Python Pandas#

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 pd

df = 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      45
1      60
2      80
3      80
4      39
       ..
795    50
796    50
797    80
798    80
799    80
Name: HP, Length: 800, dtype: int64

Reading Data in Pandas#

#### Read Headers
df.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#

df

df.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 wise
df
# 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 re

df.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 back

df.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' ] = True
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 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'] = 1

df.groupby(['Type 1']).count()['count']

#df.groupby(['Type 1', 'Type 2']).count()['count']
Type 1
Bug          69
Dark         31
Dragon       32
Electric     44
Fairy        17
Fighting     27
Fire         52
Flying        4
Ghost        32
Grass        70
Ground       32
Ice          24
Normal       98
Poison       28
Psychic      57
Rock         44
Steel        27
Water       112
Name: 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])