[
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.7,
        "lon": -1.65,
        "name": "Assin Foso"
      },
      {
        "lat": 27.55642,
        "lon": 30.81057,
        "name": "Dayrūţ"
      },
      {
        "lat": 29.14816,
        "lon": 31.12733,
        "name": "Būsh"
      },
      {
        "lat": -3.21799,
        "lon": 40.11692,
        "name": "Malindi"
      },
      {
        "lat": -29.17139,
        "lon": -51.51917,
        "name": "Bento Gonçalves"
      }
    ],
    "question": "Which location is the geographic outlier among: Assin Foso, Dayrūţ, Būsh, Malindi, Bento Gonçalves?",
    "ground_truth": {
      "answer": "Bento Gonçalves",
      "outlier_distance_km": 7619.7,
      "second_furthest_km": 3521.5,
      "clarity_ratio": 2.16,
      "median_distance_km": 3413.0,
      "distances_to_centroid": {
        "Assin Foso": 1264.4,
        "Dayrūţ": 3267.6,
        "Būsh": 3413.0,
        "Malindi": 3521.5,
        "Bento Gonçalves": 7619.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Assin Foso: (5.70°, -1.65°)",
      "  Dayrūţ: (27.56°, 30.81°)",
      "  Būsh: (29.15°, 31.13°)",
      "  Malindi: (-3.22°, 40.12°)",
      "  Bento Gonçalves: (-29.17°, -51.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bento Gonçalves: 7619.7 km from centroid",
      "  Malindi: 3521.5 km from centroid",
      "  Būsh: 3413.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bento Gonçalves",
      "FINAL ANSWER: Bento Gonçalves"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.00176,
        "lon": -73.66568,
        "name": "Port Chester"
      },
      {
        "lat": 33.88399,
        "lon": -84.51438,
        "name": "Smyrna"
      },
      {
        "lat": 19.26755,
        "lon": -99.61925,
        "name": "San Francisco Cuaxusco"
      },
      {
        "lat": 49.22119,
        "lon": -122.68965,
        "name": "Pitt Meadows"
      },
      {
        "lat": -23.84852,
        "lon": 151.25775,
        "name": "Gladstone"
      }
    ],
    "question": "Which location is the geographic outlier among: Port Chester, Smyrna, San Francisco Cuaxusco, Pitt Meadows, Gladstone?",
    "ground_truth": {
      "answer": "Gladstone",
      "outlier_distance_km": 18277.0,
      "second_furthest_km": 7085.3,
      "clarity_ratio": 2.58,
      "median_distance_km": 5551.8,
      "distances_to_centroid": {
        "Port Chester": 3205.6,
        "Smyrna": 3899.1,
        "San Francisco Cuaxusco": 5551.8,
        "Pitt Meadows": 7085.3,
        "Gladstone": 18277.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Port Chester: (41.00°, -73.67°)",
      "  Smyrna: (33.88°, -84.51°)",
      "  San Francisco Cuaxusco: (19.27°, -99.62°)",
      "  Pitt Meadows: (49.22°, -122.69°)",
      "  Gladstone: (-23.85°, 151.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gladstone: 18277.0 km from centroid",
      "  Pitt Meadows: 7085.3 km from centroid",
      "  San Francisco Cuaxusco: 5551.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gladstone",
      "FINAL ANSWER: Gladstone"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.9827,
        "lon": 7.45534,
        "name": "Enugu-Ezike"
      },
      {
        "lat": 6.75,
        "lon": 38.41667,
        "name": "Yirga ‘Alem"
      },
      {
        "lat": 10.89469,
        "lon": -1.09083,
        "name": "Navrongo"
      },
      {
        "lat": 7.11345,
        "lon": 6.73866,
        "name": "Idah"
      },
      {
        "lat": 23.6658,
        "lon": 86.43166,
        "name": "Pāthardih"
      }
    ],
    "question": "Which location is the geographic outlier among: Enugu-Ezike, Yirga ‘Alem, Navrongo, Idah, Pāthardih?",
    "ground_truth": {
      "answer": "Pāthardih",
      "outlier_distance_km": 6356.5,
      "second_furthest_km": 3129.6,
      "clarity_ratio": 2.03,
      "median_distance_km": 2330.8,
      "distances_to_centroid": {
        "Enugu-Ezike": 2256.8,
        "Yirga ‘Alem": 1282.8,
        "Navrongo": 3129.6,
        "Idah": 2330.8,
        "Pāthardih": 6356.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Enugu-Ezike: (6.98°, 7.46°)",
      "  Yirga ‘Alem: (6.75°, 38.42°)",
      "  Navrongo: (10.89°, -1.09°)",
      "  Idah: (7.11°, 6.74°)",
      "  Pāthardih: (23.67°, 86.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pāthardih: 6356.5 km from centroid",
      "  Navrongo: 3129.6 km from centroid",
      "  Idah: 2330.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pāthardih",
      "FINAL ANSWER: Pāthardih"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -39.6381,
        "lon": 176.84918,
        "name": "Hastings"
      },
      {
        "lat": -12.48602,
        "lon": 130.9833,
        "name": "Palmerston"
      },
      {
        "lat": -36.8582,
        "lon": 174.62019,
        "name": "Lincoln"
      },
      {
        "lat": -37.83834,
        "lon": 144.99149,
        "name": "South Yarra"
      },
      {
        "lat": 51.51312,
        "lon": 10.25951,
        "name": "Duderstadt"
      }
    ],
    "question": "Which location is the geographic outlier among: Hastings, Palmerston, Lincoln, South Yarra, Duderstadt?",
    "ground_truth": {
      "answer": "Duderstadt",
      "outlier_distance_km": 13188.9,
      "second_furthest_km": 5494.4,
      "clarity_ratio": 2.4,
      "median_distance_km": 5225.9,
      "distances_to_centroid": {
        "Hastings": 5494.4,
        "Palmerston": 469.3,
        "Lincoln": 5225.9,
        "South Yarra": 3059.1,
        "Duderstadt": 13188.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hastings: (-39.64°, 176.85°)",
      "  Palmerston: (-12.49°, 130.98°)",
      "  Lincoln: (-36.86°, 174.62°)",
      "  South Yarra: (-37.84°, 144.99°)",
      "  Duderstadt: (51.51°, 10.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Duderstadt: 13188.9 km from centroid",
      "  Hastings: 5494.4 km from centroid",
      "  Lincoln: 5225.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Duderstadt",
      "FINAL ANSWER: Duderstadt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.21286,
        "lon": -80.24977,
        "name": "Tamarac"
      },
      {
        "lat": 40.3934,
        "lon": -82.48572,
        "name": "Mount Vernon"
      },
      {
        "lat": 48.05176,
        "lon": -122.17708,
        "name": "Marysville"
      },
      {
        "lat": 33.37642,
        "lon": -117.25115,
        "name": "Fallbrook"
      },
      {
        "lat": -0.27088,
        "lon": 36.37917,
        "name": "Ol Kalou"
      }
    ],
    "question": "Which location is the geographic outlier among: Tamarac, Mount Vernon, Marysville, Fallbrook, Ol Kalou?",
    "ground_truth": {
      "answer": "Ol Kalou",
      "outlier_distance_km": 11903.5,
      "second_furthest_km": 4622.1,
      "clarity_ratio": 2.58,
      "median_distance_km": 4172.9,
      "distances_to_centroid": {
        "Tamarac": 789.6,
        "Mount Vernon": 1473.0,
        "Marysville": 4622.1,
        "Fallbrook": 4172.9,
        "Ol Kalou": 11903.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tamarac: (26.21°, -80.25°)",
      "  Mount Vernon: (40.39°, -82.49°)",
      "  Marysville: (48.05°, -122.18°)",
      "  Fallbrook: (33.38°, -117.25°)",
      "  Ol Kalou: (-0.27°, 36.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ol Kalou: 11903.5 km from centroid",
      "  Marysville: 4622.1 km from centroid",
      "  Fallbrook: 4172.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ol Kalou",
      "FINAL ANSWER: Ol Kalou"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.09869,
        "lon": -75.91797,
        "name": "Binghamton"
      },
      {
        "lat": 46.28569,
        "lon": -119.28446,
        "name": "Richland"
      },
      {
        "lat": 41.13815,
        "lon": -73.54346,
        "name": "North Stamford"
      },
      {
        "lat": 29.53885,
        "lon": -95.44744,
        "name": "Fresno"
      },
      {
        "lat": -33.9049,
        "lon": 151.01996,
        "name": "Yagoona"
      }
    ],
    "question": "Which location is the geographic outlier among: Binghamton, Richland, North Stamford, Fresno, Yagoona?",
    "ground_truth": {
      "answer": "Yagoona",
      "outlier_distance_km": 18368.2,
      "second_furthest_km": 7030.9,
      "clarity_ratio": 2.61,
      "median_distance_km": 5199.4,
      "distances_to_centroid": {
        "Binghamton": 3586.6,
        "Richland": 7030.9,
        "North Stamford": 3363.6,
        "Fresno": 5199.4,
        "Yagoona": 18368.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Binghamton: (42.10°, -75.92°)",
      "  Richland: (46.29°, -119.28°)",
      "  North Stamford: (41.14°, -73.54°)",
      "  Fresno: (29.54°, -95.45°)",
      "  Yagoona: (-33.90°, 151.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yagoona: 18368.2 km from centroid",
      "  Richland: 7030.9 km from centroid",
      "  Fresno: 5199.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yagoona",
      "FINAL ANSWER: Yagoona"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.46885,
        "lon": 106.62226,
        "name": "Đồng Hới"
      },
      {
        "lat": 12.33042,
        "lon": 76.60213,
        "name": "Hinakallu"
      },
      {
        "lat": 21.34222,
        "lon": 71.30633,
        "name": "Kundla"
      },
      {
        "lat": 14.04472,
        "lon": 121.15861,
        "name": "Malvar"
      },
      {
        "lat": 41.48593,
        "lon": -73.05066,
        "name": "Naugatuck"
      }
    ],
    "question": "Which location is the geographic outlier among: Đồng Hới, Hinakallu, Kundla, Malvar, Naugatuck?",
    "ground_truth": {
      "answer": "Naugatuck",
      "outlier_distance_km": 11551.7,
      "second_furthest_km": 6437.7,
      "clarity_ratio": 1.79,
      "median_distance_km": 4837.0,
      "distances_to_centroid": {
        "Đồng Hới": 4837.0,
        "Hinakallu": 1979.9,
        "Kundla": 1116.1,
        "Malvar": 6437.7,
        "Naugatuck": 11551.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Đồng Hới: (17.47°, 106.62°)",
      "  Hinakallu: (12.33°, 76.60°)",
      "  Kundla: (21.34°, 71.31°)",
      "  Malvar: (14.04°, 121.16°)",
      "  Naugatuck: (41.49°, -73.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Naugatuck: 11551.7 km from centroid",
      "  Malvar: 6437.7 km from centroid",
      "  Đồng Hới: 4837.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Naugatuck",
      "FINAL ANSWER: Naugatuck"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.72943,
        "lon": -104.83192,
        "name": "Aurora"
      },
      {
        "lat": 37.70215,
        "lon": -121.93579,
        "name": "Dublin"
      },
      {
        "lat": 29.56884,
        "lon": -97.96473,
        "name": "Seguin"
      },
      {
        "lat": 25.77288,
        "lon": -80.34783,
        "name": "Fountainebleau"
      },
      {
        "lat": 9.29482,
        "lon": 5.05412,
        "name": "Mokwa"
      }
    ],
    "question": "Which location is the geographic outlier among: Aurora, Dublin, Seguin, Fountainebleau, Mokwa?",
    "ground_truth": {
      "answer": "Mokwa",
      "outlier_distance_km": 9037.9,
      "second_furthest_km": 4006.4,
      "clarity_ratio": 2.26,
      "median_distance_km": 2597.3,
      "distances_to_centroid": {
        "Aurora": 2597.3,
        "Dublin": 4006.4,
        "Seguin": 1749.7,
        "Fountainebleau": 295.6,
        "Mokwa": 9037.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aurora: (39.73°, -104.83°)",
      "  Dublin: (37.70°, -121.94°)",
      "  Seguin: (29.57°, -97.96°)",
      "  Fountainebleau: (25.77°, -80.35°)",
      "  Mokwa: (9.29°, 5.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mokwa: 9037.9 km from centroid",
      "  Dublin: 4006.4 km from centroid",
      "  Aurora: 2597.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mokwa",
      "FINAL ANSWER: Mokwa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.16694,
        "lon": -40.7475,
        "name": "Guaraciaba do Norte"
      },
      {
        "lat": -29.44806,
        "lon": -50.58361,
        "name": "São Francisco de Paula"
      },
      {
        "lat": 3.54625,
        "lon": -73.70687,
        "name": "Granada"
      },
      {
        "lat": -23.21472,
        "lon": -47.52389,
        "name": "Porto Feliz"
      },
      {
        "lat": 5.52491,
        "lon": 7.49461,
        "name": "Umuahia"
      }
    ],
    "question": "Which location is the geographic outlier among: Guaraciaba do Norte, São Francisco de Paula, Granada, Porto Feliz, Umuahia?",
    "ground_truth": {
      "answer": "Umuahia",
      "outlier_distance_km": 5629.9,
      "second_furthest_km": 3904.0,
      "clarity_ratio": 1.44,
      "median_distance_km": 2426.2,
      "distances_to_centroid": {
        "Guaraciaba do Norte": 599.5,
        "São Francisco de Paula": 2426.2,
        "Granada": 3904.0,
        "Porto Feliz": 1669.6,
        "Umuahia": 5629.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Guaraciaba do Norte: (-4.17°, -40.75°)",
      "  São Francisco de Paula: (-29.45°, -50.58°)",
      "  Granada: (3.55°, -73.71°)",
      "  Porto Feliz: (-23.21°, -47.52°)",
      "  Umuahia: (5.52°, 7.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Umuahia: 5629.9 km from centroid",
      "  Granada: 3904.0 km from centroid",
      "  São Francisco de Paula: 2426.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Umuahia",
      "FINAL ANSWER: Umuahia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.59786,
        "lon": 8.4725,
        "name": "Lampertheim"
      },
      {
        "lat": 52.16442,
        "lon": 10.54095,
        "name": "Wolfenbüttel"
      },
      {
        "lat": 52.44628,
        "lon": 10.0064,
        "name": "Burgdorf"
      },
      {
        "lat": 44.40854,
        "lon": 0.70415,
        "name": "Villeneuve-sur-Lot"
      },
      {
        "lat": -8.75222,
        "lon": -67.39778,
        "name": "Boca do Acre"
      }
    ],
    "question": "Which location is the geographic outlier among: Lampertheim, Wolfenbüttel, Burgdorf, Villeneuve-sur-Lot, Boca do Acre?",
    "ground_truth": {
      "answer": "Boca do Acre",
      "outlier_distance_km": 8082.7,
      "second_furthest_km": 2110.8,
      "clarity_ratio": 3.83,
      "median_distance_km": 2104.8,
      "distances_to_centroid": {
        "Lampertheim": 1815.4,
        "Wolfenbüttel": 2110.8,
        "Burgdorf": 2104.8,
        "Villeneuve-sur-Lot": 992.7,
        "Boca do Acre": 8082.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lampertheim: (49.60°, 8.47°)",
      "  Wolfenbüttel: (52.16°, 10.54°)",
      "  Burgdorf: (52.45°, 10.01°)",
      "  Villeneuve-sur-Lot: (44.41°, 0.70°)",
      "  Boca do Acre: (-8.75°, -67.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Boca do Acre: 8082.7 km from centroid",
      "  Wolfenbüttel: 2110.8 km from centroid",
      "  Burgdorf: 2104.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Boca do Acre",
      "FINAL ANSWER: Boca do Acre"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.98333,
        "lon": 37.85,
        "name": "Hāgere Hiywet"
      },
      {
        "lat": 9.35,
        "lon": 42.8,
        "name": "Jijiga"
      },
      {
        "lat": -29.57366,
        "lon": 31.11552,
        "name": "Tongaat"
      },
      {
        "lat": 6.41667,
        "lon": 38.31667,
        "name": "Dīla"
      },
      {
        "lat": -10.40194,
        "lon": -65.32667,
        "name": "Nova Mamoré"
      }
    ],
    "question": "Which location is the geographic outlier among: Hāgere Hiywet, Jijiga, Tongaat, Dīla, Nova Mamoré?",
    "ground_truth": {
      "answer": "Nova Mamoré",
      "outlier_distance_km": 9102.6,
      "second_furthest_km": 3306.7,
      "clarity_ratio": 2.75,
      "median_distance_km": 3178.5,
      "distances_to_centroid": {
        "Hāgere Hiywet": 2674.8,
        "Jijiga": 3178.5,
        "Tongaat": 3306.7,
        "Dīla": 2594.9,
        "Nova Mamoré": 9102.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hāgere Hiywet: (8.98°, 37.85°)",
      "  Jijiga: (9.35°, 42.80°)",
      "  Tongaat: (-29.57°, 31.12°)",
      "  Dīla: (6.42°, 38.32°)",
      "  Nova Mamoré: (-10.40°, -65.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nova Mamoré: 9102.6 km from centroid",
      "  Tongaat: 3306.7 km from centroid",
      "  Jijiga: 3178.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nova Mamoré",
      "FINAL ANSWER: Nova Mamoré"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.47612,
        "lon": 36.96144,
        "name": "Kitengela"
      },
      {
        "lat": 3.93726,
        "lon": 41.85688,
        "name": "Mandera"
      },
      {
        "lat": 6.58412,
        "lon": 3.98336,
        "name": "Epe"
      },
      {
        "lat": -32.90769,
        "lon": 27.50973,
        "name": "Ndevana"
      },
      {
        "lat": 34.88333,
        "lon": 136.58333,
        "name": "Suzuka"
      }
    ],
    "question": "Which location is the geographic outlier among: Kitengela, Mandera, Epe, Ndevana, Suzuka?",
    "ground_truth": {
      "answer": "Suzuka",
      "outlier_distance_km": 9612.4,
      "second_furthest_km": 5054.4,
      "clarity_ratio": 1.9,
      "median_distance_km": 4530.3,
      "distances_to_centroid": {
        "Kitengela": 1439.9,
        "Mandera": 857.1,
        "Epe": 5054.4,
        "Ndevana": 4530.3,
        "Suzuka": 9612.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kitengela: (-1.48°, 36.96°)",
      "  Mandera: (3.94°, 41.86°)",
      "  Epe: (6.58°, 3.98°)",
      "  Ndevana: (-32.91°, 27.51°)",
      "  Suzuka: (34.88°, 136.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Suzuka: 9612.4 km from centroid",
      "  Epe: 5054.4 km from centroid",
      "  Ndevana: 4530.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Suzuka",
      "FINAL ANSWER: Suzuka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.30556,
        "lon": -49.05528,
        "name": "Campina Grande do Sul"
      },
      {
        "lat": -0.71667,
        "lon": -48.52333,
        "name": "Soure"
      },
      {
        "lat": 4.53656,
        "lon": -75.67263,
        "name": "Armenia"
      },
      {
        "lat": -11.85889,
        "lon": -40.4725,
        "name": "Mundo Novo"
      },
      {
        "lat": 27.83598,
        "lon": 74.31776,
        "name": "Bīdāsar"
      }
    ],
    "question": "Which location is the geographic outlier among: Campina Grande do Sul, Soure, Armenia, Mundo Novo, Bīdāsar?",
    "ground_truth": {
      "answer": "Bīdāsar",
      "outlier_distance_km": 11263.1,
      "second_furthest_km": 5346.3,
      "clarity_ratio": 2.11,
      "median_distance_km": 3521.7,
      "distances_to_centroid": {
        "Campina Grande do Sul": 3521.7,
        "Soure": 2295.4,
        "Armenia": 5346.3,
        "Mundo Novo": 1833.0,
        "Bīdāsar": 11263.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Campina Grande do Sul: (-25.31°, -49.06°)",
      "  Soure: (-0.72°, -48.52°)",
      "  Armenia: (4.54°, -75.67°)",
      "  Mundo Novo: (-11.86°, -40.47°)",
      "  Bīdāsar: (27.84°, 74.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bīdāsar: 11263.1 km from centroid",
      "  Armenia: 5346.3 km from centroid",
      "  Campina Grande do Sul: 3521.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bīdāsar",
      "FINAL ANSWER: Bīdāsar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.28908,
        "lon": -4.01197,
        "name": "Navalcarnero"
      },
      {
        "lat": 43.38285,
        "lon": -3.22043,
        "name": "Castro-Urdiales"
      },
      {
        "lat": 36.20983,
        "lon": -5.38452,
        "name": "San Roque"
      },
      {
        "lat": 51.12056,
        "lon": 17.03761,
        "name": "Rejon placu Świętego Macieja"
      },
      {
        "lat": 29.765,
        "lon": 105.66645,
        "name": "Zhong’ao"
      }
    ],
    "question": "Which location is the geographic outlier among: Navalcarnero, Castro-Urdiales, San Roque, Rejon placu Świętego Macieja, Zhong’ao?",
    "ground_truth": {
      "answer": "Zhong’ao",
      "outlier_distance_km": 7430.8,
      "second_furthest_km": 2424.9,
      "clarity_ratio": 3.06,
      "median_distance_km": 2202.0,
      "distances_to_centroid": {
        "Navalcarnero": 2202.0,
        "Castro-Urdiales": 2115.3,
        "San Roque": 2424.9,
        "Rejon placu Świętego Macieja": 1278.7,
        "Zhong’ao": 7430.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Navalcarnero: (40.29°, -4.01°)",
      "  Castro-Urdiales: (43.38°, -3.22°)",
      "  San Roque: (36.21°, -5.38°)",
      "  Rejon placu Świętego Macieja: (51.12°, 17.04°)",
      "  Zhong’ao: (29.77°, 105.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zhong’ao: 7430.8 km from centroid",
      "  San Roque: 2424.9 km from centroid",
      "  Navalcarnero: 2202.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zhong’ao",
      "FINAL ANSWER: Zhong’ao"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.04325,
        "lon": 99.08128,
        "name": "Ban Tak"
      },
      {
        "lat": -8.1335,
        "lon": 113.2248,
        "name": "Lumajang"
      },
      {
        "lat": 36.41097,
        "lon": 138.99621,
        "name": "Kanekomachi"
      },
      {
        "lat": 28.73335,
        "lon": 105.0683,
        "name": "Jiang’an"
      },
      {
        "lat": 6.71897,
        "lon": -1.61188,
        "name": "New Tafo"
      }
    ],
    "question": "Which location is the geographic outlier among: Ban Tak, Lumajang, Kanekomachi, Jiang’an, New Tafo?",
    "ground_truth": {
      "answer": "New Tafo",
      "outlier_distance_km": 10072.0,
      "second_furthest_km": 5226.6,
      "clarity_ratio": 1.93,
      "median_distance_km": 3647.5,
      "distances_to_centroid": {
        "Ban Tak": 871.8,
        "Lumajang": 3647.5,
        "Kanekomachi": 5226.6,
        "Jiang’an": 2011.7,
        "New Tafo": 10072.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ban Tak: (17.04°, 99.08°)",
      "  Lumajang: (-8.13°, 113.22°)",
      "  Kanekomachi: (36.41°, 139.00°)",
      "  Jiang’an: (28.73°, 105.07°)",
      "  New Tafo: (6.72°, -1.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New Tafo: 10072.0 km from centroid",
      "  Kanekomachi: 5226.6 km from centroid",
      "  Lumajang: 3647.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New Tafo",
      "FINAL ANSWER: New Tafo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.09193,
        "lon": 30.75813,
        "name": "Minya"
      },
      {
        "lat": -1.48256,
        "lon": 40.03341,
        "name": "Hola"
      },
      {
        "lat": 8.11667,
        "lon": 38.36667,
        "name": "Butajīra"
      },
      {
        "lat": 9.87342,
        "lon": 7.95407,
        "name": "Kachia"
      },
      {
        "lat": -37.56622,
        "lon": 143.84957,
        "name": "Ballarat"
      }
    ],
    "question": "Which location is the geographic outlier among: Minya, Hola, Butajīra, Kachia, Ballarat?",
    "ground_truth": {
      "answer": "Ballarat",
      "outlier_distance_km": 10249.0,
      "second_furthest_km": 4979.2,
      "clarity_ratio": 2.06,
      "median_distance_km": 3741.1,
      "distances_to_centroid": {
        "Minya": 3741.1,
        "Hola": 1389.5,
        "Butajīra": 1703.2,
        "Kachia": 4979.2,
        "Ballarat": 10249.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Minya: (28.09°, 30.76°)",
      "  Hola: (-1.48°, 40.03°)",
      "  Butajīra: (8.12°, 38.37°)",
      "  Kachia: (9.87°, 7.95°)",
      "  Ballarat: (-37.57°, 143.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ballarat: 10249.0 km from centroid",
      "  Kachia: 4979.2 km from centroid",
      "  Minya: 3741.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ballarat",
      "FINAL ANSWER: Ballarat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.73698,
        "lon": -84.48387,
        "name": "East Lansing"
      },
      {
        "lat": 18.62936,
        "lon": -95.51968,
        "name": "Lerdo de Tejada"
      },
      {
        "lat": 36.98356,
        "lon": -121.98052,
        "name": "Live Oak"
      },
      {
        "lat": 61.32139,
        "lon": -149.56778,
        "name": "Eagle River"
      },
      {
        "lat": 45.43854,
        "lon": 10.9938,
        "name": "Verona"
      }
    ],
    "question": "Which location is the geographic outlier among: East Lansing, Lerdo de Tejada, Live Oak, Eagle River, Verona?",
    "ground_truth": {
      "answer": "Verona",
      "outlier_distance_km": 7497.5,
      "second_furthest_km": 4615.7,
      "clarity_ratio": 1.62,
      "median_distance_km": 2942.1,
      "distances_to_centroid": {
        "East Lansing": 355.7,
        "Lerdo de Tejada": 2587.9,
        "Live Oak": 2942.1,
        "Eagle River": 4615.7,
        "Verona": 7497.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  East Lansing: (42.74°, -84.48°)",
      "  Lerdo de Tejada: (18.63°, -95.52°)",
      "  Live Oak: (36.98°, -121.98°)",
      "  Eagle River: (61.32°, -149.57°)",
      "  Verona: (45.44°, 10.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Verona: 7497.5 km from centroid",
      "  Eagle River: 4615.7 km from centroid",
      "  Live Oak: 2942.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Verona",
      "FINAL ANSWER: Verona"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.7133,
        "lon": -93.42273,
        "name": "Prior Lake"
      },
      {
        "lat": 18.0883,
        "lon": -96.12535,
        "name": "Tuxtepec"
      },
      {
        "lat": 38.43283,
        "lon": -90.37762,
        "name": "Arnold"
      },
      {
        "lat": 39.9356,
        "lon": -91.40987,
        "name": "Quincy"
      },
      {
        "lat": 31.44268,
        "lon": 75.49847,
        "name": "Kartārpur"
      }
    ],
    "question": "Which location is the geographic outlier among: Prior Lake, Tuxtepec, Arnold, Quincy, Kartārpur?",
    "ground_truth": {
      "answer": "Kartārpur",
      "outlier_distance_km": 11280.7,
      "second_furthest_km": 4080.8,
      "clarity_ratio": 2.76,
      "median_distance_km": 3117.3,
      "distances_to_centroid": {
        "Prior Lake": 3117.3,
        "Tuxtepec": 4080.8,
        "Arnold": 2810.5,
        "Quincy": 2900.8,
        "Kartārpur": 11280.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Prior Lake: (44.71°, -93.42°)",
      "  Tuxtepec: (18.09°, -96.13°)",
      "  Arnold: (38.43°, -90.38°)",
      "  Quincy: (39.94°, -91.41°)",
      "  Kartārpur: (31.44°, 75.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kartārpur: 11280.7 km from centroid",
      "  Tuxtepec: 4080.8 km from centroid",
      "  Prior Lake: 3117.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kartārpur",
      "FINAL ANSWER: Kartārpur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.75379,
        "lon": -2.35863,
        "name": "Accrington"
      },
      {
        "lat": 55.71667,
        "lon": 37.41667,
        "name": "Bol’shaya Setun’"
      },
      {
        "lat": 59.8393,
        "lon": 30.49873,
        "name": "Rybatskoye"
      },
      {
        "lat": 51.50417,
        "lon": 3.88889,
        "name": "Goes"
      },
      {
        "lat": 4.08466,
        "lon": -76.19536,
        "name": "Tuluá"
      }
    ],
    "question": "Which location is the geographic outlier among: Accrington, Bol’shaya Setun’, Rybatskoye, Goes, Tuluá?",
    "ground_truth": {
      "answer": "Tuluá",
      "outlier_distance_km": 8497.5,
      "second_furthest_km": 2949.8,
      "clarity_ratio": 2.88,
      "median_distance_km": 2676.4,
      "distances_to_centroid": {
        "Accrington": 978.3,
        "Bol’shaya Setun’": 2949.8,
        "Rybatskoye": 2676.4,
        "Goes": 822.2,
        "Tuluá": 8497.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Accrington: (53.75°, -2.36°)",
      "  Bol’shaya Setun’: (55.72°, 37.42°)",
      "  Rybatskoye: (59.84°, 30.50°)",
      "  Goes: (51.50°, 3.89°)",
      "  Tuluá: (4.08°, -76.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tuluá: 8497.5 km from centroid",
      "  Bol’shaya Setun’: 2949.8 km from centroid",
      "  Rybatskoye: 2676.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tuluá",
      "FINAL ANSWER: Tuluá"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.05515,
        "lon": 18.47617,
        "name": "Retreat"
      },
      {
        "lat": 30.97478,
        "lon": 31.87231,
        "name": "Şān al Ḩajar al Qiblīyah"
      },
      {
        "lat": 6.55459,
        "lon": 45.38992,
        "name": "Neefkuceliye"
      },
      {
        "lat": 31.35573,
        "lon": 31.68484,
        "name": "Kafr Sa‘d"
      },
      {
        "lat": -37.83333,
        "lon": 145.05,
        "name": "Glenferrie"
      }
    ],
    "question": "Which location is the geographic outlier among: Retreat, Şān al Ḩajar al Qiblīyah, Neefkuceliye, Kafr Sa‘d, Glenferrie?",
    "ground_truth": {
      "answer": "Glenferrie",
      "outlier_distance_km": 10015.3,
      "second_furthest_km": 5278.7,
      "clarity_ratio": 1.9,
      "median_distance_km": 4290.6,
      "distances_to_centroid": {
        "Retreat": 5278.7,
        "Şān al Ḩajar al Qiblīyah": 4246.3,
        "Neefkuceliye": 1286.0,
        "Kafr Sa‘d": 4290.6,
        "Glenferrie": 10015.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Retreat: (-34.06°, 18.48°)",
      "  Şān al Ḩajar al Qiblīyah: (30.97°, 31.87°)",
      "  Neefkuceliye: (6.55°, 45.39°)",
      "  Kafr Sa‘d: (31.36°, 31.68°)",
      "  Glenferrie: (-37.83°, 145.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glenferrie: 10015.3 km from centroid",
      "  Retreat: 5278.7 km from centroid",
      "  Kafr Sa‘d: 4290.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glenferrie",
      "FINAL ANSWER: Glenferrie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.85783,
        "lon": 7.39577,
        "name": "Nsukka"
      },
      {
        "lat": -26.30176,
        "lon": 29.98696,
        "name": "Breyten"
      },
      {
        "lat": 8.05627,
        "lon": -1.73058,
        "name": "Kintampo"
      },
      {
        "lat": 6.50153,
        "lon": 3.35808,
        "name": "Surulere"
      },
      {
        "lat": 19.64186,
        "lon": 109.3545,
        "name": "Guangcun"
      }
    ],
    "question": "Which location is the geographic outlier among: Nsukka, Breyten, Kintampo, Surulere, Guangcun?",
    "ground_truth": {
      "answer": "Guangcun",
      "outlier_distance_km": 8817.0,
      "second_furthest_km": 3520.3,
      "clarity_ratio": 2.5,
      "median_distance_km": 3253.0,
      "distances_to_centroid": {
        "Nsukka": 2505.4,
        "Breyten": 3253.0,
        "Kintampo": 3520.3,
        "Surulere": 2942.1,
        "Guangcun": 8817.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nsukka: (6.86°, 7.40°)",
      "  Breyten: (-26.30°, 29.99°)",
      "  Kintampo: (8.06°, -1.73°)",
      "  Surulere: (6.50°, 3.36°)",
      "  Guangcun: (19.64°, 109.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Guangcun: 8817.0 km from centroid",
      "  Kintampo: 3520.3 km from centroid",
      "  Breyten: 3253.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Guangcun",
      "FINAL ANSWER: Guangcun"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -14.86611,
        "lon": -40.83944,
        "name": "Vitória da Conquista"
      },
      {
        "lat": 6.11284,
        "lon": -75.98378,
        "name": "Betulia"
      },
      {
        "lat": -28.02333,
        "lon": -48.61333,
        "name": "Garopaba"
      },
      {
        "lat": -33.15365,
        "lon": -60.51168,
        "name": "Arroyo Seco"
      },
      {
        "lat": 11.99564,
        "lon": 75.28717,
        "name": "Cherukunnu"
      }
    ],
    "question": "Which location is the geographic outlier among: Vitória da Conquista, Betulia, Garopaba, Arroyo Seco, Cherukunnu?",
    "ground_truth": {
      "answer": "Cherukunnu",
      "outlier_distance_km": 11925.5,
      "second_furthest_km": 5440.1,
      "clarity_ratio": 2.19,
      "median_distance_km": 3911.5,
      "distances_to_centroid": {
        "Vitória da Conquista": 1214.8,
        "Betulia": 5440.1,
        "Garopaba": 2653.1,
        "Arroyo Seco": 3911.5,
        "Cherukunnu": 11925.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vitória da Conquista: (-14.87°, -40.84°)",
      "  Betulia: (6.11°, -75.98°)",
      "  Garopaba: (-28.02°, -48.61°)",
      "  Arroyo Seco: (-33.15°, -60.51°)",
      "  Cherukunnu: (12.00°, 75.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cherukunnu: 11925.5 km from centroid",
      "  Betulia: 5440.1 km from centroid",
      "  Arroyo Seco: 3911.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cherukunnu",
      "FINAL ANSWER: Cherukunnu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.04167,
        "lon": -94.72024,
        "name": "Shawnee"
      },
      {
        "lat": 31.85425,
        "lon": -110.9937,
        "name": "Green Valley"
      },
      {
        "lat": 35.139,
        "lon": -79.00603,
        "name": "Fort Bragg"
      },
      {
        "lat": 44.9279,
        "lon": -122.98371,
        "name": "Four Corners"
      },
      {
        "lat": 26.42237,
        "lon": 90.98004,
        "name": "Howli"
      }
    ],
    "question": "Which location is the geographic outlier among: Shawnee, Green Valley, Fort Bragg, Four Corners, Howli?",
    "ground_truth": {
      "answer": "Howli",
      "outlier_distance_km": 12622.5,
      "second_furthest_km": 5056.0,
      "clarity_ratio": 2.5,
      "median_distance_km": 4385.6,
      "distances_to_centroid": {
        "Shawnee": 2790.9,
        "Green Valley": 4385.6,
        "Fort Bragg": 1420.1,
        "Four Corners": 5056.0,
        "Howli": 12622.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shawnee: (39.04°, -94.72°)",
      "  Green Valley: (31.85°, -110.99°)",
      "  Fort Bragg: (35.14°, -79.01°)",
      "  Four Corners: (44.93°, -122.98°)",
      "  Howli: (26.42°, 90.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Howli: 12622.5 km from centroid",
      "  Four Corners: 5056.0 km from centroid",
      "  Green Valley: 4385.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Howli",
      "FINAL ANSWER: Howli"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.79962,
        "lon": 38.9967,
        "name": "Bryukhovetskaya"
      },
      {
        "lat": 40.46206,
        "lon": -3.6766,
        "name": "Chamartín"
      },
      {
        "lat": 51.57835,
        "lon": -0.33208,
        "name": "Harrow"
      },
      {
        "lat": 48.84226,
        "lon": 2.18232,
        "name": "Garches"
      },
      {
        "lat": -26.84493,
        "lon": 26.76829,
        "name": "Stilfontein"
      }
    ],
    "question": "Which location is the geographic outlier among: Bryukhovetskaya, Chamartín, Harrow, Garches, Stilfontein?",
    "ground_truth": {
      "answer": "Stilfontein",
      "outlier_distance_km": 6705.3,
      "second_furthest_km": 2720.7,
      "clarity_ratio": 2.46,
      "median_distance_km": 2428.4,
      "distances_to_centroid": {
        "Bryukhovetskaya": 2720.7,
        "Chamartín": 1748.8,
        "Harrow": 2428.4,
        "Garches": 2075.5,
        "Stilfontein": 6705.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bryukhovetskaya: (45.80°, 39.00°)",
      "  Chamartín: (40.46°, -3.68°)",
      "  Harrow: (51.58°, -0.33°)",
      "  Garches: (48.84°, 2.18°)",
      "  Stilfontein: (-26.84°, 26.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Stilfontein: 6705.3 km from centroid",
      "  Bryukhovetskaya: 2720.7 km from centroid",
      "  Harrow: 2428.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Stilfontein",
      "FINAL ANSWER: Stilfontein"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.23958,
        "lon": 20.17004,
        "name": "Działdowo"
      },
      {
        "lat": 53.65,
        "lon": -2.61667,
        "name": "Chorley"
      },
      {
        "lat": 50.81795,
        "lon": -0.37538,
        "name": "Worthing"
      },
      {
        "lat": 48.66181,
        "lon": 2.35338,
        "name": "Morsang-sur-Orge"
      },
      {
        "lat": 9.56561,
        "lon": 36.63569,
        "name": "Gutin"
      }
    ],
    "question": "Which location is the geographic outlier among: Działdowo, Chorley, Worthing, Morsang-sur-Orge, Gutin?",
    "ground_truth": {
      "answer": "Gutin",
      "outlier_distance_km": 4475.9,
      "second_furthest_km": 1543.2,
      "clarity_ratio": 2.9,
      "median_distance_km": 1297.0,
      "distances_to_centroid": {
        "Działdowo": 1297.0,
        "Chorley": 1543.2,
        "Worthing": 1220.0,
        "Morsang-sur-Orge": 916.7,
        "Gutin": 4475.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Działdowo: (53.24°, 20.17°)",
      "  Chorley: (53.65°, -2.62°)",
      "  Worthing: (50.82°, -0.38°)",
      "  Morsang-sur-Orge: (48.66°, 2.35°)",
      "  Gutin: (9.57°, 36.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gutin: 4475.9 km from centroid",
      "  Chorley: 1543.2 km from centroid",
      "  Działdowo: 1297.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gutin",
      "FINAL ANSWER: Gutin"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.4557,
        "lon": 100.6288,
        "name": "Pantai Remis"
      },
      {
        "lat": 28.45208,
        "lon": 104.34491,
        "name": "Shuanglong"
      },
      {
        "lat": 6.184,
        "lon": 100.37752,
        "name": "Anak Bukit"
      },
      {
        "lat": 34.57444,
        "lon": 117.09528,
        "name": "Wuduan"
      },
      {
        "lat": -29.08056,
        "lon": -53.83583,
        "name": "Tupanciretã"
      }
    ],
    "question": "Which location is the geographic outlier among: Pantai Remis, Shuanglong, Anak Bukit, Wuduan, Tupanciretã?",
    "ground_truth": {
      "answer": "Tupanciretã",
      "outlier_distance_km": 14120.2,
      "second_furthest_km": 5250.1,
      "clarity_ratio": 2.69,
      "median_distance_km": 3867.9,
      "distances_to_centroid": {
        "Pantai Remis": 3011.5,
        "Shuanglong": 3867.9,
        "Anak Bukit": 2953.2,
        "Wuduan": 5250.1,
        "Tupanciretã": 14120.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pantai Remis: (4.46°, 100.63°)",
      "  Shuanglong: (28.45°, 104.34°)",
      "  Anak Bukit: (6.18°, 100.38°)",
      "  Wuduan: (34.57°, 117.10°)",
      "  Tupanciretã: (-29.08°, -53.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tupanciretã: 14120.2 km from centroid",
      "  Wuduan: 5250.1 km from centroid",
      "  Shuanglong: 3867.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tupanciretã",
      "FINAL ANSWER: Tupanciretã"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.73333,
        "lon": 150.93284,
        "name": "Glenwood"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": -38.16604,
        "lon": 145.13643,
        "name": "Frankston South"
      },
      {
        "lat": -37.65,
        "lon": 145.1,
        "name": "South Morang"
      },
      {
        "lat": 40.85593,
        "lon": -73.20067,
        "name": "Smithtown"
      }
    ],
    "question": "Which location is the geographic outlier among: Glenwood, Ellenbrook, Frankston South, South Morang, Smithtown?",
    "ground_truth": {
      "answer": "Smithtown",
      "outlier_distance_km": 17519.1,
      "second_furthest_km": 5514.3,
      "clarity_ratio": 3.18,
      "median_distance_km": 5040.7,
      "distances_to_centroid": {
        "Glenwood": 5514.3,
        "Ellenbrook": 2310.1,
        "Frankston South": 5040.7,
        "South Morang": 5028.4,
        "Smithtown": 17519.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Glenwood: (-33.73°, 150.93°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Frankston South: (-38.17°, 145.14°)",
      "  South Morang: (-37.65°, 145.10°)",
      "  Smithtown: (40.86°, -73.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Smithtown: 17519.1 km from centroid",
      "  Glenwood: 5514.3 km from centroid",
      "  Frankston South: 5040.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Smithtown",
      "FINAL ANSWER: Smithtown"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.80128,
        "lon": -73.39616,
        "name": "Cañete"
      },
      {
        "lat": -10.33528,
        "lon": -67.18556,
        "name": "Plácido de Castro"
      },
      {
        "lat": -33.73257,
        "lon": -70.74281,
        "name": "Buin"
      },
      {
        "lat": -11.04404,
        "lon": -41.97102,
        "name": "Jussara"
      },
      {
        "lat": 7.06273,
        "lon": -1.4001,
        "name": "Mampong"
      }
    ],
    "question": "Which location is the geographic outlier among: Cañete, Plácido de Castro, Buin, Jussara, Mampong?",
    "ground_truth": {
      "answer": "Mampong",
      "outlier_distance_km": 6073.4,
      "second_furthest_km": 3171.7,
      "clarity_ratio": 1.91,
      "median_distance_km": 2700.3,
      "distances_to_centroid": {
        "Cañete": 3171.7,
        "Plácido de Castro": 1910.8,
        "Buin": 2700.3,
        "Jussara": 1182.5,
        "Mampong": 6073.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cañete: (-37.80°, -73.40°)",
      "  Plácido de Castro: (-10.34°, -67.19°)",
      "  Buin: (-33.73°, -70.74°)",
      "  Jussara: (-11.04°, -41.97°)",
      "  Mampong: (7.06°, -1.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mampong: 6073.4 km from centroid",
      "  Cañete: 3171.7 km from centroid",
      "  Buin: 2700.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mampong",
      "FINAL ANSWER: Mampong"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.1625,
        "lon": 6.37639,
        "name": "Leek"
      },
      {
        "lat": 51.5144,
        "lon": -0.13535,
        "name": "Soho"
      },
      {
        "lat": 41.36718,
        "lon": 2.0574,
        "name": "Sant Joan Despí"
      },
      {
        "lat": 45.67206,
        "lon": 8.82691,
        "name": "Cassano Magnago"
      },
      {
        "lat": -38.19528,
        "lon": 146.5415,
        "name": "Traralgon"
      }
    ],
    "question": "Which location is the geographic outlier among: Leek, Soho, Sant Joan Despí, Cassano Magnago, Traralgon?",
    "ground_truth": {
      "answer": "Traralgon",
      "outlier_distance_km": 14016.2,
      "second_furthest_km": 3545.5,
      "clarity_ratio": 3.95,
      "median_distance_km": 3277.5,
      "distances_to_centroid": {
        "Leek": 3277.5,
        "Soho": 3545.5,
        "Sant Joan Despí": 2982.1,
        "Cassano Magnago": 2653.3,
        "Traralgon": 14016.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Leek: (53.16°, 6.38°)",
      "  Soho: (51.51°, -0.14°)",
      "  Sant Joan Despí: (41.37°, 2.06°)",
      "  Cassano Magnago: (45.67°, 8.83°)",
      "  Traralgon: (-38.20°, 146.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Traralgon: 14016.2 km from centroid",
      "  Soho: 3545.5 km from centroid",
      "  Leek: 3277.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Traralgon",
      "FINAL ANSWER: Traralgon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.58058,
        "lon": 39.65741,
        "name": "Vyselki"
      },
      {
        "lat": 45.06982,
        "lon": 11.79022,
        "name": "Rovigo"
      },
      {
        "lat": 48.53053,
        "lon": 11.505,
        "name": "Pfaffenhofen an der Ilm"
      },
      {
        "lat": 52.25116,
        "lon": 10.81683,
        "name": "Königslutter am Elm"
      },
      {
        "lat": -37.79117,
        "lon": 144.81637,
        "name": "Sunshine West"
      }
    ],
    "question": "Which location is the geographic outlier among: Vyselki, Rovigo, Pfaffenhofen an der Ilm, Königslutter am Elm, Sunshine West?",
    "ground_truth": {
      "answer": "Sunshine West",
      "outlier_distance_km": 12937.7,
      "second_furthest_km": 3584.4,
      "clarity_ratio": 3.61,
      "median_distance_km": 3355.3,
      "distances_to_centroid": {
        "Vyselki": 1688.6,
        "Rovigo": 3193.3,
        "Pfaffenhofen an der Ilm": 3355.3,
        "Königslutter am Elm": 3584.4,
        "Sunshine West": 12937.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vyselki: (45.58°, 39.66°)",
      "  Rovigo: (45.07°, 11.79°)",
      "  Pfaffenhofen an der Ilm: (48.53°, 11.51°)",
      "  Königslutter am Elm: (52.25°, 10.82°)",
      "  Sunshine West: (-37.79°, 144.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sunshine West: 12937.7 km from centroid",
      "  Königslutter am Elm: 3584.4 km from centroid",
      "  Pfaffenhofen an der Ilm: 3355.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sunshine West",
      "FINAL ANSWER: Sunshine West"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.72111,
        "lon": -103.38742,
        "name": "Zapopan"
      },
      {
        "lat": 37.72493,
        "lon": -122.15608,
        "name": "San Leandro"
      },
      {
        "lat": 43.21555,
        "lon": -88.03001,
        "name": "Mequon"
      },
      {
        "lat": 50.03928,
        "lon": -110.67661,
        "name": "Medicine Hat"
      },
      {
        "lat": 4.02219,
        "lon": 101.02083,
        "name": "Teluk Intan"
      }
    ],
    "question": "Which location is the geographic outlier among: Zapopan, San Leandro, Mequon, Medicine Hat, Teluk Intan?",
    "ground_truth": {
      "answer": "Teluk Intan",
      "outlier_distance_km": 15819.7,
      "second_furthest_km": 5242.8,
      "clarity_ratio": 3.02,
      "median_distance_km": 4327.3,
      "distances_to_centroid": {
        "Zapopan": 4020.9,
        "San Leandro": 5242.8,
        "Mequon": 2455.2,
        "Medicine Hat": 4327.3,
        "Teluk Intan": 15819.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zapopan: (20.72°, -103.39°)",
      "  San Leandro: (37.72°, -122.16°)",
      "  Mequon: (43.22°, -88.03°)",
      "  Medicine Hat: (50.04°, -110.68°)",
      "  Teluk Intan: (4.02°, 101.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Teluk Intan: 15819.7 km from centroid",
      "  San Leandro: 5242.8 km from centroid",
      "  Medicine Hat: 4327.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Teluk Intan",
      "FINAL ANSWER: Teluk Intan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.77698,
        "lon": 100.4567,
        "name": "Taling Chan"
      },
      {
        "lat": 21.26644,
        "lon": 79.11559,
        "name": "Chicholi"
      },
      {
        "lat": 30.41908,
        "lon": 107.53848,
        "name": "Zhoujia"
      },
      {
        "lat": 21.33726,
        "lon": 71.3035,
        "name": "Savarkundla"
      },
      {
        "lat": 5.58365,
        "lon": -0.10722,
        "name": "Teshi Old Town"
      }
    ],
    "question": "Which location is the geographic outlier among: Taling Chan, Chicholi, Zhoujia, Savarkundla, Teshi Old Town?",
    "ground_truth": {
      "answer": "Teshi Old Town",
      "outlier_distance_km": 7890.9,
      "second_furthest_km": 3846.8,
      "clarity_ratio": 2.05,
      "median_distance_km": 3116.4,
      "distances_to_centroid": {
        "Taling Chan": 3116.4,
        "Chicholi": 838.8,
        "Zhoujia": 3846.8,
        "Savarkundla": 320.3,
        "Teshi Old Town": 7890.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taling Chan: (13.78°, 100.46°)",
      "  Chicholi: (21.27°, 79.12°)",
      "  Zhoujia: (30.42°, 107.54°)",
      "  Savarkundla: (21.34°, 71.30°)",
      "  Teshi Old Town: (5.58°, -0.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Teshi Old Town: 7890.9 km from centroid",
      "  Zhoujia: 3846.8 km from centroid",
      "  Taling Chan: 3116.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Teshi Old Town",
      "FINAL ANSWER: Teshi Old Town"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.39309,
        "lon": -97.93857,
        "name": "Altamira"
      },
      {
        "lat": 39.934,
        "lon": -74.74849,
        "name": "Vincentown"
      },
      {
        "lat": 44.00012,
        "lon": -77.24946,
        "name": "Prince Edward"
      },
      {
        "lat": 50.01634,
        "lon": -125.24459,
        "name": "Campbell River"
      },
      {
        "lat": 34.05,
        "lon": 131.81667,
        "name": "Tokuyama"
      }
    ],
    "question": "Which location is the geographic outlier among: Altamira, Vincentown, Prince Edward, Campbell River, Tokuyama?",
    "ground_truth": {
      "answer": "Tokuyama",
      "outlier_distance_km": 11994.6,
      "second_furthest_km": 5986.8,
      "clarity_ratio": 2.0,
      "median_distance_km": 4978.7,
      "distances_to_centroid": {
        "Altamira": 4978.7,
        "Vincentown": 2254.5,
        "Prince Edward": 2471.7,
        "Campbell River": 5986.8,
        "Tokuyama": 11994.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Altamira: (22.39°, -97.94°)",
      "  Vincentown: (39.93°, -74.75°)",
      "  Prince Edward: (44.00°, -77.25°)",
      "  Campbell River: (50.02°, -125.24°)",
      "  Tokuyama: (34.05°, 131.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tokuyama: 11994.6 km from centroid",
      "  Campbell River: 5986.8 km from centroid",
      "  Altamira: 4978.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tokuyama",
      "FINAL ANSWER: Tokuyama"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.2675,
        "lon": 103.22472,
        "name": "Ban Nong Wua So"
      },
      {
        "lat": 13.53671,
        "lon": 99.81712,
        "name": "Ratchaburi"
      },
      {
        "lat": 35.00268,
        "lon": 134.35896,
        "name": "Sayō"
      },
      {
        "lat": 35.99472,
        "lon": 119.3975,
        "name": "Zhucheng"
      },
      {
        "lat": 25.66477,
        "lon": 32.63539,
        "name": "Al Bayāḑīyah"
      }
    ],
    "question": "Which location is the geographic outlier among: Ban Nong Wua So, Ratchaburi, Sayō, Zhucheng, Al Bayāḑīyah?",
    "ground_truth": {
      "answer": "Al Bayāḑīyah",
      "outlier_distance_km": 6471.1,
      "second_furthest_km": 3636.8,
      "clarity_ratio": 1.78,
      "median_distance_km": 2356.3,
      "distances_to_centroid": {
        "Ban Nong Wua So": 1068.3,
        "Ratchaburi": 1344.7,
        "Sayō": 3636.8,
        "Zhucheng": 2356.3,
        "Al Bayāḑīyah": 6471.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ban Nong Wua So: (17.27°, 103.22°)",
      "  Ratchaburi: (13.54°, 99.82°)",
      "  Sayō: (35.00°, 134.36°)",
      "  Zhucheng: (35.99°, 119.40°)",
      "  Al Bayāḑīyah: (25.66°, 32.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Al Bayāḑīyah: 6471.1 km from centroid",
      "  Sayō: 3636.8 km from centroid",
      "  Zhucheng: 2356.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Al Bayāḑīyah",
      "FINAL ANSWER: Al Bayāḑīyah"
    ]
  }
]