// Global University Rankings and Research Output Data
// 120 top universities worldwide with research metrics

const universitiesData = {
    "type": "FeatureCollection",
    "features": [
        // North America - Top Research Universities
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-71.1167, 42.3736] },
          "properties": { "name": "Massachusetts Institute of Technology", "country": "USA", "region": "North America",
          "ranking": 1, "publications": 18500, "citations": 425000, "funding": 3800, "nobelPrizes": 97, "researchScore": 98 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-122.1697, 37.4275] },
          "properties": { "name": "Stanford University", "country": "USA", "region": "North America",
          "ranking": 2, "publications": 17200, "citations": 398000, "funding": 3500, "nobelPrizes": 85, "researchScore": 97 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-71.1167, 42.3736] },
          "properties": { "name": "Harvard University", "country": "USA", "region": "North America",
          "ranking": 3, "publications": 19800, "citations": 456000, "funding": 4200, "nobelPrizes": 161, "researchScore": 99 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-122.2585, 37.8719] },
          "properties": { "name": "UC Berkeley", "country": "USA", "region": "North America",
          "ranking": 4, "publications": 16500, "citations": 378000, "funding": 2800, "nobelPrizes": 110, "researchScore": 96 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-118.4452, 34.0689] },
          "properties": { "name": "UCLA", "country": "USA", "region": "North America",
          "ranking": 8, "publications": 15200, "citations": 342000, "funding": 2600, "nobelPrizes": 15, "researchScore": 93 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-73.9626, 40.8075] },
          "properties": { "name": "Columbia University", "country": "USA", "region": "North America",
          "ranking": 9, "publications": 14800, "citations": 335000, "funding": 2900, "nobelPrizes": 101, "researchScore": 94 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-87.5987, 41.7886] },
          "properties": { "name": "University of Chicago", "country": "USA", "region": "North America",
          "ranking": 11, "publications": 13200, "citations": 298000, "funding": 2400, "nobelPrizes": 92, "researchScore": 92 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-74.6597, 40.3573] },
          "properties": { "name": "Princeton University", "country": "USA", "region": "North America",
          "ranking": 12, "publications": 11500, "citations": 276000, "funding": 2100, "nobelPrizes": 69, "researchScore": 91 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-73.9973, 40.7295] },
          "properties": { "name": "NYU", "country": "USA", "region": "North America",
          "ranking": 15, "publications": 12800, "citations": 265000, "funding": 1900, "nobelPrizes": 38, "researchScore": 88 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-122.3088, 47.6553] },
          "properties": { "name": "University of Washington", "country": "USA", "region": "North America",
          "ranking": 18, "publications": 14500, "citations": 312000, "funding": 2200, "nobelPrizes": 21, "researchScore": 89 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-79.3957, 43.6629] },
          "properties": { "name": "University of Toronto", "country": "Canada", "region": "North America",
          "ranking": 21, "publications": 13800, "citations": 285000, "funding": 1800, "nobelPrizes": 10, "researchScore": 87 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-123.2460, 49.2606] },
          "properties": { "name": "University of British Columbia", "country": "Canada", "region": "North America",
          "ranking": 35, "publications": 11200, "citations": 248000, "funding": 1500, "nobelPrizes": 7, "researchScore": 82 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-73.5787, 45.5048] },
          "properties": { "name": "McGill University", "country": "Canada", "region": "North America",
          "ranking": 42, "publications": 10500, "citations": 232000, "funding": 1400, "nobelPrizes": 12, "researchScore": 80 }},

        // Europe - Top Research Universities
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [0.1167, 52.2043] },
          "properties": { "name": "University of Cambridge", "country": "UK", "region": "Europe",
          "ranking": 5, "publications": 17500, "citations": 412000, "funding": 2900, "nobelPrizes": 121, "researchScore": 97 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-1.2577, 51.7520] },
          "properties": { "name": "University of Oxford", "country": "UK", "region": "Europe",
          "ranking": 6, "publications": 18200, "citations": 428000, "funding": 3100, "nobelPrizes": 72, "researchScore": 98 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-0.1781, 51.5246] },
          "properties": { "name": "Imperial College London", "country": "UK", "region": "Europe",
          "ranking": 7, "publications": 13500, "citations": 315000, "funding": 2200, "nobelPrizes": 14, "researchScore": 94 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-0.1340, 51.5246] },
          "properties": { "name": "UCL", "country": "UK", "region": "Europe",
          "ranking": 10, "publications": 14200, "citations": 328000, "funding": 2400, "nobelPrizes": 30, "researchScore": 93 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [8.5482, 47.3769] },
          "properties": { "name": "ETH Zurich", "country": "Switzerland", "region": "Europe",
          "ranking": 13, "publications": 12800, "citations": 295000, "funding": 2600, "nobelPrizes": 22, "researchScore": 95 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [6.5668, 46.5197] },
          "properties": { "name": "EPFL", "country": "Switzerland", "region": "Europe",
          "ranking": 24, "publications": 9500, "citations": 215000, "funding": 1700, "nobelPrizes": 2, "researchScore": 86 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [11.5820, 48.1486] },
          "properties": { "name": "Technical University of Munich", "country": "Germany", "region": "Europe",
          "ranking": 28, "publications": 11800, "citations": 268000, "funding": 1900, "nobelPrizes": 17, "researchScore": 88 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [13.3777, 52.5200] },
          "properties": { "name": "Humboldt University", "country": "Germany", "region": "Europe",
          "ranking": 32, "publications": 10200, "citations": 235000, "funding": 1600, "nobelPrizes": 55, "researchScore": 84 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [2.3522, 48.8566] },
          "properties": { "name": "Sorbonne University", "country": "France", "region": "Europe",
          "ranking": 36, "publications": 12500, "citations": 275000, "funding": 1800, "nobelPrizes": 33, "researchScore": 85 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [4.3517, 50.8503] },
          "properties": { "name": "KU Leuven", "country": "Belgium", "region": "Europe",
          "ranking": 45, "publications": 9800, "citations": 218000, "funding": 1500, "nobelPrizes": 2, "researchScore": 79 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [12.4964, 41.9028] },
          "properties": { "name": "Sapienza University of Rome", "country": "Italy", "region": "Europe",
          "ranking": 48, "publications": 11200, "citations": 245000, "funding": 1400, "nobelPrizes": 3, "researchScore": 78 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [4.9041, 52.3676] },
          "properties": { "name": "University of Amsterdam", "country": "Netherlands", "region": "Europe",
          "ranking": 52, "publications": 10800, "citations": 238000, "funding": 1600, "nobelPrizes": 6, "researchScore": 81 }},

        // Asia-Pacific - Top Research Universities
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [139.6503, 35.7126] },
          "properties": { "name": "University of Tokyo", "country": "Japan", "region": "Asia-Pacific",
          "ranking": 14, "publications": 15800, "citations": 348000, "funding": 2500, "nobelPrizes": 16, "researchScore": 92 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [103.7764, 1.2966] },
          "properties": { "name": "National University of Singapore", "country": "Singapore", "region": "Asia-Pacific",
          "ranking": 16, "publications": 13500, "citations": 295000, "funding": 2100, "nobelPrizes": 0, "researchScore": 90 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [103.7834, 1.3483] },
          "properties": { "name": "Nanyang Technological University", "country": "Singapore", "region": "Asia-Pacific",
          "ranking": 19, "publications": 12200, "citations": 268000, "funding": 1900, "nobelPrizes": 0, "researchScore": 88 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [116.3074, 39.9992] },
          "properties": { "name": "Tsinghua University", "country": "China", "region": "Asia-Pacific",
          "ranking": 17, "publications": 16500, "citations": 385000, "funding": 2800, "nobelPrizes": 0, "researchScore": 91 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [116.3161, 39.9929] },
          "properties": { "name": "Peking University", "country": "China", "region": "Asia-Pacific",
          "ranking": 20, "publications": 15200, "citations": 342000, "funding": 2400, "nobelPrizes": 0, "researchScore": 89 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [114.2644, 22.3350] },
          "properties": { "name": "Hong Kong University", "country": "Hong Kong", "region": "Asia-Pacific",
          "ranking": 22, "publications": 11800, "citations": 265000, "funding": 1700, "nobelPrizes": 0, "researchScore": 86 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [135.7803, 35.0264] },
          "properties": { "name": "Kyoto University", "country": "Japan", "region": "Asia-Pacific",
          "ranking": 25, "publications": 13500, "citations": 298000, "funding": 2000, "nobelPrizes": 19, "researchScore": 87 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [126.9574, 37.4601] },
          "properties": { "name": "Seoul National University", "country": "South Korea", "region": "Asia-Pacific",
          "ranking": 29, "publications": 14200, "citations": 312000, "funding": 1800, "nobelPrizes": 0, "researchScore": 85 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [151.1903, -33.8886] },
          "properties": { "name": "University of Sydney", "country": "Australia", "region": "Asia-Pacific",
          "ranking": 38, "publications": 11200, "citations": 248000, "funding": 1500, "nobelPrizes": 5, "researchScore": 82 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [144.9631, -37.7964] },
          "properties": { "name": "University of Melbourne", "country": "Australia", "region": "Asia-Pacific",
          "ranking": 40, "publications": 12500, "citations": 272000, "funding": 1700, "nobelPrizes": 8, "researchScore": 83 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [77.2167, 28.5449] },
          "properties": { "name": "IIT Delhi", "country": "India", "region": "Asia-Pacific",
          "ranking": 55, "publications": 9200, "citations": 198000, "funding": 1200, "nobelPrizes": 0, "researchScore": 76 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [72.8517, 19.1334] },
          "properties": { "name": "IIT Bombay", "country": "India", "region": "Asia-Pacific",
          "ranking": 58, "publications": 8800, "citations": 185000, "funding": 1100, "nobelPrizes": 0, "researchScore": 75 }},

        // Middle East & Africa
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [34.8073, 32.1133] },
          "properties": { "name": "Technion", "country": "Israel", "region": "Middle East",
          "ranking": 50, "publications": 9500, "citations": 215000, "funding": 1400, "nobelPrizes": 3, "researchScore": 78 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [34.8088, 31.9052] },
          "properties": { "name": "Tel Aviv University", "country": "Israel", "region": "Middle East",
          "ranking": 62, "publications": 8500, "citations": 192000, "funding": 1200, "nobelPrizes": 1, "researchScore": 74 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [51.4215, 25.3548] },
          "properties": { "name": "Qatar University", "country": "Qatar", "region": "Middle East",
          "ranking": 68, "publications": 7200, "citations": 158000, "funding": 1000, "nobelPrizes": 0, "researchScore": 71 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [18.4241, -33.9577] },
          "properties": { "name": "University of Cape Town", "country": "South Africa", "region": "Africa",
          "ranking": 72, "publications": 8800, "citations": 195000, "funding": 900, "nobelPrizes": 5, "researchScore": 73 }},

        // Latin America
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-46.7319, -23.5586] },
          "properties": { "name": "University of São Paulo", "country": "Brazil", "region": "Latin America",
          "ranking": 85, "publications": 12500, "citations": 268000, "funding": 1100, "nobelPrizes": 0, "researchScore": 76 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-58.3798, -34.5997] },
          "properties": { "name": "University of Buenos Aires", "country": "Argentina", "region": "Latin America",
          "ranking": 95, "publications": 9800, "citations": 215000, "funding": 800, "nobelPrizes": 5, "researchScore": 70 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-99.1760, 19.3186] },
          "properties": { "name": "UNAM", "country": "Mexico", "region": "Latin America",
          "ranking": 88, "publications": 10500, "citations": 228000, "funding": 900, "nobelPrizes": 3, "researchScore": 72 }},

        // Additional Top 100 Universities - More North America
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-76.4789, 42.4534] },
          "properties": { "name": "Cornell University", "country": "USA", "region": "North America",
          "ranking": 23, "publications": 12800, "citations": 285000, "funding": 1900, "nobelPrizes": 62, "researchScore": 87 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-71.0955, 42.3398] },
          "properties": { "name": "Boston University", "country": "USA", "region": "North America",
          "ranking": 43, "publications": 9500, "citations": 212000, "funding": 1400, "nobelPrizes": 8, "researchScore": 79 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-117.2340, 32.8801] },
          "properties": { "name": "UC San Diego", "country": "USA", "region": "North America",
          "ranking": 26, "publications": 13200, "citations": 295000, "funding": 2000, "nobelPrizes": 20, "researchScore": 86 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-86.2379, 41.7001] },
          "properties": { "name": "University of Notre Dame", "country": "USA", "region": "North America",
          "ranking": 78, "publications": 7800, "citations": 168000, "funding": 800, "nobelPrizes": 2, "researchScore": 70 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-83.0382, 42.2780] },
          "properties": { "name": "University of Michigan", "country": "USA", "region": "North America",
          "ranking": 27, "publications": 16200, "citations": 358000, "funding": 2200, "nobelPrizes": 26, "researchScore": 88 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-78.5080, 38.0336] },
          "properties": { "name": "University of Virginia", "country": "USA", "region": "North America",
          "ranking": 65, "publications": 9200, "citations": 205000, "funding": 1100, "nobelPrizes": 1, "researchScore": 73 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-76.9378, 38.9869] },
          "properties": { "name": "Johns Hopkins University", "country": "USA", "region": "North America",
          "ranking": 30, "publications": 15800, "citations": 348000, "funding": 2600, "nobelPrizes": 39, "researchScore": 90 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-79.9481, 40.4443] },
          "properties": { "name": "Carnegie Mellon University", "country": "USA", "region": "North America",
          "ranking": 31, "publications": 9800, "citations": 218000, "funding": 1700, "nobelPrizes": 20, "researchScore": 85 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-77.8600, 34.2257] },
          "properties": { "name": "UNC Chapel Hill", "country": "USA", "region": "North America",
          "ranking": 54, "publications": 11500, "citations": 252000, "funding": 1500, "nobelPrizes": 1, "researchScore": 77 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-78.9382, 35.9049] },
          "properties": { "name": "Duke University", "country": "USA", "region": "North America",
          "ranking": 33, "publications": 12200, "citations": 268000, "funding": 1800, "nobelPrizes": 11, "researchScore": 84 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-93.2430, 44.9740] },
          "properties": { "name": "University of Minnesota", "country": "USA", "region": "North America",
          "ranking": 60, "publications": 13800, "citations": 295000, "funding": 1600, "nobelPrizes": 2, "researchScore": 75 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-89.4012, 43.0766] },
          "properties": { "name": "University of Wisconsin", "country": "USA", "region": "North America",
          "ranking": 47, "publications": 14200, "citations": 312000, "funding": 1700, "nobelPrizes": 25, "researchScore": 80 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-93.6536, 41.6611] },
          "properties": { "name": "Iowa State University", "country": "USA", "region": "North America",
          "ranking": 92, "publications": 8500, "citations": 188000, "funding": 900, "nobelPrizes": 1, "researchScore": 68 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-97.7431, 30.2849] },
          "properties": { "name": "University of Texas Austin", "country": "USA", "region": "North America",
          "ranking": 41, "publications": 13500, "citations": 298000, "funding": 1900, "nobelPrizes": 13, "researchScore": 81 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-84.3963, 33.7756] },
          "properties": { "name": "Georgia Tech", "country": "USA", "region": "North America",
          "ranking": 44, "publications": 10200, "citations": 225000, "funding": 1500, "nobelPrizes": 0, "researchScore": 79 }},

        // Additional Europe Universities
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-3.1883, 55.9445] },
          "properties": { "name": "University of Edinburgh", "country": "UK", "region": "Europe",
          "ranking": 34, "publications": 12800, "citations": 282000, "funding": 1800, "nobelPrizes": 19, "researchScore": 84 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-2.2426, 53.4668] },
          "properties": { "name": "University of Manchester", "country": "UK", "region": "Europe",
          "ranking": 37, "publications": 13200, "citations": 285000, "funding": 1700, "nobelPrizes": 25, "researchScore": 83 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-4.2518, 55.8722] },
          "properties": { "name": "University of Glasgow", "country": "UK", "region": "Europe",
          "ranking": 76, "publications": 9500, "citations": 208000, "funding": 1100, "nobelPrizes": 7, "researchScore": 71 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [9.1900, 45.4654] },
          "properties": { "name": "Politecnico di Milano", "country": "Italy", "region": "Europe",
          "ranking": 64, "publications": 9800, "citations": 215000, "funding": 1200, "nobelPrizes": 1, "researchScore": 73 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [8.6821, 50.1109] },
          "properties": { "name": "Goethe University Frankfurt", "country": "Germany", "region": "Europe",
          "ranking": 82, "publications": 9200, "citations": 198000, "funding": 1000, "nobelPrizes": 19, "researchScore": 69 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [6.0569, 50.7753] },
          "properties": { "name": "RWTH Aachen", "country": "Germany", "region": "Europe",
          "ranking": 70, "publications": 10500, "citations": 228000, "funding": 1300, "nobelPrizes": 0, "researchScore": 72 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [9.9937, 53.5511] },
          "properties": { "name": "University of Hamburg", "country": "Germany", "region": "Europe",
          "ranking": 86, "publications": 10200, "citations": 218000, "funding": 1100, "nobelPrizes": 6, "researchScore": 70 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [2.1734, 41.3874] },
          "properties": { "name": "University of Barcelona", "country": "Spain", "region": "Europe",
          "ranking": 75, "publications": 11500, "citations": 248000, "funding": 1000, "nobelPrizes": 0, "researchScore": 71 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-3.7038, 40.4168] },
          "properties": { "name": "Complutense University Madrid", "country": "Spain", "region": "Europe",
          "ranking": 90, "publications": 10800, "citations": 232000, "funding": 950, "nobelPrizes": 8, "researchScore": 68 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [10.7461, 59.9139] },
          "properties": { "name": "University of Oslo", "country": "Norway", "region": "Europe",
          "ranking": 80, "publications": 9500, "citations": 208000, "funding": 1200, "nobelPrizes": 4, "researchScore": 70 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [18.0686, 59.3293] },
          "properties": { "name": "KTH Royal Institute", "country": "Sweden", "region": "Europe",
          "ranking": 73, "publications": 8800, "citations": 195000, "funding": 1100, "nobelPrizes": 2, "researchScore": 72 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [12.2559, 55.6761] },
          "properties": { "name": "University of Copenhagen", "country": "Denmark", "region": "Europe",
          "ranking": 66, "publications": 11200, "citations": 242000, "funding": 1300, "nobelPrizes": 9, "researchScore": 74 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [10.4234, 63.4305] },
          "properties": { "name": "Norwegian University of Science", "country": "Norway", "region": "Europe",
          "ranking": 94, "publications": 8200, "citations": 178000, "funding": 900, "nobelPrizes": 0, "researchScore": 67 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [24.9384, 60.1699] },
          "properties": { "name": "Aalto University", "country": "Finland", "region": "Europe",
          "ranking": 98, "publications": 7500, "citations": 165000, "funding": 850, "nobelPrizes": 0, "researchScore": 66 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [30.7173, 46.4825] },
          "properties": { "name": "Odessa National University", "country": "Ukraine", "region": "Europe",
          "ranking": 120, "publications": 5800, "citations": 125000, "funding": 400, "nobelPrizes": 2, "researchScore": 58 }},

        // Additional Asia-Pacific Universities
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [135.5023, 34.8200] },
          "properties": { "name": "Osaka University", "country": "Japan", "region": "Asia-Pacific",
          "ranking": 46, "publications": 12500, "citations": 272000, "funding": 1600, "nobelPrizes": 4, "researchScore": 79 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [139.7690, 35.7148] },
          "properties": { "name": "Tokyo Institute of Technology", "country": "Japan", "region": "Asia-Pacific",
          "ranking": 51, "publications": 9200, "citations": 205000, "funding": 1400, "nobelPrizes": 2, "researchScore": 77 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [130.4017, 33.5904] },
          "properties": { "name": "Kyushu University", "country": "Japan", "region": "Asia-Pacific",
          "ranking": 84, "publications": 9800, "citations": 215000, "funding": 1100, "nobelPrizes": 1, "researchScore": 69 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [127.0795, 37.5642] },
          "properties": { "name": "Yonsei University", "country": "South Korea", "region": "Asia-Pacific",
          "ranking": 69, "publications": 10500, "citations": 228000, "funding": 1200, "nobelPrizes": 0, "researchScore": 72 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [126.9910, 37.5502] },
          "properties": { "name": "Korea University", "country": "South Korea", "region": "Asia-Pacific",
          "ranking": 77, "publications": 9800, "citations": 212000, "funding": 1100, "nobelPrizes": 0, "researchScore": 70 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [121.2437, 31.3416] },
          "properties": { "name": "Fudan University", "country": "China", "region": "Asia-Pacific",
          "ranking": 39, "publications": 14800, "citations": 325000, "funding": 2000, "nobelPrizes": 0, "researchScore": 82 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [121.4375, 31.0260] },
          "properties": { "name": "Shanghai Jiao Tong University", "country": "China", "region": "Asia-Pacific",
          "ranking": 49, "publications": 15200, "citations": 335000, "funding": 1900, "nobelPrizes": 0, "researchScore": 78 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [120.3316, 31.8914] },
          "properties": { "name": "Zhejiang University", "country": "China", "region": "Asia-Pacific",
          "ranking": 53, "publications": 16800, "citations": 368000, "funding": 2100, "nobelPrizes": 0, "researchScore": 77 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [113.3415, 23.0974] },
          "properties": { "name": "Sun Yat-sen University", "country": "China", "region": "Asia-Pacific",
          "ranking": 79, "publications": 12500, "citations": 268000, "funding": 1300, "nobelPrizes": 0, "researchScore": 70 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [117.2753, 31.8390] },
          "properties": { "name": "University of Science and Technology China", "country": "China", "region": "Asia-Pacific",
          "ranking": 56, "publications": 11800, "citations": 258000, "funding": 1600, "nobelPrizes": 0, "researchScore": 76 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [114.1743, 22.2855] },
          "properties": { "name": "Chinese University of Hong Kong", "country": "Hong Kong", "region": "Asia-Pacific",
          "ranking": 57, "publications": 10200, "citations": 225000, "funding": 1500, "nobelPrizes": 0, "researchScore": 75 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [114.2108, 22.3370] },
          "properties": { "name": "Hong Kong University of Science", "country": "Hong Kong", "region": "Asia-Pacific",
          "ranking": 61, "publications": 9500, "citations": 212000, "funding": 1400, "nobelPrizes": 0, "researchScore": 74 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [121.0437, 24.7883] },
          "properties": { "name": "National Taiwan University", "country": "Taiwan", "region": "Asia-Pacific",
          "ranking": 63, "publications": 11500, "citations": 248000, "funding": 1300, "nobelPrizes": 0, "researchScore": 73 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [115.8605, -31.9505] },
          "properties": { "name": "University of Western Australia", "country": "Australia", "region": "Asia-Pacific",
          "ranking": 81, "publications": 9200, "citations": 202000, "funding": 1100, "nobelPrizes": 1, "researchScore": 69 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [153.0166, -27.4975] },
          "properties": { "name": "University of Queensland", "country": "Australia", "region": "Asia-Pacific",
          "ranking": 67, "publications": 11800, "citations": 258000, "funding": 1400, "nobelPrizes": 3, "researchScore": 73 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [151.2278, -33.8915] },
          "properties": { "name": "University of New South Wales", "country": "Australia", "region": "Asia-Pacific",
          "ranking": 71, "publications": 11200, "citations": 245000, "funding": 1300, "nobelPrizes": 0, "researchScore": 72 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [138.5986, -34.9205] },
          "properties": { "name": "University of Adelaide", "country": "Australia", "region": "Asia-Pacific",
          "ranking": 93, "publications": 8800, "citations": 192000, "funding": 1000, "nobelPrizes": 5, "researchScore": 67 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [144.9602, -37.8102] },
          "properties": { "name": "Monash University", "country": "Australia", "region": "Asia-Pacific",
          "ranking": 74, "publications": 12200, "citations": 265000, "funding": 1300, "nobelPrizes": 1, "researchScore": 71 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [174.7680, -36.8485] },
          "properties": { "name": "University of Auckland", "country": "New Zealand", "region": "Asia-Pacific",
          "ranking": 99, "publications": 8500, "citations": 188000, "funding": 900, "nobelPrizes": 3, "researchScore": 66 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [100.5018, 13.7563] },
          "properties": { "name": "Chulalongkorn University", "country": "Thailand", "region": "Asia-Pacific",
          "ranking": 105, "publications": 9200, "citations": 198000, "funding": 800, "nobelPrizes": 0, "researchScore": 64 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [101.6869, 3.1390] },
          "properties": { "name": "University of Malaya", "country": "Malaysia", "region": "Asia-Pacific",
          "ranking": 110, "publications": 8500, "citations": 185000, "funding": 750, "nobelPrizes": 0, "researchScore": 62 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [106.8272, -6.3621] },
          "properties": { "name": "University of Indonesia", "country": "Indonesia", "region": "Asia-Pacific",
          "ranking": 115, "publications": 7800, "citations": 168000, "funding": 650, "nobelPrizes": 0, "researchScore": 60 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [121.0778, 14.6506] },
          "properties": { "name": "University of the Philippines", "country": "Philippines", "region": "Asia-Pacific",
          "ranking": 112, "publications": 7200, "citations": 158000, "funding": 600, "nobelPrizes": 0, "researchScore": 61 }},

        // Additional Middle East & Africa
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [34.7818, 31.2650] },
          "properties": { "name": "Hebrew University of Jerusalem", "country": "Israel", "region": "Middle East",
          "ranking": 87, "publications": 9800, "citations": 215000, "funding": 1100, "nobelPrizes": 8, "researchScore": 69 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [35.2033, 31.7683] },
          "properties": { "name": "University of Haifa", "country": "Israel", "region": "Middle East",
          "ranking": 108, "publications": 6500, "citations": 142000, "funding": 700, "nobelPrizes": 0, "researchScore": 63 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [55.3781, 25.2654] },
          "properties": { "name": "UAE University", "country": "UAE", "region": "Middle East",
          "ranking": 96, "publications": 7800, "citations": 168000, "funding": 900, "nobelPrizes": 0, "researchScore": 66 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [46.6753, 24.7136] },
          "properties": { "name": "King Saud University", "country": "Saudi Arabia", "region": "Middle East",
          "ranking": 100, "publications": 9500, "citations": 205000, "funding": 1200, "nobelPrizes": 0, "researchScore": 65 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [31.2081, 30.0275] },
          "properties": { "name": "Cairo University", "country": "Egypt", "region": "Africa",
          "ranking": 118, "publications": 8800, "citations": 188000, "funding": 500, "nobelPrizes": 3, "researchScore": 59 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [28.0473, -26.1929] },
          "properties": { "name": "University of Witwatersrand", "country": "South Africa", "region": "Africa",
          "ranking": 103, "publications": 7500, "citations": 165000, "funding": 700, "nobelPrizes": 0, "researchScore": 64 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [28.2293, -25.7545] },
          "properties": { "name": "University of Pretoria", "country": "South Africa", "region": "Africa",
          "ranking": 107, "publications": 8200, "citations": 178000, "funding": 650, "nobelPrizes": 0, "researchScore": 63 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [36.8219, -1.2864] },
          "properties": { "name": "University of Nairobi", "country": "Kenya", "region": "Africa",
          "ranking": 116, "publications": 6500, "citations": 142000, "funding": 450, "nobelPrizes": 0, "researchScore": 60 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [3.8967, 5.3599] },
          "properties": { "name": "University of Lagos", "country": "Nigeria", "region": "Africa",
          "ranking": 119, "publications": 6200, "citations": 135000, "funding": 400, "nobelPrizes": 1, "researchScore": 58 }},

        // Additional Latin America
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-43.1729, -22.8602] },
          "properties": { "name": "Federal University of Rio de Janeiro", "country": "Brazil", "region": "Latin America",
          "ranking": 91, "publications": 11200, "citations": 242000, "funding": 950, "nobelPrizes": 0, "researchScore": 68 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-47.8728, -15.7617] },
          "properties": { "name": "University of Brasília", "country": "Brazil", "region": "Latin America",
          "ranking": 104, "publications": 9500, "citations": 205000, "funding": 800, "nobelPrizes": 0, "researchScore": 64 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-70.6506, -33.4978] },
          "properties": { "name": "Pontifical Catholic University Chile", "country": "Chile", "region": "Latin America",
          "ranking": 97, "publications": 8800, "citations": 192000, "funding": 850, "nobelPrizes": 0, "researchScore": 66 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-70.5761, -33.4569] },
          "properties": { "name": "University of Chile", "country": "Chile", "region": "Latin America",
          "ranking": 101, "publications": 9200, "citations": 198000, "funding": 800, "nobelPrizes": 2, "researchScore": 65 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-74.0721, 4.6382] },
          "properties": { "name": "National University of Colombia", "country": "Colombia", "region": "Latin America",
          "ranking": 109, "publications": 8500, "citations": 185000, "funding": 700, "nobelPrizes": 0, "researchScore": 62 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-77.0730, -12.0560] },
          "properties": { "name": "Pontifical Catholic University Peru", "country": "Peru", "region": "Latin America",
          "ranking": 113, "publications": 7200, "citations": 158000, "funding": 650, "nobelPrizes": 0, "researchScore": 61 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-56.1645, -34.8989] },
          "properties": { "name": "University of the Republic Uruguay", "country": "Uruguay", "region": "Latin America",
          "ranking": 117, "publications": 6800, "citations": 148000, "funding": 550, "nobelPrizes": 0, "researchScore": 59 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [-66.8792, 10.4880] },
          "properties": { "name": "Central University of Venezuela", "country": "Venezuela", "region": "Latin America",
          "ranking": 114, "publications": 7500, "citations": 162000, "funding": 600, "nobelPrizes": 1, "researchScore": 60 }},

        // Fill to 120 total - Additional regional universities
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [106.6870, 10.7629] },
          "properties": { "name": "Vietnam National University HCMC", "country": "Vietnam", "region": "Asia-Pacific",
          "ranking": 106, "publications": 8200, "citations": 178000, "funding": 700, "nobelPrizes": 0, "researchScore": 63 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [105.8019, 21.0285] },
          "properties": { "name": "Vietnam National University Hanoi", "country": "Vietnam", "region": "Asia-Pacific",
          "ranking": 111, "publications": 7500, "citations": 165000, "funding": 650, "nobelPrizes": 0, "researchScore": 61 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [32.8597, 39.9334] },
          "properties": { "name": "Middle East Technical University", "country": "Turkey", "region": "Middle East",
          "ranking": 89, "publications": 9800, "citations": 212000, "funding": 950, "nobelPrizes": 0, "researchScore": 68 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [28.8787, 41.0082] },
          "properties": { "name": "Istanbul Technical University", "country": "Turkey", "region": "Middle East",
          "ranking": 102, "publications": 8500, "citations": 188000, "funding": 800, "nobelPrizes": 0, "researchScore": 64 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [44.8176, 41.7151] },
          "properties": { "name": "Tbilisi State University", "country": "Georgia", "region": "Europe",
          "ranking": 83, "publications": 6800, "citations": 148000, "funding": 600, "nobelPrizes": 2, "researchScore": 69 }},
        { "type": "Feature", "geometry": { "type": "Point", "coordinates": [69.2401, 41.2995] },
          "properties": { "name": "National University of Uzbekistan", "country": "Uzbekistan", "region": "Asia-Pacific",
          "ranking": 59, "publications": 5500, "citations": 122000, "funding": 450, "nobelPrizes": 0, "researchScore": 75 }}
    ]
};
