Add script to extract all country links and update country-data-links.json with all 142 countries

country-data-links.json

@@ -3,294 +3,724 @@
     "Africa": [
       {
         "country": "Algeria",
-        "emoji": "🇩🇿",
+        "emoji": "\ud83c\udde9\ud83c\uddff",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Algeria.json"
       },
-      {
-        "country": "Angola",
-        "emoji": "🇦🇴",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Angola.json"
-      },
       {
         "country": "Benin",
-        "emoji": "🇧🇯",
+        "emoji": "\ud83c\udde7\ud83c\uddef",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Benin.json"
       },
       {
         "country": "Botswana",
-        "emoji": "🇧🇼",
+        "emoji": "\ud83c\udde7\ud83c\uddfc",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Botswana.json"
       },
-      {
-        "country": "Burkina Faso",
-        "emoji": "🇧🇫",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Burkina%20Faso.json"
-      },
       {
         "country": "Burundi",
-        "emoji": "🇧🇮",
+        "emoji": "\ud83c\udde7\ud83c\uddee",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Burundi.json"
       },
       {
         "country": "Cabo Verde",
-        "emoji": "🇨🇻",
+        "emoji": "\ud83c\udde8\ud83c\uddfb",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Cabo%20Verde.json"
       },
-      {
-        "country": "Cameroon",
-        "emoji": "🇨🇲",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Cameroon.json"
-      },
       {
         "country": "Central African Republic",
-        "emoji": "🇨🇫",
+        "emoji": "\ud83c\udde8\ud83c\uddeb",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Central%20African%20Republic.json"
       },
       {
         "country": "Chad",
-        "emoji": "🇹🇩",
+        "emoji": "\ud83c\uddf9\ud83c\udde9",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Chad.json"
       },
-      {
-        "country": "Comoros",
-        "emoji": "🇰🇲",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Comoros.json"
-      },
       {
         "country": "Congo, Dem. Rep.",
-        "emoji": "🇨🇩",
+        "emoji": "\ud83c\udde8\ud83c\udde9",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Congo,%20Dem.%20Rep.json"
       },
       {
         "country": "Congo, Rep.",
-        "emoji": "🇨🇬",
+        "emoji": "\ud83c\udde8\ud83c\uddec",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Congo,%20Rep.json"
       },
-      {
-        "country": "Cote d'Ivoire",
-        "emoji": "🇨🇮",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Cote%20d'Ivoire.json"
-      },
       {
         "country": "Djibouti",
-        "emoji": "🇩🇯",
+        "emoji": "\ud83c\udde9\ud83c\uddef",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Djibouti.json"
       },
       {
         "country": "Egypt",
-        "emoji": "🇪🇬",
+        "emoji": "\ud83c\uddea\ud83c\uddec",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Egypt.json"
       },
-      {
-        "country": "Equatorial Guinea",
-        "emoji": "🇬🇶",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Equatorial%20Guinea.json"
-      },
       {
         "country": "Eritrea",
-        "emoji": "🇪🇷",
+        "emoji": "\ud83c\uddea\ud83c\uddf7",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Eritrea.json"
       },
       {
         "country": "Eswatini",
-        "emoji": "🇸🇿",
+        "emoji": "\ud83c\uddf8\ud83c\uddff",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Eswatini.json"
       },
-      {
-        "country": "Ethiopia",
-        "emoji": "🇪🇹",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Ethiopia.json"
-      },
       {
         "country": "Gabon",
-        "emoji": "🇬🇦",
+        "emoji": "\ud83c\uddec\ud83c\udde6",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Gabon.json"
+      },
+      {
+        "country": "Gambia",
+        "emoji": "\ud83c\uddec\ud83c\uddf2",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Gambia.json"
+      },
+      {
+        "country": "Guinea",
+        "emoji": "\ud83c\uddec\ud83c\uddf3",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Guinea.json"
+      },
+      {
+        "country": "Guinea-Bissau",
+        "emoji": "",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Guinea-Bissau.json"
+      },
+      {
+        "country": "Lesotho",
+        "emoji": "\ud83c\uddf1\ud83c\uddf8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Lesotho.json"
+      },
+      {
+        "country": "Liberia",
+        "emoji": "\ud83c\uddf1\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Liberia.json"
+      },
+      {
+        "country": "Madagascar",
+        "emoji": "\ud83c\uddf2\ud83c\uddec",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Madagascar.json"
+      },
+      {
+        "country": "Malawi",
+        "emoji": "\ud83c\uddf2\ud83c\uddfc",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Malawi.json"
+      },
+      {
+        "country": "Mauritania",
+        "emoji": "\ud83c\uddf2\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Mauritania.json"
+      },
+      {
+        "country": "Mauritius",
+        "emoji": "\ud83c\uddf2\ud83c\uddfa",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Mauritius.json"
+      },
+      {
+        "country": "Mozambique",
+        "emoji": "\ud83c\uddf2\ud83c\uddff",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Mozambique.json"
+      },
+      {
+        "country": "Namibia",
+        "emoji": "\ud83c\uddf3\ud83c\udde6",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Namibia.json"
+      },
+      {
+        "country": "Nigeria",
+        "emoji": "\ud83c\uddf3\ud83c\uddec",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Nigeria.json"
+      },
+      {
+        "country": "Rwanda",
+        "emoji": "\ud83c\uddf7\ud83c\uddfc",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Rwanda.json"
+      },
+      {
+        "country": "Senegal",
+        "emoji": "\ud83c\uddf8\ud83c\uddf3",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Senegal.json"
+      },
+      {
+        "country": "Seychelles",
+        "emoji": "\ud83c\uddf8\ud83c\udde8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Seychelles.json"
+      },
+      {
+        "country": "Somalia",
+        "emoji": "\ud83c\uddf8\ud83c\uddf4",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Somalia.json"
+      },
+      {
+        "country": "South Africa",
+        "emoji": "\ud83c\uddff\ud83c\udde6",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/South%20Africa.json"
+      },
+      {
+        "country": "Sudan",
+        "emoji": "\ud83c\uddf8\ud83c\udde9",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Sudan.json"
+      },
+      {
+        "country": "Tanzania",
+        "emoji": "\ud83c\uddf9\ud83c\uddff",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Tanzania.json"
+      },
+      {
+        "country": "Tunisia",
+        "emoji": "\ud83c\uddf9\ud83c\uddf3",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Tunisia.json"
+      },
+      {
+        "country": "Uganda",
+        "emoji": "\ud83c\uddfa\ud83c\uddec",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Uganda.json"
+      },
+      {
+        "country": "Zimbabwe",
+        "emoji": "\ud83c\uddff\ud83c\uddfc",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Zimbabwe.json"
       }
     ],
     "Asia": [
       {
         "country": "Afghanistan",
-        "emoji": "🇦🇫",
+        "emoji": "\ud83c\udde6\ud83c\uddeb",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Afghanistan.json"
       },
-      {
-        "country": "Armenia",
-        "emoji": "🇦🇲",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Armenia.json"
-      },
       {
         "country": "Azerbaijan",
-        "emoji": "🇦🇿",
+        "emoji": "\ud83c\udde6\ud83c\uddff",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Azerbaijan.json"
       },
       {
         "country": "Bahrain",
-        "emoji": "🇧🇭",
+        "emoji": "\ud83c\udde7\ud83c\udded",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Bahrain.json"
       },
-      {
-        "country": "Bangladesh",
-        "emoji": "🇧🇩",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Bangladesh.json"
-      },
       {
         "country": "Bhutan",
-        "emoji": "🇧🇹",
+        "emoji": "\ud83c\udde7\ud83c\uddf9",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Bhutan.json"
       },
       {
         "country": "Brunei Darussalam",
-        "emoji": "🇧🇳",
+        "emoji": "\ud83c\udde7\ud83c\uddf3",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Brunei%20Darussalam.json"
       },
-      {
-        "country": "Cambodia",
-        "emoji": "🇰🇭",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Cambodia.json"
-      },
       {
         "country": "China",
-        "emoji": "🇨🇳",
+        "emoji": "\ud83c\udde8\ud83c\uddf3",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/China.json"
       },
       {
         "country": "Cyprus",
-        "emoji": "🇨🇾",
+        "emoji": "\ud83c\udde8\ud83c\uddfe",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Cyprus.json"
       },
-      {
-        "country": "Georgia",
-        "emoji": "🇬🇪",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Georgia.json"
-      },
       {
         "country": "Hong Kong SAR, China",
-        "emoji": "🇭🇰",
+        "emoji": "\ud83c\udded\ud83c\uddf0",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Hong%20Kong%20SAR,%20China.json"
       },
       {
         "country": "India",
-        "emoji": "🇮🇳",
+        "emoji": "\ud83c\uddee\ud83c\uddf3",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/India.json"
       },
-      {
-        "country": "Indonesia",
-        "emoji": "🇮🇩",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Indonesia.json"
-      },
       {
         "country": "Iran",
-        "emoji": "🇮🇷",
+        "emoji": "\ud83c\uddee\ud83c\uddf7",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Iran.json"
       },
       {
         "country": "Iraq",
-        "emoji": "🇮🇶",
+        "emoji": "\ud83c\uddee\ud83c\uddf6",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Iraq.json"
       },
-      {
-        "country": "Israel",
-        "emoji": "🇮🇱",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Israel.json"
-      },
       {
         "country": "Japan",
-        "emoji": "🇯🇵",
+        "emoji": "\ud83c\uddef\ud83c\uddf5",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Japan.json"
       },
       {
         "country": "Jordan",
-        "emoji": "🇯🇴",
+        "emoji": "\ud83c\uddef\ud83c\uddf4",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Jordan.json"
       },
       {
-        "country": "Kazakhstan",
-        "emoji": "🇰🇿",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Kazakhstan.json"
+        "country": "Korea, Dem. People's Rep.",
+        "emoji": "\ud83c\uddf0\ud83c\uddf5",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Korea,%20Dem.%20People's%20Rep.json"
+      },
+      {
+        "country": "Korea, Rep.",
+        "emoji": "\ud83c\uddf0\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Korea,%20Rep.json"
+      },
+      {
+        "country": "Kyrgyz Republic",
+        "emoji": "\ud83c\uddf0\ud83c\uddec",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Kyrgyz%20Republic.json"
+      },
+      {
+        "country": "Lao PDR",
+        "emoji": "\ud83c\uddf1\ud83c\udde6",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Lao%20PDR.json"
+      },
+      {
+        "country": "Macao SAR, China",
+        "emoji": "\ud83c\uddf2\ud83c\uddf4",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Macao%20SAR,%20China.json"
+      },
+      {
+        "country": "Malaysia",
+        "emoji": "\ud83c\uddf2\ud83c\uddfe",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Malaysia.json"
+      },
+      {
+        "country": "Mongolia",
+        "emoji": "\ud83c\uddf2\ud83c\uddf3",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Mongolia.json"
+      },
+      {
+        "country": "Myanmar",
+        "emoji": "\ud83c\uddf2\ud83c\uddf2",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Myanmar.json"
+      },
+      {
+        "country": "Oman",
+        "emoji": "\ud83c\uddf4\ud83c\uddf2",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Oman.json"
+      },
+      {
+        "country": "Pakistan",
+        "emoji": "\ud83c\uddf5\ud83c\uddf0",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Pakistan.json"
+      },
+      {
+        "country": "Qatar",
+        "emoji": "\ud83c\uddf6\ud83c\udde6",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Qatar.json"
+      },
+      {
+        "country": "Saudi Arabia",
+        "emoji": "\ud83c\uddf8\ud83c\udde6",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Saudi%20Arabia.json"
+      },
+      {
+        "country": "Sri Lanka",
+        "emoji": "\ud83c\uddf1\ud83c\uddf0",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Sri%20Lanka.json"
+      },
+      {
+        "country": "Syrian Arab Republic",
+        "emoji": "\ud83c\uddf8\ud83c\uddfe",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Syrian%20Arab%20Republic.json"
+      },
+      {
+        "country": "Thailand",
+        "emoji": "\ud83c\uddf9\ud83c\udded",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Thailand.json"
+      },
+      {
+        "country": "Timor-Leste",
+        "emoji": "",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Timor-Leste.json"
+      },
+      {
+        "country": "Turkmenistan",
+        "emoji": "\ud83c\uddf9\ud83c\uddf2",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Turkmenistan.json"
+      },
+      {
+        "country": "United Arab Emirates",
+        "emoji": "\ud83c\udde6\ud83c\uddea",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/United%20Arab%20Emirates.json"
+      },
+      {
+        "country": "Vietnam",
+        "emoji": "\ud83c\uddfb\ud83c\uddf3",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/Vietnam.json"
+      },
+      {
+        "country": "West Bank and Gaza",
+        "emoji": "\ud83c\uddf5\ud83c\uddf8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Asia/West%20Bank%20and%20Gaza.json"
       }
     ],
     "Europe": [
       {
         "country": "Albania",
-        "emoji": "🇦🇱",
+        "emoji": "\ud83c\udde6\ud83c\uddf1",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Albania.json"
       },
-      {
-        "country": "Andorra",
-        "emoji": "🇦🇩",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Andorra.json"
-      },
       {
         "country": "Austria",
-        "emoji": "🇦🇹",
+        "emoji": "\ud83c\udde6\ud83c\uddf9",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Austria.json"
+      },
+      {
+        "country": "Belarus",
+        "emoji": "\ud83c\udde7\ud83c\uddfe",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Belarus.json"
+      },
+      {
+        "country": "Bosnia and Herzegovina",
+        "emoji": "\ud83c\udde7\ud83c\udde6",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Bosnia%20and%20Herzegovina.json"
+      },
+      {
+        "country": "Bulgaria",
+        "emoji": "\ud83c\udde7\ud83c\uddec",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Bulgaria.json"
+      },
+      {
+        "country": "Croatia",
+        "emoji": "\ud83c\udded\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Croatia.json"
+      },
+      {
+        "country": "Czechia",
+        "emoji": "\ud83c\udde8\ud83c\uddff",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Czechia.json"
+      },
+      {
+        "country": "Estonia",
+        "emoji": "\ud83c\uddea\ud83c\uddea",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Estonia.json"
+      },
+      {
+        "country": "Faroe Islands",
+        "emoji": "\ud83c\uddeb\ud83c\uddf4",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Faroe%20Islands.json"
+      },
+      {
+        "country": "France",
+        "emoji": "\ud83c\uddeb\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/France.json"
+      },
+      {
+        "country": "Germany",
+        "emoji": "\ud83c\udde9\ud83c\uddea",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Germany.json"
+      },
+      {
+        "country": "Greece",
+        "emoji": "\ud83c\uddec\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Greece.json"
+      },
+      {
+        "country": "Greenland",
+        "emoji": "\ud83c\uddec\ud83c\uddf1",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Greenland.json"
+      },
+      {
+        "country": "Iceland",
+        "emoji": "\ud83c\uddee\ud83c\uddf8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Iceland.json"
+      },
+      {
+        "country": "Ireland",
+        "emoji": "\ud83c\uddee\ud83c\uddea",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Ireland.json"
+      },
+      {
+        "country": "Italy",
+        "emoji": "\ud83c\uddee\ud83c\uddf9",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Italy.json"
+      },
+      {
+        "country": "Kosovo",
+        "emoji": "\ud83c\uddfd\ud83c\uddf0",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Kosovo.json"
+      },
+      {
+        "country": "Liechtenstein",
+        "emoji": "\ud83c\uddf1\ud83c\uddee",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Liechtenstein.json"
+      },
+      {
+        "country": "Lithuania",
+        "emoji": "\ud83c\uddf1\ud83c\uddf9",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Lithuania.json"
+      },
+      {
+        "country": "Malta",
+        "emoji": "\ud83c\uddf2\ud83c\uddf9",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Malta.json"
+      },
+      {
+        "country": "Moldova",
+        "emoji": "\ud83c\uddf2\ud83c\udde9",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Moldova.json"
+      },
+      {
+        "country": "Montenegro",
+        "emoji": "\ud83c\uddf2\ud83c\uddea",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Montenegro.json"
+      },
+      {
+        "country": "Netherlands",
+        "emoji": "\ud83c\uddf3\ud83c\uddf1",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Netherlands.json"
+      },
+      {
+        "country": "Norway",
+        "emoji": "\ud83c\uddf3\ud83c\uddf4",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Norway.json"
+      },
+      {
+        "country": "Poland",
+        "emoji": "\ud83c\uddf5\ud83c\uddf1",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Poland.json"
+      },
+      {
+        "country": "Romania",
+        "emoji": "\ud83c\uddf7\ud83c\uddf4",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Romania.json"
+      },
+      {
+        "country": "Russian Federation",
+        "emoji": "\ud83c\uddf7\ud83c\uddfa",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Russian%20Federation.json"
+      },
+      {
+        "country": "Serbia",
+        "emoji": "\ud83c\uddf7\ud83c\uddf8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Serbia.json"
+      },
+      {
+        "country": "Slovak Republic",
+        "emoji": "\ud83c\uddf8\ud83c\uddf0",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Slovak%20Republic.json"
+      },
+      {
+        "country": "Spain",
+        "emoji": "\ud83c\uddea\ud83c\uddf8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Spain.json"
+      },
+      {
+        "country": "Sweden",
+        "emoji": "\ud83c\uddf8\ud83c\uddea",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Sweden.json"
+      },
+      {
+        "country": "Ukraine",
+        "emoji": "\ud83c\uddfa\ud83c\udde6",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/Ukraine.json"
+      },
+      {
+        "country": "United Kingdom",
+        "emoji": "\ud83c\uddec\ud83c\udde7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Europe/United%20Kingdom.json"
       }
     ],
     "North America": [
       {
-        "country": "United States",
-        "emoji": "🇺🇸",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/United%20States.json"
+        "country": "Antigua and Barbuda",
+        "emoji": "\ud83c\udde6\ud83c\uddec",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Antigua%20and%20Barbuda.json"
+      },
+      {
+        "country": "Bahamas",
+        "emoji": "\ud83c\udde7\ud83c\uddf8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Bahamas.json"
+      },
+      {
+        "country": "Barbados",
+        "emoji": "\ud83c\udde7\ud83c\udde7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Barbados.json"
+      },
+      {
+        "country": "Bermuda",
+        "emoji": "\ud83c\udde7\ud83c\uddf2",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Bermuda.json"
+      },
+      {
+        "country": "British Virgin Islands",
+        "emoji": "\ud83c\uddfb\ud83c\uddec",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/British%20Virgin%20Islands.json"
       },
       {
-        "country": "Canada",
-        "emoji": "🇨🇦",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Canada.json"
+        "country": "Cayman Islands",
+        "emoji": "\ud83c\uddf0\ud83c\uddfe",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Cayman%20Islands.json"
+      },
+      {
+        "country": "Costa Rica",
+        "emoji": "\ud83c\udde8\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Costa%20Rica.json"
+      },
+      {
+        "country": "Curacao",
+        "emoji": "\ud83c\udde8\ud83c\uddfc",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Curacao.json"
+      },
+      {
+        "country": "Dominica",
+        "emoji": "\ud83c\udde9\ud83c\uddf2",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Dominica.json"
+      },
+      {
+        "country": "El Salvador",
+        "emoji": "\ud83c\uddf8\ud83c\uddfb",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/El%20Salvador.json"
+      },
+      {
+        "country": "Grenada",
+        "emoji": "\ud83c\uddec\ud83c\udde9",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Grenada.json"
+      },
+      {
+        "country": "Haiti",
+        "emoji": "\ud83c\udded\ud83c\uddf9",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Haiti.json"
+      },
+      {
+        "country": "Honduras",
+        "emoji": "\ud83c\udded\ud83c\uddf3",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Honduras.json"
       },
       {
         "country": "Mexico",
-        "emoji": "🇲🇽",
+        "emoji": "\ud83c\uddf2\ud83c\uddfd",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Mexico.json"
+      },
+      {
+        "country": "Nicaragua",
+        "emoji": "\ud83c\uddf3\ud83c\uddee",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Nicaragua.json"
+      },
+      {
+        "country": "Puerto Rico",
+        "emoji": "\ud83c\uddf5\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Puerto%20Rico.json"
+      },
+      {
+        "country": "St. Kitts and Nevis",
+        "emoji": "\ud83c\uddf0\ud83c\uddf3",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/St.%20Kitts%20and%20Nevis.json"
+      },
+      {
+        "country": "St. Vincent and the Grenadines",
+        "emoji": "\ud83c\uddfb\ud83c\udde8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/St.%20Vincent%20and%20the%20Grenadines.json"
+      },
+      {
+        "country": "Turks and Caicos Islands",
+        "emoji": "\ud83c\uddf9\ud83c\udde8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/North%20America/Turks%20and%20Caicos%20Islands.json"
       }
     ],
     "South America": [
       {
         "country": "Argentina",
-        "emoji": "🇦🇷",
+        "emoji": "\ud83c\udde6\ud83c\uddf7",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Argentina.json"
       },
-      {
-        "country": "Bolivia",
-        "emoji": "🇧🇴",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Bolivia.json"
-      },
       {
         "country": "Brazil",
-        "emoji": "🇧🇷",
+        "emoji": "\ud83c\udde7\ud83c\uddf7",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Brazil.json"
       },
       {
         "country": "Chile",
-        "emoji": "🇨🇱",
+        "emoji": "\ud83c\udde8\ud83c\uddf1",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Chile.json"
       },
-      {
-        "country": "Colombia",
-        "emoji": "🇨🇴",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Colombia.json"
-      },
       {
         "country": "Ecuador",
-        "emoji": "🇪🇨",
+        "emoji": "\ud83c\uddea\ud83c\udde8",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Ecuador.json"
+      },
+      {
+        "country": "Guyana",
+        "emoji": "\ud83c\uddec\ud83c\uddfe",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Guyana.json"
+      },
+      {
+        "country": "Peru",
+        "emoji": "\ud83c\uddf5\ud83c\uddea",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Peru.json"
+      },
+      {
+        "country": "Suriname",
+        "emoji": "\ud83c\uddf8\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Suriname.json"
+      },
+      {
+        "country": "Venezuela",
+        "emoji": "\ud83c\uddfb\ud83c\uddea",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/South%20America/Venezuela.json"
       }
     ],
     "Oceania": [
       {
-        "country": "Australia",
-        "emoji": "🇦🇺",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Australia.json"
-      },
-      {
-        "country": "New Zealand",
-        "emoji": "🇳🇿",
-        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/New%20Zealand.json"
+        "country": "American Samoa",
+        "emoji": "\ud83c\udde6\ud83c\uddf8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/American%20Samoa.json"
       },
       {
         "country": "Fiji",
-        "emoji": "🇫🇯",
+        "emoji": "\ud83c\uddeb\ud83c\uddef",
         "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Fiji.json"
+      },
+      {
+        "country": "French Polynesia",
+        "emoji": "\ud83c\uddf5\ud83c\uddeb",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/French%20Polynesia.json"
+      },
+      {
+        "country": "Kiribati",
+        "emoji": "\ud83c\uddf0\ud83c\uddee",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Kiribati.json"
+      },
+      {
+        "country": "Marshall Islands",
+        "emoji": "\ud83c\uddf2\ud83c\udded",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Marshall%20Islands.json"
+      },
+      {
+        "country": "Nauru",
+        "emoji": "\ud83c\uddf3\ud83c\uddf7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Nauru.json"
+      },
+      {
+        "country": "New Caledonia",
+        "emoji": "\ud83c\uddf3\ud83c\udde8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/New%20Caledonia.json"
+      },
+      {
+        "country": "Northern Mariana Islands",
+        "emoji": "\ud83c\uddf2\ud83c\uddf5",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Northern%20Mariana%20Islands.json"
+      },
+      {
+        "country": "Palau",
+        "emoji": "\ud83c\uddf5\ud83c\uddfc",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Palau.json"
+      },
+      {
+        "country": "Samoa",
+        "emoji": "\ud83c\uddfc\ud83c\uddf8",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Samoa.json"
+      },
+      {
+        "country": "Solomon Islands",
+        "emoji": "\ud83c\uddf8\ud83c\udde7",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Solomon%20Islands.json"
+      },
+      {
+        "country": "Tuvalu",
+        "emoji": "\ud83c\uddf9\ud83c\uddfb",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Tuvalu.json"
+      },
+      {
+        "country": "Vanuatu",
+        "emoji": "\ud83c\uddfb\ud83c\uddfa",
+        "url": "https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Oceania/Vanuatu.json"
       }
     ]
   }
-}
+}

scripts/extract_country_links.py

@@ -0,0 +1,86 @@
+#!/usr/bin/env python3
+"""
+Script to extract all country links from the README.md file and create a comprehensive
+country-data-links.json file.
+"""
+
+import re
+import json
+import os
+
+# Path to the README.md file
+readme_path = os.path.join(os.path.dirname(os.path.dirname(os.path.abspath(__file__))), "README.md")
+output_path = os.path.join(os.path.dirname(os.path.dirname(os.path.abspath(__file__))), "country-data-links.json")
+
+# Regular expression to match country entries in the README
+# Format: | 🇩🇿 Algeria | [JSON](https://huggingface.co/datasets/danielrosehill/ifvi_valuefactors_deriv/blob/main/data/by-region/continental/Africa/Algeria.json) | ...
+country_pattern = r'\|\s+(?:(\S+)\s+)?([^|]+)\s+\|\s+\[JSON\]\(([^)]+)\)\s+\|'
+
+# Dictionary to store country data by continent
+country_data = {
+    "Africa": [],
+    "Asia": [],
+    "Europe": [],
+    "North America": [],
+    "South America": [],
+    "Oceania": []
+}
+
+current_continent = None
+
+# Read the README.md file
+with open(readme_path, 'r', encoding='utf-8') as f:
+    readme_content = f.read()
+
+# Split the content by lines
+lines = readme_content.split('\n')
+
+# Process each line
+for line in lines:
+    # Check if this is a continent header
+    if "#### 🌍 Africa" in line or "#### 🌏 Asia" in line or "#### 🌍 Europe" in line or \
+       "#### 🌎 North America" in line or "#### 🌏 Oceania" in line or "#### 🌎 South America" in line:
+        if "Africa" in line:
+            current_continent = "Africa"
+        elif "Asia" in line:
+            current_continent = "Asia"
+        elif "Europe" in line:
+            current_continent = "Europe"
+        elif "North America" in line:
+            current_continent = "North America"
+        elif "Oceania" in line:
+            current_continent = "Oceania"
+        elif "South America" in line:
+            current_continent = "South America"
+    
+    # If we're in a continent section, look for country entries
+    if current_continent and "|" in line:
+        # Find all country entries in the line
+        matches = re.findall(country_pattern, line)
+        for match in matches:
+            emoji, country, url = match
+            
+            # Clean up the country name
+            country = country.strip()
+            
+            # Add to the appropriate continent list
+            if current_continent in country_data and country and url:
+                country_data[current_continent].append({
+                    "country": country,
+                    "emoji": emoji.strip() if emoji else "",
+                    "url": url
+                })
+
+# Create the final JSON structure
+final_json = {
+    "country_data": country_data
+}
+
+# Write to the output file
+with open(output_path, 'w', encoding='utf-8') as f:
+    json.dump(final_json, f, indent=2)
+
+print(f"Successfully extracted country links to {output_path}")
+print(f"Total countries extracted: {sum(len(countries) for countries in country_data.values())}")
+for continent, countries in country_data.items():
+    print(f"  {continent}: {len(countries)} countries")