diff --git a/globalprep/le/v2024/int/tour_jobs.csv b/globalprep/le/v2024/int/tour_jobs.csv new file mode 100644 index 00000000..68be48fd --- /dev/null +++ b/globalprep/le/v2024/int/tour_jobs.csv @@ -0,0 +1,2626 @@ +rgn_id,rgn_name.x,country,year,labor_force_total,tourism_jobs,tourism_proportion +4,Macquarie Island,Australia,2009,11475357,750900,0.06543587271402537 +4,Macquarie Island,Australia,2010,11664763,515100,0.044158633998821924 +4,Macquarie Island,Australia,2011,11845859,526199.9999999999,0.04442058613056258 +4,Macquarie Island,Australia,2012,12009987,547699.9999999999,0.04560371297654193 +4,Macquarie Island,Australia,2013,12180641,553300,0.045424538823531535 +4,Macquarie Island,Australia,2014,12320167,543400,0.04410654498433341 +4,Macquarie Island,Australia,2015,12556446,575600,0.04584099672789577 +4,Macquarie Island,Australia,2016,12730379,593100,0.046589343490873285 +4,Macquarie Island,Australia,2017,13007821,614700,0.04725618533649871 +4,Macquarie 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Caledonia,2021,119056,NA,NA +5,New Caledonia,NA,2022,119298,NA,NA +5,New Caledonia,NA,2023,119284,NA,NA +6,Vanuatu,Vanuatu,2009,101100,NA,NA +6,Vanuatu,Vanuatu,2010,103881,NA,NA +6,Vanuatu,Vanuatu,2011,106195,NA,NA +6,Vanuatu,Vanuatu,2012,108625,NA,NA +6,Vanuatu,Vanuatu,2013,111122,NA,NA +6,Vanuatu,Vanuatu,2014,113452,NA,NA +6,Vanuatu,Vanuatu,2015,116023,NA,NA +6,Vanuatu,Vanuatu,2016,118474,NA,NA +6,Vanuatu,Vanuatu,2017,120987,NA,NA +6,Vanuatu,Vanuatu,2018,123831,NA,NA +6,Vanuatu,Vanuatu,2019,126757,NA,NA +6,Vanuatu,Vanuatu,2020,128712,NA,NA +6,Vanuatu,Vanuatu,2021,132628,NA,NA +6,Vanuatu,NA,2022,137347,NA,NA +6,Vanuatu,NA,2023,141633,NA,NA +7,Solomon Islands,Solomon Islands,2009,261602,NA,NA +7,Solomon Islands,Solomon Islands,2010,267773,NA,NA +7,Solomon Islands,Solomon Islands,2011,274476,NA,NA +7,Solomon Islands,Solomon Islands,2012,282266,NA,NA +7,Solomon Islands,Solomon Islands,2013,289781,NA,NA +7,Solomon Islands,Solomon Islands,2014,298221,NA,NA +7,Solomon Islands,Solomon Islands,2015,306843,NA,NA +7,Solomon Islands,Solomon Islands,2016,314911,NA,NA +7,Solomon Islands,Solomon Islands,2017,323217,NA,NA +7,Solomon Islands,Solomon Islands,2018,331935,NA,NA +7,Solomon Islands,Solomon Islands,2019,341348,NA,NA +7,Solomon Islands,Solomon Islands,2020,347558,NA,NA +7,Solomon Islands,Solomon Islands,2021,357421,NA,NA +7,Solomon Islands,NA,2022,371572,NA,NA +7,Solomon Islands,NA,2023,382330,NA,NA +8,Palau,Palau,2009,NA,NA,NA +8,Palau,Palau,2010,NA,NA,NA +8,Palau,Palau,2011,NA,NA,NA +8,Palau,Palau,2012,NA,NA,NA +8,Palau,Palau,2013,NA,NA,NA +8,Palau,Palau,2014,NA,NA,NA +8,Palau,Palau,2015,NA,NA,NA +8,Palau,Palau,2016,NA,NA,NA +8,Palau,Palau,2017,NA,NA,NA +8,Palau,Palau,2018,NA,NA,NA +8,Palau,Palau,2019,NA,NA,NA +8,Palau,Palau,2020,NA,NA,NA +8,Palau,Palau,2021,NA,NA,NA +8,Palau,NA,2022,NA,NA,NA +8,Palau,NA,2023,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2009,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2010,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2011,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2012,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2013,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2014,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2015,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2016,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2017,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2018,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2019,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2020,NA,NA,NA +9,Micronesia,"Micronesia, Federated States Of",2021,NA,NA,NA +9,Micronesia,NA,2022,NA,NA,NA +9,Micronesia,NA,2023,NA,NA,NA +10,Nauru,Nauru,2009,NA,NA,NA +10,Nauru,Nauru,2010,NA,NA,NA +10,Nauru,Nauru,2011,NA,NA,NA +10,Nauru,Nauru,2012,NA,NA,NA +10,Nauru,Nauru,2013,NA,NA,NA +10,Nauru,Nauru,2014,NA,NA,NA +10,Nauru,Nauru,2015,NA,NA,NA +10,Nauru,Nauru,2016,NA,NA,NA +10,Nauru,Nauru,2017,NA,NA,NA +10,Nauru,Nauru,2018,NA,NA,NA +10,Nauru,Nauru,2019,NA,NA,NA +10,Nauru,Nauru,2020,NA,NA,NA +10,Nauru,Nauru,2021,NA,NA,NA +10,Nauru,NA,2022,NA,NA,NA +10,Nauru,NA,2023,NA,NA,NA +11,Marshall Islands,Marshall Islands,2009,NA,NA,NA +11,Marshall Islands,Marshall Islands,2010,NA,NA,NA +11,Marshall Islands,Marshall Islands,2011,NA,NA,NA +11,Marshall Islands,Marshall Islands,2012,NA,NA,NA +11,Marshall Islands,Marshall Islands,2013,NA,NA,NA +11,Marshall Islands,Marshall Islands,2014,NA,NA,NA +11,Marshall Islands,Marshall Islands,2015,NA,NA,NA +11,Marshall Islands,Marshall Islands,2016,NA,NA,NA +11,Marshall Islands,Marshall Islands,2017,NA,NA,NA +11,Marshall Islands,Marshall Islands,2018,NA,NA,NA +11,Marshall Islands,Marshall Islands,2019,NA,NA,NA +11,Marshall Islands,Marshall Islands,2020,NA,NA,NA +11,Marshall Islands,Marshall Islands,2021,NA,NA,NA +11,Marshall Islands,NA,2022,NA,NA,NA +11,Marshall Islands,NA,2023,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2009,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2010,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2011,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2012,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2013,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2014,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2015,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2016,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2017,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2018,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2019,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2020,NA,NA,NA +13,Northern Mariana Islands and Guam,Northern Mariana Islands,2021,NA,NA,NA +13,Northern Mariana Islands and Guam,NA,2022,NA,NA,NA +13,Northern Mariana Islands and Guam,NA,2023,NA,NA,NA +15,Philippines,Philippines,2009,37171260,3912000,0.10524259871739618 +15,Philippines,Philippines,2010,38081598,4126000,0.10834629366131117 +15,Philippines,Philippines,2011,39490704,4266000,0.10802542289446145 +15,Philippines,Philippines,2012,40075145,4561000,0.11381119145046138 +15,Philippines,Philippines,2013,40789298,4709000,0.11544694885408423 +15,Philippines,Philippines,2014,42179845,4819000,0.11424887881878182 +15,Philippines,Philippines,2015,42622144,4971000,0.11662951539931919 +15,Philippines,Philippines,2016,43756699,5224000,0.11938743368186892 +15,Philippines,Philippines,2017,42974771,5269000,0.1226068197082423 +15,Philippines,Philippines,2018,43800369,5365000,0.12248755255920332 +15,Philippines,Philippines,2019,45091808,5719000,0.12683013287025438 +15,Philippines,Philippines,2020,42419079,4681000,0.11035128791928744 +15,Philippines,Philippines,2021,44606252,4895000,0.10973798022752505 +15,Philippines,NA,2022,47871825,NA,NA +15,Philippines,NA,2023,49477060,NA,NA +16,Australia,Australia,2009,11475357,750900,0.06543587271402537 +16,Australia,Australia,2010,11664763,515100,0.044158633998821924 +16,Australia,Australia,2011,11845859,526199.9999999999,0.04442058613056258 +16,Australia,Australia,2012,12009987,547699.9999999999,0.04560371297654193 +16,Australia,Australia,2013,12180641,553300,0.045424538823531535 +16,Australia,Australia,2014,12320167,543400,0.04410654498433341 +16,Australia,Australia,2015,12556446,575600,0.04584099672789577 +16,Australia,Australia,2016,12730379,593100,0.046589343490873285 +16,Australia,Australia,2017,13007821,614700,0.04725618533649871 +16,Australia,Australia,2018,13308589,651599.9999999999,0.04896086279319317 +16,Australia,Australia,2019,13587463,674200,0.04961927035238293 +16,Australia,Australia,2020,13587001,636300.0000000001,0.04683152669231423 +16,Australia,Australia,2021,13806208,506900.00000000006,0.036715367463680114 +16,Australia,NA,2022,14079368,NA,NA +16,Australia,NA,2023,14501414,NA,NA +17,Papua New Guinea,Papua New Guinea,2009,2318777,NA,NA +17,Papua New Guinea,Papua New Guinea,2010,2277473,NA,NA +17,Papua New Guinea,Papua New Guinea,2011,2356040,NA,NA +17,Papua New Guinea,Papua New Guinea,2012,2427646,NA,NA +17,Papua New Guinea,Papua New Guinea,2013,2501036,NA,NA +17,Papua New Guinea,Papua New Guinea,2014,2557241,NA,NA +17,Papua New Guinea,Papua New Guinea,2015,2626351,NA,NA +17,Papua New Guinea,Papua New Guinea,2016,2697995,NA,NA +17,Papua New Guinea,Papua New Guinea,2017,2774084,NA,NA +17,Papua New Guinea,Papua New Guinea,2018,2858747,NA,NA +17,Papua New Guinea,Papua New Guinea,2019,2931028,NA,NA +17,Papua New Guinea,Papua New Guinea,2020,2981624,NA,NA +17,Papua New Guinea,Papua New Guinea,2021,3042793,NA,NA +17,Papua New Guinea,NA,2022,3167368,NA,NA +17,Papua New Guinea,NA,2023,3228808,NA,NA +18,Fiji,Fiji,2009,377788,NA,NA +18,Fiji,Fiji,2010,387052,NA,NA +18,Fiji,Fiji,2011,396150,NA,NA +18,Fiji,Fiji,2012,389837,NA,NA +18,Fiji,Fiji,2013,382931,NA,NA +18,Fiji,Fiji,2014,375549,NA,NA +18,Fiji,Fiji,2015,372681,NA,NA +18,Fiji,Fiji,2016,369664,NA,NA +18,Fiji,Fiji,2017,370182,NA,NA +18,Fiji,Fiji,2018,370907,NA,NA +18,Fiji,Fiji,2019,372177,NA,NA +18,Fiji,Fiji,2020,362045,NA,NA +18,Fiji,Fiji,2021,363896,NA,NA +18,Fiji,NA,2022,382456,NA,NA +18,Fiji,NA,2023,390514,NA,NA +19,Tuvalu,Tuvalu,2009,NA,NA,NA +19,Tuvalu,Tuvalu,2010,NA,NA,NA +19,Tuvalu,Tuvalu,2011,NA,NA,NA +19,Tuvalu,Tuvalu,2012,NA,NA,NA +19,Tuvalu,Tuvalu,2013,NA,NA,NA +19,Tuvalu,Tuvalu,2014,NA,NA,NA +19,Tuvalu,Tuvalu,2015,NA,NA,NA +19,Tuvalu,Tuvalu,2016,NA,NA,NA +19,Tuvalu,Tuvalu,2017,NA,NA,NA +19,Tuvalu,Tuvalu,2018,NA,NA,NA +19,Tuvalu,Tuvalu,2019,NA,NA,NA +19,Tuvalu,Tuvalu,2020,NA,NA,NA +19,Tuvalu,Tuvalu,2021,NA,NA,NA +19,Tuvalu,NA,2022,NA,NA,NA +19,Tuvalu,NA,2023,NA,NA,NA +20,South Korea,"Korea, Republic Of",2009,25091241,NA,NA +20,South Korea,"Korea, Republic Of",2010,25419751,NA,NA +20,South Korea,"Korea, Republic Of",2011,25870939,204600.00000000003,0.007908487589105291 +20,South Korea,"Korea, Republic Of",2012,26269374,229700,0.008744022602137379 +20,South Korea,"Korea, Republic Of",2013,26634430,227200,0.00853031208101694 +20,South Korea,"Korea, Republic Of",2014,27387622,230400,0.008412559513199065 +20,South Korea,"Korea, Republic Of",2015,27788180,235599.99999999997,0.008478424999406221 +20,South Korea,"Korea, Republic Of",2016,28041851,261899.99999999997,0.00933961171108141 +20,South Korea,"Korea, Republic Of",2017,28349693,280300,0.009887232288547182 +20,South Korea,"Korea, Republic Of",2018,28513895,267600,0.009384898134751496 +20,South Korea,"Korea, Republic Of",2019,28808833,275600,0.009566510382423335 +20,South Korea,"Korea, Republic Of",2020,28597159,190899.99999999997,0.006675488288889115 +20,South Korea,"Korea, Republic Of",2021,28772631,NA,NA +20,South Korea,NA,2022,29339606,NA,NA +20,South Korea,NA,2023,29610896,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2009,14200502,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2010,14356047,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2011,14498304,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2012,14631733,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2013,14763271,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2014,14892585,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2015,15038607,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2016,15129331,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2017,15283296,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2018,15433647,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2019,15529009,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2020,15312602,NA,NA +21,North Korea,"Korea, Democratic People´S Republic Of",2021,15453092,NA,NA +21,North Korea,NA,2022,15772130,NA,NA +21,North Korea,NA,2023,15836683,NA,NA +24,Cambodia,Cambodia,2009,6707925,NA,NA +24,Cambodia,Cambodia,2010,6778050,NA,NA +24,Cambodia,Cambodia,2011,6831932,NA,NA +24,Cambodia,Cambodia,2012,6865596,NA,NA +24,Cambodia,Cambodia,2013,7112623,NA,NA +24,Cambodia,Cambodia,2014,7368200,NA,NA +24,Cambodia,Cambodia,2015,7620595,NA,NA +24,Cambodia,Cambodia,2016,7874603,NA,NA +24,Cambodia,Cambodia,2017,8131979,NA,NA +24,Cambodia,Cambodia,2018,8386085,NA,NA +24,Cambodia,Cambodia,2019,8636531,NA,NA +24,Cambodia,Cambodia,2020,8690980,NA,NA +24,Cambodia,Cambodia,2021,8922729,NA,NA +24,Cambodia,NA,2022,9057330,NA,NA +24,Cambodia,NA,2023,9174840,NA,NA +25,Thailand,Thailand,2009,39613757,NA,NA +25,Thailand,Thailand,2010,39447288,NA,NA +25,Thailand,Thailand,2011,40871917,NA,NA +25,Thailand,Thailand,2012,41198445,NA,NA +25,Thailand,Thailand,2013,40085032,4069399.9999999995,0.10151919050482483 +25,Thailand,Thailand,2014,40209226,4089500,0.1017055140529191 +25,Thailand,Thailand,2015,40201742,4168099.9999999995,0.1036795868198945 +25,Thailand,Thailand,2016,39942542,4257700,0.1065956192773109 +25,Thailand,Thailand,2017,39798925,NA,NA +25,Thailand,Thailand,2018,40229448,NA,NA +25,Thailand,Thailand,2019,39952396,NA,NA +25,Thailand,Thailand,2020,40206906,NA,NA +25,Thailand,Thailand,2021,40356693,NA,NA +25,Thailand,NA,2022,40907648,NA,NA +25,Thailand,NA,2023,40813511,NA,NA +26,Andaman and Nicobar,India,2009,459168942,NA,NA +26,Andaman and Nicobar,India,2010,468646281,NA,NA +26,Andaman and Nicobar,India,2011,472419461,NA,NA +26,Andaman and Nicobar,India,2012,476025371,NA,NA +26,Andaman and Nicobar,India,2013,483634725,29313550,0.06061092904360827 +26,Andaman and Nicobar,India,2014,490933119,30359458.999999996,0.06184031556445064 +26,Andaman and Nicobar,India,2015,497800426,31513523.999999996,0.06330553843278551 +26,Andaman and Nicobar,India,2016,504122684,33017600,0.06549516823567494 +26,Andaman and Nicobar,India,2017,510055221,31699793,0.062149727509602334 +26,Andaman and Nicobar,India,2018,515366255,33078858,0.06418514537782455 +26,Andaman and Nicobar,India,2019,520273563,34825523,0.06693694524701421 +26,Andaman and Nicobar,India,2020,520521842,NA,NA +26,Andaman and Nicobar,India,2021,535026237,NA,NA +26,Andaman and Nicobar,NA,2022,554145127,NA,NA +26,Andaman and Nicobar,NA,2023,593729164,NA,NA +28,Comoro Islands,Comoros,2009,158474,NA,NA +28,Comoro Islands,Comoros,2010,164449,NA,NA +28,Comoro Islands,Comoros,2011,170591,NA,NA +28,Comoro Islands,Comoros,2012,176900,NA,NA +28,Comoro Islands,Comoros,2013,183361,NA,NA +28,Comoro Islands,Comoros,2014,189967,NA,NA +28,Comoro Islands,Comoros,2015,194996,NA,NA +28,Comoro Islands,Comoros,2016,200128,NA,NA +28,Comoro Islands,Comoros,2017,204998,NA,NA +28,Comoro Islands,Comoros,2018,209430,NA,NA +28,Comoro Islands,Comoros,2019,213692,2000,0.009359264736162326 +28,Comoro Islands,Comoros,2020,216486,1000,0.004619236347846974 +28,Comoro Islands,Comoros,2021,222655,1699.9999999999998,0.007635130583189238 +28,Comoro Islands,NA,2022,228765,NA,NA +28,Comoro Islands,NA,2023,234437,NA,NA +31,Seychelles,Seychelles,2009,NA,NA,NA +31,Seychelles,Seychelles,2010,NA,NA,NA +31,Seychelles,Seychelles,2011,NA,NA,NA +31,Seychelles,Seychelles,2012,NA,NA,NA +31,Seychelles,Seychelles,2013,NA,NA,NA +31,Seychelles,Seychelles,2014,NA,NA,NA +31,Seychelles,Seychelles,2015,NA,NA,NA +31,Seychelles,Seychelles,2016,NA,NA,NA +31,Seychelles,Seychelles,2017,NA,NA,NA +31,Seychelles,Seychelles,2018,NA,NA,NA +31,Seychelles,Seychelles,2019,NA,NA,NA +31,Seychelles,Seychelles,2020,NA,NA,NA +31,Seychelles,Seychelles,2021,NA,NA,NA +31,Seychelles,NA,2022,NA,NA,NA +31,Seychelles,NA,2023,NA,NA,NA +37,Mauritius,Mauritius,2009,559155,27700,0.049539036581985316 +37,Mauritius,Mauritius,2010,571591,27741,0.04853295450768119 +37,Mauritius,Mauritius,2011,567989,28607.999999999996,0.05036717260369478 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and Principe,Sao Tome And Principe,2019,68083,NA,NA +103,Sao Tome and Principe,Sao Tome And Principe,2020,69308,NA,NA +103,Sao Tome and Principe,Sao Tome And Principe,2021,71873,NA,NA +103,Sao Tome and Principe,NA,2022,74171,NA,NA +103,Sao Tome and Principe,NA,2023,76394,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2009,358332,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2010,375633,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2011,392909,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2012,409858,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2013,426879,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2014,443914,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2015,460736,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2016,477565,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2017,493923,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2018,510441,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2019,527542,NA,NA +104,Equatorial Guinea,Equatorial Guinea,2020,516539,NA,NA 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Caicos Islands,Turks And Caicos Islands,2010,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2011,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2012,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2013,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2014,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2015,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2016,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2017,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2018,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2019,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2020,NA,NA,NA +111,Turks and Caicos Islands,Turks And Caicos Islands,2021,NA,NA,NA +111,Turks and Caicos Islands,NA,2022,NA,NA,NA +111,Turks and Caicos Islands,NA,2023,NA,NA,NA +112,Cuba,Cuba,2009,5148033,NA,NA +112,Cuba,Cuba,2010,5108192,NA,NA 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Islands,Cayman Islands,2020,NA,NA,NA +113,Cayman Islands,Cayman Islands,2021,NA,NA,NA +113,Cayman Islands,NA,2022,NA,NA,NA +113,Cayman Islands,NA,2023,NA,NA,NA +114,Haiti,Haiti,2009,4039702,NA,NA +114,Haiti,Haiti,2010,4132947,NA,NA +114,Haiti,Haiti,2011,4215096,NA,NA +114,Haiti,Haiti,2012,4302197,NA,NA +114,Haiti,Haiti,2013,4396256,NA,NA +114,Haiti,Haiti,2014,4491380,NA,NA +114,Haiti,Haiti,2015,4582391,NA,NA +114,Haiti,Haiti,2016,4673043,NA,NA +114,Haiti,Haiti,2017,4763697,NA,NA +114,Haiti,Haiti,2018,4851862,NA,NA +114,Haiti,Haiti,2019,4929943,NA,NA +114,Haiti,Haiti,2020,4968486,NA,NA +114,Haiti,Haiti,2021,5078941,NA,NA +114,Haiti,NA,2022,5149531,NA,NA +114,Haiti,NA,2023,5237767,NA,NA +115,Dominican Republic,Dominican Republic,2009,3690074,196200,0.053169665432183745 +115,Dominican Republic,Dominican Republic,2010,3844470,195399.99999999997,0.050826251733008705 +115,Dominican Republic,Dominican Republic,2011,4015614,194800,0.04851063872174965 +115,Dominican Republic,Dominican Republic,2012,4176432,201200,0.048175092998042346 +115,Dominican Republic,Dominican Republic,2013,4236156,216500,0.051107655147732994 +115,Dominican Republic,Dominican Republic,2014,4325193,219899.99999999997,0.050841661863412796 +115,Dominican Republic,Dominican Republic,2015,4579344,254200,0.055510134202628146 +115,Dominican Republic,Dominican Republic,2016,4685793,315100,0.0672458215717169 +115,Dominican Republic,Dominican Republic,2017,4752184,323500,0.06807396346606108 +115,Dominican Republic,Dominican Republic,2018,4931651,336500,0.06823272774168326 +115,Dominican Republic,Dominican Republic,2019,5091385,358365,0.07038654511493435 +115,Dominican Republic,Dominican Republic,2020,4805372,141700,0.029487831535206847 +115,Dominican Republic,Dominican Republic,2021,5101650,NA,NA +115,Dominican Republic,NA,2022,5174651,NA,NA +115,Dominican Republic,NA,2023,5301571,NA,NA +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2009,1292063,NA,NA +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2010,1254403,NA,NA +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2011,1206301,NA,NA +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2012,1196082,NA,NA +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2013,1187213,NA,NA +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2014,1173302,NA,NA +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2015,1158495,NA,NA +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2016,1147690,85400,0.07441033728620097 +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2017,1126376,82900,0.07359886929409007 +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2018,1102879,79100,0.07172137650639826 +116,Puerto Rico and Virgin Islands of the United States,Puerto Rico,2019,1119726,84500,0.07546489051785883 +116,Puerto Rico and Virgin Islands of the United States,Puerto 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Barbuda,NA,2023,NA,NA,NA +122,Saint Lucia,Saint Lucia,2009,84795,NA,NA +122,Saint Lucia,Saint Lucia,2010,86680,NA,NA +122,Saint Lucia,Saint Lucia,2011,88652,NA,NA +122,Saint Lucia,Saint Lucia,2012,92651,NA,NA +122,Saint Lucia,Saint Lucia,2013,94186,NA,NA +122,Saint Lucia,Saint Lucia,2014,95689,NA,NA +122,Saint Lucia,Saint Lucia,2015,97178,NA,NA +122,Saint Lucia,Saint Lucia,2016,98609,NA,NA +122,Saint Lucia,Saint Lucia,2017,99931,NA,NA +122,Saint Lucia,Saint Lucia,2018,101318,NA,NA +122,Saint Lucia,Saint Lucia,2019,100592,NA,NA +122,Saint Lucia,Saint Lucia,2020,96953,NA,NA +122,Saint Lucia,Saint Lucia,2021,100490,NA,NA +122,Saint Lucia,NA,2022,103026,NA,NA +122,Saint Lucia,NA,2023,100833,NA,NA +123,Dominica,Dominica,2009,NA,NA,NA +123,Dominica,Dominica,2010,NA,NA,NA +123,Dominica,Dominica,2011,NA,NA,NA +123,Dominica,Dominica,2012,NA,NA,NA +123,Dominica,Dominica,2013,NA,NA,NA +123,Dominica,Dominica,2014,NA,NA,NA +123,Dominica,Dominica,2015,NA,NA,NA +123,Dominica,Dominica,2016,NA,NA,NA 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Tobago,Trinidad And Tobago,2017,690375,23500,0.034039471301828716 +126,Trinidad and Tobago,Trinidad And Tobago,2018,695724,23500,0.03377776244602745 +126,Trinidad and Tobago,Trinidad And Tobago,2019,695102,NA,NA +126,Trinidad and Tobago,Trinidad And Tobago,2020,672932,NA,NA +126,Trinidad and Tobago,Trinidad And Tobago,2021,668306,NA,NA +126,Trinidad and Tobago,NA,2022,675249,NA,NA +126,Trinidad and Tobago,NA,2023,681265,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2009,52466,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2010,52522,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2011,52595,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2012,52661,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2013,52680,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2014,52692,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2015,52739,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2016,52749,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2017,52771,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2018,52888,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2019,52886,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2020,51085,NA,NA +127,Saint Vincent and the Grenadines,Saint Vincent And The Grenadines,2021,51715,NA,NA +127,Saint Vincent and the Grenadines,NA,2022,52818,NA,NA +127,Saint Vincent and the Grenadines,NA,2023,53060,NA,NA +129,Panama,Panama,2009,1611067,128384.00000000001,0.07968880251411023 +129,Panama,Panama,2010,1618269,129771.00000000001,0.08019124138199521 +129,Panama,Panama,2011,1611450,130709.99999999999,0.0811132830680443 +129,Panama,Panama,2012,1689370,131983,0.07812557343861913 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Rica,2015,2380187,156600.00000000003,0.06579314986595593 +130,Costa Rica,Costa Rica,2016,2296246,152400,0.06636919563496245 +130,Costa Rica,Costa Rica,2017,2335223,155300,0.06650328469700752 +130,Costa Rica,Costa Rica,2018,2459739,161000,0.0654540989918036 +130,Costa Rica,Costa Rica,2019,2573190,170899.99999999997,0.0664156164138676 +130,Costa Rica,Costa Rica,2020,2456537,127500.00000000001,0.05190233242975783 +130,Costa Rica,Costa Rica,2021,2529009,150484,0.059503149257278246 +130,Costa Rica,NA,2022,2542517,NA,NA +130,Costa Rica,NA,2023,2407610,NA,NA +131,Nicaragua,Nicaragua,2009,2373348,NA,NA +131,Nicaragua,Nicaragua,2010,2442683,35000,0.0143285068099299 +131,Nicaragua,Nicaragua,2011,2512841,37000,0.014724369747230326 +131,Nicaragua,Nicaragua,2012,2583025,43000,0.016647148208011924 +131,Nicaragua,Nicaragua,2013,2652874,48000,0.018093584542650726 +131,Nicaragua,Nicaragua,2014,2722579,48000,0.01763034240696046 +131,Nicaragua,Nicaragua,2015,2784302,47500,0.017059930998864346 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Maarten,Sint Maarten (Dutch Part),2014,NA,NA,NA +220,Sint Maarten,Sint Maarten (Dutch Part),2015,NA,NA,NA +220,Sint Maarten,Sint Maarten (Dutch Part),2016,NA,NA,NA +220,Sint Maarten,Sint Maarten (Dutch Part),2017,NA,NA,NA +220,Sint Maarten,Sint Maarten (Dutch Part),2018,NA,NA,NA +220,Sint Maarten,Sint Maarten (Dutch Part),2019,NA,NA,NA +220,Sint Maarten,Sint Maarten (Dutch Part),2020,NA,NA,NA +220,Sint Maarten,Sint Maarten (Dutch Part),2021,NA,NA,NA +220,Sint Maarten,NA,2022,NA,NA,NA +220,Sint Maarten,NA,2023,NA,NA,NA +221,Northern Saint-Martin,NA,2009,NA,NA,NA +221,Northern Saint-Martin,NA,2010,NA,NA,NA +221,Northern Saint-Martin,NA,2011,NA,NA,NA +221,Northern Saint-Martin,NA,2012,NA,NA,NA +221,Northern Saint-Martin,NA,2013,NA,NA,NA +221,Northern Saint-Martin,NA,2014,NA,NA,NA +221,Northern Saint-Martin,NA,2015,NA,NA,NA +221,Northern Saint-Martin,NA,2016,NA,NA,NA +221,Northern Saint-Martin,NA,2017,NA,NA,NA +221,Northern Saint-Martin,NA,2018,NA,NA,NA +221,Northern Saint-Martin,NA,2019,NA,NA,NA +221,Northern Saint-Martin,NA,2020,NA,NA,NA +221,Northern Saint-Martin,NA,2021,NA,NA,NA +221,Northern Saint-Martin,NA,2022,NA,NA,NA +221,Northern Saint-Martin,NA,2023,NA,NA,NA +222,Sweden,Sweden,2009,4912421,NA,NA +222,Sweden,Sweden,2010,4947828,NA,NA +222,Sweden,Sweden,2011,5012570,NA,NA +222,Sweden,Sweden,2012,5052398,NA,NA +222,Sweden,Sweden,2013,5122087,NA,NA +222,Sweden,Sweden,2014,5174559,NA,NA +222,Sweden,Sweden,2015,5230067,136000,0.026003490968662543 +222,Sweden,Sweden,2016,5307317,138400,0.02607720624187325 +222,Sweden,Sweden,2017,5406464,133300,0.024655671433306502 +222,Sweden,Sweden,2018,5483210,133200,0.02429233970612105 +222,Sweden,Sweden,2019,5554111,135000,0.024306320129360036 +222,Sweden,Sweden,2020,5569519,123400,0.022156311882588067 +222,Sweden,Sweden,2021,5638697,NA,NA +222,Sweden,NA,2022,5723799,NA,NA +222,Sweden,NA,2023,5825253,NA,NA +223,Norway,Norway,2009,2599655,144000,0.05539196547234152 +223,Norway,Norway,2010,2605230,144200,0.05535019940657831 +223,Norway,Norway,2011,2626987,151500,0.05767063179223955 +223,Norway,Norway,2012,2673469,153000,0.05722901593397941 +223,Norway,Norway,2013,2699916,153899.99999999997,0.05700177338850541 +223,Norway,Norway,2014,2724239,156900,0.05759406571890352 +223,Norway,Norway,2015,2762042,159200.00000000003,0.0576385152723963 +223,Norway,Norway,2016,2769692,162500,0.05867078361059641 +223,Norway,Norway,2017,2760886,165000,0.05976342377048527 +223,Norway,Norway,2018,2796121,168700,0.06033358356094032 +223,Norway,Norway,2019,2825244,162400,0.05748176086737995 +223,Norway,Norway,2020,2832047,NA,NA +223,Norway,Norway,2021,2965991,NA,NA +223,Norway,NA,2022,2981183,NA,NA +223,Norway,NA,2023,3009339,NA,NA +224,Chile,Chile,2009,7672069,272500,0.03551845010778709 +224,Chile,Chile,2010,7836109,267000,0.03407303292999115 +224,Chile,Chile,2011,8131735,286800,0.03526922606307264 +224,Chile,Chile,2012,8209415,382400,0.046580663786640095 +224,Chile,Chile,2013,8324494,390500,0.04690975811863159 +224,Chile,Chile,2014,8468946,395400.00000000006,0.04668821834499831 +224,Chile,Chile,2015,8566113,408299.99999999994,0.047664559176373224 +224,Chile,Chile,2016,8661001,433500,0.0500519512698359 +224,Chile,Chile,2017,8872208,450500,0.05077653724980298 +224,Chile,Chile,2018,9059235,636400.0000000001,0.07024875720742425 +224,Chile,Chile,2019,9214285,645800.0000000001,0.07008682713851375 +224,Chile,Chile,2020,8852361,456500,0.051568163566759195 +224,Chile,Chile,2021,9147766,504000,0.055095418925232675 +224,Chile,NA,2022,9629968,NA,NA +224,Chile,NA,2023,9847754,NA,NA +231,East Timor,Timor-Leste,2009,422042,NA,NA +231,East Timor,Timor-Leste,2010,431707,NA,NA +231,East Timor,Timor-Leste,2011,442441,NA,NA +231,East Timor,Timor-Leste,2012,453650,NA,NA +231,East Timor,Timor-Leste,2013,466912,NA,NA +231,East Timor,Timor-Leste,2014,480394,NA,NA +231,East Timor,Timor-Leste,2015,493404,NA,NA +231,East Timor,Timor-Leste,2016,505198,NA,NA +231,East Timor,Timor-Leste,2017,520019,NA,NA +231,East Timor,Timor-Leste,2018,534219,NA,NA +231,East Timor,Timor-Leste,2019,542209,NA,NA +231,East Timor,Timor-Leste,2020,550988,NA,NA +231,East Timor,Timor-Leste,2021,562445,NA,NA +231,East Timor,NA,2022,580820,NA,NA +231,East Timor,NA,2023,596825,NA,NA +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2009,1463957,NA,NA +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2010,1464249,NA,NA +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2011,1428367,27600,0.019322765087684046 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2012,1416274,26600,0.018781676427019067 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2013,1386578,21800,0.01572215915729227 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2014,1400680,24200,0.017277322443384643 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2015,1385813,24600,0.017751312767306987 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2016,1365760,35900,0.026285731021555764 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2017,1351075,39400,0.029161963621560608 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2018,1330417,41400,0.031118062983260135 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2019,1344543,43100,0.03205550138597278 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2020,1321242,39600,0.029971799261603854 +232,Bosnia and Herzegovina,Bosnia And Herzegovina,2021,1387825,38881,0.02801578008754706 +232,Bosnia and Herzegovina,NA,2022,1381592,NA,NA +232,Bosnia and Herzegovina,NA,2023,1368568,NA,NA +237,Oecussi Ambeno,Timor-Leste,2009,422042,NA,NA +237,Oecussi Ambeno,Timor-Leste,2010,431707,NA,NA +237,Oecussi Ambeno,Timor-Leste,2011,442441,NA,NA +237,Oecussi Ambeno,Timor-Leste,2012,453650,NA,NA +237,Oecussi Ambeno,Timor-Leste,2013,466912,NA,NA +237,Oecussi Ambeno,Timor-Leste,2014,480394,NA,NA +237,Oecussi Ambeno,Timor-Leste,2015,493404,NA,NA +237,Oecussi Ambeno,Timor-Leste,2016,505198,NA,NA +237,Oecussi Ambeno,Timor-Leste,2017,520019,NA,NA +237,Oecussi Ambeno,Timor-Leste,2018,534219,NA,NA +237,Oecussi Ambeno,Timor-Leste,2019,542209,NA,NA +237,Oecussi Ambeno,Timor-Leste,2020,550988,NA,NA +237,Oecussi Ambeno,Timor-Leste,2021,562445,NA,NA +237,Oecussi Ambeno,NA,2022,580820,NA,NA +237,Oecussi Ambeno,NA,2023,596825,NA,NA +244,Curacao,Curaçao,2009,NA,NA,NA +244,Curacao,Curaçao,2010,NA,NA,NA +244,Curacao,Curaçao,2011,NA,NA,NA +244,Curacao,Curaçao,2012,NA,NA,NA +244,Curacao,Curaçao,2013,NA,NA,NA +244,Curacao,Curaçao,2014,NA,NA,NA +244,Curacao,Curaçao,2015,NA,NA,NA +244,Curacao,Curaçao,2016,NA,NA,NA +244,Curacao,Curaçao,2017,NA,NA,NA +244,Curacao,Curaçao,2018,NA,NA,NA +244,Curacao,Curaçao,2019,NA,NA,NA +244,Curacao,Curaçao,2020,NA,NA,NA +244,Curacao,Curaçao,2021,NA,NA,NA +244,Curacao,NA,2022,NA,NA,NA +244,Curacao,NA,2023,NA,NA,NA +247,Brunei,Brunei Darussalam,2009,191393,NA,NA +247,Brunei,Brunei Darussalam,2010,195182,NA,NA +247,Brunei,Brunei Darussalam,2011,198598,NA,NA +247,Brunei,Brunei Darussalam,2012,200259,NA,NA +247,Brunei,Brunei Darussalam,2013,201720,2500,0.012393416617093 +247,Brunei,Brunei Darussalam,2014,203072,2700,0.013295776867317996 +247,Brunei,Brunei Darussalam,2015,204352,2800,0.0137018477920451 +247,Brunei,Brunei Darussalam,2016,205465,2900.0000000000005,0.014114326040931548 +247,Brunei,Brunei Darussalam,2017,206363,3000,0.014537489763184292 +247,Brunei,Brunei Darussalam,2018,218003,3000,0.013761278514515855 +247,Brunei,Brunei Darussalam,2019,216668,3199.9999999999995,0.014769139882216108 +247,Brunei,Brunei Darussalam,2020,217415,3100,0.014258445829404595 +247,Brunei,Brunei Darussalam,2021,220478,NA,NA +247,Brunei,NA,2022,225294,NA,NA +247,Brunei,NA,2023,227798,NA,NA +250,Aruba,Aruba,2009,NA,NA,NA +250,Aruba,Aruba,2010,NA,NA,NA +250,Aruba,Aruba,2011,NA,NA,NA +250,Aruba,Aruba,2012,NA,NA,NA +250,Aruba,Aruba,2013,NA,NA,NA +250,Aruba,Aruba,2014,NA,NA,NA +250,Aruba,Aruba,2015,NA,NA,NA +250,Aruba,Aruba,2016,NA,NA,NA +250,Aruba,Aruba,2017,NA,NA,NA +250,Aruba,Aruba,2018,NA,NA,NA +250,Aruba,Aruba,2019,NA,NA,NA +250,Aruba,Aruba,2020,NA,NA,NA +250,Aruba,Aruba,2021,NA,NA,NA +250,Aruba,NA,2022,NA,NA,NA +250,Aruba,NA,2023,NA,NA,NA diff --git a/globalprep/le/v2024/livelihood_dataprep.Rmd b/globalprep/le/v2024/livelihood_dataprep.Rmd index 75c2c4fa..3008c5c7 100644 --- a/globalprep/le/v2024/livelihood_dataprep.Rmd +++ b/globalprep/le/v2024/livelihood_dataprep.Rmd @@ -211,6 +211,12 @@ line_plot # htmlwidgets::saveWidget(line_plot, file = "prop_tourism_laborforce.html") ``` +### Saving intermediate data + +```{r} +#write_csv(tourism_job_proportion, here(int_dir, "tour_jobs.csv")) +``` + ## ILO wage data - note: this data came from many sources and was compiled by ILO