Starwars Python Workshop

starwars.json

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Rebel\r\nspies managed to steal secret\r\nplans to the Empire's\r\nultimate weapon, the DEATH\r\nSTAR, an armored space\r\nstation with enough power\r\nto destroy an entire planet.\r\n\r\nPursued by the Empire's\r\nsinister agents, Princess\r\nLeia races home aboard her\r\nstarship, custodian of the\r\nstolen plans that can save her\r\npeople and restore\r\nfreedom to the galaxy....", "director": "George Lucas", "producer": "Gary Kurtz, Rick McCallum", "release_date": "1977-05-25", "characters": ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "12", "13", "14", "15", "16", "18", "19", "81"], "planets": ["1", "2", "3"], "starships": ["2", "3", "5", "9", "10", "11", "12", "13"], "vehicles": ["4", "6", "7", "8"], "species": ["1", "2", "3", "4", "5"], "created": "2014-12-10T14:23:31.880000Z", "edited": "2014-12-20T19:49:45.256000Z", "id": "1"}, "2": {"title": "The Empire Strikes Back", "episode_id": 5, "opening_crawl": "It is a dark time for the\r\nRebellion. Although the Death\r\nStar has been destroyed,\r\nImperial troops have driven the\r\nRebel forces from their hidden\r\nbase and pursued them across\r\nthe galaxy.\r\n\r\nEvading the dreaded Imperial\r\nStarfleet, a group of freedom\r\nfighters led by Luke Skywalker\r\nhas established a new secret\r\nbase on the remote ice world\r\nof Hoth.\r\n\r\nThe evil lord Darth Vader,\r\nobsessed with finding young\r\nSkywalker, has dispatched\r\nthousands of remote probes into\r\nthe far reaches of space....", "director": "Irvin Kershner", "producer": "Gary Kurtz, Rick McCallum", "release_date": "1980-05-17", "characters": ["1", "2", "3", "4", "5", "10", "13", "14", "18", "20", "21", "22", "23", "24", "25", "26"], "planets": ["4", "5", "6", "27"], "starships": ["3", "10", "11", "12", "15", "17", "21", "22", "23"], "vehicles": ["8", "14", "16", "18", "19", "20"], "species": ["1", "2", "3", "6", "7"], "created": "2014-12-12T11:26:24.656000Z", "edited": "2014-12-15T13:07:53.386000Z", "id": "2"}, "3": {"title": "Return of the Jedi", "episode_id": 6, "opening_crawl": "Luke Skywalker has returned to\r\nhis home planet of Tatooine in\r\nan attempt to rescue his\r\nfriend Han Solo from the\r\nclutches of the vile gangster\r\nJabba the Hutt.\r\n\r\nLittle does Luke know that the\r\nGALACTIC EMPIRE has secretly\r\nbegun construction on a new\r\narmored space station even\r\nmore powerful than the first\r\ndreaded Death Star.\r\n\r\nWhen completed, this ultimate\r\nweapon will spell certain doom\r\nfor the small band of rebels\r\nstruggling to restore freedom\r\nto the galaxy...", "director": "Richard Marquand", "producer": "Howard G. Kazanjian, George Lucas, Rick McCallum", "release_date": "1983-05-25", "characters": ["1", "2", "3", "4", "5", "10", "13", "14", "16", "18", "20", "21", "22", "25", "27", "28", "29", "30", "31", "45"], "planets": ["1", "5", "7", "8", "9"], "starships": ["2", "3", "10", "11", "12", "15", "17", "22", "23", "27", "28", "29"], "vehicles": ["8", "16", "18", "19", "24", "25", "26", "30"], "species": ["1", "2", "3", "5", "6", "8", "9", "10", "15"], "created": "2014-12-18T10:39:33.255000Z", "edited": "2014-12-20T09:48:37.462000Z", "id": "3"}, "4": {"title": "The Phantom Menace", "episode_id": 1, "opening_crawl": "Turmoil has engulfed the\r\nGalactic Republic. The taxation\r\nof trade routes to outlying star\r\nsystems is in dispute.\r\n\r\nHoping to resolve the matter\r\nwith a blockade of deadly\r\nbattleships, the greedy Trade\r\nFederation has stopped all\r\nshipping to the small planet\r\nof Naboo.\r\n\r\nWhile the Congress of the\r\nRepublic endlessly debates\r\nthis alarming chain of events,\r\nthe Supreme Chancellor has\r\nsecretly dispatched two Jedi\r\nKnights, the guardians of\r\npeace and justice in the\r\ngalaxy, to settle the conflict....", "director": "George Lucas", "producer": "Rick McCallum", "release_date": "1999-05-19", "characters": ["2", "3", "10", "11", "16", "20", "21", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43", "44", "46", "47", "48", "49", "50", "51", "52", "53", "54", "55", "56", "57", "58", "59"], "planets": ["1", "8", "9"], "starships": ["31", "32", "39", "40", "41"], "vehicles": ["33", "34", "35", "36", "37", "38", "42"], "species": ["1", "2", "6", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27"], "created": "2014-12-19T16:52:55.740000Z", "edited": "2014-12-20T10:54:07.216000Z", "id": "4"}, "5": {"title": "Attack of the Clones", "episode_id": 2, "opening_crawl": "There is unrest in the Galactic\r\nSenate. Several thousand solar\r\nsystems have declared their\r\nintentions to leave the Republic.\r\n\r\nThis separatist movement,\r\nunder the leadership of the\r\nmysterious Count Dooku, has\r\nmade it difficult for the limited\r\nnumber of Jedi Knights to maintain \r\npeace and order in the galaxy.\r\n\r\nSenator Amidala, the former\r\nQueen of Naboo, is returning\r\nto the Galactic Senate to vote\r\non the critical issue of creating\r\nan ARMY OF THE REPUBLIC\r\nto assist the overwhelmed\r\nJedi....", "director": "George Lucas", "producer": "Rick McCallum", "release_date": "2002-05-16", "characters": ["2", "3", "6", "7", "10", "11", "20", "21", "22", "33", "35", "36", "40", "43", "46", "51", "52", "53", "58", "59", "60", "61", "62", "63", "64", "65", "66", "67", "68", "69", "70", "71", "72", "73", "74", "75", "76", "77", "78", "82"], "planets": ["1", "8", "9", "10", "11"], "starships": ["21", "32", "39", "43", "47", "48", "49", "52", "58"], "vehicles": ["4", "44", "45", "46", "50", "51", "53", "54", "55", "56", "57"], "species": ["1", "2", "6", "12", "13", "15", "28", "29", "30", "31", "32", "33", "34", "35"], "created": "2014-12-20T10:57:57.886000Z", "edited": "2014-12-20T20:18:48.516000Z", "id": "5"}, "6": {"title": "Revenge of the Sith", "episode_id": 3, "opening_crawl": "War! The Republic is crumbling\r\nunder attacks by the ruthless\r\nSith Lord, Count Dooku.\r\nThere are heroes on both sides.\r\nEvil is everywhere.\r\n\r\nIn a stunning move, the\r\nfiendish droid leader, General\r\nGrievous, has swept into the\r\nRepublic capital and kidnapped\r\nChancellor Palpatine, leader of\r\nthe Galactic Senate.\r\n\r\nAs the Separatist Droid Army\r\nattempts to flee the besieged\r\ncapital with their valuable\r\nhostage, two Jedi Knights lead a\r\ndesperate mission to rescue the\r\ncaptive Chancellor....", "director": "George Lucas", "producer": "Rick McCallum", "release_date": "2005-05-19", "characters": ["1", "2", "3", "4", "5", "6", "7", "10", "11", "12", "13", "20", "21", "33", "35", "46", "51", "52", "53", "54", "55", "56", "58", "63", "64", "67", "68", "75", "78", "79", "80", "81", "82", "83"], "planets": ["1", "2", "5", "8", "9", "12", "13", "14", "15", "16", "17", "18", "19"], "starships": ["2", "32", "48", "59", "61", "63", "64", "65", "66", "68", "74", "75"], "vehicles": ["33", "50", "53", "56", "60", "62", "67", "69", "70", "71", "72", "73", "76"], "species": ["1", "2", "3", "6", "15", "19", "20", "23", "24", "25", "26", "27", "28", "29", "30", "33", "34", "35", "36", "37"], "created": "2014-12-20T18:49:38.403000Z", "edited": "2014-12-20T20:47:52.073000Z", "id": "6"}}, "species": {"1": {"name": "Human", "classification": "mammal", "designation": "sentient", "average_height": "180", "skin_colors": "caucasian, black, asian, hispanic", "hair_colors": "blonde, brown, black, red", "eye_colors": "brown, blue, green, hazel, grey, amber", "average_lifespan": "120", "homeworld": "https://swapi.dev/api/planets/9/", "language": "Galactic Basic", "people": ["66", "67", "68", "74"], "films": ["1", "2", "3", "4", "5", "6"], "created": "2014-12-10T13:52:11.567000Z", "edited": "2014-12-20T21:36:42.136000Z", "id": "1"}, "2": {"name": "Droid", "classification": "artificial", "designation": "sentient", "average_height": "n/a", "skin_colors": "n/a", "hair_colors": "n/a", "eye_colors": "n/a", "average_lifespan": "indefinite", "homeworld": null, "language": "n/a", "people": ["2", "3", "8", "23"], "films": ["1", "2", "3", "4", "5", "6"], "created": "2014-12-10T15:16:16.259000Z", "edited": "2014-12-20T21:36:42.139000Z", "id": "2"}, "3": {"name": "Wookie", "classification": "mammal", "designation": "sentient", "average_height": "210", "skin_colors": "gray", "hair_colors": "black, brown", "eye_colors": "blue, green, yellow, brown, golden, red", "average_lifespan": "400", "homeworld": "https://swapi.dev/api/planets/14/", "language": "Shyriiwook", "people": ["13", "80"], "films": ["1", "2", "3", "6"], "created": "2014-12-10T16:44:31.486000Z", "edited": "2014-12-20T21:36:42.142000Z", "id": "3"}, "4": {"name": "Rodian", "classification": "sentient", "designation": "reptilian", "average_height": "170", "skin_colors": "green, blue", "hair_colors": "n/a", "eye_colors": "black", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/23/", "language": "Galatic Basic", "people": ["15"], "films": ["1"], "created": "2014-12-10T17:05:26.471000Z", "edited": "2014-12-20T21:36:42.144000Z", "id": "4"}, "5": {"name": "Hutt", "classification": "gastropod", "designation": "sentient", "average_height": "300", "skin_colors": "green, brown, tan", "hair_colors": "n/a", "eye_colors": "yellow, red", "average_lifespan": "1000", "homeworld": "https://swapi.dev/api/planets/24/", "language": "Huttese", "people": ["16"], "films": ["1", "3"], "created": "2014-12-10T17:12:50.410000Z", "edited": "2014-12-20T21:36:42.146000Z", "id": "5"}, "6": {"name": "Yoda's species", "classification": "mammal", "designation": "sentient", "average_height": "66", "skin_colors": "green, yellow", "hair_colors": "brown, white", "eye_colors": "brown, green, yellow", "average_lifespan": "900", "homeworld": "https://swapi.dev/api/planets/28/", "language": "Galactic basic", "people": ["20"], "films": ["2", "3", "4", "5", "6"], "created": "2014-12-15T12:27:22.877000Z", "edited": "2014-12-20T21:36:42.148000Z", "id": "6"}, "7": {"name": "Trandoshan", "classification": "reptile", "designation": "sentient", "average_height": "200", "skin_colors": "brown, green", "hair_colors": "none", "eye_colors": "yellow, orange", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/29/", "language": "Dosh", "people": ["24"], "films": ["2"], "created": "2014-12-15T13:07:47.704000Z", "edited": "2014-12-20T21:36:42.151000Z", "id": "7"}, "8": {"name": "Mon Calamari", "classification": "amphibian", "designation": "sentient", "average_height": "160", "skin_colors": "red, blue, brown, magenta", "hair_colors": "none", "eye_colors": "yellow", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/31/", "language": "Mon Calamarian", "people": ["27"], "films": ["3"], "created": "2014-12-18T11:09:52.263000Z", "edited": "2014-12-20T21:36:42.153000Z", "id": "8"}, "9": {"name": "Ewok", "classification": "mammal", "designation": "sentient", "average_height": "100", "skin_colors": "brown", "hair_colors": "white, brown, black", "eye_colors": "orange, brown", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/7/", "language": "Ewokese", "people": ["30"], "films": ["3"], "created": "2014-12-18T11:22:00.285000Z", "edited": "2014-12-20T21:36:42.155000Z", "id": "9"}, "10": {"name": "Sullustan", "classification": "mammal", "designation": "sentient", "average_height": "180", "skin_colors": "pale", "hair_colors": "none", "eye_colors": "black", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/33/", "language": "Sullutese", "people": ["31"], "films": ["3"], "created": "2014-12-18T11:26:20.103000Z", "edited": "2014-12-20T21:36:42.157000Z", "id": "10"}, "11": {"name": "Neimodian", "classification": "unknown", "designation": "sentient", "average_height": "180", "skin_colors": "grey, green", "hair_colors": "none", "eye_colors": "red, 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"films": ["4", "5"], "created": "2014-12-19T17:48:56.893000Z", "edited": "2014-12-20T21:36:42.165000Z", "id": "13"}, "14": {"name": "Dug", "classification": "mammal", "designation": "sentient", "average_height": "100", "skin_colors": "brown, purple, grey, red", "hair_colors": "none", "eye_colors": "yellow, blue", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/35/", "language": "Dugese", "people": ["41"], "films": ["4"], "created": "2014-12-19T17:53:11.214000Z", "edited": "2014-12-20T21:36:42.167000Z", "id": "14"}, "15": {"name": "Twi'lek", "classification": "mammals", "designation": "sentient", "average_height": "200", "skin_colors": "orange, yellow, blue, green, pink, purple, tan", "hair_colors": "none", "eye_colors": "blue, brown, orange, pink", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/37/", "language": "Twi'leki", "people": ["45", "46"], "films": ["3", "4", "5", "6"], "created": "2014-12-20T09:48:02.406000Z", "edited": "2014-12-20T21:36:42.169000Z", "id": "15"}, "16": {"name": "Aleena", "classification": "reptile", "designation": "sentient", "average_height": "80", "skin_colors": "blue, gray", "hair_colors": "none", "eye_colors": "unknown", "average_lifespan": "79", "homeworld": "https://swapi.dev/api/planets/38/", "language": "Aleena", "people": ["47"], "films": ["4"], "created": "2014-12-20T09:53:16.481000Z", "edited": "2014-12-20T21:36:42.171000Z", "id": "16"}, "17": {"name": "Vulptereen", "classification": "unknown", "designation": "sentient", "average_height": "100", "skin_colors": "grey", "hair_colors": "none", "eye_colors": "yellow", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/39/", "language": "vulpterish", "people": ["48"], "films": ["4"], "created": "2014-12-20T09:57:33.128000Z", "edited": "2014-12-20T21:36:42.173000Z", "id": "17"}, "18": {"name": "Xexto", "classification": "unknown", "designation": "sentient", "average_height": "125", "skin_colors": "grey, yellow, purple", "hair_colors": "none", "eye_colors": "black", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/40/", "language": "Xextese", "people": ["49"], "films": ["4"], "created": "2014-12-20T10:02:13.915000Z", "edited": "2014-12-20T21:36:42.175000Z", "id": "18"}, "19": {"name": "Toong", "classification": "unknown", "designation": "sentient", "average_height": "200", "skin_colors": "grey, green, yellow", "hair_colors": "none", "eye_colors": "orange", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/41/", "language": "Tundan", "people": ["50"], "films": ["4", "6"], "created": "2014-12-20T10:08:36.795000Z", "edited": "2014-12-20T21:36:42.177000Z", "id": "19"}, "20": {"name": "Cerean", "classification": "mammal", "designation": "sentient", "average_height": "200", "skin_colors": "pale pink", "hair_colors": "red, blond, black, white", "eye_colors": "hazel", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/43/", "language": "Cerean", "people": ["52"], "films": ["4", "6"], "created": "2014-12-20T10:15:33.765000Z", "edited": "2014-12-20T21:36:42.179000Z", "id": "20"}, "21": {"name": "Nautolan", "classification": "amphibian", "designation": "sentient", "average_height": "180", "skin_colors": "green, blue, brown, red", "hair_colors": "none", "eye_colors": "black", "average_lifespan": "70", "homeworld": "https://swapi.dev/api/planets/44/", "language": "Nautila", "people": ["53"], "films": ["4"], "created": "2014-12-20T10:18:58.610000Z", "edited": "2014-12-20T21:36:42.181000Z", "id": "21"}, "22": {"name": "Zabrak", "classification": "mammal", "designation": "sentient", "average_height": "180", "skin_colors": "pale, brown, red, orange, yellow", "hair_colors": "black", "eye_colors": "brown, orange", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/45/", "language": "Zabraki", "people": ["44", "54"], "films": ["4"], "created": "2014-12-20T10:26:59.894000Z", "edited": "2014-12-20T21:36:42.183000Z", "id": "22"}, "23": {"name": "Tholothian", "classification": "mammal", "designation": "sentient", "average_height": "unknown", "skin_colors": "dark", "hair_colors": "unknown", "eye_colors": "blue, indigo", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/46/", "language": "unknown", "people": ["55"], "films": ["4", "6"], "created": "2014-12-20T10:29:13.798000Z", "edited": "2014-12-20T21:36:42.186000Z", "id": "23"}, "24": {"name": "Iktotchi", "classification": "unknown", "designation": "sentient", "average_height": "180", "skin_colors": "pink", "hair_colors": "none", "eye_colors": "orange", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/47/", "language": "Iktotchese", "people": ["56"], "films": ["4", "6"], "created": "2014-12-20T10:32:13.046000Z", "edited": "2014-12-20T21:36:42.188000Z", "id": "24"}, "25": {"name": "Quermian", "classification": "mammal", "designation": "sentient", "average_height": "240", "skin_colors": "white", "hair_colors": "none", "eye_colors": "yellow", "average_lifespan": "86", "homeworld": "https://swapi.dev/api/planets/48/", "language": "Quermian", "people": ["57"], "films": ["4", "6"], "created": "2014-12-20T10:34:50.827000Z", "edited": "2014-12-20T21:36:42.189000Z", "id": "25"}, "26": {"name": "Kel Dor", "classification": "unknown", "designation": "sentient", "average_height": "180", "skin_colors": "peach, orange, red", "hair_colors": "none", "eye_colors": "black, silver", "average_lifespan": "70", "homeworld": "https://swapi.dev/api/planets/49/", "language": "Kel Dor", "people": ["58"], "films": ["4", "6"], "created": "2014-12-20T10:49:21.692000Z", "edited": "2014-12-20T21:36:42.191000Z", "id": "26"}, "27": {"name": "Chagrian", "classification": "amphibian", "designation": "sentient", "average_height": "190", "skin_colors": "blue", "hair_colors": "none", "eye_colors": "blue", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/50/", "language": "Chagria", "people": ["59"], "films": ["4", "6"], "created": "2014-12-20T10:53:28.795000Z", "edited": "2014-12-20T21:36:42.193000Z", "id": "27"}, "28": {"name": "Geonosian", "classification": "insectoid", "designation": "sentient", "average_height": "178", "skin_colors": "green, brown", "hair_colors": "none", "eye_colors": "green, hazel", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/11/", "language": "Geonosian", "people": ["63"], "films": ["5", "6"], "created": "2014-12-20T16:40:45.618000Z", "edited": "2014-12-20T21:36:42.195000Z", "id": "28"}, "29": {"name": "Mirialan", "classification": "mammal", "designation": "sentient", "average_height": "180", "skin_colors": "yellow, green", "hair_colors": "black, brown", "eye_colors": "blue, green, red, yellow, brown, orange", "average_lifespan": "unknown", "homeworld": "https://swapi.dev/api/planets/51/", "language": "Mirialan", "people": ["64", "65"], 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"none", "vehicle_class": "air speeder", "pilots": [], "films": ["6"], "created": "2014-12-20T20:21:55.648000Z", "edited": "2014-12-20T21:30:21.759000Z", "id": "70"}, "71": {"name": "Clone turbo tank", "model": "HAVw A6 Juggernaut", "manufacturer": "Kuat Drive Yards", "cost_in_credits": "350000", "length": "49.4", "max_atmosphering_speed": "160", "crew": "20", "passengers": "300", "cargo_capacity": "30000", "consumables": "20 days", "vehicle_class": "wheeled walker", "pilots": [], "films": ["6"], "created": "2014-12-20T20:24:45.587000Z", "edited": "2014-12-20T21:30:21.762000Z", "id": "71"}, "72": {"name": "Corporate Alliance tank droid", "model": "NR-N99 Persuader-class droid enforcer", "manufacturer": "Techno Union", "cost_in_credits": "49000", "length": "10.96", "max_atmosphering_speed": "100", "crew": "0", "passengers": "4", "cargo_capacity": "none", "consumables": "none", "vehicle_class": "droid tank", "pilots": [], "films": ["6"], "created": "2014-12-20T20:26:55.522000Z", "edited": "2014-12-20T21:30:21.765000Z", "id": "72"}, "73": {"name": "Droid gunship", "model": "HMP droid gunship", "manufacturer": "Baktoid Fleet Ordnance, Haor Chall Engineering", "cost_in_credits": "60000", "length": "12.3", "max_atmosphering_speed": "820", "crew": "0", "passengers": "0", "cargo_capacity": "0", "consumables": "none", "vehicle_class": "airspeeder", "pilots": [], "films": ["6"], "created": "2014-12-20T20:32:05.687000Z", "edited": "2014-12-20T21:30:21.768000Z", "id": "73"}, "76": {"name": "AT-RT", "model": "All Terrain Recon Transport", "manufacturer": "Kuat Drive Yards", "cost_in_credits": "40000", "length": "3.2", "max_atmosphering_speed": "90", "crew": "1", "passengers": "0", "cargo_capacity": "20", "consumables": "1 day", "vehicle_class": "walker", "pilots": [], "films": ["6"], "created": "2014-12-20T20:47:49.189000Z", "edited": "2014-12-20T21:30:21.772000Z", "id": "76"}}, "starships": {"2": {"name": "CR90 corvette", "model": "CR90 corvette", "manufacturer": "Corellian Engineering Corporation", "cost_in_credits": "3500000", "length": "150", "max_atmosphering_speed": "950", "crew": "30-165", "passengers": "600", "cargo_capacity": "3000000", "consumables": "1 year", "hyperdrive_rating": "2.0", "MGLT": "60", "starship_class": "corvette", "pilots": [], "films": ["1", "3", "6"], "created": "2014-12-10T14:20:33.369000Z", "edited": "2014-12-20T21:23:49.867000Z", "id": "2"}, "3": {"name": "Star Destroyer", "model": "Imperial I-class Star Destroyer", "manufacturer": "Kuat Drive Yards", "cost_in_credits": "150000000", "length": "1,600", "max_atmosphering_speed": "975", "crew": "47,060", "passengers": "n/a", "cargo_capacity": "36000000", "consumables": "2 years", "hyperdrive_rating": "2.0", "MGLT": "60", "starship_class": "Star Destroyer", "pilots": [], "films": ["1", "2", "3"], "created": "2014-12-10T15:08:19.848000Z", "edited": "2014-12-20T21:23:49.870000Z", "id": "3"}, "5": {"name": "Sentinel-class landing craft", "model": "Sentinel-class landing craft", "manufacturer": "Sienar Fleet Systems, Cyngus Spaceworks", "cost_in_credits": "240000", "length": "38", "max_atmosphering_speed": "1000", "crew": "5", "passengers": "75", "cargo_capacity": "180000", "consumables": "1 month", "hyperdrive_rating": "1.0", "MGLT": "70", "starship_class": "landing craft", "pilots": [], "films": ["1"], "created": "2014-12-10T15:48:00.586000Z", "edited": "2014-12-20T21:23:49.873000Z", "id": "5"}, "9": {"name": "Death Star", "model": "DS-1 Orbital Battle Station", "manufacturer": "Imperial Department of Military Research, Sienar Fleet Systems", "cost_in_credits": "1000000000000", "length": "120000", "max_atmosphering_speed": "n/a", "crew": "342,953", "passengers": "843,342", "cargo_capacity": "1000000000000", "consumables": "3 years", "hyperdrive_rating": "4.0", "MGLT": "10", "starship_class": "Deep Space Mobile Battlestation", "pilots": [], "films": ["1"], "created": "2014-12-10T16:36:50.509000Z", "edited": "2014-12-20T21:26:24.783000Z", "id": "9"}, "10": {"name": "Millennium Falcon", "model": "YT-1300 light freighter", "manufacturer": "Corellian Engineering Corporation", "cost_in_credits": "100000", "length": "34.37", "max_atmosphering_speed": "1050", "crew": "4", "passengers": "6", "cargo_capacity": "100000", "consumables": "2 months", "hyperdrive_rating": "0.5", "MGLT": "75", "starship_class": "Light freighter", "pilots": ["13", "14", "25", "31"], "films": ["1", "2", "3"], "created": "2014-12-10T16:59:45.094000Z", "edited": "2014-12-20T21:23:49.880000Z", "id": "10"}, "11": {"name": "Y-wing", "model": "BTL Y-wing", "manufacturer": "Koensayr Manufacturing", "cost_in_credits": "134999", "length": "14", "max_atmosphering_speed": "1000km", "crew": "2", "passengers": "0", "cargo_capacity": "110", "consumables": "1 week", "hyperdrive_rating": "1.0", "MGLT": "80", "starship_class": "assault starfighter", "pilots": [], "films": ["1", "2", "3"], "created": "2014-12-12T11:00:39.817000Z", "edited": "2014-12-20T21:23:49.883000Z", "id": "11"}, "12": {"name": "X-wing", "model": "T-65 X-wing", "manufacturer": "Incom Corporation", "cost_in_credits": "149999", "length": "12.5", "max_atmosphering_speed": "1050", "crew": "1", "passengers": "0", "cargo_capacity": "110", "consumables": "1 week", "hyperdrive_rating": "1.0", "MGLT": "100", "starship_class": "Starfighter", "pilots": ["1", "9", "18", "19"], "films": ["1", "2", "3"], "created": "2014-12-12T11:19:05.340000Z", "edited": "2014-12-20T21:23:49.886000Z", "id": "12"}, "13": {"name": "TIE Advanced x1", "model": "Twin Ion Engine Advanced x1", "manufacturer": "Sienar Fleet Systems", "cost_in_credits": "unknown", "length": "9.2", "max_atmosphering_speed": "1200", "crew": "1", "passengers": "0", "cargo_capacity": "150", "consumables": "5 days", "hyperdrive_rating": "1.0", "MGLT": "105", "starship_class": "Starfighter", "pilots": ["4"], "films": ["1"], "created": "2014-12-12T11:21:32.991000Z", "edited": "2014-12-20T21:23:49.889000Z", "id": "13"}, "15": {"name": "Executor", "model": "Executor-class star dreadnought", "manufacturer": "Kuat Drive Yards, Fondor Shipyards", "cost_in_credits": "1143350000", "length": "19000", "max_atmosphering_speed": "n/a", "crew": "279,144", "passengers": "38000", "cargo_capacity": "250000000", "consumables": "6 years", "hyperdrive_rating": "2.0", "MGLT": "40", "starship_class": "Star dreadnought", "pilots": [], "films": ["2", "3"], "created": "2014-12-15T12:31:42.547000Z", "edited": "2014-12-20T21:23:49.893000Z", "id": "15"}, "17": {"name": "Rebel transport", "model": "GR-75 medium transport", "manufacturer": "Gallofree Yards, Inc.", "cost_in_credits": "unknown", "length": "90", "max_atmosphering_speed": "650", "crew": "6", "passengers": "90", "cargo_capacity": "19000000", "consumables": "6 months", "hyperdrive_rating": "4.0", "MGLT": "20", "starship_class": "Medium transport", "pilots": [], "films": ["2", "3"], "created": "2014-12-15T12:34:52.264000Z", "edited": "2014-12-20T21:23:49.895000Z", "id": "17"}, "21": {"name": "Slave 1", "model": "Firespray-31-class patrol and attack", "manufacturer": "Kuat Systems Engineering", "cost_in_credits": "unknown", "length": "21.5", "max_atmosphering_speed": "1000", "crew": "1", "passengers": "6", "cargo_capacity": "70000", "consumables": "1 month", "hyperdrive_rating": "3.0", "MGLT": "70", "starship_class": "Patrol craft", "pilots": ["22"], "films": ["2", "5"], "created": "2014-12-15T13:00:56.332000Z", "edited": "2014-12-20T21:23:49.897000Z", "id": "21"}, "22": {"name": "Imperial shuttle", "model": "Lambda-class T-4a shuttle", "manufacturer": "Sienar Fleet Systems", "cost_in_credits": "240000", "length": "20", "max_atmosphering_speed": "850", "crew": "6", "passengers": "20", "cargo_capacity": "80000", "consumables": "2 months", "hyperdrive_rating": "1.0", "MGLT": "50", "starship_class": "Armed government transport", "pilots": ["1", "13", "14"], "films": ["2", "3"], "created": "2014-12-15T13:04:47.235000Z", "edited": "2014-12-20T21:23:49.900000Z", "id": "22"}, "23": {"name": "EF76 Nebulon-B escort frigate", "model": "EF76 Nebulon-B escort frigate", "manufacturer": "Kuat Drive Yards", "cost_in_credits": "8500000", "length": "300", "max_atmosphering_speed": "800", "crew": "854", "passengers": "75", "cargo_capacity": "6000000", "consumables": "2 years", "hyperdrive_rating": "2.0", "MGLT": "40", "starship_class": "Escort ship", "pilots": [], "films": ["2", "3"], "created": "2014-12-15T13:06:30.813000Z", "edited": "2014-12-20T21:23:49.902000Z", "id": "23"}, "27": {"name": "Calamari Cruiser", "model": "MC80 Liberty type Star Cruiser", "manufacturer": "Mon Calamari shipyards", "cost_in_credits": "104000000", "length": "1200", "max_atmosphering_speed": "n/a", "crew": "5400", "passengers": "1200", "cargo_capacity": "unknown", "consumables": "2 years", "hyperdrive_rating": "1.0", "MGLT": "60", "starship_class": "Star Cruiser", "pilots": [], "films": ["3"], "created": "2014-12-18T10:54:57.804000Z", "edited": "2014-12-20T21:23:49.904000Z", "id": "27"}, "28": {"name": "A-wing", "model": "RZ-1 A-wing Interceptor", "manufacturer": "Alliance Underground Engineering, Incom Corporation", "cost_in_credits": "175000", "length": "9.6", "max_atmosphering_speed": "1300", "crew": "1", "passengers": "0", "cargo_capacity": "40", "consumables": "1 week", "hyperdrive_rating": "1.0", "MGLT": "120", "starship_class": "Starfighter", "pilots": ["29"], "films": ["3"], "created": "2014-12-18T11:16:34.542000Z", "edited": "2014-12-20T21:23:49.907000Z", "id": "28"}, "29": {"name": "B-wing", "model": "A/SF-01 B-wing starfighter", "manufacturer": "Slayn & Korpil", "cost_in_credits": "220000", "length": "16.9", "max_atmosphering_speed": "950", "crew": "1", "passengers": "0", "cargo_capacity": "45", "consumables": "1 week", "hyperdrive_rating": "2.0", "MGLT": "91", "starship_class": "Assault Starfighter", "pilots": [], "films": ["3"], "created": "2014-12-18T11:18:04.763000Z", "edited": "2014-12-20T21:23:49.909000Z", "id": "29"}, "31": {"name": "Republic Cruiser", "model": "Consular-class cruiser", "manufacturer": "Corellian Engineering Corporation", "cost_in_credits": "unknown", "length": "115", "max_atmosphering_speed": "900", "crew": "9", "passengers": "16", "cargo_capacity": "unknown", "consumables": "unknown", "hyperdrive_rating": "2.0", "MGLT": "unknown", "starship_class": "Space cruiser", "pilots": [], "films": ["4"], "created": "2014-12-19T17:01:31.488000Z", "edited": "2014-12-20T21:23:49.912000Z", "id": "31"}, "32": {"name": "Droid control ship", "model": "Lucrehulk-class Droid Control Ship", "manufacturer": "Hoersch-Kessel Drive, Inc.", "cost_in_credits": "unknown", "length": "3170", "max_atmosphering_speed": "n/a", "crew": "175", "passengers": "139000", "cargo_capacity": "4000000000", "consumables": "500 days", "hyperdrive_rating": "2.0", "MGLT": "unknown", "starship_class": "Droid control ship", "pilots": [], "films": ["4", "5", "6"], "created": "2014-12-19T17:04:06.323000Z", "edited": "2014-12-20T21:23:49.915000Z", "id": "32"}, "39": {"name": "Naboo fighter", "model": "N-1 starfighter", "manufacturer": "Theed Palace Space Vessel Engineering Corps", "cost_in_credits": "200000", "length": "11", "max_atmosphering_speed": "1100", "crew": "1", "passengers": "0", "cargo_capacity": "65", "consumables": "7 days", "hyperdrive_rating": "1.0", "MGLT": "unknown", "starship_class": "Starfighter", "pilots": ["11", "35", "60"], "films": ["4", "5"], "created": "2014-12-19T17:39:17.582000Z", "edited": "2014-12-20T21:23:49.917000Z", "id": "39"}, "40": {"name": "Naboo Royal Starship", "model": "J-type 327 Nubian royal starship", "manufacturer": "Theed Palace Space Vessel Engineering Corps, Nubia Star Drives", "cost_in_credits": "unknown", "length": "76", "max_atmosphering_speed": "920", "crew": "8", "passengers": "unknown", "cargo_capacity": "unknown", "consumables": "unknown", "hyperdrive_rating": "1.8", "MGLT": "unknown", "starship_class": "yacht", "pilots": ["39"], "films": ["4"], "created": "2014-12-19T17:45:03.506000Z", "edited": "2014-12-20T21:23:49.919000Z", "id": "40"}, "41": {"name": "Scimitar", "model": "Star Courier", "manufacturer": "Republic Sienar Systems", "cost_in_credits": "55000000", "length": "26.5", "max_atmosphering_speed": "1180", "crew": "1", "passengers": "6", "cargo_capacity": "2500000", "consumables": "30 days", "hyperdrive_rating": "1.5", "MGLT": "unknown", "starship_class": "Space Transport", "pilots": ["44"], "films": ["4"], "created": "2014-12-20T09:39:56.116000Z", "edited": "2014-12-20T21:23:49.922000Z", "id": "41"}, "43": {"name": "J-type diplomatic barge", "model": "J-type diplomatic barge", "manufacturer": "Theed Palace Space Vessel Engineering Corps, Nubia Star Drives", "cost_in_credits": "2000000", "length": "39", "max_atmosphering_speed": "2000", "crew": "5", "passengers": "10", "cargo_capacity": "unknown", "consumables": "1 year", "hyperdrive_rating": "0.7", "MGLT": "unknown", "starship_class": "Diplomatic barge", "pilots": [], "films": ["5"], "created": "2014-12-20T11:05:51.237000Z", "edited": "2014-12-20T21:23:49.925000Z", "id": "43"}, "47": {"name": "AA-9 Coruscant freighter", "model": "Botajef AA-9 Freighter-Liner", "manufacturer": "Botajef Shipyards", "cost_in_credits": "unknown", "length": "390", "max_atmosphering_speed": "unknown", "crew": "unknown", "passengers": "30000", "cargo_capacity": "unknown", "consumables": "unknown", "hyperdrive_rating": "unknown", "MGLT": "unknown", "starship_class": "freighter", "pilots": [], "films": ["5"], "created": "2014-12-20T17:24:23.509000Z", "edited": "2014-12-20T21:23:49.928000Z", "id": "47"}, "48": {"name": "Jedi starfighter", "model": "Delta-7 Aethersprite-class interceptor", "manufacturer": "Kuat Systems Engineering", "cost_in_credits": "180000", "length": "8", "max_atmosphering_speed": "1150", "crew": "1", "passengers": "0", "cargo_capacity": "60", "consumables": "7 days", "hyperdrive_rating": "1.0", "MGLT": "unknown", "starship_class": "Starfighter", "pilots": ["10", "58"], "films": ["5", "6"], "created": "2014-12-20T17:35:23.906000Z", "edited": "2014-12-20T21:23:49.930000Z", "id": "48"}, "49": {"name": "H-type Nubian yacht", "model": "H-type Nubian yacht", "manufacturer": "Theed Palace Space Vessel Engineering Corps", "cost_in_credits": "unknown", "length": "47.9", "max_atmosphering_speed": "8000", "crew": "4", "passengers": "unknown", "cargo_capacity": "unknown", "consumables": "unknown", "hyperdrive_rating": "0.9", "MGLT": "unknown", "starship_class": "yacht", "pilots": ["35"], "films": ["5"], "created": "2014-12-20T17:46:46.847000Z", "edited": "2014-12-20T21:23:49.932000Z", "id": "49"}, "52": {"name": "Republic Assault ship", "model": "Acclamator I-class assault ship", "manufacturer": "Rothana Heavy Engineering", "cost_in_credits": "unknown", "length": "752", "max_atmosphering_speed": "unknown", "crew": "700", "passengers": "16000", "cargo_capacity": "11250000", "consumables": "2 years", "hyperdrive_rating": "0.6", "MGLT": "unknown", "starship_class": "assault ship", "pilots": [], "films": ["5"], "created": "2014-12-20T18:08:42.926000Z", "edited": "2014-12-20T21:23:49.935000Z", "id": "52"}, "58": {"name": "Solar Sailer", "model": "Punworcca 116-class interstellar sloop", "manufacturer": "Huppla Pasa Tisc Shipwrights Collective", "cost_in_credits": "35700", "length": "15.2", "max_atmosphering_speed": "1600", "crew": "3", "passengers": "11", "cargo_capacity": "240", "consumables": "7 days", "hyperdrive_rating": "1.5", "MGLT": "unknown", "starship_class": "yacht", "pilots": [], "films": ["5"], "created": "2014-12-20T18:37:56.969000Z", "edited": "2014-12-20T21:23:49.937000Z", "id": "58"}, "59": {"name": "Trade Federation cruiser", "model": "Providence-class carrier/destroyer", "manufacturer": "Rendili StarDrive, Free Dac Volunteers Engineering corps.", "cost_in_credits": "125000000", "length": "1088", "max_atmosphering_speed": "1050", "crew": "600", "passengers": "48247", "cargo_capacity": "50000000", "consumables": "4 years", "hyperdrive_rating": "1.5", "MGLT": "unknown", "starship_class": "capital ship", "pilots": ["10", "11"], "films": ["6"], "created": "2014-12-20T19:40:21.902000Z", "edited": "2014-12-20T21:23:49.941000Z", "id": "59"}, "61": {"name": "Theta-class T-2c shuttle", "model": "Theta-class T-2c shuttle", "manufacturer": "Cygnus Spaceworks", "cost_in_credits": "1000000", "length": "18.5", "max_atmosphering_speed": "2000", "crew": "5", "passengers": "16", "cargo_capacity": "50000", "consumables": "56 days", "hyperdrive_rating": "1.0", "MGLT": "unknown", "starship_class": "transport", "pilots": [], "films": ["6"], "created": "2014-12-20T19:48:40.409000Z", "edited": "2014-12-20T21:23:49.944000Z", "id": "61"}, "63": {"name": "Republic attack cruiser", "model": "Senator-class Star Destroyer", "manufacturer": "Kuat Drive Yards, Allanteen Six shipyards", "cost_in_credits": "59000000", "length": "1137", "max_atmosphering_speed": "975", "crew": "7400", "passengers": "2000", "cargo_capacity": "20000000", "consumables": "2 years", "hyperdrive_rating": "1.0", "MGLT": "unknown", "starship_class": "star destroyer", "pilots": [], "films": ["6"], "created": "2014-12-20T19:52:56.232000Z", "edited": "2014-12-20T21:23:49.946000Z", "id": "63"}, "64": {"name": "Naboo star skiff", "model": "J-type star skiff", "manufacturer": "Theed Palace Space Vessel Engineering Corps/Nubia Star Drives, Incorporated", "cost_in_credits": "unknown", "length": "29.2", "max_atmosphering_speed": "1050", "crew": "3", "passengers": "3", "cargo_capacity": "unknown", "consumables": "unknown", "hyperdrive_rating": "0.5", "MGLT": "unknown", "starship_class": "yacht", "pilots": ["10", "35"], "films": ["6"], "created": "2014-12-20T19:55:15.396000Z", "edited": "2014-12-20T21:23:49.948000Z", "id": "64"}, "65": {"name": "Jedi Interceptor", "model": "Eta-2 Actis-class light interceptor", "manufacturer": "Kuat Systems Engineering", "cost_in_credits": "320000", "length": "5.47", "max_atmosphering_speed": "1500", "crew": "1", "passengers": "0", "cargo_capacity": "60", "consumables": "2 days", "hyperdrive_rating": "1.0", "MGLT": "unknown", "starship_class": "starfighter", "pilots": ["10", "11"], "films": ["6"], "created": "2014-12-20T19:56:57.468000Z", "edited": "2014-12-20T21:23:49.951000Z", "id": "65"}, "66": {"name": "arc-170", "model": "Aggressive Reconnaissance-170 starfighte", "manufacturer": "Incom Corporation, Subpro Corporation", "cost_in_credits": "155000", "length": "14.5", "max_atmosphering_speed": "1000", "crew": "3", "passengers": "0", "cargo_capacity": "110", "consumables": "5 days", "hyperdrive_rating": "1.0", "MGLT": "100", "starship_class": "starfighter", "pilots": [], "films": ["6"], "created": "2014-12-20T20:03:48.603000Z", "edited": "2014-12-20T21:23:49.953000Z", "id": "66"}, "68": {"name": "Banking clan frigte", "model": "Munificent-class star frigate", "manufacturer": "Hoersch-Kessel Drive, Inc, Gwori Revolutionary Industries", "cost_in_credits": "57000000", "length": "825", "max_atmosphering_speed": "unknown", "crew": "200", "passengers": "unknown", "cargo_capacity": "40000000", "consumables": "2 years", "hyperdrive_rating": "1.0", "MGLT": "unknown", "starship_class": "cruiser", "pilots": [], "films": ["6"], "created": "2014-12-20T20:07:11.538000Z", "edited": "2014-12-20T21:23:49.956000Z", "id": "68"}, "74": {"name": "Belbullab-22 starfighter", "model": "Belbullab-22 starfighter", "manufacturer": "Feethan Ottraw Scalable Assemblies", "cost_in_credits": "168000", "length": "6.71", "max_atmosphering_speed": "1100", "crew": "1", "passengers": "0", "cargo_capacity": "140", "consumables": "7 days", "hyperdrive_rating": "6", "MGLT": "unknown", "starship_class": "starfighter", "pilots": ["10", "79"], "films": ["6"], "created": "2014-12-20T20:38:05.031000Z", "edited": "2014-12-20T21:23:49.959000Z", "id": "74"}, "75": {"name": "V-wing", "model": "Alpha-3 Nimbus-class V-wing starfighter", "manufacturer": "Kuat Systems Engineering", "cost_in_credits": "102500", "length": "7.9", "max_atmosphering_speed": "1050", "crew": "1", "passengers": "0", "cargo_capacity": "60", "consumables": "15 hours", "hyperdrive_rating": "1.0", "MGLT": "unknown", "starship_class": "starfighter", "pilots": [], "films": ["6"], "created": "2014-12-20T20:43:04.349000Z", "edited": "2014-12-20T21:23:49.961000Z", "id": "75"}}}

starwars.py

import json
from urllib.request import urlopen
from pprint import pprint
import re
from concurrent.futures import ThreadPoolExecutor, as_completed
from pathlib import Path
from collections import defaultdict, Counter
from statistics import mean
from decimal import Decimal


def download_json(url):
    """Download a given url and parse its content as json.

    :param url: the url of the resource
    :type url: str

    :return: downloaded and parsed json
    :rtype: Any
    """
    with urlopen(url) as resp:
        body = resp.read()
        content = json.loads(body)
    return content


def download_chain(url):
    """Download all links in a given chain.

    :param chain_link: function to determin the next link in
                       a chain
    :type chain_link: Callable[[Any], str]

    :return: list of all results in a chain
    :rtype: list[Any]
    """
    res = []
    while url is not None:
        data = download_json(url)
        res.extend(data["results"])
        url = data["next"]
    return res


def url_to_id(string):
    """Extract the ID out of a given string.

    :param string: The string to extract the ID from.
    :type string: str

    :return: Either the extracted ID or the original string
    :rtype: str
    """
    if m := re.match(
        r"https://swapi\.dev/api/[a-z]+/(\d+)/",
        string,
    ):
        return m.group(1)
    else:
        return string


def clean_data(data):
    """Clean up and transform a given data set.

    :param data: Data set to clean and transform
    :type data: list[Any]

    :return: Cleaned and transformed data set.
    :rtype: dict[str, Any]
    """
    res = {}
    for obj in data:
        for key, value in list(obj.items()):
            if isinstance(value, list):
                obj[key] = [
                    url_to_id(elem)
                    for elem in value
                ]
            elif key == "url":
                obj["id"] = url_to_id(value)
                del obj["url"]
        res[obj["id"]] = obj
    return res


def do_parallel(task, args):
    """Do a single task for different inputs in parallel.

    :param task: function representing the task to do
    :type task: Callable[[Args], T]

    :param args: list of all argument sets to run
    :type args: list[Args]

    :return: dictionary of task results
    :rtype: dict[Args, T]
    """
    res = {}
    with ThreadPoolExecutor() as executor:
        future_to_url = {
            executor.submit(task, arg): arg
            for arg in args
        }
        for future in as_completed(future_to_url):
            arg = future_to_url[future]
            data = future.result()
            res[arg] = data
    return res


def download_starwars(root="https://swapi.dev/api/"):
    """Download and clean the entire starwars data set.

    :param root: The APIs root url
    :type root: str

    :return: The starwars data set.
    :rtype: Any
    """
    endpoints = download_json(root)
    data = do_parallel(
        download_chain,
        endpoints.values()
    )
    data = {
        name: clean_data(data[url])
        for name, url in endpoints.items()
    }
    return data


def load_starwars(path="starwars.json", root="https://swapi.dev/api/"):
    """Download and clean the entire starwars data set.

    :param path: File path to JSON file.
    :type path: str

    :param root: The APIs root url
    :type root: str

    :return: The starwars data set.
    :rtype: Any
    """
    if Path(path).is_file():
        with open(path, "r") as f:
            return json.load(f)
    else:
        data = download_starwars(root)
        with open(path, "w+") as f:
            json.dump(data, f)
        return data


def longest_vehicle(data):
    """Get longest vehicle per class.

    ⚠ Types are just to emphasize the exercise!

    :param data: Starwars dataset

    :return: Vehicles counts per class.
    :rtype: Vehicle
    """
    return max(
        (
            vehicle
            for vehicle in data["vehicles"].values()
            if vehicle["length"] != "unknown"
        ),
        key=lambda vehicle: float(vehicle["length"])
    )


def vehicles_by_class(data):
    """Get all vehicles grouped by their classes.

    ⚠ Types are just to emphasize the exercise!

    :param data: Starwars dataset

    :return: Grouped vehicles
    :rtype: dict[VehicleClass, list[Vehicle]]
    """
    res = defaultdict(list)
    for vehicle in data["vehicles"].values():
        vehicle_class = vehicle["vehicle_class"]
        res[vehicle_class].append(vehicle)
    return res


def longest_vehicle_per_class(data):
    """Get biggest vehicle per class.

    ⚠ Types are just to emphasize the exercise!

    :param data: Starwars dataset

    :return: Vehicles counts per class.
    :rtype: dict[VehicleClass, Vehicle]
    """
    res = defaultdict(lambda: {"length": "0"})
    for vehicle in data["vehicles"].values():
        if vehicle["length"] != "unknown":
            vehicle_class = vehicle["vehicle_class"]
            old_max = res[vehicle_class]
            if float(old_max["length"]) < float(vehicle["length"]):
                res[vehicle_class] = vehicle
    return res


def vehicles_per_class(data):
    """Count vehicles by their class.

    ⚠ Types are just to emphasize the exercise!

    :param data: Starwars dataset

    :return: Vehicles counts per class.
    :rtype: dict[VehicleClass, int]
    """
    return Counter(
        vehicle["vehicle_class"]
        for vehicle in data["vehicles"].values()
    )


def vehicles_by_film(data):
    """Get all vehicles by film.

    ⚠ Types are just to emphasize the exercise!

    :param data: Starwars dataset

    :return: Vehicles grouped by films.
    :rtype: dict[str, list[Vehicle]]
    """
    res = defaultdict(list)
    for vehicle in data["vehicles"].values():
        for film_id in vehicle["films"]:
            film = data["films"][film_id]
            key = f"Episode {film['episode_id']}: {film['title']}"
            res[key].append(vehicle)
    return res


def by_film(data, set):
    """Get all of a thing by film.

    ⚠ Types are just to emphasize the exercise!

    :param data: Starwars dataset

    :return: Things grouped by films.
    :rtype: dict[str, list[Thing]]
    """
    res = defaultdict(list)
    for thing in data[set].values():
        for film_id in thing["films"]:
            film = data["films"][film_id]
            key = f"Episode {film['episode_id']}: {film['title']}"
            res[key].append(thing)
    return res


def uniqueness_per_film(data, set):
    """Get the uniqueness a things in a film by films.

    ⚠ Types are just to emphasize the exercise!

    :param data: Starwars dataset

    :param set: Name of "relation".
    :type set: str

    :return: Uniqueness or things by films.
    :rtype: dict[str, uniqueness]
    """
    return {
        film: round(
            mean(
                1 / Decimal(len(thing['films']))
                for thing in things
            ),
            2
        )
        for film, things in by_film(data, set).items()
    }


def uniquest_film(data):
    """Get the uniquest film of them all!

    :param data: Starwars dataset

    :return: The name of the uniquest starwars film.
    :rtype: str
    """
    individual_uniquenesses = [
        uniqueness_per_film(data, key)
        for key in data
        if key != "films"
    ]
    res = individual_uniquenesses[0]
    for uniquenesses in individual_uniquenesses[1:]:
        for key, value in uniquenesses.items():
            res[key] += value
    return max(
        res.keys(),
        key=res.__getitem__
    )


if __name__ == "__main__":
    data = load_starwars()
    pprint(uniquest_film(data))