Я пытаюсь запустить knn на тестовых и обучающих данных. Мои данные о поездах состоят из 10000 наблюдений и 33 переменных, в то время как данные испытаний содержат 1500 наблюдений с 32 переменными. Я знаю, что получаю эту ошибку из-за разницы в количестве переменных в обучении и тесте, но есть ли способ преодолеть эту ошибку и запустить ее, даже если в обучении и тесте есть разное количество переменных? Я уже пытался добавить еще один столбец в набор тестовых данных и добавить в него значения NA, но это не сработало.
Это то, что я пытался запустить, и это дало мне ошибку, о которой я говорил.
library(class)
cl <- trainset$unique_id
knn.pred <- knn(trainset,testset,cl,k = 107)
Я также попытался запустить это с помощью train из пакета caret, используя другой код, но там у меня возникла еще одна проблема: слишком много связей, поэтому я тоже не могу этого сделать.
Testset
structure(list(unique_id = c(73928L, 3263L, 28243L, 21565L, 49267L,
21599L), metric1 = c(0L, 90L, 0L, 0L, 0L, 0L), metric2 = c(1L,
1L, 1L, 1L, 1L, 1L), metric6 = c(1L, 1L, 1L, 4L, 2L, 1L), metric3 = c(0,
0, 0, 326, 56, 0), metric4 = c(0, 6, 0, 978, 56, 0), metric5 = c(100,
0, 100, 0, 0, 100), binary_var1 = c(0L, 0L, 0L, 1L, 0L, 0L),
region = structure(c(215L, 170L, 199L, 59L, 63L, 170L), .Label = c("016ea69f855a716ec5e738506d1c6246",
"026d694c5c628393fe2d68b47cf1a808", "02d39f8c0bb8a6d74822c5b1325b6d52",
"04a5038c780ec3aa6a7124377d14577c", "05b6efe819965e5528b5de4f5a7a8d63",
"068a0b5b2858dc3f1ac7b47464bc4b0a", "06fa309b609b7c8f7c39a88abe2d507c",
"07fef9bb7fdb75c3be4801cc786d7aac", "08f461425ee5a5fb3197df665459ef97",
"090a4cbd8a5951a9b6312ec9491cfbd4", "097f0bcf6c5c038be7e1509b4737b423",
"0a394c8282da3440e523469562cfe696", "0b5853af814efb504db07f5bf0ed8d84",
"0bad206b82a2c718af4332280419b104", "0cee141d0d8d5eee1a2e57a1bac633c2",
"0daaf4a9abe3920c453a7f1f82a9bb19", "0eb635a109be482d973ed1c4a5fbb77a",
"0ef8f876d62a45352e28410454e3634b", "0f2a4050992e98c99c88f1b8ea533439",
"10da461c3f290aa0aa9883c36f9e4adb", "10e5433a540e0ececbbb2367dbb9eb13",
"11ea71f253acf02a2d126a0901e765a7", "130c7ca8daccb66ef614ec3331a0f665",
"146159057df3f8947f820d9fc184c6cd", "15e49475e42539feed93fc5cce25d3cb",
"1743af44b85a13e7050174fbd749250e", "185a5eb309e9ba14f65e6486f08b3032",
"1b86e8daccc894df32394681ebe753e4", "20639b767478006218447b27e4b853cb",
"2078da3d3b101e997d874cc9f5686f00", "213fe69502445ed67ae8b99d22838802",
"21c2c0aa20f66ce85068ef326d9a792b", "2242bd37650b33ad81da8fa1b53797a2",
"23b998b19b5f60dbbc4eedc53328b0c7", "25095ab19a09de4fe2c1f10ee6292e04",
"26ba3224ef491b44fad2bb9545bf84d5", "270903eb4969beb28f34647da0ccb2d6",
"27559de2125101ccb786807bceb46aa1", "27eb30ceaa63439144a38baeca55f206",
"292c955b63b2b9dc0b693c4504d01fbf", "2b29c5739ec4158573c66d2124e2c7e9",
"2d567dea4e1ca0874e3684b784cc15cf", "2e2429f5e2bdf4c2f5e178480d79da1e",
"30439c5f30ec334054b9a2dd65a3c256", "3135b7017c27d9d3a492a0f5bbd36ae3",
"3265469ced1f3458bac306e660889e3a", "333a63bb6200b3c66be6c13d20a6ec39",
"33d760dd178036b714669c2766cadf1b", "356779a9a1696714480f57fa3fb66d4c",
"35d7df6ed3d93be2927d14acc5f1fc9a", "35f7dca367498da7b80d9a71882491a7",
"360928e22038c17d203350022f011d46", "38662eb9d1902f05263ea02bdcd91440",
"387589377125beb163bf2d65e5f3212d", "38e7cd9053a8ecf857250c6b1ff5fd9c",
"3997a602512adbf8c21e0f73b7f5027e", "39aa18ddaab31b9f4e9adc908059fef2",
"39da6b7e3479522718668deaf7e6f304", "3a2d6295a828fc1ec5084af382b61e35",
"3b2205b3d8832766c600d5f2f1443aa0", "3cb9b578480dcf52f203554535c12699",
"3d147c6ba113929f5a004a5e9dcc832e", "3d4a305ac68921930382976e382dc0a9",
"3e670ad8d80b2aea076a0e3521116d40", "3f6765c843a517aa042ae011230aa976",
"3fe5003edc0cb6c83962dbd74d35dd50", "403ec7ac6864b855d6111ddb002d1051",
"4145cc603ed0c55bb9e0992ff4c7d11f", "4187c4575f19a0b34cb6358c5590a449",
"418d4c56f7fa6ee6dbfe42f70876d8da", "42d20f8df13cd6ad6dee44de72d3df11",
"43e4db714b06b8a429972d63a47f2e8c", "44e0325f3e4f2272ae44a4a675b527e6",
"45009b4a16ef03ba8bb5b15665ef4469", "464f18360a31a99b8003db4c668244c0",
"46ba7034d55e0f919de9a812fdd164e2", "46bc56ae264329f72d44b7bfd2f87076",
"47b231eae4bf87fa405e34eb9273b741", "48a97757b79e27034f824854ee0f4f46",
"48e9e25e522ac6a53144c14e3f45447f", "49355141b988b1bbd2c1b87db70f431d",
"49a1e8cf277bb1f58536e45c10c10020", "4a0ade8fc063e6e461708e6a8f2f8f43",
"4a8579ed6482f356e7eefab447189083", "4b25e894543db7b2110b0d2e76e82cd3",
"4b70ef6abcaca1b3311ccd7636aa92e2", "4b8c5cc6acf242d8a24ad12b227d16ce",
"4c936a7800169703f1df5342fa23b659", "4ec96adb9cc39333f3d2024b28f2503f",
"50330dc4dd9b35f8c1d7d87737d84246", "5114603603977f3c09f73b83e16d3cf4",
"51927f298859f68ad4b6dc0a99947f6c", "519b60be0bda044ee60e537937cad689",
"5308f89b85b77bdd39a446f01674e874", "53c438bfa3cd85dab0ca84af9ec94f53",
"53fd6c0f288aa0c2c784c4fd0ea73305", "5466ee572bcbc75830d044e66ab429bc",
"5503bcea3b608d5ce322ea8fb7f6806f", "552b7b73f4a1385ea6f072c99ff8cd0f",
"5618ce87a95a99a4ecb68c80965cb238", "57666bfbae414a8eabfb0060f0b9e2f0",
"57cee3de4011057f7b2ec8f4bcd5c523", "5a0228717c1a94a94868e38e8033ef47",
"5a580251d6bf2997599549e91c4c1a74", "5aeb407b7ca7f3fe0dc50003b1e0712f",
"601f9226a92f0a314068aa4395f65528", "6066310fdf9edf269cb0b6848ddfccb9",
"6209f257ee6dbb2bb5f5d607191716de", "62413a57c5e3dc51177995fa175d3286",
"62cfab1d81df1897ffaae3094403483e", "6314044c3803213e9fd3f3ecf8c90d65",
"643713d97ffe86a712eae5bd4586e804", "646c490db8f1951b717be6816af287e0",
"64f607906be7598a02d75dbc1e979662", "66c2b329479ee151b4c6b257c0b7a9b7",
"66cf6d100b89d6ceb033ace1b13f25d3", "6a382f5bfa3db109c81ec4adbf70ff26",
"6ba317be48c8e9191da834d558ac23df", "6d69689d0056a27bce65398abc70297a",
"6e4de336e5285d14ce91ff961be7dbb5", "6ebcc1e9f179c6d99e1ac8a6a5f65709",
"6f62c119eb74408b76b9b32e53b38cf5", "6fffa93b10187b587cb4779e0eb6fe5b",
"7202aaf1fec09f477ee6ed504f5e457c", "7373ad827161c459c0c09909070d054d",
"747bdf95fdef790702c06bee59041e47", "753a3a05136b22cc4a61d6a21956b972",
"75831c9c759148cd6ae565676f122364", "75b43a72911661944a58f1e3ea586c28",
"779f6f085cd7c0156299c4a2fa799269", "7906639fddcc2c35bc112557ed971a0c",
"7be8ea8816327e0c4f8db29e9daa9913", "7c0e2b92f76ed5847aa48a3a1e70ae7d",
"7d07b15a160712cc823f7a117fb9b2c1", "7e35e74e610188414ad24235dd787c78",
"7fd105a787d357df1f013644ed4df2b7", "80150d09100abb8a34c6233d7bec11e7",
"80e72d7a7eb3c03cf07e07c04d5172f7", "813d03d7252a3eae8cb64972f12a2815",
"81b03c07e7cc90aabc2143648791ed06", "82b3ef194d59e384d00bbc07214bac17",
"83548504e015b34fda641dd142f4b8d5", "84e516108956e6e374941043b5f73e86",
"85d2b8ec0ca91db1e0d6ad486c169959", "862fffe658cd2b41e353d36a29bf2c46",
"86871c416a7dbed7e5cc229d143d8d82", "873a14db322716c19002987ed35694be",
"87809c954948d8a20507bee3648281b3", "87da1803d79be02847802fb26ee3f961",
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"8cb95488fc4103f9830357cfe6953e57", "8cca5c41f36857e6210a1c50cfcd991a",
"8ce94baacc570c97dae055b23ea897fa", "8db95c71eae98cf838c50d8916379eef",
"8eadc5d3e1f1919c527b6d865e226a88", "8fcebe1ce891c49c60a3c26b317ebafb",
"9028ca7fec723c64db485c24a9783719", "904848bc2d46b8dcd2e90e5a025f726e",
"917d27ae871df5025edccf1f9df94ca3", "91da6dd9de76a92eedcf2df27297f538",
"9221413dd904c157938b397753a8b4bb", "92aec0ba411203aa3a57aec94b108ed6",
"97177beec24bd6b78602d0a233d83b07", "980ceec1dba2d36c2ba867f683b47838",
"98a0215e7384c0045229405845a76921", "9ab9590a01f804db6f3ae11b1e05018e",
"9ac24d086d7592786374e1995fb205e6", "9ac31dfb3a2f5b994f4009eb0a3c0949",
"9baaebe1759ba1a6365a2b0539081516", "9c90f1d69dc19cc764573407523bf6f3",
"9dbccac1435d0507f0876bc9ad96ab6d", "9ece5daadfe93ee09ab511a2488d9cbb",
"9f405b4cfb0722cc0518fc99a26f3c2a", "9f9619c660a78626f2a693ec4ceb2ee5",
"a16bacc3c22e820644b03842df178350", "a2db0c3312196037b92893210aa48b4b",
"a36a219e6b2e4ee8679237c7a48cf090", "a38fc5ae75908cd961d5a00b1a0cef85",
"a5242c1436be2b5a277885df78be6b01", "a5c53b081bf565526eb3779db999becf",
"a71105026dfe9155f7ac4d18e494a40b", "a7e95542fe6c4cc634c9d25bce7a5d58",
"a8088b760fb315d2964735686800b203", "aa7d335b4e1207d33444473d97b41643",
"abedfae798c4d0dfb99495da3dd9f4c5", "ac155afff53711073253a1cdfd42464c",
"aed751d76da0e4287401e306bd3aff78", "b08449f484619fb3f3fa75cd3f644c7a",
"b0ea6e29d4727582c926ca0e6b9f775b", "b27b7a09b564b9217c42dc7e9acb684b",
"b3b43569f42a15f4681b11955b7d9243", "b443dc813722641e3f85b49e2659d578",
"b4633fd481929a6720751e6e1a5307a8", "b6111b6a101e80da31bd9fc31655164b",
"b61edf09bc11c8646a60601763988304", "b85c8b6c0f7ddac2e9fb14f88ea51278",
"ba290ff950475708a10987cb31e6274c", "bdada9e44abf7ffb035f4a8cb5c2c5cd",
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"c8b287075ce4f11c834d2a0ada967ddc", "c9561c4acf174e05975d0ae90274035a",
"c966f9d38c7350023d20afdbec522fd6", "cadfc547e9b7404ea03e71b8bb25954e",
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"d2b52f8412469a9e89dc546247bd33e0", "d2cda794738b14e5dee201819dd18c85",
"d37293d193e6e7e552fe372d123b3725", "d418e699c9dd62a45089899a35a02404",
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"d7a5be172f77453b4400144c8b66df1a", "d8462046af338c2f6df15e812e1d5d81",
"d8afff57191b68b3b4f4c3d1099fc276", "da4d1129a255f83fb03bf32fde034ecc",
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"dd9f2d07340a5ea8192fb5eeb34eb95d", "de0962e3808682fdc7855382be6b1ab3",
"deb65130918c961ea80790accbb4484d", "dfee9e39474b6e292d66c7facba668e1",
"e07cf9eb55f24f169d241ff2442ec37c", "e136e0e47c2879cc794e4bd1890ba902",
"e369d9fd2ab54455129816db19e37fd4", "e612e56ca0235a349cffa8331d8a6ad7",
"e70e57814ff06fa4c7d23cc39914d614", "e8b307b59121c324d2b58725410eab38",
"e9e471e3a4e74166d8eaf8b30e48e0a2", "eab98c0bc6134f56fe729dedf154c26f",
"eada819634d0164c6a7547bdcc405033", "ec2891c0593eed8bfa2108fe579b598f",
"ed49291dd8535b70546cb15e243ea37e", "ed69c3bd64de0d4ecd3f5bd55fda117c",
"ee1611b61f5688e70c12b40684dbb395", "eeaca0ed2f6a35370c77de30792debb8",
"eebf071d303bacfe47355045fd217ea6", "efc73cda89606b3705a1ecd081e1388f",
"eff4cb54c50b964bd1b69ec173b75e2d", "f212ce4b0b1c7cab9f2b2772ecc69e6a",
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"f4830432874f86d2e2a1a5f2dbebbc80", "f4be313e5138fe6c3edae929fe51bc9d",
"f7529880ccaf91ff331809e9fe98f883", "f7ee59ee124e09cdf3026469989f0f86",
"f861c3009351f54714867a615465e4ff", "fab80a2c9e597d3ad1927c09a2cebb24",
"fd38499c5c04df42d1d78807aa4b7d7d", "fd6317498ebab5f40e639003e3d863fc",
"febc878157d089972032f2a34c4551b3", "fed4ae5cf6de28514aa160a5942511a6"
), class = "factor"), sourceMedium = structure(c(45L, 35L,
109L, 109L, 165L, 30L), .Label = c("01960b4f7f9bfa3f80f1ed5b20f4d199",
"01d2d639756ecc7681a7332f07a9f520", "02b80b41f1171081efe8bf266cfe4742",
"03b57565f7d5b6246426027157f001c5", "080e5148f54332d922bd533d02d076f3",
"0b1c546fe5bf75bf8cfe9cc60058f60f", "0c2268be8fff12165a84a412fc6010ce",
"0d75546b4828cf84b3b6b183af2397ef", "0ecf3edcb63a7443629e82ba4257d03c",
"103501b443f377d26136f55a5476e782", "11d827563b1c18aabbbcb2864a79ff10",
"147b55b234c48afdad298584de33d8ba", "14bbdaba26259dd314a0533f67a76512",
"1832f3f37179b8c6b94cb76d70fe9e12", "19f1f9af383a75ffb3c8d633a0c21ef9",
"1c4874b01cecba4d3475942ff75ebe77", "1d1260e1f8b63234715819386c336412",
"1e72e02df57e15dd40d4b755b7f93bce", "21a147fb9fb3f3b0361e22dac2317eae",
"21a7597fd88efa4ac08c6497716354b9", "247a016614ea6f35de6707ee9368abf3",
"2613a3c6600f45097cb0a0ef8f8313d4", "26b4ec6c200c78b641b7aa11a883cef7",
"2703b90b14b98b4fedeb62626d072052", "27c0c5ec272538083b39f0d88dda2cb6",
"27d88d08ea1948350eec7c89d4f07624", "29ba84d8df4acf378449d9d2d78fee04",
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"3b98123b7c9b38112a79ebf5f43f8a98", "3caff68e32e893cac1460ec38f01a259",
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"4daff9df10ac4828800a022acb5bc035", "4f72a52dcef48eff2e840dc2eb0ddf13",
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"55b21533d33a38b75e376a0e6fdc27e5", "5723f7b618e5401efcb7525e64ace972",
"588d9be96d22b87aed22321010dad378", "59282963b9534097e2f36ffa57a4170d",
"59a86f4f99151da193cae7604f24a8a0", "5b650ca0d874951734e67988ed9105c8",
"5cf99569246af9579ccb0a305c5733ae", "5e28142e46be0fea8b67050037a01edd",
"5e3e9b426f1af52659714446553ed79a", "5f5b30ef5e85c5d9b1e37d778f9c3f0b",
"5fb006258afe2a8042643cef7cb586d5", "61707f5e30653a22bf7de2a3276419dd",
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"fceb5af40df295d85851f390f4f8d78d", "fdef6daa799e80dbce1b561577b21181"
), class = "factor"), dayHourMinute = c(2.01711e+11, 2.01711e+11,
2.01711e+11, 2.01711e+11, 2.01711e+11, 2.01711e+11), binary_var2 = c(0L,
1L, 0L, 0L, 0L, 0L), page1_top = c(0, 0, 0, 0, 0, 0), page1_exits = c(0,
0, 0, 0, 0, 0), visited_page1 = c(0L, 0L, 0L, 0L, 0L, 0L),
page2_top = c(0, 0, 0, 0, 0, 0), page2_exits = c(0, 0, 0,
0, 0, 0), visited_page2 = c(0L, 0L, 0L, 0L, 0L, 0L), page3_top = c(0,
0, 0, 0, 0, 0), page3_exits = c(0, 0, 0, 0, 0, 0), visited_page3 = c(0L,
0L, 0L, 0L, 0L, 0L), page4_top = c(0, 0, 0, 0, 0, 0), page4_exits = c(0,
0, 0, 0, 0, 0), visited_page4 = c(0L, 0L, 0L, 0L, 0L, 0L),
page5_top = c(0, 0, 0, 0, 0, 0), page5_exits = c(0, 0, 0,
0, 0, 0), visited_page5 = c(0L, 0L, 0L, 0L, 0L, 0L), page6_top = c(0,
0, 0, 0, 0, 0), page6_exits = c(0, 0, 0, 0, 1, 1), visited_page6 = c(0L,
0L, 0L, 0L, 1L, 1L)), row.names = c(73928L, 3263L, 28243L,
21565L, 49267L, 21599L), class = "data.frame")
Это должно работать для поезда
https://shrib.com/#_dDy_PjW1lVGl5lTskZM