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Profile Extension: 'ExactMatchPrimarySourceMultiAcceptedTaxonomicMatch' tiebreaker

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python
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调研方向

从 src/taxonopy/resolution/strategy/profiles/exact_match_primary_source_multi_accepted_taxonomic_match.py 开始,重点查看相同分类匹配失败的第 6 步和第 7 步。检查显示的 Cupidopsis jobates trace 和 Gnverifier 结果,然后为匹配之间的细微差异定义并验证一个谨慎的 tiebreaker,同时不允许过于宽松的匹配通过。

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描述

Labels: enhancement

Exploring resolutions with FAILED_FORCED_INPUT status in resolved_taxa/taxonopy-v0.1/source=eol/part-00000-34c55989-4190-4247-86af-fac6c8b665bb-c000.snappy.resolved.parquet

One of the most significant failed reasons is "Tie between # results with equal taxonomic matches", failed by exact_match_primary_source_multi_accepted_taxonomic_match.py

Example:

Current resolution:

{
  "uuid": "481396b6-9b8f-4aff-98f7-305fddfb56f3",
  "scientific_name": "Cupidopsis jobates (Hopffer, 1855)",
  "common_name": "",
  "source_dataset": "eol",
  "source_id": "20451407",
  "resolution_status": "FAILED_FORCED_INPUT",
  "kingdom": "Metazoa",
  "phylum": "Arthropoda",
  "class": "Insecta",
  "order": "Lepidoptera",
  "family": "Lycaenidae",
  "genus": "Pterygota",
  "species": "Cupidopsis jobates (Hopffer, 1855)",
  "resolution_path": "RESOLVED",
  "resolution_strategy": "ForceFailedToInput",
  "final_query_term": "Cupidopsis jobates (Hopffer, 1855)",
  "final_query_rank": "species",
  "final_data_source_id": 11,
  "meta_matched_current_name": null,
  "meta_matched_result_id": null,
  "meta_matched_full_name": null,
  "meta_author_disambiguation": null,
  "meta_accepted_record_id": null,
  "meta_synonym_matched": null,
  "meta_accepted_name": null,
  "meta_fuzzy_matched_name": null,
  "meta_edit_distance": null
}

Trace Entry:

{
  "entry": {
    "uuid": "481396b6-9b8f-4aff-98f7-305fddfb56f3",
    "scientific_name": "Cupidopsis jobates (Hopffer, 1855)",
    "common_name": "",
    "kingdom": "Metazoa",
    "phylum": "Arthropoda",
    "class_": "Insecta",
    "order": "Lepidoptera",
    "family": "Lycaenidae",
    "genus": "Pterygota",
    "species": "Cupidopsis jobates (Hopffer, 1855)",
    "source_dataset": "eol",
    "source_id": "20451407"
  },
  "group": {
    "entry_uuids": [
      "2c46684b-496b-4d64-b487-4251ebdbe310",
      "aa1a82a2-2d50-4681-b7e3-3768c674799e",
      "64f7a51d-a0c9-4f34-8b24-1ea6d1e3fab1",
      "083599e4-414e-4f5a-97f0-f41ed97e0002",
      "60abecc6-b094-41b4-a186-3d9a44f29f37",
      "1e67550c-f952-4cdc-a24c-4faf655f9f61",
      "43242bc9-074d-4615-b15e-ea9840371518",
      "481396b6-9b8f-4aff-98f7-305fddfb56f3",
      "56e23a31-b5b3-474f-9e8f-801c44a7948d",
      "43a67fdd-261d-42c9-b6d6-d4fd3ec9a023"
    ],
    "kingdom": "Metazoa",
    "phylum": "Arthropoda",
    "class_": "Insecta",
    "order": "Lepidoptera",
    "family": "Lycaenidae",
    "genus": "Pterygota",
    "species": "Cupidopsis jobates (Hopffer, 1855)",
    "scientific_name": "Cupidopsis jobates (Hopffer, 1855)",
    "common_names": [],
    "key": "b23906440604c734648a630620dff46874353e48f5e4723a9f542dc8989f657b",
    "group_count": 10
  },
  "query_plan": {
    "term": "Cupidopsis jobates (Hopffer, 1855)",
    "rank": "species",
    "source_id": 11
  },
  "resolution_attempts": [
    {
      "key": "4391cf2052ad6c22c8f18db002d45191e37b9a11d59d54b2695de16e7576eba8",
      "entry_group_key": "b23906440604c734648a630620dff46874353e48f5e4723a9f542dc8989f657b",
      "query_term": "Cupidopsis jobates (Hopffer, 1855)",
      "query_rank": "species",
      "data_source_id": 11,
      "status": "FAILED",
      "is_successful": false,
      "is_retry": false,
      "previous_key": null,
      "resolution_strategy_name": "ExactMatchPrimarySourceMultiAcceptedTaxonomicMatch",
      "failure_reason": "Tie between 2 results with equal taxonomic matches",
      "resolved_classification": null,
      "error": null,
      "metadata": {
        "match_count": 5,
        "total_results": 2,
        "tied_results_count": 2,
        "tied_record_ids": [
          "1929059",
          "9894815"
        ],
        "selection_method": "taxonomic_hierarchy_match_tie"
      }
    }
  ]
}

This profile strategy currently simply fails when it encounters ambiguities like the one shown here.

However, the match terms are not exactly the same; there are slight differences (e.g. a single-letter misspelling, including or omitting an author/year suffix, resolved at higher ranks).

Gnverifier Verification:

{
  "id": "af6739ea-1c38-5677-8dc9-125c112b1a9c",
  "name": "Cupidopsis jobates (Hopffer, 1855)",
  "cardinality": 2,
  "matchType": "Exact",
  "results": [
    {
      "dataSourceId": 11,
      "dataSourceTitleShort": "GBIF Backbone Taxonomy",
      "curation": "AutoCurated",
      "recordId": "1929059",
      "outlink": "https://gbif.org/species/1929059",
      "entryDate": "2024-01-11",
      "sortScore": 9.427395485947873,
      "matchedNameID": "af6739ea-1c38-5677-8dc9-125c112b1a9c",
      "matchedName": "Cupidopsis jobates (Hopffer, 1855)",
      "matchedCardinality": 2,
      "matchedCanonicalSimple": "Cupidopsis jobates",
      "matchedCanonicalFull": "Cupidopsis jobates",
      "currentRecordId": "1929059",
      "currentNameId": "af6739ea-1c38-5677-8dc9-125c112b1a9c",
      "currentName": "Cupidopsis jobates (Hopffer, 1855)",
      "currentCardinality": 2,
      "currentCanonicalSimple": "Cupidopsis jobates",
      "currentCanonicalFull": "Cupidopsis jobates",
      "taxonomicStatus": "Accepted",
      "isSynonym": false,
      "classificationPath": "Animalia|Arthropoda|Insecta|Lepidoptera|Lycaenidae|Cupidopsis|Cupidopsis jobates",
      "classificationRanks": "kingdom|phylum|class|order|family|genus|species",
      "classificationIds": "1|54|216|797|5473|1929057|1929059",
      "editDistance": 0,
      "stemEditDistance": 0,
      "matchType": "Exact",
      "scoreDetails": {
        "cardinalityScore": 1,
        "infraSpecificRankScore": 0,
        "fuzzyLessScore": 1,
        "curatedDataScore": 0.33333334,
        "authorMatchScore": 1,
        "acceptedNameScore": 1,
        "parsingQualityScore": 1
      }
    },
    {
      "dataSourceId": 11,
      "dataSourceTitleShort": "GBIF Backbone Taxonomy",
      "curation": "AutoCurated",
      "recordId": "9894815",
      "outlink": "https://gbif.org/species/9894815",
      "entryDate": "2024-01-11",
      "sortScore": 9.387489602933003,
      "matchedNameID": "95cc66ca-a6a8-5d90-8e33-834402e866b4",
      "matchedName": "Cupidopsis iobates",
      "matchedCardinality": 2,
      "matchedCanonicalSimple": "Cupidopsis iobates",
      "matchedCanonicalFull": "Cupidopsis iobates",
      "currentRecordId": "9894815",
      "currentNameId": "95cc66ca-a6a8-5d90-8e33-834402e866b4",
      "currentName": "Cupidopsis iobates",
      "currentCardinality": 2,
      "currentCanonicalSimple": "Cupidopsis iobates",
      "currentCanonicalFull": "Cupidopsis iobates",
      "taxonomicStatus": "Accepted",
      "isSynonym": false,
      "classificationPath": "Animalia|Arthropoda|Insecta|Lepidoptera|Lycaenidae|Cupidopsis|Cupidopsis iobates",
      "classificationRanks": "kingdom|phylum|class|order|family|genus|species",
      "classificationIds": "1|54|216|797|5473|1929057|9894815",
      "editDistance": 1,
      "stemEditDistance": 0,
      "matchType": "Fuzzy",
      "scoreDetails": {
        "cardinalityScore": 1,
        "infraSpecificRankScore": 0,
        "fuzzyLessScore": 0.6666667,
        "curatedDataScore": 0.33333334,
        "authorMatchScore": 0.14285715,
        "acceptedNameScore": 1,
        "parsingQualityScore": 1
      }
    }
  ],
  "curation": "AutoCurated"
}

But the profile defines the tie strategy that if there are multiple ‘best matches’ (taxonomic matches with the highest score that have the most specific ranks, from species to fianl_query_rank), they are tied and fail by it. According to step 6 and step 7 in exact_match_primary_source_multi_accepted_taxonomic_match.py

Consider adding a separate tiebreaker when a tie is detected, to find the best match among those slight differences, but be careful not to be too lax in letting things through.

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