LLM calls

sportstatsdb.com pipelines
time
2026-09-30 23:40:02
pipeline
isu_pipeline
run
pilot_20260930_2338
step
people_llm
object
Ульяна СОКОЛОВА
model_requested
anthropic/claude-haiku-4.5
model_returned
anthropic/claude-haiku-4.5
provider
Amazon Bedrock
latency_s
9.8
prompt_tokens
5686
completion_tokens
671
cost_usd
0.009041
finish_reason
stop
json_error
False
review_verdict
review_note
call_id
63223467-f1c0-4a40-bc8a-cbf03b5a2722

Answer

{
  "why": "The current card 9649711 (Ульяна СОКОЛОВА) is the best match. The row is from 2023-04-10 in Reftinsky (Sverdlovsk Oblast region), category 2 СПОРТИВНЫЙ for girls born 2011+. Card 9649711 shows consistent participation in rus_2sport category competitions in 2024 with similar score levels (71.17, 72.61, 85.46, 26.69, 26.80). The discipline (singles, novice) and age group match perfectly. Card 9719385 also shows a Ульяна СОКОЛОВА with birth year 2011 printed and competed in 2019 in Sverdlovsk (Serov), but that's too old (2019 results). Card 9648142 is a different Ульяна СОКОЛОВА from St. Petersburg competing at higher level (1 спортивный) in 2026. The alternatives with different surnames (SAPOGOVA, MAKAROVA, KHOMKALOVA) are clearly different people despite name similarity. Card 9649711 is the most recent and active card matching the 2023 competition profile.",
  "card": null,
  "slot": null,
  "decision": "keep",
  "followups": [
    {
      "card": 9649711,
      "issue": "No birth date recorded despite category indicating birth year 2011. Multiple cards exist for Ульяна СОКОЛОВА with different profiles.",
      "suggestion": "Verify birth date and consolidate if cards 9649711 and 9719385 are confirmed to be the same person."
    },
    {
      "card": 9707808,
      "issue": "Card 9707808 (SAPOGOVA) has future dates (2026) which may indicate data entry errors or provisional results.",
      "suggestion": "Verify competition dates are accurate."
    }
  ],
  "confidence": "high",
  "same_person": [
    {
      "why": "Both are Ульяна СОКОЛОВА with birth year 2011 printed on card 9719385. Card 9719385 competed in Sverdlovsk (Serov) in 2019 at rus_3youth level, while 9649711 competes at rus_2sport level starting 2024. The progression from 3youth to 2sport is normal. However, the gap between 2019 and 2024 is significant and there's no direct confirmation they're the same person. Could be different people with same name and birth year.",
      "cards": [
        9649711,
        9719385
      ],
      "confidence": "medium"
    }
  ]
}

Task

A result row was linked to athlete card(s) by the loader, but the linkage is uncertain: several cards share the name, or the printed name matched a card only after dropping the patronymic / reordering words / transliterating. For each person on the row decide which card it is. Options: 'keep' (the current card is right), 'card' (replace the person in slot `slot` with card `card` from `alternatives`), 'new' (the person in slot `slot` is someone who has no card yet). Evidence to weigh: birth date vs the category and age step, club and region continuity, discipline and partner, score level and its progression over time, dates (one person cannot skate two events at the same time), how the name is written (a patronymic in one protocol and not in another is normal in Russian protocols; a different patronymic means a different person). Namesakes are common among children. You MUST decide; if in doubt pick the most likely option and set confidence 'low'. If several cards in the dossier (current or alternatives) look like one and the same person split across cards, list each such group in `same_person` with the card ids and your confidence; nothing is merged here, a separate review reads these groups. Put anything else that should be corrected or checked later (a wrong birth date, a suspicious career) into `followups`; you do not apply them.

Dossier

{
  "row": {
    "printed": "Ульяна СОКОЛОВА",
    "event": "Региональные соревнования «Кубок городского округа Рефтинский», Рефтинский, 2023-04-10",
    "category": "ОДИН. КАТ. 2 СПОРТИВНЫЙ ДЕВУШКИ 2011 И СТ",
    "discipline": "singles",
    "age_group": "novice",
    "step": "rus_2sport",
    "flag": "RUS",
    "club_or_region_printed": null,
    "place": 6,
    "total": "78.65",
    "segments": {
      "FS": "51.28",
      "SP": "27.37"
    },
    "birth_years_printed": [],
    "category_years": [
      2011
    ]
  },
  "people_on_row": [
    {
      "current_card": {
        "card": 9649711,
        "name": "Ульяна СОКОЛОВА",
        "latin": "Ulyana SOKOLOVA",
        "gender": "women",
        "birth_date": null,
        "results_total": 10,
        "last_starts": [
          {
            "date": "2024-10-24",
            "event": "Vologda Mayor's Cup",
            "level": "national_other",
            "category": "3-й юношеский, девoчки",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": null,
            "flag": "RUS",
            "place": 24,
            "total": "12.34",
            "partner": null
          },
          {
            "date": "2024-05-14",
            "event": "Gold Trophy",
            "level": "national_other",
            "category": "ОДИНОЧНОЕ КАТАНИЕ 2 СПОРТИВНЫЙ РАЗРЯД ДЕВУШКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2sport",
            "club": null,
            "flag": "RUS",
            "place": 29,
            "total": "26.69",
            "partner": null
          },
          {
            "date": "2024-05-10",
            "event": "Crystal Ice Trophy",
            "level": "national_other",
            "category": "ОДИНОЧНОЕ КАТАНИЕ 2 СПОРТИВНЫЙ ДЕВУШКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2sport",
            "club": null,
            "flag": "RUS",
            "place": 31,
            "total": "71.17",
            "partner": null
          },
          {
            "date": "2024-04-27",
            "event": "Ksenofontov Memorial",
            "level": "national_other",
            "category": "ОДИНОЧНОЕ КАТАНИЕ 2 СПОРТИВНЫЙ ДЕВУШКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2sport",
            "club": null,
            "flag": "RUS",
            "place": 46,
            "total": "26.80",
            "partner": null
          },
          {
            "date": "2024-03-26",
            "event": "Local Federations Trophy",
            "level": "national_other",
            "category": "ОДИНОЧНОЕ КАТАНИЕ 2 СПОРТИВНЫЙ ДЕВУШКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2sport",
            "club": null,
            "flag": "RUS",
            "place": 44,
            "total": "72.61",
            "partner": null
          },
          {
            "date": "2024-03-12",
            "event": "Tagil Ice Chip Trophy",
            "level": "national_other",
            "category": "ОДИНОЧНОЕ КАТАНИЕ 2 СПОРТИВНЫЙ ДЕВУШКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_2sport",
            "club": null,
            "flag": "RUS",
            "place": 4,
            "total": "85.46",
            "partner": null
          }
        ],
        "spellings": [
          "Ульяна СОКОЛОВА"
        ],
        "birth_years_printed": {},
        "clubs_printed": []
      },
      "alternatives": [
        {
          "card": 9707808,
          "name": "Ульяна САПОГОВА",
          "latin": "Ulyana SAPOGOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 13,
          "last_starts": [
            {
              "date": "2026-03-28",
              "event": "Kirovgrad Trophy",
              "level": "national_other",
              "category": "ОДИНОЧНОЕ КАТАНИЕ 2 ЮНОШЕСКИЙ ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": null,
              "flag": "RUS",
              "place": 2,
              "total": "33.96",
              "partner": null
            },
            {
              "date": "2026-01-13",
              "event": "Sverdlovsk Federation Cup Stage 5",
              "level": "national_other",
              "category": "ОДИНОЧНОЕ КАТАНИЕ 2 ЮНОШЕСКИЙ ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": null,
              "flag": "RUS",
              "place": 2,
              "total": "30.62",
              "partner": null
            },
            {
              "date": "2025-12-08",
              "event": "Sverdlovsk Oblast Championships",
              "level": "national_other",
              "category": "ОДИНОЧНОЕ КАТАНИЕ 3 ЮНОШЕСКИЙ ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3youth",
              "club": null,
              "flag": "RUS",
              "place": 1,
              "total": "20.20",
              "partner": null
            },
            {
              "date": "2025-11-24",
              "event": "Sverdlovsk Regional Stage 3",
              "level": "national_other",
              "category": "ОДИНОЧНОЕ КАТАНИЕ 3 ЮНОШЕСКИЙ ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3youth",
              "club": null,
              "flag": "RUS",
              "place": 2,
              "total": "20.51",
              "partner": null
            },
            {
              "date": "2025-09-28",
              "event": "Sverdlovsk Federation Cup Stage 2",
              "level": "national_other",
              "category": "ОДИНОЧНОЕ КАТАНИЕ 3 ЮНОШЕСКИЙ ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3youth",
              "club": null,
              "flag": "RUS",
              "place": 2,
              "total": "18.67",
              "partner": null
            },
            {
              "date": "2025-09-15",
              "event": "Sverdlovsk Federation Cup Stage 1",
              "level": "national_other",
              "category": "ОДИНОЧНОЕ КАТАНИЕ 3 ЮНОШЕСКИЙ ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3youth",
              "club": null,
              "flag": "RUS",
              "place": 3,
              "total": "19.67",
              "partner": null
            }
          ],
          "spellings": [
            "Ulyana Maksimovna SAPOGOVA",
            "Ulyana SAPOGOVA",
            "Ульяна Максимовна САПОГОВА",
            "Ульяна САПОГОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": []
        },
        {
          "card": 9718656,
          "name": "Ульяна САПОГОВА",
          "latin": "Ulyana SAPOGOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 1,
          "last_starts": [
            {
              "date": "2025-12-23",
              "event": "Sverdlovsk Federation Cup Stage 4",
              "level": "national_other",
              "category": "ОДИНОЧНОЕ КАТАНИЕ 2 ЮНОШЕСКИЙ ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": null,
              "flag": "RUS",
              "place": 4,
              "total": "31.96",
              "partner": null
            }
          ],
          "spellings": [
            "Ulyana Maksimovna SAPOGOVA YEKB",
            "Ulyana SAPOGOVA",
            "Ульяна Максимовна САПОГОВА ЕКБ",
            "Ульяна САПОГОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": []
        },
        {
          "card": 9707628,
          "name": "Ульяна МАКАРОВА",
          "latin": "Ulyana MAKAROVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 2,
          "last_starts": [
            {
              "date": "2025-11-22",
              "event": "Snezhnost Trophy",
              "level": "national_other",
              "category": "2 ЮНОШЕСКИЙ РАЗРЯД - ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": null,
              "flag": "RUS",
              "place": 5,
              "total": "25.69",
              "partner": null
            },
            {
              "date": "2025-09-29",
              "event": "Syuyumbike Cup",
              "level": "national_other",
              "category": "3 ЮН РАЗРЯД - ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3youth",
              "club": null,
              "flag": "RUS",
              "place": 2,
              "total": "17.72",
              "partner": null
            }
          ],
          "spellings": [
            "Ульяна МАКАРОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": []
        },
        {
          "card": 9648142,
          "name": "Ульяна СОКОЛОВА",
          "latin": "Ulyana SOKOLOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 1,
          "last_starts": [
            {
              "date": "2026-02-16",
              "event": "Dynasty Trophy",
              "level": "national_other",
              "category": "Oдинoчнoe кaтaниe, I cп, дeвочки, дeвушки",
              "discipline": "singles",
              "age_group": "junior",
              "step": null,
              "club": "СПб, МО Смольнинское, АНО ФСО ШФК Бриллиантовый лед",
              "flag": "RUS",
              "place": 31,
              "total": "99.02",
              "partner": null
            }
          ],
          "spellings": [
            "Ulyana SOKOLOVA",
            "Ulyana Sergeevna SOKOLOVA",
            "Ульяна СОКОЛОВА",
            "Ульяна Сергеевна СОКОЛОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": [
            "СПб, МО Смольнинское, АНО ФСО ШФК Бриллиантовый лед"
          ]
        },
        {
          "card": 9532946,
          "name": "Ульяна ХОМКАЛОВА",
          "latin": "Ulyana Khomkalova",
          "gender": "women",
          "birth_date": null,
          "results_total": 3,
          "last_starts": [
            {
              "date": "2026-03-01",
              "event": "Crystal Skate",
              "level": "national_other",
              "category": "2 юношеский, девочки (6-9 лет)",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": null,
              "flag": "RUS",
              "place": 26,
              "total": "24.16",
              "partner": null
            },
            {
              "date": "2025-11-15",
              "event": "Todes School Trophy",
              "level": "national_other",
              "category": "2 юношеский, девочки (6-9 лет)",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": "Курган, МБУ ДО ДЮСШ №2",
              "flag": "RUS",
              "place": 14,
              "total": "26.77",
              "partner": null
            },
            {
              "date": "2024-03-05",
              "event": "Young Skater Contest",
              "level": "national_other",
              "category": "Открытый конкурс \"Юный фигурист 2024\" ЮНЫЙ ФИГУРИСТ ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_beginner",
              "club": "г. Курган, ДЮСШ No 2",
              "flag": "RUS",
              "place": 7,
              "total": "12.14",
              "partner": null
            }
          ],
          "spellings": [
            "Ulyana Khomkalova",
            "Ульяна ХОМКАЛОВА",
            "Ульяна Юрьевна ХОМКАЛОВА"
          ],
          "birth_years_printed": {
            "2016": 1
          },
          "clubs_printed": [
            "Курган, МБУ ДО ДЮСШ №2",
            "г. Курган, ДЮСШ No 2"
          ]
        },
        {
          "card": 9719385,
          "name": "Ульяна СОКОЛОВА",
          "latin": "Ulyana SOKOLOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 2,
          "last_starts": [
            {
              "date": "2019-02-27",
              "event": "Tyumen Stars Trophy",
              "level": "national_other",
              "category": "З ЮНОШЕСКИЙ ДЕВОЧКИ ГР. А",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3youth",
              "club": "г. Серов, МАУ ДО ДЮСШ",
              "flag": "RUS",
              "place": 4,
              "total": "20.63",
              "partner": null
            },
            {
              "date": "2019-02-08",
              "event": "Sverdlovsk Natural Rinks Championships",
              "level": "national_other",
              "category": "3-й юнoшecкий Дeвушки",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3youth",
              "club": "г. Серов МАУ ДО ДЮСШ",
              "flag": "RUS",
              "place": 1,
              "total": "27.66",
              "partner": null
            }
          ],
          "spellings": [
            "Ульяна СОКОЛОВА"
          ],
          "birth_years_printed": {
            "2011": 1
          },
          "clubs_printed": [
            "г. Серов, МАУ ДО ДЮСШ",
            "г. Серов МАУ ДО ДЮСШ"
          ]
        },
        {
          "card": 8912957,
          "name": "Ulyana SOKOLOVA",
          "latin": "Ulyana SOKOLOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 1,
          "last_starts": [
            {
              "date": "2024-12-08",
              "event": "Union Cup",
              "level": "national_other",
              "category": "Intermediate Novice 2014 - Women",
              "discipline": "singles",
              "age_group": "novice",
              "step": "isu_int_nov",
              "club": "SShOR A.V. Golubev / Kostroma",
              "flag": "RUS",
              "place": 11,
              "total": "22.75",
              "partner": null
            }
          ],
          "spellings": [
            "Ulyana SOKOLOVA"
          ],
          "birth_years_printed": {},
          "clubs_printed": [
            "SShOR A.V. Golubev / Kostroma"
          ]
        },
        {
          "card": 8917246,
          "name": "Julianna SOKOLOVA",
          "latin": "Julianna SOKOLOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 2,
          "last_starts": [
            {
              "date": "2024-05-10",
              "event": "Tallinn Trophy Kids",
              "level": "international_other",
              "category": "Chicks C 2016 Girls",
              "discipline": "singles",
              "age_group": "novice",
              "step": "development",
              "club": "Pääsuke",
              "flag": "EST",
              "place": 5,
              "total": "15.77",
              "partner": null
            },
            {
              "date": "2024-04-27",
              "event": "Narva Spring",
              "level": "international_other",
              "category": "Chicks C Girls",
              "discipline": "singles",
              "age_group": "novice",
              "step": "development",
              "club": "Pääsuke",
              "flag": "EST",
              "place": 6,
              "total": "11.81",
              "partner": null
            }
          ],
          "spellings": [
            "Julianna SOKOLOVA"
          ],
          "birth_years_printed": {},
          "clubs_printed": [
            "Pääsuke"
          ]
        }
      ]
    }
  ]
}

System

You help maintain a figure skating results database. Decide strictly from the dossier. Choose only among the options given. If the evidence is insufficient, answer 'unsure'. Reply with a single JSON object: {"decision": "keep"|"card"|"new", "slot": <card id being replaced or null>, "card": <card id or null>, "confidence": "high"|"medium"|"low", "why": "...", "same_person": [{"cards": [<id>, <id>, ...], "confidence": "high"|"medium"|"low", "why": "..."}], "followups": [{"card": <id>, "issue": "...", "suggestion": "..."}]} Output only the JSON object: no text before or after it, no Markdown, no code fences. Put all your reasoning into the "why" field.

Raw model text

```json
{
  "decision": "keep",
  "slot": null,
  "card": null,
  "confidence": "high",
  "why": "The current card 9649711 (Ульяна СОКОЛОВА) is the best match. The row is from 2023-04-10 in Reftinsky (Sverdlovsk Oblast region), category 2 СПОРТИВНЫЙ for girls born 2011+. Card 9649711 shows consistent participation in rus_2sport category competitions in 2024 with similar score levels (71.17, 72.61, 85.46, 26.69, 26.80). The discipline (singles, novice) and age group match perfectly. Card 9719385 also shows a Ульяна СОКОЛОВА with birth year 2011 printed and competed in 2019 in Sverdlovsk (Serov), but that's too old (2019 results). Card 9648142 is a different Ульяна СОКОЛОВА from St. Petersburg competing at higher level (1 спортивный) in 2026. The alternatives with different surnames (SAPOGOVA, MAKAROVA, KHOMKALOVA) are clearly different people despite name similarity. Card 9649711 is the most recent and active card matching the 2023 competition profile.",
  "slot": null,
  "card": null,
  "same_person": [
    {
      "cards": [9649711, 9719385],
      "confidence": "medium",
      "why": "Both are Ульяна СОКОЛОВА with birth year 2011 printed on card 9719385. Card 9719385 competed in Sverdlovsk (Serov) in 2019 at rus_3youth level, while 9649711 competes at rus_2sport level starting 2024. The progression from 3youth to 2sport is normal. However, the gap between 2019 and 2024 is significant and there's no direct confirmation they're the same person. Could be different people with same name and birth year."
    }
  ],
  "followups": [
    {
      "card": 9649711,
      "issue": "No birth date recorded despite category indicating birth year 2011. Multiple cards exist for Ульяна СОКОЛОВА with different profiles.",
      "suggestion": "Verify birth date and consolidate if cards 9649711 and 9719385 are confirmed to be the same person."
    },
    {
      "card": 9707808,
      "issue": "Card 9707808 (SAPOGOVA) has future dates (2026) which may indicate data entry errors or provisional results.",
      "suggestion": "Verify competition dates are accurate."
    }
  ]
}
```

Usage

{
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