Exploring the Colourlovers API: Getting the Data
There is a lot of great, freely available data on the web that is fascinating to explore with R.
Companies and websites that want to expose their data to clients use a web API, where API
stands for Application programming interface. Many of the most popular APIs now have R packages associated with them. These
packages help R-users retrieve data from the APIs. But I want to show how to retrieve data from
an API of your choice
without relying on a special package for it. This will allow you to get data from a wide
range of APIs or even begin to write an R package for a specific API.
In this tutorial, I’ll use the Colourlovers API as an example. This API makes data from the Colourlovers.com website available. The website’s description reads:
COLOURlovers is a creative community where people from around the world create and share colors, palettes and patterns, discuss the latest trends and explore colorful articles . . . All in the spirit of love.
(It turns out an R package for the Colourlovers API was released this August, but I first began exploring it in May.) This API does not require authentication, which makes it ideal for a first try.
Although I will be working without an API-specific package, I do need two R helper packages.
library("RCurl")
library("RJSONIO")
First I write a function to retrieve data from the Colourlovers API. The key helper function ‘getURL’ is provided by the package RCurl.
kResults <- "100"
kOrder <- "numVotes"
kSort <- "DESC"
kFormat <- "json"
kKeyword <- "ombre"
GetCLURL <- function(parameters, values, api.class){
if(length(parameters) != length(values)){
stop("The length of the parameters and the
length of the values must be the same.")
}
cl.URL.palettes <-
paste("http://www.colourlovers.com/api/", api.class, "?", sep="")
cl.URL.options <-
paste(paste(parameters, values, sep="="), collapse="&")
cl.URL <- paste(cl.URL.palettes, cl.URL.options, sep="")
cl.json <- getURL(cl.URL)
return(cl.json)
}
Now I call the function I have written. I’m interested in color palettes that contain the keyword ‘ombre.’ I’m requesting that data be returned to me in JavaScript Object Notation, or JSON.
my.parameters <- c("numResults", "orderCol", "keywords", "sortBy", "format")
my.values <- c(kResults, kOrder, kKeyword, kSort, kFormat)
ombre.json <- GetCLURL(my.parameters, my.values, "palettes")
class(ombre.json)
# [1] "character"
length(ombre.json)
# [1] 1
head(ombre.json)
# [1] "[{\"id\":2549105,\"title\":\"ombre\",\"userName\":\"moldypetunia\",\"numViews\":163,\"numVotes\":46,\"numComments\":0,\"numHearts\":0,\"rank\":11980,\"dateCreated\":\"2012-11-25 18:33:06\",\"colors\":[\"F3EDA3\",\"D7EDA5\",\"C2E4A8\",\"91E4B6\",\"56E8BB\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2549105/ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/F3EDA3/D7EDA5/C2E4A8/91E4B6/56E8BB/ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/2549/2549105_ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2549105\"},{\"id\":2709836,\"title\":\"Lonely Heart\",\"userName\":\"jasurprenant\",\"numViews\":152,\"numVotes\":37,\"numComments\":0,\"numHearts\":0,\"rank\":17743,\"dateCreated\":\"2013-02-22 18:19:14\",\"colors\":[\"F6FFBF\",\"D8CBAD\",\"C5A89A\",\"A28887\",\"826873\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2709836/Lonely_Heart\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/F6FFBF/D8CBAD/C5A89A/A28887/826873/Lonely_Heart.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2709/2709836_Lonely_Heart.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2709836\"},{\"id\":1887264,\"title\":\"A Little Happier\",\"userName\":\"ApostropheT\",\"numViews\":253,\"numVotes\":31,\"numComments\":0,\"numHearts\":0,\"rank\":24743,\"dateCreated\":\"2011-12-07 11:48:37\",\"colors\":[\"39023B\",\"4C265A\",\"614E7D\",\"75749D\",\"8999BD\"],\"description\":\"Plum fading into a periwinkle blue.\",\"url\":\"http://www.colourlovers.com/palette/1887264/A_Little_Happier\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/39023B/4C265A/614E7D/75749D/8999BD/A_Little_Happier.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/1887/1887264_A_Little_Happier.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1887264\"},{\"id\":2012532,\"title\":\"Ombre Umbrella\",\"userName\":\"juliasrockets\",\"numViews\":236,\"numVotes\":28,\"numComments\":7,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-02-21 22:48:23\",\"colors\":[\"FFFFFD\",\"E3CBC9\",\"E3A79F\",\"E59890\",\"E7807B\"],\"description\":\"THIS IS NOT MINE!!\r\nI saw this on trends, But I couldn't find the pallete. \r\nI didn't create this.\r\nThis is from Tula Pink.\r\n\r\nThere you go~\r\nThe link from the creator: http://www.colourlovers.com/home/trends/interior-looks/7894/Ombre_Umbrella\",\"url\":\"http://www.colourlovers.com/palette/2012532/Ombre_Umbrella\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/FFFFFD/E3CBC9/E3A79F/E59890/E7807B/Ombre_Umbrella.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2012/2012532_Ombre_Umbrella.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2012532\"},{\"id\":3152829,\"title\":\"Ombre\",\"userName\":\"Merceditaz\",\"numViews\":136,\"numVotes\":28,\"numComments\":2,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-12-02 21:55:51\",\"colors\":[\"FFB365\",\"FB834F\",\"F9655B\",\"F34662\",\"F4256B\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/3152829/Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/FFB365/FB834F/F9655B/F34662/F4256B/Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/3152/3152829_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/3152829\"},{\"id\":2381579,\"title\":\"writing on the wall♥\",\"userName\":\"Demonbunny\",\"numViews\":296,\"numVotes\":27,\"numComments\":3,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-08-31 16:52:29\",\"colors\":[\"C9D7CA\",\"DFE9CE\",\"F2F4CD\",\"DBC4A5\",\"CEAB97\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2381579/writing_on_the_wall♥\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/C9D7CA/DFE9CE/F2F4CD/DBC4A5/CEAB97/writing_on_the_wall♥.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2381/2381579_writing_on_the_wall.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2381579\"},{\"id\":2359240,\"title\":\"ombre street\",\"userName\":\"astralturf\",\"numViews\":221,\"numVotes\":23,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-08-21 18:11:47\",\"colors\":[\"F6FCD0\",\"CAEBBC\",\"A0DFC2\",\"479B9B\",\"7A8295\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2359240/ombre_street\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/F6FCD0/CAEBBC/A0DFC2/479B9B/7A8295/ombre_street.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/2359/2359240_ombre_street.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2359240\"},{\"id\":1789329,\"title\":\"Soft ombre\",\"userName\":\"Zlaika\",\"numViews\":65,\"numVotes\":20,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2011-10-04 13:10:16\",\"colors\":[\"ACA4B0\",\"C5A9AD\",\"DCACA2\",\"E3B6A6\",\"E1C2AA\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1789329/Soft_ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/ACA4B0/C5A9AD/DCACA2/E3B6A6/E1C2AA/Soft_ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/1789/1789329_Soft_ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1789329\"},{\"id\":2631722,\"title\":\"Ombre Orange II\",\"userName\":\"jasurprenant\",\"numViews\":98,\"numVotes\":16,\"numComments\":1,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-01-13 12:31:59\",\"colors\":[\"D71901\",\"EA5105\",\"EB7410\",\"F3C728\",\"E7DED9\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2631722/Ombre_Orange_II\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/D71901/EA5105/EB7410/F3C728/E7DED9/Ombre_Orange_II.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2631/2631722_Ombre_Orange_II.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2631722\"},{\"id\":2938552,\"title\":\"Tenderness\",\"userName\":\"poinha\",\"numViews\":103,\"numVotes\":16,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-07-09 14:27:21\",\"colors\":[\"FFA478\",\"FF6E55\",\"E22A44\",\"A82F38\",\"7A1A1E\"],\"description\":\"Palette #100\nThanks for everything, guys!!\n<3\",\"url\":\"http://www.colourlovers.com/palette/2938552/Tenderness\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/FFA478/FF6E55/E22A44/A82F38/7A1A1E/Tenderness.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2938/2938552_Tenderness.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2938552\"},{\"id\":1612263,\"title\":\"ombre rose\",\"userName\":\"silica\",\"numViews\":83,\"numVotes\":15,\"numComments\":2,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2011-06-09 20:51:58\",\"colors\":[\"E39AA4\",\"C27E7E\",\"DB9191\",\"DBABAB\",\"D8DCC5\"],\"description\":\"fragrance by Jean-Charles Brosseau.\r\nI love this perfume.\r\nIt is elegant, old-fashioned fragrance.\",\"url\":\"http://www.colourlovers.com/palette/1612263/ombre_rose\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/E39AA4/C27E7E/DB9191/DBABAB/D8DCC5/ombre_rose.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/1612/1612263_ombre_rose.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1612263\"},{\"id\":1771705,\"title\":\"Missoni ombre\",\"userName\":\"Zlaika\",\"numViews\":167,\"numVotes\":15,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2011-09-23 12:49:39\",\"colors\":[\"E9E5DA\",\"BCD0CC\",\"AFBAD8\",\"A999C4\",\"918291\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1771705/Missoni_ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/E9E5DA/BCD0CC/AFBAD8/A999C4/918291/Missoni_ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/1771/1771705_Missoni_ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1771705\"},{\"id\":328840,\"title\":\"l'ombre de la lune\",\"userName\":\"Lulu 05\",\"numViews\":182,\"numVotes\":13,\"numComments\":5,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2008-04-04 23:51:02\",\"colors\":[\"DEC4A0\",\"DECEA0\",\"D4CDB8\",\"57503A\",\"696456\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/328840/lombre_de_la_lune\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/DEC4A0/DECEA0/D4CDB8/57503A/696456/lombre_de_la_lune.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/328/328840_lombre_de_la_lune.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/328840\"},{\"id\":2463771,\"title\":\"Aurora Ombre\",\"userName\":\"MiyuriScarlet\",\"numViews\":192,\"numVotes\":13,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-10-09 23:00:58\",\"colors\":[\"EFF7FA\",\"DEEFF5\",\"CEE8F0\",\"BDE0EB\",\"ADD8E6\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2463771/Aurora_Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/EFF7FA/DEEFF5/CEE8F0/BDE0EB/ADD8E6/Aurora_Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2463/2463771_Aurora_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2463771\"},{\"id\":2822513,\"title\":\"天生牙\",\"userName\":\"glitter☆cordite\",\"numViews\":75,\"numVotes\":13,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-04-25 18:37:03\",\"colors\":[\"2A1F23\",\"677A78\",\"49535F\",\"3C3B49\",\"282735\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2822513/天生牙\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/2A1F23/677A78/49535F/3C3B49/282735/天生牙.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/2822/2822513_.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2822513\"},{\"id\":2850945,\"title\":\"Ombre\",\"userName\":\"Zlaika\",\"numViews\":53,\"numVotes\":13,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-05-14 11:21:19\",\"colors\":[\"B1CAD6\",\"B6B7D4\",\"C59BCB\",\"E39DC2\",\"F5ABA6\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2850945/Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/B1CAD6/B6B7D4/C59BCB/E39DC2/F5ABA6/Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/2850/2850945_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2850945\"},{\"id\":3151121,\"title\":\"ｃｉｅｌ\",\"userName\":\"dirtylaundry_\",\"numViews\":47,\"numVotes\":13,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-12-01 18:03:33\",\"colors\":[\"C8CFC8\",\"D3C9B0\",\"DCB491\",\"DB9979\",\"DA896E\"],\"description\":\"This wasn't even suppose to be an ombre inspired palette but OH WELL! I think it's...different?\",\"url\":\"http://www.colourlovers.com/palette/3151121/ｃｉｅｌ\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/C8CFC8/D3C9B0/DCB491/DB9979/DA896E/ｃｉｅｌ.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/3151/3151121_.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/3151121\"},{\"id\":2463808,\"title\":\"Thalassa Ombre\",\"userName\":\"MiyuriScarlet\",\"numViews\":87,\"numVotes\":12,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-10-09 23:34:38\",\"colors\":[\"FB998B\",\"FCB3A4\",\"FDCCBE\",\"FEE6D7\",\"FFFFF0\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2463808/Thalassa_Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/FB998B/FCB3A4/FDCCBE/FEE6D7/FFFFF0/Thalassa_Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2463/2463808_Thalassa_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2463808\"},{\"id\":2667198,\"title\":\"Teal Ombre II\",\"userName\":\"jasurprenant\",\"numViews\":192,\"numVotes\":12,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-01-30 20:37:31\",\"colors\":[\"044040\",\"24746B\",\"67A695\",\"C2FFF8\",\"FBFFFE\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2667198/Teal_Ombre_II\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/044040/24746B/67A695/C2FFF8/FBFFFE/Teal_Ombre_II.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2667/2667198_Teal_Ombre_II.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2667198\"},{\"id\":2463801,\"title\":\"Martti Ombre\",\"userName\":\"MiyuriScarlet\",\"numViews\":70,\"numVotes\":11,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-10-09 23:30:46\",\"colors\":[\"BBDBDA\",\"C9DDCE\",\"D7E0C3\",\"E5E2B7\",\"F3E5AB\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2463801/Martti_Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/BBDBDA/C9DDCE/D7E0C3/E5E2B7/F3E5AB/Martti_Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2463/2463801_Martti_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2463801\"},{\"id\":2712942,\"title\":\"MuseOfMusic CLAD\",\"userName\":\"jasurprenant\",\"numViews\":134,\"numVotes\":11,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-02-24 11:16:52\",\"colors\":[\"08422B\",\"0F6645\",\"0F8557\",\"1ACF8F\",\"4ADD99\"],\"description\":\"<a style=\\\"border:none\\\" href=\\\"http://www.colourlovers.com/group/CLAD\\\" title=\\\"COLOURlover Artist Of The Day\\\" target=\\\"_blank\\\"><img style=\\\"width: 240px; max-width:95%; padding: 0 20px; background-color:black\\\" atl=\\\"CLAD\\\" src=\\\"http://static.colourlovers.com/images/groups/3/3344f.jpg\\\" /></a>\r\n <a href=\\\"http://www.colourlovers.com/group/1_Lover_Color_Palette/\\\" target=\\\"_blank\\\"><img style=\\\"max-width:100%;\\\" alt=\\\"THIS IS A 1LP PALETTE\\\" src=\\\"http://i51.tinypic.com/ifpiq0.jpg\\\" /></a>\",\"url\":\"http://www.colourlovers.com/palette/2712942/MuseOfMusic_CLAD\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/08422B/0F6645/0F8557/1ACF8F/4ADD99/MuseOfMusic_CLAD.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2712/2712942_MuseOfMusic_CLAD.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2712942\"},{\"id\":2745107,\"title\":\"Gradient\",\"userName\":\"jasurprenant\",\"numViews\":67,\"numVotes\":11,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-03-13 23:00:24\",\"colors\":[\"A7D5B0\",\"95B49A\",\"839384\",\"71726E\",\"5E5057\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2745107/Gradient\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/A7D5B0/95B49A/839384/71726E/5E5057/Gradient.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/2745/2745107_Gradient.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2745107\"},{\"id\":3361568,\"title\":\"ombre river\",\"userName\":\"Seahorse Girl\",\"numViews\":40,\"numVotes\":10,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2014-05-20 18:31:01\",\"colors\":[\"FEF4CD\",\"E1D887\",\"E6B298\",\"96456B\",\"5D1D4E\"],\"description\":\"<a href=\\\"http://www.colourlovers.com/palette/1976296/At_the_River?widths=1\\\" target=\\\"_blank\\\"><img src=\\\"http://www.colourlovers.com/images/badges/pw/1976/1976296_At_the_River.png\\\" style=\\\"width: 240px; height: 120px; border: 0 none;\\\" alt=\\\"At_the_River\\\" /></a>\r\n+\r\n<a href=\\\"http://www.colourlovers.com/palette/3328409/o_m_b_r_e?widths=1\\\" target=\\\"_blank\\\"><img src=\\\"http://www.colourlovers.com/images/badges/pw/3328/3328409_o_m_b_r_e.png\\\" style=\\\"width: 240px; height: 120px; border: 0 none;\\\" alt=\\\"o_m_b_r_e\\\" /></a>\",\"url\":\"http://www.colourlovers.com/palette/3361568/ombre_river\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/FEF4CD/E1D887/E6B298/96456B/5D1D4E/ombre_river.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/3361/3361568_ombre_river.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/3361568\"},{\"id\":167182,\"title\":\"Terre d'Ombre\",\"userName\":\"equinorev\",\"numViews\":324,\"numVotes\":9,\"numComments\":5,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2007-10-08 13:42:13\",\"colors\":[\"735F55\",\"8B5F46\",\"A25F37\",\"BA5F28\",\"7B745A\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/167182/Terre_dOmbre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/735F55/8B5F46/A25F37/BA5F28/7B745A/Terre_dOmbre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/167/167182_Terre_dOmbre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/167182\"},{\"id\":419305,\"title\":\"McQueen ombre\",\"userName\":\"beccafly\",\"numViews\":243,\"numVotes\":9,\"numComments\":1,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2008-06-16 12:20:58\",\"colors\":[\"FF8787\",\"F57676\",\"BF6099\",\"913D8F\",\"702B6E\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/419305/McQueen_ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/FF8787/F57676/BF6099/913D8F/702B6E/McQueen_ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/419/419305_McQueen_ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/419305\"},{\"id\":2527541,\"title\":\"Ombre Waves\",\"userName\":\"AliSTAD\",\"numViews\":24,\"numVotes\":9,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-11-13 17:13:18\",\"colors\":[\"DC1917\",\"DF4231\",\"D38145\",\"83A37A\",\"ACB580\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2527541/Ombre_Waves\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/DC1917/DF4231/D38145/83A37A/ACB580/Ombre_Waves.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/2527/2527541_Ombre_Waves.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2527541\"},{\"id\":2576831,\"title\":\"Ominous Ombre\",\"userName\":\"wondercake\",\"numViews\":49,\"numVotes\":9,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-12-11 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14:04:40\",\"colors\":[\"C97A6D\",\"AC7270\",\"604F55\",\"353B4B\",\"28243D\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2318190/shes_got_the_love\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/C97A6D/AC7270/604F55/353B4B/28243D/shes_got_the_love.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2318/2318190_shes_got_the_love.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2318190\"},{\"id\":2338781,\"title\":\"Kiss Me\",\"userName\":\"MaijaDanielleHe\",\"numViews\":38,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-08-14 15:35:22\",\"colors\":[\"9E0F2A\",\"C71A3B\",\"E22A4C\",\"EF3D5E\",\"FD627F\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2338781/Kiss_Me\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/9E0F2A/C71A3B/E22A4C/EF3D5E/FD627F/Kiss_Me.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2338/2338781_Kiss_Me.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2338781\"},{\"id\":2464278,\"title\":\"Rudi Ombre\",\"userName\":\"MiyuriScarlet\",\"numViews\":32,\"numVotes\":4,\"numComments\":1,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-10-10 08:51:38\",\"colors\":[\"B08A77\",\"A57964\",\"9A6851\",\"8E583D\",\"83472A\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2464278/Rudi_Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/B08A77/A57964/9A6851/8E583D/83472A/Rudi_Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2464/2464278_Rudi_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2464278\"},{\"id\":2538069,\"title\":\"Blackberries & cream\",\"userName\":\"C0rvidae\",\"numViews\":20,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-11-19 17:02:23\",\"colors\":[\"3D2340\",\"6B316E\",\"CA66B8\",\"ECA0BD\",\"F9E7B0\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2538069/Blackberries_cream\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/3D2340/6B316E/CA66B8/ECA0BD/F9E7B0/Blackberries_cream.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2538/2538069_Blackberries_cream.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2538069\"},{\"id\":2597852,\"title\":\"Ombre Sea\",\"userName\":\"jonesb0nes\",\"numViews\":39,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2012-12-24 15:50:56\",\"colors\":[\"E5F9F7\",\"CAF4F0\",\"AAF9F2\",\"68F4E7\",\"13F5E0\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2597852/Ombre_Sea\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/E5F9F7/CAF4F0/AAF9F2/68F4E7/13F5E0/Ombre_Sea.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2597/2597852_Ombre_Sea.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2597852\"},{\"id\":2709946,\"title\":\"Gradient Purple II\",\"userName\":\"jasurprenant\",\"numViews\":21,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-02-22 19:33:55\",\"colors\":[\"1C0016\",\"2E1228\",\"3E2336\",\"523748\",\"A68C97\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2709946/Gradient_Purple_II\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/1C0016/2E1228/3E2336/523748/A68C97/Gradient_Purple_II.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2709/2709946_Gradient_Purple_II.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2709946\"},{\"id\":2776606,\"title\":\"fish face♥\",\"userName\":\"glitter☆cordite\",\"numViews\":24,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-03-29 19:11:13\",\"colors\":[\"67C1B8\",\"4EA9A2\",\"268486\",\"EF3B62\",\"FE9B88\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2776606/fish_face♥\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/67C1B8/4EA9A2/268486/EF3B62/FE9B88/fish_face♥.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/2776/2776606_fish_face.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2776606\"},{\"id\":2990125,\"title\":\"Blue Ombre\",\"userName\":\"jasurprenant\",\"numViews\":28,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2013-08-12 14:10:10\",\"colors\":[\"B3F4D9\",\"9CECDF\",\"84E4E5\",\"6CDCEB\",\"54D3F1\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/2990125/Blue_Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/B3F4D9/9CECDF/84E4E5/6CDCEB/54D3F1/Blue_Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/2990/2990125_Blue_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/2990125\"},{\"id\":3196430,\"title\":\"Never mind\",\"userName\":\"Morph\",\"numViews\":32,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2014-01-07 13:57:29\",\"colors\":[\"89B0AF\",\"8DB1AF\",\"93B4A9\",\"9CBEAD\",\"AEC6AE\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/3196430/Never_mind\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/89B0AF/8DB1AF/93B4A9/9CBEAD/AEC6AE/Never_mind.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/3196/3196430_Never_mind.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/3196430\"},{\"id\":3293368,\"title\":\"Perfect Pink Ombre\",\"userName\":\"sk8erchic8911\",\"numViews\":106,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2014-03-24 00:08:06\",\"colors\":[\"FFDFC8\",\"F4ACA4\",\"E97981\",\"D35168\",\"BD2A4E\"],\"description\":\"Colors from:\r\n<a href=\\\"http://www.colourlovers.com/palette/2646815/Normal_to_Blushing\\\" target=\\\"_blank\\\"><img src=\\\"http://www.colourlovers.com/images/badges/p/2646/2646815_Normal_to_Blushing.png\\\" style=\\\"width: 240px; height: 120px; border: 0 none;\\\" alt=\\\"Normal_to_Blushing\\\" /></a>\",\"url\":\"http://www.colourlovers.com/palette/3293368/Perfect_Pink_Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/FFDFC8/F4ACA4/E97981/D35168/BD2A4E/Perfect_Pink_Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/3293/3293368_Perfect_Pink_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/3293368\"},{\"id\":3304140,\"title\":\"Ombre Orange\",\"userName\":\"jasurprenant\",\"numViews\":36,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2014-04-02 14:58:20\",\"colors\":[\"FAD988\",\"F9B966\",\"F89944\",\"F77922\",\"F65800\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/3304140/Ombre_Orange\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/FAD988/F9B966/F89944/F77922/F65800/Ombre_Orange.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/3304/3304140_Ombre_Orange.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/3304140\"},{\"id\":3396097,\"title\":\"Ombre Wedding\",\"userName\":\"LoreleiK\",\"numViews\":14,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2014-06-21 18:04:19\",\"colors\":[\"D55C7F\",\"FB9CB2\",\"DC7F92\",\"F6E6CF\",\"E9B1B0\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/3396097/Ombre_Wedding\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/D55C7F/FB9CB2/DC7F92/F6E6CF/E9B1B0/Ombre_Wedding.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/3396/3396097_Ombre_Wedding.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/3396097\"},{\"id\":3460824,\"title\":\"Ombre\",\"userName\":\"Espectro Luminoso\",\"numViews\":8,\"numVotes\":4,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2014-08-22 11:17:39\",\"colors\":[\"BBC8B7\",\"CDAA97\",\"C38F81\",\"CB6A75\",\"1C1412\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/3460824/Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/BBC8B7/CDAA97/C38F81/CB6A75/1C1412/Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/3460/3460824_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/3460824\"},{\"id\":1191700,\"title\":\"Yellow Ombre\",\"userName\":\"miniemay\",\"numViews\":44,\"numVotes\":3,\"numComments\":1,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2010-05-24 22:14:00\",\"colors\":[\"F4F900\",\"F9C000\",\"F98200\",\"F94300\",\"F90500\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1191700/Yellow_Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/F4F900/F9C000/F98200/F94300/F90500/Yellow_Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/1191/1191700_Yellow_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1191700\"},{\"id\":1270584,\"title\":\"Ombre Navy\",\"userName\":\"Lydia.lutz\",\"numViews\":47,\"numVotes\":3,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2010-08-19 14:47:20\",\"colors\":[\"000F3E\",\"09194B\",\"011759\",\"0F256A\",\"072378\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1270584/Ombre_Navy\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/000F3E/09194B/011759/0F256A/072378/Ombre_Navy.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/1270/1270584_Ombre_Navy.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1270584\"},{\"id\":1319998,\"title\":\"Ombres\",\"userName\":\"emerant\",\"numViews\":46,\"numVotes\":3,\"numComments\":1,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2010-10-08 17:36:19\",\"colors\":[\"8C5D0D\",\"F8A921\",\"9E2411\",\"D64417\",\"270803\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1319998/Ombres\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/8C5D0D/F8A921/9E2411/D64417/270803/Ombres.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/1319/1319998_Ombres.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1319998\"},{\"id\":1520055,\"title\":\"ombre\",\"userName\":\"florabrin\",\"numViews\":25,\"numVotes\":3,\"numComments\":1,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2011-04-03 15:55:35\",\"colors\":[\"2B142B\",\"252330\",\"AD8CA8\",\"C5C5D1\",\"DFDFE6\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1520055/ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/2B142B/252330/AD8CA8/C5C5D1/DFDFE6/ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/1520/1520055_ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1520055\"},{\"id\":1564741,\"title\":\"Ombre Forever\",\"userName\":\"graphicjam\",\"numViews\":35,\"numVotes\":3,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2011-05-06 05:09:26\",\"colors\":[\"B51F60\",\"9E1651\",\"75123D\",\"450823\",\"260513\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1564741/Ombre_Forever\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/B51F60/9E1651/75123D/450823/260513/Ombre_Forever.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/pw/1564/1564741_Ombre_Forever.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1564741\"},{\"id\":1681616,\"title\":\"Patronus\",\"userName\":\"poinha\",\"numViews\":61,\"numVotes\":3,\"numComments\":1,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2011-07-29 09:20:12\",\"colors\":[\"091B32\",\"3D6CB5\",\"73B6FA\",\"B1E9FD\",\"EDFFFF\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1681616/Patronus\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/091B32/3D6CB5/73B6FA/B1E9FD/EDFFFF/Patronus.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/1681/1681616_Patronus.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1681616\"},{\"id\":1790965,\"title\":\"Red Ombre\",\"userName\":\"artnouveau5\",\"numViews\":42,\"numVotes\":3,\"numComments\":0,\"numHearts\":0,\"rank\":0,\"dateCreated\":\"2011-10-05 16:10:24\",\"colors\":[\"F00000\",\"F04646\",\"F06767\",\"F08B8B\",\"F0BBBB\"],\"description\":\"\",\"url\":\"http://www.colourlovers.com/palette/1790965/Red_Ombre\",\"imageUrl\":\"http://www.colourlovers.com/paletteImg/F00000/F04646/F06767/F08B8B/F0BBBB/Red_Ombre.png\",\"badgeUrl\":\"http://www.colourlovers.com/images/badges/p/1790/1790965_Red_Ombre.png\",\"apiUrl\":\"http://www.colourlovers.com/api/palette/1790965\"}]"
The return value is simply a very long string in JSON format. I can convert the JSON string into an R object using the function ‘fromJSON’ from the R package RJSONIO.
ombre.processed <- fromJSON(ombre.json)
class(ombre.processed)
# [1] "list"
length(ombre.processed)
# [1] 100
class(ombre.processed)[[1]]
# [1] "list"
The R object returned is a list of lists. Each sublist represents a color palette.
ombre.processed[[1]]
# $id
# [1] 2549105
#
# $title
# [1] "ombre"
#
# $userName
# [1] "moldypetunia"
#
# $numViews
# [1] 163
#
# $numVotes
# [1] 46
#
# $numComments
# [1] 0
#
# $numHearts
# [1] 0
#
# $rank
# [1] 11980
#
# $dateCreated
# [1] "2012-11-25 18:33:06"
#
# $colors
# [1] "F3EDA3" "D7EDA5" "C2E4A8" "91E4B6" "56E8BB"
#
# $description
# [1] ""
#
# $url
# [1] "http://www.colourlovers.com/palette/2549105/ombre"
#
# $imageUrl
# [1] "http://www.colourlovers.com/paletteImg/F3EDA3/D7EDA5/C2E4A8/91E4B6/56E8BB/ombre.png"
#
# $badgeUrl
# [1] "http://www.colourlovers.com/images/badges/pw/2549/2549105_ombre.png"
#
# $apiUrl
# [1] "http://www.colourlovers.com/api/palette/2549105"
Moreover, the sublist elements are of different types.
class(ombre.processed[[1]][[1]])
# [1] "numeric"
class(ombre.processed[[1]][[2]])
# [1] "character"
Now I save the list of lists for later manipulation.
save(ombre.processed, file="partI.RData")
Next up: Exploring the Colourlovers API: Data Cleaning and Transformation.