Meredith Carbonell Final Project
2022-11-04
##install tidyverse
install.packages("tidyverse")## Installing package into '/cloud/lib/x86_64-pc-linux-gnu-library/4.2'
## (as 'lib' is unspecified)install.packages("dplyr")## Installing package into '/cloud/lib/x86_64-pc-linux-gnu-library/4.2'
## (as 'lib' is unspecified)library("dplyr")##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary("ggplot2")#read csv file
read.csv("Pokemon.csv")## X. Name Type.1 Type.2 Total HP Attack Defense
## 1 1 Bulbasaur Grass Poison 318 45 49 49
## 2 2 Ivysaur Grass Poison 405 60 62 63
## 3 3 Venusaur Grass Poison 525 80 82 83
## 4 3 VenusaurMega Venusaur Grass Poison 625 80 100 123
## 5 4 Charmander Fire 309 39 52 43
## 6 5 Charmeleon Fire 405 58 64 58
## 7 6 Charizard Fire Flying 534 78 84 78
## 8 6 CharizardMega Charizard X Fire Dragon 634 78 130 111
## 9 6 CharizardMega Charizard Y Fire Flying 634 78 104 78
## 10 7 Squirtle Water 314 44 48 65
## 11 8 Wartortle Water 405 59 63 80
## 12 9 Blastoise Water 530 79 83 100
## 13 9 BlastoiseMega Blastoise Water 630 79 103 120
## 14 10 Caterpie Bug 195 45 30 35
## 15 11 Metapod Bug 205 50 20 55
## 16 12 Butterfree Bug Flying 395 60 45 50
## 17 13 Weedle Bug Poison 195 40 35 30
## 18 14 Kakuna Bug Poison 205 45 25 50
## 19 15 Beedrill Bug Poison 395 65 90 40
## 20 15 BeedrillMega Beedrill Bug Poison 495 65 150 40
## 21 16 Pidgey Normal Flying 251 40 45 40
## 22 17 Pidgeotto Normal Flying 349 63 60 55
## 23 18 Pidgeot Normal Flying 479 83 80 75
## 24 18 PidgeotMega Pidgeot Normal Flying 579 83 80 80
## 25 19 Rattata Normal 253 30 56 35
## 26 20 Raticate Normal 413 55 81 60
## 27 21 Spearow Normal Flying 262 40 60 30
## 28 22 Fearow Normal Flying 442 65 90 65
## 29 23 Ekans Poison 288 35 60 44
## 30 24 Arbok Poison 438 60 85 69
## 31 25 Pikachu Electric 320 35 55 40
## 32 26 Raichu Electric 485 60 90 55
## 33 27 Sandshrew Ground 300 50 75 85
## 34 28 Sandslash Ground 450 75 100 110
## 35 29 Nidoran♀ Poison 275 55 47 52
## 36 30 Nidorina Poison 365 70 62 67
## 37 31 Nidoqueen Poison Ground 505 90 92 87
## 38 32 Nidoran♂ Poison 273 46 57 40
## 39 33 Nidorino Poison 365 61 72 57
## 40 34 Nidoking Poison Ground 505 81 102 77
## 41 35 Clefairy Fairy 323 70 45 48
## 42 36 Clefable Fairy 483 95 70 73
## 43 37 Vulpix Fire 299 38 41 40
## 44 38 Ninetales Fire 505 73 76 75
## 45 39 Jigglypuff Normal Fairy 270 115 45 20
## 46 40 Wigglytuff Normal Fairy 435 140 70 45
## 47 41 Zubat Poison Flying 245 40 45 35
## 48 42 Golbat Poison Flying 455 75 80 70
## 49 43 Oddish Grass Poison 320 45 50 55
## 50 44 Gloom Grass Poison 395 60 65 70
## 51 45 Vileplume Grass Poison 490 75 80 85
## 52 46 Paras Bug Grass 285 35 70 55
## 53 47 Parasect Bug Grass 405 60 95 80
## 54 48 Venonat Bug Poison 305 60 55 50
## 55 49 Venomoth Bug Poison 450 70 65 60
## 56 50 Diglett Ground 265 10 55 25
## 57 51 Dugtrio Ground 405 35 80 50
## 58 52 Meowth Normal 290 40 45 35
## 59 53 Persian Normal 440 65 70 60
## 60 54 Psyduck Water 320 50 52 48
## 61 55 Golduck Water 500 80 82 78
## 62 56 Mankey Fighting 305 40 80 35
## 63 57 Primeape Fighting 455 65 105 60
## 64 58 Growlithe Fire 350 55 70 45
## 65 59 Arcanine Fire 555 90 110 80
## 66 60 Poliwag Water 300 40 50 40
## 67 61 Poliwhirl Water 385 65 65 65
## 68 62 Poliwrath Water Fighting 510 90 95 95
## 69 63 Abra Psychic 310 25 20 15
## 70 64 Kadabra Psychic 400 40 35 30
## 71 65 Alakazam Psychic 500 55 50 45
## 72 65 AlakazamMega Alakazam Psychic 590 55 50 65
## 73 66 Machop Fighting 305 70 80 50
## 74 67 Machoke Fighting 405 80 100 70
## 75 68 Machamp Fighting 505 90 130 80
## 76 69 Bellsprout Grass Poison 300 50 75 35
## 77 70 Weepinbell Grass Poison 390 65 90 50
## 78 71 Victreebel Grass Poison 490 80 105 65
## 79 72 Tentacool Water Poison 335 40 40 35
## 80 73 Tentacruel Water Poison 515 80 70 65
## 81 74 Geodude Rock Ground 300 40 80 100
## 82 75 Graveler Rock Ground 390 55 95 115
## 83 76 Golem Rock Ground 495 80 120 130
## 84 77 Ponyta Fire 410 50 85 55
## 85 78 Rapidash Fire 500 65 100 70
## 86 79 Slowpoke Water Psychic 315 90 65 65
## 87 80 Slowbro Water Psychic 490 95 75 110
## 88 80 SlowbroMega Slowbro Water Psychic 590 95 75 180
## 89 81 Magnemite Electric Steel 325 25 35 70
## 90 82 Magneton Electric Steel 465 50 60 95
## 91 83 Farfetch'd Normal Flying 352 52 65 55
## 92 84 Doduo Normal Flying 310 35 85 45
## 93 85 Dodrio Normal Flying 460 60 110 70
## 94 86 Seel Water 325 65 45 55
## 95 87 Dewgong Water Ice 475 90 70 80
## 96 88 Grimer Poison 325 80 80 50
## 97 89 Muk Poison 500 105 105 75
## 98 90 Shellder Water 305 30 65 100
## 99 91 Cloyster Water Ice 525 50 95 180
## 100 92 Gastly Ghost Poison 310 30 35 30
## 101 93 Haunter Ghost Poison 405 45 50 45
## 102 94 Gengar Ghost Poison 500 60 65 60
## 103 94 GengarMega Gengar Ghost Poison 600 60 65 80
## 104 95 Onix Rock Ground 385 35 45 160
## 105 96 Drowzee Psychic 328 60 48 45
## 106 97 Hypno Psychic 483 85 73 70
## 107 98 Krabby Water 325 30 105 90
## 108 99 Kingler Water 475 55 130 115
## 109 100 Voltorb Electric 330 40 30 50
## 110 101 Electrode Electric 480 60 50 70
## 111 102 Exeggcute Grass Psychic 325 60 40 80
## 112 103 Exeggutor Grass Psychic 520 95 95 85
## 113 104 Cubone Ground 320 50 50 95
## 114 105 Marowak Ground 425 60 80 110
## 115 106 Hitmonlee Fighting 455 50 120 53
## 116 107 Hitmonchan Fighting 455 50 105 79
## 117 108 Lickitung Normal 385 90 55 75
## 118 109 Koffing Poison 340 40 65 95
## 119 110 Weezing Poison 490 65 90 120
## 120 111 Rhyhorn Ground Rock 345 80 85 95
## 121 112 Rhydon Ground Rock 485 105 130 120
## 122 113 Chansey Normal 450 250 5 5
## 123 114 Tangela Grass 435 65 55 115
## 124 115 Kangaskhan Normal 490 105 95 80
## 125 115 KangaskhanMega Kangaskhan Normal 590 105 125 100
## 126 116 Horsea Water 295 30 40 70
## 127 117 Seadra Water 440 55 65 95
## 128 118 Goldeen Water 320 45 67 60
## 129 119 Seaking Water 450 80 92 65
## 130 120 Staryu Water 340 30 45 55
## 131 121 Starmie Water Psychic 520 60 75 85
## 132 122 Mr. Mime Psychic Fairy 460 40 45 65
## 133 123 Scyther Bug Flying 500 70 110 80
## 134 124 Jynx Ice Psychic 455 65 50 35
## 135 125 Electabuzz Electric 490 65 83 57
## 136 126 Magmar Fire 495 65 95 57
## 137 127 Pinsir Bug 500 65 125 100
## 138 127 PinsirMega Pinsir Bug Flying 600 65 155 120
## 139 128 Tauros Normal 490 75 100 95
## 140 129 Magikarp Water 200 20 10 55
## 141 130 Gyarados Water Flying 540 95 125 79
## 142 130 GyaradosMega Gyarados Water Dark 640 95 155 109
## 143 131 Lapras Water Ice 535 130 85 80
## 144 132 Ditto Normal 288 48 48 48
## 145 133 Eevee Normal 325 55 55 50
## 146 134 Vaporeon Water 525 130 65 60
## 147 135 Jolteon Electric 525 65 65 60
## 148 136 Flareon Fire 525 65 130 60
## 149 137 Porygon Normal 395 65 60 70
## 150 138 Omanyte Rock Water 355 35 40 100
## 151 139 Omastar Rock Water 495 70 60 125
## 152 140 Kabuto Rock Water 355 30 80 90
## 153 141 Kabutops Rock Water 495 60 115 105
## 154 142 Aerodactyl Rock Flying 515 80 105 65
## 155 142 AerodactylMega Aerodactyl Rock Flying 615 80 135 85
## 156 143 Snorlax Normal 540 160 110 65
## 157 144 Articuno Ice Flying 580 90 85 100
## 158 145 Zapdos Electric Flying 580 90 90 85
## 159 146 Moltres Fire Flying 580 90 100 90
## 160 147 Dratini Dragon 300 41 64 45
## 161 148 Dragonair Dragon 420 61 84 65
## 162 149 Dragonite Dragon Flying 600 91 134 95
## 163 150 Mewtwo Psychic 680 106 110 90
## 164 150 MewtwoMega Mewtwo X Psychic Fighting 780 106 190 100
## 165 150 MewtwoMega Mewtwo Y Psychic 780 106 150 70
## 166 151 Mew Psychic 600 100 100 100
## 167 152 Chikorita Grass 318 45 49 65
## 168 153 Bayleef Grass 405 60 62 80
## 169 154 Meganium Grass 525 80 82 100
## 170 155 Cyndaquil Fire 309 39 52 43
## 171 156 Quilava Fire 405 58 64 58
## 172 157 Typhlosion Fire 534 78 84 78
## 173 158 Totodile Water 314 50 65 64
## 174 159 Croconaw Water 405 65 80 80
## 175 160 Feraligatr Water 530 85 105 100
## 176 161 Sentret Normal 215 35 46 34
## 177 162 Furret Normal 415 85 76 64
## 178 163 Hoothoot Normal Flying 262 60 30 30
## 179 164 Noctowl Normal Flying 442 100 50 50
## 180 165 Ledyba Bug Flying 265 40 20 30
## 181 166 Ledian Bug Flying 390 55 35 50
## 182 167 Spinarak Bug Poison 250 40 60 40
## 183 168 Ariados Bug Poison 390 70 90 70
## 184 169 Crobat Poison Flying 535 85 90 80
## 185 170 Chinchou Water Electric 330 75 38 38
## 186 171 Lanturn Water Electric 460 125 58 58
## 187 172 Pichu Electric 205 20 40 15
## 188 173 Cleffa Fairy 218 50 25 28
## 189 174 Igglybuff Normal Fairy 210 90 30 15
## 190 175 Togepi Fairy 245 35 20 65
## 191 176 Togetic Fairy Flying 405 55 40 85
## 192 177 Natu Psychic Flying 320 40 50 45
## 193 178 Xatu Psychic Flying 470 65 75 70
## 194 179 Mareep Electric 280 55 40 40
## 195 180 Flaaffy Electric 365 70 55 55
## 196 181 Ampharos Electric 510 90 75 85
## 197 181 AmpharosMega Ampharos Electric Dragon 610 90 95 105
## 198 182 Bellossom Grass 490 75 80 95
## 199 183 Marill Water Fairy 250 70 20 50
## 200 184 Azumarill Water Fairy 420 100 50 80
## 201 185 Sudowoodo Rock 410 70 100 115
## 202 186 Politoed Water 500 90 75 75
## 203 187 Hoppip Grass Flying 250 35 35 40
## 204 188 Skiploom Grass Flying 340 55 45 50
## 205 189 Jumpluff Grass Flying 460 75 55 70
## 206 190 Aipom Normal 360 55 70 55
## 207 191 Sunkern Grass 180 30 30 30
## 208 192 Sunflora Grass 425 75 75 55
## 209 193 Yanma Bug Flying 390 65 65 45
## 210 194 Wooper Water Ground 210 55 45 45
## 211 195 Quagsire Water Ground 430 95 85 85
## 212 196 Espeon Psychic 525 65 65 60
## 213 197 Umbreon Dark 525 95 65 110
## 214 198 Murkrow Dark Flying 405 60 85 42
## 215 199 Slowking Water Psychic 490 95 75 80
## 216 200 Misdreavus Ghost 435 60 60 60
## 217 201 Unown Psychic 336 48 72 48
## 218 202 Wobbuffet Psychic 405 190 33 58
## 219 203 Girafarig Normal Psychic 455 70 80 65
## 220 204 Pineco Bug 290 50 65 90
## 221 205 Forretress Bug Steel 465 75 90 140
## 222 206 Dunsparce Normal 415 100 70 70
## 223 207 Gligar Ground Flying 430 65 75 105
## 224 208 Steelix Steel Ground 510 75 85 200
## 225 208 SteelixMega Steelix Steel Ground 610 75 125 230
## 226 209 Snubbull Fairy 300 60 80 50
## 227 210 Granbull Fairy 450 90 120 75
## 228 211 Qwilfish Water Poison 430 65 95 75
## 229 212 Scizor Bug Steel 500 70 130 100
## 230 212 ScizorMega Scizor Bug Steel 600 70 150 140
## 231 213 Shuckle Bug Rock 505 20 10 230
## 232 214 Heracross Bug Fighting 500 80 125 75
## 233 214 HeracrossMega Heracross Bug Fighting 600 80 185 115
## 234 215 Sneasel Dark Ice 430 55 95 55
## 235 216 Teddiursa Normal 330 60 80 50
## 236 217 Ursaring Normal 500 90 130 75
## 237 218 Slugma Fire 250 40 40 40
## 238 219 Magcargo Fire Rock 410 50 50 120
## 239 220 Swinub Ice Ground 250 50 50 40
## 240 221 Piloswine Ice Ground 450 100 100 80
## 241 222 Corsola Water Rock 380 55 55 85
## 242 223 Remoraid Water 300 35 65 35
## 243 224 Octillery Water 480 75 105 75
## 244 225 Delibird Ice Flying 330 45 55 45
## 245 226 Mantine Water Flying 465 65 40 70
## 246 227 Skarmory Steel Flying 465 65 80 140
## 247 228 Houndour Dark Fire 330 45 60 30
## 248 229 Houndoom Dark Fire 500 75 90 50
## 249 229 HoundoomMega Houndoom Dark Fire 600 75 90 90
## 250 230 Kingdra Water Dragon 540 75 95 95
## 251 231 Phanpy Ground 330 90 60 60
## 252 232 Donphan Ground 500 90 120 120
## 253 233 Porygon2 Normal 515 85 80 90
## 254 234 Stantler Normal 465 73 95 62
## 255 235 Smeargle Normal 250 55 20 35
## 256 236 Tyrogue Fighting 210 35 35 35
## 257 237 Hitmontop Fighting 455 50 95 95
## 258 238 Smoochum Ice Psychic 305 45 30 15
## 259 239 Elekid Electric 360 45 63 37
## 260 240 Magby Fire 365 45 75 37
## 261 241 Miltank Normal 490 95 80 105
## 262 242 Blissey Normal 540 255 10 10
## 263 243 Raikou Electric 580 90 85 75
## 264 244 Entei Fire 580 115 115 85
## 265 245 Suicune Water 580 100 75 115
## 266 246 Larvitar Rock Ground 300 50 64 50
## 267 247 Pupitar Rock Ground 410 70 84 70
## 268 248 Tyranitar Rock Dark 600 100 134 110
## 269 248 TyranitarMega Tyranitar Rock Dark 700 100 164 150
## 270 249 Lugia Psychic Flying 680 106 90 130
## 271 250 Ho-oh Fire Flying 680 106 130 90
## 272 251 Celebi Psychic Grass 600 100 100 100
## 273 252 Treecko Grass 310 40 45 35
## 274 253 Grovyle Grass 405 50 65 45
## 275 254 Sceptile Grass 530 70 85 65
## 276 254 SceptileMega Sceptile Grass Dragon 630 70 110 75
## 277 255 Torchic Fire 310 45 60 40
## 278 256 Combusken Fire Fighting 405 60 85 60
## 279 257 Blaziken Fire Fighting 530 80 120 70
## 280 257 BlazikenMega Blaziken Fire Fighting 630 80 160 80
## 281 258 Mudkip Water 310 50 70 50
## 282 259 Marshtomp Water Ground 405 70 85 70
## 283 260 Swampert Water Ground 535 100 110 90
## 284 260 SwampertMega Swampert Water Ground 635 100 150 110
## 285 261 Poochyena Dark 220 35 55 35
## 286 262 Mightyena Dark 420 70 90 70
## 287 263 Zigzagoon Normal 240 38 30 41
## 288 264 Linoone Normal 420 78 70 61
## 289 265 Wurmple Bug 195 45 45 35
## 290 266 Silcoon Bug 205 50 35 55
## 291 267 Beautifly Bug Flying 395 60 70 50
## 292 268 Cascoon Bug 205 50 35 55
## 293 269 Dustox Bug Poison 385 60 50 70
## 294 270 Lotad Water Grass 220 40 30 30
## 295 271 Lombre Water Grass 340 60 50 50
## 296 272 Ludicolo Water Grass 480 80 70 70
## 297 273 Seedot Grass 220 40 40 50
## 298 274 Nuzleaf Grass Dark 340 70 70 40
## 299 275 Shiftry Grass Dark 480 90 100 60
## 300 276 Taillow Normal Flying 270 40 55 30
## 301 277 Swellow Normal Flying 430 60 85 60
## 302 278 Wingull Water Flying 270 40 30 30
## 303 279 Pelipper Water Flying 430 60 50 100
## 304 280 Ralts Psychic Fairy 198 28 25 25
## 305 281 Kirlia Psychic Fairy 278 38 35 35
## 306 282 Gardevoir Psychic Fairy 518 68 65 65
## 307 282 GardevoirMega Gardevoir Psychic Fairy 618 68 85 65
## 308 283 Surskit Bug Water 269 40 30 32
## 309 284 Masquerain Bug Flying 414 70 60 62
## 310 285 Shroomish Grass 295 60 40 60
## 311 286 Breloom Grass Fighting 460 60 130 80
## 312 287 Slakoth Normal 280 60 60 60
## 313 288 Vigoroth Normal 440 80 80 80
## 314 289 Slaking Normal 670 150 160 100
## 315 290 Nincada Bug Ground 266 31 45 90
## 316 291 Ninjask Bug Flying 456 61 90 45
## 317 292 Shedinja Bug Ghost 236 1 90 45
## 318 293 Whismur Normal 240 64 51 23
## 319 294 Loudred Normal 360 84 71 43
## 320 295 Exploud Normal 490 104 91 63
## 321 296 Makuhita Fighting 237 72 60 30
## 322 297 Hariyama Fighting 474 144 120 60
## 323 298 Azurill Normal Fairy 190 50 20 40
## 324 299 Nosepass Rock 375 30 45 135
## 325 300 Skitty Normal 260 50 45 45
## 326 301 Delcatty Normal 380 70 65 65
## 327 302 Sableye Dark Ghost 380 50 75 75
## 328 302 SableyeMega Sableye Dark Ghost 480 50 85 125
## 329 303 Mawile Steel Fairy 380 50 85 85
## 330 303 MawileMega Mawile Steel Fairy 480 50 105 125
## 331 304 Aron Steel Rock 330 50 70 100
## 332 305 Lairon Steel Rock 430 60 90 140
## 333 306 Aggron Steel Rock 530 70 110 180
## 334 306 AggronMega Aggron Steel 630 70 140 230
## 335 307 Meditite Fighting Psychic 280 30 40 55
## 336 308 Medicham Fighting Psychic 410 60 60 75
## 337 308 MedichamMega Medicham Fighting Psychic 510 60 100 85
## 338 309 Electrike Electric 295 40 45 40
## 339 310 Manectric Electric 475 70 75 60
## 340 310 ManectricMega Manectric Electric 575 70 75 80
## 341 311 Plusle Electric 405 60 50 40
## 342 312 Minun Electric 405 60 40 50
## 343 313 Volbeat Bug 400 65 73 55
## 344 314 Illumise Bug 400 65 47 55
## 345 315 Roselia Grass Poison 400 50 60 45
## 346 316 Gulpin Poison 302 70 43 53
## 347 317 Swalot Poison 467 100 73 83
## 348 318 Carvanha Water Dark 305 45 90 20
## 349 319 Sharpedo Water Dark 460 70 120 40
## 350 319 SharpedoMega Sharpedo Water Dark 560 70 140 70
## 351 320 Wailmer Water 400 130 70 35
## 352 321 Wailord Water 500 170 90 45
## 353 322 Numel Fire Ground 305 60 60 40
## 354 323 Camerupt Fire Ground 460 70 100 70
## 355 323 CameruptMega Camerupt Fire Ground 560 70 120 100
## 356 324 Torkoal Fire 470 70 85 140
## 357 325 Spoink Psychic 330 60 25 35
## 358 326 Grumpig Psychic 470 80 45 65
## 359 327 Spinda Normal 360 60 60 60
## 360 328 Trapinch Ground 290 45 100 45
## 361 329 Vibrava Ground Dragon 340 50 70 50
## 362 330 Flygon Ground Dragon 520 80 100 80
## 363 331 Cacnea Grass 335 50 85 40
## 364 332 Cacturne Grass Dark 475 70 115 60
## 365 333 Swablu Normal Flying 310 45 40 60
## 366 334 Altaria Dragon Flying 490 75 70 90
## 367 334 AltariaMega Altaria Dragon Fairy 590 75 110 110
## 368 335 Zangoose Normal 458 73 115 60
## 369 336 Seviper Poison 458 73 100 60
## 370 337 Lunatone Rock Psychic 440 70 55 65
## 371 338 Solrock Rock Psychic 440 70 95 85
## 372 339 Barboach Water Ground 288 50 48 43
## 373 340 Whiscash Water Ground 468 110 78 73
## 374 341 Corphish Water 308 43 80 65
## 375 342 Crawdaunt Water Dark 468 63 120 85
## 376 343 Baltoy Ground Psychic 300 40 40 55
## 377 344 Claydol Ground Psychic 500 60 70 105
## 378 345 Lileep Rock Grass 355 66 41 77
## 379 346 Cradily Rock Grass 495 86 81 97
## 380 347 Anorith Rock Bug 355 45 95 50
## 381 348 Armaldo Rock Bug 495 75 125 100
## 382 349 Feebas Water 200 20 15 20
## 383 350 Milotic Water 540 95 60 79
## 384 351 Castform Normal 420 70 70 70
## 385 352 Kecleon Normal 440 60 90 70
## 386 353 Shuppet Ghost 295 44 75 35
## 387 354 Banette Ghost 455 64 115 65
## 388 354 BanetteMega Banette Ghost 555 64 165 75
## 389 355 Duskull Ghost 295 20 40 90
## 390 356 Dusclops Ghost 455 40 70 130
## 391 357 Tropius Grass Flying 460 99 68 83
## 392 358 Chimecho Psychic 425 65 50 70
## 393 359 Absol Dark 465 65 130 60
## 394 359 AbsolMega Absol Dark 565 65 150 60
## 395 360 Wynaut Psychic 260 95 23 48
## 396 361 Snorunt Ice 300 50 50 50
## 397 362 Glalie Ice 480 80 80 80
## 398 362 GlalieMega Glalie Ice 580 80 120 80
## 399 363 Spheal Ice Water 290 70 40 50
## 400 364 Sealeo Ice Water 410 90 60 70
## 401 365 Walrein Ice Water 530 110 80 90
## 402 366 Clamperl Water 345 35 64 85
## 403 367 Huntail Water 485 55 104 105
## 404 368 Gorebyss Water 485 55 84 105
## 405 369 Relicanth Water Rock 485 100 90 130
## 406 370 Luvdisc Water 330 43 30 55
## 407 371 Bagon Dragon 300 45 75 60
## 408 372 Shelgon Dragon 420 65 95 100
## 409 373 Salamence Dragon Flying 600 95 135 80
## 410 373 SalamenceMega Salamence Dragon Flying 700 95 145 130
## 411 374 Beldum Steel Psychic 300 40 55 80
## 412 375 Metang Steel Psychic 420 60 75 100
## 413 376 Metagross Steel Psychic 600 80 135 130
## 414 376 MetagrossMega Metagross Steel Psychic 700 80 145 150
## 415 377 Regirock Rock 580 80 100 200
## 416 378 Regice Ice 580 80 50 100
## 417 379 Registeel Steel 580 80 75 150
## 418 380 Latias Dragon Psychic 600 80 80 90
## 419 380 LatiasMega Latias Dragon Psychic 700 80 100 120
## 420 381 Latios Dragon Psychic 600 80 90 80
## 421 381 LatiosMega Latios Dragon Psychic 700 80 130 100
## 422 382 Kyogre Water 670 100 100 90
## 423 382 KyogrePrimal Kyogre Water 770 100 150 90
## 424 383 Groudon Ground 670 100 150 140
## 425 383 GroudonPrimal Groudon Ground Fire 770 100 180 160
## 426 384 Rayquaza Dragon Flying 680 105 150 90
## 427 384 RayquazaMega Rayquaza Dragon Flying 780 105 180 100
## 428 385 Jirachi Steel Psychic 600 100 100 100
## 429 386 DeoxysNormal Forme Psychic 600 50 150 50
## 430 386 DeoxysAttack Forme Psychic 600 50 180 20
## 431 386 DeoxysDefense Forme Psychic 600 50 70 160
## 432 386 DeoxysSpeed Forme Psychic 600 50 95 90
## 433 387 Turtwig Grass 318 55 68 64
## 434 388 Grotle Grass 405 75 89 85
## 435 389 Torterra Grass Ground 525 95 109 105
## 436 390 Chimchar Fire 309 44 58 44
## 437 391 Monferno Fire Fighting 405 64 78 52
## 438 392 Infernape Fire Fighting 534 76 104 71
## 439 393 Piplup Water 314 53 51 53
## 440 394 Prinplup Water 405 64 66 68
## 441 395 Empoleon Water Steel 530 84 86 88
## 442 396 Starly Normal Flying 245 40 55 30
## 443 397 Staravia Normal Flying 340 55 75 50
## 444 398 Staraptor Normal Flying 485 85 120 70
## 445 399 Bidoof Normal 250 59 45 40
## 446 400 Bibarel Normal Water 410 79 85 60
## 447 401 Kricketot Bug 194 37 25 41
## 448 402 Kricketune Bug 384 77 85 51
## 449 403 Shinx Electric 263 45 65 34
## 450 404 Luxio Electric 363 60 85 49
## 451 405 Luxray Electric 523 80 120 79
## 452 406 Budew Grass Poison 280 40 30 35
## 453 407 Roserade Grass Poison 515 60 70 65
## 454 408 Cranidos Rock 350 67 125 40
## 455 409 Rampardos Rock 495 97 165 60
## 456 410 Shieldon Rock Steel 350 30 42 118
## 457 411 Bastiodon Rock Steel 495 60 52 168
## 458 412 Burmy Bug 224 40 29 45
## 459 413 WormadamPlant Cloak Bug Grass 424 60 59 85
## 460 413 WormadamSandy Cloak Bug Ground 424 60 79 105
## 461 413 WormadamTrash Cloak Bug Steel 424 60 69 95
## 462 414 Mothim Bug Flying 424 70 94 50
## 463 415 Combee Bug Flying 244 30 30 42
## 464 416 Vespiquen Bug Flying 474 70 80 102
## 465 417 Pachirisu Electric 405 60 45 70
## 466 418 Buizel Water 330 55 65 35
## 467 419 Floatzel Water 495 85 105 55
## 468 420 Cherubi Grass 275 45 35 45
## 469 421 Cherrim Grass 450 70 60 70
## 470 422 Shellos Water 325 76 48 48
## 471 423 Gastrodon Water Ground 475 111 83 68
## 472 424 Ambipom Normal 482 75 100 66
## 473 425 Drifloon Ghost Flying 348 90 50 34
## 474 426 Drifblim Ghost Flying 498 150 80 44
## 475 427 Buneary Normal 350 55 66 44
## 476 428 Lopunny Normal 480 65 76 84
## 477 428 LopunnyMega Lopunny Normal Fighting 580 65 136 94
## 478 429 Mismagius Ghost 495 60 60 60
## 479 430 Honchkrow Dark Flying 505 100 125 52
## 480 431 Glameow Normal 310 49 55 42
## 481 432 Purugly Normal 452 71 82 64
## 482 433 Chingling Psychic 285 45 30 50
## 483 434 Stunky Poison Dark 329 63 63 47
## 484 435 Skuntank Poison Dark 479 103 93 67
## 485 436 Bronzor Steel Psychic 300 57 24 86
## 486 437 Bronzong Steel Psychic 500 67 89 116
## 487 438 Bonsly Rock 290 50 80 95
## 488 439 Mime Jr. Psychic Fairy 310 20 25 45
## 489 440 Happiny Normal 220 100 5 5
## 490 441 Chatot Normal Flying 411 76 65 45
## 491 442 Spiritomb Ghost Dark 485 50 92 108
## 492 443 Gible Dragon Ground 300 58 70 45
## 493 444 Gabite Dragon Ground 410 68 90 65
## 494 445 Garchomp Dragon Ground 600 108 130 95
## 495 445 GarchompMega Garchomp Dragon Ground 700 108 170 115
## 496 446 Munchlax Normal 390 135 85 40
## 497 447 Riolu Fighting 285 40 70 40
## 498 448 Lucario Fighting Steel 525 70 110 70
## 499 448 LucarioMega Lucario Fighting Steel 625 70 145 88
## 500 449 Hippopotas Ground 330 68 72 78
## 501 450 Hippowdon Ground 525 108 112 118
## 502 451 Skorupi Poison Bug 330 40 50 90
## 503 452 Drapion Poison Dark 500 70 90 110
## 504 453 Croagunk Poison Fighting 300 48 61 40
## 505 454 Toxicroak Poison Fighting 490 83 106 65
## 506 455 Carnivine Grass 454 74 100 72
## 507 456 Finneon Water 330 49 49 56
## 508 457 Lumineon Water 460 69 69 76
## 509 458 Mantyke Water Flying 345 45 20 50
## 510 459 Snover Grass Ice 334 60 62 50
## 511 460 Abomasnow Grass Ice 494 90 92 75
## 512 460 AbomasnowMega Abomasnow Grass Ice 594 90 132 105
## 513 461 Weavile Dark Ice 510 70 120 65
## 514 462 Magnezone Electric Steel 535 70 70 115
## 515 463 Lickilicky Normal 515 110 85 95
## 516 464 Rhyperior Ground Rock 535 115 140 130
## 517 465 Tangrowth Grass 535 100 100 125
## 518 466 Electivire Electric 540 75 123 67
## 519 467 Magmortar Fire 540 75 95 67
## 520 468 Togekiss Fairy Flying 545 85 50 95
## 521 469 Yanmega Bug Flying 515 86 76 86
## 522 470 Leafeon Grass 525 65 110 130
## 523 471 Glaceon Ice 525 65 60 110
## 524 472 Gliscor Ground Flying 510 75 95 125
## 525 473 Mamoswine Ice Ground 530 110 130 80
## 526 474 Porygon-Z Normal 535 85 80 70
## 527 475 Gallade Psychic Fighting 518 68 125 65
## 528 475 GalladeMega Gallade Psychic Fighting 618 68 165 95
## 529 476 Probopass Rock Steel 525 60 55 145
## 530 477 Dusknoir Ghost 525 45 100 135
## 531 478 Froslass Ice Ghost 480 70 80 70
## 532 479 Rotom Electric Ghost 440 50 50 77
## 533 479 RotomHeat Rotom Electric Fire 520 50 65 107
## 534 479 RotomWash Rotom Electric Water 520 50 65 107
## 535 479 RotomFrost Rotom Electric Ice 520 50 65 107
## 536 479 RotomFan Rotom Electric Flying 520 50 65 107
## 537 479 RotomMow Rotom Electric Grass 520 50 65 107
## 538 480 Uxie Psychic 580 75 75 130
## 539 481 Mesprit Psychic 580 80 105 105
## 540 482 Azelf Psychic 580 75 125 70
## 541 483 Dialga Steel Dragon 680 100 120 120
## 542 484 Palkia Water Dragon 680 90 120 100
## 543 485 Heatran Fire Steel 600 91 90 106
## 544 486 Regigigas Normal 670 110 160 110
## 545 487 GiratinaAltered Forme Ghost Dragon 680 150 100 120
## 546 487 GiratinaOrigin Forme Ghost Dragon 680 150 120 100
## 547 488 Cresselia Psychic 600 120 70 120
## 548 489 Phione Water 480 80 80 80
## 549 490 Manaphy Water 600 100 100 100
## 550 491 Darkrai Dark 600 70 90 90
## 551 492 ShayminLand Forme Grass 600 100 100 100
## 552 492 ShayminSky Forme Grass Flying 600 100 103 75
## 553 493 Arceus Normal 720 120 120 120
## 554 494 Victini Psychic Fire 600 100 100 100
## 555 495 Snivy Grass 308 45 45 55
## 556 496 Servine Grass 413 60 60 75
## 557 497 Serperior Grass 528 75 75 95
## 558 498 Tepig Fire 308 65 63 45
## 559 499 Pignite Fire Fighting 418 90 93 55
## 560 500 Emboar Fire Fighting 528 110 123 65
## 561 501 Oshawott Water 308 55 55 45
## 562 502 Dewott Water 413 75 75 60
## 563 503 Samurott Water 528 95 100 85
## 564 504 Patrat Normal 255 45 55 39
## 565 505 Watchog Normal 420 60 85 69
## 566 506 Lillipup Normal 275 45 60 45
## 567 507 Herdier Normal 370 65 80 65
## 568 508 Stoutland Normal 500 85 110 90
## 569 509 Purrloin Dark 281 41 50 37
## 570 510 Liepard Dark 446 64 88 50
## 571 511 Pansage Grass 316 50 53 48
## 572 512 Simisage Grass 498 75 98 63
## 573 513 Pansear Fire 316 50 53 48
## 574 514 Simisear Fire 498 75 98 63
## 575 515 Panpour Water 316 50 53 48
## 576 516 Simipour Water 498 75 98 63
## 577 517 Munna Psychic 292 76 25 45
## 578 518 Musharna Psychic 487 116 55 85
## 579 519 Pidove Normal Flying 264 50 55 50
## 580 520 Tranquill Normal Flying 358 62 77 62
## 581 521 Unfezant Normal Flying 488 80 115 80
## 582 522 Blitzle Electric 295 45 60 32
## 583 523 Zebstrika Electric 497 75 100 63
## 584 524 Roggenrola Rock 280 55 75 85
## 585 525 Boldore Rock 390 70 105 105
## 586 526 Gigalith Rock 515 85 135 130
## 587 527 Woobat Psychic Flying 313 55 45 43
## 588 528 Swoobat Psychic Flying 425 67 57 55
## 589 529 Drilbur Ground 328 60 85 40
## 590 530 Excadrill Ground Steel 508 110 135 60
## 591 531 Audino Normal 445 103 60 86
## 592 531 AudinoMega Audino Normal Fairy 545 103 60 126
## 593 532 Timburr Fighting 305 75 80 55
## 594 533 Gurdurr Fighting 405 85 105 85
## 595 534 Conkeldurr Fighting 505 105 140 95
## 596 535 Tympole Water 294 50 50 40
## 597 536 Palpitoad Water Ground 384 75 65 55
## 598 537 Seismitoad Water Ground 509 105 95 75
## 599 538 Throh Fighting 465 120 100 85
## 600 539 Sawk Fighting 465 75 125 75
## 601 540 Sewaddle Bug Grass 310 45 53 70
## 602 541 Swadloon Bug Grass 380 55 63 90
## 603 542 Leavanny Bug Grass 500 75 103 80
## 604 543 Venipede Bug Poison 260 30 45 59
## 605 544 Whirlipede Bug Poison 360 40 55 99
## 606 545 Scolipede Bug Poison 485 60 100 89
## 607 546 Cottonee Grass Fairy 280 40 27 60
## 608 547 Whimsicott Grass Fairy 480 60 67 85
## 609 548 Petilil Grass 280 45 35 50
## 610 549 Lilligant Grass 480 70 60 75
## 611 550 Basculin Water 460 70 92 65
## 612 551 Sandile Ground Dark 292 50 72 35
## 613 552 Krokorok Ground Dark 351 60 82 45
## 614 553 Krookodile Ground Dark 519 95 117 80
## 615 554 Darumaka Fire 315 70 90 45
## 616 555 DarmanitanStandard Mode Fire 480 105 140 55
## 617 555 DarmanitanZen Mode Fire Psychic 540 105 30 105
## 618 556 Maractus Grass 461 75 86 67
## 619 557 Dwebble Bug Rock 325 50 65 85
## 620 558 Crustle Bug Rock 475 70 95 125
## 621 559 Scraggy Dark Fighting 348 50 75 70
## 622 560 Scrafty Dark Fighting 488 65 90 115
## 623 561 Sigilyph Psychic Flying 490 72 58 80
## 624 562 Yamask Ghost 303 38 30 85
## 625 563 Cofagrigus Ghost 483 58 50 145
## 626 564 Tirtouga Water Rock 355 54 78 103
## 627 565 Carracosta Water Rock 495 74 108 133
## 628 566 Archen Rock Flying 401 55 112 45
## 629 567 Archeops Rock Flying 567 75 140 65
## 630 568 Trubbish Poison 329 50 50 62
## 631 569 Garbodor Poison 474 80 95 82
## 632 570 Zorua Dark 330 40 65 40
## 633 571 Zoroark Dark 510 60 105 60
## 634 572 Minccino Normal 300 55 50 40
## 635 573 Cinccino Normal 470 75 95 60
## 636 574 Gothita Psychic 290 45 30 50
## 637 575 Gothorita Psychic 390 60 45 70
## 638 576 Gothitelle Psychic 490 70 55 95
## 639 577 Solosis Psychic 290 45 30 40
## 640 578 Duosion Psychic 370 65 40 50
## 641 579 Reuniclus Psychic 490 110 65 75
## 642 580 Ducklett Water Flying 305 62 44 50
## 643 581 Swanna Water Flying 473 75 87 63
## 644 582 Vanillite Ice 305 36 50 50
## 645 583 Vanillish Ice 395 51 65 65
## 646 584 Vanilluxe Ice 535 71 95 85
## 647 585 Deerling Normal Grass 335 60 60 50
## 648 586 Sawsbuck Normal Grass 475 80 100 70
## 649 587 Emolga Electric Flying 428 55 75 60
## 650 588 Karrablast Bug 315 50 75 45
## 651 589 Escavalier Bug Steel 495 70 135 105
## 652 590 Foongus Grass Poison 294 69 55 45
## 653 591 Amoonguss Grass Poison 464 114 85 70
## 654 592 Frillish Water Ghost 335 55 40 50
## 655 593 Jellicent Water Ghost 480 100 60 70
## 656 594 Alomomola Water 470 165 75 80
## 657 595 Joltik Bug Electric 319 50 47 50
## 658 596 Galvantula Bug Electric 472 70 77 60
## 659 597 Ferroseed Grass Steel 305 44 50 91
## 660 598 Ferrothorn Grass Steel 489 74 94 131
## 661 599 Klink Steel 300 40 55 70
## 662 600 Klang Steel 440 60 80 95
## 663 601 Klinklang Steel 520 60 100 115
## 664 602 Tynamo Electric 275 35 55 40
## 665 603 Eelektrik Electric 405 65 85 70
## 666 604 Eelektross Electric 515 85 115 80
## 667 605 Elgyem Psychic 335 55 55 55
## 668 606 Beheeyem Psychic 485 75 75 75
## 669 607 Litwick Ghost Fire 275 50 30 55
## 670 608 Lampent Ghost Fire 370 60 40 60
## 671 609 Chandelure Ghost Fire 520 60 55 90
## 672 610 Axew Dragon 320 46 87 60
## 673 611 Fraxure Dragon 410 66 117 70
## 674 612 Haxorus Dragon 540 76 147 90
## 675 613 Cubchoo Ice 305 55 70 40
## 676 614 Beartic Ice 485 95 110 80
## 677 615 Cryogonal Ice 485 70 50 30
## 678 616 Shelmet Bug 305 50 40 85
## 679 617 Accelgor Bug 495 80 70 40
## 680 618 Stunfisk Ground Electric 471 109 66 84
## 681 619 Mienfoo Fighting 350 45 85 50
## 682 620 Mienshao Fighting 510 65 125 60
## 683 621 Druddigon Dragon 485 77 120 90
## 684 622 Golett Ground Ghost 303 59 74 50
## 685 623 Golurk Ground Ghost 483 89 124 80
## 686 624 Pawniard Dark Steel 340 45 85 70
## 687 625 Bisharp Dark Steel 490 65 125 100
## 688 626 Bouffalant Normal 490 95 110 95
## 689 627 Rufflet Normal Flying 350 70 83 50
## 690 628 Braviary Normal Flying 510 100 123 75
## 691 629 Vullaby Dark Flying 370 70 55 75
## 692 630 Mandibuzz Dark Flying 510 110 65 105
## 693 631 Heatmor Fire 484 85 97 66
## 694 632 Durant Bug Steel 484 58 109 112
## 695 633 Deino Dark Dragon 300 52 65 50
## 696 634 Zweilous Dark Dragon 420 72 85 70
## 697 635 Hydreigon Dark Dragon 600 92 105 90
## 698 636 Larvesta Bug Fire 360 55 85 55
## 699 637 Volcarona Bug Fire 550 85 60 65
## 700 638 Cobalion Steel Fighting 580 91 90 129
## 701 639 Terrakion Rock Fighting 580 91 129 90
## 702 640 Virizion Grass Fighting 580 91 90 72
## 703 641 TornadusIncarnate Forme Flying 580 79 115 70
## 704 641 TornadusTherian Forme Flying 580 79 100 80
## 705 642 ThundurusIncarnate Forme Electric Flying 580 79 115 70
## 706 642 ThundurusTherian Forme Electric Flying 580 79 105 70
## 707 643 Reshiram Dragon Fire 680 100 120 100
## 708 644 Zekrom Dragon Electric 680 100 150 120
## 709 645 LandorusIncarnate Forme Ground Flying 600 89 125 90
## 710 645 LandorusTherian Forme Ground Flying 600 89 145 90
## 711 646 Kyurem Dragon Ice 660 125 130 90
## 712 646 KyuremBlack Kyurem Dragon Ice 700 125 170 100
## 713 646 KyuremWhite Kyurem Dragon Ice 700 125 120 90
## 714 647 KeldeoOrdinary Forme Water Fighting 580 91 72 90
## 715 647 KeldeoResolute Forme Water Fighting 580 91 72 90
## 716 648 MeloettaAria Forme Normal Psychic 600 100 77 77
## 717 648 MeloettaPirouette Forme Normal Fighting 600 100 128 90
## 718 649 Genesect Bug Steel 600 71 120 95
## 719 650 Chespin Grass 313 56 61 65
## 720 651 Quilladin Grass 405 61 78 95
## 721 652 Chesnaught Grass Fighting 530 88 107 122
## 722 653 Fennekin Fire 307 40 45 40
## 723 654 Braixen Fire 409 59 59 58
## 724 655 Delphox Fire Psychic 534 75 69 72
## 725 656 Froakie Water 314 41 56 40
## 726 657 Frogadier Water 405 54 63 52
## 727 658 Greninja Water Dark 530 72 95 67
## 728 659 Bunnelby Normal 237 38 36 38
## 729 660 Diggersby Normal Ground 423 85 56 77
## 730 661 Fletchling Normal Flying 278 45 50 43
## 731 662 Fletchinder Fire Flying 382 62 73 55
## 732 663 Talonflame Fire Flying 499 78 81 71
## 733 664 Scatterbug Bug 200 38 35 40
## 734 665 Spewpa Bug 213 45 22 60
## 735 666 Vivillon Bug Flying 411 80 52 50
## 736 667 Litleo Fire Normal 369 62 50 58
## 737 668 Pyroar Fire Normal 507 86 68 72
## 738 669 Flabébé Fairy 303 44 38 39
## 739 670 Floette Fairy 371 54 45 47
## 740 671 Florges Fairy 552 78 65 68
## 741 672 Skiddo Grass 350 66 65 48
## 742 673 Gogoat Grass 531 123 100 62
## 743 674 Pancham Fighting 348 67 82 62
## 744 675 Pangoro Fighting Dark 495 95 124 78
## 745 676 Furfrou Normal 472 75 80 60
## 746 677 Espurr Psychic 355 62 48 54
## 747 678 MeowsticMale Psychic 466 74 48 76
## 748 678 MeowsticFemale Psychic 466 74 48 76
## 749 679 Honedge Steel Ghost 325 45 80 100
## 750 680 Doublade Steel Ghost 448 59 110 150
## 751 681 AegislashBlade Forme Steel Ghost 520 60 150 50
## 752 681 AegislashShield Forme Steel Ghost 520 60 50 150
## 753 682 Spritzee Fairy 341 78 52 60
## 754 683 Aromatisse Fairy 462 101 72 72
## 755 684 Swirlix Fairy 341 62 48 66
## 756 685 Slurpuff Fairy 480 82 80 86
## 757 686 Inkay Dark Psychic 288 53 54 53
## 758 687 Malamar Dark Psychic 482 86 92 88
## 759 688 Binacle Rock Water 306 42 52 67
## 760 689 Barbaracle Rock Water 500 72 105 115
## 761 690 Skrelp Poison Water 320 50 60 60
## 762 691 Dragalge Poison Dragon 494 65 75 90
## 763 692 Clauncher Water 330 50 53 62
## 764 693 Clawitzer Water 500 71 73 88
## 765 694 Helioptile Electric Normal 289 44 38 33
## 766 695 Heliolisk Electric Normal 481 62 55 52
## 767 696 Tyrunt Rock Dragon 362 58 89 77
## 768 697 Tyrantrum Rock Dragon 521 82 121 119
## 769 698 Amaura Rock Ice 362 77 59 50
## 770 699 Aurorus Rock Ice 521 123 77 72
## 771 700 Sylveon Fairy 525 95 65 65
## 772 701 Hawlucha Fighting Flying 500 78 92 75
## 773 702 Dedenne Electric Fairy 431 67 58 57
## 774 703 Carbink Rock Fairy 500 50 50 150
## 775 704 Goomy Dragon 300 45 50 35
## 776 705 Sliggoo Dragon 452 68 75 53
## 777 706 Goodra Dragon 600 90 100 70
## 778 707 Klefki Steel Fairy 470 57 80 91
## 779 708 Phantump Ghost Grass 309 43 70 48
## 780 709 Trevenant Ghost Grass 474 85 110 76
## 781 710 PumpkabooAverage Size Ghost Grass 335 49 66 70
## 782 710 PumpkabooSmall Size Ghost Grass 335 44 66 70
## 783 710 PumpkabooLarge Size Ghost Grass 335 54 66 70
## 784 710 PumpkabooSuper Size Ghost Grass 335 59 66 70
## 785 711 GourgeistAverage Size Ghost Grass 494 65 90 122
## 786 711 GourgeistSmall Size Ghost Grass 494 55 85 122
## 787 711 GourgeistLarge Size Ghost Grass 494 75 95 122
## 788 711 GourgeistSuper Size Ghost Grass 494 85 100 122
## 789 712 Bergmite Ice 304 55 69 85
## 790 713 Avalugg Ice 514 95 117 184
## 791 714 Noibat Flying Dragon 245 40 30 35
## 792 715 Noivern Flying Dragon 535 85 70 80
## 793 716 Xerneas Fairy 680 126 131 95
## 794 717 Yveltal Dark Flying 680 126 131 95
## 795 718 Zygarde50% Forme Dragon Ground 600 108 100 121
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## 797 719 DiancieMega Diancie Rock Fairy 700 50 160 110
## 798 720 HoopaHoopa Confined Psychic Ghost 600 80 110 60
## 799 720 HoopaHoopa Unbound Psychic Dark 680 80 160 60
## 800 721 Volcanion Fire Water 600 80 110 120
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## 792 97 80 123 6 False
## 793 131 98 99 6 True
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## 795 81 95 95 6 True
## 796 100 150 50 6 True
## 797 160 110 110 6 True
## 798 150 130 70 6 True
## 799 170 130 80 6 True
## 800 130 90 70 6 True#rename file
pokemon123 <- read.csv("Pokemon.csv")View(pokemon123)
#Inspecting the data
str(pokemon123)## 'data.frame': 800 obs. of 13 variables:
## $ X. : int 1 2 3 3 4 5 6 6 6 7 ...
## $ Name : chr "Bulbasaur" "Ivysaur" "Venusaur" "VenusaurMega Venusaur" ...
## $ Type.1 : chr "Grass" "Grass" "Grass" "Grass" ...
## $ Type.2 : chr "Poison" "Poison" "Poison" "Poison" ...
## $ Total : int 318 405 525 625 309 405 534 634 634 314 ...
## $ HP : int 45 60 80 80 39 58 78 78 78 44 ...
## $ Attack : int 49 62 82 100 52 64 84 130 104 48 ...
## $ Defense : int 49 63 83 123 43 58 78 111 78 65 ...
## $ Sp..Atk : int 65 80 100 122 60 80 109 130 159 50 ...
## $ Sp..Def : int 65 80 100 120 50 65 85 85 115 64 ...
## $ Speed : int 45 60 80 80 65 80 100 100 100 43 ...
## $ Generation: int 1 1 1 1 1 1 1 1 1 1 ...
## $ Legendary : chr "False" "False" "False" "False" ...pokemon123 %>% colnames() ## [1] "X." "Name" "Type.1" "Type.2" "Total"
## [6] "HP" "Attack" "Defense" "Sp..Atk" "Sp..Def"
## [11] "Speed" "Generation" "Legendary"#Renaming columns
#rename column X to Number on Pokedex Number
#rename Sp..Atk to Special Attack
#rename Sp..Def to Special Defense
pokemon123 <- pokemon123 %>% rename("Pokedex Number" = "X.",
"Special Attack" = "Sp..Atk",
"Special Defense" = "Sp..Def")#unique values for qualitative variables
unique(pokemon123$Type.1)## [1] "Grass" "Fire" "Water" "Bug" "Normal" "Poison"
## [7] "Electric" "Ground" "Fairy" "Fighting" "Psychic" "Rock"
## [13] "Ghost" "Ice" "Dragon" "Dark" "Steel" "Flying"unique(pokemon123$Type.2)## [1] "Poison" "" "Flying" "Dragon" "Ground" "Fairy"
## [7] "Grass" "Fighting" "Psychic" "Steel" "Ice" "Rock"
## [13] "Dark" "Water" "Electric" "Fire" "Ghost" "Bug"
## [19] "Normal"#replace value
pokemon123$Type.2[pokemon123$Type.2 == ""] <- NA
# Check if all "" is replace with missing value (NA)
unique(pokemon123$Type.2)## [1] "Poison" NA "Flying" "Dragon" "Ground" "Fairy"
## [7] "Grass" "Fighting" "Psychic" "Steel" "Ice" "Rock"
## [13] "Dark" "Water" "Electric" "Fire" "Ghost" "Bug"
## [19] "Normal"#Factor qualitative variables
pokemon123$Type.1 <- factor(pokemon123$Type.1)
pokemon123$Type.2 <- factor(pokemon123$Type.2)
pokemon123$Legendary <- factor(pokemon123$Legendary)
# check str() on the change
pokemon123 %>% str()## 'data.frame': 800 obs. of 13 variables:
## $ Pokedex Number : int 1 2 3 3 4 5 6 6 6 7 ...
## $ Name : chr "Bulbasaur" "Ivysaur" "Venusaur" "VenusaurMega Venusaur" ...
## $ Type.1 : Factor w/ 18 levels "Bug","Dark","Dragon",..: 10 10 10 10 7 7 7 7 7 18 ...
## $ Type.2 : Factor w/ 18 levels "Bug","Dark","Dragon",..: 14 14 14 14 NA NA 8 3 8 NA ...
## $ Total : int 318 405 525 625 309 405 534 634 634 314 ...
## $ HP : int 45 60 80 80 39 58 78 78 78 44 ...
## $ Attack : int 49 62 82 100 52 64 84 130 104 48 ...
## $ Defense : int 49 63 83 123 43 58 78 111 78 65 ...
## $ Special Attack : int 65 80 100 122 60 80 109 130 159 50 ...
## $ Special Defense: int 65 80 100 120 50 65 85 85 115 64 ...
## $ Speed : int 45 60 80 80 65 80 100 100 100 43 ...
## $ Generation : int 1 1 1 1 1 1 1 1 1 1 ...
## $ Legendary : Factor w/ 2 levels "False","True": 1 1 1 1 1 1 1 1 1 1 ...#Count pokemon for each type 1, type 2, and if their generation
pokemon123 %>% count(Type.1, Type.2, Generation)## Type.1 Type.2 Generation n
## 1 Bug Electric 5 2
## 2 Bug Fighting 2 2
## 3 Bug Fire 5 2
## 4 Bug Flying 1 3
## 5 Bug Flying 2 3
## 6 Bug Flying 3 3
## 7 Bug Flying 4 4
## 8 Bug Flying 6 1
## 9 Bug Ghost 3 1
## 10 Bug Grass 1 2
## 11 Bug Grass 4 1
## 12 Bug Grass 5 3
## 13 Bug Ground 3 1
## 14 Bug Ground 4 1
## 15 Bug Poison 1 6
## 16 Bug Poison 2 2
## 17 Bug Poison 3 1
## 18 Bug Poison 5 3
## 19 Bug Rock 2 1
## 20 Bug Rock 5 2
## 21 Bug Steel 2 3
## 22 Bug Steel 4 1
## 23 Bug Steel 5 3
## 24 Bug Water 3 1
## 25 Bug <NA> 1 3
## 26 Bug <NA> 2 1
## 27 Bug <NA> 3 5
## 28 Bug <NA> 4 3
## 29 Bug <NA> 5 3
## 30 Bug <NA> 6 2
## 31 Dark Dragon 5 3
## 32 Dark Fighting 5 2
## 33 Dark Fire 2 3
## 34 Dark Flying 2 1
## 35 Dark Flying 4 1
## 36 Dark Flying 5 2
## 37 Dark Flying 6 1
## 38 Dark Ghost 3 2
## 39 Dark Ice 2 1
## 40 Dark Ice 4 1
## 41 Dark Psychic 6 2
## 42 Dark Steel 5 2
## 43 Dark <NA> 2 1
## 44 Dark <NA> 3 4
## 45 Dark <NA> 4 1
## 46 Dark <NA> 5 4
## 47 Dragon Electric 5 1
## 48 Dragon Fairy 3 1
## 49 Dragon Fire 5 1
## 50 Dragon Flying 1 1
## 51 Dragon Flying 3 5
## 52 Dragon Ground 4 4
## 53 Dragon Ground 6 1
## 54 Dragon Ice 5 3
## 55 Dragon Psychic 3 4
## 56 Dragon <NA> 1 2
## 57 Dragon <NA> 3 2
## 58 Dragon <NA> 5 4
## 59 Dragon <NA> 6 3
## 60 Electric Dragon 2 1
## 61 Electric Fairy 6 1
## 62 Electric Fire 4 1
## 63 Electric Flying 1 1
## 64 Electric Flying 4 1
## 65 Electric Flying 5 3
## 66 Electric Ghost 4 1
## 67 Electric Grass 4 1
## 68 Electric Ice 4 1
## 69 Electric Normal 6 2
## 70 Electric Steel 1 2
## 71 Electric Steel 4 1
## 72 Electric Water 4 1
## 73 Electric <NA> 1 6
## 74 Electric <NA> 2 6
## 75 Electric <NA> 3 5
## 76 Electric <NA> 4 5
## 77 Electric <NA> 5 5
## 78 Fairy Flying 2 1
## 79 Fairy Flying 4 1
## 80 Fairy <NA> 1 2
## 81 Fairy <NA> 2 4
## 82 Fairy <NA> 6 9
## 83 Fighting Dark 6 1
## 84 Fighting Flying 6 1
## 85 Fighting Psychic 3 3
## 86 Fighting Steel 4 2
## 87 Fighting <NA> 1 7
## 88 Fighting <NA> 2 2
## 89 Fighting <NA> 3 2
## 90 Fighting <NA> 4 1
## 91 Fighting <NA> 5 7
## 92 Fighting <NA> 6 1
## 93 Fire Dragon 1 1
## 94 Fire Fighting 3 3
## 95 Fire Fighting 4 2
## 96 Fire Fighting 5 2
## 97 Fire Flying 1 3
## 98 Fire Flying 2 1
## 99 Fire Flying 6 2
## 100 Fire Ground 3 3
## 101 Fire Normal 6 2
## 102 Fire Psychic 5 1
## 103 Fire Psychic 6 1
## 104 Fire Rock 2 1
## 105 Fire Steel 4 1
## 106 Fire Water 6 1
## 107 Fire <NA> 1 10
## 108 Fire <NA> 2 6
## 109 Fire <NA> 3 2
## 110 Fire <NA> 4 2
## 111 Fire <NA> 5 6
## 112 Fire <NA> 6 2
## 113 Flying Dragon 6 2
## 114 Flying <NA> 5 2
## 115 Ghost Dark 4 1
## 116 Ghost Dragon 4 2
## 117 Ghost Fire 5 3
## 118 Ghost Flying 4 2
## 119 Ghost Grass 6 10
## 120 Ghost Poison 1 4
## 121 Ghost <NA> 2 1
## 122 Ghost <NA> 3 5
## 123 Ghost <NA> 4 2
## 124 Ghost <NA> 5 2
## 125 Grass Dark 3 3
## 126 Grass Dragon 3 1
## 127 Grass Fairy 5 2
## 128 Grass Fighting 3 1
## 129 Grass Fighting 5 1
## 130 Grass Fighting 6 1
## 131 Grass Flying 2 3
## 132 Grass Flying 3 1
## 133 Grass Flying 4 1
## 134 Grass Ground 4 1
## 135 Grass Ice 4 3
## 136 Grass Poison 1 10
## 137 Grass Poison 3 1
## 138 Grass Poison 4 2
## 139 Grass Poison 5 2
## 140 Grass Psychic 1 2
## 141 Grass Steel 5 2
## 142 Grass <NA> 1 1
## 143 Grass <NA> 2 6
## 144 Grass <NA> 3 6
## 145 Grass <NA> 4 8
## 146 Grass <NA> 5 8
## 147 Grass <NA> 6 4
## 148 Ground Dark 5 3
## 149 Ground Dragon 3 2
## 150 Ground Electric 5 1
## 151 Ground Fire 3 1
## 152 Ground Flying 2 1
## 153 Ground Flying 4 1
## 154 Ground Flying 5 2
## 155 Ground Ghost 5 2
## 156 Ground Psychic 3 2
## 157 Ground Rock 1 2
## 158 Ground Rock 4 1
## 159 Ground Steel 5 1
## 160 Ground <NA> 1 6
## 161 Ground <NA> 2 2
## 162 Ground <NA> 3 2
## 163 Ground <NA> 4 2
## 164 Ground <NA> 5 1
## 165 Ice Flying 1 1
## 166 Ice Flying 2 1
## 167 Ice Ghost 4 1
## 168 Ice Ground 2 2
## 169 Ice Ground 4 1
## 170 Ice Psychic 1 1
## 171 Ice Psychic 2 1
## 172 Ice Water 3 3
## 173 Ice <NA> 3 4
## 174 Ice <NA> 4 1
## 175 Ice <NA> 5 6
## 176 Ice <NA> 6 2
## 177 Normal Fairy 1 2
## 178 Normal Fairy 2 1
## 179 Normal Fairy 3 1
## 180 Normal Fairy 5 1
## 181 Normal Fighting 4 1
## 182 Normal Fighting 5 1
## 183 Normal Flying 1 9
## 184 Normal Flying 2 2
## 185 Normal Flying 3 3
## 186 Normal Flying 4 4
## 187 Normal Flying 5 5
## 188 Normal Flying 6 1
## 189 Normal Grass 5 2
## 190 Normal Ground 6 1
## 191 Normal Psychic 2 1
## 192 Normal Psychic 5 1
## 193 Normal Water 4 1
## 194 Normal <NA> 1 13
## 195 Normal <NA> 2 11
## 196 Normal <NA> 3 14
## 197 Normal <NA> 4 12
## 198 Normal <NA> 5 9
## 199 Normal <NA> 6 2
## 200 Poison Bug 4 1
## 201 Poison Dark 4 3
## 202 Poison Dragon 6 1
## 203 Poison Fighting 4 2
## 204 Poison Flying 1 2
## 205 Poison Flying 2 1
## 206 Poison Ground 1 2
## 207 Poison Water 6 1
## 208 Poison <NA> 1 10
## 209 Poison <NA> 3 3
## 210 Poison <NA> 5 2
## 211 Psychic Dark 6 1
## 212 Psychic Fairy 1 1
## 213 Psychic Fairy 3 4
## 214 Psychic Fairy 4 1
## 215 Psychic Fighting 1 1
## 216 Psychic Fighting 4 2
## 217 Psychic Fire 5 1
## 218 Psychic Flying 2 3
## 219 Psychic Flying 5 3
## 220 Psychic Ghost 6 1
## 221 Psychic Grass 2 1
## 222 Psychic <NA> 1 9
## 223 Psychic <NA> 2 3
## 224 Psychic <NA> 3 8
## 225 Psychic <NA> 4 5
## 226 Psychic <NA> 5 10
## 227 Psychic <NA> 6 3
## 228 Rock Bug 3 2
## 229 Rock Dark 2 2
## 230 Rock Dragon 6 2
## 231 Rock Fairy 6 3
## 232 Rock Fighting 5 1
## 233 Rock Flying 1 2
## 234 Rock Flying 5 2
## 235 Rock Grass 3 2
## 236 Rock Ground 1 4
## 237 Rock Ground 2 2
## 238 Rock Ice 6 2
## 239 Rock Psychic 3 2
## 240 Rock Steel 4 3
## 241 Rock Water 1 4
## 242 Rock Water 6 2
## 243 Rock <NA> 2 1
## 244 Rock <NA> 3 2
## 245 Rock <NA> 4 3
## 246 Rock <NA> 5 3
## 247 Steel Dragon 4 1
## 248 Steel Fairy 3 2
## 249 Steel Fairy 6 1
## 250 Steel Fighting 5 1
## 251 Steel Flying 2 1
## 252 Steel Ghost 6 4
## 253 Steel Ground 2 2
## 254 Steel Psychic 3 5
## 255 Steel Psychic 4 2
## 256 Steel Rock 3 3
## 257 Steel <NA> 3 2
## 258 Steel <NA> 5 3
## 259 Water Dark 1 1
## 260 Water Dark 3 4
## 261 Water Dark 6 1
## 262 Water Dragon 2 1
## 263 Water Dragon 4 1
## 264 Water Electric 2 2
## 265 Water Fairy 2 2
## 266 Water Fighting 1 1
## 267 Water Fighting 5 2
## 268 Water Flying 1 1
## 269 Water Flying 2 1
## 270 Water Flying 3 2
## 271 Water Flying 4 1
## 272 Water Flying 5 2
## 273 Water Ghost 5 2
## 274 Water Grass 3 3
## 275 Water Ground 2 2
## 276 Water Ground 3 5
## 277 Water Ground 4 1
## 278 Water Ground 5 2
## 279 Water Ice 1 3
## 280 Water Poison 1 2
## 281 Water Poison 2 1
## 282 Water Psychic 1 4
## 283 Water Psychic 2 1
## 284 Water Rock 2 1
## 285 Water Rock 3 1
## 286 Water Rock 5 2
## 287 Water Steel 4 1
## 288 Water <NA> 1 19
## 289 Water <NA> 2 7
## 290 Water <NA> 3 12
## 291 Water <NA> 4 9
## 292 Water <NA> 5 8
## 293 Water <NA> 6 4#Count pokemon for each type 1, type 2, and if their legendary
pokemon123 %>% count(Type.1, Type.2, Legendary)## Type.1 Type.2 Legendary n
## 1 Bug Electric False 2
## 2 Bug Fighting False 2
## 3 Bug Fire False 2
## 4 Bug Flying False 14
## 5 Bug Ghost False 1
## 6 Bug Grass False 6
## 7 Bug Ground False 2
## 8 Bug Poison False 12
## 9 Bug Rock False 3
## 10 Bug Steel False 7
## 11 Bug Water False 1
## 12 Bug <NA> False 17
## 13 Dark Dragon False 3
## 14 Dark Fighting False 2
## 15 Dark Fire False 3
## 16 Dark Flying False 4
## 17 Dark Flying True 1
## 18 Dark Ghost False 2
## 19 Dark Ice False 2
## 20 Dark Psychic False 2
## 21 Dark Steel False 2
## 22 Dark <NA> False 9
## 23 Dark <NA> True 1
## 24 Dragon Electric True 1
## 25 Dragon Fairy False 1
## 26 Dragon Fire True 1
## 27 Dragon Flying False 4
## 28 Dragon Flying True 2
## 29 Dragon Ground False 4
## 30 Dragon Ground True 1
## 31 Dragon Ice True 3
## 32 Dragon Psychic True 4
## 33 Dragon <NA> False 11
## 34 Electric Dragon False 1
## 35 Electric Fairy False 1
## 36 Electric Fire False 1
## 37 Electric Flying False 2
## 38 Electric Flying True 3
## 39 Electric Ghost False 1
## 40 Electric Grass False 1
## 41 Electric Ice False 1
## 42 Electric Normal False 2
## 43 Electric Steel False 3
## 44 Electric Water False 1
## 45 Electric <NA> False 26
## 46 Electric <NA> True 1
## 47 Fairy Flying False 2
## 48 Fairy <NA> False 14
## 49 Fairy <NA> True 1
## 50 Fighting Dark False 1
## 51 Fighting Flying False 1
## 52 Fighting Psychic False 3
## 53 Fighting Steel False 2
## 54 Fighting <NA> False 20
## 55 Fire Dragon False 1
## 56 Fire Fighting False 7
## 57 Fire Flying False 4
## 58 Fire Flying True 2
## 59 Fire Ground False 3
## 60 Fire Normal False 2
## 61 Fire Psychic False 2
## 62 Fire Rock False 1
## 63 Fire Steel True 1
## 64 Fire Water True 1
## 65 Fire <NA> False 27
## 66 Fire <NA> True 1
## 67 Flying Dragon False 2
## 68 Flying <NA> True 2
## 69 Ghost Dark False 1
## 70 Ghost Dragon True 2
## 71 Ghost Fire False 3
## 72 Ghost Flying False 2
## 73 Ghost Grass False 10
## 74 Ghost Poison False 4
## 75 Ghost <NA> False 10
## 76 Grass Dark False 3
## 77 Grass Dragon False 1
## 78 Grass Fairy False 2
## 79 Grass Fighting False 2
## 80 Grass Fighting True 1
## 81 Grass Flying False 4
## 82 Grass Flying True 1
## 83 Grass Ground False 1
## 84 Grass Ice False 3
## 85 Grass Poison False 15
## 86 Grass Psychic False 2
## 87 Grass Steel False 2
## 88 Grass <NA> False 32
## 89 Grass <NA> True 1
## 90 Ground Dark False 3
## 91 Ground Dragon False 2
## 92 Ground Electric False 1
## 93 Ground Fire True 1
## 94 Ground Flying False 2
## 95 Ground Flying True 2
## 96 Ground Ghost False 2
## 97 Ground Psychic False 2
## 98 Ground Rock False 3
## 99 Ground Steel False 1
## 100 Ground <NA> False 12
## 101 Ground <NA> True 1
## 102 Ice Flying False 1
## 103 Ice Flying True 1
## 104 Ice Ghost False 1
## 105 Ice Ground False 3
## 106 Ice Psychic False 2
## 107 Ice Water False 3
## 108 Ice <NA> False 12
## 109 Ice <NA> True 1
## 110 Normal Fairy False 5
## 111 Normal Fighting False 2
## 112 Normal Flying False 24
## 113 Normal Grass False 2
## 114 Normal Ground False 1
## 115 Normal Psychic False 2
## 116 Normal Water False 1
## 117 Normal <NA> False 59
## 118 Normal <NA> True 2
## 119 Poison Bug False 1
## 120 Poison Dark False 3
## 121 Poison Dragon False 1
## 122 Poison Fighting False 2
## 123 Poison Flying False 3
## 124 Poison Ground False 2
## 125 Poison Water False 1
## 126 Poison <NA> False 15
## 127 Psychic Dark True 1
## 128 Psychic Fairy False 6
## 129 Psychic Fighting False 2
## 130 Psychic Fighting True 1
## 131 Psychic Fire True 1
## 132 Psychic Flying False 5
## 133 Psychic Flying True 1
## 134 Psychic Ghost True 1
## 135 Psychic Grass False 1
## 136 Psychic <NA> False 29
## 137 Psychic <NA> True 9
## 138 Rock Bug False 2
## 139 Rock Dark False 2
## 140 Rock Dragon False 2
## 141 Rock Fairy False 1
## 142 Rock Fairy True 2
## 143 Rock Fighting True 1
## 144 Rock Flying False 4
## 145 Rock Grass False 2
## 146 Rock Ground False 6
## 147 Rock Ice False 2
## 148 Rock Psychic False 2
## 149 Rock Steel False 3
## 150 Rock Water False 6
## 151 Rock <NA> False 8
## 152 Rock <NA> True 1
## 153 Steel Dragon True 1
## 154 Steel Fairy False 3
## 155 Steel Fighting True 1
## 156 Steel Flying False 1
## 157 Steel Ghost False 4
## 158 Steel Ground False 2
## 159 Steel Psychic False 6
## 160 Steel Psychic True 1
## 161 Steel Rock False 3
## 162 Steel <NA> False 4
## 163 Steel <NA> True 1
## 164 Water Dark False 6
## 165 Water Dragon False 1
## 166 Water Dragon True 1
## 167 Water Electric False 2
## 168 Water Fairy False 2
## 169 Water Fighting False 3
## 170 Water Flying False 7
## 171 Water Ghost False 2
## 172 Water Grass False 3
## 173 Water Ground False 10
## 174 Water Ice False 3
## 175 Water Poison False 3
## 176 Water Psychic False 5
## 177 Water Rock False 4
## 178 Water Steel False 1
## 179 Water <NA> False 56
## 180 Water <NA> True 3#Dropping missing value
pokemon123 %>% na.omit()## Pokedex Number Name Type.1 Type.2 Total HP Attack
## 1 1 Bulbasaur Grass Poison 318 45 49
## 2 2 Ivysaur Grass Poison 405 60 62
## 3 3 Venusaur Grass Poison 525 80 82
## 4 3 VenusaurMega Venusaur Grass Poison 625 80 100
## 7 6 Charizard Fire Flying 534 78 84
## 8 6 CharizardMega Charizard X Fire Dragon 634 78 130
## 9 6 CharizardMega Charizard Y Fire Flying 634 78 104
## 16 12 Butterfree Bug Flying 395 60 45
## 17 13 Weedle Bug Poison 195 40 35
## 18 14 Kakuna Bug Poison 205 45 25
## 19 15 Beedrill Bug Poison 395 65 90
## 20 15 BeedrillMega Beedrill Bug Poison 495 65 150
## 21 16 Pidgey Normal Flying 251 40 45
## 22 17 Pidgeotto Normal Flying 349 63 60
## 23 18 Pidgeot Normal Flying 479 83 80
## 24 18 PidgeotMega Pidgeot Normal Flying 579 83 80
## 27 21 Spearow Normal Flying 262 40 60
## 28 22 Fearow Normal Flying 442 65 90
## 37 31 Nidoqueen Poison Ground 505 90 92
## 40 34 Nidoking Poison Ground 505 81 102
## 45 39 Jigglypuff Normal Fairy 270 115 45
## 46 40 Wigglytuff Normal Fairy 435 140 70
## 47 41 Zubat Poison Flying 245 40 45
## 48 42 Golbat Poison Flying 455 75 80
## 49 43 Oddish Grass Poison 320 45 50
## 50 44 Gloom Grass Poison 395 60 65
## 51 45 Vileplume Grass Poison 490 75 80
## 52 46 Paras Bug Grass 285 35 70
## 53 47 Parasect Bug Grass 405 60 95
## 54 48 Venonat Bug Poison 305 60 55
## 55 49 Venomoth Bug Poison 450 70 65
## 68 62 Poliwrath Water Fighting 510 90 95
## 76 69 Bellsprout Grass Poison 300 50 75
## 77 70 Weepinbell Grass Poison 390 65 90
## 78 71 Victreebel Grass Poison 490 80 105
## 79 72 Tentacool Water Poison 335 40 40
## 80 73 Tentacruel Water Poison 515 80 70
## 81 74 Geodude Rock Ground 300 40 80
## 82 75 Graveler Rock Ground 390 55 95
## 83 76 Golem Rock Ground 495 80 120
## 86 79 Slowpoke Water Psychic 315 90 65
## 87 80 Slowbro Water Psychic 490 95 75
## 88 80 SlowbroMega Slowbro Water Psychic 590 95 75
## 89 81 Magnemite Electric Steel 325 25 35
## 90 82 Magneton Electric Steel 465 50 60
## 91 83 Farfetch'd Normal Flying 352 52 65
## 92 84 Doduo Normal Flying 310 35 85
## 93 85 Dodrio Normal Flying 460 60 110
## 95 87 Dewgong Water Ice 475 90 70
## 99 91 Cloyster Water Ice 525 50 95
## 100 92 Gastly Ghost Poison 310 30 35
## 101 93 Haunter Ghost Poison 405 45 50
## 102 94 Gengar Ghost Poison 500 60 65
## 103 94 GengarMega Gengar Ghost Poison 600 60 65
## 104 95 Onix Rock Ground 385 35 45
## 111 102 Exeggcute Grass Psychic 325 60 40
## 112 103 Exeggutor Grass Psychic 520 95 95
## 120 111 Rhyhorn Ground Rock 345 80 85
## 121 112 Rhydon Ground Rock 485 105 130
## 131 121 Starmie Water Psychic 520 60 75
## 132 122 Mr. Mime Psychic Fairy 460 40 45
## 133 123 Scyther Bug Flying 500 70 110
## 134 124 Jynx Ice Psychic 455 65 50
## 138 127 PinsirMega Pinsir Bug Flying 600 65 155
## 141 130 Gyarados Water Flying 540 95 125
## 142 130 GyaradosMega Gyarados Water Dark 640 95 155
## 143 131 Lapras Water Ice 535 130 85
## 150 138 Omanyte Rock Water 355 35 40
## 151 139 Omastar Rock Water 495 70 60
## 152 140 Kabuto Rock Water 355 30 80
## 153 141 Kabutops Rock Water 495 60 115
## 154 142 Aerodactyl Rock Flying 515 80 105
## 155 142 AerodactylMega Aerodactyl Rock Flying 615 80 135
## 157 144 Articuno Ice Flying 580 90 85
## 158 145 Zapdos Electric Flying 580 90 90
## 159 146 Moltres Fire Flying 580 90 100
## 162 149 Dragonite Dragon Flying 600 91 134
## 164 150 MewtwoMega Mewtwo X Psychic Fighting 780 106 190
## 178 163 Hoothoot Normal Flying 262 60 30
## 179 164 Noctowl Normal Flying 442 100 50
## 180 165 Ledyba Bug Flying 265 40 20
## 181 166 Ledian Bug Flying 390 55 35
## 182 167 Spinarak Bug Poison 250 40 60
## 183 168 Ariados Bug Poison 390 70 90
## 184 169 Crobat Poison Flying 535 85 90
## 185 170 Chinchou Water Electric 330 75 38
## 186 171 Lanturn Water Electric 460 125 58
## 189 174 Igglybuff Normal Fairy 210 90 30
## 191 176 Togetic Fairy Flying 405 55 40
## 192 177 Natu Psychic Flying 320 40 50
## 193 178 Xatu Psychic Flying 470 65 75
## 197 181 AmpharosMega Ampharos Electric Dragon 610 90 95
## 199 183 Marill Water Fairy 250 70 20
## 200 184 Azumarill Water Fairy 420 100 50
## 203 187 Hoppip Grass Flying 250 35 35
## 204 188 Skiploom Grass Flying 340 55 45
## 205 189 Jumpluff Grass Flying 460 75 55
## 209 193 Yanma Bug Flying 390 65 65
## 210 194 Wooper Water Ground 210 55 45
## 211 195 Quagsire Water Ground 430 95 85
## 214 198 Murkrow Dark Flying 405 60 85
## 215 199 Slowking Water Psychic 490 95 75
## 219 203 Girafarig Normal Psychic 455 70 80
## 221 205 Forretress Bug Steel 465 75 90
## 223 207 Gligar Ground Flying 430 65 75
## 224 208 Steelix Steel Ground 510 75 85
## 225 208 SteelixMega Steelix Steel Ground 610 75 125
## 228 211 Qwilfish Water Poison 430 65 95
## 229 212 Scizor Bug Steel 500 70 130
## 230 212 ScizorMega Scizor Bug Steel 600 70 150
## 231 213 Shuckle Bug Rock 505 20 10
## 232 214 Heracross Bug Fighting 500 80 125
## 233 214 HeracrossMega Heracross Bug Fighting 600 80 185
## 234 215 Sneasel Dark Ice 430 55 95
## 238 219 Magcargo Fire Rock 410 50 50
## 239 220 Swinub Ice Ground 250 50 50
## 240 221 Piloswine Ice Ground 450 100 100
## 241 222 Corsola Water Rock 380 55 55
## 244 225 Delibird Ice Flying 330 45 55
## 245 226 Mantine Water Flying 465 65 40
## 246 227 Skarmory Steel Flying 465 65 80
## 247 228 Houndour Dark Fire 330 45 60
## 248 229 Houndoom Dark Fire 500 75 90
## 249 229 HoundoomMega Houndoom Dark Fire 600 75 90
## 250 230 Kingdra Water Dragon 540 75 95
## 258 238 Smoochum Ice Psychic 305 45 30
## 266 246 Larvitar Rock Ground 300 50 64
## 267 247 Pupitar Rock Ground 410 70 84
## 268 248 Tyranitar Rock Dark 600 100 134
## 269 248 TyranitarMega Tyranitar Rock Dark 700 100 164
## 270 249 Lugia Psychic Flying 680 106 90
## 271 250 Ho-oh Fire Flying 680 106 130
## 272 251 Celebi Psychic Grass 600 100 100
## 276 254 SceptileMega Sceptile Grass Dragon 630 70 110
## 278 256 Combusken Fire Fighting 405 60 85
## 279 257 Blaziken Fire Fighting 530 80 120
## 280 257 BlazikenMega Blaziken Fire Fighting 630 80 160
## 282 259 Marshtomp Water Ground 405 70 85
## 283 260 Swampert Water Ground 535 100 110
## 284 260 SwampertMega Swampert Water Ground 635 100 150
## 291 267 Beautifly Bug Flying 395 60 70
## 293 269 Dustox Bug Poison 385 60 50
## 294 270 Lotad Water Grass 220 40 30
## 295 271 Lombre Water Grass 340 60 50
## 296 272 Ludicolo Water Grass 480 80 70
## 298 274 Nuzleaf Grass Dark 340 70 70
## 299 275 Shiftry Grass Dark 480 90 100
## 300 276 Taillow Normal Flying 270 40 55
## 301 277 Swellow Normal Flying 430 60 85
## 302 278 Wingull Water Flying 270 40 30
## 303 279 Pelipper Water Flying 430 60 50
## 304 280 Ralts Psychic Fairy 198 28 25
## 305 281 Kirlia Psychic Fairy 278 38 35
## 306 282 Gardevoir Psychic Fairy 518 68 65
## 307 282 GardevoirMega Gardevoir Psychic Fairy 618 68 85
## 308 283 Surskit Bug Water 269 40 30
## 309 284 Masquerain Bug Flying 414 70 60
## 311 286 Breloom Grass Fighting 460 60 130
## 315 290 Nincada Bug Ground 266 31 45
## 316 291 Ninjask Bug Flying 456 61 90
## 317 292 Shedinja Bug Ghost 236 1 90
## 323 298 Azurill Normal Fairy 190 50 20
## 327 302 Sableye Dark Ghost 380 50 75
## 328 302 SableyeMega Sableye Dark Ghost 480 50 85
## 329 303 Mawile Steel Fairy 380 50 85
## 330 303 MawileMega Mawile Steel Fairy 480 50 105
## 331 304 Aron Steel Rock 330 50 70
## 332 305 Lairon Steel Rock 430 60 90
## 333 306 Aggron Steel Rock 530 70 110
## 335 307 Meditite Fighting Psychic 280 30 40
## 336 308 Medicham Fighting Psychic 410 60 60
## 337 308 MedichamMega Medicham Fighting Psychic 510 60 100
## 345 315 Roselia Grass Poison 400 50 60
## 348 318 Carvanha Water Dark 305 45 90
## 349 319 Sharpedo Water Dark 460 70 120
## 350 319 SharpedoMega Sharpedo Water Dark 560 70 140
## 353 322 Numel Fire Ground 305 60 60
## 354 323 Camerupt Fire Ground 460 70 100
## 355 323 CameruptMega Camerupt Fire Ground 560 70 120
## 361 329 Vibrava Ground Dragon 340 50 70
## 362 330 Flygon Ground Dragon 520 80 100
## 364 332 Cacturne Grass Dark 475 70 115
## 365 333 Swablu Normal Flying 310 45 40
## 366 334 Altaria Dragon Flying 490 75 70
## 367 334 AltariaMega Altaria Dragon Fairy 590 75 110
## 370 337 Lunatone Rock Psychic 440 70 55
## 371 338 Solrock Rock Psychic 440 70 95
## 372 339 Barboach Water Ground 288 50 48
## 373 340 Whiscash Water Ground 468 110 78
## 375 342 Crawdaunt Water Dark 468 63 120
## 376 343 Baltoy Ground Psychic 300 40 40
## 377 344 Claydol Ground Psychic 500 60 70
## 378 345 Lileep Rock Grass 355 66 41
## 379 346 Cradily Rock Grass 495 86 81
## 380 347 Anorith Rock Bug 355 45 95
## 381 348 Armaldo Rock Bug 495 75 125
## 391 357 Tropius Grass Flying 460 99 68
## 399 363 Spheal Ice Water 290 70 40
## 400 364 Sealeo Ice Water 410 90 60
## 401 365 Walrein Ice Water 530 110 80
## 405 369 Relicanth Water Rock 485 100 90
## 409 373 Salamence Dragon Flying 600 95 135
## 410 373 SalamenceMega Salamence Dragon Flying 700 95 145
## 411 374 Beldum Steel Psychic 300 40 55
## 412 375 Metang Steel Psychic 420 60 75
## 413 376 Metagross Steel Psychic 600 80 135
## 414 376 MetagrossMega Metagross Steel Psychic 700 80 145
## 418 380 Latias Dragon Psychic 600 80 80
## 419 380 LatiasMega Latias Dragon Psychic 700 80 100
## 420 381 Latios Dragon Psychic 600 80 90
## 421 381 LatiosMega Latios Dragon Psychic 700 80 130
## 425 383 GroudonPrimal Groudon Ground Fire 770 100 180
## 426 384 Rayquaza Dragon Flying 680 105 150
## 427 384 RayquazaMega Rayquaza Dragon Flying 780 105 180
## 428 385 Jirachi Steel Psychic 600 100 100
## 435 389 Torterra Grass Ground 525 95 109
## 437 391 Monferno Fire Fighting 405 64 78
## 438 392 Infernape Fire Fighting 534 76 104
## 441 395 Empoleon Water Steel 530 84 86
## 442 396 Starly Normal Flying 245 40 55
## 443 397 Staravia Normal Flying 340 55 75
## 444 398 Staraptor Normal Flying 485 85 120
## 446 400 Bibarel Normal Water 410 79 85
## 452 406 Budew Grass Poison 280 40 30
## 453 407 Roserade Grass Poison 515 60 70
## 456 410 Shieldon Rock Steel 350 30 42
## 457 411 Bastiodon Rock Steel 495 60 52
## 459 413 WormadamPlant Cloak Bug Grass 424 60 59
## 460 413 WormadamSandy Cloak Bug Ground 424 60 79
## 461 413 WormadamTrash Cloak Bug Steel 424 60 69
## 462 414 Mothim Bug Flying 424 70 94
## 463 415 Combee Bug Flying 244 30 30
## 464 416 Vespiquen Bug Flying 474 70 80
## 471 423 Gastrodon Water Ground 475 111 83
## 473 425 Drifloon Ghost Flying 348 90 50
## 474 426 Drifblim Ghost Flying 498 150 80
## 477 428 LopunnyMega Lopunny Normal Fighting 580 65 136
## 479 430 Honchkrow Dark Flying 505 100 125
## 483 434 Stunky Poison Dark 329 63 63
## 484 435 Skuntank Poison Dark 479 103 93
## 485 436 Bronzor Steel Psychic 300 57 24
## 486 437 Bronzong Steel Psychic 500 67 89
## 488 439 Mime Jr. Psychic Fairy 310 20 25
## 490 441 Chatot Normal Flying 411 76 65
## 491 442 Spiritomb Ghost Dark 485 50 92
## 492 443 Gible Dragon Ground 300 58 70
## 493 444 Gabite Dragon Ground 410 68 90
## 494 445 Garchomp Dragon Ground 600 108 130
## 495 445 GarchompMega Garchomp Dragon Ground 700 108 170
## 498 448 Lucario Fighting Steel 525 70 110
## 499 448 LucarioMega Lucario Fighting Steel 625 70 145
## 502 451 Skorupi Poison Bug 330 40 50
## 503 452 Drapion Poison Dark 500 70 90
## 504 453 Croagunk Poison Fighting 300 48 61
## 505 454 Toxicroak Poison Fighting 490 83 106
## 509 458 Mantyke Water Flying 345 45 20
## 510 459 Snover Grass Ice 334 60 62
## 511 460 Abomasnow Grass Ice 494 90 92
## 512 460 AbomasnowMega Abomasnow Grass Ice 594 90 132
## 513 461 Weavile Dark Ice 510 70 120
## 514 462 Magnezone Electric Steel 535 70 70
## 516 464 Rhyperior Ground Rock 535 115 140
## 520 468 Togekiss Fairy Flying 545 85 50
## 521 469 Yanmega Bug Flying 515 86 76
## 524 472 Gliscor Ground Flying 510 75 95
## 525 473 Mamoswine Ice Ground 530 110 130
## 527 475 Gallade Psychic Fighting 518 68 125
## 528 475 GalladeMega Gallade Psychic Fighting 618 68 165
## 529 476 Probopass Rock Steel 525 60 55
## 531 478 Froslass Ice Ghost 480 70 80
## 532 479 Rotom Electric Ghost 440 50 50
## 533 479 RotomHeat Rotom Electric Fire 520 50 65
## 534 479 RotomWash Rotom Electric Water 520 50 65
## 535 479 RotomFrost Rotom Electric Ice 520 50 65
## 536 479 RotomFan Rotom Electric Flying 520 50 65
## 537 479 RotomMow Rotom Electric Grass 520 50 65
## 541 483 Dialga Steel Dragon 680 100 120
## 542 484 Palkia Water Dragon 680 90 120
## 543 485 Heatran Fire Steel 600 91 90
## 545 487 GiratinaAltered Forme Ghost Dragon 680 150 100
## 546 487 GiratinaOrigin Forme Ghost Dragon 680 150 120
## 552 492 ShayminSky Forme Grass Flying 600 100 103
## 554 494 Victini Psychic Fire 600 100 100
## 559 499 Pignite Fire Fighting 418 90 93
## 560 500 Emboar Fire Fighting 528 110 123
## 579 519 Pidove Normal Flying 264 50 55
## 580 520 Tranquill Normal Flying 358 62 77
## 581 521 Unfezant Normal Flying 488 80 115
## 587 527 Woobat Psychic Flying 313 55 45
## 588 528 Swoobat Psychic Flying 425 67 57
## 590 530 Excadrill Ground Steel 508 110 135
## 592 531 AudinoMega Audino Normal Fairy 545 103 60
## 597 536 Palpitoad Water Ground 384 75 65
## 598 537 Seismitoad Water Ground 509 105 95
## 601 540 Sewaddle Bug Grass 310 45 53
## 602 541 Swadloon Bug Grass 380 55 63
## 603 542 Leavanny Bug Grass 500 75 103
## 604 543 Venipede Bug Poison 260 30 45
## 605 544 Whirlipede Bug Poison 360 40 55
## 606 545 Scolipede Bug Poison 485 60 100
## 607 546 Cottonee Grass Fairy 280 40 27
## 608 547 Whimsicott Grass Fairy 480 60 67
## 612 551 Sandile Ground Dark 292 50 72
## 613 552 Krokorok Ground Dark 351 60 82
## 614 553 Krookodile Ground Dark 519 95 117
## 617 555 DarmanitanZen Mode Fire Psychic 540 105 30
## 619 557 Dwebble Bug Rock 325 50 65
## 620 558 Crustle Bug Rock 475 70 95
## 621 559 Scraggy Dark Fighting 348 50 75
## 622 560 Scrafty Dark Fighting 488 65 90
## 623 561 Sigilyph Psychic Flying 490 72 58
## 626 564 Tirtouga Water Rock 355 54 78
## 627 565 Carracosta Water Rock 495 74 108
## 628 566 Archen Rock Flying 401 55 112
## 629 567 Archeops Rock Flying 567 75 140
## 642 580 Ducklett Water Flying 305 62 44
## 643 581 Swanna Water Flying 473 75 87
## 647 585 Deerling Normal Grass 335 60 60
## 648 586 Sawsbuck Normal Grass 475 80 100
## 649 587 Emolga Electric Flying 428 55 75
## 651 589 Escavalier Bug Steel 495 70 135
## 652 590 Foongus Grass Poison 294 69 55
## 653 591 Amoonguss Grass Poison 464 114 85
## 654 592 Frillish Water Ghost 335 55 40
## 655 593 Jellicent Water Ghost 480 100 60
## 657 595 Joltik Bug Electric 319 50 47
## 658 596 Galvantula Bug Electric 472 70 77
## 659 597 Ferroseed Grass Steel 305 44 50
## 660 598 Ferrothorn Grass Steel 489 74 94
## 669 607 Litwick Ghost Fire 275 50 30
## 670 608 Lampent Ghost Fire 370 60 40
## 671 609 Chandelure Ghost Fire 520 60 55
## 680 618 Stunfisk Ground Electric 471 109 66
## 684 622 Golett Ground Ghost 303 59 74
## 685 623 Golurk Ground Ghost 483 89 124
## 686 624 Pawniard Dark Steel 340 45 85
## 687 625 Bisharp Dark Steel 490 65 125
## 689 627 Rufflet Normal Flying 350 70 83
## 690 628 Braviary Normal Flying 510 100 123
## 691 629 Vullaby Dark Flying 370 70 55
## 692 630 Mandibuzz Dark Flying 510 110 65
## 694 632 Durant Bug Steel 484 58 109
## 695 633 Deino Dark Dragon 300 52 65
## 696 634 Zweilous Dark Dragon 420 72 85
## 697 635 Hydreigon Dark Dragon 600 92 105
## 698 636 Larvesta Bug Fire 360 55 85
## 699 637 Volcarona Bug Fire 550 85 60
## 700 638 Cobalion Steel Fighting 580 91 90
## 701 639 Terrakion Rock Fighting 580 91 129
## 702 640 Virizion Grass Fighting 580 91 90
## 705 642 ThundurusIncarnate Forme Electric Flying 580 79 115
## 706 642 ThundurusTherian Forme Electric Flying 580 79 105
## 707 643 Reshiram Dragon Fire 680 100 120
## 708 644 Zekrom Dragon Electric 680 100 150
## 709 645 LandorusIncarnate Forme Ground Flying 600 89 125
## 710 645 LandorusTherian Forme Ground Flying 600 89 145
## 711 646 Kyurem Dragon Ice 660 125 130
## 712 646 KyuremBlack Kyurem Dragon Ice 700 125 170
## 713 646 KyuremWhite Kyurem Dragon Ice 700 125 120
## 714 647 KeldeoOrdinary Forme Water Fighting 580 91 72
## 715 647 KeldeoResolute Forme Water Fighting 580 91 72
## 716 648 MeloettaAria Forme Normal Psychic 600 100 77
## 717 648 MeloettaPirouette Forme Normal Fighting 600 100 128
## 718 649 Genesect Bug Steel 600 71 120
## 721 652 Chesnaught Grass Fighting 530 88 107
## 724 655 Delphox Fire Psychic 534 75 69
## 727 658 Greninja Water Dark 530 72 95
## 729 660 Diggersby Normal Ground 423 85 56
## 730 661 Fletchling Normal Flying 278 45 50
## 731 662 Fletchinder Fire Flying 382 62 73
## 732 663 Talonflame Fire Flying 499 78 81
## 735 666 Vivillon Bug Flying 411 80 52
## 736 667 Litleo Fire Normal 369 62 50
## 737 668 Pyroar Fire Normal 507 86 68
## 744 675 Pangoro Fighting Dark 495 95 124
## 749 679 Honedge Steel Ghost 325 45 80
## 750 680 Doublade Steel Ghost 448 59 110
## 751 681 AegislashBlade Forme Steel Ghost 520 60 150
## 752 681 AegislashShield Forme Steel Ghost 520 60 50
## 757 686 Inkay Dark Psychic 288 53 54
## 758 687 Malamar Dark Psychic 482 86 92
## 759 688 Binacle Rock Water 306 42 52
## 760 689 Barbaracle Rock Water 500 72 105
## 761 690 Skrelp Poison Water 320 50 60
## 762 691 Dragalge Poison Dragon 494 65 75
## 765 694 Helioptile Electric Normal 289 44 38
## 766 695 Heliolisk Electric Normal 481 62 55
## 767 696 Tyrunt Rock Dragon 362 58 89
## 768 697 Tyrantrum Rock Dragon 521 82 121
## 769 698 Amaura Rock Ice 362 77 59
## 770 699 Aurorus Rock Ice 521 123 77
## 772 701 Hawlucha Fighting Flying 500 78 92
## 773 702 Dedenne Electric Fairy 431 67 58
## 774 703 Carbink Rock Fairy 500 50 50
## 778 707 Klefki Steel Fairy 470 57 80
## 779 708 Phantump Ghost Grass 309 43 70
## 780 709 Trevenant Ghost Grass 474 85 110
## 781 710 PumpkabooAverage Size Ghost Grass 335 49 66
## 782 710 PumpkabooSmall Size Ghost Grass 335 44 66
## 783 710 PumpkabooLarge Size Ghost Grass 335 54 66
## 784 710 PumpkabooSuper Size Ghost Grass 335 59 66
## 785 711 GourgeistAverage Size Ghost Grass 494 65 90
## 786 711 GourgeistSmall Size Ghost Grass 494 55 85
## 787 711 GourgeistLarge Size Ghost Grass 494 75 95
## 788 711 GourgeistSuper Size Ghost Grass 494 85 100
## 791 714 Noibat Flying Dragon 245 40 30
## 792 715 Noivern Flying Dragon 535 85 70
## 794 717 Yveltal Dark Flying 680 126 131
## 795 718 Zygarde50% Forme Dragon Ground 600 108 100
## 796 719 Diancie Rock Fairy 600 50 100
## 797 719 DiancieMega Diancie Rock Fairy 700 50 160
## 798 720 HoopaHoopa Confined Psychic Ghost 600 80 110
## 799 720 HoopaHoopa Unbound Psychic Dark 680 80 160
## 800 721 Volcanion Fire Water 600 80 110
## Defense Special Attack Special Defense Speed Generation Legendary
## 1 49 65 65 45 1 False
## 2 63 80 80 60 1 False
## 3 83 100 100 80 1 False
## 4 123 122 120 80 1 False
## 7 78 109 85 100 1 False
## 8 111 130 85 100 1 False
## 9 78 159 115 100 1 False
## 16 50 90 80 70 1 False
## 17 30 20 20 50 1 False
## 18 50 25 25 35 1 False
## 19 40 45 80 75 1 False
## 20 40 15 80 145 1 False
## 21 40 35 35 56 1 False
## 22 55 50 50 71 1 False
## 23 75 70 70 101 1 False
## 24 80 135 80 121 1 False
## 27 30 31 31 70 1 False
## 28 65 61 61 100 1 False
## 37 87 75 85 76 1 False
## 40 77 85 75 85 1 False
## 45 20 45 25 20 1 False
## 46 45 85 50 45 1 False
## 47 35 30 40 55 1 False
## 48 70 65 75 90 1 False
## 49 55 75 65 30 1 False
## 50 70 85 75 40 1 False
## 51 85 110 90 50 1 False
## 52 55 45 55 25 1 False
## 53 80 60 80 30 1 False
## 54 50 40 55 45 1 False
## 55 60 90 75 90 1 False
## 68 95 70 90 70 1 False
## 76 35 70 30 40 1 False
## 77 50 85 45 55 1 False
## 78 65 100 70 70 1 False
## 79 35 50 100 70 1 False
## 80 65 80 120 100 1 False
## 81 100 30 30 20 1 False
## 82 115 45 45 35 1 False
## 83 130 55 65 45 1 False
## 86 65 40 40 15 1 False
## 87 110 100 80 30 1 False
## 88 180 130 80 30 1 False
## 89 70 95 55 45 1 False
## 90 95 120 70 70 1 False
## 91 55 58 62 60 1 False
## 92 45 35 35 75 1 False
## 93 70 60 60 100 1 False
## 95 80 70 95 70 1 False
## 99 180 85 45 70 1 False
## 100 30 100 35 80 1 False
## 101 45 115 55 95 1 False
## 102 60 130 75 110 1 False
## 103 80 170 95 130 1 False
## 104 160 30 45 70 1 False
## 111 80 60 45 40 1 False
## 112 85 125 65 55 1 False
## 120 95 30 30 25 1 False
## 121 120 45 45 40 1 False
## 131 85 100 85 115 1 False
## 132 65 100 120 90 1 False
## 133 80 55 80 105 1 False
## 134 35 115 95 95 1 False
## 138 120 65 90 105 1 False
## 141 79 60 100 81 1 False
## 142 109 70 130 81 1 False
## 143 80 85 95 60 1 False
## 150 100 90 55 35 1 False
## 151 125 115 70 55 1 False
## 152 90 55 45 55 1 False
## 153 105 65 70 80 1 False
## 154 65 60 75 130 1 False
## 155 85 70 95 150 1 False
## 157 100 95 125 85 1 True
## 158 85 125 90 100 1 True
## 159 90 125 85 90 1 True
## 162 95 100 100 80 1 False
## 164 100 154 100 130 1 True
## 178 30 36 56 50 2 False
## 179 50 76 96 70 2 False
## 180 30 40 80 55 2 False
## 181 50 55 110 85 2 False
## 182 40 40 40 30 2 False
## 183 70 60 60 40 2 False
## 184 80 70 80 130 2 False
## 185 38 56 56 67 2 False
## 186 58 76 76 67 2 False
## 189 15 40 20 15 2 False
## 191 85 80 105 40 2 False
## 192 45 70 45 70 2 False
## 193 70 95 70 95 2 False
## 197 105 165 110 45 2 False
## 199 50 20 50 40 2 False
## 200 80 60 80 50 2 False
## 203 40 35 55 50 2 False
## 204 50 45 65 80 2 False
## 205 70 55 95 110 2 False
## 209 45 75 45 95 2 False
## 210 45 25 25 15 2 False
## 211 85 65 65 35 2 False
## 214 42 85 42 91 2 False
## 215 80 100 110 30 2 False
## 219 65 90 65 85 2 False
## 221 140 60 60 40 2 False
## 223 105 35 65 85 2 False
## 224 200 55 65 30 2 False
## 225 230 55 95 30 2 False
## 228 75 55 55 85 2 False
## 229 100 55 80 65 2 False
## 230 140 65 100 75 2 False
## 231 230 10 230 5 2 False
## 232 75 40 95 85 2 False
## 233 115 40 105 75 2 False
## 234 55 35 75 115 2 False
## 238 120 80 80 30 2 False
## 239 40 30 30 50 2 False
## 240 80 60 60 50 2 False
## 241 85 65 85 35 2 False
## 244 45 65 45 75 2 False
## 245 70 80 140 70 2 False
## 246 140 40 70 70 2 False
## 247 30 80 50 65 2 False
## 248 50 110 80 95 2 False
## 249 90 140 90 115 2 False
## 250 95 95 95 85 2 False
## 258 15 85 65 65 2 False
## 266 50 45 50 41 2 False
## 267 70 65 70 51 2 False
## 268 110 95 100 61 2 False
## 269 150 95 120 71 2 False
## 270 130 90 154 110 2 True
## 271 90 110 154 90 2 True
## 272 100 100 100 100 2 False
## 276 75 145 85 145 3 False
## 278 60 85 60 55 3 False
## 279 70 110 70 80 3 False
## 280 80 130 80 100 3 False
## 282 70 60 70 50 3 False
## 283 90 85 90 60 3 False
## 284 110 95 110 70 3 False
## 291 50 100 50 65 3 False
## 293 70 50 90 65 3 False
## 294 30 40 50 30 3 False
## 295 50 60 70 50 3 False
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## 298 40 60 40 60 3 False
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## 300 30 30 30 85 3 False
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## 315 90 30 30 40 3 False
## 316 45 50 50 160 3 False
## 317 45 30 30 40 3 False
## 323 40 20 40 20 3 False
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## 330 125 55 95 50 3 False
## 331 100 40 40 30 3 False
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## 333 180 60 60 50 3 False
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## 345 45 100 80 65 3 False
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## 350 70 110 65 105 3 False
## 353 40 65 45 35 3 False
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## 355 100 145 105 20 3 False
## 361 50 50 50 70 3 False
## 362 80 80 80 100 3 False
## 364 60 115 60 55 3 False
## 365 60 40 75 50 3 False
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## 367 110 110 105 80 3 False
## 370 65 95 85 70 3 False
## 371 85 55 65 70 3 False
## 372 43 46 41 60 3 False
## 373 73 76 71 60 3 False
## 375 85 90 55 55 3 False
## 376 55 40 70 55 3 False
## 377 105 70 120 75 3 False
## 378 77 61 87 23 3 False
## 379 97 81 107 43 3 False
## 380 50 40 50 75 3 False
## 381 100 70 80 45 3 False
## 391 83 72 87 51 3 False
## 399 50 55 50 25 3 False
## 400 70 75 70 45 3 False
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## 709 90 115 80 101 5 True
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## 712 100 120 90 95 5 True
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## 714 90 129 90 108 5 False
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## 721 122 74 75 64 6 False
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## 730 43 40 38 62 6 False
## 731 55 56 52 84 6 False
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## 735 50 90 50 89 6 False
## 736 58 73 54 72 6 False
## 737 72 109 66 106 6 False
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## 749 100 35 37 28 6 False
## 750 150 45 49 35 6 False
## 751 50 150 50 60 6 False
## 752 150 50 150 60 6 False
## 757 53 37 46 45 6 False
## 758 88 68 75 73 6 False
## 759 67 39 56 50 6 False
## 760 115 54 86 68 6 False
## 761 60 60 60 30 6 False
## 762 90 97 123 44 6 False
## 765 33 61 43 70 6 False
## 766 52 109 94 109 6 False
## 767 77 45 45 48 6 False
## 768 119 69 59 71 6 False
## 769 50 67 63 46 6 False
## 770 72 99 92 58 6 False
## 772 75 74 63 118 6 False
## 773 57 81 67 101 6 False
## 774 150 50 150 50 6 False
## 778 91 80 87 75 6 False
## 779 48 50 60 38 6 False
## 780 76 65 82 56 6 False
## 781 70 44 55 51 6 False
## 782 70 44 55 56 6 False
## 783 70 44 55 46 6 False
## 784 70 44 55 41 6 False
## 785 122 58 75 84 6 False
## 786 122 58 75 99 6 False
## 787 122 58 75 69 6 False
## 788 122 58 75 54 6 False
## 791 35 45 40 55 6 False
## 792 80 97 80 123 6 False
## 794 95 131 98 99 6 True
## 795 121 81 95 95 6 True
## 796 150 100 150 50 6 True
## 797 110 160 110 110 6 True
## 798 60 150 130 70 6 True
## 799 60 170 130 80 6 True
## 800 120 130 90 70 6 True#Using count() to check pokemon count after dropping NA
pokemon123 %>% count(Type.2)## Type.2 n
## 1 Bug 3
## 2 Dark 20
## 3 Dragon 18
## 4 Electric 6
## 5 Fairy 23
## 6 Fighting 26
## 7 Fire 12
## 8 Flying 97
## 9 Ghost 14
## 10 Grass 25
## 11 Ground 35
## 12 Ice 14
## 13 Normal 4
## 14 Poison 34
## 15 Psychic 33
## 16 Rock 14
## 17 Steel 22
## 18 Water 14
## 19 <NA> 386#Summary Tables
#Table Number 1
#generate a summary table containing the mean of the Speed, group by Pokemon Type 1
pokemon123 %>%
group_by(Type.1) %>%
summarize(Speed = mean(Speed, na.rm = TRUE))## # A tibble: 18 × 2
## Type.1 Speed
## <fct> <dbl>
## 1 Bug 61.7
## 2 Dark 76.2
## 3 Dragon 83.0
## 4 Electric 84.5
## 5 Fairy 48.6
## 6 Fighting 66.1
## 7 Fire 74.4
## 8 Flying 102.
## 9 Ghost 64.3
## 10 Grass 61.9
## 11 Ground 63.9
## 12 Ice 63.5
## 13 Normal 71.6
## 14 Poison 63.6
## 15 Psychic 81.5
## 16 Rock 55.9
## 17 Steel 55.3
## 18 Water 66.0#Table Number 2
#generate a summary table containing the mean of the Attack, group by Pokemon Type 1
pokemon123 %>%
group_by(Type.1) %>%
summarize(Attack = mean(Attack, na.rm = TRUE))## # A tibble: 18 × 2
## Type.1 Attack
## <fct> <dbl>
## 1 Bug 71.0
## 2 Dark 88.4
## 3 Dragon 112.
## 4 Electric 69.1
## 5 Fairy 61.5
## 6 Fighting 96.8
## 7 Fire 84.8
## 8 Flying 78.8
## 9 Ghost 73.8
## 10 Grass 73.2
## 11 Ground 95.8
## 12 Ice 72.8
## 13 Normal 73.5
## 14 Poison 74.7
## 15 Psychic 71.5
## 16 Rock 92.9
## 17 Steel 92.7
## 18 Water 74.2#Visualization
#Bargraph for the number of different Pokemon generation
ggplot (data= pokemon123, mapping = aes(x = Generation)) +
geom_bar(color = "blue",
fill = "turquoise",
width = 0.3) +
geom_text(stat = "count",
mapping = aes(label = ..count..),
vjust = 4) +
labs(x= "Generation",
y = "Pokemon Counts",
title = "The Number of Different Pokemon Generation") +
theme_minimal()
#Histogram of Pokemon Type 1 in Generation
ggplot(pokemon123, aes(x=Generation, fill = Type.1)) +
geom_histogram(alpha = 0.8,
position = "identity") +
theme_minimal() +
labs(x = "Generation",
y = "",
title = "Most Common Type 1 in Generation")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#Histogram of Pokemon Type 2 in Generation
ggplot(pokemon123, aes(x=Generation, fill = Type.2)) +
geom_histogram(alpha = 0.8,
position = "identity") +
theme_minimal() +
labs(x = "Generation",
y = "",
title = "Most Common Type 2 in Generation")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#Scatter plot to see relationship between Pokemon Generation Type 1 and if they are Legendary Pokemon
ggplot(pokemon123, aes(x=Legendary, y=Type.1)) +
geom_point(aes(color = Generation))+
theme_minimal() +
labs(x="", y="", title="The relationship between \nPokemon Generation Type 1 and Legendary")
##Scatter plot to see relationship between Pokemon Generation Type 2 and if they are Legendary Pokemon
ggplot(pokemon123, aes(x=Legendary, y=Type.2)) +
geom_point(aes(color = Generation))+
theme_minimal() +
labs(x="", y="", title="The relationship between \nPokemon Generation Type 2 and Legendary") 
#Written Reprt
#1. Introduction: The background story or basic information about the dataset. The Pokemon data was renamed Pokemon123. Pokemon123 has 800 rows and 13 columns. The columns names are as follows Pokedex Number, Name, Type.1, Type.2, Total, HP, Attack, Defense, Special Attack, Special Defense, Speed, Generation, and Legendary. This data set explores the statics of the Pokemon such as speed and attack and some of the characteristics such as what type of Pokemon they are. 800 is the total number of Pokemon. 9 of the rows are made up of integers consisting of numbers that reflect value of HP, Speed etc. 4 rows are made up of characters which include the name of the Pokemon, type, and if they are legendary. #2. The purpose: The goal of analyzing the data set: why do we need to understand it, what do we aim to achieve, so basically, the importance of data set. The goal of analyzing the data set is to use the newly develop skills in R and explore the data. Exploring the data consist of understanding the data set, cleaning the data set, and creating visualization for the data. This specific project question explore the generation of Pokemon. This exploration includes what type of Pokemon is the most common and whether a generation has the most legendary Pokemon. #3. Report Descriptive Statistics: The description of your data. In this section, you will need to show your code and the meaning of your code, then, use them to describe the data set based on the result using basic statistical concepts we have discussed in class. Inpsecting the data consist of using the structure code (str(pokemon123)). Usiung str() allow to see what type of data I was working with, such as if there were characters, intergers, or numeric value. I used pokemon123 %>% colnames() to inspect columns name and see if I were to rename some columns. I renamed a total of 3 columns and used this code pokemon123 <- pokemon123 %>% rename(“Pokedex Number” = “X.”, “Special Attack” = “Sp..Atk”, “Special Defense” = “Sp..Def”). Then I started looking for qualative values by using unique(pokemon123\(Type.1) unique(pokemon123\)Type.2) and then replace missing values using this pokemon123\(Type.2[pokemon123\)Type.2 == ““] <- NA. Then I checked to see if all unknown value was replaced with NA using unique(pokemon123\(Type.2). I then created factors using pokemon123\)Type.1 <- factor(pokemon123\(Type.1) pokemon123\)Type.2 <- factor(pokemon123\(Type.2) pokemon123\)Legendary <- factor(pokemon123$Legendary) factors are need for creating visuals.
#4. Data Visualization: How you visualize your data, meaning your
graphs/plots. Again, you will need to show your code, the meaning of the
codes, as well as the meaning of your graph. A total of 5 graphs/plots
were used in this project. The first was a bargraph that displays the
number of different generation along with how many pokemons are in that
generation. The code used was: ggplot (data= pokemon123, mapping = aes(x
= Generation)) + geom_bar(color = “blue”, fill = “turquoise”, width =
0.3) + geom_text(stat = “count”, mapping = aes(label = ..count..), vjust
= 4) + labs(x= “Generation”, y = “Pokemon Counts”, title = “The Number
of Different Pokemon Generation”) + theme_minimal() The second and third
visual are histograms. The histogram explores the most common type of
Pokemon in each generation. Here is the code for first
histogram:ggplot(pokemon123, aes(x=Generation, fill = Type.1)) +
geom_histogram(alpha = 0.8, position = “identity”) + theme_minimal() +
labs(x = “Generation”, y = ““, title =”Most Common Type 1 in
Generation”) Here is the code for the second histrogram:
ggplot(pokemon123, aes(x=Generation, fill = Type.2)) +
geom_histogram(alpha = 0.8, position = “identity”) + theme_minimal() +
labs(x = “Generation”, y = ““, title =”Most Common Type 2 in
Generation”) Last two visuals are scatter plot. Scatter plot was used to
see the relationship between Pokemon Generation Type 1, Type 2 and if
they are Legendary Pokemon. First scatter plot code:ggplot(pokemon123,
aes(x=Legendary, y=Type.1)) + geom_point(aes(color = Generation))+
theme_minimal() + labs(x=““, y=”“, title=”The relationship between
Generation Type 1 and Legendary”) Secode scatter plot code:
ggplot(pokemon123, aes(x=Legendary, y=Type.2)) + geom_point(aes(color =
Generation))+ theme_minimal() + labs(x=““, y=”“, title=”The relationship
between Generation Type 2 and Legendary”)
#5. Conclusion: Some findings include the first generation of Pokemon
having the most number of Pokemon at 166, the five generation follows
with a total of 165, and the third generation have a total of 160.Type 1
and Type 2 have similar numbers in regards to having legendary Pokemon.
According to this data, Type 2 most common type of Pokemon is NA while
Type 1 seems to be steel. Lastly, it appears that Type 1 and Type 2 had
more Legendary Pokemon in generation 1-3 and less in later
generation.