initial commit
This commit is contained in:
Super_JK
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.gitignore
vendored
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.gitignore
vendored
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.idea
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859
Lab3_Exercises.ipynb
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Lab3_Exercises.ipynb
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TPML.iml
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TPML.iml
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<?xml version="1.0" encoding="UTF-8"?>
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<module type="PYTHON_MODULE" version="4">
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<component name="NewModuleRootManager" inherit-compiler-output="true">
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<exclude-output />
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<content url="file://$MODULE_DIR$" />
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<orderEntry type="inheritedJdk" />
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<orderEntry type="sourceFolder" forTests="false" />
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</component>
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</module>
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801
data/Pokemon.csv
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data/Pokemon.csv
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#,Name,Type 1,Type 2,Total,HP,Attack,Defense,Sp. Atk,Sp. Def,Speed,Generation,Legendary
|
||||
1,Bulbasaur,Grass,Poison,318,45,49,49,65,65,45,1,False
|
||||
2,Ivysaur,Grass,Poison,405,60,62,63,80,80,60,1,False
|
||||
3,Venusaur,Grass,Poison,525,80,82,83,100,100,80,1,False
|
||||
3,VenusaurMega Venusaur,Grass,Poison,625,80,100,123,122,120,80,1,False
|
||||
4,Charmander,Fire,,309,39,52,43,60,50,65,1,False
|
||||
5,Charmeleon,Fire,,405,58,64,58,80,65,80,1,False
|
||||
6,Charizard,Fire,Flying,534,78,84,78,109,85,100,1,False
|
||||
6,CharizardMega Charizard X,Fire,Dragon,634,78,130,111,130,85,100,1,False
|
||||
6,CharizardMega Charizard Y,Fire,Flying,634,78,104,78,159,115,100,1,False
|
||||
7,Squirtle,Water,,314,44,48,65,50,64,43,1,False
|
||||
8,Wartortle,Water,,405,59,63,80,65,80,58,1,False
|
||||
9,Blastoise,Water,,530,79,83,100,85,105,78,1,False
|
||||
9,BlastoiseMega Blastoise,Water,,630,79,103,120,135,115,78,1,False
|
||||
10,Caterpie,Bug,,195,45,30,35,20,20,45,1,False
|
||||
11,Metapod,Bug,,205,50,20,55,25,25,30,1,False
|
||||
12,Butterfree,Bug,Flying,395,60,45,50,90,80,70,1,False
|
||||
13,Weedle,Bug,Poison,195,40,35,30,20,20,50,1,False
|
||||
14,Kakuna,Bug,Poison,205,45,25,50,25,25,35,1,False
|
||||
15,Beedrill,Bug,Poison,395,65,90,40,45,80,75,1,False
|
||||
15,BeedrillMega Beedrill,Bug,Poison,495,65,150,40,15,80,145,1,False
|
||||
16,Pidgey,Normal,Flying,251,40,45,40,35,35,56,1,False
|
||||
17,Pidgeotto,Normal,Flying,349,63,60,55,50,50,71,1,False
|
||||
18,Pidgeot,Normal,Flying,479,83,80,75,70,70,101,1,False
|
||||
18,PidgeotMega Pidgeot,Normal,Flying,579,83,80,80,135,80,121,1,False
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||||
19,Rattata,Normal,,253,30,56,35,25,35,72,1,False
|
||||
20,Raticate,Normal,,413,55,81,60,50,70,97,1,False
|
||||
21,Spearow,Normal,Flying,262,40,60,30,31,31,70,1,False
|
||||
22,Fearow,Normal,Flying,442,65,90,65,61,61,100,1,False
|
||||
23,Ekans,Poison,,288,35,60,44,40,54,55,1,False
|
||||
24,Arbok,Poison,,438,60,85,69,65,79,80,1,False
|
||||
25,Pikachu,Electric,,320,35,55,40,50,50,90,1,False
|
||||
26,Raichu,Electric,,485,60,90,55,90,80,110,1,False
|
||||
27,Sandshrew,Ground,,300,50,75,85,20,30,40,1,False
|
||||
28,Sandslash,Ground,,450,75,100,110,45,55,65,1,False
|
||||
29,Nidoran♀,Poison,,275,55,47,52,40,40,41,1,False
|
||||
30,Nidorina,Poison,,365,70,62,67,55,55,56,1,False
|
||||
31,Nidoqueen,Poison,Ground,505,90,92,87,75,85,76,1,False
|
||||
32,Nidoran♂,Poison,,273,46,57,40,40,40,50,1,False
|
||||
33,Nidorino,Poison,,365,61,72,57,55,55,65,1,False
|
||||
34,Nidoking,Poison,Ground,505,81,102,77,85,75,85,1,False
|
||||
35,Clefairy,Fairy,,323,70,45,48,60,65,35,1,False
|
||||
36,Clefable,Fairy,,483,95,70,73,95,90,60,1,False
|
||||
37,Vulpix,Fire,,299,38,41,40,50,65,65,1,False
|
||||
38,Ninetales,Fire,,505,73,76,75,81,100,100,1,False
|
||||
39,Jigglypuff,Normal,Fairy,270,115,45,20,45,25,20,1,False
|
||||
40,Wigglytuff,Normal,Fairy,435,140,70,45,85,50,45,1,False
|
||||
41,Zubat,Poison,Flying,245,40,45,35,30,40,55,1,False
|
||||
42,Golbat,Poison,Flying,455,75,80,70,65,75,90,1,False
|
||||
43,Oddish,Grass,Poison,320,45,50,55,75,65,30,1,False
|
||||
44,Gloom,Grass,Poison,395,60,65,70,85,75,40,1,False
|
||||
45,Vileplume,Grass,Poison,490,75,80,85,110,90,50,1,False
|
||||
46,Paras,Bug,Grass,285,35,70,55,45,55,25,1,False
|
||||
47,Parasect,Bug,Grass,405,60,95,80,60,80,30,1,False
|
||||
48,Venonat,Bug,Poison,305,60,55,50,40,55,45,1,False
|
||||
49,Venomoth,Bug,Poison,450,70,65,60,90,75,90,1,False
|
||||
50,Diglett,Ground,,265,10,55,25,35,45,95,1,False
|
||||
51,Dugtrio,Ground,,405,35,80,50,50,70,120,1,False
|
||||
52,Meowth,Normal,,290,40,45,35,40,40,90,1,False
|
||||
53,Persian,Normal,,440,65,70,60,65,65,115,1,False
|
||||
54,Psyduck,Water,,320,50,52,48,65,50,55,1,False
|
||||
55,Golduck,Water,,500,80,82,78,95,80,85,1,False
|
||||
56,Mankey,Fighting,,305,40,80,35,35,45,70,1,False
|
||||
57,Primeape,Fighting,,455,65,105,60,60,70,95,1,False
|
||||
58,Growlithe,Fire,,350,55,70,45,70,50,60,1,False
|
||||
59,Arcanine,Fire,,555,90,110,80,100,80,95,1,False
|
||||
60,Poliwag,Water,,300,40,50,40,40,40,90,1,False
|
||||
61,Poliwhirl,Water,,385,65,65,65,50,50,90,1,False
|
||||
62,Poliwrath,Water,Fighting,510,90,95,95,70,90,70,1,False
|
||||
63,Abra,Psychic,,310,25,20,15,105,55,90,1,False
|
||||
64,Kadabra,Psychic,,400,40,35,30,120,70,105,1,False
|
||||
65,Alakazam,Psychic,,500,55,50,45,135,95,120,1,False
|
||||
65,AlakazamMega Alakazam,Psychic,,590,55,50,65,175,95,150,1,False
|
||||
66,Machop,Fighting,,305,70,80,50,35,35,35,1,False
|
||||
67,Machoke,Fighting,,405,80,100,70,50,60,45,1,False
|
||||
68,Machamp,Fighting,,505,90,130,80,65,85,55,1,False
|
||||
69,Bellsprout,Grass,Poison,300,50,75,35,70,30,40,1,False
|
||||
70,Weepinbell,Grass,Poison,390,65,90,50,85,45,55,1,False
|
||||
71,Victreebel,Grass,Poison,490,80,105,65,100,70,70,1,False
|
||||
72,Tentacool,Water,Poison,335,40,40,35,50,100,70,1,False
|
||||
73,Tentacruel,Water,Poison,515,80,70,65,80,120,100,1,False
|
||||
74,Geodude,Rock,Ground,300,40,80,100,30,30,20,1,False
|
||||
75,Graveler,Rock,Ground,390,55,95,115,45,45,35,1,False
|
||||
76,Golem,Rock,Ground,495,80,120,130,55,65,45,1,False
|
||||
77,Ponyta,Fire,,410,50,85,55,65,65,90,1,False
|
||||
78,Rapidash,Fire,,500,65,100,70,80,80,105,1,False
|
||||
79,Slowpoke,Water,Psychic,315,90,65,65,40,40,15,1,False
|
||||
80,Slowbro,Water,Psychic,490,95,75,110,100,80,30,1,False
|
||||
80,SlowbroMega Slowbro,Water,Psychic,590,95,75,180,130,80,30,1,False
|
||||
81,Magnemite,Electric,Steel,325,25,35,70,95,55,45,1,False
|
||||
82,Magneton,Electric,Steel,465,50,60,95,120,70,70,1,False
|
||||
83,Farfetch'd,Normal,Flying,352,52,65,55,58,62,60,1,False
|
||||
84,Doduo,Normal,Flying,310,35,85,45,35,35,75,1,False
|
||||
85,Dodrio,Normal,Flying,460,60,110,70,60,60,100,1,False
|
||||
86,Seel,Water,,325,65,45,55,45,70,45,1,False
|
||||
87,Dewgong,Water,Ice,475,90,70,80,70,95,70,1,False
|
||||
88,Grimer,Poison,,325,80,80,50,40,50,25,1,False
|
||||
89,Muk,Poison,,500,105,105,75,65,100,50,1,False
|
||||
90,Shellder,Water,,305,30,65,100,45,25,40,1,False
|
||||
91,Cloyster,Water,Ice,525,50,95,180,85,45,70,1,False
|
||||
92,Gastly,Ghost,Poison,310,30,35,30,100,35,80,1,False
|
||||
93,Haunter,Ghost,Poison,405,45,50,45,115,55,95,1,False
|
||||
94,Gengar,Ghost,Poison,500,60,65,60,130,75,110,1,False
|
||||
94,GengarMega Gengar,Ghost,Poison,600,60,65,80,170,95,130,1,False
|
||||
95,Onix,Rock,Ground,385,35,45,160,30,45,70,1,False
|
||||
96,Drowzee,Psychic,,328,60,48,45,43,90,42,1,False
|
||||
97,Hypno,Psychic,,483,85,73,70,73,115,67,1,False
|
||||
98,Krabby,Water,,325,30,105,90,25,25,50,1,False
|
||||
99,Kingler,Water,,475,55,130,115,50,50,75,1,False
|
||||
100,Voltorb,Electric,,330,40,30,50,55,55,100,1,False
|
||||
101,Electrode,Electric,,480,60,50,70,80,80,140,1,False
|
||||
102,Exeggcute,Grass,Psychic,325,60,40,80,60,45,40,1,False
|
||||
103,Exeggutor,Grass,Psychic,520,95,95,85,125,65,55,1,False
|
||||
104,Cubone,Ground,,320,50,50,95,40,50,35,1,False
|
||||
105,Marowak,Ground,,425,60,80,110,50,80,45,1,False
|
||||
106,Hitmonlee,Fighting,,455,50,120,53,35,110,87,1,False
|
||||
107,Hitmonchan,Fighting,,455,50,105,79,35,110,76,1,False
|
||||
108,Lickitung,Normal,,385,90,55,75,60,75,30,1,False
|
||||
109,Koffing,Poison,,340,40,65,95,60,45,35,1,False
|
||||
110,Weezing,Poison,,490,65,90,120,85,70,60,1,False
|
||||
111,Rhyhorn,Ground,Rock,345,80,85,95,30,30,25,1,False
|
||||
112,Rhydon,Ground,Rock,485,105,130,120,45,45,40,1,False
|
||||
113,Chansey,Normal,,450,250,5,5,35,105,50,1,False
|
||||
114,Tangela,Grass,,435,65,55,115,100,40,60,1,False
|
||||
115,Kangaskhan,Normal,,490,105,95,80,40,80,90,1,False
|
||||
115,KangaskhanMega Kangaskhan,Normal,,590,105,125,100,60,100,100,1,False
|
||||
116,Horsea,Water,,295,30,40,70,70,25,60,1,False
|
||||
117,Seadra,Water,,440,55,65,95,95,45,85,1,False
|
||||
118,Goldeen,Water,,320,45,67,60,35,50,63,1,False
|
||||
119,Seaking,Water,,450,80,92,65,65,80,68,1,False
|
||||
120,Staryu,Water,,340,30,45,55,70,55,85,1,False
|
||||
121,Starmie,Water,Psychic,520,60,75,85,100,85,115,1,False
|
||||
122,Mr. Mime,Psychic,Fairy,460,40,45,65,100,120,90,1,False
|
||||
123,Scyther,Bug,Flying,500,70,110,80,55,80,105,1,False
|
||||
124,Jynx,Ice,Psychic,455,65,50,35,115,95,95,1,False
|
||||
125,Electabuzz,Electric,,490,65,83,57,95,85,105,1,False
|
||||
126,Magmar,Fire,,495,65,95,57,100,85,93,1,False
|
||||
127,Pinsir,Bug,,500,65,125,100,55,70,85,1,False
|
||||
127,PinsirMega Pinsir,Bug,Flying,600,65,155,120,65,90,105,1,False
|
||||
128,Tauros,Normal,,490,75,100,95,40,70,110,1,False
|
||||
129,Magikarp,Water,,200,20,10,55,15,20,80,1,False
|
||||
130,Gyarados,Water,Flying,540,95,125,79,60,100,81,1,False
|
||||
130,GyaradosMega Gyarados,Water,Dark,640,95,155,109,70,130,81,1,False
|
||||
131,Lapras,Water,Ice,535,130,85,80,85,95,60,1,False
|
||||
132,Ditto,Normal,,288,48,48,48,48,48,48,1,False
|
||||
133,Eevee,Normal,,325,55,55,50,45,65,55,1,False
|
||||
134,Vaporeon,Water,,525,130,65,60,110,95,65,1,False
|
||||
135,Jolteon,Electric,,525,65,65,60,110,95,130,1,False
|
||||
136,Flareon,Fire,,525,65,130,60,95,110,65,1,False
|
||||
137,Porygon,Normal,,395,65,60,70,85,75,40,1,False
|
||||
138,Omanyte,Rock,Water,355,35,40,100,90,55,35,1,False
|
||||
139,Omastar,Rock,Water,495,70,60,125,115,70,55,1,False
|
||||
140,Kabuto,Rock,Water,355,30,80,90,55,45,55,1,False
|
||||
141,Kabutops,Rock,Water,495,60,115,105,65,70,80,1,False
|
||||
142,Aerodactyl,Rock,Flying,515,80,105,65,60,75,130,1,False
|
||||
142,AerodactylMega Aerodactyl,Rock,Flying,615,80,135,85,70,95,150,1,False
|
||||
143,Snorlax,Normal,,540,160,110,65,65,110,30,1,False
|
||||
144,Articuno,Ice,Flying,580,90,85,100,95,125,85,1,True
|
||||
145,Zapdos,Electric,Flying,580,90,90,85,125,90,100,1,True
|
||||
146,Moltres,Fire,Flying,580,90,100,90,125,85,90,1,True
|
||||
147,Dratini,Dragon,,300,41,64,45,50,50,50,1,False
|
||||
148,Dragonair,Dragon,,420,61,84,65,70,70,70,1,False
|
||||
149,Dragonite,Dragon,Flying,600,91,134,95,100,100,80,1,False
|
||||
150,Mewtwo,Psychic,,680,106,110,90,154,90,130,1,True
|
||||
150,MewtwoMega Mewtwo X,Psychic,Fighting,780,106,190,100,154,100,130,1,True
|
||||
150,MewtwoMega Mewtwo Y,Psychic,,780,106,150,70,194,120,140,1,True
|
||||
151,Mew,Psychic,,600,100,100,100,100,100,100,1,False
|
||||
152,Chikorita,Grass,,318,45,49,65,49,65,45,2,False
|
||||
153,Bayleef,Grass,,405,60,62,80,63,80,60,2,False
|
||||
154,Meganium,Grass,,525,80,82,100,83,100,80,2,False
|
||||
155,Cyndaquil,Fire,,309,39,52,43,60,50,65,2,False
|
||||
156,Quilava,Fire,,405,58,64,58,80,65,80,2,False
|
||||
157,Typhlosion,Fire,,534,78,84,78,109,85,100,2,False
|
||||
158,Totodile,Water,,314,50,65,64,44,48,43,2,False
|
||||
159,Croconaw,Water,,405,65,80,80,59,63,58,2,False
|
||||
160,Feraligatr,Water,,530,85,105,100,79,83,78,2,False
|
||||
161,Sentret,Normal,,215,35,46,34,35,45,20,2,False
|
||||
162,Furret,Normal,,415,85,76,64,45,55,90,2,False
|
||||
163,Hoothoot,Normal,Flying,262,60,30,30,36,56,50,2,False
|
||||
164,Noctowl,Normal,Flying,442,100,50,50,76,96,70,2,False
|
||||
165,Ledyba,Bug,Flying,265,40,20,30,40,80,55,2,False
|
||||
166,Ledian,Bug,Flying,390,55,35,50,55,110,85,2,False
|
||||
167,Spinarak,Bug,Poison,250,40,60,40,40,40,30,2,False
|
||||
168,Ariados,Bug,Poison,390,70,90,70,60,60,40,2,False
|
||||
169,Crobat,Poison,Flying,535,85,90,80,70,80,130,2,False
|
||||
170,Chinchou,Water,Electric,330,75,38,38,56,56,67,2,False
|
||||
171,Lanturn,Water,Electric,460,125,58,58,76,76,67,2,False
|
||||
172,Pichu,Electric,,205,20,40,15,35,35,60,2,False
|
||||
173,Cleffa,Fairy,,218,50,25,28,45,55,15,2,False
|
||||
174,Igglybuff,Normal,Fairy,210,90,30,15,40,20,15,2,False
|
||||
175,Togepi,Fairy,,245,35,20,65,40,65,20,2,False
|
||||
176,Togetic,Fairy,Flying,405,55,40,85,80,105,40,2,False
|
||||
177,Natu,Psychic,Flying,320,40,50,45,70,45,70,2,False
|
||||
178,Xatu,Psychic,Flying,470,65,75,70,95,70,95,2,False
|
||||
179,Mareep,Electric,,280,55,40,40,65,45,35,2,False
|
||||
180,Flaaffy,Electric,,365,70,55,55,80,60,45,2,False
|
||||
181,Ampharos,Electric,,510,90,75,85,115,90,55,2,False
|
||||
181,AmpharosMega Ampharos,Electric,Dragon,610,90,95,105,165,110,45,2,False
|
||||
182,Bellossom,Grass,,490,75,80,95,90,100,50,2,False
|
||||
183,Marill,Water,Fairy,250,70,20,50,20,50,40,2,False
|
||||
184,Azumarill,Water,Fairy,420,100,50,80,60,80,50,2,False
|
||||
185,Sudowoodo,Rock,,410,70,100,115,30,65,30,2,False
|
||||
186,Politoed,Water,,500,90,75,75,90,100,70,2,False
|
||||
187,Hoppip,Grass,Flying,250,35,35,40,35,55,50,2,False
|
||||
188,Skiploom,Grass,Flying,340,55,45,50,45,65,80,2,False
|
||||
189,Jumpluff,Grass,Flying,460,75,55,70,55,95,110,2,False
|
||||
190,Aipom,Normal,,360,55,70,55,40,55,85,2,False
|
||||
191,Sunkern,Grass,,180,30,30,30,30,30,30,2,False
|
||||
192,Sunflora,Grass,,425,75,75,55,105,85,30,2,False
|
||||
193,Yanma,Bug,Flying,390,65,65,45,75,45,95,2,False
|
||||
194,Wooper,Water,Ground,210,55,45,45,25,25,15,2,False
|
||||
195,Quagsire,Water,Ground,430,95,85,85,65,65,35,2,False
|
||||
196,Espeon,Psychic,,525,65,65,60,130,95,110,2,False
|
||||
197,Umbreon,Dark,,525,95,65,110,60,130,65,2,False
|
||||
198,Murkrow,Dark,Flying,405,60,85,42,85,42,91,2,False
|
||||
199,Slowking,Water,Psychic,490,95,75,80,100,110,30,2,False
|
||||
200,Misdreavus,Ghost,,435,60,60,60,85,85,85,2,False
|
||||
201,Unown,Psychic,,336,48,72,48,72,48,48,2,False
|
||||
202,Wobbuffet,Psychic,,405,190,33,58,33,58,33,2,False
|
||||
203,Girafarig,Normal,Psychic,455,70,80,65,90,65,85,2,False
|
||||
204,Pineco,Bug,,290,50,65,90,35,35,15,2,False
|
||||
205,Forretress,Bug,Steel,465,75,90,140,60,60,40,2,False
|
||||
206,Dunsparce,Normal,,415,100,70,70,65,65,45,2,False
|
||||
207,Gligar,Ground,Flying,430,65,75,105,35,65,85,2,False
|
||||
208,Steelix,Steel,Ground,510,75,85,200,55,65,30,2,False
|
||||
208,SteelixMega Steelix,Steel,Ground,610,75,125,230,55,95,30,2,False
|
||||
209,Snubbull,Fairy,,300,60,80,50,40,40,30,2,False
|
||||
210,Granbull,Fairy,,450,90,120,75,60,60,45,2,False
|
||||
211,Qwilfish,Water,Poison,430,65,95,75,55,55,85,2,False
|
||||
212,Scizor,Bug,Steel,500,70,130,100,55,80,65,2,False
|
||||
212,ScizorMega Scizor,Bug,Steel,600,70,150,140,65,100,75,2,False
|
||||
213,Shuckle,Bug,Rock,505,20,10,230,10,230,5,2,False
|
||||
214,Heracross,Bug,Fighting,500,80,125,75,40,95,85,2,False
|
||||
214,HeracrossMega Heracross,Bug,Fighting,600,80,185,115,40,105,75,2,False
|
||||
215,Sneasel,Dark,Ice,430,55,95,55,35,75,115,2,False
|
||||
216,Teddiursa,Normal,,330,60,80,50,50,50,40,2,False
|
||||
217,Ursaring,Normal,,500,90,130,75,75,75,55,2,False
|
||||
218,Slugma,Fire,,250,40,40,40,70,40,20,2,False
|
||||
219,Magcargo,Fire,Rock,410,50,50,120,80,80,30,2,False
|
||||
220,Swinub,Ice,Ground,250,50,50,40,30,30,50,2,False
|
||||
221,Piloswine,Ice,Ground,450,100,100,80,60,60,50,2,False
|
||||
222,Corsola,Water,Rock,380,55,55,85,65,85,35,2,False
|
||||
223,Remoraid,Water,,300,35,65,35,65,35,65,2,False
|
||||
224,Octillery,Water,,480,75,105,75,105,75,45,2,False
|
||||
225,Delibird,Ice,Flying,330,45,55,45,65,45,75,2,False
|
||||
226,Mantine,Water,Flying,465,65,40,70,80,140,70,2,False
|
||||
227,Skarmory,Steel,Flying,465,65,80,140,40,70,70,2,False
|
||||
228,Houndour,Dark,Fire,330,45,60,30,80,50,65,2,False
|
||||
229,Houndoom,Dark,Fire,500,75,90,50,110,80,95,2,False
|
||||
229,HoundoomMega Houndoom,Dark,Fire,600,75,90,90,140,90,115,2,False
|
||||
230,Kingdra,Water,Dragon,540,75,95,95,95,95,85,2,False
|
||||
231,Phanpy,Ground,,330,90,60,60,40,40,40,2,False
|
||||
232,Donphan,Ground,,500,90,120,120,60,60,50,2,False
|
||||
233,Porygon2,Normal,,515,85,80,90,105,95,60,2,False
|
||||
234,Stantler,Normal,,465,73,95,62,85,65,85,2,False
|
||||
235,Smeargle,Normal,,250,55,20,35,20,45,75,2,False
|
||||
236,Tyrogue,Fighting,,210,35,35,35,35,35,35,2,False
|
||||
237,Hitmontop,Fighting,,455,50,95,95,35,110,70,2,False
|
||||
238,Smoochum,Ice,Psychic,305,45,30,15,85,65,65,2,False
|
||||
239,Elekid,Electric,,360,45,63,37,65,55,95,2,False
|
||||
240,Magby,Fire,,365,45,75,37,70,55,83,2,False
|
||||
241,Miltank,Normal,,490,95,80,105,40,70,100,2,False
|
||||
242,Blissey,Normal,,540,255,10,10,75,135,55,2,False
|
||||
243,Raikou,Electric,,580,90,85,75,115,100,115,2,True
|
||||
244,Entei,Fire,,580,115,115,85,90,75,100,2,True
|
||||
245,Suicune,Water,,580,100,75,115,90,115,85,2,True
|
||||
246,Larvitar,Rock,Ground,300,50,64,50,45,50,41,2,False
|
||||
247,Pupitar,Rock,Ground,410,70,84,70,65,70,51,2,False
|
||||
248,Tyranitar,Rock,Dark,600,100,134,110,95,100,61,2,False
|
||||
248,TyranitarMega Tyranitar,Rock,Dark,700,100,164,150,95,120,71,2,False
|
||||
249,Lugia,Psychic,Flying,680,106,90,130,90,154,110,2,True
|
||||
250,Ho-oh,Fire,Flying,680,106,130,90,110,154,90,2,True
|
||||
251,Celebi,Psychic,Grass,600,100,100,100,100,100,100,2,False
|
||||
252,Treecko,Grass,,310,40,45,35,65,55,70,3,False
|
||||
253,Grovyle,Grass,,405,50,65,45,85,65,95,3,False
|
||||
254,Sceptile,Grass,,530,70,85,65,105,85,120,3,False
|
||||
254,SceptileMega Sceptile,Grass,Dragon,630,70,110,75,145,85,145,3,False
|
||||
255,Torchic,Fire,,310,45,60,40,70,50,45,3,False
|
||||
256,Combusken,Fire,Fighting,405,60,85,60,85,60,55,3,False
|
||||
257,Blaziken,Fire,Fighting,530,80,120,70,110,70,80,3,False
|
||||
257,BlazikenMega Blaziken,Fire,Fighting,630,80,160,80,130,80,100,3,False
|
||||
258,Mudkip,Water,,310,50,70,50,50,50,40,3,False
|
||||
259,Marshtomp,Water,Ground,405,70,85,70,60,70,50,3,False
|
||||
260,Swampert,Water,Ground,535,100,110,90,85,90,60,3,False
|
||||
260,SwampertMega Swampert,Water,Ground,635,100,150,110,95,110,70,3,False
|
||||
261,Poochyena,Dark,,220,35,55,35,30,30,35,3,False
|
||||
262,Mightyena,Dark,,420,70,90,70,60,60,70,3,False
|
||||
263,Zigzagoon,Normal,,240,38,30,41,30,41,60,3,False
|
||||
264,Linoone,Normal,,420,78,70,61,50,61,100,3,False
|
||||
265,Wurmple,Bug,,195,45,45,35,20,30,20,3,False
|
||||
266,Silcoon,Bug,,205,50,35,55,25,25,15,3,False
|
||||
267,Beautifly,Bug,Flying,395,60,70,50,100,50,65,3,False
|
||||
268,Cascoon,Bug,,205,50,35,55,25,25,15,3,False
|
||||
269,Dustox,Bug,Poison,385,60,50,70,50,90,65,3,False
|
||||
270,Lotad,Water,Grass,220,40,30,30,40,50,30,3,False
|
||||
271,Lombre,Water,Grass,340,60,50,50,60,70,50,3,False
|
||||
272,Ludicolo,Water,Grass,480,80,70,70,90,100,70,3,False
|
||||
273,Seedot,Grass,,220,40,40,50,30,30,30,3,False
|
||||
274,Nuzleaf,Grass,Dark,340,70,70,40,60,40,60,3,False
|
||||
275,Shiftry,Grass,Dark,480,90,100,60,90,60,80,3,False
|
||||
276,Taillow,Normal,Flying,270,40,55,30,30,30,85,3,False
|
||||
277,Swellow,Normal,Flying,430,60,85,60,50,50,125,3,False
|
||||
278,Wingull,Water,Flying,270,40,30,30,55,30,85,3,False
|
||||
279,Pelipper,Water,Flying,430,60,50,100,85,70,65,3,False
|
||||
280,Ralts,Psychic,Fairy,198,28,25,25,45,35,40,3,False
|
||||
281,Kirlia,Psychic,Fairy,278,38,35,35,65,55,50,3,False
|
||||
282,Gardevoir,Psychic,Fairy,518,68,65,65,125,115,80,3,False
|
||||
282,GardevoirMega Gardevoir,Psychic,Fairy,618,68,85,65,165,135,100,3,False
|
||||
283,Surskit,Bug,Water,269,40,30,32,50,52,65,3,False
|
||||
284,Masquerain,Bug,Flying,414,70,60,62,80,82,60,3,False
|
||||
285,Shroomish,Grass,,295,60,40,60,40,60,35,3,False
|
||||
286,Breloom,Grass,Fighting,460,60,130,80,60,60,70,3,False
|
||||
287,Slakoth,Normal,,280,60,60,60,35,35,30,3,False
|
||||
288,Vigoroth,Normal,,440,80,80,80,55,55,90,3,False
|
||||
289,Slaking,Normal,,670,150,160,100,95,65,100,3,False
|
||||
290,Nincada,Bug,Ground,266,31,45,90,30,30,40,3,False
|
||||
291,Ninjask,Bug,Flying,456,61,90,45,50,50,160,3,False
|
||||
292,Shedinja,Bug,Ghost,236,1,90,45,30,30,40,3,False
|
||||
293,Whismur,Normal,,240,64,51,23,51,23,28,3,False
|
||||
294,Loudred,Normal,,360,84,71,43,71,43,48,3,False
|
||||
295,Exploud,Normal,,490,104,91,63,91,73,68,3,False
|
||||
296,Makuhita,Fighting,,237,72,60,30,20,30,25,3,False
|
||||
297,Hariyama,Fighting,,474,144,120,60,40,60,50,3,False
|
||||
298,Azurill,Normal,Fairy,190,50,20,40,20,40,20,3,False
|
||||
299,Nosepass,Rock,,375,30,45,135,45,90,30,3,False
|
||||
300,Skitty,Normal,,260,50,45,45,35,35,50,3,False
|
||||
301,Delcatty,Normal,,380,70,65,65,55,55,70,3,False
|
||||
302,Sableye,Dark,Ghost,380,50,75,75,65,65,50,3,False
|
||||
302,SableyeMega Sableye,Dark,Ghost,480,50,85,125,85,115,20,3,False
|
||||
303,Mawile,Steel,Fairy,380,50,85,85,55,55,50,3,False
|
||||
303,MawileMega Mawile,Steel,Fairy,480,50,105,125,55,95,50,3,False
|
||||
304,Aron,Steel,Rock,330,50,70,100,40,40,30,3,False
|
||||
305,Lairon,Steel,Rock,430,60,90,140,50,50,40,3,False
|
||||
306,Aggron,Steel,Rock,530,70,110,180,60,60,50,3,False
|
||||
306,AggronMega Aggron,Steel,,630,70,140,230,60,80,50,3,False
|
||||
307,Meditite,Fighting,Psychic,280,30,40,55,40,55,60,3,False
|
||||
308,Medicham,Fighting,Psychic,410,60,60,75,60,75,80,3,False
|
||||
308,MedichamMega Medicham,Fighting,Psychic,510,60,100,85,80,85,100,3,False
|
||||
309,Electrike,Electric,,295,40,45,40,65,40,65,3,False
|
||||
310,Manectric,Electric,,475,70,75,60,105,60,105,3,False
|
||||
310,ManectricMega Manectric,Electric,,575,70,75,80,135,80,135,3,False
|
||||
311,Plusle,Electric,,405,60,50,40,85,75,95,3,False
|
||||
312,Minun,Electric,,405,60,40,50,75,85,95,3,False
|
||||
313,Volbeat,Bug,,400,65,73,55,47,75,85,3,False
|
||||
314,Illumise,Bug,,400,65,47,55,73,75,85,3,False
|
||||
315,Roselia,Grass,Poison,400,50,60,45,100,80,65,3,False
|
||||
316,Gulpin,Poison,,302,70,43,53,43,53,40,3,False
|
||||
317,Swalot,Poison,,467,100,73,83,73,83,55,3,False
|
||||
318,Carvanha,Water,Dark,305,45,90,20,65,20,65,3,False
|
||||
319,Sharpedo,Water,Dark,460,70,120,40,95,40,95,3,False
|
||||
319,SharpedoMega Sharpedo,Water,Dark,560,70,140,70,110,65,105,3,False
|
||||
320,Wailmer,Water,,400,130,70,35,70,35,60,3,False
|
||||
321,Wailord,Water,,500,170,90,45,90,45,60,3,False
|
||||
322,Numel,Fire,Ground,305,60,60,40,65,45,35,3,False
|
||||
323,Camerupt,Fire,Ground,460,70,100,70,105,75,40,3,False
|
||||
323,CameruptMega Camerupt,Fire,Ground,560,70,120,100,145,105,20,3,False
|
||||
324,Torkoal,Fire,,470,70,85,140,85,70,20,3,False
|
||||
325,Spoink,Psychic,,330,60,25,35,70,80,60,3,False
|
||||
326,Grumpig,Psychic,,470,80,45,65,90,110,80,3,False
|
||||
327,Spinda,Normal,,360,60,60,60,60,60,60,3,False
|
||||
328,Trapinch,Ground,,290,45,100,45,45,45,10,3,False
|
||||
329,Vibrava,Ground,Dragon,340,50,70,50,50,50,70,3,False
|
||||
330,Flygon,Ground,Dragon,520,80,100,80,80,80,100,3,False
|
||||
331,Cacnea,Grass,,335,50,85,40,85,40,35,3,False
|
||||
332,Cacturne,Grass,Dark,475,70,115,60,115,60,55,3,False
|
||||
333,Swablu,Normal,Flying,310,45,40,60,40,75,50,3,False
|
||||
334,Altaria,Dragon,Flying,490,75,70,90,70,105,80,3,False
|
||||
334,AltariaMega Altaria,Dragon,Fairy,590,75,110,110,110,105,80,3,False
|
||||
335,Zangoose,Normal,,458,73,115,60,60,60,90,3,False
|
||||
336,Seviper,Poison,,458,73,100,60,100,60,65,3,False
|
||||
337,Lunatone,Rock,Psychic,440,70,55,65,95,85,70,3,False
|
||||
338,Solrock,Rock,Psychic,440,70,95,85,55,65,70,3,False
|
||||
339,Barboach,Water,Ground,288,50,48,43,46,41,60,3,False
|
||||
340,Whiscash,Water,Ground,468,110,78,73,76,71,60,3,False
|
||||
341,Corphish,Water,,308,43,80,65,50,35,35,3,False
|
||||
342,Crawdaunt,Water,Dark,468,63,120,85,90,55,55,3,False
|
||||
343,Baltoy,Ground,Psychic,300,40,40,55,40,70,55,3,False
|
||||
344,Claydol,Ground,Psychic,500,60,70,105,70,120,75,3,False
|
||||
345,Lileep,Rock,Grass,355,66,41,77,61,87,23,3,False
|
||||
346,Cradily,Rock,Grass,495,86,81,97,81,107,43,3,False
|
||||
347,Anorith,Rock,Bug,355,45,95,50,40,50,75,3,False
|
||||
348,Armaldo,Rock,Bug,495,75,125,100,70,80,45,3,False
|
||||
349,Feebas,Water,,200,20,15,20,10,55,80,3,False
|
||||
350,Milotic,Water,,540,95,60,79,100,125,81,3,False
|
||||
351,Castform,Normal,,420,70,70,70,70,70,70,3,False
|
||||
352,Kecleon,Normal,,440,60,90,70,60,120,40,3,False
|
||||
353,Shuppet,Ghost,,295,44,75,35,63,33,45,3,False
|
||||
354,Banette,Ghost,,455,64,115,65,83,63,65,3,False
|
||||
354,BanetteMega Banette,Ghost,,555,64,165,75,93,83,75,3,False
|
||||
355,Duskull,Ghost,,295,20,40,90,30,90,25,3,False
|
||||
356,Dusclops,Ghost,,455,40,70,130,60,130,25,3,False
|
||||
357,Tropius,Grass,Flying,460,99,68,83,72,87,51,3,False
|
||||
358,Chimecho,Psychic,,425,65,50,70,95,80,65,3,False
|
||||
359,Absol,Dark,,465,65,130,60,75,60,75,3,False
|
||||
359,AbsolMega Absol,Dark,,565,65,150,60,115,60,115,3,False
|
||||
360,Wynaut,Psychic,,260,95,23,48,23,48,23,3,False
|
||||
361,Snorunt,Ice,,300,50,50,50,50,50,50,3,False
|
||||
362,Glalie,Ice,,480,80,80,80,80,80,80,3,False
|
||||
362,GlalieMega Glalie,Ice,,580,80,120,80,120,80,100,3,False
|
||||
363,Spheal,Ice,Water,290,70,40,50,55,50,25,3,False
|
||||
364,Sealeo,Ice,Water,410,90,60,70,75,70,45,3,False
|
||||
365,Walrein,Ice,Water,530,110,80,90,95,90,65,3,False
|
||||
366,Clamperl,Water,,345,35,64,85,74,55,32,3,False
|
||||
367,Huntail,Water,,485,55,104,105,94,75,52,3,False
|
||||
368,Gorebyss,Water,,485,55,84,105,114,75,52,3,False
|
||||
369,Relicanth,Water,Rock,485,100,90,130,45,65,55,3,False
|
||||
370,Luvdisc,Water,,330,43,30,55,40,65,97,3,False
|
||||
371,Bagon,Dragon,,300,45,75,60,40,30,50,3,False
|
||||
372,Shelgon,Dragon,,420,65,95,100,60,50,50,3,False
|
||||
373,Salamence,Dragon,Flying,600,95,135,80,110,80,100,3,False
|
||||
373,SalamenceMega Salamence,Dragon,Flying,700,95,145,130,120,90,120,3,False
|
||||
374,Beldum,Steel,Psychic,300,40,55,80,35,60,30,3,False
|
||||
375,Metang,Steel,Psychic,420,60,75,100,55,80,50,3,False
|
||||
376,Metagross,Steel,Psychic,600,80,135,130,95,90,70,3,False
|
||||
376,MetagrossMega Metagross,Steel,Psychic,700,80,145,150,105,110,110,3,False
|
||||
377,Regirock,Rock,,580,80,100,200,50,100,50,3,True
|
||||
378,Regice,Ice,,580,80,50,100,100,200,50,3,True
|
||||
379,Registeel,Steel,,580,80,75,150,75,150,50,3,True
|
||||
380,Latias,Dragon,Psychic,600,80,80,90,110,130,110,3,True
|
||||
380,LatiasMega Latias,Dragon,Psychic,700,80,100,120,140,150,110,3,True
|
||||
381,Latios,Dragon,Psychic,600,80,90,80,130,110,110,3,True
|
||||
381,LatiosMega Latios,Dragon,Psychic,700,80,130,100,160,120,110,3,True
|
||||
382,Kyogre,Water,,670,100,100,90,150,140,90,3,True
|
||||
382,KyogrePrimal Kyogre,Water,,770,100,150,90,180,160,90,3,True
|
||||
383,Groudon,Ground,,670,100,150,140,100,90,90,3,True
|
||||
383,GroudonPrimal Groudon,Ground,Fire,770,100,180,160,150,90,90,3,True
|
||||
384,Rayquaza,Dragon,Flying,680,105,150,90,150,90,95,3,True
|
||||
384,RayquazaMega Rayquaza,Dragon,Flying,780,105,180,100,180,100,115,3,True
|
||||
385,Jirachi,Steel,Psychic,600,100,100,100,100,100,100,3,True
|
||||
386,DeoxysNormal Forme,Psychic,,600,50,150,50,150,50,150,3,True
|
||||
386,DeoxysAttack Forme,Psychic,,600,50,180,20,180,20,150,3,True
|
||||
386,DeoxysDefense Forme,Psychic,,600,50,70,160,70,160,90,3,True
|
||||
386,DeoxysSpeed Forme,Psychic,,600,50,95,90,95,90,180,3,True
|
||||
387,Turtwig,Grass,,318,55,68,64,45,55,31,4,False
|
||||
388,Grotle,Grass,,405,75,89,85,55,65,36,4,False
|
||||
389,Torterra,Grass,Ground,525,95,109,105,75,85,56,4,False
|
||||
390,Chimchar,Fire,,309,44,58,44,58,44,61,4,False
|
||||
391,Monferno,Fire,Fighting,405,64,78,52,78,52,81,4,False
|
||||
392,Infernape,Fire,Fighting,534,76,104,71,104,71,108,4,False
|
||||
393,Piplup,Water,,314,53,51,53,61,56,40,4,False
|
||||
394,Prinplup,Water,,405,64,66,68,81,76,50,4,False
|
||||
395,Empoleon,Water,Steel,530,84,86,88,111,101,60,4,False
|
||||
396,Starly,Normal,Flying,245,40,55,30,30,30,60,4,False
|
||||
397,Staravia,Normal,Flying,340,55,75,50,40,40,80,4,False
|
||||
398,Staraptor,Normal,Flying,485,85,120,70,50,60,100,4,False
|
||||
399,Bidoof,Normal,,250,59,45,40,35,40,31,4,False
|
||||
400,Bibarel,Normal,Water,410,79,85,60,55,60,71,4,False
|
||||
401,Kricketot,Bug,,194,37,25,41,25,41,25,4,False
|
||||
402,Kricketune,Bug,,384,77,85,51,55,51,65,4,False
|
||||
403,Shinx,Electric,,263,45,65,34,40,34,45,4,False
|
||||
404,Luxio,Electric,,363,60,85,49,60,49,60,4,False
|
||||
405,Luxray,Electric,,523,80,120,79,95,79,70,4,False
|
||||
406,Budew,Grass,Poison,280,40,30,35,50,70,55,4,False
|
||||
407,Roserade,Grass,Poison,515,60,70,65,125,105,90,4,False
|
||||
408,Cranidos,Rock,,350,67,125,40,30,30,58,4,False
|
||||
409,Rampardos,Rock,,495,97,165,60,65,50,58,4,False
|
||||
410,Shieldon,Rock,Steel,350,30,42,118,42,88,30,4,False
|
||||
411,Bastiodon,Rock,Steel,495,60,52,168,47,138,30,4,False
|
||||
412,Burmy,Bug,,224,40,29,45,29,45,36,4,False
|
||||
413,WormadamPlant Cloak,Bug,Grass,424,60,59,85,79,105,36,4,False
|
||||
413,WormadamSandy Cloak,Bug,Ground,424,60,79,105,59,85,36,4,False
|
||||
413,WormadamTrash Cloak,Bug,Steel,424,60,69,95,69,95,36,4,False
|
||||
414,Mothim,Bug,Flying,424,70,94,50,94,50,66,4,False
|
||||
415,Combee,Bug,Flying,244,30,30,42,30,42,70,4,False
|
||||
416,Vespiquen,Bug,Flying,474,70,80,102,80,102,40,4,False
|
||||
417,Pachirisu,Electric,,405,60,45,70,45,90,95,4,False
|
||||
418,Buizel,Water,,330,55,65,35,60,30,85,4,False
|
||||
419,Floatzel,Water,,495,85,105,55,85,50,115,4,False
|
||||
420,Cherubi,Grass,,275,45,35,45,62,53,35,4,False
|
||||
421,Cherrim,Grass,,450,70,60,70,87,78,85,4,False
|
||||
422,Shellos,Water,,325,76,48,48,57,62,34,4,False
|
||||
423,Gastrodon,Water,Ground,475,111,83,68,92,82,39,4,False
|
||||
424,Ambipom,Normal,,482,75,100,66,60,66,115,4,False
|
||||
425,Drifloon,Ghost,Flying,348,90,50,34,60,44,70,4,False
|
||||
426,Drifblim,Ghost,Flying,498,150,80,44,90,54,80,4,False
|
||||
427,Buneary,Normal,,350,55,66,44,44,56,85,4,False
|
||||
428,Lopunny,Normal,,480,65,76,84,54,96,105,4,False
|
||||
428,LopunnyMega Lopunny,Normal,Fighting,580,65,136,94,54,96,135,4,False
|
||||
429,Mismagius,Ghost,,495,60,60,60,105,105,105,4,False
|
||||
430,Honchkrow,Dark,Flying,505,100,125,52,105,52,71,4,False
|
||||
431,Glameow,Normal,,310,49,55,42,42,37,85,4,False
|
||||
432,Purugly,Normal,,452,71,82,64,64,59,112,4,False
|
||||
433,Chingling,Psychic,,285,45,30,50,65,50,45,4,False
|
||||
434,Stunky,Poison,Dark,329,63,63,47,41,41,74,4,False
|
||||
435,Skuntank,Poison,Dark,479,103,93,67,71,61,84,4,False
|
||||
436,Bronzor,Steel,Psychic,300,57,24,86,24,86,23,4,False
|
||||
437,Bronzong,Steel,Psychic,500,67,89,116,79,116,33,4,False
|
||||
438,Bonsly,Rock,,290,50,80,95,10,45,10,4,False
|
||||
439,Mime Jr.,Psychic,Fairy,310,20,25,45,70,90,60,4,False
|
||||
440,Happiny,Normal,,220,100,5,5,15,65,30,4,False
|
||||
441,Chatot,Normal,Flying,411,76,65,45,92,42,91,4,False
|
||||
442,Spiritomb,Ghost,Dark,485,50,92,108,92,108,35,4,False
|
||||
443,Gible,Dragon,Ground,300,58,70,45,40,45,42,4,False
|
||||
444,Gabite,Dragon,Ground,410,68,90,65,50,55,82,4,False
|
||||
445,Garchomp,Dragon,Ground,600,108,130,95,80,85,102,4,False
|
||||
445,GarchompMega Garchomp,Dragon,Ground,700,108,170,115,120,95,92,4,False
|
||||
446,Munchlax,Normal,,390,135,85,40,40,85,5,4,False
|
||||
447,Riolu,Fighting,,285,40,70,40,35,40,60,4,False
|
||||
448,Lucario,Fighting,Steel,525,70,110,70,115,70,90,4,False
|
||||
448,LucarioMega Lucario,Fighting,Steel,625,70,145,88,140,70,112,4,False
|
||||
449,Hippopotas,Ground,,330,68,72,78,38,42,32,4,False
|
||||
450,Hippowdon,Ground,,525,108,112,118,68,72,47,4,False
|
||||
451,Skorupi,Poison,Bug,330,40,50,90,30,55,65,4,False
|
||||
452,Drapion,Poison,Dark,500,70,90,110,60,75,95,4,False
|
||||
453,Croagunk,Poison,Fighting,300,48,61,40,61,40,50,4,False
|
||||
454,Toxicroak,Poison,Fighting,490,83,106,65,86,65,85,4,False
|
||||
455,Carnivine,Grass,,454,74,100,72,90,72,46,4,False
|
||||
456,Finneon,Water,,330,49,49,56,49,61,66,4,False
|
||||
457,Lumineon,Water,,460,69,69,76,69,86,91,4,False
|
||||
458,Mantyke,Water,Flying,345,45,20,50,60,120,50,4,False
|
||||
459,Snover,Grass,Ice,334,60,62,50,62,60,40,4,False
|
||||
460,Abomasnow,Grass,Ice,494,90,92,75,92,85,60,4,False
|
||||
460,AbomasnowMega Abomasnow,Grass,Ice,594,90,132,105,132,105,30,4,False
|
||||
461,Weavile,Dark,Ice,510,70,120,65,45,85,125,4,False
|
||||
462,Magnezone,Electric,Steel,535,70,70,115,130,90,60,4,False
|
||||
463,Lickilicky,Normal,,515,110,85,95,80,95,50,4,False
|
||||
464,Rhyperior,Ground,Rock,535,115,140,130,55,55,40,4,False
|
||||
465,Tangrowth,Grass,,535,100,100,125,110,50,50,4,False
|
||||
466,Electivire,Electric,,540,75,123,67,95,85,95,4,False
|
||||
467,Magmortar,Fire,,540,75,95,67,125,95,83,4,False
|
||||
468,Togekiss,Fairy,Flying,545,85,50,95,120,115,80,4,False
|
||||
469,Yanmega,Bug,Flying,515,86,76,86,116,56,95,4,False
|
||||
470,Leafeon,Grass,,525,65,110,130,60,65,95,4,False
|
||||
471,Glaceon,Ice,,525,65,60,110,130,95,65,4,False
|
||||
472,Gliscor,Ground,Flying,510,75,95,125,45,75,95,4,False
|
||||
473,Mamoswine,Ice,Ground,530,110,130,80,70,60,80,4,False
|
||||
474,Porygon-Z,Normal,,535,85,80,70,135,75,90,4,False
|
||||
475,Gallade,Psychic,Fighting,518,68,125,65,65,115,80,4,False
|
||||
475,GalladeMega Gallade,Psychic,Fighting,618,68,165,95,65,115,110,4,False
|
||||
476,Probopass,Rock,Steel,525,60,55,145,75,150,40,4,False
|
||||
477,Dusknoir,Ghost,,525,45,100,135,65,135,45,4,False
|
||||
478,Froslass,Ice,Ghost,480,70,80,70,80,70,110,4,False
|
||||
479,Rotom,Electric,Ghost,440,50,50,77,95,77,91,4,False
|
||||
479,RotomHeat Rotom,Electric,Fire,520,50,65,107,105,107,86,4,False
|
||||
479,RotomWash Rotom,Electric,Water,520,50,65,107,105,107,86,4,False
|
||||
479,RotomFrost Rotom,Electric,Ice,520,50,65,107,105,107,86,4,False
|
||||
479,RotomFan Rotom,Electric,Flying,520,50,65,107,105,107,86,4,False
|
||||
479,RotomMow Rotom,Electric,Grass,520,50,65,107,105,107,86,4,False
|
||||
480,Uxie,Psychic,,580,75,75,130,75,130,95,4,True
|
||||
481,Mesprit,Psychic,,580,80,105,105,105,105,80,4,True
|
||||
482,Azelf,Psychic,,580,75,125,70,125,70,115,4,True
|
||||
483,Dialga,Steel,Dragon,680,100,120,120,150,100,90,4,True
|
||||
484,Palkia,Water,Dragon,680,90,120,100,150,120,100,4,True
|
||||
485,Heatran,Fire,Steel,600,91,90,106,130,106,77,4,True
|
||||
486,Regigigas,Normal,,670,110,160,110,80,110,100,4,True
|
||||
487,GiratinaAltered Forme,Ghost,Dragon,680,150,100,120,100,120,90,4,True
|
||||
487,GiratinaOrigin Forme,Ghost,Dragon,680,150,120,100,120,100,90,4,True
|
||||
488,Cresselia,Psychic,,600,120,70,120,75,130,85,4,False
|
||||
489,Phione,Water,,480,80,80,80,80,80,80,4,False
|
||||
490,Manaphy,Water,,600,100,100,100,100,100,100,4,False
|
||||
491,Darkrai,Dark,,600,70,90,90,135,90,125,4,True
|
||||
492,ShayminLand Forme,Grass,,600,100,100,100,100,100,100,4,True
|
||||
492,ShayminSky Forme,Grass,Flying,600,100,103,75,120,75,127,4,True
|
||||
493,Arceus,Normal,,720,120,120,120,120,120,120,4,True
|
||||
494,Victini,Psychic,Fire,600,100,100,100,100,100,100,5,True
|
||||
495,Snivy,Grass,,308,45,45,55,45,55,63,5,False
|
||||
496,Servine,Grass,,413,60,60,75,60,75,83,5,False
|
||||
497,Serperior,Grass,,528,75,75,95,75,95,113,5,False
|
||||
498,Tepig,Fire,,308,65,63,45,45,45,45,5,False
|
||||
499,Pignite,Fire,Fighting,418,90,93,55,70,55,55,5,False
|
||||
500,Emboar,Fire,Fighting,528,110,123,65,100,65,65,5,False
|
||||
501,Oshawott,Water,,308,55,55,45,63,45,45,5,False
|
||||
502,Dewott,Water,,413,75,75,60,83,60,60,5,False
|
||||
503,Samurott,Water,,528,95,100,85,108,70,70,5,False
|
||||
504,Patrat,Normal,,255,45,55,39,35,39,42,5,False
|
||||
505,Watchog,Normal,,420,60,85,69,60,69,77,5,False
|
||||
506,Lillipup,Normal,,275,45,60,45,25,45,55,5,False
|
||||
507,Herdier,Normal,,370,65,80,65,35,65,60,5,False
|
||||
508,Stoutland,Normal,,500,85,110,90,45,90,80,5,False
|
||||
509,Purrloin,Dark,,281,41,50,37,50,37,66,5,False
|
||||
510,Liepard,Dark,,446,64,88,50,88,50,106,5,False
|
||||
511,Pansage,Grass,,316,50,53,48,53,48,64,5,False
|
||||
512,Simisage,Grass,,498,75,98,63,98,63,101,5,False
|
||||
513,Pansear,Fire,,316,50,53,48,53,48,64,5,False
|
||||
514,Simisear,Fire,,498,75,98,63,98,63,101,5,False
|
||||
515,Panpour,Water,,316,50,53,48,53,48,64,5,False
|
||||
516,Simipour,Water,,498,75,98,63,98,63,101,5,False
|
||||
517,Munna,Psychic,,292,76,25,45,67,55,24,5,False
|
||||
518,Musharna,Psychic,,487,116,55,85,107,95,29,5,False
|
||||
519,Pidove,Normal,Flying,264,50,55,50,36,30,43,5,False
|
||||
520,Tranquill,Normal,Flying,358,62,77,62,50,42,65,5,False
|
||||
521,Unfezant,Normal,Flying,488,80,115,80,65,55,93,5,False
|
||||
522,Blitzle,Electric,,295,45,60,32,50,32,76,5,False
|
||||
523,Zebstrika,Electric,,497,75,100,63,80,63,116,5,False
|
||||
524,Roggenrola,Rock,,280,55,75,85,25,25,15,5,False
|
||||
525,Boldore,Rock,,390,70,105,105,50,40,20,5,False
|
||||
526,Gigalith,Rock,,515,85,135,130,60,80,25,5,False
|
||||
527,Woobat,Psychic,Flying,313,55,45,43,55,43,72,5,False
|
||||
528,Swoobat,Psychic,Flying,425,67,57,55,77,55,114,5,False
|
||||
529,Drilbur,Ground,,328,60,85,40,30,45,68,5,False
|
||||
530,Excadrill,Ground,Steel,508,110,135,60,50,65,88,5,False
|
||||
531,Audino,Normal,,445,103,60,86,60,86,50,5,False
|
||||
531,AudinoMega Audino,Normal,Fairy,545,103,60,126,80,126,50,5,False
|
||||
532,Timburr,Fighting,,305,75,80,55,25,35,35,5,False
|
||||
533,Gurdurr,Fighting,,405,85,105,85,40,50,40,5,False
|
||||
534,Conkeldurr,Fighting,,505,105,140,95,55,65,45,5,False
|
||||
535,Tympole,Water,,294,50,50,40,50,40,64,5,False
|
||||
536,Palpitoad,Water,Ground,384,75,65,55,65,55,69,5,False
|
||||
537,Seismitoad,Water,Ground,509,105,95,75,85,75,74,5,False
|
||||
538,Throh,Fighting,,465,120,100,85,30,85,45,5,False
|
||||
539,Sawk,Fighting,,465,75,125,75,30,75,85,5,False
|
||||
540,Sewaddle,Bug,Grass,310,45,53,70,40,60,42,5,False
|
||||
541,Swadloon,Bug,Grass,380,55,63,90,50,80,42,5,False
|
||||
542,Leavanny,Bug,Grass,500,75,103,80,70,80,92,5,False
|
||||
543,Venipede,Bug,Poison,260,30,45,59,30,39,57,5,False
|
||||
544,Whirlipede,Bug,Poison,360,40,55,99,40,79,47,5,False
|
||||
545,Scolipede,Bug,Poison,485,60,100,89,55,69,112,5,False
|
||||
546,Cottonee,Grass,Fairy,280,40,27,60,37,50,66,5,False
|
||||
547,Whimsicott,Grass,Fairy,480,60,67,85,77,75,116,5,False
|
||||
548,Petilil,Grass,,280,45,35,50,70,50,30,5,False
|
||||
549,Lilligant,Grass,,480,70,60,75,110,75,90,5,False
|
||||
550,Basculin,Water,,460,70,92,65,80,55,98,5,False
|
||||
551,Sandile,Ground,Dark,292,50,72,35,35,35,65,5,False
|
||||
552,Krokorok,Ground,Dark,351,60,82,45,45,45,74,5,False
|
||||
553,Krookodile,Ground,Dark,519,95,117,80,65,70,92,5,False
|
||||
554,Darumaka,Fire,,315,70,90,45,15,45,50,5,False
|
||||
555,DarmanitanStandard Mode,Fire,,480,105,140,55,30,55,95,5,False
|
||||
555,DarmanitanZen Mode,Fire,Psychic,540,105,30,105,140,105,55,5,False
|
||||
556,Maractus,Grass,,461,75,86,67,106,67,60,5,False
|
||||
557,Dwebble,Bug,Rock,325,50,65,85,35,35,55,5,False
|
||||
558,Crustle,Bug,Rock,475,70,95,125,65,75,45,5,False
|
||||
559,Scraggy,Dark,Fighting,348,50,75,70,35,70,48,5,False
|
||||
560,Scrafty,Dark,Fighting,488,65,90,115,45,115,58,5,False
|
||||
561,Sigilyph,Psychic,Flying,490,72,58,80,103,80,97,5,False
|
||||
562,Yamask,Ghost,,303,38,30,85,55,65,30,5,False
|
||||
563,Cofagrigus,Ghost,,483,58,50,145,95,105,30,5,False
|
||||
564,Tirtouga,Water,Rock,355,54,78,103,53,45,22,5,False
|
||||
565,Carracosta,Water,Rock,495,74,108,133,83,65,32,5,False
|
||||
566,Archen,Rock,Flying,401,55,112,45,74,45,70,5,False
|
||||
567,Archeops,Rock,Flying,567,75,140,65,112,65,110,5,False
|
||||
568,Trubbish,Poison,,329,50,50,62,40,62,65,5,False
|
||||
569,Garbodor,Poison,,474,80,95,82,60,82,75,5,False
|
||||
570,Zorua,Dark,,330,40,65,40,80,40,65,5,False
|
||||
571,Zoroark,Dark,,510,60,105,60,120,60,105,5,False
|
||||
572,Minccino,Normal,,300,55,50,40,40,40,75,5,False
|
||||
573,Cinccino,Normal,,470,75,95,60,65,60,115,5,False
|
||||
574,Gothita,Psychic,,290,45,30,50,55,65,45,5,False
|
||||
575,Gothorita,Psychic,,390,60,45,70,75,85,55,5,False
|
||||
576,Gothitelle,Psychic,,490,70,55,95,95,110,65,5,False
|
||||
577,Solosis,Psychic,,290,45,30,40,105,50,20,5,False
|
||||
578,Duosion,Psychic,,370,65,40,50,125,60,30,5,False
|
||||
579,Reuniclus,Psychic,,490,110,65,75,125,85,30,5,False
|
||||
580,Ducklett,Water,Flying,305,62,44,50,44,50,55,5,False
|
||||
581,Swanna,Water,Flying,473,75,87,63,87,63,98,5,False
|
||||
582,Vanillite,Ice,,305,36,50,50,65,60,44,5,False
|
||||
583,Vanillish,Ice,,395,51,65,65,80,75,59,5,False
|
||||
584,Vanilluxe,Ice,,535,71,95,85,110,95,79,5,False
|
||||
585,Deerling,Normal,Grass,335,60,60,50,40,50,75,5,False
|
||||
586,Sawsbuck,Normal,Grass,475,80,100,70,60,70,95,5,False
|
||||
587,Emolga,Electric,Flying,428,55,75,60,75,60,103,5,False
|
||||
588,Karrablast,Bug,,315,50,75,45,40,45,60,5,False
|
||||
589,Escavalier,Bug,Steel,495,70,135,105,60,105,20,5,False
|
||||
590,Foongus,Grass,Poison,294,69,55,45,55,55,15,5,False
|
||||
591,Amoonguss,Grass,Poison,464,114,85,70,85,80,30,5,False
|
||||
592,Frillish,Water,Ghost,335,55,40,50,65,85,40,5,False
|
||||
593,Jellicent,Water,Ghost,480,100,60,70,85,105,60,5,False
|
||||
594,Alomomola,Water,,470,165,75,80,40,45,65,5,False
|
||||
595,Joltik,Bug,Electric,319,50,47,50,57,50,65,5,False
|
||||
596,Galvantula,Bug,Electric,472,70,77,60,97,60,108,5,False
|
||||
597,Ferroseed,Grass,Steel,305,44,50,91,24,86,10,5,False
|
||||
598,Ferrothorn,Grass,Steel,489,74,94,131,54,116,20,5,False
|
||||
599,Klink,Steel,,300,40,55,70,45,60,30,5,False
|
||||
600,Klang,Steel,,440,60,80,95,70,85,50,5,False
|
||||
601,Klinklang,Steel,,520,60,100,115,70,85,90,5,False
|
||||
602,Tynamo,Electric,,275,35,55,40,45,40,60,5,False
|
||||
603,Eelektrik,Electric,,405,65,85,70,75,70,40,5,False
|
||||
604,Eelektross,Electric,,515,85,115,80,105,80,50,5,False
|
||||
605,Elgyem,Psychic,,335,55,55,55,85,55,30,5,False
|
||||
606,Beheeyem,Psychic,,485,75,75,75,125,95,40,5,False
|
||||
607,Litwick,Ghost,Fire,275,50,30,55,65,55,20,5,False
|
||||
608,Lampent,Ghost,Fire,370,60,40,60,95,60,55,5,False
|
||||
609,Chandelure,Ghost,Fire,520,60,55,90,145,90,80,5,False
|
||||
610,Axew,Dragon,,320,46,87,60,30,40,57,5,False
|
||||
611,Fraxure,Dragon,,410,66,117,70,40,50,67,5,False
|
||||
612,Haxorus,Dragon,,540,76,147,90,60,70,97,5,False
|
||||
613,Cubchoo,Ice,,305,55,70,40,60,40,40,5,False
|
||||
614,Beartic,Ice,,485,95,110,80,70,80,50,5,False
|
||||
615,Cryogonal,Ice,,485,70,50,30,95,135,105,5,False
|
||||
616,Shelmet,Bug,,305,50,40,85,40,65,25,5,False
|
||||
617,Accelgor,Bug,,495,80,70,40,100,60,145,5,False
|
||||
618,Stunfisk,Ground,Electric,471,109,66,84,81,99,32,5,False
|
||||
619,Mienfoo,Fighting,,350,45,85,50,55,50,65,5,False
|
||||
620,Mienshao,Fighting,,510,65,125,60,95,60,105,5,False
|
||||
621,Druddigon,Dragon,,485,77,120,90,60,90,48,5,False
|
||||
622,Golett,Ground,Ghost,303,59,74,50,35,50,35,5,False
|
||||
623,Golurk,Ground,Ghost,483,89,124,80,55,80,55,5,False
|
||||
624,Pawniard,Dark,Steel,340,45,85,70,40,40,60,5,False
|
||||
625,Bisharp,Dark,Steel,490,65,125,100,60,70,70,5,False
|
||||
626,Bouffalant,Normal,,490,95,110,95,40,95,55,5,False
|
||||
627,Rufflet,Normal,Flying,350,70,83,50,37,50,60,5,False
|
||||
628,Braviary,Normal,Flying,510,100,123,75,57,75,80,5,False
|
||||
629,Vullaby,Dark,Flying,370,70,55,75,45,65,60,5,False
|
||||
630,Mandibuzz,Dark,Flying,510,110,65,105,55,95,80,5,False
|
||||
631,Heatmor,Fire,,484,85,97,66,105,66,65,5,False
|
||||
632,Durant,Bug,Steel,484,58,109,112,48,48,109,5,False
|
||||
633,Deino,Dark,Dragon,300,52,65,50,45,50,38,5,False
|
||||
634,Zweilous,Dark,Dragon,420,72,85,70,65,70,58,5,False
|
||||
635,Hydreigon,Dark,Dragon,600,92,105,90,125,90,98,5,False
|
||||
636,Larvesta,Bug,Fire,360,55,85,55,50,55,60,5,False
|
||||
637,Volcarona,Bug,Fire,550,85,60,65,135,105,100,5,False
|
||||
638,Cobalion,Steel,Fighting,580,91,90,129,90,72,108,5,True
|
||||
639,Terrakion,Rock,Fighting,580,91,129,90,72,90,108,5,True
|
||||
640,Virizion,Grass,Fighting,580,91,90,72,90,129,108,5,True
|
||||
641,TornadusIncarnate Forme,Flying,,580,79,115,70,125,80,111,5,True
|
||||
641,TornadusTherian Forme,Flying,,580,79,100,80,110,90,121,5,True
|
||||
642,ThundurusIncarnate Forme,Electric,Flying,580,79,115,70,125,80,111,5,True
|
||||
642,ThundurusTherian Forme,Electric,Flying,580,79,105,70,145,80,101,5,True
|
||||
643,Reshiram,Dragon,Fire,680,100,120,100,150,120,90,5,True
|
||||
644,Zekrom,Dragon,Electric,680,100,150,120,120,100,90,5,True
|
||||
645,LandorusIncarnate Forme,Ground,Flying,600,89,125,90,115,80,101,5,True
|
||||
645,LandorusTherian Forme,Ground,Flying,600,89,145,90,105,80,91,5,True
|
||||
646,Kyurem,Dragon,Ice,660,125,130,90,130,90,95,5,True
|
||||
646,KyuremBlack Kyurem,Dragon,Ice,700,125,170,100,120,90,95,5,True
|
||||
646,KyuremWhite Kyurem,Dragon,Ice,700,125,120,90,170,100,95,5,True
|
||||
647,KeldeoOrdinary Forme,Water,Fighting,580,91,72,90,129,90,108,5,False
|
||||
647,KeldeoResolute Forme,Water,Fighting,580,91,72,90,129,90,108,5,False
|
||||
648,MeloettaAria Forme,Normal,Psychic,600,100,77,77,128,128,90,5,False
|
||||
648,MeloettaPirouette Forme,Normal,Fighting,600,100,128,90,77,77,128,5,False
|
||||
649,Genesect,Bug,Steel,600,71,120,95,120,95,99,5,False
|
||||
650,Chespin,Grass,,313,56,61,65,48,45,38,6,False
|
||||
651,Quilladin,Grass,,405,61,78,95,56,58,57,6,False
|
||||
652,Chesnaught,Grass,Fighting,530,88,107,122,74,75,64,6,False
|
||||
653,Fennekin,Fire,,307,40,45,40,62,60,60,6,False
|
||||
654,Braixen,Fire,,409,59,59,58,90,70,73,6,False
|
||||
655,Delphox,Fire,Psychic,534,75,69,72,114,100,104,6,False
|
||||
656,Froakie,Water,,314,41,56,40,62,44,71,6,False
|
||||
657,Frogadier,Water,,405,54,63,52,83,56,97,6,False
|
||||
658,Greninja,Water,Dark,530,72,95,67,103,71,122,6,False
|
||||
659,Bunnelby,Normal,,237,38,36,38,32,36,57,6,False
|
||||
660,Diggersby,Normal,Ground,423,85,56,77,50,77,78,6,False
|
||||
661,Fletchling,Normal,Flying,278,45,50,43,40,38,62,6,False
|
||||
662,Fletchinder,Fire,Flying,382,62,73,55,56,52,84,6,False
|
||||
663,Talonflame,Fire,Flying,499,78,81,71,74,69,126,6,False
|
||||
664,Scatterbug,Bug,,200,38,35,40,27,25,35,6,False
|
||||
665,Spewpa,Bug,,213,45,22,60,27,30,29,6,False
|
||||
666,Vivillon,Bug,Flying,411,80,52,50,90,50,89,6,False
|
||||
667,Litleo,Fire,Normal,369,62,50,58,73,54,72,6,False
|
||||
668,Pyroar,Fire,Normal,507,86,68,72,109,66,106,6,False
|
||||
669,Flabébé,Fairy,,303,44,38,39,61,79,42,6,False
|
||||
670,Floette,Fairy,,371,54,45,47,75,98,52,6,False
|
||||
671,Florges,Fairy,,552,78,65,68,112,154,75,6,False
|
||||
672,Skiddo,Grass,,350,66,65,48,62,57,52,6,False
|
||||
673,Gogoat,Grass,,531,123,100,62,97,81,68,6,False
|
||||
674,Pancham,Fighting,,348,67,82,62,46,48,43,6,False
|
||||
675,Pangoro,Fighting,Dark,495,95,124,78,69,71,58,6,False
|
||||
676,Furfrou,Normal,,472,75,80,60,65,90,102,6,False
|
||||
677,Espurr,Psychic,,355,62,48,54,63,60,68,6,False
|
||||
678,MeowsticMale,Psychic,,466,74,48,76,83,81,104,6,False
|
||||
678,MeowsticFemale,Psychic,,466,74,48,76,83,81,104,6,False
|
||||
679,Honedge,Steel,Ghost,325,45,80,100,35,37,28,6,False
|
||||
680,Doublade,Steel,Ghost,448,59,110,150,45,49,35,6,False
|
||||
681,AegislashBlade Forme,Steel,Ghost,520,60,150,50,150,50,60,6,False
|
||||
681,AegislashShield Forme,Steel,Ghost,520,60,50,150,50,150,60,6,False
|
||||
682,Spritzee,Fairy,,341,78,52,60,63,65,23,6,False
|
||||
683,Aromatisse,Fairy,,462,101,72,72,99,89,29,6,False
|
||||
684,Swirlix,Fairy,,341,62,48,66,59,57,49,6,False
|
||||
685,Slurpuff,Fairy,,480,82,80,86,85,75,72,6,False
|
||||
686,Inkay,Dark,Psychic,288,53,54,53,37,46,45,6,False
|
||||
687,Malamar,Dark,Psychic,482,86,92,88,68,75,73,6,False
|
||||
688,Binacle,Rock,Water,306,42,52,67,39,56,50,6,False
|
||||
689,Barbaracle,Rock,Water,500,72,105,115,54,86,68,6,False
|
||||
690,Skrelp,Poison,Water,320,50,60,60,60,60,30,6,False
|
||||
691,Dragalge,Poison,Dragon,494,65,75,90,97,123,44,6,False
|
||||
692,Clauncher,Water,,330,50,53,62,58,63,44,6,False
|
||||
693,Clawitzer,Water,,500,71,73,88,120,89,59,6,False
|
||||
694,Helioptile,Electric,Normal,289,44,38,33,61,43,70,6,False
|
||||
695,Heliolisk,Electric,Normal,481,62,55,52,109,94,109,6,False
|
||||
696,Tyrunt,Rock,Dragon,362,58,89,77,45,45,48,6,False
|
||||
697,Tyrantrum,Rock,Dragon,521,82,121,119,69,59,71,6,False
|
||||
698,Amaura,Rock,Ice,362,77,59,50,67,63,46,6,False
|
||||
699,Aurorus,Rock,Ice,521,123,77,72,99,92,58,6,False
|
||||
700,Sylveon,Fairy,,525,95,65,65,110,130,60,6,False
|
||||
701,Hawlucha,Fighting,Flying,500,78,92,75,74,63,118,6,False
|
||||
702,Dedenne,Electric,Fairy,431,67,58,57,81,67,101,6,False
|
||||
703,Carbink,Rock,Fairy,500,50,50,150,50,150,50,6,False
|
||||
704,Goomy,Dragon,,300,45,50,35,55,75,40,6,False
|
||||
705,Sliggoo,Dragon,,452,68,75,53,83,113,60,6,False
|
||||
706,Goodra,Dragon,,600,90,100,70,110,150,80,6,False
|
||||
707,Klefki,Steel,Fairy,470,57,80,91,80,87,75,6,False
|
||||
708,Phantump,Ghost,Grass,309,43,70,48,50,60,38,6,False
|
||||
709,Trevenant,Ghost,Grass,474,85,110,76,65,82,56,6,False
|
||||
710,PumpkabooAverage Size,Ghost,Grass,335,49,66,70,44,55,51,6,False
|
||||
710,PumpkabooSmall Size,Ghost,Grass,335,44,66,70,44,55,56,6,False
|
||||
710,PumpkabooLarge Size,Ghost,Grass,335,54,66,70,44,55,46,6,False
|
||||
710,PumpkabooSuper Size,Ghost,Grass,335,59,66,70,44,55,41,6,False
|
||||
711,GourgeistAverage Size,Ghost,Grass,494,65,90,122,58,75,84,6,False
|
||||
711,GourgeistSmall Size,Ghost,Grass,494,55,85,122,58,75,99,6,False
|
||||
711,GourgeistLarge Size,Ghost,Grass,494,75,95,122,58,75,69,6,False
|
||||
711,GourgeistSuper Size,Ghost,Grass,494,85,100,122,58,75,54,6,False
|
||||
712,Bergmite,Ice,,304,55,69,85,32,35,28,6,False
|
||||
713,Avalugg,Ice,,514,95,117,184,44,46,28,6,False
|
||||
714,Noibat,Flying,Dragon,245,40,30,35,45,40,55,6,False
|
||||
715,Noivern,Flying,Dragon,535,85,70,80,97,80,123,6,False
|
||||
716,Xerneas,Fairy,,680,126,131,95,131,98,99,6,True
|
||||
717,Yveltal,Dark,Flying,680,126,131,95,131,98,99,6,True
|
||||
718,Zygarde50% Forme,Dragon,Ground,600,108,100,121,81,95,95,6,True
|
||||
719,Diancie,Rock,Fairy,600,50,100,150,100,150,50,6,True
|
||||
719,DiancieMega Diancie,Rock,Fairy,700,50,160,110,160,110,110,6,True
|
||||
720,HoopaHoopa Confined,Psychic,Ghost,600,80,110,60,150,130,70,6,True
|
||||
720,HoopaHoopa Unbound,Psychic,Dark,680,80,160,60,170,130,80,6,True
|
||||
721,Volcanion,Fire,Water,600,80,110,120,130,90,70,6,True
|
||||
|
BIN
data/titanic.xls
Normal file
BIN
data/titanic.xls
Normal file
Binary file not shown.
2060
eda-pandas.ipynb
Normal file
2060
eda-pandas.ipynb
Normal file
File diff suppressed because one or more lines are too long
860
eda_pokemon_22.ipynb
Normal file
860
eda_pokemon_22.ipynb
Normal file
@@ -0,0 +1,860 @@
|
||||
{
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 0,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"name": "eda-pokemon-22.ipynb",
|
||||
"provenance": [],
|
||||
"collapsed_sections": []
|
||||
},
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
"name": "ipython",
|
||||
"version": 3
|
||||
},
|
||||
"file_extension": ".py",
|
||||
"mimetype": "text/x-python",
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.7.4-final"
|
||||
}
|
||||
},
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"id": "dzNng6vCL9eP"
|
||||
},
|
||||
"source": [
|
||||
"# Machine Learning 2020-2021 - UMONS \n",
|
||||
"# Exploratory Data Analysis of the Pokemon dataset\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 69,
|
||||
"metadata": {
|
||||
"id": "dU4S-rek_gQe"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import pandas as pd #importing all the important packages\n",
|
||||
"import numpy as np\n",
|
||||
"import matplotlib.pyplot as plt\n",
|
||||
"import seaborn as sns\n",
|
||||
"plt.style.use('fivethirtyeight')"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 70,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 363
|
||||
},
|
||||
"id": "hsFUdKmC_gQf",
|
||||
"outputId": "30a3b6ed-68a6-4286-8adf-847edcdd6a4b"
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " # Name Type 1 Type 2 Total HP Attack Defense \\\n0 1 Bulbasaur Grass Poison 318 45 49 49 \n1 2 Ivysaur Grass Poison 405 60 62 63 \n2 3 Venusaur Grass Poison 525 80 82 83 \n3 3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n4 4 Charmander Fire NaN 309 39 52 43 \n5 5 Charmeleon Fire NaN 405 58 64 58 \n6 6 Charizard Fire Flying 534 78 84 78 \n7 6 CharizardMega Charizard X Fire Dragon 634 78 130 111 \n8 6 CharizardMega Charizard Y Fire Flying 634 78 104 78 \n9 7 Squirtle Water NaN 314 44 48 65 \n\n Sp. Atk Sp. Def Speed Generation Legendary \n0 65 65 45 1 False \n1 80 80 60 1 False \n2 100 100 80 1 False \n3 122 120 80 1 False \n4 60 50 65 1 False \n5 80 65 80 1 False \n6 109 85 100 1 False \n7 130 85 100 1 False \n8 159 115 100 1 False \n9 50 64 43 1 False ",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>#</th>\n <th>Name</th>\n <th>Type 1</th>\n <th>Type 2</th>\n <th>Total</th>\n <th>HP</th>\n <th>Attack</th>\n <th>Defense</th>\n <th>Sp. Atk</th>\n <th>Sp. Def</th>\n <th>Speed</th>\n <th>Generation</th>\n <th>Legendary</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1</td>\n <td>Bulbasaur</td>\n <td>Grass</td>\n <td>Poison</td>\n <td>318</td>\n <td>45</td>\n <td>49</td>\n <td>49</td>\n <td>65</td>\n <td>65</td>\n <td>45</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2</td>\n <td>Ivysaur</td>\n <td>Grass</td>\n <td>Poison</td>\n <td>405</td>\n <td>60</td>\n <td>62</td>\n <td>63</td>\n <td>80</td>\n <td>80</td>\n <td>60</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3</td>\n <td>Venusaur</td>\n <td>Grass</td>\n <td>Poison</td>\n <td>525</td>\n <td>80</td>\n <td>82</td>\n <td>83</td>\n <td>100</td>\n <td>100</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>VenusaurMega Venusaur</td>\n <td>Grass</td>\n <td>Poison</td>\n <td>625</td>\n <td>80</td>\n <td>100</td>\n <td>123</td>\n <td>122</td>\n <td>120</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>Charmander</td>\n <td>Fire</td>\n <td>NaN</td>\n <td>309</td>\n <td>39</td>\n <td>52</td>\n <td>43</td>\n <td>60</td>\n <td>50</td>\n <td>65</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>5</th>\n <td>5</td>\n <td>Charmeleon</td>\n <td>Fire</td>\n <td>NaN</td>\n <td>405</td>\n <td>58</td>\n <td>64</td>\n <td>58</td>\n <td>80</td>\n <td>65</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>6</th>\n <td>6</td>\n <td>Charizard</td>\n <td>Fire</td>\n <td>Flying</td>\n <td>534</td>\n <td>78</td>\n <td>84</td>\n <td>78</td>\n <td>109</td>\n <td>85</td>\n <td>100</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>7</th>\n <td>6</td>\n <td>CharizardMega Charizard X</td>\n <td>Fire</td>\n <td>Dragon</td>\n <td>634</td>\n <td>78</td>\n <td>130</td>\n <td>111</td>\n <td>130</td>\n <td>85</td>\n <td>100</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>8</th>\n <td>6</td>\n <td>CharizardMega Charizard Y</td>\n <td>Fire</td>\n <td>Flying</td>\n <td>634</td>\n <td>78</td>\n <td>104</td>\n <td>78</td>\n <td>159</td>\n <td>115</td>\n <td>100</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>9</th>\n <td>7</td>\n <td>Squirtle</td>\n <td>Water</td>\n <td>NaN</td>\n <td>314</td>\n <td>44</td>\n <td>48</td>\n <td>65</td>\n <td>50</td>\n <td>64</td>\n <td>43</td>\n <td>1</td>\n <td>False</td>\n </tr>\n </tbody>\n</table>\n</div>"
|
||||
},
|
||||
"execution_count": 70,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"df = pd.read_csv('data/Pokemon.csv') #read the csv file and save it into a variable\n",
|
||||
"df.head(n=10) #print the first 10 rows of the table\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"source": [
|
||||
"Your turn! Make some exploratory data analysis and cleaning of the Pokemon dataset "
|
||||
],
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"id": "Ux0TXMe0_gQg"
|
||||
}
|
||||
},
|
||||
{
|
||||
"source": [
|
||||
"- #: ID for each pokemon\n",
|
||||
"- Name: Name of each pokemon\n",
|
||||
"- Type 1: Each pokemon has a type, this determines weakness/resistance to attacks\n",
|
||||
"- Type 2: Some pokemon are dual type and have 2\n",
|
||||
"- Total: sum of all stats that come after this, a general guide to how strong a pokemon is\n",
|
||||
"- HP: hit points, or health, defines how much damage a pokemon can withstand before fainting\n",
|
||||
"- Attack: the base modifier for normal attacks (eg. Scratch, Punch)\n",
|
||||
"- Defense: the base damage resistance against normal attacks\n",
|
||||
"- SP Atk: special attack, the base modifier for special attacks (e.g. fire blast, bubble beam)\n",
|
||||
"- SP Def: the base damage resistance against special attacks\n",
|
||||
"- Speed: determines which pokemon attacks first each round"
|
||||
],
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"id": "QMr1DM5q_gQg"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"1) Print the general information of the Pokemon dataset. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "eLriTZtKBDTP"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"df.info()"
|
||||
],
|
||||
"metadata": {
|
||||
"id": "yv1vhgCkAepn"
|
||||
},
|
||||
"execution_count": 71,
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||||
"RangeIndex: 800 entries, 0 to 799\n",
|
||||
"Data columns (total 13 columns):\n",
|
||||
" # Column Non-Null Count Dtype \n",
|
||||
"--- ------ -------------- ----- \n",
|
||||
" 0 # 800 non-null int64 \n",
|
||||
" 1 Name 800 non-null object\n",
|
||||
" 2 Type 1 800 non-null object\n",
|
||||
" 3 Type 2 414 non-null object\n",
|
||||
" 4 Total 800 non-null int64 \n",
|
||||
" 5 HP 800 non-null int64 \n",
|
||||
" 6 Attack 800 non-null int64 \n",
|
||||
" 7 Defense 800 non-null int64 \n",
|
||||
" 8 Sp. Atk 800 non-null int64 \n",
|
||||
" 9 Sp. Def 800 non-null int64 \n",
|
||||
" 10 Speed 800 non-null int64 \n",
|
||||
" 11 Generation 800 non-null int64 \n",
|
||||
" 12 Legendary 800 non-null bool \n",
|
||||
"dtypes: bool(1), int64(9), object(3)\n",
|
||||
"memory usage: 75.9+ KB\n"
|
||||
]
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"2) Get the shape of the dataframe. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "s1pHx3oR6w5G"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 72,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/"
|
||||
},
|
||||
"id": "XVRlqBq2_gQh",
|
||||
"outputId": "85424ccb-868e-4f46-b4f7-f762a5a73c13"
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": "(800, 13)"
|
||||
},
|
||||
"execution_count": 72,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"df.shape"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"3) Drop the \"#' column and set the dataframe index to the 'Name' column. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "VuqDhanYR0v4"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 73,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 238
|
||||
},
|
||||
"id": "nr5scIgK_gQi",
|
||||
"outputId": "aec8fb97-4162-476c-b924-0648aa221541"
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\nName \nBulbasaur Grass Poison 318 45 49 49 65 \nIvysaur Grass Poison 405 60 62 63 80 \nVenusaur Grass Poison 525 80 82 83 100 \nVenusaurMega Venusaur Grass Poison 625 80 100 123 122 \nCharmander Fire NaN 309 39 52 43 60 \n... ... ... ... .. ... ... ... \nDiancie Rock Fairy 600 50 100 150 100 \nDiancieMega Diancie Rock Fairy 700 50 160 110 160 \nHoopaHoopa Confined Psychic Ghost 600 80 110 60 150 \nHoopaHoopa Unbound Psychic Dark 680 80 160 60 170 \nVolcanion Fire Water 600 80 110 120 130 \n\n Sp. Def Speed Generation Legendary \nName \nBulbasaur 65 45 1 False \nIvysaur 80 60 1 False \nVenusaur 100 80 1 False \nVenusaurMega Venusaur 120 80 1 False \nCharmander 50 65 1 False \n... ... ... ... ... \nDiancie 150 50 6 True \nDiancieMega Diancie 110 110 6 True \nHoopaHoopa Confined 130 70 6 True \nHoopaHoopa Unbound 130 80 6 True \nVolcanion 90 70 6 True \n\n[800 rows x 11 columns]",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Type 1</th>\n <th>Type 2</th>\n <th>Total</th>\n <th>HP</th>\n <th>Attack</th>\n <th>Defense</th>\n <th>Sp. Atk</th>\n <th>Sp. Def</th>\n <th>Speed</th>\n <th>Generation</th>\n <th>Legendary</th>\n </tr>\n <tr>\n <th>Name</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>Bulbasaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>318</td>\n <td>45</td>\n <td>49</td>\n <td>49</td>\n <td>65</td>\n <td>65</td>\n <td>45</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>Ivysaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>405</td>\n <td>60</td>\n <td>62</td>\n <td>63</td>\n <td>80</td>\n <td>80</td>\n <td>60</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>Venusaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>525</td>\n <td>80</td>\n <td>82</td>\n <td>83</td>\n <td>100</td>\n <td>100</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>VenusaurMega Venusaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>625</td>\n <td>80</td>\n <td>100</td>\n <td>123</td>\n <td>122</td>\n <td>120</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>Charmander</th>\n <td>Fire</td>\n <td>NaN</td>\n <td>309</td>\n <td>39</td>\n <td>52</td>\n <td>43</td>\n <td>60</td>\n <td>50</td>\n <td>65</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>Diancie</th>\n <td>Rock</td>\n <td>Fairy</td>\n <td>600</td>\n <td>50</td>\n <td>100</td>\n <td>150</td>\n <td>100</td>\n <td>150</td>\n <td>50</td>\n <td>6</td>\n <td>True</td>\n </tr>\n <tr>\n <th>DiancieMega Diancie</th>\n <td>Rock</td>\n <td>Fairy</td>\n <td>700</td>\n <td>50</td>\n <td>160</td>\n <td>110</td>\n <td>160</td>\n <td>110</td>\n <td>110</td>\n <td>6</td>\n <td>True</td>\n </tr>\n <tr>\n <th>HoopaHoopa Confined</th>\n <td>Psychic</td>\n <td>Ghost</td>\n <td>600</td>\n <td>80</td>\n <td>110</td>\n <td>60</td>\n <td>150</td>\n <td>130</td>\n <td>70</td>\n <td>6</td>\n <td>True</td>\n </tr>\n <tr>\n <th>HoopaHoopa Unbound</th>\n <td>Psychic</td>\n <td>Dark</td>\n <td>680</td>\n <td>80</td>\n <td>160</td>\n <td>60</td>\n <td>170</td>\n <td>130</td>\n <td>80</td>\n <td>6</td>\n <td>True</td>\n </tr>\n <tr>\n <th>Volcanion</th>\n <td>Fire</td>\n <td>Water</td>\n <td>600</td>\n <td>80</td>\n <td>110</td>\n <td>120</td>\n <td>130</td>\n <td>90</td>\n <td>70</td>\n <td>6</td>\n <td>True</td>\n </tr>\n </tbody>\n</table>\n<p>800 rows × 11 columns</p>\n</div>"
|
||||
},
|
||||
"execution_count": 73,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"df_ = df.drop('#',axis=1).set_index('Name')\n",
|
||||
"df_"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"4) Check if there are any missing values in the dataframe, and count them per column. For the categorical variables, replace the missing values by 'None'. For the remaining variables, drop the complete row containing the missing value. Check that the dataframe does not contain missing values anymore. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "DmeOC9UQaEo1"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"df_.isnull().sum()"
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/"
|
||||
},
|
||||
"id": "8V7lioYdaNf9",
|
||||
"outputId": "58b810aa-a87a-4209-e3c7-03eb3360e3ce"
|
||||
},
|
||||
"execution_count": 74,
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": "Type 1 0\nType 2 386\nTotal 0\nHP 0\nAttack 0\nDefense 0\nSp. Atk 0\nSp. Def 0\nSpeed 0\nGeneration 0\nLegendary 0\ndtype: int64"
|
||||
},
|
||||
"execution_count": 74,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"df_ = df_.fillna('None')\n",
|
||||
"df_.isna().sum()"
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/"
|
||||
},
|
||||
"id": "1N41x3Lu8nAR",
|
||||
"outputId": "8269f452-2535-413c-c0a3-99b4a15d2718"
|
||||
},
|
||||
"execution_count": 75,
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": "Type 1 0\nType 2 0\nTotal 0\nHP 0\nAttack 0\nDefense 0\nSp. Atk 0\nSp. Def 0\nSpeed 0\nGeneration 0\nLegendary 0\ndtype: int64"
|
||||
},
|
||||
"execution_count": 75,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"5) Change the data types of 'Type 1' and 'Type 2' and 'Generation' to categorical data."
|
||||
],
|
||||
"metadata": {
|
||||
"id": "hJiIx80ZFODG"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"df_['Type 1'] = df_['Type 1'].astype('category')\n",
|
||||
"df_['Type 2'] = df_['Type 2'].astype('category')\n",
|
||||
"df_['Generation'] = df_['Generation'].astype('category')\n",
|
||||
"df_.info()"
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/"
|
||||
},
|
||||
"id": "N3QXeTJOEWp6",
|
||||
"outputId": "1280f24f-8daa-41d3-bdcc-9a0ce4909e87"
|
||||
},
|
||||
"execution_count": 76,
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||||
"Index: 800 entries, Bulbasaur to Volcanion\n",
|
||||
"Data columns (total 11 columns):\n",
|
||||
" # Column Non-Null Count Dtype \n",
|
||||
"--- ------ -------------- ----- \n",
|
||||
" 0 Type 1 800 non-null category\n",
|
||||
" 1 Type 2 800 non-null category\n",
|
||||
" 2 Total 800 non-null int64 \n",
|
||||
" 3 HP 800 non-null int64 \n",
|
||||
" 4 Attack 800 non-null int64 \n",
|
||||
" 5 Defense 800 non-null int64 \n",
|
||||
" 6 Sp. Atk 800 non-null int64 \n",
|
||||
" 7 Sp. Def 800 non-null int64 \n",
|
||||
" 8 Speed 800 non-null int64 \n",
|
||||
" 9 Generation 800 non-null category\n",
|
||||
" 10 Legendary 800 non-null bool \n",
|
||||
"dtypes: bool(1), category(3), int64(7)\n",
|
||||
"memory usage: 54.7+ KB\n"
|
||||
]
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"6) Get general statistics (mean, standard deviation,...) for the numerical attributes of the dataset. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "sfk3xosFZr3p"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"df_.describe()"
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 300
|
||||
},
|
||||
"id": "ovW_8SlcZ1Q6",
|
||||
"outputId": "aa1d60e7-2fb7-48c8-87ef-324b8f4ca775"
|
||||
},
|
||||
"execution_count": 77,
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " Total HP Attack Defense Sp. Atk Sp. Def \\\ncount 800.00000 800.000000 800.000000 800.000000 800.000000 800.000000 \nmean 435.10250 69.258750 79.001250 73.842500 72.820000 71.902500 \nstd 119.96304 25.534669 32.457366 31.183501 32.722294 27.828916 \nmin 180.00000 1.000000 5.000000 5.000000 10.000000 20.000000 \n25% 330.00000 50.000000 55.000000 50.000000 49.750000 50.000000 \n50% 450.00000 65.000000 75.000000 70.000000 65.000000 70.000000 \n75% 515.00000 80.000000 100.000000 90.000000 95.000000 90.000000 \nmax 780.00000 255.000000 190.000000 230.000000 194.000000 230.000000 \n\n Speed \ncount 800.000000 \nmean 68.277500 \nstd 29.060474 \nmin 5.000000 \n25% 45.000000 \n50% 65.000000 \n75% 90.000000 \nmax 180.000000 ",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Total</th>\n <th>HP</th>\n <th>Attack</th>\n <th>Defense</th>\n <th>Sp. Atk</th>\n <th>Sp. Def</th>\n <th>Speed</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td>800.00000</td>\n <td>800.000000</td>\n <td>800.000000</td>\n <td>800.000000</td>\n <td>800.000000</td>\n <td>800.000000</td>\n <td>800.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td>435.10250</td>\n <td>69.258750</td>\n <td>79.001250</td>\n <td>73.842500</td>\n <td>72.820000</td>\n <td>71.902500</td>\n <td>68.277500</td>\n </tr>\n <tr>\n <th>std</th>\n <td>119.96304</td>\n <td>25.534669</td>\n <td>32.457366</td>\n <td>31.183501</td>\n <td>32.722294</td>\n <td>27.828916</td>\n <td>29.060474</td>\n </tr>\n <tr>\n <th>min</th>\n <td>180.00000</td>\n <td>1.000000</td>\n <td>5.000000</td>\n <td>5.000000</td>\n <td>10.000000</td>\n <td>20.000000</td>\n <td>5.000000</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>330.00000</td>\n <td>50.000000</td>\n <td>55.000000</td>\n <td>50.000000</td>\n <td>49.750000</td>\n <td>50.000000</td>\n <td>45.000000</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>450.00000</td>\n <td>65.000000</td>\n <td>75.000000</td>\n <td>70.000000</td>\n <td>65.000000</td>\n <td>70.000000</td>\n <td>65.000000</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>515.00000</td>\n <td>80.000000</td>\n <td>100.000000</td>\n <td>90.000000</td>\n <td>95.000000</td>\n <td>90.000000</td>\n <td>90.000000</td>\n </tr>\n <tr>\n <th>max</th>\n <td>780.00000</td>\n <td>255.000000</td>\n <td>190.000000</td>\n <td>230.000000</td>\n <td>194.000000</td>\n <td>230.000000</td>\n <td>180.000000</td>\n </tr>\n </tbody>\n</table>\n</div>"
|
||||
},
|
||||
"execution_count": 77,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"7) For the categorical variables, count the number of values per category, as well as the count of co-occurences."
|
||||
],
|
||||
"metadata": {
|
||||
"id": "wTEEsbxsatcg"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"df_[[\"Type 1\",\"Type 2\",\"Generation\"]].value_counts()"
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/"
|
||||
},
|
||||
"id": "tLqsNREPa9rP",
|
||||
"outputId": "d792c370-2bde-4a63-ee65-99f8a55d7de6"
|
||||
},
|
||||
"execution_count": 78,
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": "Type 1 Type 2 Generation\nWater None 1 19\nNormal None 3 14\n 1 13\n 4 12\nWater None 3 12\n ..\nFire Rock 2 1\n Steel 4 1\nNormal Ground 6 1\nFire Water 6 1\nWater Steel 4 1\nLength: 293, dtype: int64"
|
||||
},
|
||||
"execution_count": 78,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"8) Get all the attributes of 'Bulbasaur'"
|
||||
],
|
||||
"metadata": {
|
||||
"id": "jyAToWqlbrJt"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 79,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/"
|
||||
},
|
||||
"id": "IHcc1OnP_gQj",
|
||||
"outputId": "5d5ec6ae-13e6-4270-82a5-f0035fc3a005"
|
||||
},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " Type 1 Type 2 Total HP Attack Defense Sp. Atk Sp. Def Speed \\\nName \nBulbasaur Grass Poison 318 45 49 49 65 65 45 \n\n Generation Legendary \nName \nBulbasaur 1 False ",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Type 1</th>\n <th>Type 2</th>\n <th>Total</th>\n <th>HP</th>\n <th>Attack</th>\n <th>Defense</th>\n <th>Sp. Atk</th>\n <th>Sp. Def</th>\n <th>Speed</th>\n <th>Generation</th>\n <th>Legendary</th>\n </tr>\n <tr>\n <th>Name</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>Bulbasaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>318</td>\n <td>45</td>\n <td>49</td>\n <td>49</td>\n <td>65</td>\n <td>65</td>\n <td>45</td>\n <td>1</td>\n <td>False</td>\n </tr>\n </tbody>\n</table>\n</div>"
|
||||
},
|
||||
"execution_count": 79,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"df_[df_.index == 'Bulbasaur']"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"9) Sort the dataframe by increasing values of 'Attack' and decreasing values of 'Defense' (i.e. if two Pokemons have the same value for 'Attack', the one with higher 'Defense' should appear first). "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "rnP-WJCAueWI"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"df_.sort_values(by=['Attack','Defense'], ascending=[True,False])"
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 238
|
||||
},
|
||||
"id": "21AqqLSNulmH",
|
||||
"outputId": "08f2548f-baae-41ff-bc16-c46cf3f94ab4"
|
||||
},
|
||||
"execution_count": 80,
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " Type 1 Type 2 Total HP Attack Defense \\\nName \nChansey Normal None 450 250 5 5 \nHappiny Normal None 220 100 5 5 \nShuckle Bug Rock 505 20 10 230 \nMagikarp Water None 200 20 10 55 \nBlissey Normal None 540 255 10 10 \n... ... ... ... ... ... ... \nGroudonPrimal Groudon Ground Fire 770 100 180 160 \nRayquazaMega Rayquaza Dragon Flying 780 105 180 100 \nDeoxysAttack Forme Psychic None 600 50 180 20 \nHeracrossMega Heracross Bug Fighting 600 80 185 115 \nMewtwoMega Mewtwo X Psychic Fighting 780 106 190 100 \n\n Sp. Atk Sp. Def Speed Generation Legendary \nName \nChansey 35 105 50 1 False \nHappiny 15 65 30 4 False \nShuckle 10 230 5 2 False \nMagikarp 15 20 80 1 False \nBlissey 75 135 55 2 False \n... ... ... ... ... ... \nGroudonPrimal Groudon 150 90 90 3 True \nRayquazaMega Rayquaza 180 100 115 3 True \nDeoxysAttack Forme 180 20 150 3 True \nHeracrossMega Heracross 40 105 75 2 False \nMewtwoMega Mewtwo X 154 100 130 1 True \n\n[800 rows x 11 columns]",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Type 1</th>\n <th>Type 2</th>\n <th>Total</th>\n <th>HP</th>\n <th>Attack</th>\n <th>Defense</th>\n <th>Sp. Atk</th>\n <th>Sp. Def</th>\n <th>Speed</th>\n <th>Generation</th>\n <th>Legendary</th>\n </tr>\n <tr>\n <th>Name</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>Chansey</th>\n <td>Normal</td>\n <td>None</td>\n <td>450</td>\n <td>250</td>\n <td>5</td>\n <td>5</td>\n <td>35</td>\n <td>105</td>\n <td>50</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>Happiny</th>\n <td>Normal</td>\n <td>None</td>\n <td>220</td>\n <td>100</td>\n <td>5</td>\n <td>5</td>\n <td>15</td>\n <td>65</td>\n <td>30</td>\n <td>4</td>\n <td>False</td>\n </tr>\n <tr>\n <th>Shuckle</th>\n <td>Bug</td>\n <td>Rock</td>\n <td>505</td>\n <td>20</td>\n <td>10</td>\n <td>230</td>\n <td>10</td>\n <td>230</td>\n <td>5</td>\n <td>2</td>\n <td>False</td>\n </tr>\n <tr>\n <th>Magikarp</th>\n <td>Water</td>\n <td>None</td>\n <td>200</td>\n <td>20</td>\n <td>10</td>\n <td>55</td>\n <td>15</td>\n <td>20</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n </tr>\n <tr>\n <th>Blissey</th>\n <td>Normal</td>\n <td>None</td>\n <td>540</td>\n <td>255</td>\n <td>10</td>\n <td>10</td>\n <td>75</td>\n <td>135</td>\n <td>55</td>\n <td>2</td>\n <td>False</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>GroudonPrimal Groudon</th>\n <td>Ground</td>\n <td>Fire</td>\n <td>770</td>\n <td>100</td>\n <td>180</td>\n <td>160</td>\n <td>150</td>\n <td>90</td>\n <td>90</td>\n <td>3</td>\n <td>True</td>\n </tr>\n <tr>\n <th>RayquazaMega Rayquaza</th>\n <td>Dragon</td>\n <td>Flying</td>\n <td>780</td>\n <td>105</td>\n <td>180</td>\n <td>100</td>\n <td>180</td>\n <td>100</td>\n <td>115</td>\n <td>3</td>\n <td>True</td>\n </tr>\n <tr>\n <th>DeoxysAttack Forme</th>\n <td>Psychic</td>\n <td>None</td>\n <td>600</td>\n <td>50</td>\n <td>180</td>\n <td>20</td>\n <td>180</td>\n <td>20</td>\n <td>150</td>\n <td>3</td>\n <td>True</td>\n </tr>\n <tr>\n <th>HeracrossMega Heracross</th>\n <td>Bug</td>\n <td>Fighting</td>\n <td>600</td>\n <td>80</td>\n <td>185</td>\n <td>115</td>\n <td>40</td>\n <td>105</td>\n <td>75</td>\n <td>2</td>\n <td>False</td>\n </tr>\n <tr>\n <th>MewtwoMega Mewtwo X</th>\n <td>Psychic</td>\n <td>Fighting</td>\n <td>780</td>\n <td>106</td>\n <td>190</td>\n <td>100</td>\n <td>154</td>\n <td>100</td>\n <td>130</td>\n <td>1</td>\n <td>True</td>\n </tr>\n </tbody>\n</table>\n<p>800 rows × 11 columns</p>\n</div>"
|
||||
},
|
||||
"execution_count": 80,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"10) Create a dataframe containing all Pokemons of type 1 'Psychic' having more than 100 in 'Attack', less than 40 in 'Defense' and more than 45 in Speed."
|
||||
],
|
||||
"metadata": {
|
||||
"id": "qxOAc1B_mDUr"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"mask = df_['Type 1'] == 'Psychic'\n",
|
||||
"mask1 = df_['Attack'] > 100\n",
|
||||
"mask2 = df_['Defense'] < 40\n",
|
||||
"mask3 = df_['Speed'] > 45\n",
|
||||
"\n",
|
||||
"#df_[ df_['Type 1'] == 'Psychic'][ df_['Attack'] > 100][ df_['Defense'] < 40][ df_['Speed'] > 45]\n",
|
||||
"df_[(mask) & mask1 & mask2 & mask3]"
|
||||
],
|
||||
"metadata": {
|
||||
"id": "OI07YycPoP9u",
|
||||
"pycharm": {
|
||||
"name": "#%%\n"
|
||||
}
|
||||
},
|
||||
"execution_count": 81,
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\nName \nDeoxysAttack Forme Psychic None 600 50 180 20 180 \n\n Sp. Def Speed Generation Legendary \nName \nDeoxysAttack Forme 20 150 3 True ",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Type 1</th>\n <th>Type 2</th>\n <th>Total</th>\n <th>HP</th>\n <th>Attack</th>\n <th>Defense</th>\n <th>Sp. Atk</th>\n <th>Sp. Def</th>\n <th>Speed</th>\n <th>Generation</th>\n <th>Legendary</th>\n </tr>\n <tr>\n <th>Name</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>DeoxysAttack Forme</th>\n <td>Psychic</td>\n <td>None</td>\n <td>600</td>\n <td>50</td>\n <td>180</td>\n <td>20</td>\n <td>180</td>\n <td>20</td>\n <td>150</td>\n <td>3</td>\n <td>True</td>\n </tr>\n </tbody>\n</table>\n</div>"
|
||||
},
|
||||
"execution_count": 81,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"11) Create two new columns, 'AttackAll' and 'DefenseAll' which take the sum of Attack and Sp. Attack, and the sum of 'Defense' and 'Sp. Defense' respectively."
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 238
|
||||
},
|
||||
"id": "6Mur9aCQp0o9",
|
||||
"outputId": "0e3c39f3-ab17-41c1-e1a5-5011f73478d9",
|
||||
"pycharm": {
|
||||
"name": "#%% md\n"
|
||||
}
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 82,
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\nName \nBulbasaur Grass Poison 318 45 49 49 65 \nIvysaur Grass Poison 405 60 62 63 80 \nVenusaur Grass Poison 525 80 82 83 100 \nVenusaurMega Venusaur Grass Poison 625 80 100 123 122 \nCharmander Fire None 309 39 52 43 60 \n... ... ... ... .. ... ... ... \nDiancie Rock Fairy 600 50 100 150 100 \nDiancieMega Diancie Rock Fairy 700 50 160 110 160 \nHoopaHoopa Confined Psychic Ghost 600 80 110 60 150 \nHoopaHoopa Unbound Psychic Dark 680 80 160 60 170 \nVolcanion Fire Water 600 80 110 120 130 \n\n Sp. Def Speed Generation Legendary AttackAll \\\nName \nBulbasaur 65 45 1 False 114 \nIvysaur 80 60 1 False 142 \nVenusaur 100 80 1 False 182 \nVenusaurMega Venusaur 120 80 1 False 222 \nCharmander 50 65 1 False 112 \n... ... ... ... ... ... \nDiancie 150 50 6 True 200 \nDiancieMega Diancie 110 110 6 True 320 \nHoopaHoopa Confined 130 70 6 True 260 \nHoopaHoopa Unbound 130 80 6 True 330 \nVolcanion 90 70 6 True 240 \n\n DefenseAll \nName \nBulbasaur 114 \nIvysaur 143 \nVenusaur 183 \nVenusaurMega Venusaur 243 \nCharmander 93 \n... ... \nDiancie 300 \nDiancieMega Diancie 220 \nHoopaHoopa Confined 190 \nHoopaHoopa Unbound 190 \nVolcanion 210 \n\n[800 rows x 13 columns]",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Type 1</th>\n <th>Type 2</th>\n <th>Total</th>\n <th>HP</th>\n <th>Attack</th>\n <th>Defense</th>\n <th>Sp. Atk</th>\n <th>Sp. Def</th>\n <th>Speed</th>\n <th>Generation</th>\n <th>Legendary</th>\n <th>AttackAll</th>\n <th>DefenseAll</th>\n </tr>\n <tr>\n <th>Name</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>Bulbasaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>318</td>\n <td>45</td>\n <td>49</td>\n <td>49</td>\n <td>65</td>\n <td>65</td>\n <td>45</td>\n <td>1</td>\n <td>False</td>\n <td>114</td>\n <td>114</td>\n </tr>\n <tr>\n <th>Ivysaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>405</td>\n <td>60</td>\n <td>62</td>\n <td>63</td>\n <td>80</td>\n <td>80</td>\n <td>60</td>\n <td>1</td>\n <td>False</td>\n <td>142</td>\n <td>143</td>\n </tr>\n <tr>\n <th>Venusaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>525</td>\n <td>80</td>\n <td>82</td>\n <td>83</td>\n <td>100</td>\n <td>100</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n <td>182</td>\n <td>183</td>\n </tr>\n <tr>\n <th>VenusaurMega Venusaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>625</td>\n <td>80</td>\n <td>100</td>\n <td>123</td>\n <td>122</td>\n <td>120</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n <td>222</td>\n <td>243</td>\n </tr>\n <tr>\n <th>Charmander</th>\n <td>Fire</td>\n <td>None</td>\n <td>309</td>\n <td>39</td>\n <td>52</td>\n <td>43</td>\n <td>60</td>\n <td>50</td>\n <td>65</td>\n <td>1</td>\n <td>False</td>\n <td>112</td>\n <td>93</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>Diancie</th>\n <td>Rock</td>\n <td>Fairy</td>\n <td>600</td>\n <td>50</td>\n <td>100</td>\n <td>150</td>\n <td>100</td>\n <td>150</td>\n <td>50</td>\n <td>6</td>\n <td>True</td>\n <td>200</td>\n <td>300</td>\n </tr>\n <tr>\n <th>DiancieMega Diancie</th>\n <td>Rock</td>\n <td>Fairy</td>\n <td>700</td>\n <td>50</td>\n <td>160</td>\n <td>110</td>\n <td>160</td>\n <td>110</td>\n <td>110</td>\n <td>6</td>\n <td>True</td>\n <td>320</td>\n <td>220</td>\n </tr>\n <tr>\n <th>HoopaHoopa Confined</th>\n <td>Psychic</td>\n <td>Ghost</td>\n <td>600</td>\n <td>80</td>\n <td>110</td>\n <td>60</td>\n <td>150</td>\n <td>130</td>\n <td>70</td>\n <td>6</td>\n <td>True</td>\n <td>260</td>\n <td>190</td>\n </tr>\n <tr>\n <th>HoopaHoopa Unbound</th>\n <td>Psychic</td>\n <td>Dark</td>\n <td>680</td>\n <td>80</td>\n <td>160</td>\n <td>60</td>\n <td>170</td>\n <td>130</td>\n <td>80</td>\n <td>6</td>\n <td>True</td>\n <td>330</td>\n <td>190</td>\n </tr>\n <tr>\n <th>Volcanion</th>\n <td>Fire</td>\n <td>Water</td>\n <td>600</td>\n <td>80</td>\n <td>110</td>\n <td>120</td>\n <td>130</td>\n <td>90</td>\n <td>70</td>\n <td>6</td>\n <td>True</td>\n <td>240</td>\n <td>210</td>\n </tr>\n </tbody>\n</table>\n<p>800 rows × 13 columns</p>\n</div>"
|
||||
},
|
||||
"execution_count": 82,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"df_['AttackAll'] = df_['Attack'] + df_['Sp. Atk']\n",
|
||||
"df_['DefenseAll'] = df_['Defense'] + df_['Sp. Def']\n",
|
||||
"df_"
|
||||
],
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"pycharm": {
|
||||
"name": "#%%\n"
|
||||
}
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"12) Write a generic function taking the ratio of two values 'a' and 'b'. Use this function to create a new column 'AtkOverDef' giving the ratio of 'AttackAll' over 'DefenseAll' for each Pokemon. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "ZCNx4IaIq3o-"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [],
|
||||
"metadata": {
|
||||
"collapsed": false
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"def ratio(a,b):\n",
|
||||
" return a/b\n",
|
||||
"\n",
|
||||
"df_['AtkOverDef'] = ratio(df_['AttackAll'],df_['DefenseAll'])\n",
|
||||
"df_"
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 238
|
||||
},
|
||||
"id": "Gp9fpMMIsD_n",
|
||||
"outputId": "29f64251-638f-4e74-c362-a73be8d5c012"
|
||||
},
|
||||
"execution_count": 83,
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " Type 1 Type 2 Total HP Attack Defense Sp. Atk \\\nName \nBulbasaur Grass Poison 318 45 49 49 65 \nIvysaur Grass Poison 405 60 62 63 80 \nVenusaur Grass Poison 525 80 82 83 100 \nVenusaurMega Venusaur Grass Poison 625 80 100 123 122 \nCharmander Fire None 309 39 52 43 60 \n... ... ... ... .. ... ... ... \nDiancie Rock Fairy 600 50 100 150 100 \nDiancieMega Diancie Rock Fairy 700 50 160 110 160 \nHoopaHoopa Confined Psychic Ghost 600 80 110 60 150 \nHoopaHoopa Unbound Psychic Dark 680 80 160 60 170 \nVolcanion Fire Water 600 80 110 120 130 \n\n Sp. Def Speed Generation Legendary AttackAll \\\nName \nBulbasaur 65 45 1 False 114 \nIvysaur 80 60 1 False 142 \nVenusaur 100 80 1 False 182 \nVenusaurMega Venusaur 120 80 1 False 222 \nCharmander 50 65 1 False 112 \n... ... ... ... ... ... \nDiancie 150 50 6 True 200 \nDiancieMega Diancie 110 110 6 True 320 \nHoopaHoopa Confined 130 70 6 True 260 \nHoopaHoopa Unbound 130 80 6 True 330 \nVolcanion 90 70 6 True 240 \n\n DefenseAll AtkOverDef \nName \nBulbasaur 114 1.000000 \nIvysaur 143 0.993007 \nVenusaur 183 0.994536 \nVenusaurMega Venusaur 243 0.913580 \nCharmander 93 1.204301 \n... ... ... \nDiancie 300 0.666667 \nDiancieMega Diancie 220 1.454545 \nHoopaHoopa Confined 190 1.368421 \nHoopaHoopa Unbound 190 1.736842 \nVolcanion 210 1.142857 \n\n[800 rows x 14 columns]",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Type 1</th>\n <th>Type 2</th>\n <th>Total</th>\n <th>HP</th>\n <th>Attack</th>\n <th>Defense</th>\n <th>Sp. Atk</th>\n <th>Sp. Def</th>\n <th>Speed</th>\n <th>Generation</th>\n <th>Legendary</th>\n <th>AttackAll</th>\n <th>DefenseAll</th>\n <th>AtkOverDef</th>\n </tr>\n <tr>\n <th>Name</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>Bulbasaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>318</td>\n <td>45</td>\n <td>49</td>\n <td>49</td>\n <td>65</td>\n <td>65</td>\n <td>45</td>\n <td>1</td>\n <td>False</td>\n <td>114</td>\n <td>114</td>\n <td>1.000000</td>\n </tr>\n <tr>\n <th>Ivysaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>405</td>\n <td>60</td>\n <td>62</td>\n <td>63</td>\n <td>80</td>\n <td>80</td>\n <td>60</td>\n <td>1</td>\n <td>False</td>\n <td>142</td>\n <td>143</td>\n <td>0.993007</td>\n </tr>\n <tr>\n <th>Venusaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>525</td>\n <td>80</td>\n <td>82</td>\n <td>83</td>\n <td>100</td>\n <td>100</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n <td>182</td>\n <td>183</td>\n <td>0.994536</td>\n </tr>\n <tr>\n <th>VenusaurMega Venusaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>625</td>\n <td>80</td>\n <td>100</td>\n <td>123</td>\n <td>122</td>\n <td>120</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n <td>222</td>\n <td>243</td>\n <td>0.913580</td>\n </tr>\n <tr>\n <th>Charmander</th>\n <td>Fire</td>\n <td>None</td>\n <td>309</td>\n <td>39</td>\n <td>52</td>\n <td>43</td>\n <td>60</td>\n <td>50</td>\n <td>65</td>\n <td>1</td>\n <td>False</td>\n <td>112</td>\n <td>93</td>\n <td>1.204301</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>Diancie</th>\n <td>Rock</td>\n <td>Fairy</td>\n <td>600</td>\n <td>50</td>\n <td>100</td>\n <td>150</td>\n <td>100</td>\n <td>150</td>\n <td>50</td>\n <td>6</td>\n <td>True</td>\n <td>200</td>\n <td>300</td>\n <td>0.666667</td>\n </tr>\n <tr>\n <th>DiancieMega Diancie</th>\n <td>Rock</td>\n <td>Fairy</td>\n <td>700</td>\n <td>50</td>\n <td>160</td>\n <td>110</td>\n <td>160</td>\n <td>110</td>\n <td>110</td>\n <td>6</td>\n <td>True</td>\n <td>320</td>\n <td>220</td>\n <td>1.454545</td>\n </tr>\n <tr>\n <th>HoopaHoopa Confined</th>\n <td>Psychic</td>\n <td>Ghost</td>\n <td>600</td>\n <td>80</td>\n <td>110</td>\n <td>60</td>\n <td>150</td>\n <td>130</td>\n <td>70</td>\n <td>6</td>\n <td>True</td>\n <td>260</td>\n <td>190</td>\n <td>1.368421</td>\n </tr>\n <tr>\n <th>HoopaHoopa Unbound</th>\n <td>Psychic</td>\n <td>Dark</td>\n <td>680</td>\n <td>80</td>\n <td>160</td>\n <td>60</td>\n <td>170</td>\n <td>130</td>\n <td>80</td>\n <td>6</td>\n <td>True</td>\n <td>330</td>\n <td>190</td>\n <td>1.736842</td>\n </tr>\n <tr>\n <th>Volcanion</th>\n <td>Fire</td>\n <td>Water</td>\n <td>600</td>\n <td>80</td>\n <td>110</td>\n <td>120</td>\n <td>130</td>\n <td>90</td>\n <td>70</td>\n <td>6</td>\n <td>True</td>\n <td>240</td>\n <td>210</td>\n <td>1.142857</td>\n </tr>\n </tbody>\n</table>\n<p>800 rows × 14 columns</p>\n</div>"
|
||||
},
|
||||
"execution_count": 83,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"13) Change the column names to upper cases, and remove the '.' in the column names, as well as blanks."
|
||||
],
|
||||
"metadata": {
|
||||
"id": "YJfaI8VKv64S"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
"df_.columns = df_.columns.str.upper().str.replace(\" \",\"\").str.replace(\".\",\"\")\n",
|
||||
"df_"
|
||||
],
|
||||
"metadata": {
|
||||
"id": "oemote1Dwiil",
|
||||
"pycharm": {
|
||||
"name": "#%%\n"
|
||||
}
|
||||
},
|
||||
"execution_count": 85,
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"/tmp/ipykernel_4197/1336013445.py:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
|
||||
" df_.columns = df_.columns.str.upper().str.replace(\" \",\"\").str.replace(\".\",\"\")\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": " TYPE1 TYPE2 TOTAL HP ATTACK DEFENSE SPATK \\\nName \nBulbasaur Grass Poison 318 45 49 49 65 \nIvysaur Grass Poison 405 60 62 63 80 \nVenusaur Grass Poison 525 80 82 83 100 \nVenusaurMega Venusaur Grass Poison 625 80 100 123 122 \nCharmander Fire None 309 39 52 43 60 \n... ... ... ... .. ... ... ... \nDiancie Rock Fairy 600 50 100 150 100 \nDiancieMega Diancie Rock Fairy 700 50 160 110 160 \nHoopaHoopa Confined Psychic Ghost 600 80 110 60 150 \nHoopaHoopa Unbound Psychic Dark 680 80 160 60 170 \nVolcanion Fire Water 600 80 110 120 130 \n\n SPDEF SPEED GENERATION LEGENDARY ATTACKALL \\\nName \nBulbasaur 65 45 1 False 114 \nIvysaur 80 60 1 False 142 \nVenusaur 100 80 1 False 182 \nVenusaurMega Venusaur 120 80 1 False 222 \nCharmander 50 65 1 False 112 \n... ... ... ... ... ... \nDiancie 150 50 6 True 200 \nDiancieMega Diancie 110 110 6 True 320 \nHoopaHoopa Confined 130 70 6 True 260 \nHoopaHoopa Unbound 130 80 6 True 330 \nVolcanion 90 70 6 True 240 \n\n DEFENSEALL ATKOVERDEF \nName \nBulbasaur 114 1.000000 \nIvysaur 143 0.993007 \nVenusaur 183 0.994536 \nVenusaurMega Venusaur 243 0.913580 \nCharmander 93 1.204301 \n... ... ... \nDiancie 300 0.666667 \nDiancieMega Diancie 220 1.454545 \nHoopaHoopa Confined 190 1.368421 \nHoopaHoopa Unbound 190 1.736842 \nVolcanion 210 1.142857 \n\n[800 rows x 14 columns]",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>TYPE1</th>\n <th>TYPE2</th>\n <th>TOTAL</th>\n <th>HP</th>\n <th>ATTACK</th>\n <th>DEFENSE</th>\n <th>SPATK</th>\n <th>SPDEF</th>\n <th>SPEED</th>\n <th>GENERATION</th>\n <th>LEGENDARY</th>\n <th>ATTACKALL</th>\n <th>DEFENSEALL</th>\n <th>ATKOVERDEF</th>\n </tr>\n <tr>\n <th>Name</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>Bulbasaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>318</td>\n <td>45</td>\n <td>49</td>\n <td>49</td>\n <td>65</td>\n <td>65</td>\n <td>45</td>\n <td>1</td>\n <td>False</td>\n <td>114</td>\n <td>114</td>\n <td>1.000000</td>\n </tr>\n <tr>\n <th>Ivysaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>405</td>\n <td>60</td>\n <td>62</td>\n <td>63</td>\n <td>80</td>\n <td>80</td>\n <td>60</td>\n <td>1</td>\n <td>False</td>\n <td>142</td>\n <td>143</td>\n <td>0.993007</td>\n </tr>\n <tr>\n <th>Venusaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>525</td>\n <td>80</td>\n <td>82</td>\n <td>83</td>\n <td>100</td>\n <td>100</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n <td>182</td>\n <td>183</td>\n <td>0.994536</td>\n </tr>\n <tr>\n <th>VenusaurMega Venusaur</th>\n <td>Grass</td>\n <td>Poison</td>\n <td>625</td>\n <td>80</td>\n <td>100</td>\n <td>123</td>\n <td>122</td>\n <td>120</td>\n <td>80</td>\n <td>1</td>\n <td>False</td>\n <td>222</td>\n <td>243</td>\n <td>0.913580</td>\n </tr>\n <tr>\n <th>Charmander</th>\n <td>Fire</td>\n <td>None</td>\n <td>309</td>\n <td>39</td>\n <td>52</td>\n <td>43</td>\n <td>60</td>\n <td>50</td>\n <td>65</td>\n <td>1</td>\n <td>False</td>\n <td>112</td>\n <td>93</td>\n <td>1.204301</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>Diancie</th>\n <td>Rock</td>\n <td>Fairy</td>\n <td>600</td>\n <td>50</td>\n <td>100</td>\n <td>150</td>\n <td>100</td>\n <td>150</td>\n <td>50</td>\n <td>6</td>\n <td>True</td>\n <td>200</td>\n <td>300</td>\n <td>0.666667</td>\n </tr>\n <tr>\n <th>DiancieMega Diancie</th>\n <td>Rock</td>\n <td>Fairy</td>\n <td>700</td>\n <td>50</td>\n <td>160</td>\n <td>110</td>\n <td>160</td>\n <td>110</td>\n <td>110</td>\n <td>6</td>\n <td>True</td>\n <td>320</td>\n <td>220</td>\n <td>1.454545</td>\n </tr>\n <tr>\n <th>HoopaHoopa Confined</th>\n <td>Psychic</td>\n <td>Ghost</td>\n <td>600</td>\n <td>80</td>\n <td>110</td>\n <td>60</td>\n <td>150</td>\n <td>130</td>\n <td>70</td>\n <td>6</td>\n <td>True</td>\n <td>260</td>\n <td>190</td>\n <td>1.368421</td>\n </tr>\n <tr>\n <th>HoopaHoopa Unbound</th>\n <td>Psychic</td>\n <td>Dark</td>\n <td>680</td>\n <td>80</td>\n <td>160</td>\n <td>60</td>\n <td>170</td>\n <td>130</td>\n <td>80</td>\n <td>6</td>\n <td>True</td>\n <td>330</td>\n <td>190</td>\n <td>1.736842</td>\n </tr>\n <tr>\n <th>Volcanion</th>\n <td>Fire</td>\n <td>Water</td>\n <td>600</td>\n <td>80</td>\n <td>110</td>\n <td>120</td>\n <td>130</td>\n <td>90</td>\n <td>70</td>\n <td>6</td>\n <td>True</td>\n <td>240</td>\n <td>210</td>\n <td>1.142857</td>\n </tr>\n </tbody>\n</table>\n<p>800 rows × 14 columns</p>\n</div>"
|
||||
},
|
||||
"execution_count": 85,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"14) Plot an histogram of the different 'TYP1' categories. The figure must be 8 inch wide and 4 inch high. \n",
|
||||
"Use the matplotlib.pyplot library and the countplot method from the seaborn librabry. The counts should appear in increasing order."
|
||||
],
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"pycharm": {
|
||||
"name": "#%% md\n"
|
||||
}
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 304
|
||||
},
|
||||
"id": "Ykf0mI1J_gQk",
|
||||
"outputId": "4da7416a-c3de-49d2-db86-95a03e3df593"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"df_['Type 1'].hist()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"15) Do the same as above, but for the 'TYP2' categories. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "Sd7rlq5RxgNa"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 306
|
||||
},
|
||||
"id": "PcWnQOBh_gQk",
|
||||
"outputId": "4928077c-9051-42db-e2a2-8dc86e96f21e"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
""
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"16) Plot the densities of the variables 'Attack', 'Defenses' and 'Speed' onto three separates plots. Use the displot method of the library seaborn. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "HJQnPxOy0Cr0"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 1000
|
||||
},
|
||||
"id": "57Gmsp9x_gQm",
|
||||
"outputId": "38abfdbf-81ea-43be-b7ba-56735d7f002b"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
""
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"17) Plot the density of the variable 'ATTACK' for Legendary and non Legendary pokemons. The two densities should appear on different facets of the same plot. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "8fZ4qb_N1QCH"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"source": [
|
||||
""
|
||||
],
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 378
|
||||
},
|
||||
"id": "BV6m-Z380uDl",
|
||||
"outputId": "c147bd2e-c7fa-4ba4-c593-a049f7064fa2"
|
||||
},
|
||||
"execution_count": null,
|
||||
"outputs": []
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"18a) Generate a scatter plot of the variable 'Defense' on the y-axis, and the variable 'Attack' on the x-axis. Also, plot a simple linear regression model between the two variables on the same plot. Use the method lmplot of the library seaborn. \n",
|
||||
"\n",
|
||||
"18b) Do the same, but with the variable 'Total' in the y-axis. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "IwSqLytJ12_K"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 1000
|
||||
},
|
||||
"id": "ubOms2Hk_gQm",
|
||||
"outputId": "d32debc7-e03e-4540-b384-071a02b6cceb"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
""
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"19) Create an histogram of the variable 'GENERATION'. The counts should appear in increasing order. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "Ufr2rxpd2xgh"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 304
|
||||
},
|
||||
"id": "Qk7RrmFt_gQm",
|
||||
"outputId": "c905a67a-6c74-444c-95fe-474f3b639af2"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"20) Generate a boxplot of the variable 'TOTAL'. Use the method boxplot from the library seaborn. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "YszwDTeJ3HyN"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 283
|
||||
},
|
||||
"id": "lCREREg7_gQn",
|
||||
"outputId": "375ecf14-716f-40d3-8c13-1e1b319deb8b"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
""
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"source": [
|
||||
"21) Generate one boxplot of the variable 'TOTAL' per category of the variable 'GENERATION'. All boxplots must appear on the same plot. "
|
||||
],
|
||||
"metadata": {
|
||||
"id": "PZeGkhZu3Y8i"
|
||||
}
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 323
|
||||
},
|
||||
"id": "_kQ2saC6_gQn",
|
||||
"outputId": "253874dc-2728-4c40-88a1-f4c58e984ebd"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
""
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {
|
||||
"id": "-ev_yh3g_gQn"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
""
|
||||
]
|
||||
}
|
||||
]
|
||||
}
|
||||
1041
eda_pokemon_sol_22.ipynb
Normal file
1041
eda_pokemon_sol_22.ipynb
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user