LLM calls

sportstatsdb.com pipelines
time
2026-09-30 23:42:05
pipeline
isu_pipeline
run
pilot_20260930_2338
step
people_llm
object
Екатерина БАШАРОВА
model_requested
anthropic/claude-haiku-4.5
model_returned
anthropic/claude-haiku-4.5
provider
Amazon Bedrock
latency_s
5.52
prompt_tokens
4148
completion_tokens
386
cost_usd
0.006078
finish_reason
stop
json_error
False
review_verdict
review_note
call_id
1ff9bf55-fd1a-4b13-ba62-ae185ccf106c

Answer

{
  "why": "The current card 9642508 matches the row on name (Екатерина БАШАРОВА), region (Удмуртская Республика), discipline (singles), and gender (women). The event is a 2016 regional championship for novice-age girls, which fits a young skater's profile. While the current card has no birth date and only 1 result total, this is consistent with a young athlete early in their career. The alternative card 9567490 has birth date 2003-07-03 but zero results, making it less likely. Card 9648667 (МОСТАРОВА) is a different surname. Card 8962717 (БАШКОВА) is a different surname and from Veliky Novgorod region, not Udmurtia. Cards 9668322 and 9529849 are ЗАХАРОВА (different surname). Card 8965456 (BOCHAROVA) is a dancer, not a singles skater. The current card remains the best match despite limited history.",
  "card": null,
  "slot": null,
  "decision": "keep",
  "followups": [
    {
      "card": 9642508,
      "issue": "Missing birth date for athlete competing in novice category in 2016",
      "suggestion": "Verify birth year; for ДЕВУШКИ (СТАРШАЯ ГРУППА) novice in 2016, athlete should typically be born 2001-2003"
    }
  ],
  "confidence": "medium",
  "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": "Екатерина БАШАРОВА",
    "event": "ЗС Первенства России (младш.возр.) УФО, ПФО, , 2016-02-01",
    "category": "ДЕВУШКИ (СТАРШАЯ ГРУППА)",
    "discipline": "singles",
    "age_group": "novice",
    "step": null,
    "flag": "RUS",
    "club_or_region_printed": "Удмуртская Республика",
    "place": 15,
    "total": "130.13",
    "segments": {
      "TEST": "13.60",
      "SP": "39.59",
      "FS": "64.54"
    },
    "birth_years_printed": [],
    "category_years": []
  },
  "people_on_row": [
    {
      "current_card": {
        "card": 9642508,
        "name": "Екатерина БАШАРОВА",
        "latin": "Ekaterina Basharova",
        "gender": "women",
        "birth_date": null,
        "results_total": 1,
        "last_starts": [],
        "spellings": [
          "Екатерина БАШАРОВА"
        ],
        "birth_years_printed": {},
        "clubs_printed": [
          "Удмуртская Республика"
        ]
      },
      "alternatives": [
        {
          "card": 9567490,
          "name": "Екатерина БАШАРОВА",
          "latin": "Ekaterina Basharova",
          "gender": "women",
          "birth_date": "2003-07-03",
          "results_total": 0,
          "last_starts": [],
          "spellings": [
            "Ekaterina Basharova",
            "Башарова Екатерина Радиковна",
            "Екатерина БАШАРОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": []
        },
        {
          "card": 9668322,
          "name": "Екатерина ЗАХАРОВА",
          "latin": "Yekaterina ZAKHAROVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 2,
          "last_starts": [
            {
              "date": "2017-12-07",
              "event": "Tver Region Cup Final",
              "level": "national_other",
              "category": "1 юношеский разряд, дeвочки",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_1youth",
              "club": "Тверская СШОР",
              "flag": "RUS",
              "place": 17,
              "total": "27.02",
              "partner": null
            },
            {
              "date": "2017-10-07",
              "event": "Veliky Novgorod Open City Competition",
              "level": "national_other",
              "category": "2 юн. дeвочки 2008 и старше",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_2youth",
              "club": "Тверская СШОР, Тверская область",
              "flag": "RUS",
              "place": 3,
              "total": "21.52",
              "partner": null
            }
          ],
          "spellings": [
            "Екатерина ЗАХАРОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": [
            "Тверская СШОР",
            "Тверская СШОР, Тверская область"
          ]
        },
        {
          "card": 8965456,
          "name": "Ekaterina BOCHAROVA",
          "latin": "Ekaterina BOCHAROVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 19,
          "last_starts": [
            {
              "date": "2014-10-27",
              "event": "Russian Cup Stage 3",
              "level": "national_series",
              "category": "Спортивные танцы, КМС",
              "discipline": "dance",
              "age_group": "junior",
              "step": "rus_kms",
              "club": null,
              "flag": "RUS",
              "place": 8,
              "total": "109.72",
              "partner": "Anton SHIBNEV"
            },
            {
              "date": "2014-10-17",
              "event": "Ice Star",
              "level": "international_other",
              "category": "Junior Ice Dance",
              "discipline": "dance",
              "age_group": "junior",
              "step": null,
              "club": null,
              "flag": "RUS",
              "place": 7,
              "total": "103.76",
              "partner": "Anton SHIBNEV"
            },
            {
              "date": "2014-02-26",
              "event": "Russian Cup Final",
              "level": "national_series",
              "category": "Танцы на льду, КМС",
              "discipline": "dance",
              "age_group": "junior",
              "step": "rus_kms",
              "club": null,
              "flag": "RUS",
              "place": 7,
              "total": "37.65",
              "partner": "Anton SHIBNEV"
            },
            {
              "date": "2014-01-22",
              "event": "Russian Junior Championships",
              "level": "national_junior",
              "category": "Junior Ice Dancing",
              "discipline": "dance",
              "age_group": "junior",
              "step": null,
              "club": null,
              "flag": "RUS",
              "place": 11,
              "total": "115.13",
              "partner": "Anton SHIBNEV"
            },
            {
              "date": "2013-11-07",
              "event": "Volvo Open Cup",
              "level": "international_other",
              "category": "Junior Ice Dance",
              "discipline": "dance",
              "age_group": "junior",
              "step": null,
              "club": null,
              "flag": "RUS",
              "place": 3,
              "total": "119.60",
              "partner": "Anton SHIBNEV"
            },
            {
              "date": "2013-10-18",
              "event": "Ice Star",
              "level": "international_other",
              "category": "Ice Dance - Junior",
              "discipline": "dance",
              "age_group": "junior",
              "step": null,
              "club": null,
              "flag": "RUS",
              "place": 4,
              "total": "120.82",
              "partner": "Anton SHIBNEV"
            }
          ],
          "spellings": [
            "Ekaterina Bocharova",
            "Yekaterina BOCHAROVA",
            "Екатерина БОЧАРОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": [
            "Москва, ДЮСШ 2 / Москва, ДЮСШ 2"
          ]
        },
        {
          "card": 9529849,
          "name": "Екатерина ЗАХАРОВА",
          "latin": "Ekaterina Zakharova",
          "gender": "women",
          "birth_date": null,
          "results_total": 2,
          "last_starts": [
            {
              "date": "2026-03-28",
              "event": "Regional Championships",
              "level": "national_other",
              "category": "НОВИЧОК, девочки 2016-2017 гр",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_newcomer",
              "club": null,
              "flag": "RUS",
              "place": 2,
              "total": "8.89",
              "partner": null
            },
            {
              "date": "2025-11-02",
              "event": "Regional Championships",
              "level": "national_other",
              "category": "НОВИЧОК, девочки",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_newcomer",
              "club": null,
              "flag": "RUS",
              "place": 6,
              "total": "6.28",
              "partner": null
            }
          ],
          "spellings": [
            "Ekaterina Zakharova",
            "Екатерина ЗАХАРОВА",
            "Екатерина Олеговна ЗАХАРОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": []
        },
        {
          "card": 9648667,
          "name": "Екатерина МОСТАРОВА",
          "latin": "Yekaterina MOSTAROVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 3,
          "last_starts": [
            {
              "date": "2024-11-30",
              "event": "Yoshkar-Ola City Championships",
              "level": "national_other",
              "category": "3 СПОРТИВНЫЙ РАЗРЯД, ДЕВОЧКИ (8-12 ЛЕТ), ДЕВУШКИ (11-17 ЛЕТ)",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3sport",
              "club": null,
              "flag": "RUS",
              "place": null,
              "total": null,
              "partner": null
            },
            {
              "date": "2024-11-09",
              "event": "Chuvash Republic Cup Stage 1",
              "level": "national_other",
              "category": "3-й cпортивный разряд, дeвочки 9-12, 11-17 лет",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3sport",
              "club": null,
              "flag": "RUS",
              "place": 17,
              "total": "26.74",
              "partner": null
            },
            {
              "date": "2024-10-27",
              "event": "Mari El Republic Cup",
              "level": "national_other",
              "category": "3-Й СПОРТИВНЫЙ РАЗРЯД, ДЕВОЧКИ (6-8, 9-12 ЛЕТ)",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_3sport",
              "club": "Чувашская Республика, Чебоксары, АНО СШФКК",
              "flag": "RUS",
              "place": 15,
              "total": "26.74",
              "partner": null
            }
          ],
          "spellings": [
            "Екатерина МОСТАРОВА"
          ],
          "birth_years_printed": {
            "2012": 2
          },
          "clubs_printed": [
            "Чувашская Республика, Чебоксары, АНО СШФКК"
          ]
        },
        {
          "card": 8962717,
          "name": "Екатерина БАШКОВА",
          "latin": "Yekaterina BASHKOVA",
          "gender": "women",
          "birth_date": null,
          "results_total": 3,
          "last_starts": [
            {
              "date": "2016-02-27",
              "event": "Veliky Novgorod Junior Championships",
              "level": "national_other",
              "category": "Открытое первенство Великого Новгорода - I спорт. дeвушки",
              "discipline": "singles",
              "age_group": "junior",
              "step": null,
              "club": "ДЮСШ \"Спорт-Индустрия\", Великий Новгород",
              "flag": "RUS",
              "place": 12,
              "total": "96.44",
              "partner": null
            },
            {
              "date": "2015-03-19",
              "event": "Russian Novice Championships",
              "level": "national_other",
              "category": "Девушки, младший возраст",
              "discipline": "singles",
              "age_group": "novice",
              "step": "rus_younger",
              "club": null,
              "flag": "RUS",
              "place": 27,
              "total": "95.07",
              "partner": null
            },
            {
              "date": "2014-12-13",
              "event": "Veliky Novgorod Interregional Tournament",
              "level": "national_other",
              "category": "2 спoрт. дeвушки",
              "discipline": "singles",
              "age_group": "junior",
              "step": "rus_2sport",
              "club": "Великий Новгород",
              "flag": "RUS",
              "place": 3,
              "total": "82.22",
              "partner": null
            }
          ],
          "spellings": [
            "Yekaterina BASHKOVA",
            "Екатерина БАШКОВА"
          ],
          "birth_years_printed": {},
          "clubs_printed": [
            "ДЮСШ \"Спорт-Индустрия\", Великий Новгород",
            "Великий Новгород"
          ]
        }
      ]
    }
  ]
}

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": "medium",
  "why": "The current card 9642508 matches the row on name (Екатерина БАШАРОВА), region (Удмуртская Республика), discipline (singles), and gender (women). The event is a 2016 regional championship for novice-age girls, which fits a young skater's profile. While the current card has no birth date and only 1 result total, this is consistent with a young athlete early in their career. The alternative card 9567490 has birth date 2003-07-03 but zero results, making it less likely. Card 9648667 (МОСТАРОВА) is a different surname. Card 8962717 (БАШКОВА) is a different surname and from Veliky Novgorod region, not Udmurtia. Cards 9668322 and 9529849 are ЗАХАРОВА (different surname). Card 8965456 (BOCHAROVA) is a dancer, not a singles skater. The current card remains the best match despite limited history.",
  "slot": null,
  "same_person": [],
  "followups": [
    {
      "card": 9642508,
      "issue": "Missing birth date for athlete competing in novice category in 2016",
      "suggestion": "Verify birth year; for ДЕВУШКИ (СТАРШАЯ ГРУППА) novice in 2016, athlete should typically be born 2001-2003"
    }
  ]
}
```

Usage

{
  "cost": 0.006078,
  "is_byok": false,
  "cost_details": {
    "upstream_inference_cost": 0.006078,
    "upstream_inference_prompt_cost": 0.004148,
    "upstream_inference_completions_cost": 0.00193
  },
  "total_tokens": 4534,
  "prompt_tokens": 4148,
  "completion_tokens": 386,
  "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
  }
}