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data/world-cup-creators-2026.csv

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+nation,code,confederation,creators,verified_pct,contact_pct,reach_100k_pct,reach_1m_pct,median_followers,micro_pct,english_pct,bookable_micro
+"England (GB)",gb,UEFA,13717,4.3,15.4,23.3,2.3,34179,63.7,58,1024
+"South Africa",za,CAF,2028,3.6,11.8,26.5,2.5,39664,64.2,59.3,100
+"Canada",ca,Host,11779,2.8,11.6,20.1,1.7,29286,64.1,57,766
+"Norway",no,UEFA,742,3,11.5,21.2,1.2,27500,62.1,22.5,36
+"Netherlands",nl,UEFA,1960,4,10.7,18.6,1.5,28600,66.8,25.4,128
+"United States",us,Host,22636,2.9,9.7,22.5,1.9,33338,63.8,52.6,1192
+"Switzerland",ch,UEFA,1101,3.1,9.3,22.1,2.5,29000,65.2,16.1,41
+"Belgium",be,UEFA,1014,2.7,8.8,22.1,1.6,31550,65.1,15.3,41
+"France",fr,UEFA,7061,4,8.8,24.4,2.2,33603,65.1,11.2,279
+"Australia",au,AFC,6023,4.5,8.2,20.5,1.8,29344,63.6,58.1,266
+"Sweden",se,UEFA,895,5.8,8,23.8,2,31400,61.6,27.3,35
+"Spain",es,UEFA,6670,2.7,7.5,22.3,2.4,31722,64,10.9,194
+"Germany",de,UEFA,6939,3.6,6.9,21.9,2.2,32116,66.8,14.7,219
+"Korea Republic",kr,AFC,4774,3.6,6.3,26.1,3.4,39027,64,24.1,107
+"Morocco",ma,CAF,4050,1.7,5.6,24.3,2.1,37104,64.5,14.5,96
+"Portugal",pt,UEFA,2395,2.3,5,16.2,1.1,27462,68.9,15.4,55
+"Austria",at,UEFA,971,3.4,3.9,18.8,1.1,29000,68.7,12.8,18
+"Mexico",mx,Host,25173,1.7,3.7,20.7,2,31113,65.8,16.8,437
+"Japan",jp,AFC,3756,3.9,3.6,25.7,2.3,37595,64.3,23.8,63
+"Brazil",br,CONMEBOL,15541,2.5,3,24.6,2.5,37000,65.1,8.1,141
+"Colombia",co,CONMEBOL,7931,2.3,2.7,27.5,3.2,41181,61.2,10.1,69
+"Türkiye",tr,UEFA,4645,3.2,2.6,18.8,1.4,26164,67.8,9.3,52
+"Egypt",eg,CAF,1843,4.6,2.4,30.4,4,42200,56.7,38.4,13
+"Saudi Arabia",sa,AFC,3278,3.1,2.3,30,2.8,45435,58.3,26,23
+"Argentina",ar,CONMEBOL,8375,1.9,1.8,22,2.1,33848,66.2,5.8,57
+"Ecuador",ec,CONMEBOL,5254,1.3,1.1,26.3,2,40677,64.6,5.8,22

data/world-cup-creators-2026.json

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+{
+  "title": "World Cup 2026 TikTok Creators by the Numbers",
+  "snapshot_date": "2026-06-23",
+  "source": "Crawlora creators_search dataset (~3.33M discoverable TikTok creators); aggregate rollups only",
+  "license": "CC BY 4.0",
+  "total_creators_in_db": 3327485,
+  "qualified_nations": 47,
+  "measured_nations": 26,
+  "unmeasurable_nations": [
+    "Iran",
+    "Iraq",
+    "Jordan",
+    "Qatar",
+    "Uzbekistan",
+    "Algeria",
+    "Cabo Verde",
+    "Congo DR",
+    "Côte d'Ivoire",
+    "Ghana",
+    "Senegal",
+    "Tunisia",
+    "Curaçao",
+    "Haiti",
+    "Panama",
+    "Paraguay",
+    "Uruguay",
+    "New Zealand",
+    "Bosnia & Herzegovina",
+    "Croatia",
+    "Czechia"
+  ],
+  "headline": {
+    "measured_creators": 170551,
+    "weighted_contact_pct": 6.7,
+    "most_deal_ready": {
+      "nation": "England (GB)",
+      "contact_pct": 15.4
+    },
+    "least_deal_ready": {
+      "nation": "Ecuador",
+      "contact_pct": 1.1
+    },
+    "contact_spread_x": 14,
+    "total_bookable_micro": 5474,
+    "most_bookable": {
+      "nation": "United States",
+      "bookable_micro": 1192
+    }
+  },
+  "nations": [
+    {
+      "nation": "England (GB)",
+      "code": "gb",
+      "confederation": "UEFA",
+      "creators": 13717,
+      "verified_pct": 4.3,
+      "contact_pct": 15.4,
+      "reach_100k_pct": 23.3,
+      "reach_1m_pct": 2.3,
+      "median_followers": 34179,
+      "micro_pct": 63.7,
+      "english_pct": 58,
+      "bookable_micro": 1024
+    },
+    {
+      "nation": "South Africa",
+      "code": "za",
+      "confederation": "CAF",
+      "creators": 2028,
+      "verified_pct": 3.6,
+      "contact_pct": 11.8,
+      "reach_100k_pct": 26.5,
+      "reach_1m_pct": 2.5,
+      "median_followers": 39664,
+      "micro_pct": 64.2,
+      "english_pct": 59.3,
+      "bookable_micro": 100
+    },
+    {
+      "nation": "Canada",
+      "code": "ca",
+      "confederation": "Host",
+      "creators": 11779,
+      "verified_pct": 2.8,
+      "contact_pct": 11.6,
+      "reach_100k_pct": 20.1,
+      "reach_1m_pct": 1.7,
+      "median_followers": 29286,
+      "micro_pct": 64.1,
+      "english_pct": 57,
+      "bookable_micro": 766
+    },
+    {
+      "nation": "Norway",
+      "code": "no",
+      "confederation": "UEFA",
+      "creators": 742,
+      "verified_pct": 3,
+      "contact_pct": 11.5,
+      "reach_100k_pct": 21.2,
+      "reach_1m_pct": 1.2,
+      "median_followers": 27500,
+      "micro_pct": 62.1,
+      "english_pct": 22.5,
+      "bookable_micro": 36
+    },
+    {
+      "nation": "Netherlands",
+      "code": "nl",
+      "confederation": "UEFA",
+      "creators": 1960,
+      "verified_pct": 4,
+      "contact_pct": 10.7,
+      "reach_100k_pct": 18.6,
+      "reach_1m_pct": 1.5,
+      "median_followers": 28600,
+      "micro_pct": 66.8,
+      "english_pct": 25.4,
+      "bookable_micro": 128
+    },
+    {
+      "nation": "United States",
+      "code": "us",
+      "confederation": "Host",
+      "creators": 22636,
+      "verified_pct": 2.9,
+      "contact_pct": 9.7,
+      "reach_100k_pct": 22.5,
+      "reach_1m_pct": 1.9,
+      "median_followers": 33338,
+      "micro_pct": 63.8,
+      "english_pct": 52.6,
+      "bookable_micro": 1192
+    },
+    {
+      "nation": "Switzerland",
+      "code": "ch",
+      "confederation": "UEFA",
+      "creators": 1101,
+      "verified_pct": 3.1,
+      "contact_pct": 9.3,
+      "reach_100k_pct": 22.1,
+      "reach_1m_pct": 2.5,
+      "median_followers": 29000,
+      "micro_pct": 65.2,
+      "english_pct": 16.1,
+      "bookable_micro": 41
+    },
+    {
+      "nation": "Belgium",
+      "code": "be",
+      "confederation": "UEFA",
+      "creators": 1014,
+      "verified_pct": 2.7,
+      "contact_pct": 8.8,
+      "reach_100k_pct": 22.1,
+      "reach_1m_pct": 1.6,
+      "median_followers": 31550,
+      "micro_pct": 65.1,
+      "english_pct": 15.3,
+      "bookable_micro": 41
+    },
+    {
+      "nation": "France",
+      "code": "fr",
+      "confederation": "UEFA",
+      "creators": 7061,
+      "verified_pct": 4,
+      "contact_pct": 8.8,
+      "reach_100k_pct": 24.4,
+      "reach_1m_pct": 2.2,
+      "median_followers": 33603,
+      "micro_pct": 65.1,
+      "english_pct": 11.2,
+      "bookable_micro": 279
+    },
+    {
+      "nation": "Australia",
+      "code": "au",
+      "confederation": "AFC",
+      "creators": 6023,
+      "verified_pct": 4.5,
+      "contact_pct": 8.2,
+      "reach_100k_pct": 20.5,
+      "reach_1m_pct": 1.8,
+      "median_followers": 29344,
+      "micro_pct": 63.6,
+      "english_pct": 58.1,
+      "bookable_micro": 266
+    },
+    {
+      "nation": "Sweden",
+      "code": "se",
+      "confederation": "UEFA",
+      "creators": 895,
+      "verified_pct": 5.8,
+      "contact_pct": 8,
+      "reach_100k_pct": 23.8,
+      "reach_1m_pct": 2,
+      "median_followers": 31400,
+      "micro_pct": 61.6,
+      "english_pct": 27.3,
+      "bookable_micro": 35
+    },
+    {
+      "nation": "Spain",
+      "code": "es",
+      "confederation": "UEFA",
+      "creators": 6670,
+      "verified_pct": 2.7,
+      "contact_pct": 7.5,
+      "reach_100k_pct": 22.3,
+      "reach_1m_pct": 2.4,
+      "median_followers": 31722,
+      "micro_pct": 64,
+      "english_pct": 10.9,
+      "bookable_micro": 194
+    },
+    {
+      "nation": "Germany",
+      "code": "de",
+      "confederation": "UEFA",
+      "creators": 6939,
+      "verified_pct": 3.6,
+      "contact_pct": 6.9,
+      "reach_100k_pct": 21.9,
+      "reach_1m_pct": 2.2,
+      "median_followers": 32116,
+      "micro_pct": 66.8,
+      "english_pct": 14.7,
+      "bookable_micro": 219
+    },
+    {
+      "nation": "Korea Republic",
+      "code": "kr",
+      "confederation": "AFC",
+      "creators": 4774,
+      "verified_pct": 3.6,
+      "contact_pct": 6.3,
+      "reach_100k_pct": 26.1,
+      "reach_1m_pct": 3.4,
+      "median_followers": 39027,
+      "micro_pct": 64,
+      "english_pct": 24.1,
+      "bookable_micro": 107
+    },
+    {
+      "nation": "Morocco",
+      "code": "ma",
+      "confederation": "CAF",
+      "creators": 4050,
+      "verified_pct": 1.7,
+      "contact_pct": 5.6,
+      "reach_100k_pct": 24.3,
+      "reach_1m_pct": 2.1,
+      "median_followers": 37104,
+      "micro_pct": 64.5,
+      "english_pct": 14.5,
+      "bookable_micro": 96
+    },
+    {
+      "nation": "Portugal",
+      "code": "pt",
+      "confederation": "UEFA",
+      "creators": 2395,
+      "verified_pct": 2.3,
+      "contact_pct": 5,
+      "reach_100k_pct": 16.2,
+      "reach_1m_pct": 1.1,
+      "median_followers": 27462,
+      "micro_pct": 68.9,
+      "english_pct": 15.4,
+      "bookable_micro": 55
+    },
+    {
+      "nation": "Austria",
+      "code": "at",
+      "confederation": "UEFA",
+      "creators": 971,
+      "verified_pct": 3.4,
+      "contact_pct": 3.9,
+      "reach_100k_pct": 18.8,
+      "reach_1m_pct": 1.1,
+      "median_followers": 29000,
+      "micro_pct": 68.7,
+      "english_pct": 12.8,
+      "bookable_micro": 18
+    },
+    {
+      "nation": "Mexico",
+      "code": "mx",
+      "confederation": "Host",
+      "creators": 25173,
+      "verified_pct": 1.7,
+      "contact_pct": 3.7,
+      "reach_100k_pct": 20.7,
+      "reach_1m_pct": 2,
+      "median_followers": 31113,
+      "micro_pct": 65.8,
+      "english_pct": 16.8,
+      "bookable_micro": 437
+    },
+    {
+      "nation": "Japan",
+      "code": "jp",
+      "confederation": "AFC",
+      "creators": 3756,
+      "verified_pct": 3.9,
+      "contact_pct": 3.6,
+      "reach_100k_pct": 25.7,
+      "reach_1m_pct": 2.3,
+      "median_followers": 37595,
+      "micro_pct": 64.3,
+      "english_pct": 23.8,
+      "bookable_micro": 63
+    },
+    {
+      "nation": "Brazil",
+      "code": "br",
+      "confederation": "CONMEBOL",
+      "creators": 15541,
+      "verified_pct": 2.5,
+      "contact_pct": 3,
+      "reach_100k_pct": 24.6,
+      "reach_1m_pct": 2.5,
+      "median_followers": 37000,
+      "micro_pct": 65.1,
+      "english_pct": 8.1,
+      "bookable_micro": 141
+    },
+    {
+      "nation": "Colombia",
+      "code": "co",
+      "confederation": "CONMEBOL",
+      "creators": 7931,
+      "verified_pct": 2.3,
+      "contact_pct": 2.7,
+      "reach_100k_pct": 27.5,
+      "reach_1m_pct": 3.2,
+      "median_followers": 41181,
+      "micro_pct": 61.2,
+      "english_pct": 10.1,
+      "bookable_micro": 69
+    },
+    {
+      "nation": "Türkiye",
+      "code": "tr",
+      "confederation": "UEFA",
+      "creators": 4645,
+      "verified_pct": 3.2,
+      "contact_pct": 2.6,
+      "reach_100k_pct": 18.8,
+      "reach_1m_pct": 1.4,
+      "median_followers": 26164,
+      "micro_pct": 67.8,
+      "english_pct": 9.3,
+      "bookable_micro": 52
+    },
+    {
+      "nation": "Egypt",
+      "code": "eg",
+      "confederation": "CAF",
+      "creators": 1843,
+      "verified_pct": 4.6,
+      "contact_pct": 2.4,
+      "reach_100k_pct": 30.4,
+      "reach_1m_pct": 4,
+      "median_followers": 42200,
+      "micro_pct": 56.7,
+      "english_pct": 38.4,
+      "bookable_micro": 13
+    },
+    {
+      "nation": "Saudi Arabia",
+      "code": "sa",
+      "confederation": "AFC",
+      "creators": 3278,
+      "verified_pct": 3.1,
+      "contact_pct": 2.3,
+      "reach_100k_pct": 30,
+      "reach_1m_pct": 2.8,
+      "median_followers": 45435,
+      "micro_pct": 58.3,
+      "english_pct": 26,
+      "bookable_micro": 23
+    },
+    {
+      "nation": "Argentina",
+      "code": "ar",
+      "confederation": "CONMEBOL",
+      "creators": 8375,
+      "verified_pct": 1.9,
+      "contact_pct": 1.8,
+      "reach_100k_pct": 22,
+      "reach_1m_pct": 2.1,
+      "median_followers": 33848,
+      "micro_pct": 66.2,
+      "english_pct": 5.8,
+      "bookable_micro": 57
+    },
+    {
+      "nation": "Ecuador",
+      "code": "ec",
+      "confederation": "CONMEBOL",
+      "creators": 5254,
+      "verified_pct": 1.3,
+      "contact_pct": 1.1,
+      "reach_100k_pct": 26.3,
+      "reach_1m_pct": 2,
+      "median_followers": 40677,
+      "micro_pct": 64.6,
+      "english_pct": 5.8,
+      "bookable_micro": 22
+    }
+  ]
+}