LLM calls

sportstatsdb.com pipelines
time
2026-09-30 23:42:32
pipeline
isu_pipeline
run
pilot_20260930_2338
step
people_llm
object
Анастасия НЕФЕДОВА
model_requested
anthropic/claude-haiku-4.5
model_returned
anthropic/claude-haiku-4.5
provider
Amazon Bedrock
latency_s
6.17
prompt_tokens
2811
completion_tokens
475
cost_usd
0.005186
finish_reason
stop
json_error
False
review_verdict
review_note
call_id
b8fa9d64-7bc5-45aa-ac4b-959e0ec6e24b

Answer

{
  "why": "Card 9708842 is the correct match. The row is from 2017-04-17 with category '3-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ' (3rd youth rank, girls). Card 9708842 has extensive results in this exact category from 2019-2020, showing consistent participation in rus_3youth step competitions. The club 'ЦРС \"Столица\"' appears in the clubs_printed list for card 9708842. The score of 19.07 fits within the progression shown on card 9708842 (ranging from 13.85 to 18.89). Card 9708708 only has 2 results from 2018 and appears to be a different person or an incomplete record. Card 9708783 has birth year 2010 printed, which would make the skater 7 years old in 2017 - too young for the novice category. Card 9708842 has birth year 2012 printed (5 occurrences), which would make the skater approximately 5 years old in 2017, still young but more consistent with the category progression shown in later years (competing in 3rd youth rank through 2020). The continuous club association with Крылатское/Мегаспорт and ЦРС Столица, combined with the category consistency and score progression, strongly supports card 9708842.",
  "card": null,
  "slot": null,
  "decision": "keep",
  "followups": [
    {
      "card": 9708842,
      "issue": "Birth date is null but birth_years_printed shows 2012 (5 occurrences). Should verify and set birth_date to 2012 or specific date if available.",
      "suggestion": "Add birth_date field based on the 2012 birth year data."
    }
  ],
  "confidence": "high",
  "same_person": []
}

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": "Анастасия НЕФЕДОВА",
    "event": "Кубок на приз ЗМС М.Е. Черкасовой, Москва, 2017-04-17",
    "category": "3-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ",
    "discipline": "singles",
    "age_group": "novice",
    "step": "rus_3youth",
    "flag": "RUS",
    "club_or_region_printed": "ЦРС \"Столица\"",
    "place": 21,
    "total": "19.07",
    "segments": {
      "FS": "19.07"
    },
    "birth_years_printed": [],
    "category_years": []
  },
  "people_on_row": [
    {
      "current_card": {
        "card": 9708842,
        "name": "Анастасия НЕФЕДОВА",
        "latin": "Anastasiya NEFEDOVA",
        "gender": "women",
        "birth_date": null,
        "results_total": 18,
        "last_starts": [
          {
            "date": "2020-02-06",
            "event": "Gurevich Memorial",
            "level": "national_other",
            "category": "Юношеские соревнования Памяти М.И. Гуревича 3-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": "Отделение Крылатское (СК Мегаспорт)",
            "flag": "RUS",
            "place": 1,
            "total": "18.89",
            "partner": null
          },
          {
            "date": "2020-02-03",
            "event": "Megasport February Frosts Trophy",
            "level": "national_other",
            "category": "3-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": null,
            "flag": "RUS",
            "place": 12,
            "total": "16.63",
            "partner": null
          },
          {
            "date": "2019-12-27",
            "event": "New Year Trophy",
            "level": "national_other",
            "category": "3 ЮНОШЕСКИЙ, ДЕВОЧКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": "Отделение Крылатское (СК Мегаспорт)",
            "flag": "RUS",
            "place": 5,
            "total": "17.93",
            "partner": null
          },
          {
            "date": "2019-12-14",
            "event": "Sport School No 4 Closed Trophy",
            "level": "national_other",
            "category": "3 ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": "Отделение Крылатское (СК Мегаспорт)",
            "flag": "RUS",
            "place": 26,
            "total": "17.22",
            "partner": null
          },
          {
            "date": "2019-12-05",
            "event": "Megasport",
            "level": "national_other",
            "category": "3-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": "Отделение Крылатское (СК Мегаспорт)",
            "flag": "RUS",
            "place": 26,
            "total": "13.85",
            "partner": null
          },
          {
            "date": "2019-12-02",
            "event": "Dynamo Cup",
            "level": "national_other",
            "category": "3-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ",
            "discipline": "singles",
            "age_group": "novice",
            "step": "rus_3youth",
            "club": "Отделение Крылатское (СК Мегаспорт)",
            "flag": "RUS",
            "place": 4,
            "total": "16.77",
            "partner": null
          }
        ],
        "spellings": [
          "Анастасия НЕФЕДОВА"
        ],
        "birth_years_printed": {
          "2012": 5
        },
        "clubs_printed": [
          "Отделение Крылатское (СК Мегаспорт)",
          "СК \"Крылатское\"",
          "СК Крылатское",
          "ЦРС Столица",
          "ЦРС \"Столица\""
        ]
      },
      "alternatives": [
        {
          "card": 9708708,
          "name": "Анастасия НЕФЕДОВА",
          "latin": "Anastasiya NEFEDOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 2,
          "last_starts": [
            {
              "date": "2018-12-25",
              "event": "New Year Trophy",
              "level": "national_other",
              "category": "Новогоднее первенство ГБУ СК Мегаспорт ДЕВОЧКИ, 2 ЮНОШЕСКИЙ Старт",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": null,
              "flag": "RUS",
              "place": 20,
              "total": "28.59",
              "partner": null
            },
            {
              "date": "2018-12-25",
              "event": "New Year Trophy",
              "level": "national_other",
              "category": "Новогоднее первенство ГБУ СК Мегаспорт ДЕВОЧКИ, 3 ЮНОШЕСКИЙ Старт",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3youth",
              "club": null,
              "flag": "RUS",
              "place": 31,
              "total": "20.01",
              "partner": null
            }
          ],
          "spellings": [
            "Анастасия НЕФЕДОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": []
        },
        {
          "card": 9708783,
          "name": "Анастасия НЕФЕДОВА",
          "latin": "Anastasiya NEFEDOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 2,
          "last_starts": [
            {
              "date": "2019-03-04",
              "event": "Rublev Memorial",
              "level": "national_other",
              "category": "1-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_1youth",
              "club": null,
              "flag": "RUS",
              "place": 12,
              "total": "30.38",
              "partner": null
            },
            {
              "date": "2018-02-21",
              "event": "Shcherbinka Cup",
              "level": "national_other",
              "category": "F Кубок городского округа Щербинка 2-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ Кубок городского округа Щербинка - 2-й Юношеский Разряд, Девочки Старт",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": null,
              "flag": "RUS",
              "place": 27,
              "total": "22.34",
              "partner": null
            }
          ],
          "spellings": [
            "Анастасия НЕФЕДОВА"
          ],
          "birth_years_printed": {
            "2010": 2
          },
          "clubs_printed": []
        }
      ]
    }
  ]
}

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": "Card 9708842 is the correct match. The row is from 2017-04-17 with category '3-Й ЮНОШЕСКИЙ РАЗРЯД, ДЕВОЧКИ' (3rd youth rank, girls). Card 9708842 has extensive results in this exact category from 2019-2020, showing consistent participation in rus_3youth step competitions. The club 'ЦРС \"Столица\"' appears in the clubs_printed list for card 9708842. The score of 19.07 fits within the progression shown on card 9708842 (ranging from 13.85 to 18.89). Card 9708708 only has 2 results from 2018 and appears to be a different person or an incomplete record. Card 9708783 has birth year 2010 printed, which would make the skater 7 years old in 2017 - too young for the novice category. Card 9708842 has birth year 2012 printed (5 occurrences), which would make the skater approximately 5 years old in 2017, still young but more consistent with the category progression shown in later years (competing in 3rd youth rank through 2020). The continuous club association with Крылатское/Мегаспорт and ЦРС Столица, combined with the category consistency and score progression, strongly supports card 9708842.",
  "same_person": [],
  "followups": [
    {
      "card": 9708842,
      "issue": "Birth date is null but birth_years_printed shows 2012 (5 occurrences). Should verify and set birth_date to 2012 or specific date if available.",
      "suggestion": "Add birth_date field based on the 2012 birth year data."
    }
  ]
}
```

Usage

{
  "cost": 0.005186,
  "is_byok": false,
  "cost_details": {
    "upstream_inference_cost": 0.005186,
    "upstream_inference_prompt_cost": 0.002811,
    "upstream_inference_completions_cost": 0.002375
  },
  "total_tokens": 3286,
  "prompt_tokens": 2811,
  "completion_tokens": 475,
  "prompt_tokens_details": {
    "audio_tokens": 0,
    "video_tokens": 0,
    "cached_tokens": 0,
    "cache_write_tokens": 0
  },
  "completion_tokens_details": {
    "audio_tokens": 0,
    "image_tokens": 0,
    "reasoning_tokens": 0
  }
}