| """Refusal detection, value resolution, and the cleaning provenance format.""" |
| import json |
|
|
| import pytest |
|
|
| from legex.evaluation.comparison import classify_cell, normalise, refusal_reason, resolve |
| from legex.evaluation.cleaning import format_comment, format_original_input |
|
|
| REFUSALS = [ |
| ("The document does not state a specific date. N/A", "trial_start_date"), |
| ("None (the judgment does not contain a party designation block)", "plaintiffs_all_count"), |
| ("Based on my review, I cannot determine the amount in dispute.", "dispute_value_nominal"), |
| ("N/A", "trial_end_date"), |
| ("not specified", "trial_start_date"), |
| ] |
|
|
| KEEPERS = [ |
| ("nonpecuniary", "dispute_value_nominal"), |
| ("no_allocation_possible", "plaintiff_no1_ISIC1_industry_category"), |
| ("Employment_Law/Discrimination", "legal_subject_judgement"), |
| ("2024-01-21", "trial_end_date"), |
| ("25400000", "dispute_value_nominal"), |
| ("1", "plaintiffs_all_count"), |
| ("1.0", "plaintiff_loosing_share"), |
| ("0.86", "plaintiff_loosing_share"), |
| ("l_financial_insurance", "defendant_no1_ISIC1_industry_category"), |
| ] |
|
|
| |
| |
| RECOVERABLE = [ |
| ("20'000", "court_cost_awarded_nominal", "20000"), |
| ("1 000 000", "dispute_value_nominal", "1000000"), |
| ("2024/01/21", "trial_end_date", "2024-01-21"), |
| ("1\n```", "plaintiffs_all_count", "1"), |
| ("[1]\n\n2025-08-19", "trial_end_date", "2025-08-19"), |
| ("1950\n[1] [2]", "court_cost_awarded_nominal", "1950"), |
| |
| ("March 19, 2026", "trial_end_date", "2026-03-19"), |
| ("30 September 2020", "trial_end_date", "2020-09-30"), |
| |
| ("L_financial_insurance", "defendant_no1_ISIC1_industry_category", "l_financial_insurance"), |
| ("No_allocation_possible", "plaintiff_no1_ISIC1_industry_category", "no_allocation_possible"), |
| |
| ("CHF 9'728'400.00", "dispute_value_nominal", "9728400"), |
| ("30'000.--", "dispute_value_nominal", "30000"), |
| ("6'500 fr.", "court_cost_awarded_nominal", "6500"), |
| ("22.201,76 EUR", "dispute_value_nominal", "22201.76"), |
| ] |
|
|
| |
| PROSE_TO_REVIEW = [ |
| ("1.0\n\nThe complaint was declared inadmissible.", "plaintiff_loosing_share"), |
| ("The operative part imposes court costs of 800 Swiss Francs.[1]\n\n800", |
| "court_cost_awarded_nominal"), |
| ("Greer (No. 19-8709): 1.0\n\nGary (No. 20-444): 1.0", "plaintiff_loosing_share"), |
| |
| ("1 (total plaintiffs/claimants/appellants)", "plaintiffs_all_count"), |
| ] |
|
|
| |
| |
| AMBIGUOUS_AMOUNTS_TO_REVIEW = [ |
| ("5.000 €", "dispute_value_nominal"), |
| ("538,183 euro", "dispute_value_nominal"), |
| ] |
|
|
|
|
| @pytest.mark.parametrize("text,col", REFUSALS) |
| def test_refusals_go_to_review(text, col): |
| status, _, reason = resolve(text, col) |
| assert status == "review" and reason |
|
|
|
|
| @pytest.mark.parametrize("text,col", KEEPERS) |
| def test_valid_values_kept(text, col): |
| status, value, _ = resolve(text, col) |
| assert status == "valid" and value == text |
|
|
|
|
| @pytest.mark.parametrize("text,col,canon", RECOVERABLE) |
| def test_recoverable_values_canonicalised(text, col, canon): |
| status, value, _ = resolve(text, col) |
| assert status == "recovered" and value == canon |
|
|
|
|
| |
| |
| NEUTRAL_RECOVERABLE = [ |
| ("20'000", "court_cost_awarded_nominal", "20000"), |
| ("1 000 000", "dispute_value_nominal", "1000000"), |
| ("2024/01/21", "trial_end_date", "2024-01-21"), |
| ("1\n```", "plaintiffs_all_count", "1"), |
| ("1950\n[1] [2]", "court_cost_awarded_nominal", "1950"), |
| ] |
|
|
|
|
| @pytest.mark.parametrize("text,col,canon", NEUTRAL_RECOVERABLE) |
| def test_recovery_is_score_neutral(text, col, canon): |
| for gold in ("", canon, "999", "2024-01-21"): |
| assert classify_cell(gold, normalise(text), col) == classify_cell(gold, canon, col) |
|
|
|
|
| @pytest.mark.parametrize("text,col", PROSE_TO_REVIEW) |
| def test_prose_with_number_goes_to_review_not_garbage(text, col): |
| |
| status, _, _ = resolve(text, col) |
| assert status == "review" |
|
|
|
|
| @pytest.mark.parametrize("text,col", AMBIGUOUS_AMOUNTS_TO_REVIEW) |
| def test_ambiguous_grouped_amounts_go_to_review(text, col): |
| status, _, _ = resolve(text, col) |
| assert status == "review" |
|
|
|
|
| def test_prose_without_value_or_marker_still_reviewed(): |
| status, _, reason = resolve( |
| "Based on the decision, the respondent substantially prevailed on the merits.", |
| "plaintiff_loosing_share", |
| ) |
| assert status == "review" and reason == "no recoverable value" |
|
|
|
|
| def test_normalise_is_pure(): |
| assert normalise("The document does not state a date. N/A") != "" |
| assert refusal_reason("nonpecuniary", "dispute_value_nominal") is None |
|
|
|
|
| def test_provenance_format(): |
| changes = { |
| "trial_start_date": ("Not specified ", ""), |
| "court_cost_awarded_nominal": ("20'000", "20000"), |
| } |
| assert format_comment(changes) == ( |
| "The trial_start_date was sanitized from 'Not specified ' to 'empty (removed)'. " |
| "The court_cost_awarded_nominal was sanitized from '20'000' to '20000'." |
| ) |
| assert json.loads(format_original_input(changes)) == { |
| "trial_start_date": "Not specified ", "court_cost_awarded_nominal": "20'000", |
| } |
| assert format_comment({}) is None |
| assert format_original_input({}) == "{}" |
|
|