Python Pandas — Anukool Chaturvedi (2024)

Pandas is an open-source, BSD-licensed Python library. Pandas is a handy and useful data-structure tool for analyzing large and complex data.

In this exercise, we are using pokemon_data.csv for data analysis. This Dataset has different characteristics of an auto such as body-style, wheel-base, engine-type, price, mileage, horsepower, etc.

Loading data into Pandas#

import pandas as pddf = pd.read_csv('pokemon_data.csv') # just give the name of file only if the file is in the same folder.# print(df.head(5))# print(df.tail(5))# df_xlsx = pd.read_excel('pokemon_data.xlsx')# print(df_xlsx.head(3))# df = pd.read_csv('pokemon_data.txt', delimiter='\t') # without delimiter the data will look like mess.# print(df.head(5))df['HP']
0 451 602 803 804 39 ..795 50796 50797 80798 80799 80Name: HP, Length: 800, dtype: int64

Reading Data in Pandas#

#### Read Headersdf.columns## Read each Column#print(df[['Name', 'Type 1', 'HP']])## Read Each Row#print(df.iloc[0:4])# for index, row in df.iterrows():# print(index, row['Name'])#df.loc[df['Type 1'] == "Grass"]## Read a specific location (R,C)#print(df.iloc[2,1])
Index(['#', 'Name', 'Type 1', 'Type 2', 'HP', 'Attack', 'Defense', 'Sp. Atk', 'Sp. Def', 'Speed', 'Generation', 'Legendary'], dtype='object')

Sorting/Describing Data#

dfdf.sort_values('Name') #arrange acco to Name starting with 'A'#df.sort_values('Name', ascending=False) #arrange acco to Name starting with 'Z'
# Name Type 1 Type 2 HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
510 460 Abomasnow Grass Ice 90 92 75 92 85 60 4 False
511 460 AbomasnowMega Abomasnow Grass Ice 90 132 105 132 105 30 4 False
68 63 Abra Psychic NaN 25 20 15 105 55 90 1 False
392 359 Absol Dark NaN 65 130 60 75 60 75 3 False
393 359 AbsolMega Absol Dark NaN 65 150 60 115 60 115 3 False
... ... ... ... ... ... ... ... ... ... ... ... ...
632 571 Zoroark Dark NaN 60 105 60 120 60 105 5 False
631 570 Zorua Dark NaN 40 65 40 80 40 65 5 False
46 41 Zubat Poison Flying 40 45 35 30 40 55 1 False
695 634 Zweilous Dark Dragon 72 85 70 65 70 58 5 False
794 718 Zygarde50% Forme Dragon Ground 108 100 121 81 95 95 6 True

800 rows × 12 columns

df.sort_values(['Type 1', 'HP'], ascending=[1,0]) # 'Type1' is ascending and 'HP' is decending
# Name Type 1 Type 2 HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
520 469 Yanmega Bug Flying 86 76 86 116 56 95 4 False
698 637 Volcarona Bug Fire 85 60 65 135 105 100 5 False
231 214 Heracross Bug Fighting 80 125 75 40 95 85 2 False
232 214 HeracrossMega Heracross Bug Fighting 80 185 115 40 105 75 2 False
678 617 Accelgor Bug NaN 80 70 40 100 60 145 5 False
... ... ... ... ... ... ... ... ... ... ... ... ...
106 98 Krabby Water NaN 30 105 90 25 25 50 1 False
125 116 Horsea Water NaN 30 40 70 70 25 60 1 False
129 120 Staryu Water NaN 30 45 55 70 55 85 1 False
139 129 Magikarp Water NaN 20 10 55 15 20 80 1 False
381 349 Feebas Water NaN 20 15 20 10 55 80 3 False

800 rows × 12 columns

Making changes to the data#

df.head(5)
# Name Type 1 Type 2 HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 1 Bulbasaur Grass Poison 45 49 49 65 65 45 1 False
1 2 Ivysaur Grass Poison 60 62 63 80 80 60 1 False
2 3 Venusaur Grass Poison 80 82 83 100 100 80 1 False
3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 120 80 1 False
4 4 Charmander Fire NaN 39 52 43 60 50 65 1 False
df['Total'] = df['HP'] + df['Attack'] + df['Defense'] + df['Sp. Atk'] + df['Sp. Def'] + df['Speed']df.head(5)
# Name Type 1 Type 2 HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary Total
0 1 Bulbasaur Grass Poison 45 49 49 65 65 45 1 False 318
1 2 Ivysaur Grass Poison 60 62 63 80 80 60 1 False 405
2 3 Venusaur Grass Poison 80 82 83 100 100 80 1 False 525
3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 120 80 1 False 625
4 4 Charmander Fire NaN 39 52 43 60 50 65 1 False 309
45+49+49+65+65+45
318
#df['Total'] = df['HP'] + df['Attack'] + df['Defense'] + df['Sp. Atk'] + df['Sp. Def'] + df['Speed']df = df.drop(columns=['Total'])df['Total'] = df.iloc[:, 4:10].sum(axis=1) # axis=0 column wise and axis=1 row wisedf
# Name Type 1 Type 2 HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary Total
0 1 Bulbasaur Grass Poison 45 49 49 65 65 45 1 False 318
1 2 Ivysaur Grass Poison 60 62 63 80 80 60 1 False 405
2 3 Venusaur Grass Poison 80 82 83 100 100 80 1 False 525
3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 120 80 1 False 625
4 4 Charmander Fire NaN 39 52 43 60 50 65 1 False 309
... ... ... ... ... ... ... ... ... ... ... ... ... ...
795 719 Diancie Rock Fairy 50 100 150 100 150 50 6 True 600
796 719 DiancieMega Diancie Rock Fairy 50 160 110 160 110 110 6 True 700
797 720 HoopaHoopa Confined Psychic Ghost 80 110 60 150 130 70 6 True 600
798 720 HoopaHoopa Unbound Psychic Dark 80 160 60 170 130 80 6 True 680
799 721 Volcanion Fire Water 80 110 120 130 90 70 6 True 600

800 rows × 13 columns

cols = list(df.columns)df = df[cols[0:4] + [cols[-1]]+cols[4:12]]df.head(5)
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False

Saving our Data (Exporting into Desired Format)#

df
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False
... ... ... ... ... ... ... ... ... ... ... ... ... ...
795 719 Diancie Rock Fairy 600 50 100 150 100 150 50 6 True
796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 160 110 110 6 True
797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 150 130 70 6 True
798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 170 130 80 6 True
799 721 Volcanion Fire Water 600 80 110 120 130 90 70 6 True

800 rows × 13 columns

df.to_csv('modified.csv', index=False)#df.to_excel('modified.xlsx', index=False)df.to_csv('modified.txt', index=False, sep='\t')

Filtering Data#

new_df = df.loc[(df['Type 1'] == 'Grass') & (df['Type 2'] == 'Poison') & (df['HP'] > 70)]new_df
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
50 45 Vileplume Grass Poison 490 75 80 85 110 90 50 1 False
77 71 Victreebel Grass Poison 490 80 105 65 100 70 70 1 False
652 591 Amoonguss Grass Poison 464 114 85 70 85 80 30 5 False
df.loc[df['Name'].str.contains('Mega')]
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
7 6 CharizardMega Charizard X Fire Dragon 634 78 130 111 130 85 100 1 False
8 6 CharizardMega Charizard Y Fire Flying 634 78 104 78 159 115 100 1 False
12 9 BlastoiseMega Blastoise Water NaN 630 79 103 120 135 115 78 1 False
19 15 BeedrillMega Beedrill Bug Poison 495 65 150 40 15 80 145 1 False
23 18 PidgeotMega Pidgeot Normal Flying 579 83 80 80 135 80 121 1 False
71 65 AlakazamMega Alakazam Psychic NaN 590 55 50 65 175 95 150 1 False
87 80 SlowbroMega Slowbro Water Psychic 590 95 75 180 130 80 30 1 False
102 94 GengarMega Gengar Ghost Poison 600 60 65 80 170 95 130 1 False
124 115 KangaskhanMega Kangaskhan Normal NaN 590 105 125 100 60 100 100 1 False
137 127 PinsirMega Pinsir Bug Flying 600 65 155 120 65 90 105 1 False
141 130 GyaradosMega Gyarados Water Dark 640 95 155 109 70 130 81 1 False
154 142 AerodactylMega Aerodactyl Rock Flying 615 80 135 85 70 95 150 1 False
163 150 MewtwoMega Mewtwo X Psychic Fighting 780 106 190 100 154 100 130 1 True
164 150 MewtwoMega Mewtwo Y Psychic NaN 780 106 150 70 194 120 140 1 True
168 154 Meganium Grass NaN 525 80 82 100 83 100 80 2 False
196 181 AmpharosMega Ampharos Electric Dragon 610 90 95 105 165 110 45 2 False
224 208 SteelixMega Steelix Steel Ground 610 75 125 230 55 95 30 2 False
229 212 ScizorMega Scizor Bug Steel 600 70 150 140 65 100 75 2 False
232 214 HeracrossMega Heracross Bug Fighting 600 80 185 115 40 105 75 2 False
248 229 HoundoomMega Houndoom Dark Fire 600 75 90 90 140 90 115 2 False
268 248 TyranitarMega Tyranitar Rock Dark 700 100 164 150 95 120 71 2 False
275 254 SceptileMega Sceptile Grass Dragon 630 70 110 75 145 85 145 3 False
279 257 BlazikenMega Blaziken Fire Fighting 630 80 160 80 130 80 100 3 False
283 260 SwampertMega Swampert Water Ground 635 100 150 110 95 110 70 3 False
306 282 GardevoirMega Gardevoir Psychic Fairy 618 68 85 65 165 135 100 3 False
327 302 SableyeMega Sableye Dark Ghost 480 50 85 125 85 115 20 3 False
329 303 MawileMega Mawile Steel Fairy 480 50 105 125 55 95 50 3 False
333 306 AggronMega Aggron Steel NaN 630 70 140 230 60 80 50 3 False
336 308 MedichamMega Medicham Fighting Psychic 510 60 100 85 80 85 100 3 False
339 310 ManectricMega Manectric Electric NaN 575 70 75 80 135 80 135 3 False
349 319 SharpedoMega Sharpedo Water Dark 560 70 140 70 110 65 105 3 False
354 323 CameruptMega Camerupt Fire Ground 560 70 120 100 145 105 20 3 False
366 334 AltariaMega Altaria Dragon Fairy 590 75 110 110 110 105 80 3 False
387 354 BanetteMega Banette Ghost NaN 555 64 165 75 93 83 75 3 False
393 359 AbsolMega Absol Dark NaN 565 65 150 60 115 60 115 3 False
397 362 GlalieMega Glalie Ice NaN 580 80 120 80 120 80 100 3 False
409 373 SalamenceMega Salamence Dragon Flying 700 95 145 130 120 90 120 3 False
413 376 MetagrossMega Metagross Steel Psychic 700 80 145 150 105 110 110 3 False
418 380 LatiasMega Latias Dragon Psychic 700 80 100 120 140 150 110 3 True
420 381 LatiosMega Latios Dragon Psychic 700 80 130 100 160 120 110 3 True
426 384 RayquazaMega Rayquaza Dragon Flying 780 105 180 100 180 100 115 3 True
476 428 LopunnyMega Lopunny Normal Fighting 580 65 136 94 54 96 135 4 False
494 445 GarchompMega Garchomp Dragon Ground 700 108 170 115 120 95 92 4 False
498 448 LucarioMega Lucario Fighting Steel 625 70 145 88 140 70 112 4 False
511 460 AbomasnowMega Abomasnow Grass Ice 594 90 132 105 132 105 30 4 False
527 475 GalladeMega Gallade Psychic Fighting 618 68 165 95 65 115 110 4 False
591 531 AudinoMega Audino Normal Fairy 545 103 60 126 80 126 50 5 False
796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 160 110 110 6 True
df.loc[~df['Name'].str.contains('Mega')]
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False
5 5 Charmeleon Fire NaN 405 58 64 58 80 65 80 1 False
... ... ... ... ... ... ... ... ... ... ... ... ... ...
794 718 Zygarde50% Forme Dragon Ground 600 108 100 121 81 95 95 6 True
795 719 Diancie Rock Fairy 600 50 100 150 100 150 50 6 True
797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 150 130 70 6 True
798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 170 130 80 6 True
799 721 Volcanion Fire Water 600 80 110 120 130 90 70 6 True

751 rows × 13 columns

import re# df.loc[df['Type 1'].str.contains('Fire|Grass', regex = True)]df.loc[df['Type 1'].str.contains('fire|grass', flags=re.I, regex=True)]
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False
... ... ... ... ... ... ... ... ... ... ... ... ... ...
735 667 Litleo Fire Normal 369 62 50 58 73 54 72 6 False
736 668 Pyroar Fire Normal 507 86 68 72 109 66 106 6 False
740 672 Skiddo Grass NaN 350 66 65 48 62 57 52 6 False
741 673 Gogoat Grass NaN 531 123 100 62 97 81 68 6 False
799 721 Volcanion Fire Water 600 80 110 120 130 90 70 6 True

122 rows × 13 columns

# To list all the names starating wirh 'pi'import redf.loc[df['Name'].str.contains('pi[a-z]*', flags=re.I, regex=True)] # '*' means zero or more#df.loc[df['Name'].str.contains('^pi[a-z]*', flags=re.I, regex=True)] # '^' means beginning
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
13 10 Caterpie Bug NaN 195 45 30 35 20 20 45 1 False
20 16 Pidgey Normal Flying 251 40 45 40 35 35 56 1 False
21 17 Pidgeotto Normal Flying 349 63 60 55 50 50 71 1 False
22 18 Pidgeot Normal Flying 479 83 80 75 70 70 101 1 False
23 18 PidgeotMega Pidgeot Normal Flying 579 83 80 80 135 80 121 1 False
30 25 Pikachu Electric NaN 320 35 55 40 50 50 90 1 False
42 37 Vulpix Fire NaN 299 38 41 40 50 65 65 1 False
76 70 Weepinbell Grass Poison 390 65 90 50 85 45 55 1 False
84 78 Rapidash Fire NaN 500 65 100 70 80 80 105 1 False
136 127 Pinsir Bug NaN 500 65 125 100 55 70 85 1 False
137 127 PinsirMega Pinsir Bug Flying 600 65 155 120 65 90 105 1 False
181 167 Spinarak Bug Poison 250 40 60 40 40 40 30 2 False
186 172 Pichu Electric NaN 205 20 40 15 35 35 60 2 False
189 175 Togepi Fairy NaN 245 35 20 65 40 65 20 2 False
202 187 Hoppip Grass Flying 250 35 35 40 35 55 50 2 False
219 204 Pineco Bug NaN 290 50 65 90 35 35 15 2 False
239 221 Piloswine Ice Ground 450 100 100 80 60 60 50 2 False
266 247 Pupitar Rock Ground 410 70 84 70 65 70 51 2 False
345 316 Gulpin Poison NaN 302 70 43 53 43 53 40 3 False
357 326 Grumpig Psychic NaN 470 80 45 65 90 110 80 3 False
358 327 Spinda Normal NaN 360 60 60 60 60 60 60 3 False
359 328 Trapinch Ground NaN 290 45 100 45 45 45 10 3 False
390 357 Tropius Grass Flying 460 99 68 83 72 87 51 3 False
438 393 Piplup Water NaN 314 53 51 53 61 56 40 4 False
463 416 Vespiquen Bug Flying 474 70 80 102 80 102 40 4 False
488 440 Happiny Normal NaN 220 100 5 5 15 65 30 4 False
490 442 Spiritomb Ghost Dark 485 50 92 108 92 108 35 4 False
501 451 Skorupi Poison Bug 330 40 50 90 30 55 65 4 False
502 452 Drapion Poison Dark 500 70 90 110 60 75 95 4 False
557 498 Tepig Fire NaN 308 65 63 45 45 45 45 5 False
558 499 Pignite Fire Fighting 418 90 93 55 70 55 55 5 False
578 519 Pidove Normal Flying 264 50 55 50 36 30 43 5 False
596 536 Palpitoad Water Ground 384 75 65 55 65 55 69 5 False
716 648 MeloettaPirouette Forme Normal Fighting 600 100 128 90 77 77 128 5 False
718 650 Chespin Grass NaN 313 56 61 65 48 45 38 6 False
new_df.reset_index(drop=True, inplace=True)new_df
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
1 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
2 45 Vileplume Grass Poison 490 75 80 85 110 90 50 1 False
3 71 Victreebel Grass Poison 490 80 105 65 100 70 70 1 False
4 591 Amoonguss Grass Poison 464 114 85 70 85 80 30 5 False
new_df.to_csv('filtered.csv')

Conditional Changes#

# TO change 'Fire' category of 'Type 1' to 'Flamer'df.loc[df['Type 1'] == 'Fire','Type 1' ] = 'Flamer'df
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
4 4 Charmander Flamer NaN 309 39 52 43 60 50 65 1 False
... ... ... ... ... ... ... ... ... ... ... ... ... ...
795 719 Diancie Rock Fairy 600 50 100 150 100 150 50 6 True
796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 160 110 110 6 True
797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 150 130 70 6 True
798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 170 130 80 6 True
799 721 Volcanion Flamer Water 600 80 110 120 130 90 70 6 True

800 rows × 13 columns

# To chaange it backdf.loc[df['Type 1'] == 'Flamer','Type 1' ] = 'Fire'df
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False
... ... ... ... ... ... ... ... ... ... ... ... ... ...
795 719 Diancie Rock Fairy 600 50 100 150 100 150 50 6 True
796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 160 110 110 6 True
797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 150 130 70 6 True
798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 170 130 80 6 True
799 721 Volcanion Fire Water 600 80 110 120 130 90 70 6 True

800 rows × 13 columns

# To make all 'Fire' pokemon 'Legandary'df.loc[df['Type 1'] == 'Fire','Legandary' ] = Truedf
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary Legandary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False NaN
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False NaN
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False NaN
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False NaN
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False True
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
795 719 Diancie Rock Fairy 600 50 100 150 100 150 50 6 True NaN
796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 160 110 110 6 True NaN
797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 150 130 70 6 True NaN
798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 170 130 80 6 True NaN
799 721 Volcanion Fire Water 600 80 110 120 130 90 70 6 True True

800 rows × 14 columns

df.loc[df['Total'] > 500, ['Generation','Legendary']] = 'TEST VALUE'df
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary Legandary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False NaN
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False NaN
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 TEST VALUE TEST VALUE NaN
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 TEST VALUE TEST VALUE NaN
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False True
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
795 719 Diancie Rock Fairy 600 50 100 150 100 150 50 TEST VALUE TEST VALUE NaN
796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 160 110 110 TEST VALUE TEST VALUE NaN
797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 150 130 70 TEST VALUE TEST VALUE NaN
798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 170 130 80 TEST VALUE TEST VALUE NaN
799 721 Volcanion Fire Water 600 80 110 120 130 90 70 TEST VALUE TEST VALUE True

800 rows × 14 columns

df.loc[df['Total'] > 500, ['Generation','Legendary']] = ['Test 1', 'Test 2']df
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary Legandary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False NaN
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False NaN
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 Test 1 Test 2 NaN
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 Test 1 Test 2 NaN
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False True
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
795 719 Diancie Rock Fairy 600 50 100 150 100 150 50 Test 1 Test 2 NaN
796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 160 110 110 Test 1 Test 2 NaN
797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 150 130 70 Test 1 Test 2 NaN
798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 170 130 80 Test 1 Test 2 NaN
799 721 Volcanion Fire Water 600 80 110 120 130 90 70 Test 1 Test 2 True

800 rows × 14 columns

So far we have messed up our dataframe so lets go back to our checkpoint ‘modified.csv’

df = pd.read_csv('modified.csv')df
# Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
0 1 Bulbasaur Grass Poison 318 45 49 49 65 65 45 1 False
1 2 Ivysaur Grass Poison 405 60 62 63 80 80 60 1 False
2 3 Venusaur Grass Poison 525 80 82 83 100 100 80 1 False
3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 122 120 80 1 False
4 4 Charmander Fire NaN 309 39 52 43 60 50 65 1 False
... ... ... ... ... ... ... ... ... ... ... ... ... ...
795 719 Diancie Rock Fairy 600 50 100 150 100 150 50 6 True
796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 160 110 110 6 True
797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 150 130 70 6 True
798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 170 130 80 6 True
799 721 Volcanion Fire Water 600 80 110 120 130 90 70 6 True

800 rows × 13 columns

Aggregate Statistics (Groupby)#

df = pd.read_csv('modified.csv')df.groupby(['Type 1']).mean() # Computing avg attack of 'Type 1' pokemon#df.groupby(['Type 1']).mean().sort_values('Defense', ascending=False) # computing avg defense
# Total HP Attack Defense Sp. Atk Sp. Def Speed Generation Legendary
Type 1
Bug 334.492754 378.927536 56.884058 70.971014 70.724638 53.869565 64.797101 61.681159 3.217391 0.000000
Dark 461.354839 445.741935 66.806452 88.387097 70.225806 74.645161 69.516129 76.161290 4.032258 0.064516
Dragon 474.375000 550.531250 83.312500 112.125000 86.375000 96.843750 88.843750 83.031250 3.875000 0.375000
Electric 363.500000 443.409091 59.795455 69.090909 66.295455 90.022727 73.704545 84.500000 3.272727 0.090909
Fairy 449.529412 413.176471 74.117647 61.529412 65.705882 78.529412 84.705882 48.588235 4.117647 0.058824
Fighting 363.851852 416.444444 69.851852 96.777778 65.925926 53.111111 64.703704 66.074074 3.370370 0.000000
Fire 327.403846 458.076923 69.903846 84.769231 67.769231 88.980769 72.211538 74.442308 3.211538 0.096154
Flying 677.750000 485.000000 70.750000 78.750000 66.250000 94.250000 72.500000 102.500000 5.500000 0.500000
Ghost 486.500000 439.562500 64.437500 73.781250 81.187500 79.343750 76.468750 64.343750 4.187500 0.062500
Grass 344.871429 421.142857 67.271429 73.214286 70.800000 77.500000 70.428571 61.928571 3.357143 0.042857
Ground 356.281250 437.500000 73.781250 95.750000 84.843750 56.468750 62.750000 63.906250 3.156250 0.125000
Ice 423.541667 433.458333 72.000000 72.750000 71.416667 77.541667 76.291667 63.458333 3.541667 0.083333
Normal 319.173469 401.683673 77.275510 73.469388 59.846939 55.816327 63.724490 71.551020 3.051020 0.020408
Poison 251.785714 399.142857 67.250000 74.678571 68.821429 60.428571 64.392857 63.571429 2.535714 0.000000
Psychic 380.807018 475.947368 70.631579 71.456140 67.684211 98.403509 86.280702 81.491228 3.385965 0.245614
Rock 392.727273 453.750000 65.363636 92.863636 100.795455 63.340909 75.477273 55.909091 3.454545 0.090909
Steel 442.851852 487.703704 65.222222 92.703704 126.370370 67.518519 80.629630 55.259259 3.851852 0.148148
Water 303.089286 430.455357 72.062500 74.151786 72.946429 74.812500 70.517857 65.964286 2.857143 0.035714
df = pd.read_csv('modified.csv')df['count'] = 1df.groupby(['Type 1']).count()['count']#df.groupby(['Type 1', 'Type 2']).count()['count']
Type 1Bug 69Dark 31Dragon 32Electric 44Fairy 17Fighting 27Fire 52Flying 4Ghost 32Grass 70Ground 32Ice 24Normal 98Poison 28Psychic 57Rock 44Steel 27Water 112Name: count, dtype: int64

Working with large amounts of data#

for df in pd.read_csv('modified.csv', chunksize=5): print("CHUNK DF") print(df)
CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \0 1 Bulbasaur Grass Poison 318 45 49 49 1 2 Ivysaur Grass Poison 405 60 62 63 2 3 Venusaur Grass Poison 525 80 82 83 3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 4 4 Charmander Fire NaN 309 39 52 43 Sp. Atk Sp. Def Speed Generation Legendary 0 65 65 45 1 False 1 80 80 60 1 False 2 100 100 80 1 False 3 122 120 80 1 False 4 60 50 65 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \5 5 Charmeleon Fire NaN 405 58 64 58 6 6 Charizard Fire Flying 534 78 84 78 7 6 CharizardMega Charizard X Fire Dragon 634 78 130 111 8 6 CharizardMega Charizard Y Fire Flying 634 78 104 78 9 7 Squirtle Water NaN 314 44 48 65 Sp. Atk Sp. Def Speed Generation Legendary 5 80 65 80 1 False 6 109 85 100 1 False 7 130 85 100 1 False 8 159 115 100 1 False 9 50 64 43 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \10 8 Wartortle Water NaN 405 59 63 80 11 9 Blastoise Water NaN 530 79 83 100 12 9 BlastoiseMega Blastoise Water NaN 630 79 103 120 13 10 Caterpie Bug NaN 195 45 30 35 14 11 Metapod Bug NaN 205 50 20 55 Sp. Atk Sp. Def Speed Generation Legendary 10 65 80 58 1 False 11 85 105 78 1 False 12 135 115 78 1 False 13 20 20 45 1 False 14 25 25 30 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \15 12 Butterfree Bug Flying 395 60 45 50 16 13 Weedle Bug Poison 195 40 35 30 17 14 Kakuna Bug Poison 205 45 25 50 18 15 Beedrill Bug Poison 395 65 90 40 19 15 BeedrillMega Beedrill Bug Poison 495 65 150 40 Sp. Atk Sp. Def Speed Generation Legendary 15 90 80 70 1 False 16 20 20 50 1 False 17 25 25 35 1 False 18 45 80 75 1 False 19 15 80 145 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \20 16 Pidgey Normal Flying 251 40 45 40 21 17 Pidgeotto Normal Flying 349 63 60 55 22 18 Pidgeot Normal Flying 479 83 80 75 23 18 PidgeotMega Pidgeot Normal Flying 579 83 80 80 24 19 Rattata Normal NaN 253 30 56 35 Sp. Atk Sp. Def Speed Generation Legendary 20 35 35 56 1 False 21 50 50 71 1 False 22 70 70 101 1 False 23 135 80 121 1 False 24 25 35 72 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \25 20 Raticate Normal NaN 413 55 81 60 50 26 21 Spearow Normal Flying 262 40 60 30 31 27 22 Fearow Normal Flying 442 65 90 65 61 28 23 Ekans Poison NaN 288 35 60 44 40 29 24 Arbok Poison NaN 438 60 85 69 65 Sp. Def Speed Generation Legendary 25 70 97 1 False 26 31 70 1 False 27 61 100 1 False 28 54 55 1 False 29 79 80 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \30 25 Pikachu Electric NaN 320 35 55 40 31 26 Raichu Electric NaN 485 60 90 55 32 27 Sandshrew Ground NaN 300 50 75 85 33 28 Sandslash Ground NaN 450 75 100 110 34 29 Nidoran (Female) Poison NaN 275 55 47 52 Sp. Atk Sp. Def Speed Generation Legendary 30 50 50 90 1 False 31 90 80 110 1 False 32 20 30 40 1 False 33 45 55 65 1 False 34 40 40 41 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \35 30 Nidorina Poison NaN 365 70 62 67 55 36 31 Nidoqueen Poison Ground 505 90 92 87 75 37 32 Nidoran (Male) Poison NaN 273 46 57 40 40 38 33 Nidorino Poison NaN 365 61 72 57 55 39 34 Nidoking Poison Ground 505 81 102 77 85 Sp. Def Speed Generation Legendary 35 55 56 1 False 36 85 76 1 False 37 40 50 1 False 38 55 65 1 False 39 75 85 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \40 35 Clefairy Fairy NaN 323 70 45 48 60 41 36 Clefable Fairy NaN 483 95 70 73 95 42 37 Vulpix Fire NaN 299 38 41 40 50 43 38 Ninetales Fire NaN 505 73 76 75 81 44 39 Jigglypuff Normal Fairy 270 115 45 20 45 Sp. Def Speed Generation Legendary 40 65 35 1 False 41 90 60 1 False 42 65 65 1 False 43 100 100 1 False 44 25 20 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \45 40 Wigglytuff Normal Fairy 435 140 70 45 85 46 41 Zubat Poison Flying 245 40 45 35 30 47 42 Golbat Poison Flying 455 75 80 70 65 48 43 Oddish Grass Poison 320 45 50 55 75 49 44 Gloom Grass Poison 395 60 65 70 85 Sp. Def Speed Generation Legendary 45 50 45 1 False 46 40 55 1 False 47 75 90 1 False 48 65 30 1 False 49 75 40 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \50 45 Vileplume Grass Poison 490 75 80 85 110 51 46 Paras Bug Grass 285 35 70 55 45 52 47 Parasect Bug Grass 405 60 95 80 60 53 48 Venonat Bug Poison 305 60 55 50 40 54 49 Venomoth Bug Poison 450 70 65 60 90 Sp. Def Speed Generation Legendary 50 90 50 1 False 51 55 25 1 False 52 80 30 1 False 53 55 45 1 False 54 75 90 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def \55 50 Diglett Ground NaN 265 10 55 25 35 45 56 51 Dugtrio Ground NaN 405 35 80 50 50 70 57 52 Meowth Normal NaN 290 40 45 35 40 40 58 53 Persian Normal NaN 440 65 70 60 65 65 59 54 Psyduck Water NaN 320 50 52 48 65 50 Speed Generation Legendary 55 95 1 False 56 120 1 False 57 90 1 False 58 115 1 False 59 55 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \60 55 Golduck Water NaN 500 80 82 78 95 61 56 Mankey Fighting NaN 305 40 80 35 35 62 57 Primeape Fighting NaN 455 65 105 60 60 63 58 Growlithe Fire NaN 350 55 70 45 70 64 59 Arcanine Fire NaN 555 90 110 80 100 Sp. Def Speed Generation Legendary 60 80 85 1 False 61 45 70 1 False 62 70 95 1 False 63 50 60 1 False 64 80 95 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \65 60 Poliwag Water NaN 300 40 50 40 40 66 61 Poliwhirl Water NaN 385 65 65 65 50 67 62 Poliwrath Water Fighting 510 90 95 95 70 68 63 Abra Psychic NaN 310 25 20 15 105 69 64 Kadabra Psychic NaN 400 40 35 30 120 Sp. Def Speed Generation Legendary 65 40 90 1 False 66 50 90 1 False 67 90 70 1 False 68 55 90 1 False 69 70 105 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \70 65 Alakazam Psychic NaN 500 55 50 45 71 65 AlakazamMega Alakazam Psychic NaN 590 55 50 65 72 66 Machop Fighting NaN 305 70 80 50 73 67 Machoke Fighting NaN 405 80 100 70 74 68 Machamp Fighting NaN 505 90 130 80 Sp. Atk Sp. Def Speed Generation Legendary 70 135 95 120 1 False 71 175 95 150 1 False 72 35 35 35 1 False 73 50 60 45 1 False 74 65 85 55 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \75 69 Bellsprout Grass Poison 300 50 75 35 70 76 70 Weepinbell Grass Poison 390 65 90 50 85 77 71 Victreebel Grass Poison 490 80 105 65 100 78 72 Tentacool Water Poison 335 40 40 35 50 79 73 Tentacruel Water Poison 515 80 70 65 80 Sp. Def Speed Generation Legendary 75 30 40 1 False 76 45 55 1 False 77 70 70 1 False 78 100 70 1 False 79 120 100 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def \80 74 Geodude Rock Ground 300 40 80 100 30 30 81 75 Graveler Rock Ground 390 55 95 115 45 45 82 76 Golem Rock Ground 495 80 120 130 55 65 83 77 Ponyta Fire NaN 410 50 85 55 65 65 84 78 Rapidash Fire NaN 500 65 100 70 80 80 Speed Generation Legendary 80 20 1 False 81 35 1 False 82 45 1 False 83 90 1 False 
84 105 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \85 79 Slowpoke Water Psychic 315 90 65 65 86 80 Slowbro Water Psychic 490 95 75 110 87 80 SlowbroMega Slowbro Water Psychic 590 95 75 180 88 81 Magnemite Electric Steel 325 25 35 70 89 82 Magneton Electric Steel 465 50 60 95 Sp. Atk Sp. Def Speed Generation Legendary 85 40 40 15 1 False 86 100 80 30 1 False 87 130 80 30 1 False 88 95 55 45 1 False 89 120 70 70 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \90 83 Farfetch'd Normal Flying 352 52 65 55 58 91 84 Doduo Normal Flying 310 35 85 45 35 92 85 Dodrio Normal Flying 460 60 110 70 60 93 86 Seel Water NaN 325 65 45 55 45 94 87 Dewgong Water Ice 475 90 70 80 70 Sp. Def Speed Generation Legendary 90 62 60 1 False 91 35 75 1 False 92 60 100 1 False 93 70 45 1 False 94 95 70 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \95 88 Grimer Poison NaN 325 80 80 50 40 96 89 Muk Poison NaN 500 105 105 75 65 97 90 Shellder Water NaN 305 30 65 100 45 98 91 Cloyster Water Ice 525 50 95 180 85 99 92 Gastly Ghost Poison 310 30 35 30 100 Sp. Def Speed Generation Legendary 95 50 25 1 False 96 100 50 1 False 97 25 40 1 False 98 45 70 1 False 99 35 80 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \100 93 Haunter Ghost Poison 405 45 50 45 101 94 Gengar Ghost Poison 500 60 65 60 102 94 GengarMega Gengar Ghost Poison 600 60 65 80 103 95 Onix Rock Ground 385 35 45 160 104 96 Drowzee Psychic NaN 328 60 48 45 Sp. Atk Sp. Def Speed Generation Legendary 100 115 55 95 1 False 101 130 75 110 1 False 102 170 95 130 1 False 103 30 45 70 1 False 104 43 90 42 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \105 97 Hypno Psychic NaN 483 85 73 70 73 106 98 Krabby Water NaN 325 30 105 90 25 107 99 Kingler Water NaN 475 55 130 115 50 108 100 Voltorb Electric NaN 330 40 30 50 55 109 101 Electrode Electric NaN 480 60 50 70 80 Sp. Def Speed Generation Legendary 105 115 67 1 False 106 25 50 1 False 107 50 75 1 False 108 55 100 1 False 109 80 140 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \110 102 Exeggcute Grass Psychic 325 60 40 80 60 111 103 Exeggutor Grass Psychic 520 95 95 85 125 112 104 Cubone Ground NaN 320 50 50 95 40 113 105 Marowak Ground NaN 425 60 80 110 50 114 106 Hitmonlee Fighting NaN 455 50 120 53 35 Sp. Def Speed Generation Legendary 110 45 40 1 False 111 65 55 1 False 112 50 35 1 False 113 80 45 1 False 114 110 87 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \115 107 Hitmonchan Fighting NaN 455 50 105 79 35 116 108 Lickitung Normal NaN 385 90 55 75 60 117 109 Koffing Poison NaN 340 40 65 95 60 118 110 Weezing Poison NaN 490 65 90 120 85 119 111 Rhyhorn Ground Rock 345 80 85 95 30 Sp. Def Speed Generation Legendary 115 110 76 1 False 116 75 30 1 False 117 45 35 1 False 118 70 60 1 False 119 30 25 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \120 112 Rhydon Ground Rock 485 105 130 121 113 Chansey Normal NaN 450 250 5 122 114 Tangela Grass NaN 435 65 55 123 115 Kangaskhan Normal NaN 490 105 95 124 115 KangaskhanMega Kangaskhan Normal NaN 590 105 125 Defense Sp. Atk Sp. Def Speed Generation Legendary 120 120 45 45 40 1 False 121 5 35 105 50 1 False 122 115 100 40 60 1 False 123 80 40 80 90 1 False 124 100 60 100 100 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \125 116 Horsea Water NaN 295 30 40 70 70 126 117 Seadra Water NaN 440 55 65 95 95 127 118 Goldeen Water NaN 320 45 67 60 35 128 119 Seaking Water NaN 450 80 92 65 65 129 120 Staryu Water NaN 340 30 45 55 70 Sp. Def Speed Generation Legendary 125 25 60 1 False 126 45 85 1 False 127 50 63 1 False 128 80 68 1 False 129 55 85 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \130 121 Starmie Water Psychic 520 60 75 85 100 131 122 Mr. Mime Psychic Fairy 460 40 45 65 100 132 123 Scyther Bug Flying 500 70 110 80 55 133 124 Jynx Ice Psychic 455 65 50 35 115 134 125 Electabuzz Electric NaN 490 65 83 57 95 Sp. Def Speed Generation Legendary 130 85 115 1 False 131 120 90 1 False 132 80 105 1 False 133 95 95 1 False 134 85 105 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \135 126 Magmar Fire NaN 495 65 95 57 136 127 Pinsir Bug NaN 500 65 125 100 137 127 PinsirMega Pinsir Bug Flying 600 65 155 120 138 128 Tauros Normal NaN 490 75 100 95 139 129 Magikarp Water NaN 200 20 10 55 Sp. Atk Sp. Def Speed Generation Legendary 135 100 85 93 1 False 136 55 70 85 1 False 137 65 90 105 1 False 138 40 70 110 1 False 139 15 20 80 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \140 130 Gyarados Water Flying 540 95 125 79 141 130 GyaradosMega Gyarados Water Dark 640 95 155 109 142 131 Lapras Water Ice 535 130 85 80 143 132 Ditto Normal NaN 288 48 48 48 144 133 Eevee Normal NaN 325 55 55 50 Sp. Atk Sp. Def Speed Generation Legendary 140 60 100 81 1 False 141 70 130 81 1 False 142 85 95 60 1 False 143 48 48 48 1 False 144 45 65 55 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \145 134 Vaporeon Water NaN 525 130 65 60 110 146 135 Jolteon Electric NaN 525 65 65 60 110 147 136 Flareon Fire NaN 525 65 130 60 95 148 137 Porygon Normal NaN 395 65 60 70 85 149 138 Omanyte Rock Water 355 35 40 100 90 Sp. Def Speed Generation Legendary 145 95 65 1 False 146 95 130 1 False 147 110 65 1 False 148 75 40 1 False 149 55 35 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \150 139 Omastar Rock Water 495 70 60 151 140 Kabuto Rock Water 355 30 80 152 141 Kabutops Rock Water 495 60 115 153 142 Aerodactyl Rock Flying 515 80 105 154 142 AerodactylMega Aerodactyl Rock Flying 615 80 135 Defense Sp. Atk Sp. Def Speed Generation Legendary 150 125 115 70 55 1 False 151 90 55 45 55 1 False 152 105 65 70 80 1 False 153 65 60 75 130 1 False 154 85 70 95 150 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \155 143 Snorlax Normal NaN 540 160 110 65 65 156 144 Articuno Ice Flying 580 90 85 100 95 157 145 Zapdos Electric Flying 580 90 90 85 125 158 146 Moltres Fire Flying 580 90 100 90 125 159 147 Dratini Dragon NaN 300 41 64 45 50 Sp. Def Speed Generation Legendary 155 110 30 1 False 156 125 85 1 True 157 90 100 1 True 158 85 90 1 True 
159 50 50 1 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \160 148 Dragonair Dragon NaN 420 61 84 65 161 149 Dragonite Dragon Flying 600 91 134 95 162 150 Mewtwo Psychic NaN 680 106 110 90 163 150 MewtwoMega Mewtwo X Psychic Fighting 780 106 190 100 164 150 MewtwoMega Mewtwo Y Psychic NaN 780 106 150 70 Sp. Atk Sp. Def Speed Generation Legendary 160 70 70 70 1 False 161 100 100 80 1 False 162 154 90 130 1 True 163 154 100 130 1 True 164 194 120 140 1 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \165 151 Mew Psychic NaN 600 100 100 100 100 166 152 Chikorita Grass NaN 318 45 49 65 49 167 153 Bayleef Grass NaN 405 60 62 80 63 168 154 Meganium Grass NaN 525 80 82 100 83 169 155 Cyndaquil Fire NaN 309 39 52 43 60 Sp. Def Speed Generation Legendary 165 100 100 1 False 166 65 45 2 False 167 80 60 2 False 168 100 80 2 False 169 50 65 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \170 156 Quilava Fire NaN 405 58 64 58 80 171 157 Typhlosion Fire NaN 534 78 84 78 109 172 158 Totodile Water NaN 314 50 65 64 44 173 159 Croconaw Water NaN 405 65 80 80 59 174 160 Feraligatr Water NaN 530 85 105 100 79 Sp. Def Speed Generation Legendary 170 65 80 2 False 171 85 100 2 False 172 48 43 2 False 173 63 58 2 False 174 83 78 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \175 161 Sentret Normal NaN 215 35 46 34 35 176 162 Furret Normal NaN 415 85 76 64 45 177 163 Hoothoot Normal Flying 262 60 30 30 36 178 164 Noctowl Normal Flying 442 100 50 50 76 179 165 Ledyba Bug Flying 265 40 20 30 40 Sp. Def Speed Generation Legendary 175 45 20 2 False 176 55 90 2 False 177 56 50 2 False 178 96 70 2 False 179 80 55 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \180 166 Ledian Bug Flying 390 55 35 50 55 181 167 Spinarak Bug Poison 250 40 60 40 40 182 168 Ariados Bug Poison 390 70 90 70 60 183 169 Crobat Poison Flying 535 85 90 80 70 184 170 Chinchou Water Electric 330 75 38 38 56 Sp. Def Speed Generation Legendary 180 110 85 2 False 181 40 30 2 False 182 60 40 2 False 183 80 130 2 False 184 56 67 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \185 171 Lanturn Water Electric 460 125 58 58 76 186 172 Pichu Electric NaN 205 20 40 15 35 187 173 Cleffa Fairy NaN 218 50 25 28 45 188 174 Igglybuff Normal Fairy 210 90 30 15 40 189 175 Togepi Fairy NaN 245 35 20 65 40 Sp. Def Speed Generation Legendary 185 76 67 2 False 186 35 60 2 False 187 55 15 2 False 188 20 15 2 False 189 65 20 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \190 176 Togetic Fairy Flying 405 55 40 85 80 191 177 Natu Psychic Flying 320 40 50 45 70 192 178 Xatu Psychic Flying 470 65 75 70 95 193 179 Mareep Electric NaN 280 55 40 40 65 194 180 Flaaffy Electric NaN 365 70 55 55 80 Sp. Def Speed Generation Legendary 190 105 40 2 False 191 45 70 2 False 192 70 95 2 False 193 45 35 2 False 194 60 45 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \195 181 Ampharos Electric NaN 510 90 75 196 181 AmpharosMega Ampharos Electric Dragon 610 90 95 197 182 Bellossom Grass NaN 490 75 80 198 183 Marill Water Fairy 250 70 20 199 184 Azumarill Water Fairy 420 100 50 Defense Sp. Atk Sp. Def Speed Generation Legendary 195 85 115 90 55 2 False 196 105 165 110 45 2 False 197 95 90 100 50 2 False 198 50 20 50 40 2 False 199 80 60 80 50 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \200 185 Sudowoodo Rock NaN 410 70 100 115 30 201 186 Politoed Water NaN 500 90 75 75 90 202 187 Hoppip Grass Flying 250 35 35 40 35 203 188 Skiploom Grass Flying 340 55 45 50 45 204 189 Jumpluff Grass Flying 460 75 55 70 55 Sp. Def Speed Generation Legendary 200 65 30 2 False 201 100 70 2 False 202 55 50 2 False 203 65 80 2 False 204 95 110 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \205 190 Aipom Normal NaN 360 55 70 55 40 206 191 Sunkern Grass NaN 180 30 30 30 30 207 192 Sunflora Grass NaN 425 75 75 55 105 208 193 Yanma Bug Flying 390 65 65 45 75 209 194 Wooper Water Ground 210 55 45 45 25 Sp. Def Speed Generation Legendary 205 55 85 2 False 206 30 30 2 False 207 85 30 2 False 208 45 95 2 False 209 25 15 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \210 195 Quagsire Water Ground 430 95 85 85 65 211 196 Espeon Psychic NaN 525 65 65 60 130 212 197 Umbreon Dark NaN 525 95 65 110 60 213 198 Murkrow Dark Flying 405 60 85 42 85 214 199 Slowking Water Psychic 490 95 75 80 100 Sp. Def Speed Generation Legendary 210 65 35 2 False 211 95 110 2 False 212 130 65 2 False 213 42 91 2 False 214 110 30 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \215 200 Misdreavus Ghost NaN 435 60 60 60 85 216 201 Unown Psychic NaN 336 48 72 48 72 217 202 Wobbuffet Psychic NaN 405 190 33 58 33 218 203 Girafarig Normal Psychic 455 70 80 65 90 219 204 Pineco Bug NaN 290 50 65 90 35 Sp. Def Speed Generation Legendary 215 85 85 2 False 216 48 48 2 False 217 58 33 2 False 218 65 85 2 False 219 35 15 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \220 205 Forretress Bug Steel 465 75 90 140 221 206 Dunsparce Normal NaN 415 100 70 70 222 207 Gligar Ground Flying 430 65 75 105 223 208 Steelix Steel Ground 510 75 85 200 224 208 SteelixMega Steelix Steel Ground 610 75 125 230 Sp. Atk Sp. Def Speed Generation Legendary 220 60 60 40 2 False 221 65 65 45 2 False 222 35 65 85 2 False 223 55 65 30 2 False 224 55 95 30 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \225 209 Snubbull Fairy NaN 300 60 80 50 226 210 Granbull Fairy NaN 450 90 120 75 227 211 Qwilfish Water Poison 430 65 95 75 228 212 Scizor Bug Steel 500 70 130 100 229 212 ScizorMega Scizor Bug Steel 600 70 150 140 Sp. Atk Sp. Def Speed Generation Legendary 225 40 40 30 2 False 226 60 60 45 2 False 227 55 55 85 2 False 228 55 80 65 2 False 229 65 100 75 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \230 213 Shuckle Bug Rock 505 20 10 231 214 Heracross Bug Fighting 500 80 125 232 214 HeracrossMega Heracross Bug Fighting 600 80 185 233 215 Sneasel Dark Ice 430 55 95 234 216 Teddiursa Normal NaN 330 60 80 Defense Sp. Atk Sp. Def Speed Generation Legendary 230 230 10 230 5 2 False 231 75 40 95 85 2 False 232 115 40 105 75 2 False 233 55 35 75 115 2 False 234 50 50 50 40 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \235 217 Ursaring Normal NaN 500 90 130 75 75 236 218 Slugma Fire NaN 250 40 40 40 70 237 219 Magcargo Fire Rock 410 50 50 120 80 238 220 Swinub Ice Ground 250 50 50 40 30 239 221 Piloswine Ice Ground 450 100 100 80 60 Sp. Def Speed Generation Legendary 235 75 55 2 False 236 40 20 2 False 237 80 30 2 False 238 30 50 2 False 239 60 50 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \240 222 Corsola Water Rock 380 55 55 85 65 241 223 Remoraid Water NaN 300 35 65 35 65 242 224 Octillery Water NaN 480 75 105 75 105 243 225 Delibird Ice Flying 330 45 55 45 65 244 226 Mantine Water Flying 465 65 40 70 80 Sp. Def Speed Generation Legendary 240 85 35 2 False 241 35 65 2 False 242 75 45 2 False 243 45 75 2 False 244 140 70 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \245 227 Skarmory Steel Flying 465 65 80 140 246 228 Houndour Dark Fire 330 45 60 30 247 229 Houndoom Dark Fire 500 75 90 50 248 229 HoundoomMega Houndoom Dark Fire 600 75 90 90 249 230 Kingdra Water Dragon 540 75 95 95 Sp. Atk Sp. Def Speed Generation Legendary 245 40 70 70 2 False 246 80 50 65 2 False 247 110 80 95 2 False 248 140 90 115 2 False 249 95 95 85 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \250 231 Phanpy Ground NaN 330 90 60 60 40 251 232 Donphan Ground NaN 500 90 120 120 60 252 233 Porygon2 Normal NaN 515 85 80 90 105 253 234 Stantler Normal NaN 465 73 95 62 85 254 235 Smeargle Normal NaN 250 55 20 35 20 Sp. Def Speed Generation Legendary 250 40 40 2 False 251 60 50 2 False 252 95 60 2 False 253 65 85 2 False 254 45 75 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \255 236 Tyrogue Fighting NaN 210 35 35 35 35 256 237 Hitmontop Fighting NaN 455 50 95 95 35 257 238 Smoochum Ice Psychic 305 45 30 15 85 258 239 Elekid Electric NaN 360 45 63 37 65 259 240 Magby Fire NaN 365 45 75 37 70 Sp. Def Speed Generation Legendary 255 35 35 2 False 256 110 70 2 False 257 65 65 2 False 258 55 95 2 False 259 55 83 2 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \260 241 Miltank Normal NaN 490 95 80 105 40 261 242 Blissey Normal NaN 540 255 10 10 75 262 243 Raikou Electric NaN 580 90 85 75 115 263 244 Entei Fire NaN 580 115 115 85 90 264 245 Suicune Water NaN 580 100 75 115 90 Sp. Def Speed Generation Legendary 260 70 100 2 False 261 135 55 2 False 262 100 115 2 True 263 75 100 2 True 264 115 85 2 True CHUNK DF # Name Type 1 Type 2 Total HP Attack \265 246 Larvitar Rock Ground 300 50 64 266 247 Pupitar Rock Ground 410 70 84 267 248 Tyranitar Rock Dark 600 100 134 268 248 TyranitarMega Tyranitar Rock Dark 700 100 164 269 249 Lugia Psychic Flying 680 106 90 Defense Sp. Atk Sp. Def Speed Generation Legendary 265 50 45 50 41 2 False 266 70 65 70 51 2 False 267 110 95 100 61 2 False 268 150 95 120 71 2 False 269 130 90 154 110 2 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \270 250 Ho-oh Fire Flying 680 106 130 90 110 271 251 Celebi Psychic Grass 600 100 100 100 100 272 252 Treecko Grass NaN 310 40 45 35 65 273 253 Grovyle Grass NaN 405 50 65 45 85 274 254 Sceptile Grass NaN 530 70 85 65 105 Sp. Def Speed Generation Legendary 270 154 90 2 True 271 100 100 2 False 272 55 70 3 False 273 65 95 3 False 
274 85 120 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \275 254 SceptileMega Sceptile Grass Dragon 630 70 110 75 276 255 Torchic Fire NaN 310 45 60 40 277 256 Combusken Fire Fighting 405 60 85 60 278 257 Blaziken Fire Fighting 530 80 120 70 279 257 BlazikenMega Blaziken Fire Fighting 630 80 160 80 Sp. Atk Sp. Def Speed Generation Legendary 275 145 85 145 3 False 276 70 50 45 3 False 277 85 60 55 3 False 278 110 70 80 3 False 279 130 80 100 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \280 258 Mudkip Water NaN 310 50 70 50 281 259 Marshtomp Water Ground 405 70 85 70 282 260 Swampert Water Ground 535 100 110 90 283 260 SwampertMega Swampert Water Ground 635 100 150 110 284 261 Poochyena Dark NaN 220 35 55 35 Sp. Atk Sp. Def Speed Generation Legendary 280 50 50 40 3 False 281 60 70 50 3 False 282 85 90 60 3 False 283 95 110 70 3 False 284 30 30 35 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \285 262 Mightyena Dark NaN 420 70 90 70 60 286 263 Zigzagoon Normal NaN 240 38 30 41 30 287 264 Linoone Normal NaN 420 78 70 61 50 288 265 Wurmple Bug NaN 195 45 45 35 20 289 266 Silcoon Bug NaN 205 50 35 55 25 Sp. Def Speed Generation Legendary 285 60 70 3 False 286 41 60 3 False 287 61 100 3 False 288 30 20 3 False 289 25 15 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \290 267 Beautifly Bug Flying 395 60 70 50 100 291 268 Cascoon Bug NaN 205 50 35 55 25 292 269 Dustox Bug Poison 385 60 50 70 50 293 270 Lotad Water Grass 220 40 30 30 40 294 271 Lombre Water Grass 340 60 50 50 60 Sp. Def Speed Generation Legendary 290 50 65 3 False 291 25 15 3 False 292 90 65 3 False 293 50 30 3 False 294 70 50 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \295 272 Ludicolo Water Grass 480 80 70 70 90 296 273 Seedot Grass NaN 220 40 40 50 30 297 274 Nuzleaf Grass Dark 340 70 70 40 60 298 275 Shiftry Grass Dark 480 90 100 60 90 299 276 Taillow Normal Flying 270 40 55 30 30 Sp. Def Speed Generation Legendary 295 100 70 3 False 296 30 30 3 False 297 40 60 3 False 298 60 80 3 False 299 30 85 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \300 277 Swellow Normal Flying 430 60 85 60 50 301 278 Wingull Water Flying 270 40 30 30 55 302 279 Pelipper Water Flying 430 60 50 100 85 303 280 Ralts Psychic Fairy 198 28 25 25 45 304 281 Kirlia Psychic Fairy 278 38 35 35 65 Sp. Def Speed Generation Legendary 300 50 125 3 False 301 30 85 3 False 302 70 65 3 False 303 35 40 3 False 304 55 50 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \305 282 Gardevoir Psychic Fairy 518 68 65 306 282 GardevoirMega Gardevoir Psychic Fairy 618 68 85 307 283 Surskit Bug Water 269 40 30 308 284 Masquerain Bug Flying 414 70 60 309 285 Shroomish Grass NaN 295 60 40 Defense Sp. Atk Sp. Def Speed Generation Legendary 305 65 125 115 80 3 False 306 65 165 135 100 3 False 307 32 50 52 65 3 False 308 62 80 82 60 3 False 309 60 40 60 35 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \310 286 Breloom Grass Fighting 460 60 130 80 60 311 287 Slakoth Normal NaN 280 60 60 60 35 312 288 Vigoroth Normal NaN 440 80 80 80 55 313 289 Slaking Normal NaN 670 150 160 100 95 314 290 Nincada Bug Ground 266 31 45 90 30 Sp. Def Speed Generation Legendary 310 60 70 3 False 311 35 30 3 False 312 55 90 3 False 313 65 100 3 False 314 30 40 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \315 291 Ninjask Bug Flying 456 61 90 45 50 316 292 Shedinja Bug Ghost 236 1 90 45 30 317 293 Whismur Normal NaN 240 64 51 23 51 318 294 Loudred Normal NaN 360 84 71 43 71 319 295 Exploud Normal NaN 490 104 91 63 91 Sp. Def Speed Generation Legendary 315 50 160 3 False 316 30 40 3 False 317 23 28 3 False 318 43 48 3 False 319 73 68 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \320 296 Makuhita Fighting NaN 237 72 60 30 20 321 297 Hariyama Fighting NaN 474 144 120 60 40 322 298 Azurill Normal Fairy 190 50 20 40 20 323 299 Nosepass Rock NaN 375 30 45 135 45 324 300 Skitty Normal NaN 260 50 45 45 35 Sp. Def Speed Generation Legendary 320 30 25 3 False 321 60 50 3 False 322 40 20 3 False 323 90 30 3 False 324 35 50 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \325 301 Delcatty Normal NaN 380 70 65 65 326 302 Sableye Dark Ghost 380 50 75 75 327 302 SableyeMega Sableye Dark Ghost 480 50 85 125 328 303 Mawile Steel Fairy 380 50 85 85 329 303 MawileMega Mawile Steel Fairy 480 50 105 125 Sp. Atk Sp. Def Speed Generation Legendary 325 55 55 70 3 False 326 65 65 50 3 False 327 85 115 20 3 False 328 55 55 50 3 False 329 55 95 50 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \330 304 Aron Steel Rock 330 50 70 100 331 305 Lairon Steel Rock 430 60 90 140 332 306 Aggron Steel Rock 530 70 110 180 333 306 AggronMega Aggron Steel NaN 630 70 140 230 334 307 Meditite Fighting Psychic 280 30 40 55 Sp. Atk Sp. Def Speed Generation Legendary 330 40 40 30 3 False 331 50 50 40 3 False 332 60 60 50 3 False 333 60 80 50 3 False 334 40 55 60 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \335 308 Medicham Fighting Psychic 410 60 60 336 308 MedichamMega Medicham Fighting Psychic 510 60 100 337 309 Electrike Electric NaN 295 40 45 338 310 Manectric Electric NaN 475 70 75 339 310 ManectricMega Manectric Electric NaN 575 70 75 Defense Sp. Atk Sp. Def Speed Generation Legendary 335 75 60 75 80 3 False 336 85 80 85 100 3 False 337 40 65 40 65 3 False 338 60 105 60 105 3 False 339 80 135 80 135 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \340 311 Plusle Electric NaN 405 60 50 40 85 341 312 Minun Electric NaN 405 60 40 50 75 342 313 Volbeat Bug NaN 400 65 73 55 47 343 314 Illumise Bug NaN 400 65 47 55 73 344 315 Roselia Grass Poison 400 50 60 45 100 Sp. Def Speed Generation Legendary 340 75 95 3 False 341 85 95 3 False 342 75 85 3 False 343 75 85 3 False 344 80 65 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \345 316 Gulpin Poison NaN 302 70 43 53 346 317 Swalot Poison NaN 467 100 73 83 347 318 Carvanha Water Dark 305 45 90 20 348 319 Sharpedo Water Dark 460 70 120 40 349 319 SharpedoMega Sharpedo Water Dark 560 70 140 70 Sp. Atk Sp. Def Speed Generation Legendary 345 43 53 40 3 False 346 73 83 55 3 False 347 65 20 65 3 False 348 95 40 95 3 False 349 110 65 105 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \350 320 Wailmer Water NaN 400 130 70 35 351 321 Wailord Water NaN 500 170 90 45 352 322 Numel Fire Ground 305 60 60 40 353 323 Camerupt Fire Ground 460 70 100 70 354 323 CameruptMega Camerupt Fire Ground 560 70 120 100 Sp. Atk Sp. Def Speed Generation Legendary 350 70 35 60 3 False 351 90 45 60 3 False 352 65 45 35 3 False 353 105 75 40 3 False 354 145 105 20 3 False CHUNK DF
 # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \355 324 Torkoal Fire NaN 470 70 85 140 85 356 325 Spoink Psychic NaN 330 60 25 35 70 357 326 Grumpig Psychic NaN 470 80 45 65 90 358 327 Spinda Normal NaN 360 60 60 60 60 359 328 Trapinch Ground NaN 290 45 100 45 45 Sp. Def Speed Generation Legendary 355 70 20 3 False 356 80 60 3 False 357 110 80 3 False 358 60 60 3 False 359 45 10 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \360 329 Vibrava Ground Dragon 340 50 70 50 50 361 330 Flygon Ground Dragon 520 80 100 80 80 362 331 Cacnea Grass NaN 335 50 85 40 85 363 332 Cacturne Grass Dark 475 70 115 60 115 364 333 Swablu Normal Flying 310 45 40 60 40 Sp. Def Speed Generation Legendary 360 50 70 3 False 361 80 100 3 False 362 40 35 3 False 363 60 55 3 False 364 75 50 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \365 334 Altaria Dragon Flying 490 75 70 90 366 334 AltariaMega Altaria Dragon Fairy 590 75 110 110 367 335 Zangoose Normal NaN 458 73 115 60 368 336 Seviper Poison NaN 458 73 100 60 369 337 Lunatone Rock Psychic 440 70 55 65 Sp. Atk Sp. Def Speed Generation Legendary 365 70 105 80 3 False 366 110 105 80 3 False 367 60 60 90 3 False 368 100 60 65 3 False 369 95 85 70 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \370 338 Solrock Rock Psychic 440 70 95 85 55 371 339 Barboach Water Ground 288 50 48 43 46 372 340 Whiscash Water Ground 468 110 78 73 76 373 341 Corphish Water NaN 308 43 80 65 50 374 342 Crawdaunt Water Dark 468 63 120 85 90 Sp. Def Speed Generation Legendary 370 65 70 3 False 371 41 60 3 False 372 71 60 3 False 373 35 35 3 False 374 55 55 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \375 343 Baltoy Ground Psychic 300 40 40 55 40 376 344 Claydol Ground Psychic 500 60 70 105 70 377 345 Lileep Rock Grass 355 66 41 77 61 378 346 Cradily Rock Grass 495 86 81 97 81 379 347 Anorith Rock Bug 355 45 95 50 40 Sp. Def Speed Generation Legendary 375 70 55 3 False 376 120 75 3 False 377 87 23 3 False 378 107 43 3 False 379 50 75 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \380 348 Armaldo Rock Bug 495 75 125 100 70 381 349 Feebas Water NaN 200 20 15 20 10 382 350 Milotic Water NaN 540 95 60 79 100 383 351 Castform Normal NaN 420 70 70 70 70 384 352 Kecleon Normal NaN 440 60 90 70 60 Sp. Def Speed Generation Legendary 380 80 45 3 False 381 55 80 3 False 382 125 81 3 False 383 70 70 3 False 384 120 40 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \385 353 Shuppet Ghost NaN 295 44 75 35 386 354 Banette Ghost NaN 455 64 115 65 387 354 BanetteMega Banette Ghost NaN 555 64 165 75 388 355 Duskull Ghost NaN 295 20 40 90 389 356 Dusclops Ghost NaN 455 40 70 130 Sp. Atk Sp. Def Speed Generation Legendary 385 63 33 45 3 False 386 83 63 65 3 False 387 93 83 75 3 False 388 30 90 25 3 False 389 60 130 25 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \390 357 Tropius Grass Flying 460 99 68 83 391 358 Chimecho Psychic NaN 425 65 50 70 392 359 Absol Dark NaN 465 65 130 60 393 359 AbsolMega Absol Dark NaN 565 65 150 60 394 360 Wynaut Psychic NaN 260 95 23 48 Sp. Atk Sp. Def Speed Generation Legendary 390 72 87 51 3 False 391 95 80 65 3 False 392 75 60 75 3 False 393 115 60 115 3 False 394 23 48 23 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \395 361 Snorunt Ice NaN 300 50 50 50 396 362 Glalie Ice NaN 480 80 80 80 397 362 GlalieMega Glalie Ice NaN 580 80 120 80 398 363 Spheal Ice Water 290 70 40 50 399 364 Sealeo Ice Water 410 90 60 70 Sp. Atk Sp. Def Speed Generation Legendary 395 50 50 50 3 False 396 80 80 80 3 False 397 120 80 100 3 False 398 55 50 25 3 False 399 75 70 45 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \400 365 Walrein Ice Water 530 110 80 90 95 401 366 Clamperl Water NaN 345 35 64 85 74 402 367 Huntail Water NaN 485 55 104 105 94 403 368 Gorebyss Water NaN 485 55 84 105 114 404 369 Relicanth Water Rock 485 100 90 130 45 Sp. Def Speed Generation Legendary 400 90 65 3 False 401 55 32 3 False 402 75 52 3 False 403 75 52 3 False 404 65 55 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \405 370 Luvdisc Water NaN 330 43 30 55 406 371 Bagon Dragon NaN 300 45 75 60 407 372 Shelgon Dragon NaN 420 65 95 100 408 373 Salamence Dragon Flying 600 95 135 80 409 373 SalamenceMega Salamence Dragon Flying 700 95 145 130 Sp. Atk Sp. Def Speed Generation Legendary 405 40 65 97 3 False 406 40 30 50 3 False 407 60 50 50 3 False 408 110 80 100 3 False 409 120 90 120 3 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \410 374 Beldum Steel Psychic 300 40 55 80 411 375 Metang Steel Psychic 420 60 75 100 412 376 Metagross Steel Psychic 600 80 135 130 413 376 MetagrossMega Metagross Steel Psychic 700 80 145 150 414 377 Regirock Rock NaN 580 80 100 200 Sp. Atk Sp. Def Speed Generation Legendary 410 35 60 30 3 False 411 55 80 50 3 False 412 95 90 70 3 False 413 105 110 110 3 False 414 50 100 50 3 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \415 378 Regice Ice NaN 580 80 50 100 416 379 Registeel Steel NaN 580 80 75 150 417 380 Latias Dragon Psychic 600 80 80 90 418 380 LatiasMega Latias Dragon Psychic 700 80 100 120 419 381 Latios Dragon Psychic 600 80 90 80 Sp. Atk Sp. Def Speed Generation Legendary 415 100 200 50 3 True 416 75 150 50 3 True 417 110 130 110 3 True 418 140 150 110 3 True 419 130 110 110 3 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \420 381 LatiosMega Latios Dragon Psychic 700 80 130 100 421 382 Kyogre Water NaN 670 100 100 90 422 382 KyogrePrimal Kyogre Water NaN 770 100 150 90 423 383 Groudon Ground NaN 670 100 150 140 424 383 GroudonPrimal Groudon Ground Fire 770 100 180 160 Sp. Atk Sp. Def Speed Generation Legendary 420 160 120 110 3 True 421 150 140 90 3 True 422 180 160 90 3 True 423 100 90 90 3 True 
424 150 90 90 3 True CHUNK DF # Name Type 1 Type 2 Total HP Attack \425 384 Rayquaza Dragon Flying 680 105 150 426 384 RayquazaMega Rayquaza Dragon Flying 780 105 180 427 385 Jirachi Steel Psychic 600 100 100 428 386 DeoxysNormal Forme Psychic NaN 600 50 150 429 386 DeoxysAttack Forme Psychic NaN 600 50 180 Defense Sp. Atk Sp. Def Speed Generation Legendary 425 90 150 90 95 3 True 426 100 180 100 115 3 True 427 100 100 100 100 3 True 428 50 150 50 150 3 True 429 20 180 20 150 3 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \430 386 DeoxysDefense Forme Psychic NaN 600 50 70 160 431 386 DeoxysSpeed Forme Psychic NaN 600 50 95 90 432 387 Turtwig Grass NaN 318 55 68 64 433 388 Grotle Grass NaN 405 75 89 85 434 389 Torterra Grass Ground 525 95 109 105 Sp. Atk Sp. Def Speed Generation Legendary 430 70 160 90 3 True 431 95 90 180 3 True 432 45 55 31 4 False 433 55 65 36 4 False 434 75 85 56 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \435 390 Chimchar Fire NaN 309 44 58 44 58 436 391 Monferno Fire Fighting 405 64 78 52 78 437 392 Infernape Fire Fighting 534 76 104 71 104 438 393 Piplup Water NaN 314 53 51 53 61 439 394 Prinplup Water NaN 405 64 66 68 81 Sp. Def Speed Generation Legendary 435 44 61 4 False 436 52 81 4 False 437 71 108 4 False 438 56 40 4 False 439 76 50 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \440 395 Empoleon Water Steel 530 84 86 88 111 441 396 Starly Normal Flying 245 40 55 30 30 442 397 Staravia Normal Flying 340 55 75 50 40 443 398 Staraptor Normal Flying 485 85 120 70 50 444 399 Bidoof Normal NaN 250 59 45 40 35 Sp. Def Speed Generation Legendary 440 101 60 4 False 441 30 60 4 False 442 40 80 4 False 443 60 100 4 False 444 40 31 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \445 400 Bibarel Normal Water 410 79 85 60 55 446 401 Kricketot Bug NaN 194 37 25 41 25 447 402 Kricketune Bug NaN 384 77 85 51 55 448 403 Shinx Electric NaN 263 45 65 34 40 449 404 Luxio Electric NaN 363 60 85 49 60 Sp. Def Speed Generation Legendary 445 60 71 4 False 446 41 25 4 False 447 51 65 4 False 448 34 45 4 False 449 49 60 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \450 405 Luxray Electric NaN 523 80 120 79 95 451 406 Budew Grass Poison 280 40 30 35 50 452 407 Roserade Grass Poison 515 60 70 65 125 453 408 Cranidos Rock NaN 350 67 125 40 30 454 409 Rampardos Rock NaN 495 97 165 60 65 Sp. Def Speed Generation Legendary 450 79 70 4 False 451 70 55 4 False 452 105 90 4 False 453 30 58 4 False 454 50 58 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \455 410 Shieldon Rock Steel 350 30 42 118 456 411 Bastiodon Rock Steel 495 60 52 168 457 412 Burmy Bug NaN 224 40 29 45 458 413 WormadamPlant Cloak Bug Grass 424 60 59 85 459 413 WormadamSandy Cloak Bug Ground 424 60 79 105 Sp. Atk Sp. Def Speed Generation Legendary 455 42 88 30 4 False 456 47 138 30 4 False 457 29 45 36 4 False 458 79 105 36 4 False 459 59 85 36 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \460 413 WormadamTrash Cloak Bug Steel 424 60 69 95 461 414 Mothim Bug Flying 424 70 94 50 462 415 Combee Bug Flying 244 30 30 42 463 416 Vespiquen Bug Flying 474 70 80 102 464 417 Pachirisu Electric NaN 405 60 45 70 Sp. Atk Sp. Def Speed Generation Legendary 460 69 95 36 4 False 461 94 50 66 4 False 462 30 42 70 4 False 463 80 102 40 4 False 464 45 90 95 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \465 418 Buizel Water NaN 330 55 65 35 60 466 419 Floatzel Water NaN 495 85 105 55 85 467 420 Cherubi Grass NaN 275 45 35 45 62 468 421 Cherrim Grass NaN 450 70 60 70 87 469 422 Shellos Water NaN 325 76 48 48 57 Sp. Def Speed Generation Legendary 465 30 85 4 False 466 50 115 4 False 467 53 35 4 False 468 78 85 4 False 469 62 34 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \470 423 Gastrodon Water Ground 475 111 83 68 92 471 424 Ambipom Normal NaN 482 75 100 66 60 472 425 Drifloon Ghost Flying 348 90 50 34 60 473 426 Drifblim Ghost Flying 498 150 80 44 90 474 427 Buneary Normal NaN 350 55 66 44 44 Sp. Def Speed Generation Legendary 470 82 39 4 False 471 66 115 4 False 472 44 70 4 False 473 54 80 4 False 474 56 85 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \475 428 Lopunny Normal NaN 480 65 76 84 476 428 LopunnyMega Lopunny Normal Fighting 580 65 136 94 477 429 Mismagius Ghost NaN 495 60 60 60 478 430 Honchkrow Dark Flying 505 100 125 52 479 431 Glameow Normal NaN 310 49 55 42 Sp. Atk Sp. Def Speed Generation Legendary 475 54 96 105 4 False 476 54 96 135 4 False 477 105 105 105 4 False 478 105 52 71 4 False 479 42 37 85 4 False CHUNK DF
 # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \480 432 Purugly Normal NaN 452 71 82 64 64 481 433 Chingling Psychic NaN 285 45 30 50 65 482 434 Stunky Poison Dark 329 63 63 47 41 483 435 Skuntank Poison Dark 479 103 93 67 71 484 436 Bronzor Steel Psychic 300 57 24 86 24 Sp. Def Speed Generation Legendary 480 59 112 4 False 481 50 45 4 False 482 41 74 4 False 483 61 84 4 False 484 86 23 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \485 437 Bronzong Steel Psychic 500 67 89 116 79 486 438 Bonsly Rock NaN 290 50 80 95 10 487 439 Mime Jr. Psychic Fairy 310 20 25 45 70 488 440 Happiny Normal NaN 220 100 5 5 15 489 441 Chatot Normal Flying 411 76 65 45 92 Sp. Def Speed Generation Legendary 485 116 33 4 False 486 45 10 4 False 487 90 60 4 False 488 65 30 4 False 489 42 91 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \490 442 Spiritomb Ghost Dark 485 50 92 108 491 443 Gible Dragon Ground 300 58 70 45 492 444 Gabite Dragon Ground 410 68 90 65 493 445 Garchomp Dragon Ground 600 108 130 95 494 445 GarchompMega Garchomp Dragon Ground 700 108 170 115 Sp. Atk Sp. Def Speed Generation Legendary 490 92 108 35 4 False 491 40 45 42 4 False 492 50 55 82 4 False 493 80 85 102 4 False 494 120 95 92 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \495 446 Munchlax Normal NaN 390 135 85 40 496 447 Riolu Fighting NaN 285 40 70 40 497 448 Lucario Fighting Steel 525 70 110 70 498 448 LucarioMega Lucario Fighting Steel 625 70 145 88 499 449 Hippopotas Ground NaN 330 68 72 78 Sp. Atk Sp. Def Speed Generation Legendary 495 40 85 5 4 False 496 35 40 60 4 False 497 115 70 90 4 False 498 140 70 112 4 False 499 38 42 32 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \500 450 Hippowdon Ground NaN 525 108 112 118 68 501 451 Skorupi Poison Bug 330 40 50 90 30 502 452 Drapion Poison Dark 500 70 90 110 60 503 453 Croagunk Poison Fighting 300 48 61 40 61 504 454 Toxicroak Poison Fighting 490 83 106 65 86 Sp. Def Speed Generation Legendary 500 72 47 4 False 501 55 65 4 False 502 75 95 4 False 503 40 50 4 False 504 65 85 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \505 455 Carnivine Grass NaN 454 74 100 72 90 506 456 Finneon Water NaN 330 49 49 56 49 507 457 Lumineon Water NaN 460 69 69 76 69 508 458 Mantyke Water Flying 345 45 20 50 60 509 459 Snover Grass Ice 334 60 62 50 62 Sp. Def Speed Generation Legendary 505 72 46 4 False 506 61 66 4 False 507 86 91 4 False 508 120 50 4 False 509 60 40 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \510 460 Abomasnow Grass Ice 494 90 92 511 460 AbomasnowMega Abomasnow Grass Ice 594 90 132 512 461 Weavile Dark Ice 510 70 120 513 462 Magnezone Electric Steel 535 70 70 514 463 Lickilicky Normal NaN 515 110 85 Defense Sp. Atk Sp. Def Speed Generation Legendary 510 75 92 85 60 4 False 511 105 132 105 30 4 False 512 65 45 85 125 4 False 513 115 130 90 60 4 False 514 95 80 95 50 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \515 464 Rhyperior Ground Rock 535 115 140 130 55 516 465 Tangrowth Grass NaN 535 100 100 125 110 517 466 Electivire Electric NaN 540 75 123 67 95 518 467 Magmortar Fire NaN 540 75 95 67 125 519 468 Togekiss Fairy Flying 545 85 50 95 120 Sp. Def Speed Generation Legendary 515 55 40 4 False 516 50 50 4 False 517 85 95 4 False 518 95 83 4 False 519 115 80 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \520 469 Yanmega Bug Flying 515 86 76 86 116 521 470 Leafeon Grass NaN 525 65 110 130 60 522 471 Glaceon Ice NaN 525 65 60 110 130 523 472 Gliscor Ground Flying 510 75 95 125 45 524 473 Mamoswine Ice Ground 530 110 130 80 70 Sp. Def Speed Generation Legendary 520 56 95 4 False 521 65 95 4 False 522 95 65 4 False 523 75 95 4 False 524 60 80 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \525 474 Porygon-Z Normal NaN 535 85 80 70 526 475 Gallade Psychic Fighting 518 68 125 65 527 475 GalladeMega Gallade Psychic Fighting 618 68 165 95 528 476 Probopass Rock Steel 525 60 55 145 529 477 Dusknoir Ghost NaN 525 45 100 135 Sp. Atk Sp. Def Speed Generation Legendary 525 135 75 90 4 False 526 65 115 80 4 False 527 65 115 110 4 False 528 75 150 40 4 False 529 65 135 45 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \530 478 Froslass Ice Ghost 480 70 80 70 531 479 Rotom Electric Ghost 440 50 50 77 532 479 RotomHeat Rotom Electric Fire 520 50 65 107 533 479 RotomWash Rotom Electric Water 520 50 65 107 534 479 RotomFrost Rotom Electric Ice 520 50 65 107 Sp. Atk Sp. Def Speed Generation Legendary 530 80 70 110 4 False 531 95 77 91 4 False 532 105 107 86 4 False 533 105 107 86 4 False 534 105 107 86 4 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \535 479 RotomFan Rotom Electric Flying 520 50 65 107 536 479 RotomMow Rotom Electric Grass 520 50 65 107 537 480 Uxie Psychic NaN 580 75 75 130 538 481 Mesprit Psychic NaN 580 80 105 105 539 482 Azelf Psychic NaN 580 75 125 70 Sp. Atk Sp. Def Speed Generation Legendary 535 105 107 86 4 False 536 105 107 86 4 False 537 75 130 95 4 True 538 105 105 80 4 True 539 125 70 115 4 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \540 483 Dialga Steel Dragon 680 100 120 120 541 484 Palkia Water Dragon 680 90 120 100 542 485 Heatran Fire Steel 600 91 90 106 543 486 Regigigas Normal NaN 670 110 160 110 544 487 GiratinaAltered Forme Ghost Dragon 680 150 100 120 Sp. Atk Sp. Def Speed Generation Legendary 540 150 100 90 4 True 541 150 120 100 4 True 542 130 106 77 4 True 543 80 110 100 4 True 544 100 120 90 4 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \545 487 GiratinaOrigin Forme Ghost Dragon 680 150 120 100 546 488 Cresselia Psychic NaN 600 120 70 120 547 489 Phione Water NaN 480 80 80 80 548 490 Manaphy Water NaN 600 100 100 100 549 491 Darkrai Dark NaN 600 70 90 90 Sp. Atk Sp. Def Speed Generation Legendary 545 120 100 90 4 True 546 75 130 85 4 False 547 80 80 80 4 False 548 100 100 100 4 False 549 135 90 125 4 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \550 492 ShayminLand Forme Grass NaN 600 100 100 100 551 492 ShayminSky Forme Grass Flying 600 100 103 75 552 493 Arceus Normal NaN 720 120 120 120 553 494 Victini Psychic Fire 600 100 100 100 554 495 Snivy Grass NaN 308 45 45 55 Sp. Atk Sp. Def Speed Generation Legendary 550 100 100 100 4 True 551 120 75 127 4 True 552 120 120 120 4 True 553 100 100 100 5 True 554 45 55 63 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \555 496 Servine Grass NaN 413 60 60 75 60 556 497 Serperior Grass NaN 528 75 75 95 75 557 498 Tepig Fire NaN 308 65 63 45 45 558 499 Pignite Fire Fighting 418 90 93 55 70 559 500 Emboar Fire Fighting 528 110 123 65 100 Sp. Def Speed Generation Legendary 555 75 83 5 False 556 95 113 5 False 557 45 45 5 False 558 55 55 5 False 559 65 65 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \560 501 Oshawott Water NaN 308 55 55 45 63 561 502 Dewott Water NaN 413 75 75 60 83 562 503 Samurott Water NaN 528 95 100 85 108 563 504 Patrat Normal NaN 255 45 55 39 35 564 505 Watchog Normal NaN 420 60 85 69 60 Sp. Def Speed Generation Legendary 560 45 45 5 False 561 60 60 5 False 562 70 70 5 False 563 39 42 5 False 564 69 77 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \565 506 Lillipup Normal NaN 275 45 60 45 25 566 507 Herdier Normal NaN 370 65 80 65 35 567 508 Stoutland Normal NaN 500 85 110 90 45 568 509 Purrloin Dark NaN 281 41 50 37 50 569 510 Liepard Dark NaN 446 64 88 50 88 Sp. Def Speed Generation Legendary 565 45 55 5 False 566 65 60 5 False 567 90 80 5 False 568 37 66 5 False 
569 50 106 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \570 511 Pansage Grass NaN 316 50 53 48 53 571 512 Simisage Grass NaN 498 75 98 63 98 572 513 Pansear Fire NaN 316 50 53 48 53 573 514 Simisear Fire NaN 498 75 98 63 98 574 515 Panpour Water NaN 316 50 53 48 53 Sp. Def Speed Generation Legendary 570 48 64 5 False 571 63 101 5 False 572 48 64 5 False 573 63 101 5 False 574 48 64 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \575 516 Simipour Water NaN 498 75 98 63 98 576 517 Munna Psychic NaN 292 76 25 45 67 577 518 Musharna Psychic NaN 487 116 55 85 107 578 519 Pidove Normal Flying 264 50 55 50 36 579 520 Tranquill Normal Flying 358 62 77 62 50 Sp. Def Speed Generation Legendary 575 63 101 5 False 576 55 24 5 False 577 95 29 5 False 578 30 43 5 False 579 42 65 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \580 521 Unfezant Normal Flying 488 80 115 80 65 581 522 Blitzle Electric NaN 295 45 60 32 50 582 523 Zebstrika Electric NaN 497 75 100 63 80 583 524 Roggenrola Rock NaN 280 55 75 85 25 584 525 Boldore Rock NaN 390 70 105 105 50 Sp. Def Speed Generation Legendary 580 55 93 5 False 581 32 76 5 False 582 63 116 5 False 583 25 15 5 False 584 40 20 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \585 526 Gigalith Rock NaN 515 85 135 130 60 586 527 Woobat Psychic Flying 313 55 45 43 55 587 528 Swoobat Psychic Flying 425 67 57 55 77 588 529 Drilbur Ground NaN 328 60 85 40 30 589 530 Excadrill Ground Steel 508 110 135 60 50 Sp. Def Speed Generation Legendary 585 80 25 5 False 586 43 72 5 False 587 55 114 5 False 588 45 68 5 False 589 65 88 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \590 531 Audino Normal NaN 445 103 60 86 591 531 AudinoMega Audino Normal Fairy 545 103 60 126 592 532 Timburr Fighting NaN 305 75 80 55 593 533 Gurdurr Fighting NaN 405 85 105 85 594 534 Conkeldurr Fighting NaN 505 105 140 95 Sp. Atk Sp. Def Speed Generation Legendary 590 60 86 50 5 False 591 80 126 50 5 False 592 25 35 35 5 False 593 40 50 40 5 False 594 55 65 45 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \595 535 Tympole Water NaN 294 50 50 40 50 596 536 Palpitoad Water Ground 384 75 65 55 65 597 537 Seismitoad Water Ground 509 105 95 75 85 598 538 Throh Fighting NaN 465 120 100 85 30 599 539 Sawk Fighting NaN 465 75 125 75 30 Sp. Def Speed Generation Legendary 595 40 64 5 False 596 55 69 5 False 597 75 74 5 False 598 85 45 5 False 599 75 85 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \600 540 Sewaddle Bug Grass 310 45 53 70 40 601 541 Swadloon Bug Grass 380 55 63 90 50 602 542 Leavanny Bug Grass 500 75 103 80 70 603 543 Venipede Bug Poison 260 30 45 59 30 604 544 Whirlipede Bug Poison 360 40 55 99 40 Sp. Def Speed Generation Legendary 600 60 42 5 False 601 80 42 5 False 602 80 92 5 False 603 39 57 5 False 604 79 47 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \605 545 Scolipede Bug Poison 485 60 100 89 55 606 546 Cottonee Grass Fairy 280 40 27 60 37 607 547 Whimsicott Grass Fairy 480 60 67 85 77 608 548 Petilil Grass NaN 280 45 35 50 70 609 549 Lilligant Grass NaN 480 70 60 75 110 Sp. Def Speed Generation Legendary 605 69 112 5 False 606 50 66 5 False 607 75 116 5 False 608 50 30 5 False 609 75 90 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \610 550 Basculin Water NaN 460 70 92 65 80 611 551 Sandile Ground Dark 292 50 72 35 35 612 552 Krokorok Ground Dark 351 60 82 45 45 613 553 Krookodile Ground Dark 519 95 117 80 65 614 554 Darumaka Fire NaN 315 70 90 45 15 Sp. Def Speed Generation Legendary 610 55 98 5 False 611 35 65 5 False 612 45 74 5 False 613 70 92 5 False 614 45 50 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \615 555 DarmanitanStandard Mode Fire NaN 480 105 140 616 555 DarmanitanZen Mode Fire Psychic 540 105 30 617 556 Maractus Grass NaN 461 75 86 618 557 Dwebble Bug Rock 325 50 65 619 558 Crustle Bug Rock 475 70 95 Defense Sp. Atk Sp. Def Speed Generation Legendary 615 55 30 55 95 5 False 616 105 140 105 55 5 False 617 67 106 67 60 5 False 618 85 35 35 55 5 False 619 125 65 75 45 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \620 559 Scraggy Dark Fighting 348 50 75 70 35 621 560 Scrafty Dark Fighting 488 65 90 115 45 622 561 Sigilyph Psychic Flying 490 72 58 80 103 623 562 Yamask Ghost NaN 303 38 30 85 55 624 563 Cofagrigus Ghost NaN 483 58 50 145 95 Sp. Def Speed Generation Legendary 620 70 48 5 False 621 115 58 5 False 622 80 97 5 False 623 65 30 5 False 624 105 30 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \625 564 Tirtouga Water Rock 355 54 78 103 53 626 565 Carracosta Water Rock 495 74 108 133 83 627 566 Archen Rock Flying 401 55 112 45 74 628 567 Archeops Rock Flying 567 75 140 65 112 629 568 Trubbish Poison NaN 329 50 50 62 40 Sp. Def Speed Generation Legendary 625 45 22 5 False 626 65 32 5 False 627 45 70 5 False 628 65 110 5 False 629 62 65 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \630 569 Garbodor Poison NaN 474 80 95 82 60 631 570 Zorua Dark NaN 330 40 65 40 80 632 571 Zoroark Dark NaN 510 60 105 60 120 633 572 Minccino Normal NaN 300 55 50 40 40 634 573 Cinccino Normal NaN 470 75 95 60 65 Sp. Def Speed Generation Legendary 630 82 75 5 False 631 40 65 5 False 632 60 105 5 False 633 40 75 5 False 634 60 115 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \635 574 Gothita Psychic NaN 290 45 30 50 55 636 575 Gothorita Psychic NaN 390 60 45 70 75 637 576 Gothitelle Psychic NaN 490 70 55 95 95 638 577 Solosis Psychic NaN 290 45 30 40 105 639 578 Duosion Psychic NaN 370 65 40 50 125 Sp. Def Speed Generation Legendary 635 65 45 5 False 636 85 55 5 False 637 110 65 5 False 638 50 20 5 False 639 60 30 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \640 579 Reuniclus Psychic NaN 490 110 65 75 125 641 580 Ducklett Water Flying 305 62 44 50 44 642 581 Swanna Water Flying 473 75 87 63 87 643 582 Vanillite Ice NaN 305 36 50 50 65 644 583 Vanillish Ice NaN 395 51 65 65 80 Sp. Def Speed Generation Legendary 640 85 30 5 False 641 50 55 5 False 642 63 98 5 False 643 60 44 5 False 644 75 59 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \645 584 Vanilluxe Ice NaN 535 71 95 85 110 646 585 Deerling Normal Grass 335 60 60 50 40 647 586 Sawsbuck Normal Grass 475 80 100 70 60 648 587 Emolga Electric Flying 428 55 75 60 75 649 588 Karrablast Bug NaN 315 50 75 45 40 Sp. Def Speed Generation Legendary 645 95 79 5 False 646 50 75 5 False 647 70 95 5 False 648 60 103 5 False 649 45 60 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \650 589 Escavalier Bug Steel 495 70 135 105 60 651 590 Foongus Grass Poison 294 69 55 45 55 652 591 Amoonguss Grass Poison 464 114 85 70 85 653 592 Frillish Water Ghost 335 55 40 50 65 654 593 Jellicent Water Ghost 480 100 60 70 85 Sp. Def Speed Generation Legendary 650 105 20 5 False 651 55 15 5 False 652 80 30 5 False 653 85 40 5 False 654 105 60 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \655 594 Alomomola Water NaN 470 165 75 80 40 656 595 Joltik Bug Electric 319 50 47 50 57 657 596 Galvantula Bug Electric 472 70 77 60 97 658 597 Ferroseed Grass Steel 305 44 50 91 24 659 598 Ferrothorn Grass Steel 489 74 94 131 54 Sp. Def Speed Generation Legendary 655 45 65 5 False 656 50 65 5 False 657 60 108 5 False 658 86 10 5 False 659 116 20 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \660 599 Klink Steel NaN 300 40 55 70 45 661 600 Klang Steel NaN 440 60 80 95 70 662 601 Klinklang Steel NaN 520 60 100 115 70 663 602 Tynamo Electric NaN 275 35 55 40 45 664 603 Eelektrik Electric NaN 405 65 85 70 75 Sp. Def Speed Generation Legendary 660 60 30 5 False 661 85 50 5 False 662 85 90 5 False 663 40 60 5 False 664 70 40 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \665 604 Eelektross Electric NaN 515 85 115 80 105 666 605 Elgyem Psychic NaN 335 55 55 55 85 667 606 Beheeyem Psychic NaN 485 75 75 75 125 668 607 Litwick Ghost Fire 275 50 30 55 65 669 608 Lampent Ghost Fire 370 60 40 60 95 Sp. Def Speed Generation Legendary 665 80 50 5 False 666 55 30 5 False 667 95 40 5 False 668 55 20 5 False 669 60 55 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \670 609 Chandelure Ghost Fire 520 60 55 90 145 671 610 Axew Dragon NaN 320 46 87 60 30 672 611 Fraxure Dragon NaN 410 66 117 70 40 673 612 Haxorus Dragon NaN 540 76 147 90 60 674 613 Cubchoo Ice NaN 305 55 70 40 60 Sp. Def Speed Generation Legendary 670 90 80 5 False 671 40 57 5 False 672 50 67 5 False 673 70 97 5 False 674 40 40 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \675 614 Beartic Ice NaN 485 95 110 80 70 676 615 Cryogonal Ice NaN 485 70 50 30 95 677 616 Shelmet Bug NaN 305 50 40 85 40 678 617 Accelgor Bug NaN 495 80 70 40 100 679 618 Stunfisk Ground Electric 471 109 66 84 81 Sp. Def Speed Generation Legendary 675 80 50 5 False 676 135 105 5 False 677 65 25 5 False 678 60 145 5 False 679 99 32 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \680 619 Mienfoo Fighting NaN 350 45 85 50 55 681 620 Mienshao Fighting NaN 510 65 125 60 95 682 621 Druddigon Dragon NaN 485 77 120 90 60 683 622 Golett Ground Ghost 303 59 74 50 35 684 623 Golurk Ground Ghost 483 89 124 80 55 Sp. Def Speed Generation Legendary 680 50 65 5 False 681 60 105 5 False 682 90 48 5 False 683 50 35 5 False 684 80 55 5 False CHUNK DF
 # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \685 624 Pawniard Dark Steel 340 45 85 70 40 686 625 Bisharp Dark Steel 490 65 125 100 60 687 626 Bouffalant Normal NaN 490 95 110 95 40 688 627 Rufflet Normal Flying 350 70 83 50 37 689 628 Braviary Normal Flying 510 100 123 75 57 Sp. Def Speed Generation Legendary 685 40 60 5 False 686 70 70 5 False 687 95 55 5 False 688 50 60 5 False 689 75 80 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \690 629 Vullaby Dark Flying 370 70 55 75 45 691 630 Mandibuzz Dark Flying 510 110 65 105 55 692 631 Heatmor Fire NaN 484 85 97 66 105 693 632 Durant Bug Steel 484 58 109 112 48 694 633 Deino Dark Dragon 300 52 65 50 45 Sp. Def Speed Generation Legendary 690 65 60 5 False 691 95 80 5 False 692 66 65 5 False 693 48 109 5 False 694 50 38 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \695 634 Zweilous Dark Dragon 420 72 85 70 65 696 635 Hydreigon Dark Dragon 600 92 105 90 125 697 636 Larvesta Bug Fire 360 55 85 55 50 698 637 Volcarona Bug Fire 550 85 60 65 135 699 638 Cobalion Steel Fighting 580 91 90 129 90 Sp. Def Speed Generation Legendary 695 70 58 5 False 696 90 98 5 False 697 55 60 5 False 698 105 100 5 False 699 72 108 5 True CHUNK DF # Name Type 1 Type 2 Total HP Attack \700 639 Terrakion Rock Fighting 580 91 129 701 640 Virizion Grass Fighting 580 91 90 702 641 TornadusIncarnate Forme Flying NaN 580 79 115 703 641 TornadusTherian Forme Flying NaN 580 79 100 704 642 ThundurusIncarnate Forme Electric Flying 580 79 115 Defense Sp. Atk Sp. Def Speed Generation Legendary 700 90 72 90 108 5 True 701 72 90 129 108 5 True 702 70 125 80 111 5 True 703 80 110 90 121 5 True 704 70 125 80 111 5 True CHUNK DF # Name Type 1 Type 2 Total HP Attack \705 642 ThundurusTherian Forme Electric Flying 580 79 105 706 643 Reshiram Dragon Fire 680 100 120 707 644 Zekrom Dragon Electric 680 100 150 708 645 LandorusIncarnate Forme Ground Flying 600 89 125 709 645 LandorusTherian Forme Ground Flying 600 89 145 Defense Sp. Atk Sp. Def Speed Generation Legendary 705 70 145 80 101 5 True 706 100 150 120 90 5 True 707 120 120 100 90 5 True 708 90 115 80 101 5 True 709 90 105 80 91 5 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \710 646 Kyurem Dragon Ice 660 125 130 90 711 646 KyuremBlack Kyurem Dragon Ice 700 125 170 100 712 646 KyuremWhite Kyurem Dragon Ice 700 125 120 90 713 647 KeldeoOrdinary Forme Water Fighting 580 91 72 90 714 647 KeldeoResolute Forme Water Fighting 580 91 72 90 Sp. Atk Sp. Def Speed Generation Legendary 710 130 90 95 5 True 711 120 90 95 5 True 712 170 100 95 5 True 713 129 90 108 5 False 714 129 90 108 5 False CHUNK DF # Name Type 1 Type 2 Total HP Attack \715 648 MeloettaAria Forme Normal Psychic 600 100 77 716 648 MeloettaPirouette Forme Normal Fighting 600 100 128 717 649 Genesect Bug Steel 600 71 120 718 650 Chespin Grass NaN 313 56 61 719 651 Quilladin Grass NaN 405 61 78 Defense Sp. Atk Sp. Def Speed Generation Legendary 715 77 128 128 90 5 False 716 90 77 77 128 5 False 717 95 120 95 99 5 False 718 65 48 45 38 6 False 719 95 56 58 57 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \720 652 Chesnaught Grass Fighting 530 88 107 122 74 721 653 Fennekin Fire NaN 307 40 45 40 62 722 654 Braixen Fire NaN 409 59 59 58 90 723 655 Delphox Fire Psychic 534 75 69 72 114 724 656 Froakie Water NaN 314 41 56 40 62 Sp. Def Speed Generation Legendary 720 75 64 6 False 721 60 60 6 False 722 70 73 6 False 723 100 104 6 False 724 44 71 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \725 657 Frogadier Water NaN 405 54 63 52 83 726 658 Greninja Water Dark 530 72 95 67 103 727 659 Bunnelby Normal NaN 237 38 36 38 32 728 660 Diggersby Normal Ground 423 85 56 77 50 729 661 Fletchling Normal Flying 278 45 50 43 40 Sp. Def Speed Generation Legendary 725 56 97 6 False 726 71 122 6 False 727 36 57 6 False 728 77 78 6 False 729 38 62 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \730 662 Fletchinder Fire Flying 382 62 73 55 56 731 663 Talonflame Fire Flying 499 78 81 71 74 732 664 Scatterbug Bug NaN 200 38 35 40 27 733 665 Spewpa Bug NaN 213 45 22 60 27 734 666 Vivillon Bug Flying 411 80 52 50 90 Sp. Def Speed Generation Legendary 730 52 84 6 False 731 69 126 6 False 732 25 35 6 False 733 30 29 6 False 734 50 89 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \735 667 Litleo Fire Normal 369 62 50 58 73 736 668 Pyroar Fire Normal 507 86 68 72 109 737 669 Flabébé Fairy NaN 303 44 38 39 61 738 670 Floette Fairy NaN 371 54 45 47 75 739 671 Florges Fairy NaN 552 78 65 68 112 Sp. Def Speed Generation Legendary 735 54 72 6 False 736 66 106 6 False 737 79 42 6 False 738 98 52 6 False 739 154 75 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \740 672 Skiddo Grass NaN 350 66 65 48 62 741 673 Gogoat Grass NaN 531 123 100 62 97 742 674 Pancham Fighting NaN 348 67 82 62 46 743 675 Pangoro Fighting Dark 495 95 124 78 69 744 676 Furfrou Normal NaN 472 75 80 60 65 Sp. Def Speed Generation Legendary 740 57 52 6 False 741 81 68 6 False 742 48 43 6 False 743 71 58 6 False 744 90 102 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \745 677 Espurr Psychic NaN 355 62 48 54 63 746 678 MeowsticMale Psychic NaN 466 74 48 76 83 747 678 MeowsticFemale Psychic NaN 466 74 48 76 83 748 679 Honedge Steel Ghost 325 45 80 100 35 749 680 Doublade Steel Ghost 448 59 110 150 45 Sp. Def Speed Generation Legendary 745 60 68 6 False 746 81 104 6 False 747 81 104 6 False 748 37 28 6 False 749 49 35 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \750 681 AegislashBlade Forme Steel Ghost 520 60 150 50 751 681 AegislashShield Forme Steel Ghost 520 60 50 150 752 682 Spritzee Fairy NaN 341 78 52 60 753 683 Aromatisse Fairy NaN 462 101 72 72 754 684 Swirlix Fairy NaN 341 62 48 66 Sp. Atk Sp. Def Speed Generation Legendary 750 150 50 60 6 False 751 50 150 60 6 False 752 63 65 23 6 False 753 99 89 29 6 False 754 59 57 49 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \755 685 Slurpuff Fairy NaN 480 82 80 86 85 756 686 Inkay Dark Psychic 288 53 54 53 37 757 687 Malamar Dark Psychic 482 86 92 88 68 758 688 Binacle Rock Water 306 42 52 67 39 759 689 Barbaracle Rock Water 500 72 105 115 54 Sp. Def Speed Generation Legendary 755 75 72 6 False 756 46 45 6 False 757 75 73 6 False 758 56 50 6 False 759 86 68 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \760 690 Skrelp Poison Water 320 50 60 60 60 761 691 Dragalge Poison Dragon 494 65 75 90 97 762 692 Clauncher Water NaN 330 50 53 62 58 763 693 Clawitzer Water NaN 500 71 73 88 120 764 694 Helioptile Electric Normal 289 44 38 33 61 Sp. Def Speed Generation Legendary 760 60 30 6 False 761 123 44 6 False 762 63 44 6 False 763 89 59 6 False 764 43 70 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \765 695 Heliolisk Electric Normal 481 62 55 52 109 766 696 Tyrunt Rock Dragon 362 58 89 77 45 767 697 Tyrantrum Rock Dragon 521 82 121 119 69 768 698 Amaura Rock Ice 362 77 59 50 67 769 699 Aurorus Rock Ice 521 123 77 72 99 Sp. Def Speed Generation Legendary 765 94 109 6 False 766 45 48 6 False 767 59 71 6 False 768 63 46 6 False 769 92 58 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \770 700 Sylveon Fairy NaN 525 95 65 65 110 771 701 Hawlucha Fighting Flying 500 78 92 75 74 772 702 Dedenne Electric Fairy 431 67 58 57 81 773 703 Carbink Rock Fairy 500 50 50 150 50 774 704 Goomy Dragon NaN 300 45 50 35 55 Sp. Def Speed Generation Legendary 770 130 60 6 False 771 63 118 6 False 772 67 101 6 False 773 150 50 6 False 
774 75 40 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense Sp. Atk \775 705 Sliggoo Dragon NaN 452 68 75 53 83 776 706 Goodra Dragon NaN 600 90 100 70 110 777 707 Klefki Steel Fairy 470 57 80 91 80 778 708 Phantump Ghost Grass 309 43 70 48 50 779 709 Trevenant Ghost Grass 474 85 110 76 65 Sp. Def Speed Generation Legendary 775 113 60 6 False 776 150 80 6 False 777 87 75 6 False 778 60 38 6 False 779 82 56 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \780 710 PumpkabooAverage Size Ghost Grass 335 49 66 70 781 710 PumpkabooSmall Size Ghost Grass 335 44 66 70 782 710 PumpkabooLarge Size Ghost Grass 335 54 66 70 783 710 PumpkabooSuper Size Ghost Grass 335 59 66 70 784 711 GourgeistAverage Size Ghost Grass 494 65 90 122 Sp. Atk Sp. Def Speed Generation Legendary 780 44 55 51 6 False 781 44 55 56 6 False 782 44 55 46 6 False 783 44 55 41 6 False 784 58 75 84 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \785 711 GourgeistSmall Size Ghost Grass 494 55 85 122 786 711 GourgeistLarge Size Ghost Grass 494 75 95 122 787 711 GourgeistSuper Size Ghost Grass 494 85 100 122 788 712 Bergmite Ice NaN 304 55 69 85 789 713 Avalugg Ice NaN 514 95 117 184 Sp. Atk Sp. Def Speed Generation Legendary 785 58 75 99 6 False 786 58 75 69 6 False 787 58 75 54 6 False 788 32 35 28 6 False 789 44 46 28 6 False CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \790 714 Noibat Flying Dragon 245 40 30 35 791 715 Noivern Flying Dragon 535 85 70 80 792 716 Xerneas Fairy NaN 680 126 131 95 793 717 Yveltal Dark Flying 680 126 131 95 794 718 Zygarde50% Forme Dragon Ground 600 108 100 121 Sp. Atk Sp. Def Speed Generation Legendary 790 45 40 55 6 False 791 97 80 123 6 False 792 131 98 99 6 True 793 131 98 99 6 True 794 81 95 95 6 True CHUNK DF # Name Type 1 Type 2 Total HP Attack Defense \795 719 Diancie Rock Fairy 600 50 100 150 796 719 DiancieMega Diancie Rock Fairy 700 50 160 110 797 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60 798 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60 799 721 Volcanion Fire Water 600 80 110 120 Sp. Atk Sp. Def Speed Generation Legendary 795 100 150 50 6 True 796 160 110 110 6 True 797 150 130 70 6 True 798 170 130 80 6 True 799 130 90 70 6 True 
new_df = pd.DataFrame(columns=df.columns)for df in pd.read_csv('modified.csv', chunksize=5): results = df.groupby(['Type 1']).count() new_df = pd.concat([new_df, results])
Python Pandas — Anukool Chaturvedi (2024)

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