascoon Bug NaN 205 50 35 55 25 \n", "292 269 Dustox Bug Poison 385 60 50 70 50 \n", "293 270 Lotad Water Grass 220 40 30 30 40 \n", "294 271 Lombre Water Grass 340 60 50 50 60 \n", "\n", " Sp. Def Speed Generation Legendary \n", "290 50 65 3 False \n", "291 25 15 3 False \n", "292 90 65 3 False \n", "293 50 30 3 False \n", "294 70 50 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "295 272 Ludicolo Water Grass 480 80 70 70 90 \n", "296 273 Seedot Grass NaN 220 40 40 50 30 \n", "297 274 Nuzleaf Grass Dark 340 70 70 40 60 \n", "298 275 Shiftry Grass Dark 480 90 100 60 90 \n", "299 276 Taillow Normal Flying 270 40 55 30 30 \n", "\n", " Sp. Def Speed Generation Legendary \n", "295 100 70 3 False \n", "296 30 30 3 False \n", "297 40 60 3 False \n", "298 60 80 3 False \n", "299 30 85 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "300 277 Swellow Normal Flying 430 60 85 60 50 \n", "301 278 Wingull Water Flying 270 40 30 30 55 \n", "302 279 Pelipper Water Flying 430 60 50 100 85 \n", "303 280 Ralts Psychic Fairy 198 28 25 25 45 \n", "304 281 Kirlia Psychic Fairy 278 38 35 35 65 \n", "\n", " Sp. Def Speed Generation Legendary \n", "300 50 125 3 False \n", "301 30 85 3 False \n", "302 70 65 3 False \n", "303 35 40 3 False \n", "304 55 50 3 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "305 282 Gardevoir Psychic Fairy 518 68 65 \n", "306 282 GardevoirMega Gardevoir Psychic Fairy 618 68 85 \n", "307 283 Surskit Bug Water 269 40 30 \n", "308 284 Masquerain Bug Flying 414 70 60 \n", "309 285 Shroomish Grass NaN 295 60 40 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "305 65 125 115 80 3 False \n", "306 65 165 135 100 3 False \n", "307 32 50 52 65 3 False \n", "308 62 80 82 60 3 False \n", "309 60 40 60 35 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "310 286 Breloom Grass Fighting 460 60 130 80 60 \n", "311 287 Slakoth Normal NaN 280 60 60 60 35 \n", "312 288 Vigoroth Normal NaN 440 80 80 80 55 \n", "313 289 Slaking Normal NaN 670 150 160 100 95 \n", "314 290 Nincada Bug Ground 266 31 45 90 30 \n", "\n", " Sp. Def Speed Generation Legendary \n", "310 60 70 3 False \n", "311 35 30 3 False \n", "312 55 90 3 False \n", "313 65 100 3 False \n", "314 30 40 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "315 291 Ninjask Bug Flying 456 61 90 45 50 \n", "316 292 Shedinja Bug Ghost 236 1 90 45 30 \n", "317 293 Whismur Normal NaN 240 64 51 23 51 \n", "318 294 Loudred Normal NaN 360 84 71 43 71 \n", "319 295 Exploud Normal NaN 490 104 91 63 91 \n", "\n", " Sp. Def Speed Generation Legendary \n", "315 50 160 3 False \n", "316 30 40 3 False \n", "317 23 28 3 False \n", "318 43 48 3 False \n", "319 73 68 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "320 296 Makuhita Fighting NaN 237 72 60 30 20 \n", "321 297 Hariyama Fighting NaN 474 144 120 60 40 \n", "322 298 Azurill Normal Fairy 190 50 20 40 20 \n", "323 299 Nosepass Rock NaN 375 30 45 135 45 \n", "324 300 Skitty Normal NaN 260 50 45 45 35 \n", "\n", " Sp. Def Speed Generation Legendary \n", "320 30 25 3 False \n", "321 60 50 3 False \n", "322 40 20 3 False \n", "323 90 30 3 False \n", "324 35 50 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "325 301 Delcatty Normal NaN 380 70 65 65 \n", "326 302 Sableye Dark Ghost 380 50 75 75 \n", "327 302 SableyeMega Sableye Dark Ghost 480 50 85 125 \n", "328 303 Mawile Steel Fairy 380 50 85 85 \n", "329 303 MawileMega Mawile Steel Fairy 480 50 105 125 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "325 55 55 70 3 False \n", "326 65 65 50 3 False \n", "327 85 115 20 3 False \n", "328 55 55 50 3 False \n", "329 55 95 50 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "330 304 Aron Steel Rock 330 50 70 100 \n", "331 305 Lairon Steel Rock 430 60 90 140 \n", "332 306 Aggron Steel Rock 530 70 110 180 \n", "333 306 AggronMega Aggron Steel NaN 630 70 140 230 \n", "334 307 Meditite Fighting Psychic 280 30 40 55 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "330 40 40 30 3 False \n", "331 50 50 40 3 False \n", "332 60 60 50 3 False \n", "333 60 80 50 3 False \n", "334 40 55 60 3 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "335 308 Medicham Fighting Psychic 410 60 60 \n", "336 308 MedichamMega Medicham Fighting Psychic 510 60 100 \n", "337 309 Electrike Electric NaN 295 40 45 \n", "338 310 Manectric Electric NaN 475 70 75 \n", "339 310 ManectricMega Manectric Electric NaN 575 70 75 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "335 75 60 75 80 3 False \n", "336 85 80 85 100 3 False \n", "337 40 65 40 65 3 False \n", "338 60 105 60 105 3 False \n", "339 80 135 80 135 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "340 311 Plusle Electric NaN 405 60 50 40 85 \n", "341 312 Minun Electric NaN 405 60 40 50 75 \n", "342 313 Volbeat Bug NaN 400 65 73 55 47 \n", "343 314 Illumise Bug NaN 400 65 47 55 73 \n", "344 315 Roselia Grass Poison 400 50 60 45 100 \n", "\n", " Sp. Def Speed Generation Legendary \n", "340 75 95 3 False \n", "341 85 95 3 False \n", "342 75 85 3 False \n", "343 75 85 3 False \n", "344 80 65 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "345 316 Gulpin Poison NaN 302 70 43 53 \n", "346 317 Swalot Poison NaN 467 100 73 83 \n", "347 318 Carvanha Water Dark 305 45 90 20 \n", "348 319 Sharpedo Water Dark 460 70 120 40 \n", "349 319 SharpedoMega Sharpedo Water Dark 560 70 140 70 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "345 43 53 40 3 False \n", "346 73 83 55 3 False \n", "347 65 20 65 3 False \n", "348 95 40 95 3 False \n", "349 110 65 105 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "350 320 Wailmer Water NaN 400 130 70 35 \n", "351 321 Wailord Water NaN 500 170 90 45 \n", "352 322 Numel Fire Ground 305 60 60 40 \n", "353 323 Camerupt Fire Ground 460 70 100 70 \n", "354 323 CameruptMega Camerupt Fire Ground 560 70 120 100 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "350 70 35 60 3 False \n", "351 90 45 60 3 False \n", "352 65 45 35 3 False \n", "353 105 75 40 3 False \n", "354 145 105 20 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "355 324 Torkoal Fire NaN 470 70 85 140 85 \n", "356 325 Spoink Psychic NaN 330 60 25 35 70 \n", "357 326 Grumpig Psychic NaN 470 80 45 65 90 \n", "358 327 Spinda Normal NaN 360 60 60 60 60 \n", "359 328 Trapinch Ground NaN 290 45 100 45 45 \n", "\n", " Sp. Def Speed Generation Legendary \n", "355 70 20 3 False \n", "356 80 60 3 False \n", "357 110 80 3 False \n", "358 60 60 3 False \n", "359 45 10 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "360 329 Vibrava Ground Dragon 340 50 70 50 50 \n", "361 330 Flygon Ground Dragon 520 80 100 80 80 \n", "362 331 Cacnea Grass NaN 335 50 85 40 85 \n", "363 332 Cacturne Grass Dark 475 70 115 60 115 \n", "364 333 Swablu Normal Flying 310 45 40 60 40 \n", "\n", " Sp. Def Speed Generation Legendary \n", "360 50 70 3 False \n", "361 80 100 3 False \n", "362 40 35 3 False \n", "363 60 55 3 False \n", "364 75 50 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "365 334 Altaria Dragon Flying 490 75 70 90 \n", "366 334 AltariaMega Altaria Dragon Fairy 590 75 110 110 \n", "367 335 Zangoose Normal NaN 458 73 115 60 \n", "368 336 Seviper Poison NaN 458 73 100 60 \n", "369 337 Lunatone Rock Psychic 440 70 55 65 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "365 70 105 80 3 False \n", "366 110 105 80 3 False \n", "367 60 60 90 3 False \n", "368 100 60 65 3 False \n", "369 95 85 70 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "370 338 Solrock Rock Psychic 440 70 95 85 55 \n", "371 339 Barboach Water Ground 288 50 48 43 46 \n", "372 340 Whiscash Water Ground 468 110 78 73 76 \n", "373 341 Corphish Water NaN 308 43 80 65 50 \n", "374 342 Crawdaunt Water Dark 468 63 120 85 90 \n", "\n", " Sp. Def Speed Generation Legendary \n", "370 65 70 3 False \n", "371 41 60 3 False \n", "372 71 60 3 False \n", "373 35 35 3 False \n", "374 55 55 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "375 343 Baltoy Ground Psychic 300 40 40 55 40 \n", "376 344 Claydol Ground Psychic 500 60 70 105 70 \n", "377 345 Lileep Rock Grass 355 66 41 77 61 \n", "378 346 Cradily Rock Grass 495 86 81 97 81 \n", "379 347 Anorith Rock Bug 355 45 95 50 40 \n", "\n", " Sp. Def Speed Generation Legendary \n", "375 70 55 3 False \n", "376 120 75 3 False \n", "377 87 23 3 False \n", "378 107 43 3 False \n", "379 50 75 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "380 348 Armaldo Rock Bug 495 75 125 100 70 \n", "381 349 Feebas Water NaN 200 20 15 20 10 \n", "382 350 Milotic Water NaN 540 95 60 79 100 \n", "383 351 Castform Normal NaN 420 70 70 70 70 \n", "384 352 Kecleon Normal NaN 440 60 90 70 60 \n", "\n", " Sp. Def Speed Generation Legendary \n", "380 80 45 3 False \n", "381 55 80 3 False \n", "382 125 81 3 False \n", "383 70 70 3 False \n", "384 120 40 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "385 353 Shuppet Ghost NaN 295 44 75 35 \n", "386 354 Banette Ghost NaN 455 64 115 65 \n", "387 354 BanetteMega Banette Ghost NaN 555 64 165 75 \n", "388 355 Duskull Ghost NaN 295 20 40 90 \n", "389 356 Dusclops Ghost NaN 455 40 70 130 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "385 63 33 45 3 False \n", "386 83 63 65 3 False \n", "387 93 83 75 3 False \n", "388 30 90 25 3 False \n", "389 60 130 25 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "390 357 Tropius Grass Flying 460 99 68 83 \n", "391 358 Chimecho Psychic NaN 425 65 50 70 \n", "392 359 Absol Dark NaN 465 65 130 60 \n", "393 359 AbsolMega Absol Dark NaN 565 65 150 60 \n", "394 360 Wynaut Psychic NaN 260 95 23 48 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "390 72 87 51 3 False \n", "391 95 80 65 3 False \n", "392 75 60 75 3 False \n", "393 115 60 115 3 False \n", "394 23 48 23 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "395 361 Snorunt Ice NaN 300 50 50 50 \n", "396 362 Glalie Ice NaN 480 80 80 80 \n", "397 362 GlalieMega Glalie Ice NaN 580 80 120 80 \n", "398 363 Spheal Ice Water 290 70 40 50 \n", "399 364 Sealeo Ice Water 410 90 60 70 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "395 50 50 50 3 False \n", "396 80 80 80 3 False \n", "397 120 80 100 3 False \n", "398 55 50 25 3 False \n", "399 75 70 45 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "400 365 Walrein Ice Water 530 110 80 90 95 \n", "401 366 Clamperl Water NaN 345 35 64 85 74 \n", "402 367 Huntail Water NaN 485 55 104 105 94 \n", "403 368 Gorebyss Water NaN 485 55 84 105 114 \n", "404 369 Relicanth Water Rock 485 100 90 130 45 \n", "\n", " Sp. Def Speed Generation Legendary \n", "400 90 65 3 False \n", "401 55 32 3 False \n", "402 75 52 3 False \n", "403 75 52 3 False \n", "404 65 55 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "405 370 Luvdisc Water NaN 330 43 30 55 \n", "406 371 Bagon Dragon NaN 300 45 75 60 \n", "407 372 Shelgon Dragon NaN 420 65 95 100 \n", "408 373 Salamence Dragon Flying 600 95 135 80 \n", "409 373 SalamenceMega Salamence Dragon Flying 700 95 145 130 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "405 40 65 97 3 False \n", "406 40 30 50 3 False \n", "407 60 50 50 3 False \n", "408 110 80 100 3 False \n", "409 120 90 120 3 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "410 374 Beldum Steel Psychic 300 40 55 80 \n", "411 375 Metang Steel Psychic 420 60 75 100 \n", "412 376 Metagross Steel Psychic 600 80 135 130 \n", "413 376 MetagrossMega Metagross Steel Psychic 700 80 145 150 \n", "414 377 Regirock Rock NaN 580 80 100 200 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "410 35 60 30 3 False \n", "411 55 80 50 3 False \n", "412 95 90 70 3 False \n", "413 105 110 110 3 False \n", "414 50 100 50 3 True \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "415 378 Regice Ice NaN 580 80 50 100 \n", "416 379 Registeel Steel NaN 580 80 75 150 \n", "417 380 Latias Dragon Psychic 600 80 80 90 \n", "418 380 LatiasMega Latias Dragon Psychic 700 80 100 120 \n", "419 381 Latios Dragon Psychic 600 80 90 80 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "415 100 200 50 3 True \n", "416 75 150 50 3 True \n", "417 110 130 110 3 True \n", "418 140 150 110 3 True \n", "419 130 110 110 3 True \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "420 381 LatiosMega Latios Dragon Psychic 700 80 130 100 \n", "421 382 Kyogre Water NaN 670 100 100 90 \n", "422 382 KyogrePrimal Kyogre Water NaN 770 100 150 90 \n", "423 383 Groudon Ground NaN 670 100 150 140 \n", "424 383 GroudonPrimal Groudon Ground Fire 770 100 180 160 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "420 160 120 110 3 True \n", "421 150 140 90 3 True \n", "422 180 160 90 3 True \n", "423 100 90 90 3 True \n", "424 150 90 90 3 True \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "425 384 Rayquaza Dragon Flying 680 105 150 \n", "426 384 RayquazaMega Rayquaza Dragon Flying 780 105 180 \n", "427 385 Jirachi Steel Psychic 600 100 100 \n", "428 386 DeoxysNormal Forme Psychic NaN 600 50 150 \n", "429 386 DeoxysAttack Forme Psychic NaN 600 50 180 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "425 90 150 90 95 3 True \n", "426 100 180 100 115 3 True \n", "427 100 100 100 100 3 True \n", "428 50 150 50 150 3 True \n", "429 20 180 20 150 3 True \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "430 386 DeoxysDefense Forme Psychic NaN 600 50 70 160 \n", "431 386 DeoxysSpeed Forme Psychic NaN 600 50 95 90 \n", "432 387 Turtwig Grass NaN 318 55 68 64 \n", "433 388 Grotle Grass NaN 405 75 89 85 \n", "434 389 Torterra Grass Ground 525 95 109 105 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "430 70 160 90 3 True \n", "431 95 90 180 3 True \n", "432 45 55 31 4 False \n", "433 55 65 36 4 False \n", "434 75 85 56 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "435 390 Chimchar Fire NaN 309 44 58 44 58 \n", "436 391 Monferno Fire Fighting 405 64 78 52 78 \n", "437 392 Infernape Fire Fighting 534 76 104 71 104 \n", "438 393 Piplup Water NaN 314 53 51 53 61 \n", "439 394 Prinplup Water NaN 405 64 66 68 81 \n", "\n", " Sp. Def Speed Generation Legendary \n", "435 44 61 4 False \n", "436 52 81 4 False \n", "437 71 108 4 False \n", "438 56 40 4 False \n", "439 76 50 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "440 395 Empoleon Water Steel 530 84 86 88 111 \n", "441 396 Starly Normal Flying 245 40 55 30 30 \n", "442 397 Staravia Normal Flying 340 55 75 50 40 \n", "443 398 Staraptor Normal Flying 485 85 120 70 50 \n", "444 399 Bidoof Normal NaN 250 59 45 40 35 \n", "\n", " Sp. Def Speed Generation Legendary \n", "440 101 60 4 False \n", "441 30 60 4 False \n", "442 40 80 4 False \n", "443 60 100 4 False \n", "444 40 31 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "445 400 Bibarel Normal Water 410 79 85 60 55 \n", "446 401 Kricketot Bug NaN 194 37 25 41 25 \n", "447 402 Kricketune Bug NaN 384 77 85 51 55 \n", "448 403 Shinx Electric NaN 263 45 65 34 40 \n", "449 404 Luxio Electric NaN 363 60 85 49 60 \n", "\n", " Sp. Def Speed Generation Legendary \n", "445 60 71 4 False \n", "446 41 25 4 False \n", "447 51 65 4 False \n", "448 34 45 4 False \n", "449 49 60 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "450 405 Luxray Electric NaN 523 80 120 79 95 \n", "451 406 Budew Grass Poison 280 40 30 35 50 \n", "452 407 Roserade Grass Poison 515 60 70 65 125 \n", "453 408 Cranidos Rock NaN 350 67 125 40 30 \n", "454 409 Rampardos Rock NaN 495 97 165 60 65 \n", "\n", " Sp. Def Speed Generation Legendary \n", "450 79 70 4 False \n", "451 70 55 4 False \n", "452 105 90 4 False \n", "453 30 58 4 False \n", "454 50 58 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "455 410 Shieldon Rock Steel 350 30 42 118 \n", "456 411 Bastiodon Rock Steel 495 60 52 168 \n", "457 412 Burmy Bug NaN 224 40 29 45 \n", "458 413 WormadamPlant Cloak Bug Grass 424 60 59 85 \n", "459 413 WormadamSandy Cloak Bug Ground 424 60 79 105 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "455 42 88 30 4 False \n", "456 47 138 30 4 False \n", "457 29 45 36 4 False \n", "458 79 105 36 4 False \n", "459 59 85 36 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "460 413 WormadamTrash Cloak Bug Steel 424 60 69 95 \n", "461 414 Mothim Bug Flying 424 70 94 50 \n", "462 415 Combee Bug Flying 244 30 30 42 \n", "463 416 Vespiquen Bug Flying 474 70 80 102 \n", "464 417 Pachirisu Electric NaN 405 60 45 70 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "460 69 95 36 4 False \n", "461 94 50 66 4 False \n", "462 30 42 70 4 False \n", "463 80 102 40 4 False \n", "464 45 90 95 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "465 418 Buizel Water NaN 330 55 65 35 60 \n", "466 419 Floatzel Water NaN 495 85 105 55 85 \n", "467 420 Cherubi Grass NaN 275 45 35 45 62 \n", "468 421 Cherrim Grass NaN 450 70 60 70 87 \n", "469 422 Shellos Water NaN 325 76 48 48 57 \n", "\n", " Sp. Def Speed Generation Legendary \n", "465 30 85 4 False \n", "466 50 115 4 False \n", "467 53 35 4 False \n", "468 78 85 4 False \n", "469 62 34 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "470 423 Gastrodon Water Ground 475 111 83 68 92 \n", "471 424 Ambipom Normal NaN 482 75 100 66 60 \n", "472 425 Drifloon Ghost Flying 348 90 50 34 60 \n", "473 426 Drifblim Ghost Flying 498 150 80 44 90 \n", "474 427 Buneary Normal NaN 350 55 66 44 44 \n", "\n", " Sp. Def Speed Generation Legendary \n", "470 82 39 4 False \n", "471 66 115 4 False \n", "472 44 70 4 False \n", "473 54 80 4 False \n", "474 56 85 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "475 428 Lopunny Normal NaN 480 65 76 84 \n", "476 428 LopunnyMega Lopunny Normal Fighting 580 65 136 94 \n", "477 429 Mismagius Ghost NaN 495 60 60 60 \n", "478 430 Honchkrow Dark Flying 505 100 125 52 \n", "479 431 Glameow Normal NaN 310 49 55 42 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "475 54 96 105 4 False \n", "476 54 96 135 4 False \n", "477 105 105 105 4 False \n", "478 105 52 71 4 False \n", "479 42 37 85 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "480 432 Purugly Normal NaN 452 71 82 64 64 \n", "481 433 Chingling Psychic NaN 285 45 30 50 65 \n", "482 434 Stunky Poison Dark 329 63 63 47 41 \n", "483 435 Skuntank Poison Dark 479 103 93 67 71 \n", "484 436 Bronzor Steel Psychic 300 57 24 86 24 \n", "\n", " Sp. Def Speed Generation Legendary \n", "480 59 112 4 False \n", "481 50 45 4 False \n", "482 41 74 4 False \n", "483 61 84 4 False \n", "484 86 23 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "485 437 Bronzong Steel Psychic 500 67 89 116 79 \n", "486 438 Bonsly Rock NaN 290 50 80 95 10 \n", "487 439 Mime Jr. Psychic Fairy 310 20 25 45 70 \n", "488 440 Happiny Normal NaN 220 100 5 5 15 \n", "489 441 Chatot Normal Flying 411 76 65 45 92 \n", "\n", " Sp. Def Speed Generation Legendary \n", "485 116 33 4 False \n", "486 45 10 4 False \n", "487 90 60 4 False \n", "488 65 30 4 False \n", "489 42 91 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "490 442 Spiritomb Ghost Dark 485 50 92 108 \n", "491 443 Gible Dragon Ground 300 58 70 45 \n", "492 444 Gabite Dragon Ground 410 68 90 65 \n", "493 445 Garchomp Dragon Ground 600 108 130 95 \n", "494 445 GarchompMega Garchomp Dragon Ground 700 108 170 115 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "490 92 108 35 4 False \n", "491 40 45 42 4 False \n", "492 50 55 82 4 False \n", "493 80 85 102 4 False \n", "494 120 95 92 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "495 446 Munchlax Normal NaN 390 135 85 40 \n", "496 447 Riolu Fighting NaN 285 40 70 40 \n", "497 448 Lucario Fighting Steel 525 70 110 70 \n", "498 448 LucarioMega Lucario Fighting Steel 625 70 145 88 \n", "499 449 Hippopotas Ground NaN 330 68 72 78 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "495 40 85 5 4 False \n", "496 35 40 60 4 False \n", "497 115 70 90 4 False \n", "498 140 70 112 4 False \n", "499 38 42 32 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "500 450 Hippowdon Ground NaN 525 108 112 118 68 \n", "501 451 Skorupi Poison Bug 330 40 50 90 30 \n", "502 452 Drapion Poison Dark 500 70 90 110 60 \n", "503 453 Croagunk Poison Fighting 300 48 61 40 61 \n", "504 454 Toxicroak Poison Fighting 490 83 106 65 86 \n", "\n", " Sp. Def Speed Generation Legendary \n", "500 72 47 4 False \n", "501 55 65 4 False \n", "502 75 95 4 False \n", "503 40 50 4 False \n", "504 65 85 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "505 455 Carnivine Grass NaN 454 74 100 72 90 \n", "506 456 Finneon Water NaN 330 49 49 56 49 \n", "507 457 Lumineon Water NaN 460 69 69 76 69 \n", "508 458 Mantyke Water Flying 345 45 20 50 60 \n", "509 459 Snover Grass Ice 334 60 62 50 62 \n", "\n", " Sp. Def Speed Generation Legendary \n", "505 72 46 4 False \n", "506 61 66 4 False \n", "507 86 91 4 False \n", "508 120 50 4 False \n", "509 60 40 4 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "510 460 Abomasnow Grass Ice 494 90 92 \n", "511 460 AbomasnowMega Abomasnow Grass Ice 594 90 132 \n", "512 461 Weavile Dark Ice 510 70 120 \n", "513 462 Magnezone Electric Steel 535 70 70 \n", "514 463 Lickilicky Normal NaN 515 110 85 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "510 75 92 85 60 4 False \n", "511 105 132 105 30 4 False \n", "512 65 45 85 125 4 False \n", "513 115 130 90 60 4 False \n", "514 95 80 95 50 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "515 464 Rhyperior Ground Rock 535 115 140 130 55 \n", "516 465 Tangrowth Grass NaN 535 100 100 125 110 \n", "517 466 Electivire Electric NaN 540 75 123 67 95 \n", "518 467 Magmortar Fire NaN 540 75 95 67 125 \n", "519 468 Togekiss Fairy Flying 545 85 50 95 120 \n", "\n", " Sp. Def Speed Generation Legendary \n", "515 55 40 4 False \n", "516 50 50 4 False \n", "517 85 95 4 False \n", "518 95 83 4 False \n", "519 115 80 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "520 469 Yanmega Bug Flying 515 86 76 86 116 \n", "521 470 Leafeon Grass NaN 525 65 110 130 60 \n", "522 471 Glaceon Ice NaN 525 65 60 110 130 \n", "523 472 Gliscor Ground Flying 510 75 95 125 45 \n", "524 473 Mamoswine Ice Ground 530 110 130 80 70 \n", "\n", " Sp. Def Speed Generation Legendary \n", "520 56 95 4 False \n", "521 65 95 4 False \n", "522 95 65 4 False \n", "523 75 95 4 False \n", "524 60 80 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "525 474 Porygon-Z Normal NaN 535 85 80 70 \n", "526 475 Gallade Psychic Fighting 518 68 125 65 \n", "527 475 GalladeMega Gallade Psychic Fighting 618 68 165 95 \n", "528 476 Probopass Rock Steel 525 60 55 145 \n", "529 477 Dusknoir Ghost NaN 525 45 100 135 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "525 135 75 90 4 False \n", "526 65 115 80 4 False \n", "527 65 115 110 4 False \n", "528 75 150 40 4 False \n", "529 65 135 45 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "530 478 Froslass Ice Ghost 480 70 80 70 \n", "531 479 Rotom Electric Ghost 440 50 50 77 \n", "532 479 RotomHeat Rotom Electric Fire 520 50 65 107 \n", "533 479 RotomWash Rotom Electric Water 520 50 65 107 \n", "534 479 RotomFrost Rotom Electric Ice 520 50 65 107 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "530 80 70 110 4 False \n", "531 95 77 91 4 False \n", "532 105 107 86 4 False \n", "533 105 107 86 4 False \n", "534 105 107 86 4 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "535 479 RotomFan Rotom Electric Flying 520 50 65 107 \n", "536 479 RotomMow Rotom Electric Grass 520 50 65 107 \n", "537 480 Uxie Psychic NaN 580 75 75 130 \n", "538 481 Mesprit Psychic NaN 580 80 105 105 \n", "539 482 Azelf Psychic NaN 580 75 125 70 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "535 105 107 86 4 False \n", "536 105 107 86 4 False \n", "537 75 130 95 4 True \n", "538 105 105 80 4 True \n", "539 125 70 115 4 True \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "540 483 Dialga Steel Dragon 680 100 120 120 \n", "541 484 Palkia Water Dragon 680 90 120 100 \n", "542 485 Heatran Fire Steel 600 91 90 106 \n", "543 486 Regigigas Normal NaN 670 110 160 110 \n", "544 487 GiratinaAltered Forme Ghost Dragon 680 150 100 120 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "540 150 100 90 4 True \n", "541 150 120 100 4 True \n", "542 130 106 77 4 True \n", "543 80 110 100 4 True \n", "544 100 120 90 4 True \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "545 487 GiratinaOrigin Forme Ghost Dragon 680 150 120 100 \n", "546 488 Cresselia Psychic NaN 600 120 70 120 \n", "547 489 Phione Water NaN 480 80 80 80 \n", "548 490 Manaphy Water NaN 600 100 100 100 \n", "549 491 Darkrai Dark NaN 600 70 90 90 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "545 120 100 90 4 True \n", "546 75 130 85 4 False \n", "547 80 80 80 4 False \n", "548 100 100 100 4 False \n", "549 135 90 125 4 True \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "550 492 ShayminLand Forme Grass NaN 600 100 100 100 \n", "551 492 ShayminSky Forme Grass Flying 600 100 103 75 \n", "552 493 Arceus Normal NaN 720 120 120 120 \n", "553 494 Victini Psychic Fire 600 100 100 100 \n", "554 495 Snivy Grass NaN 308 45 45 55 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "550 100 100 100 4 True \n", "551 120 75 127 4 True \n", "552 120 120 120 4 True \n", "553 100 100 100 5 True \n", "554 45 55 63 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "555 496 Servine Grass NaN 413 60 60 75 60 \n", "556 497 Serperior Grass NaN 528 75 75 95 75 \n", "557 498 Tepig Fire NaN 308 65 63 45 45 \n", "558 499 Pignite Fire Fighting 418 90 93 55 70 \n", "559 500 Emboar Fire Fighting 528 110 123 65 100 \n", "\n", " Sp. Def Speed Generation Legendary \n", "555 75 83 5 False \n", "556 95 113 5 False \n", "557 45 45 5 False \n", "558 55 55 5 False \n", "559 65 65 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "560 501 Oshawott Water NaN 308 55 55 45 63 \n", "561 502 Dewott Water NaN 413 75 75 60 83 \n", "562 503 Samurott Water NaN 528 95 100 85 108 \n", "563 504 Patrat Normal NaN 255 45 55 39 35 \n", "564 505 Watchog Normal NaN 420 60 85 69 60 \n", "\n", " Sp. Def Speed Generation Legendary \n", "560 45 45 5 False \n", "561 60 60 5 False \n", "562 70 70 5 False \n", "563 39 42 5 False \n", "564 69 77 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "565 506 Lillipup Normal NaN 275 45 60 45 25 \n", "566 507 Herdier Normal NaN 370 65 80 65 35 \n", "567 508 Stoutland Normal NaN 500 85 110 90 45 \n", "568 509 Purrloin Dark NaN 281 41 50 37 50 \n", "569 510 Liepard Dark NaN 446 64 88 50 88 \n", "\n", " Sp. Def Speed Generation Legendary \n", "565 45 55 5 False \n", "566 65 60 5 False \n", "567 90 80 5 False \n", "568 37 66 5 False \n", "569 50 106 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "570 511 Pansage Grass NaN 316 50 53 48 53 \n", "571 512 Simisage Grass NaN 498 75 98 63 98 \n", "572 513 Pansear Fire NaN 316 50 53 48 53 \n", "573 514 Simisear Fire NaN 498 75 98 63 98 \n", "574 515 Panpour Water NaN 316 50 53 48 53 \n", "\n", " Sp. Def Speed Generation Legendary \n", "570 48 64 5 False \n", "571 63 101 5 False \n", "572 48 64 5 False \n", "573 63 101 5 False \n", "574 48 64 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "575 516 Simipour Water NaN 498 75 98 63 98 \n", "576 517 Munna Psychic NaN 292 76 25 45 67 \n", "577 518 Musharna Psychic NaN 487 116 55 85 107 \n", "578 519 Pidove Normal Flying 264 50 55 50 36 \n", "579 520 Tranquill Normal Flying 358 62 77 62 50 \n", "\n", " Sp. Def Speed Generation Legendary \n", "575 63 101 5 False \n", "576 55 24 5 False \n", "577 95 29 5 False \n", "578 30 43 5 False \n", "579 42 65 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "580 521 Unfezant Normal Flying 488 80 115 80 65 \n", "581 522 Blitzle Electric NaN 295 45 60 32 50 \n", "582 523 Zebstrika Electric NaN 497 75 100 63 80 \n", "583 524 Roggenrola Rock NaN 280 55 75 85 25 \n", "584 525 Boldore Rock NaN 390 70 105 105 50 \n", "\n", " Sp. Def Speed Generation Legendary \n", "580 55 93 5 False \n", "581 32 76 5 False \n", "582 63 116 5 False \n", "583 25 15 5 False \n", "584 40 20 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "585 526 Gigalith Rock NaN 515 85 135 130 60 \n", "586 527 Woobat Psychic Flying 313 55 45 43 55 \n", "587 528 Swoobat Psychic Flying 425 67 57 55 77 \n", "588 529 Drilbur Ground NaN 328 60 85 40 30 \n", "589 530 Excadrill Ground Steel 508 110 135 60 50 \n", "\n", " Sp. Def Speed Generation Legendary \n", "585 80 25 5 False \n", "586 43 72 5 False \n", "587 55 114 5 False \n", "588 45 68 5 False \n", "589 65 88 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "590 531 Audino Normal NaN 445 103 60 86 \n", "591 531 AudinoMega Audino Normal Fairy 545 103 60 126 \n", "592 532 Timburr Fighting NaN 305 75 80 55 \n", "593 533 Gurdurr Fighting NaN 405 85 105 85 \n", "594 534 Conkeldurr Fighting NaN 505 105 140 95 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "590 60 86 50 5 False \n", "591 80 126 50 5 False \n", "592 25 35 35 5 False \n", "593 40 50 40 5 False \n", "594 55 65 45 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "595 535 Tympole Water NaN 294 50 50 40 50 \n", "596 536 Palpitoad Water Ground 384 75 65 55 65 \n", "597 537 Seismitoad Water Ground 509 105 95 75 85 \n", "598 538 Throh Fighting NaN 465 120 100 85 30 \n", "599 539 Sawk Fighting NaN 465 75 125 75 30 \n", "\n", " Sp. Def Speed Generation Legendary \n", "595 40 64 5 False \n", "596 55 69 5 False \n", "597 75 74 5 False \n", "598 85 45 5 False \n", "599 75 85 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "600 540 Sewaddle Bug Grass 310 45 53 70 40 \n", "601 541 Swadloon Bug Grass 380 55 63 90 50 \n", "602 542 Leavanny Bug Grass 500 75 103 80 70 \n", "603 543 Venipede Bug Poison 260 30 45 59 30 \n", "604 544 Whirlipede Bug Poison 360 40 55 99 40 \n", "\n", " Sp. Def Speed Generation Legendary \n", "600 60 42 5 False \n", "601 80 42 5 False \n", "602 80 92 5 False \n", "603 39 57 5 False \n", "604 79 47 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "605 545 Scolipede Bug Poison 485 60 100 89 55 \n", "606 546 Cottonee Grass Fairy 280 40 27 60 37 \n", "607 547 Whimsicott Grass Fairy 480 60 67 85 77 \n", "608 548 Petilil Grass NaN 280 45 35 50 70 \n", "609 549 Lilligant Grass NaN 480 70 60 75 110 \n", "\n", " Sp. Def Speed Generation Legendary \n", "605 69 112 5 False \n", "606 50 66 5 False \n", "607 75 116 5 False \n", "608 50 30 5 False \n", "609 75 90 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "610 550 Basculin Water NaN 460 70 92 65 80 \n", "611 551 Sandile Ground Dark 292 50 72 35 35 \n", "612 552 Krokorok Ground Dark 351 60 82 45 45 \n", "613 553 Krookodile Ground Dark 519 95 117 80 65 \n", "614 554 Darumaka Fire NaN 315 70 90 45 15 \n", "\n", " Sp. Def Speed Generation Legendary \n", "610 55 98 5 False \n", "611 35 65 5 False \n", "612 45 74 5 False \n", "613 70 92 5 False \n", "614 45 50 5 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "615 555 DarmanitanStandard Mode Fire NaN 480 105 140 \n", "616 555 DarmanitanZen Mode Fire Psychic 540 105 30 \n", "617 556 Maractus Grass NaN 461 75 86 \n", "618 557 Dwebble Bug Rock 325 50 65 \n", "619 558 Crustle Bug Rock 475 70 95 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "615 55 30 55 95 5 False \n", "616 105 140 105 55 5 False \n", "617 67 106 67 60 5 False \n", "618 85 35 35 55 5 False \n", "619 125 65 75 45 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "620 559 Scraggy Dark Fighting 348 50 75 70 35 \n", "621 560 Scrafty Dark Fighting 488 65 90 115 45 \n", "622 561 Sigilyph Psychic Flying 490 72 58 80 103 \n", "623 562 Yamask Ghost NaN 303 38 30 85 55 \n", "624 563 Cofagrigus Ghost NaN 483 58 50 145 95 \n", "\n", " Sp. Def Speed Generation Legendary \n", "620 70 48 5 False \n", "621 115 58 5 False \n", "622 80 97 5 False \n", "623 65 30 5 False \n", "624 105 30 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "625 564 Tirtouga Water Rock 355 54 78 103 53 \n", "626 565 Carracosta Water Rock 495 74 108 133 83 \n", "627 566 Archen Rock Flying 401 55 112 45 74 \n", "628 567 Archeops Rock Flying 567 75 140 65 112 \n", "629 568 Trubbish Poison NaN 329 50 50 62 40 \n", "\n", " Sp. Def Speed Generation Legendary \n", "625 45 22 5 False \n", "626 65 32 5 False \n", "627 45 70 5 False \n", "628 65 110 5 False \n", "629 62 65 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "630 569 Garbodor Poison NaN 474 80 95 82 60 \n", "631 570 Zorua Dark NaN 330 40 65 40 80 \n", "632 571 Zoroark Dark NaN 510 60 105 60 120 \n", "633 572 Minccino Normal NaN 300 55 50 40 40 \n", "634 573 Cinccino Normal NaN 470 75 95 60 65 \n", "\n", " Sp. Def Speed Generation Legendary \n", "630 82 75 5 False \n", "631 40 65 5 False \n", "632 60 105 5 False \n", "633 40 75 5 False \n", "634 60 115 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "635 574 Gothita Psychic NaN 290 45 30 50 55 \n", "636 575 Gothorita Psychic NaN 390 60 45 70 75 \n", "637 576 Gothitelle Psychic NaN 490 70 55 95 95 \n", "638 577 Solosis Psychic NaN 290 45 30 40 105 \n", "639 578 Duosion Psychic NaN 370 65 40 50 125 \n", "\n", " Sp. Def Speed Generation Legendary \n", "635 65 45 5 False \n", "636 85 55 5 False \n", "637 110 65 5 False \n", "638 50 20 5 False \n", "639 60 30 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "640 579 Reuniclus Psychic NaN 490 110 65 75 125 \n", "641 580 Ducklett Water Flying 305 62 44 50 44 \n", "642 581 Swanna Water Flying 473 75 87 63 87 \n", "643 582 Vanillite Ice NaN 305 36 50 50 65 \n", "644 583 Vanillish Ice NaN 395 51 65 65 80 \n", "\n", " Sp. Def Speed Generation Legendary \n", "640 85 30 5 False \n", "641 50 55 5 False \n", "642 63 98 5 False \n", "643 60 44 5 False \n", "644 75 59 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "645 584 Vanilluxe Ice NaN 535 71 95 85 110 \n", "646 585 Deerling Normal Grass 335 60 60 50 40 \n", "647 586 Sawsbuck Normal Grass 475 80 100 70 60 \n", "648 587 Emolga Electric Flying 428 55 75 60 75 \n", "649 588 Karrablast Bug NaN 315 50 75 45 40 \n", "\n", " Sp. Def Speed Generation Legendary \n", "645 95 79 5 False \n", "646 50 75 5 False \n", "647 70 95 5 False \n", "648 60 103 5 False \n", "649 45 60 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "650 589 Escavalier Bug Steel 495 70 135 105 60 \n", "651 590 Foongus Grass Poison 294 69 55 45 55 \n", "652 591 Amoonguss Grass Poison 464 114 85 70 85 \n", "653 592 Frillish Water Ghost 335 55 40 50 65 \n", "654 593 Jellicent Water Ghost 480 100 60 70 85 \n", "\n", " Sp. Def Speed Generation Legendary \n", "650 105 20 5 False \n", "651 55 15 5 False \n", "652 80 30 5 False \n", "653 85 40 5 False \n", "654 105 60 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "655 594 Alomomola Water NaN 470 165 75 80 40 \n", "656 595 Joltik Bug Electric 319 50 47 50 57 \n", "657 596 Galvantula Bug Electric 472 70 77 60 97 \n", "658 597 Ferroseed Grass Steel 305 44 50 91 24 \n", "659 598 Ferrothorn Grass Steel 489 74 94 131 54 \n", "\n", " Sp. Def Speed Generation Legendary \n", "655 45 65 5 False \n", "656 50 65 5 False \n", "657 60 108 5 False \n", "658 86 10 5 False \n", "659 116 20 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "660 599 Klink Steel NaN 300 40 55 70 45 \n", "661 600 Klang Steel NaN 440 60 80 95 70 \n", "662 601 Klinklang Steel NaN 520 60 100 115 70 \n", "663 602 Tynamo Electric NaN 275 35 55 40 45 \n", "664 603 Eelektrik Electric NaN 405 65 85 70 75 \n", "\n", " Sp. Def Speed Generation Legendary \n", "660 60 30 5 False \n", "661 85 50 5 False \n", "662 85 90 5 False \n", "663 40 60 5 False \n", "664 70 40 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "665 604 Eelektross Electric NaN 515 85 115 80 105 \n", "666 605 Elgyem Psychic NaN 335 55 55 55 85 \n", "667 606 Beheeyem Psychic NaN 485 75 75 75 125 \n", "668 607 Litwick Ghost Fire 275 50 30 55 65 \n", "669 608 Lampent Ghost Fire 370 60 40 60 95 \n", "\n", " Sp. Def Speed Generation Legendary \n", "665 80 50 5 False \n", "666 55 30 5 False \n", "667 95 40 5 False \n", "668 55 20 5 False \n", "669 60 55 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "670 609 Chandelure Ghost Fire 520 60 55 90 145 \n", "671 610 Axew Dragon NaN 320 46 87 60 30 \n", "672 611 Fraxure Dragon NaN 410 66 117 70 40 \n", "673 612 Haxorus Dragon NaN 540 76 147 90 60 \n", "674 613 Cubchoo Ice NaN 305 55 70 40 60 \n", "\n", " Sp. Def Speed Generation Legendary \n", "670 90 80 5 False \n", "671 40 57 5 False \n", "672 50 67 5 False \n", "673 70 97 5 False \n", "674 40 40 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "675 614 Beartic Ice NaN 485 95 110 80 70 \n", "676 615 Cryogonal Ice NaN 485 70 50 30 95 \n", "677 616 Shelmet Bug NaN 305 50 40 85 40 \n", "678 617 Accelgor Bug NaN 495 80 70 40 100 \n", "679 618 Stunfisk Ground Electric 471 109 66 84 81 \n", "\n", " Sp. Def Speed Generation Legendary \n", "675 80 50 5 False \n", "676 135 105 5 False \n", "677 65 25 5 False \n", "678 60 145 5 False \n", "679 99 32 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "680 619 Mienfoo Fighting NaN 350 45 85 50 55 \n", "681 620 Mienshao Fighting NaN 510 65 125 60 95 \n", "682 621 Druddigon Dragon NaN 485 77 120 90 60 \n", "683 622 Golett Ground Ghost 303 59 74 50 35 \n", "684 623 Golurk Ground Ghost 483 89 124 80 55 \n", "\n", " Sp. Def Speed Generation Legendary \n", "680 50 65 5 False \n", "681 60 105 5 False \n", "682 90 48 5 False \n", "683 50 35 5 False \n", "684 80 55 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "685 624 Pawniard Dark Steel 340 45 85 70 40 \n", "686 625 Bisharp Dark Steel 490 65 125 100 60 \n", "687 626 Bouffalant Normal NaN 490 95 110 95 40 \n", "688 627 Rufflet Normal Flying 350 70 83 50 37 \n", "689 628 Braviary Normal Flying 510 100 123 75 57 \n", "\n", " Sp. Def Speed Generation Legendary \n", "685 40 60 5 False \n", "686 70 70 5 False \n", "687 95 55 5 False \n", "688 50 60 5 False \n", "689 75 80 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "690 629 Vullaby Dark Flying 370 70 55 75 45 \n", "691 630 Mandibuzz Dark Flying 510 110 65 105 55 \n", "692 631 Heatmor Fire NaN 484 85 97 66 105 \n", "693 632 Durant Bug Steel 484 58 109 112 48 \n", "694 633 Deino Dark Dragon 300 52 65 50 45 \n", "\n", " Sp. Def Speed Generation Legendary \n", "690 65 60 5 False \n", "691 95 80 5 False \n", "692 66 65 5 False \n", "693 48 109 5 False \n", "694 50 38 5 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "695 634 Zweilous Dark Dragon 420 72 85 70 65 \n", "696 635 Hydreigon Dark Dragon 600 92 105 90 125 \n", "697 636 Larvesta Bug Fire 360 55 85 55 50 \n", "698 637 Volcarona Bug Fire 550 85 60 65 135 \n", "699 638 Cobalion Steel Fighting 580 91 90 129 90 \n", "\n", " Sp. Def Speed Generation Legendary \n", "695 70 58 5 False \n", "696 90 98 5 False \n", "697 55 60 5 False \n", "698 105 100 5 False \n", "699 72 108 5 True \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "700 639 Terrakion Rock Fighting 580 91 129 \n", "701 640 Virizion Grass Fighting 580 91 90 \n", "702 641 TornadusIncarnate Forme Flying NaN 580 79 115 \n", "703 641 TornadusTherian Forme Flying NaN 580 79 100 \n", "704 642 ThundurusIncarnate Forme Electric Flying 580 79 115 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "700 90 72 90 108 5 True \n", "701 72 90 129 108 5 True \n", "702 70 125 80 111 5 True \n", "703 80 110 90 121 5 True \n", "704 70 125 80 111 5 True \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "705 642 ThundurusTherian Forme Electric Flying 580 79 105 \n", "706 643 Reshiram Dragon Fire 680 100 120 \n", "707 644 Zekrom Dragon Electric 680 100 150 \n", "708 645 LandorusIncarnate Forme Ground Flying 600 89 125 \n", "709 645 LandorusTherian Forme Ground Flying 600 89 145 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "705 70 145 80 101 5 True \n", "706 100 150 120 90 5 True \n", "707 120 120 100 90 5 True \n", "708 90 115 80 101 5 True \n", "709 90 105 80 91 5 True \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "710 646 Kyurem Dragon Ice 660 125 130 90 \n", "711 646 KyuremBlack Kyurem Dragon Ice 700 125 170 100 \n", "712 646 KyuremWhite Kyurem Dragon Ice 700 125 120 90 \n", "713 647 KeldeoOrdinary Forme Water Fighting 580 91 72 90 \n", "714 647 KeldeoResolute Forme Water Fighting 580 91 72 90 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "710 130 90 95 5 True \n", "711 120 90 95 5 True \n", "712 170 100 95 5 True \n", "713 129 90 108 5 False \n", "714 129 90 108 5 False \n", " # Name Type 1 Type 2 Total HP Attack \\\n", "715 648 MeloettaAria Forme Normal Psychic 600 100 77 \n", "716 648 MeloettaPirouette Forme Normal Fighting 600 100 128 \n", "717 649 Genesect Bug Steel 600 71 120 \n", "718 650 Chespin Grass NaN 313 56 61 \n", "719 651 Quilladin Grass NaN 405 61 78 \n", "\n", " Defense Sp. Atk Sp. Def Speed Generation Legendary \n", "715 77 128 128 90 5 False \n", "716 90 77 77 128 5 False \n", "717 95 120 95 99 5 False \n", "718 65 48 45 38 6 False \n", "719 95 56 58 57 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "720 652 Chesnaught Grass Fighting 530 88 107 122 74 \n", "721 653 Fennekin Fire NaN 307 40 45 40 62 \n", "722 654 Braixen Fire NaN 409 59 59 58 90 \n", "723 655 Delphox Fire Psychic 534 75 69 72 114 \n", "724 656 Froakie Water NaN 314 41 56 40 62 \n", "\n", " Sp. Def Speed Generation Legendary \n", "720 75 64 6 False \n", "721 60 60 6 False \n", "722 70 73 6 False \n", "723 100 104 6 False \n", "724 44 71 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "725 657 Frogadier Water NaN 405 54 63 52 83 \n", "726 658 Greninja Water Dark 530 72 95 67 103 \n", "727 659 Bunnelby Normal NaN 237 38 36 38 32 \n", "728 660 Diggersby Normal Ground 423 85 56 77 50 \n", "729 661 Fletchling Normal Flying 278 45 50 43 40 \n", "\n", " Sp. Def Speed Generation Legendary \n", "725 56 97 6 False \n", "726 71 122 6 False \n", "727 36 57 6 False \n", "728 77 78 6 False \n", "729 38 62 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "730 662 Fletchinder Fire Flying 382 62 73 55 56 \n", "731 663 Talonflame Fire Flying 499 78 81 71 74 \n", "732 664 Scatterbug Bug NaN 200 38 35 40 27 \n", "733 665 Spewpa Bug NaN 213 45 22 60 27 \n", "734 666 Vivillon Bug Flying 411 80 52 50 90 \n", "\n", " Sp. Def Speed Generation Legendary \n", "730 52 84 6 False \n", "731 69 126 6 False \n", "732 25 35 6 False \n", "733 30 29 6 False \n", "734 50 89 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "735 667 Litleo Fire Normal 369 62 50 58 73 \n", "736 668 Pyroar Fire Normal 507 86 68 72 109 \n", "737 669 Flabébé Fairy NaN 303 44 38 39 61 \n", "738 670 Floette Fairy NaN 371 54 45 47 75 \n", "739 671 Florges Fairy NaN 552 78 65 68 112 \n", "\n", " Sp. Def Speed Generation Legendary \n", "735 54 72 6 False \n", "736 66 106 6 False \n", "737 79 42 6 False \n", "738 98 52 6 False \n", "739 154 75 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "740 672 Skiddo Grass NaN 350 66 65 48 62 \n", "741 673 Gogoat Grass NaN 531 123 100 62 97 \n", "742 674 Pancham Fighting NaN 348 67 82 62 46 \n", "743 675 Pangoro Fighting Dark 495 95 124 78 69 \n", "744 676 Furfrou Normal NaN 472 75 80 60 65 \n", "\n", " Sp. Def Speed Generation Legendary \n", "740 57 52 6 False \n", "741 81 68 6 False \n", "742 48 43 6 False \n", "743 71 58 6 False \n", "744 90 102 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "745 677 Espurr Psychic NaN 355 62 48 54 63 \n", "746 678 MeowsticMale Psychic NaN 466 74 48 76 83 \n", "747 678 MeowsticFemale Psychic NaN 466 74 48 76 83 \n", "748 679 Honedge Steel Ghost 325 45 80 100 35 \n", "749 680 Doublade Steel Ghost 448 59 110 150 45 \n", "\n", " Sp. Def Speed Generation Legendary \n", "745 60 68 6 False \n", "746 81 104 6 False \n", "747 81 104 6 False \n", "748 37 28 6 False \n", "749 49 35 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "750 681 AegislashBlade Forme Steel Ghost 520 60 150 50 \n", "751 681 AegislashShield Forme Steel Ghost 520 60 50 150 \n", "752 682 Spritzee Fairy NaN 341 78 52 60 \n", "753 683 Aromatisse Fairy NaN 462 101 72 72 \n", "754 684 Swirlix Fairy NaN 341 62 48 66 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "750 150 50 60 6 False \n", "751 50 150 60 6 False \n", "752 63 65 23 6 False \n", "753 99 89 29 6 False \n", "754 59 57 49 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "755 685 Slurpuff Fairy NaN 480 82 80 86 85 \n", "756 686 Inkay Dark Psychic 288 53 54 53 37 \n", "757 687 Malamar Dark Psychic 482 86 92 88 68 \n", "758 688 Binacle Rock Water 306 42 52 67 39 \n", "759 689 Barbaracle Rock Water 500 72 105 115 54 \n", "\n", " Sp. Def Speed Generation Legendary \n", "755 75 72 6 False \n", "756 46 45 6 False \n", "757 75 73 6 False \n", "758 56 50 6 False \n", "759 86 68 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "760 690 Skrelp Poison Water 320 50 60 60 60 \n", "761 691 Dragalge Poison Dragon 494 65 75 90 97 \n", "762 692 Clauncher Water NaN 330 50 53 62 58 \n", "763 693 Clawitzer Water NaN 500 71 73 88 120 \n", "764 694 Helioptile Electric Normal 289 44 38 33 61 \n", "\n", " Sp. Def Speed Generation Legendary \n", "760 60 30 6 False \n", "761 123 44 6 False \n", "762 63 44 6 False \n", "763 89 59 6 False \n", "764 43 70 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "765 695 Heliolisk Electric Normal 481 62 55 52 109 \n", "766 696 Tyrunt Rock Dragon 362 58 89 77 45 \n", "767 697 Tyrantrum Rock Dragon 521 82 121 119 69 \n", "768 698 Amaura Rock Ice 362 77 59 50 67 \n", "769 699 Aurorus Rock Ice 521 123 77 72 99 \n", "\n", " Sp. Def Speed Generation Legendary \n", "765 94 109 6 False \n", "766 45 48 6 False \n", "767 59 71 6 False \n", "768 63 46 6 False \n", "769 92 58 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "770 700 Sylveon Fairy NaN 525 95 65 65 110 \n", "771 701 Hawlucha Fighting Flying 500 78 92 75 74 \n", "772 702 Dedenne Electric Fairy 431 67 58 57 81 \n", "773 703 Carbink Rock Fairy 500 50 50 150 50 \n", "774 704 Goomy Dragon NaN 300 45 50 35 55 \n", "\n", " Sp. Def Speed Generation Legendary \n", "770 130 60 6 False \n", "771 63 118 6 False \n", "772 67 101 6 False \n", "773 150 50 6 False \n", "774 75 40 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\n", "775 705 Sliggoo Dragon NaN 452 68 75 53 83 \n", "776 706 Goodra Dragon NaN 600 90 100 70 110 \n", "777 707 Klefki Steel Fairy 470 57 80 91 80 \n", "778 708 Phantump Ghost Grass 309 43 70 48 50 \n", "779 709 Trevenant Ghost Grass 474 85 110 76 65 \n", "\n", " Sp. Def Speed Generation Legendary \n", "775 113 60 6 False \n", "776 150 80 6 False \n", "777 87 75 6 False \n", "778 60 38 6 False \n", "779 82 56 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "780 710 PumpkabooAverage Size Ghost Grass 335 49 66 70 \n", "781 710 PumpkabooSmall Size Ghost Grass 335 44 66 70 \n", "782 710 PumpkabooLarge Size Ghost Grass 335 54 66 70 \n", "783 710 PumpkabooSuper Size Ghost Grass 335 59 66 70 \n", "784 711 GourgeistAverage Size Ghost Grass 494 65 90 122 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "780 44 55 51 6 False \n", "781 44 55 56 6 False \n", "782 44 55 46 6 False \n", "783 44 55 41 6 False \n", "784 58 75 84 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "785 711 GourgeistSmall Size Ghost Grass 494 55 85 122 \n", "786 711 GourgeistLarge Size Ghost Grass 494 75 95 122 \n", "787 711 GourgeistSuper Size Ghost Grass 494 85 100 122 \n", "788 712 Bergmite Ice NaN 304 55 69 85 \n", "789 713 Avalugg Ice NaN 514 95 117 184 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "785 58 75 99 6 False \n", "786 58 75 69 6 False \n", "787 58 75 54 6 False \n", "788 32 35 28 6 False \n", "789 44 46 28 6 False \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "790 714 Noibat Flying Dragon 245 40 30 35 \n", "791 715 Noivern Flying Dragon 535 85 70 80 \n", "792 716 Xerneas Fairy NaN 680 126 131 95 \n", "793 717 Yveltal Dark Flying 680 126 131 95 \n", "794 718 Zygarde50% Forme Dragon Ground 600 108 100 121 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "790 45 40 55 6 False \n", "791 97 80 123 6 False \n", "792 131 98 99 6 True \n", "793 131 98 99 6 True \n", "794 81 95 95 6 True \n", " # Name Type 1 Type 2 Total HP Attack Defense \\\n", "795 719 Diancie Rock Fairy 600 50 100 150 \n", "796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 \n", "797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 \n", "798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 \n", "799 721 Volcanion Fire Water 600 80 110 120 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "795 100 150 50 6 True \n", "796 160 110 110 6 True \n", "797 150 130 70 6 True \n", "798 170 130 80 6 True \n", "799 130 90 70 6 True \n" ] } ], "source": [ "new_df = pd.DataFrame(columns=df.columns)\n", "\n", "for df in pd.read_csv('modified.csv', chunksize=5):\n", " results = df.groupby(['Type 1']).count()\n", " \n", " new_df = pd.concat([new_df, results])\n", " \n", "\n", " \n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }