User:Erwin Madelung/Scripts to generate ship stat plots

I created a number of plots to visualize ship stats. You can see some on the cruisers page for example. Here, I share the code for the scripts to generate them so that people can easily update them when ship stats are changed. You are free to use the code as you like. Be aware that it's not especially great code but just meant to get the job done. Any input for improvements is welcome on the talk page. Please do not edit this page.

The scipts are written in python. The data is pulled from CCP through the ESI API by using EsiPy. I then use pandas' dataframe as a datatype to store the data. I save the dataframe in a file so that I don't have to pull the data from CCP everytime I want to make a plot. The plots are mostly done with seaborn.

I created a csv table of 'normal' ship hulls with my own defined subgroups named "eve_ships_list.csv". I felt this was necessary as the ship groups and meta levels are not well maintained in CCP's database. So I manually created this list:

eve_ships_list.csv

typeID,Name,Faction,Hull Class,Group,Subgroup,Meta Level,Meta Group Name 582,Bantam,Caldari,Frigate,T1 Frigate,T1 Logistic Frigate,1,Tech I 583,Condor,Caldari,Frigate,T1 Frigate,T1 Tackle Frigate,1,Tech I 584,Griffin,Caldari,Frigate,T1 Frigate,T1 EWAR Frigate,1,Tech I 585,Slasher,Minmatar,Frigate,T1 Frigate,T1 Tackle Frigate,1,Tech I 586,Probe,Minmatar,Frigate,T1 Frigate,T1 Exploration Frigate,1,Tech I 587,Rifter,Minmatar,Frigate,T1 Frigate,T1 Combat Frigate,1,Tech I 588,Reaper,Minmatar,Corvette,Corvette,Empire Corvette,1,Tech I 589,Executioner,Amarr,Frigate,T1 Frigate,T1 Tackle Frigate,1,Tech I 590,Inquisitor,Amarr,Frigate,T1 Frigate,T1 Logistic Frigate,1,Tech I 591,Tormentor,Amarr,Frigate,T1 Frigate,T1 Combat Frigate,1,Tech I 592,Navitas,Gallente,Frigate,T1 Frigate,T1 Logistic Frigate,1,Tech I 593,Tristan,Gallente,Frigate,T1 Frigate,T1 Combat Frigate,1,Tech I 594,Incursus,Gallente,Frigate,T1 Frigate,T1 Tanky Combat Frigate,1,Tech I 596,Impairor,Amarr,Corvette,Corvette,Empire Corvette,1,Tech I 597,Punisher,Amarr,Frigate,T1 Frigate,T1 Tanky Combat Frigate,1,Tech I 598,Breacher,Minmatar,Frigate,T1 Frigate,T1 Tanky Combat Frigate,1,Tech I 599,Burst,Minmatar,Frigate,T1 Frigate,T1 Logistic Frigate,1,Tech I 601,Ibis,Caldari,Corvette,Corvette,Empire Corvette,1,Tech I 602,Kestrel,Caldari,Frigate,T1 Frigate,T1 Combat Frigate,1,Tech I 603,Merlin,Caldari,Frigate,T1 Frigate,T1 Tanky Combat Frigate,1,Tech I 605,Heron,Caldari,Frigate,T1 Frigate,T1 Exploration Frigate,1,Tech I 606,Velator,Gallente,Corvette,Corvette,Empire Corvette,1,Tech I 607,Imicus,Gallente,Frigate,T1 Frigate,T1 Exploration Frigate,1,Tech I 608,Atron,Gallente,Frigate,T1 Frigate,T1 Tackle Frigate,1,Tech I 609,Maulus,Gallente,Frigate,T1 Frigate,T1 EWAR Frigate,1,Tech I 620,Osprey,Caldari,Cruiser,T1 Cruiser,T1 Logistic Cruiser,1,Tech I 621,Caracal,Caldari,Cruiser,T1 Cruiser,T1 Attack Cruiser,1,Tech I 622,Stabber,Minmatar,Cruiser,T1 Cruiser,T1 Attack Cruiser,1,Tech I 623,Moa,Caldari,Cruiser,T1 Cruiser,T1 Combat Cruiser,1,Tech I 624,Maller,Amarr,Cruiser,T1 Cruiser,T1 Combat Cruiser,1,Tech I 625,Augoror,Amarr,Cruiser,T1 Cruiser,T1 Logistic Cruiser,1,Tech I 626,Vexor,Gallente,Cruiser,T1 Cruiser,T1 Combat Cruiser,1,Tech I 627,Thorax,Gallente,Cruiser,T1 Cruiser,T1 Attack Cruiser,1,Tech I 628,Arbitrator,Amarr,Cruiser,T1 Cruiser,T1 EWAR Cruiser,1,Tech I 629,Rupture,Minmatar,Cruiser,T1 Cruiser,T1 Combat Cruiser,1,Tech I 630,Bellicose,Minmatar,Cruiser,T1 Cruiser,T1 EWAR Cruiser,1,Tech I 631,Scythe,Minmatar,Cruiser,T1 Cruiser,T1 Logistic Cruiser,1,Tech I 632,Blackbird,Caldari,Cruiser,T1 Cruiser,T1 EWAR Cruiser,1,Tech I 633,Celestis,Gallente,Cruiser,T1 Cruiser,T1 EWAR Cruiser,1,Tech I 634,Exequror,Gallente,Cruiser,T1 Cruiser,T1 Logistic Cruiser,1,Tech I 638,Raven,Caldari,Battleship,T1 Battleship,T1 Battleship,1,Tech I 639,Tempest,Minmatar,Battleship,T1 Battleship,T1 Battleship,1,Tech I 640,Scorpion,Caldari,Battleship,T1 Battleship,T1 Battleship,1,Tech I 641,Megathron,Gallente,Battleship,T1 Battleship,T1 Battleship,1,Tech I 642,Apocalypse,Amarr,Battleship,T1 Battleship,T1 Battleship,1,Tech I 643,Armageddon,Amarr,Battleship,T1 Battleship,T1 Battleship,1,Tech I 644,Typhoon,Minmatar,Battleship,T1 Battleship,T1 Battleship,1,Tech I 645,Dominix,Gallente,Battleship,T1 Battleship,T1 Battleship,1,Tech I 648,Badger,Caldari,Hauler,T1 Hauler,Fast Hauler,1,Tech I 649,Tayra,Caldari,Hauler,T1 Hauler,Bulk Hauler,1,Tech I 650,Nereus,Gallente,Hauler,T1 Hauler,Fast Hauler,1,Tech I 651,Hoarder,Minmatar,Hauler,T1 Hauler,Specialized Hauler,1,Tech I 652,Mammoth,Minmatar,Hauler,T1 Hauler,Bulk Hauler,1,Tech I 653,Wreathe,Minmatar,Hauler,T1 Hauler,Fast Hauler,1,Tech I 654,Kryos,Gallente,Hauler,T1 Hauler,Specialized Hauler,1,Tech I 655,Epithal,Gallente,Hauler,T1 Hauler,Specialized Hauler,1,Tech I 656,Miasmos,Gallente,Hauler,T1 Hauler,Specialized Hauler,1,Tech I 657,Iteron Mark V,Gallente,Hauler,T1 Hauler,Bulk Hauler,1,Tech I 671,Erebus,Gallente,Supercapital,Titan,Titan,1,Tech I 672,Caldari Shuttle,Caldari,Shuttle,Shuttle,Empire Shuttle,1,Tech I 1944,Bestower,Amarr,Hauler,T1 Hauler,Bulk Hauler,1,Tech I 2006,Omen,Amarr,Cruiser,T1 Cruiser,T1 Attack Cruiser,1,Tech I 2161,Crucifier,Amarr,Frigate,T1 Frigate,T1 EWAR Frigate,1,Tech I 2863,Primae,others,Hauler,Special Edition Hauler,Special Edition Hauler,1,Tech I 2998,Noctis,others,Hauler,T1 Hauler,ORE Hauler,1,Tech I 3514,Revenant,others,Supercapital,Supercarrier,Faction Supercarrier,4,Pirate Faction 3756,Gnosis,others,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 3764,Leviathan,Caldari,Supercapital,Titan,Titan,1,Tech I 3766,Vigil,Minmatar,Frigate,T1 Frigate,T1 EWAR Frigate,1,Tech I 4302,Oracle,Amarr,Battlecruiser,T1 Battlecruiser,Attack Battlecruiser,1,Tech I 4306,Naga,Caldari,Battlecruiser,T1 Battlecruiser,Attack Battlecruiser,1,Tech I 4308,Talos,Gallente,Battlecruiser,T1 Battlecruiser,Attack Battlecruiser,1,Tech I 4310,Tornado,Minmatar,Battlecruiser,T1 Battlecruiser,Attack Battlecruiser,1,Tech I 11129,Gallente Shuttle,Gallente,Shuttle,Shuttle,Empire Shuttle,1,Tech I 11132,Minmatar Shuttle,Minmatar,Shuttle,Shuttle,Empire Shuttle,1,Tech I 11134,Amarr Shuttle,Amarr,Shuttle,Shuttle,Empire Shuttle,1,Tech I 11172,Helios,Gallente,Frigate,Covert Ops,Covert Ops,2,Tech II 11174,Keres,Gallente,Frigate,Electronic Attack Ship,Electronic Attack Ship,2,Tech II 11176,Crow,Caldari,Frigate,Interceptor,Fleet Interceptor,2,Tech II 11178,Raptor,Caldari,Frigate,Interceptor,Combat Interceptor,2,Tech II 11182,Cheetah,Minmatar,Frigate,Covert Ops,Covert Ops,2,Tech II 11184,Crusader,Amarr,Frigate,Interceptor,Combat Interceptor,2,Tech II 11186,Malediction,Amarr,Frigate,Interceptor,Fleet Interceptor,2,Tech II 11188,Anathema,Amarr,Frigate,Covert Ops,Covert Ops,2,Tech II 11190,Sentinel,Amarr,Frigate,Electronic Attack Ship,Electronic Attack Ship,2,Tech II 11192,Buzzard,Caldari,Frigate,Covert Ops,Covert Ops,2,Tech II 11194,Kitsune,Caldari,Frigate,Electronic Attack Ship,Electronic Attack Ship,2,Tech II 11196,Claw,Minmatar,Frigate,Interceptor,Combat Interceptor,2,Tech II 11198,Stiletto,Minmatar,Frigate,Interceptor,Fleet Interceptor,2,Tech II 11200,Taranis,Gallente,Frigate,Interceptor,Combat Interceptor,2,Tech II 11202,Ares,Gallente,Frigate,Interceptor,Fleet Interceptor,2,Tech II 11365,Vengeance,Amarr,Frigate,Assault Frigate,Tanky Assault Frigate,2,Tech II 11371,Wolf,Minmatar,Frigate,Assault Frigate,DPS Assault Frigate,2,Tech II 11377,Nemesis,Gallente,Frigate,Stealth Bomber,Stealth Bomber,2,Tech II 11379,Hawk,Caldari,Frigate,Assault Frigate,Tanky Assault Frigate,2,Tech II 11381,Harpy,Caldari,Frigate,Assault Frigate,Tanky Assault Frigate,2,Tech II 11387,Hyena,Minmatar,Frigate,Electronic Attack Ship,Electronic Attack Ship,2,Tech II 11393,Retribution,Amarr,Frigate,Assault Frigate,DPS Assault Frigate,2,Tech II 11400,Jaguar,Minmatar,Frigate,Assault Frigate,Tanky Assault Frigate,2,Tech II 11567,Avatar,Amarr,Supercapital,Titan,Titan,1,Tech I 11957,Falcon,Caldari,Cruiser,Recon,Force Recon Ship,2,Tech II 11959,Rook,Caldari,Cruiser,Recon,Combat Recon Ship,2,Tech II 11961,Huginn,Minmatar,Cruiser,Recon,Combat Recon Ship,2,Tech II 11963,Rapier,Minmatar,Cruiser,Recon,Force Recon Ship,2,Tech II 11965,Pilgrim,Amarr,Cruiser,Recon,Force Recon Ship,2,Tech II 11969,Arazu,Gallente,Cruiser,Recon,Force Recon Ship,2,Tech II 11971,Lachesis,Gallente,Cruiser,Recon,Combat Recon Ship,2,Tech II 11978,Scimitar,Minmatar,Cruiser,Logistic Cruiser,Logistic Cruiser,2,Tech II 11985,Basilisk,Caldari,Cruiser,Logistic Cruiser,Logistic Cruiser,2,Tech II 11987,Guardian,Amarr,Cruiser,Logistic Cruiser,Logistic Cruiser,2,Tech II 11989,Oneiros,Gallente,Cruiser,Logistic Cruiser,Logistic Cruiser,2,Tech II 11993,Cerberus,Caldari,Cruiser,Heavy Assault Cruiser,HAC (not tank bonused),2,Tech II 11995,Onyx,Caldari,Cruiser,Heavy Interdiction Cruiser,Heavy Interdiction Cruiser,2,Tech II 11999,Vagabond,Minmatar,Cruiser,Heavy Assault Cruiser,HAC (tank bonused),2,Tech II 12003,Zealot,Amarr,Cruiser,Heavy Assault Cruiser,HAC (not tank bonused),2,Tech II 12005,Ishtar,Gallente,Cruiser,Heavy Assault Cruiser,HAC (not tank bonused),2,Tech II 12011,Eagle,Caldari,Cruiser,Heavy Assault Cruiser,HAC (tank bonused),2,Tech II 12013,Broadsword,Minmatar,Cruiser,Heavy Interdiction Cruiser,Heavy Interdiction Cruiser,2,Tech II 12015,Muninn,Minmatar,Cruiser,Heavy Assault Cruiser,HAC (not tank bonused),2,Tech II 12017,Devoter,Amarr,Cruiser,Heavy Interdiction Cruiser,Heavy Interdiction Cruiser,2,Tech II 12019,Sacrilege,Amarr,Cruiser,Heavy Assault Cruiser,HAC (tank bonused),2,Tech II 12021,Phobos,Gallente,Cruiser,Heavy Interdiction Cruiser,Heavy Interdiction Cruiser,2,Tech II 12023,Deimos,Gallente,Cruiser,Heavy Assault Cruiser,HAC (tank bonused),2,Tech II 12032,Manticore,Caldari,Frigate,Stealth Bomber,Stealth Bomber,2,Tech II 12034,Hound,Minmatar,Frigate,Stealth Bomber,Stealth Bomber,2,Tech II 12038,Purifier,Amarr,Frigate,Stealth Bomber,Stealth Bomber,2,Tech II 12042,Ishkur,Gallente,Frigate,Assault Frigate,DPS Assault Frigate,2,Tech II 12044,Enyo,Gallente,Frigate,Assault Frigate,DPS Assault Frigate,2,Tech II 12729,Crane,Caldari,Hauler,Transport ship,Blockade Runner,2,Tech II 12731,Bustard,Caldari,Hauler,Transport ship,Deep Space Transport,2,Tech II 12733,Prorator,Amarr,Hauler,Transport ship,Blockade Runner,2,Tech II 12735,Prowler,Minmatar,Hauler,Transport ship,Blockade Runner,2,Tech II 12743,Viator,Gallente,Hauler,Transport ship,Blockade Runner,2,Tech II 12745,Occator,Gallente,Hauler,Transport ship,Deep Space Transport,2,Tech II 12747,Mastodon,Minmatar,Hauler,Transport ship,Deep Space Transport,2,Tech II 12753,Impel,Amarr,Hauler,Transport ship,Deep Space Transport,2,Tech II 16227,Ferox,Caldari,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 16229,Brutix,Gallente,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 16231,Cyclone,Minmatar,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 16233,Prophecy,Amarr,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 16236,Coercer,Amarr,Destroyer,T1 Destroyer,T1 Destroyer a,1,Tech I 16238,Cormorant,Caldari,Destroyer,T1 Destroyer,T1 Destroyer a,1,Tech I 16240,Catalyst,Gallente,Destroyer,T1 Destroyer,T1 Destroyer a,1,Tech I 16242,Thrasher,Minmatar,Destroyer,T1 Destroyer,T1 Destroyer a,1,Tech I 17476,Covetor,others,Mining Ship,Mining Barge,T1 Mining Barge,1,Tech I 17478,Retriever,others,Mining Ship,Mining Barge,T1 Mining Barge,1,Tech I 17480,Procurer,others,Mining Ship,Mining Barge,T1 Mining Barge,1,Tech I 17619,Caldari Navy Hookbill,Caldari,Frigate,Navy Frigate,Combat Navy Frigate,4,Navy Faction 17634,Caracal Navy Issue,Caldari,Cruiser,Navy Cruiser,Navy Cruiser a,4,Navy Faction 17636,Raven Navy Issue,Caldari,Battleship,Navy Battleship,Navy Battleship,4,Navy Faction 17703,Imperial Navy Slicer,Amarr,Frigate,Navy Frigate,Combat Navy Frigate,4,Navy Faction 17709,Omen Navy Issue,Amarr,Cruiser,Navy Cruiser,Navy Cruiser a,4,Navy Faction 17713,Stabber Fleet Issue,Minmatar,Cruiser,Navy Cruiser,Navy Cruiser a,4,Navy Faction 17715,Gila,others,Cruiser,Pirate Cruiser,Pirate Cruiser,4,Pirate Faction 17718,Phantasm,others,Cruiser,Pirate Cruiser,Pirate Cruiser,4,Pirate Faction 17720,Cynabal,others,Cruiser,Pirate Cruiser,Pirate Cruiser,4,Pirate Faction 17722,Vigilant,others,Cruiser,Pirate Cruiser,Pirate Cruiser,4,Pirate Faction 17726,Apocalypse Navy Issue,Amarr,Battleship,Navy Battleship,Navy Battleship,4,Navy Faction 17728,Megathron Navy Issue,Gallente,Battleship,Navy Battleship,Navy Battleship,4,Navy Faction 17732,Tempest Fleet Issue,Minmatar,Battleship,Navy Battleship,Navy Battleship,4,Navy Faction 17736,Nightmare,others,Battleship,Pirate Battleship,Pirate Battleship,4,Pirate Faction 17738,Machariel,others,Battleship,Pirate Battleship,Pirate Battleship,4,Pirate Faction 17740,Vindicator,others,Battleship,Pirate Battleship,Pirate Battleship,4,Pirate Faction 17812,Republic Fleet Firetail,Minmatar,Frigate,Navy Frigate,Combat Navy Frigate,4,Navy Faction 17841,Federation Navy Comet,Gallente,Frigate,Navy Frigate,Combat Navy Frigate,4,Navy Faction 17843,Vexor Navy Issue,Gallente,Cruiser,Navy Cruiser,Navy Cruiser a,4,Navy Faction 17918,Rattlesnake,others,Battleship,Pirate Battleship,Pirate Battleship,4,Pirate Faction 17920,Bhaalgorn,others,Battleship,Pirate Battleship,Pirate Battleship,4,Pirate Faction 17922,Ashimmu,others,Cruiser,Pirate Cruiser,Pirate Cruiser,4,Pirate Faction 17924,Succubus,others,Frigate,Pirate Frigate,Pirate Frigate,4,Pirate Faction 17926,Cruor,others,Frigate,Pirate Frigate,Pirate Frigate,4,Pirate Faction 17928,Daredevil,others,Frigate,Pirate Frigate,Pirate Frigate,4,Pirate Faction 17930,Worm,others,Frigate,Pirate Frigate,Pirate Frigate,4,Pirate Faction 17932,Dramiel,others,Frigate,Pirate Frigate,Pirate Frigate,4,Pirate Faction 19720,Revelation,Amarr,Capital,Dreadnought,Dreadnought,1,Tech I 19722,Naglfar,Minmatar,Capital,Dreadnought,Dreadnought,1,Tech I 19724,Moros,Gallente,Capital,Dreadnought,Dreadnought,1,Tech I 19726,Phoenix,Caldari,Capital,Dreadnought,Dreadnought,1,Tech I 19744,Sigil,Amarr,Hauler,T1 Hauler,Fast Hauler,1,Tech I 20125,Curse,Amarr,Cruiser,Recon,Combat Recon Ship,2,Tech II 20183,Providence,Amarr,Freighter,Freighter,Freighter (Empire),1,Tech I 20185,Charon,Caldari,Freighter,Freighter,Freighter (Empire),1,Tech I 20187,Obelisk,Gallente,Freighter,Freighter,Freighter (Empire),1,Tech I 20189,Fenrir,Minmatar,Freighter,Freighter,Freighter (Empire),1,Tech I 21097,Goru's Shuttle,Caldari,Shuttle,Shuttle,Special Edition Shuttle,3,Storyline 21628,Guristas Shuttle,Caldari,Shuttle,Shuttle,Special Edition Shuttle,4,Pirate Faction 22428,Redeemer,Amarr,Battleship,Black Ops,Black Ops,2,Tech II 22430,Sin,Gallente,Battleship,Black Ops,Black Ops,2,Tech II 22436,Widow,Caldari,Battleship,Black Ops,Black Ops,2,Tech II 22440,Panther,Minmatar,Battleship,Black Ops,Black Ops,2,Tech II 22442,Eos,Gallente,Battlecruiser,Command Ship,Fleet Command Ship,2,Tech II 22444,Sleipnir,Minmatar,Battlecruiser,Command Ship,Attack Command Ship,2,Tech II 22446,Vulture,Caldari,Battlecruiser,Command Ship,Fleet Command Ship,2,Tech II 22448,Absolution,Amarr,Battlecruiser,Command Ship,Attack Command Ship,2,Tech II 22452,Heretic,Amarr,Destroyer,Interdictor,Interdictor,2,Tech II 22456,Sabre,Minmatar,Destroyer,Interdictor,Interdictor,2,Tech II 22460,Eris,Gallente,Destroyer,Interdictor,Interdictor,2,Tech II 22464,Flycatcher,Caldari,Destroyer,Interdictor,Interdictor,2,Tech II 22466,Astarte,Gallente,Battlecruiser,Command Ship,Attack Command Ship,2,Tech II 22468,Claymore,Minmatar,Battlecruiser,Command Ship,Fleet Command Ship,2,Tech II 22470,Nighthawk,Caldari,Battlecruiser,Command Ship,Attack Command Ship,2,Tech II 22474,Damnation,Amarr,Battlecruiser,Command Ship,Fleet Command Ship,2,Tech II 22544,Hulk,others,Mining Ship,Mining Barge,Exhumer,2,Tech II 22546,Skiff,others,Mining Ship,Mining Barge,Exhumer,2,Tech II 22548,Mackinaw,others,Mining Ship,Mining Barge,Exhumer,2,Tech II 22852,Hel,Minmatar,Supercapital,Supercarrier,Supercarrier,1,Tech I 23757,Archon,Amarr,Capital,Carrier,Carrier,1,Tech I 23773,Ragnarok,Minmatar,Supercapital,Titan,Titan,1,Tech I 23911,Thanatos,Gallente,Capital,Carrier,Carrier,1,Tech I 23913,Nyx,Gallente,Supercapital,Supercarrier,Supercarrier,1,Tech I 23915,Chimera,Caldari,Capital,Carrier,Carrier,1,Tech I 23917,Wyvern,Caldari,Supercapital,Supercarrier,Supercarrier,1,Tech I 23919,Aeon,Amarr,Supercapital,Supercarrier,Supercarrier,1,Tech I 24483,Nidhoggur,Minmatar,Capital,Carrier,Carrier,1,Tech I 24688,Rokh,Caldari,Battleship,T1 Battleship,T1 Battleship,1,Tech I 24690,Hyperion,Gallente,Battleship,T1 Battleship,T1 Battleship,1,Tech I 24692,Abaddon,Amarr,Battleship,T1 Battleship,T1 Battleship,1,Tech I 24694,Maelstrom,Minmatar,Battleship,T1 Battleship,T1 Battleship,1,Tech I 24696,Harbinger,Amarr,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 24698,Drake,Caldari,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 24700,Myrmidon,Gallente,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 24702,Hurricane,Minmatar,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 28352,Rorqual,others,Capital,Capital Industrial Ship,Capital Industrial Ship,1,Tech I 28606,Orca,others,Mining Ship,Industrial Command Ship,Large Industrial Command Ship,1,Tech I 28659,Paladin,Amarr,Battleship,Marauder,Marauder,2,Tech II 28661,Kronos,Gallente,Battleship,Marauder,Marauder,2,Tech II 28665,Vargur,Minmatar,Battleship,Marauder,Marauder,2,Tech II 28710,Golem,Caldari,Battleship,Marauder,Marauder,2,Tech II 28844,Rhea,Caldari,Freighter,Jump Freighter,Jump Freighter,2,Tech II 28846,Nomad,Minmatar,Freighter,Jump Freighter,Jump Freighter,2,Tech II 28848,Anshar,Gallente,Freighter,Jump Freighter,Jump Freighter,2,Tech II 28850,Ark,Amarr,Freighter,Jump Freighter,Jump Freighter,2,Tech II 29248,Magnate,Amarr,Frigate,T1 Frigate,T1 Exploration Frigate,1,Tech I 29266,Apotheosis,others,Shuttle,Shuttle,Special Edition Shuttle,1,Tech I 29336,Scythe Fleet Issue,Minmatar,Cruiser,Navy Cruiser,Navy Cruiser b,4,Navy Faction 29337,Augoror Navy Issue,Amarr,Cruiser,Navy Cruiser,Navy Cruiser b,4,Navy Faction 29340,Osprey Navy Issue,Caldari,Cruiser,Navy Cruiser,Navy Cruiser b,4,Navy Faction 29344,Exequror Navy Issue,Gallente,Cruiser,Navy Cruiser,Navy Cruiser b,4,Navy Faction 29984,Tengu,Caldari,Cruiser,Strategic Cruiser,Strategic Cruiser,14,Tech III 29986,Legion,Amarr,Cruiser,Strategic Cruiser,Strategic Cruiser,14,Tech III 29988,Proteus,Gallente,Cruiser,Strategic Cruiser,Strategic Cruiser,14,Tech III 29990,Loki,Minmatar,Cruiser,Strategic Cruiser,Strategic Cruiser,14,Tech III 30842,InterBus Shuttle,Gallente,Shuttle,Shuttle,Special Edition Shuttle,4,Faction 32305,Armageddon Navy Issue,Amarr,Battleship,Navy Battleship,Navy Battleship,4,Navy Faction 32307,Dominix Navy Issue,Gallente,Battleship,Navy Battleship,Navy Battleship,4,Navy Faction 32309,Scorpion Navy Issue,Caldari,Battleship,Navy Battleship,Navy Battleship,4,Navy Faction 32311,Typhoon Fleet Issue,Minmatar,Battleship,Navy Battleship,Navy Battleship,4,Navy Faction 32872,Algos,Gallente,Destroyer,T1 Destroyer,T1 Destroyer b,1,Tech I 32874,Dragoon,Amarr,Destroyer,T1 Destroyer,T1 Destroyer b,1,Tech I 32876,Corax,Caldari,Destroyer,T1 Destroyer,T1 Destroyer b,1,Tech I 32878,Talwar,Minmatar,Destroyer,T1 Destroyer,T1 Destroyer b,1,Tech I 32880,Venture,others,Frigate,T1 Frigate,T1 Mining Frigate,1,Tech I 33151,Brutix Navy Issue,Gallente,Battlecruiser,T1 Battlecruiser,Navy Battlecruiser,4,Faction 33153,Drake Navy Issue,Caldari,Battlecruiser,T1 Battlecruiser,Navy Battlecruiser,4,Faction 33155,Harbinger Navy Issue,Amarr,Battlecruiser,T1 Battlecruiser,Navy Battlecruiser,4,Faction 33157,Hurricane Fleet Issue,Minmatar,Battlecruiser,T1 Battlecruiser,Navy Battlecruiser,4,Faction 33468,Astero,others,Frigate,Pirate Frigate,Pirate Frigate,4,Faction 33470,Stratios,others,Cruiser,Pirate Cruiser,Pirate Cruiser,4,Faction 33472,Nestor,others,Battleship,Pirate Battleship,Pirate Battleship,4,Pirate Faction 33513,Leopard,Minmatar,Shuttle,Shuttle,Special Edition Shuttle,4,Faction 33697,Prospect,others,Frigate,Expedition Frigate,Expedition Frigate,2,Tech II 33816,Garmur,others,Frigate,Pirate Frigate,Pirate Frigate,4,Faction 33818,Orthrus,others,Cruiser,Pirate Cruiser,Pirate Cruiser,4,Faction 33820,Barghest,others,Battleship,Pirate Battleship,Pirate Battleship,4,Pirate Faction 34317,Confessor,Amarr,Destroyer,Tactical Destroyer,Tactical Destroyer,14,Tech III 34328,Bowhead,others,Freighter,Freighter,Freighter (ORE),1,Tech I 34496,Council Diplomatic Shuttle,Gallente,Shuttle,Shuttle,Special Edition Shuttle,4,Faction 34562,Svipul,Minmatar,Destroyer,Tactical Destroyer,Tactical Destroyer,14,Tech III 34590,Victorieux Luxury Yacht,Gallente,Cruiser,Yacht,Luxury Yacht,4,Faction 34828,Jackdaw,Caldari,Destroyer,Tactical Destroyer,Tactical Destroyer,14,Tech III 35683,Hecate,Gallente,Destroyer,Tactical Destroyer,Tactical Destroyer,14,Tech III 37135,Endurance,others,Frigate,Expedition Frigate,Expedition Frigate,2,Tech II 37453,Crucifier Navy Issue,Amarr,Frigate,Navy Frigate,EWAR Navy Frigate,4,Faction 37454,Vigil Fleet Issue,Minmatar,Frigate,Navy Frigate,EWAR Navy Frigate,4,Faction 37455,Griffin Navy Issue,Caldari,Frigate,Navy Frigate,EWAR Navy Frigate,4,Faction 37456,Maulus Navy Issue,Gallente,Frigate,Navy Frigate,EWAR Navy Frigate,4,Faction 37457,Deacon,Amarr,Frigate,Logistics Frigate,Logistics Frigate,2,Tech II 37458,Kirin,Caldari,Frigate,Logistics Frigate,Logistics Frigate,2,Tech II 37459,Thalia,Gallente,Frigate,Logistics Frigate,Logistics Frigate,2,Tech II 37460,Scalpel,Minmatar,Frigate,Logistics Frigate,Logistics Frigate,2,Tech II 37480,Bifrost,Minmatar,Destroyer,Command Destroyer,Command Destroyer,2,Tech II 37481,Pontifex,Amarr,Destroyer,Command Destroyer,Command Destroyer,2,Tech II 37482,Stork,Caldari,Destroyer,Command Destroyer,Command Destroyer,2,Tech II 37483,Magus,Gallente,Destroyer,Command Destroyer,Command Destroyer,2,Tech II 37604,Apostle,Amarr,Capital,Force Auxiliary,Force Auxiliary,1,Tech I 37605,Minokawa,Caldari,Capital,Force Auxiliary,Force Auxiliary,1,Tech I 37606,Lif,Minmatar,Capital,Force Auxiliary,Force Auxiliary,1,Tech I 37607,Ninazu,Gallente,Capital,Force Auxiliary,Force Auxiliary,1,Tech I 42124,Vehement,others,Capital,Dreadnought,Faction Dreadnought,4,Pirate Faction 42125,Vendetta,others,Supercapital,Supercarrier,Faction Supercarrier,4,Faction 42126,Vanquisher,others,Supercapital,Titan,Faction Titan,4,Pirate Faction 42241,Molok,others,Supercapital,Titan,Faction Titan,4,Pirate Faction 42242,Dagon,others,Capital,Force Auxiliary,Faction Force Auxiliary,4,Faction 42243,Chemosh,others,Capital,Dreadnought,Faction Dreadnought,4,Pirate Faction 42244,Porpoise,others,Mining Ship,Industrial Command Ship,Medium Industrial Command Ship,1,Tech I 42685,Sunesis,others,Destroyer,T1 Destroyer,T1 Destroyer a,1,Tech I 44993,Pacifier,others,Frigate,Covert Ops,Covert Ops,2,Tech II 44995,Enforcer,others,Cruiser,Recon,Force Recon Ship,2,Tech II 44996,Marshal,others,Battleship,Black Ops,Black Ops,2,Tech II 45534,Monitor,others,Cruiser,Flag Cruiser,Flag Cruiser,2,Tech II 45645,Loggerhead,others,Capital,Force Auxiliary,Faction Force Auxiliary,4,Faction 45647,Caiman,others,Capital,Dreadnought,Faction Dreadnought,4,Pirate Faction 45649,Komodo,others,Supercapital,Titan,Faction Titan,4,Pirate Faction 47269,Damavik,others,Frigate,T1 Frigate,T1 Tanky Combat Frigate,1,Tech I 47270,Vedmak,others,Cruiser,T1 Cruiser,T1 Attack Cruiser,1,Tech I 47271,Leshak,others,Battleship,T1 Battleship,T1 Battleship,1,Tech I 47466,Praxis,others,Battleship,T1 Battleship,T1 Battleship,1,Tech I 49710,Kikimora,others,Destroyer,T1 Destroyer,T1 Destroyer a,1,Tech I 49711,Drekavac,others,Battlecruiser,T1 Battlecruiser,Combat Battlecruiser,1,Tech I 49712,Rodiva,others,Cruiser,T1 Cruiser,T1 Logistic Cruiser,1,Tech I 49713,Zarmazd,others,Cruiser,Logistic Cruiser,Logistic Cruiser,2,Tech II 52250,Nergal,others,Frigate,Assault Frigate,Tanky Assault Frigate,2,Tech II 52252,Ikitursa,others,Cruiser,Heavy Assault Cruiser,HAC (not tank bonused),2,Tech II 52254,Draugur,others,Destroyer,Command Destroyer,Command Destroyer,2,Tech II 52907,Zirnitra,others,Capital,Dreadnought,Faction Dreadnought,1,Tech I 54731,Skybreaker,others,Frigate,T1 Frigate,T1 Tanky Combat Frigate,1,Tech I 54732,Stormbringer,others,Cruiser,T1 Cruiser,T1 Attack Cruiser,1,Tech I 54733,Thunderchild,others,Battleship,T1 Battleship,T1 Battleship,1,Tech I 64034,Boobook,Caldari,Shuttle,Shuttle,Special Edition Shuttle,1,Tech I

The following script named "import_data_from_ESI.py" pulls the data from CCP and saves it to the file "eve_ships.pkl" in the same folder. This is a dataformat by pandas to store dataframes.

import_data_from_ESI.py

import pandas as pd from esipy import EsiApp from esipy import EsiClient # Read in a pre created csv list with all the ships we want and some more data. # Namely the grouping by CCP isn't designed for presentation but other means. # So I grouped the ships by 'Hull Class' (frigate, destroyer, etc), # 'Group' (T1 Frigate, Interceptor, etc), and 'Subgroup' (T1 EWAR Frigate, etc) # Further, the meta level and groups aren't well maintained by CCP. I added # them for ships where they are missing and split faction into pirate and navy # Of course the table also includes IDs and names of the ships. # Special edition ships such as AT ships, Gold Magnate, etc are not included # but could easily be added. Praxis, Marshal, etc are included though. # I wished there were a more elegant way than a brute force table but I don't know it. eve_ships = pd.read_csv('eve_ships_list.csv') # List of attribute IDs we want to get the info on. attr_to_get = [11, #powerOutput 37, #maxVelocity 48, #cpuOutput 55, #rechargeRate 70, #agility 76, #maxTargetRange 192, #maxLockedTargets 283, #droneCapacity 479, #shieldRechargeRate 482, #capacitorCapacity 552, #signatureRadius 564, #scanResolution 1271, #droneBandwidth 1341 #factionID ] # Dictionary how the column in the dataframe is supposed to be named for given # attribute attr_dict= {11: 'Powergrid Output in MW', #powerOutput 37: 'Velocity in m/s', #maxVelocity 48: 'CPU Output in TFLOP', #cpuOutput 55: 'Capacitor Recharge Time', #rechargeRate 70: 'Inertia Modifier', #agility 76: 'Targeting Range in m', #maxTargetRange 192: 'Maximum Locked Targets', #maxLockedTargets 283: 'Drone Capacity in cubic metre', #droneCapacity 479: 'Shield Recharge Time in ms', #shieldRechargeRate 482: 'Capacitor Capacity in GJ',#capacitorCapacity 552: 'Signature Radius', #signatureRadius, I don't give a unit as this is just a phantasy number for application 564: 'Scan Resolution', #scanResolution I don't give a unit as mm is bullshit here as higher number is better but if mm is the unit lower would be better 1271: 'Drone Bandwidth in Mbit/sec', #droneBandwidth 1341: 'factionID' } # ============================================================================= # Getting the data from CCP # ============================================================================= esi_app = EsiApp() app = esi_app.get_latest_swagger # basic client, for public endpoints only client = EsiClient( retry_requests=False, # set to retry on http 5xx error (default False) headers={'User-Agent': 'Something CCP can use to contact you and that define your app'}, #dunno what to put here... raw_body_only=False, # default False, set to True to never parse response and only return raw JSON string content. ) # get the data for all the ships from ESI # first create the list operations to request them all in one go operations = [] for typeID in eve_ships['typeID']: operations.append( app.op['get_universe_types_type_id'](type_id=typeID) ) # then do the actual request results = client.multi_request(operations) # ============================================================================= # Writing that data into the dataframe # ============================================================================= for line in results: type_id = line[1].data['type_id'] eve_ships.loc[ eve_ships['typeID']==type_id, 'Mass in kg'] = line[1].data['mass'] eve_ships.loc[ eve_ships['typeID']==type_id, 'Cargo Capacity in cubic metre'] = line[1].data['capacity'] eve_ships.loc[ eve_ships['typeID']==type_id, 'Radius in m'] = line[1].data['radius'] #write the attributes of this ship into a dict ship_dogma_attr = dict() for entry in line[1].data['dogma_attributes']: key, value = entry.items() ship_dogma_attr[key[1]]=value[1] # write the attributes into the pandas dataframe for attr_ID in attr_to_get: try: eve_ships.loc[ eve_ships['typeID']==type_id, attr_dict[attr_ID]] = ship_dogma_attr[attr_ID] except: pass # save the dataframe to file eve_ships.to_pickle('eve_ships.pkl')

The scripts for the plots themselves are each for one hull class:

create_frigate_plots.py

import pandas as pd import seaborn as sns from matplotlib import pyplot as plt from pathlib import Path eve_ships = pd.read_pickle('eve_ships.pkl') #setting the plot style you can access the whole setting with sns.axes_style() wikitextcolor = '#cccccc' #the uni wiki uses this for its text. I thus use it as a neutral light color instead of white sns.set_style("darkgrid") # a preset for sort of a dark background with grid custom_style = { 'axes.facecolor': 'black', 'axes.edgecolor': wikitextcolor, #color of the axes themselfes and thus the frame around the plot #'axes.grid': True, #'axes.axisbelow': 'line', 'axes.labelcolor': wikitextcolor, 'grid.color': wikitextcolor, #color of the grid 'text.color': wikitextcolor, #color of text for example in the legend 'xtick.color': wikitextcolor, #color of the x tick labels 'ytick.color': wikitextcolor, #color of the y tick labels 'figure.facecolor': 'black' } sns.set_style("darkgrid", rc=custom_style) # setting colors for the different factions in eve. I obviously try to hit their ingame colors faction_palette = {'Amarr' : "#FFD700", # gold: https://en.wikipedia.org/wiki/Gold_(color) 'Caldari' : "#4682B4", # steelblue: https://en.wikipedia.org/wiki/Steel_blue 'Gallente' : "#40E0D0", # turqouise: https://en.wikipedia.org/wiki/Turquoise_(color) 'Minmatar' : "#B7410E", # rust: https://en.wikipedia.org/wiki/Rust_(color) 'others' : wikitextcolor} faction_order = ['Amarr', 'Caldari', 'Gallente', 'Minmatar', 'others'] saved_plot_quality = 200 # dpi of the saved plot. The default of 100 is a bit low. eve_ships['Mass in kt'] = eve_ships['Mass in kg'].div(10**6) eve_ships['Targeting Range in km'] = eve_ships['Targeting Range in m'].div(1000) # frigate Path('frigate_plots').mkdir(parents=True, exist_ok=True) selected_groups = ['T1 Frigate', 'Navy Frigate', 'Pirate Frigate', 'Interceptor', 'Covert Ops', 'Stealth Bomber', 'Assault Frigate', 'Electronic Attack Ship', 'Logistics Frigate', 'Expedition Frigate'] plot_height = (len(selected_groups)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Velocity in m/s', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(0,200) plt.savefig('frigate_plots\Frigate - Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Scan Resolution', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(90,240) plt.savefig('frigate_plots\Frigate - Scan Resolution.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Targeting Range in km', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory # ax.set_xlim(90,240) plt.savefig('frigate_plots\Frigate - Targeting Range.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Mass in kt', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlabel('Velocity in m/s') # add unit #ax.set_xlim(0,200) plt.savefig('frigate_plots\Frigate - Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Signature Radius', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(0,200) plt.savefig('frigate_plots\Frigate - Signature Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Radius in m', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(0,200) plt.savefig('frigate_plots\Frigate - Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) #T1 frigates: selected_subgroups = ['T1 Tanky Combat Frigate', 'T1 Combat Frigate','T1 Exploration Frigate', 'T1 Logistic Frigate', 'T1 Tackle Frigate', 'T1 EWAR Frigate'] plot_height = (len(selected_subgroups)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Velocity in m/s', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(175,350);ax.set_xticks(np.arange(175, 351, 25)); plt.savefig('frigate_plots\T1 Frigate - Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Scan Resolution', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(90,240) plt.savefig('frigate_plots\T1 Frigate - Scan Resolution.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Targeting Range in km', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory # ax.set_xlim(90,240) plt.savefig('frigate_plots\T1 Frigate - Targeting Range.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Mass in kt', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlabel('Velocity in m/s') # add unit #ax.set_xlim(0,200) plt.savefig('frigate_plots\T1 Frigate - Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Signature Radius', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(55,85);ax.set_xticks(np.arange(55, 85.1, 5)); plt.savefig('frigate_plots\T1 Frigate - Signature Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Radius in m', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(40,160) plt.savefig('frigate_plotsT1 Frigate - Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True)

create_destroyer_plots.py

import pandas as pd import seaborn as sns import numpy as np from matplotlib import pyplot as plt from pathlib import Path eve_ships = pd.read_pickle('eve_ships.pkl') #setting the plot style you can access the whole setting with sns.axes_style() wikitextcolor = '#cccccc' #the uni wiki uses this for its text. I thus use it as a neutral light color instead of white sns.set_style("darkgrid") # a preset for sort of a dark background with grid custom_style = { 'axes.facecolor': 'black', 'axes.edgecolor': wikitextcolor, #color of the axes themselfes and thus the frame around the plot #'axes.grid': True, #'axes.axisbelow': 'line', 'axes.labelcolor': wikitextcolor, 'grid.color': wikitextcolor, #color of the grid 'text.color': wikitextcolor, #color of text for example in the legend 'xtick.color': wikitextcolor, #color of the x tick labels 'ytick.color': wikitextcolor, #color of the y tick labels 'figure.facecolor': 'black' } sns.set_style("darkgrid", rc=custom_style) # setting colors for the different factions in eve. I obviously try to hit their ingame colors faction_palette = {'Amarr' : "#FFD700", # gold: https://en.wikipedia.org/wiki/Gold_(color) 'Caldari' : "#4682B4", # steelblue: https://en.wikipedia.org/wiki/Steel_blue 'Gallente' : "#40E0D0", # turqouise: https://en.wikipedia.org/wiki/Turquoise_(color) 'Minmatar' : "#B7410E", # rust: https://en.wikipedia.org/wiki/Rust_(color) 'others' : wikitextcolor} faction_order = ['Amarr', 'Caldari', 'Gallente', 'Minmatar', 'others'] saved_plot_quality = 300 # dpi of the saved plot. The default of 100 is a bit low. eve_ships['Mass in kt'] = eve_ships['Mass in kg'].div(10**6) eve_ships['Targeting Range in km'] = eve_ships['Targeting Range in m'].div(1000) # create plots for the battleships: Path('destroyer_plots').mkdir(parents=True, exist_ok=True) selected_groups = ['T1 Destroyer', 'Interdictor', 'Command Destroyer', 'Tactical Destroyer'] plot_height = (len(selected_groups)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Velocity in m/s', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(175,350);ax.set_xticks(np.arange(175, 351, 25)); plt.savefig('destroyer_plots\Destroyer - Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Scan Resolution', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(90,240) plt.savefig('destroyer_plots\Destroyer - Scan Resolution.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Targeting Range in km', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory # ax.set_xlim(90,240) plt.savefig('destroyer_plots\Destroyer - Targeting Range.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Mass in kt', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlabel('Velocity in m/s') # add unit #ax.set_xlim(0,200) plt.savefig('destroyer_plots\Destroyer - Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Signature Radius', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(55,85);ax.set_xticks(np.arange(55, 85.1, 5)); plt.savefig('destroyer_plots\Destroyer - Signature Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Radius in m', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(40,160) plt.savefig('destroyer_plots\Destroyer - Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True)

create_cruiser_plots.py

import pandas as pd import seaborn as sns from matplotlib import pyplot as plt from pathlib import Path eve_ships = pd.read_pickle('eve_ships.pkl') #setting the plot style you can access the whole setting with sns.axes_style() wikitextcolor = '#cccccc' #the uni wiki uses this for its text. I thus use it as a neutral light color instead of white sns.set_style("darkgrid") # a preset for sort of a dark background with grid custom_style = { 'axes.facecolor': 'black', 'axes.edgecolor': wikitextcolor, #color of the axes themselfes and thus the frame around the plot #'axes.grid': True, #'axes.axisbelow': 'line', 'axes.labelcolor': wikitextcolor, 'grid.color': wikitextcolor, #color of the grid 'text.color': wikitextcolor, #color of text for example in the legend 'xtick.color': wikitextcolor, #color of the x tick labels 'ytick.color': wikitextcolor, #color of the y tick labels 'figure.facecolor': 'black' } sns.set_style("darkgrid", rc=custom_style) # setting colors for the different factions in eve. I obviously try to hit their ingame colors faction_palette = {'Amarr' : "#FFD700", # gold: https://en.wikipedia.org/wiki/Gold_(color) 'Caldari' : "#4682B4", # steelblue: https://en.wikipedia.org/wiki/Steel_blue 'Gallente' : "#40E0D0", # turqouise: https://en.wikipedia.org/wiki/Turquoise_(color) 'Minmatar' : "#B7410E", # rust: https://en.wikipedia.org/wiki/Rust_(color) 'others' : wikitextcolor} faction_order = ['Amarr', 'Caldari', 'Gallente', 'Minmatar', 'others'] saved_plot_quality = 200 # dpi of the saved plot. The default of 100 is a bit low. eve_ships['Mass in kt'] = eve_ships['Mass in kg'].div(10**6) eve_ships['Targeting Range in km'] = eve_ships['Targeting Range in m'].div(1000) # create plots for the battleships: Path('cruiser_plots').mkdir(parents=True, exist_ok=True) # cruisers: #not doing the yacht and flag cruiser as it just bloats the plot selected_groups = \ ['T1 Cruiser', 'Navy Cruiser', 'Pirate Cruiser', 'Logistic Cruiser', 'Heavy Assault Cruiser', 'Recon', 'Heavy Interdiction Cruiser', 'Strategic Cruiser'] plot_height = (len(selected_groups)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Velocity in m/s', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(170,300) plt.savefig('cruiser_plots\Cruiser - Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Scan Resolution', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(200,410) plt.savefig('cruiser_plots\Cruiser - Scan Resolution.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Mass in kt', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(0,200) plt.savefig('cruiser_plots\Cruiser - Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Radius in m', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(0,200) plt.savefig('cruiser_plots\Cruiser - Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Targeting Range in km', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(35,155) plt.savefig('cruiser_plots\Cruiser - Targeting Range.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Signature Radius', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(60,200) plt.savefig('cruiser_plots\Cruiser - Signature Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) eve_ships[ eve_ships['Subgroup'] == 'Navy Cruiser a'] selected_subgroups = \ ['T1 Attack Cruiser', 'T1 Combat Cruiser', 'T1 Logistic Cruiser', 'T1 EWAR Cruiser'] plot_height = (len(selected_subgroups)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Velocity in m/s', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(175,350);ax.set_xticks(np.arange(175, 351, 25)); plt.savefig('cruiser_plots\T1 Cruiser - Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Scan Resolution', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(90,240) plt.savefig('cruiser_plots\T1 Cruiser - Scan Resolution.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Targeting Range in km', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory # ax.set_xlim(90,240) plt.savefig('cruiser_plots\T1 Cruiser - Targeting Range.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Mass in kt', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlabel('Velocity in m/s') # add unit #ax.set_xlim(0,200) plt.savefig('cruiser_plots\T1 Cruiser - Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Signature Radius', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(55,85);ax.set_xticks(np.arange(55, 85.1, 5)); plt.savefig('cruiser_plots\T1 Cruiser - Signature Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Radius in m', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(40,160) plt.savefig('cruiser_plots\T1 Cruiser - Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) # EWAR cruisers selected_subgroups = ['T1 EWAR Cruiser','Force Recon Ship','Combat Recon Ship'] plot_height = (len(selected_subgroups)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Velocity in m/s', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(175,350);ax.set_xticks(np.arange(175, 351, 25)); plt.savefig('cruiser_plots\EWAR Cruiser - Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Scan Resolution', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(90,240) plt.savefig('cruiser_plots\EWAR Cruiser - Scan Resolution.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Targeting Range in km', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax, size = 8) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(60,155) plt.savefig('cruiser_plots\EWAR Cruiser - Targeting Range.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Mass in kt', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax, size = 8) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlabel('Velocity in m/s') # add unit #ax.set_xlim(0,200) plt.savefig('cruiser_plots\EWAR Cruiser - Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Signature Radius', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax, size = 8) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(55,85);ax.set_xticks(np.arange(55, 85.1, 5)); plt.savefig('cruiser_plots\EWAR Cruiser - Signature Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Radius in m', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax, size = 8) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(40,160) plt.savefig('cruiser_plots\EWAR Cruiser - Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True)

create_battlecruiser_plots.py

import pandas as pd import seaborn as sns from matplotlib import pyplot as plt from pathlib import Path eve_ships = pd.read_pickle('eve_ships.pkl') #setting the plot style you can access the whole setting with sns.axes_style() wikitextcolor = '#cccccc' #the uni wiki uses this for its text. I thus use it as a neutral light color instead of white sns.set_style("darkgrid") # a preset for sort of a dark background with grid custom_style = { 'axes.facecolor': 'black', 'axes.edgecolor': wikitextcolor, #color of the axes themselfes and thus the frame around the plot #'axes.grid': True, #'axes.axisbelow': 'line', 'axes.labelcolor': wikitextcolor, 'grid.color': wikitextcolor, #color of the grid 'text.color': wikitextcolor, #color of text for example in the legend 'xtick.color': wikitextcolor, #color of the x tick labels 'ytick.color': wikitextcolor, #color of the y tick labels 'figure.facecolor': 'black' } sns.set_style("darkgrid", rc=custom_style) # setting colors for the different factions in eve. I obviously try to hit their ingame colors faction_palette = {'Amarr' : "#FFD700", # gold: https://en.wikipedia.org/wiki/Gold_(color) 'Caldari' : "#4682B4", # steelblue: https://en.wikipedia.org/wiki/Steel_blue 'Gallente' : "#40E0D0", # turqouise: https://en.wikipedia.org/wiki/Turquoise_(color) 'Minmatar' : "#B7410E", # rust: https://en.wikipedia.org/wiki/Rust_(color) 'others' : wikitextcolor} faction_order = ['Amarr', 'Caldari', 'Gallente', 'Minmatar', 'others'] saved_plot_quality = 300 # dpi of the saved plot. The default of 100 is a bit low. eve_ships['Mass in kt'] = eve_ships['Mass in kg'].div(10**6) eve_ships['Targeting Range in km'] = eve_ships['Targeting Range in m'].div(1000) # create plots for the battleships: Path('battlecruiser_plots').mkdir(parents=True, exist_ok=True) selected_subgroups = \ ['Combat Battlecruiser', 'Attack Battlecruiser', 'Navy Battlecruiser', 'Attack Command Ship', 'Fleet Command Ship'] plot_height = (len(selected_subgroups)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Velocity in m/s', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(175,350);ax.set_xticks(np.arange(175, 351, 25)); plt.savefig('battlecruiser_plots\Battlecruiser - Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) #eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)][ ['Name', 'Velocity in m/s'] ].sort_values('Velocity in m/s') fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Scan Resolution', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(90,240) plt.savefig('battlecruiser_plots\Battlecruiser - Scan Resolution.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) #eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)][ ['Name', 'Scan Resolution'] ].sort_values('Scan Resolution') fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Targeting Range in km', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory # ax.set_xlim(90,240) plt.savefig('battlecruiser_plots\Battlecruiser - Targeting Range.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) #eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)][ ['Name', 'Targeting Range in km'] ].sort_values('Targeting Range in km') fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Mass in kt', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlabel('Velocity in m/s') # add unit #ax.set_xlim(0,200) plt.savefig('battlecruiser_plots\Battlecruiser - Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) #eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)][ ['Name', 'Mass in kt'] ].sort_values('Mass in kt') fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Signature Radius', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(55,85);ax.set_xticks(np.arange(55, 85.1, 5)); plt.savefig('battlecruiser_plots\Battlecruiser - Signature Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) #eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)][ ['Name', 'Signature Radius'] ].sort_values('Signature Radius') fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Radius in m', y='Subgroup', data=eve_ships[eve_ships['Subgroup'].isin(selected_subgroups)], order = selected_subgroups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(40,160) plt.savefig('battlecruiser_plots\Battlecruiser - Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True)

create_battleship_plots.py

import pandas as pd import seaborn as sns from matplotlib import pyplot as plt from pathlib import Path eve_ships = pd.read_pickle('eve_ships.pkl') #setting the plot style you can access the whole setting with sns.axes_style() wikitextcolor = '#cccccc' #the uni wiki uses this for its text. I thus use it as a neutral light color instead of white sns.set_style("darkgrid") # a preset for sort of a dark background with grid custom_style = { 'axes.facecolor': 'black', 'axes.edgecolor': wikitextcolor, #color of the axes themselfes and thus the frame around the plot #'axes.grid': True, #'axes.axisbelow': 'line', 'axes.labelcolor': wikitextcolor, 'grid.color': wikitextcolor, #color of the grid 'text.color': wikitextcolor, #color of text for example in the legend 'xtick.color': wikitextcolor, #color of the x tick labels 'ytick.color': wikitextcolor, #color of the y tick labels 'figure.facecolor': 'black' } sns.set_style("darkgrid", rc=custom_style) # setting colors for the different factions in eve. I obviously try to hit their ingame colors faction_palette = {'Amarr' : "#FFD700", # gold: https://en.wikipedia.org/wiki/Gold_(color) 'Caldari' : "#4682B4", # steelblue: https://en.wikipedia.org/wiki/Steel_blue 'Gallente' : "#40E0D0", # turqouise: https://en.wikipedia.org/wiki/Turquoise_(color) 'Minmatar' : "#B7410E", # rust: https://en.wikipedia.org/wiki/Rust_(color) 'others' : wikitextcolor} faction_order = ['Amarr', 'Caldari', 'Gallente', 'Minmatar', 'others'] saved_plot_quality = 200 # dpi of the saved plot. The default of 100 is a bit low. eve_ships['Mass in kt'] = eve_ships['Mass in kg'].div(10**6) eve_ships['Targeting Range in km'] = eve_ships['Targeting Range in m'].div(1000) # create plots for the battleships: Path('battleship_plots').mkdir(parents=True, exist_ok=True) selected_groups = ['T1 Battleship', 'Navy Battleship', 'Pirate Battleship', 'Marauder', 'Black Ops'] plot_height = (len(selected_groups)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Velocity in m/s', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(0,200) plt.savefig('battleship_plots\Battleship - Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) #plt.savefig('battleship_plots\Battleship - Velocity.png', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Scan Resolution', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory ax.set_xlim(90,240) plt.savefig('battleship_plots\Battleship - Scan Resolution.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Targeting Range in km', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory # ax.set_xlim(90,240) plt.savefig('battleship_plots\Battleship - Targeting Range.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Mass in kt', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlabel('Velocity in m/s') # add unit #ax.set_xlim(0,200) plt.savefig('battleship_plots\Battleship - Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.swarmplot(x='Signature Radius', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(0,200) plt.savefig('battleship_plots\Battleship - Signature Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x='Radius in m', y='Group', data=eve_ships[eve_ships['Group'].isin(selected_groups)], order = selected_groups, hue = 'Faction', hue_order = faction_order, palette = faction_palette, ax=ax) ax.set_ylabel('') # remove the label group as it's self-explanatory #ax.set_xlim(0,200) plt.savefig('battleship_plots\Battleship - Radius.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) # the T1 battleship with 550 is the Leshak, the pirate battleship with 650 is the Barghest, the two with 500 are the machariel and nightmare, the black ops with 600 is the marshal. the ships with 400 are the praxis, the apoc (navy issue), and Bhaalgorn.

The following rather compares ship classes and doesn't color by faction but by meta group. The plots are currently not here on the wiki but I add the code in case one finds a place for them:

create_class_comparison_plots.py

import pandas as pd import seaborn as sns from matplotlib import pyplot as plt # from pathlib import Path eve_ships = pd.read_pickle('eve_ships.pkl') #setting the plot style you can access the whole setting with sns.axes_style() wikitextcolor = '#cccccc' #the uni wiki uses this for its text. I thus use it as a neutral light color instead of white sns.set_style("darkgrid") # a preset for sort of a dark background with grid custom_style = { 'axes.facecolor': 'black', 'axes.edgecolor': wikitextcolor, #color of the axes themselfes and thus the frame around the plot #'axes.grid': True, #'axes.axisbelow': 'line', 'axes.labelcolor': wikitextcolor, 'grid.color': wikitextcolor, #color of the grid 'text.color': wikitextcolor, #color of text for example in the legend 'xtick.color': wikitextcolor, #color of the x tick labels 'ytick.color': wikitextcolor, #color of the y tick labels 'figure.facecolor': 'black' } sns.set_style("darkgrid", rc=custom_style) # setting colors for the different factions in eve. I obviously try to hit their ingame colors faction_palette = {'Amarr' : "#FFD700", # gold: https://en.wikipedia.org/wiki/Gold_(color) 'Caldari' : "#4682B4", # steelblue: https://en.wikipedia.org/wiki/Steel_blue 'Gallente' : "#40E0D0", # turqouise: https://en.wikipedia.org/wiki/Turquoise_(color) 'Minmatar' : "#B7410E", # rust: https://en.wikipedia.org/wiki/Rust_(color) 'others' : wikitextcolor} faction_order = ['Amarr', 'Caldari', 'Gallente', 'Minmatar', 'others'] meta_order = ['Tech I','Storyline', 'Navy Faction', 'Faction', 'Pirate Faction', 'Tech II', 'Tech III'] meta_palette = {'Tech I' : wikitextcolor, 'Storyline' : 'brown', 'Navy Faction' : 'green', 'Faction' : 'green', 'Pirate Faction' : 'green', 'Tech II' : 'orange', 'Tech III': 'orange'} saved_plot_quality = 200 # dpi of the saved plot. The default of 100 is a bit low. eve_ships['Mass in kt'] = eve_ships['Mass in kg'].div(10**6) eve_ships['Targeting Range in km'] = eve_ships['Targeting Range in m'].div(1000) eve_ships['Shield Recharge Time in s'] = eve_ships['Shield Recharge Time in ms'].div(10**3) # Path('frigate_plots').mkdir(parents=True, exist_ok=True) selected_classes = ['Shuttle', 'Corvette', 'Frigate', 'Destroyer', 'Cruiser', 'Battlecruiser', 'Battleship', 'Capital', 'Supercapital'] plot_height = (len(selected_classes)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x="Velocity in m/s", y="Hull Class", ax=ax, data=eve_ships[eve_ships['Hull Class'].isin(selected_classes)], \ order=selected_classes, marker='.' , hue = 'Meta Group Name', palette = meta_palette, hue_order = meta_order) ax.set_ylabel('') # remove the label hull class as it's self-explanatory plt.savefig('Velocity.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) selected_classes = ['Shuttle', 'Corvette', 'Frigate', 'Destroyer', 'Cruiser', 'Battlecruiser', 'Battleship'] plot_height = (len(selected_classes)+2)/2 fig, ax = plt.subplots(figsize=(8, plot_height)) sns.stripplot(x="Shield Recharge Time in s", y="Hull Class", ax=ax, data=eve_ships[eve_ships['Hull Class'].isin(selected_classes)], \ order=selected_classes, marker='.' , hue = 'Meta Group Name', palette = meta_palette, hue_order = meta_order) ax.set_ylabel('') # remove the label hull class as it's self-explanatory ax.set_xlim(0,4000) plt.savefig('Shield Recharge Time in s.svg', dpi = saved_plot_quality, bbox_inches = 'tight', transparent=True) selected_classes = ['Shuttle', 'Corvette', 'Frigate', 'Destroyer', 'Cruiser', 'Battlecruiser', 'Battleship', 'Capital', 'Supercapital'] fig, ax = plt.subplots() sns.stripplot(x="Mass in kt", y="Hull Class", ax=ax, \ data=eve_ships[eve_ships['Hull Class'].isin(selected_classes)], \ order=selected_classes, marker='.' , hue = 'Meta Group Name', palette = meta_palette, hue_order = meta_order) ax.set_ylabel('') # remove the label hull class as it's self-explanatory ax.set_xscale('log') ax.set_xlabel(r'Mass in kt') plt.savefig('Mass.svg', dpi = saved_plot_quality, bbox_inches = 'tight')