9 substrates · 167,747+ observations · All publicly available
Every dataset follows the Benthos dwell-time schema. Download any dataset and analyze it with the benthos Python package or the Explorer. What's the schema? →
Annual democracy and freedom scores for countries worldwide. Each observation is a country-year commitment to democratic norms, with dwell time measured in years until regime transition.
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country_id, year, freedom_score, dwell_time_years, censoredPhysarum polycephalum tube formation and dissolution data from Adamatzky (2010). Each observation is a mycelial connection, with dwell time measured in hours until dissolution. Source: Zenodo record 3997031.
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tube_id, node_a, node_b, formation_time, dwell_time_hours, censoredAdamatzky, A. (2010). Physarum Machines. World Scientific. Zenodo: 3997031.
World Bank composite governance indicators across six dimensions. Each observation is a country-year governance commitment, with dwell time measured until indicator transition.
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country_id, indicator, year, score, dwell_time_years, censoredMulti-review lending conditions from the IMF's Monitoring of Fund Arrangements database. Each observation is a structural condition with dwell time measured in review periods until resolution or program end.
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condition_id, program_id, initial_status, dwell_time_reviews, censoredNYC Taxi and Limousine Commission trip data, treating each fare as a commitment to complete the journey. Dwell time measured in minutes from pickup to dropoff or cancellation.
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trip_id, pickup_datetime, dropoff_datetime, dwell_time_minutes, censoredGlobal Fund to Fight AIDS, Tuberculosis and Malaria grant performance data. Each observation is a performance milestone commitment with dwell time measured in reporting periods.
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grant_id, country, disease, milestone_id, dwell_time_periods, censoredOregon health system coordinated care organization performance commitments. Each observation is a quality metric commitment with dwell time measured in quarters until metric change.
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cco_id, metric_id, period, value, dwell_time_quarters, censoredIndependent Evaluation Group assessments of World Bank project outcomes. Each observation is a project commitment with dwell time measured from approval to outcome assessment.
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project_id, country, approval_year, outcome_rating, dwell_time_years, censoredEPA Enforcement and Compliance History Online (ECHO) enforcement action data. Each observation is a compliance commitment with dwell time measured in days until resolution or escalation.
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action_id, facility_id, violation_type, issued_date, dwell_time_days, censored