id stringclasses 6
values | region stringclasses 4
values | time_window stringclasses 6
values | climate_ecological_metrics stringclasses 6
values | socio_economic_metrics stringclasses 6
values | coupling_signal_summary stringclasses 6
values | lag_structure_summary stringclasses 6
values | coupling_coherence_score float64 0.35 0.82 | coupling_mode_label stringclasses 3
values | dominant_feedback_loops stringclasses 6
values | system_balance_risk stringclasses 3
values | notes stringclasses 6
values | constraints stringclasses 1
value | gold_checklist stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
CSECI-001 | Amazon_Basin | 2000-2010 | Stable forest cover; soil carbon steady; rainfall recycling intact | Moderate extraction; reinvestment in local services | Economic use aligns with forest stability | Short lag; mutual reinforcement | 0.78 | virtuous | forest cover ↔ rainfall ↔ livelihoods | Low | Reference coherent basin | Under 260 words. | score+mode+loops |
CSECI-002 | Amazon_Basin | 2010-2020 | Deforestation accelerates; soil moisture variance rises | Commodity exports surge; local inequality widens | Economic gains decouple from ecosystem health | Longening lag; delayed ecological response | 0.42 | extractive | deforestation → rainfall loss → yield decline | High | Extractive trajectory emerging | Under 260 words. | score+mode+loops |
CSECI-003 | Sahel | 1995-2005 | Vegetation recovery; soil moisture improves | Pastoral adaptation; local governance strengthening | Human adaptation reinforces ecological recovery | Tight lag; positive feedback | 0.7 | virtuous | grazing management ↔ vegetation recovery | Low | Adaptive coupling case | Under 260 words. | score+mode+loops |
CSECI-004 | Sahel | 2005-2015 | Rainfall variability rises; soil degradation pockets | Population pressure; weak governance | Stress propagates across systems | Lag mismatch; oscillatory response | 0.5 | neutral | rainfall shock → migration → land stress | Medium | Balanced but fragile | Under 260 words. | score+mode+loops |
CSECI-005 | Coastal_Delta | 2000-2018 | Mangrove loss; salinity intrusion | Aquaculture expansion; short-term income gain | Economic activity undermines climate buffer | Delayed collapse signal | 0.35 | extractive | mangrove loss → storm damage → income loss | High | Classic extractive coupling | Under 260 words. | score+mode+loops |
CSECI-006 | Temperate_Forest_Region | 1990-2010 | Forest regrowth; biodiversity increases | Sustainable forestry; stable employment | Policy aligns incentives with regeneration | Short lag; reinforcing loop | 0.82 | virtuous | restoration ↔ long-term yield | Low | Policy-driven coherence | Under 260 words. | score+mode+loops |
What this dataset tests
Whether climate–ecological systems
and human systems are coherently coupled.
Modes
- virtuous
- neutral
- extractive
Required outputs
- coupling coherence score
- coupling mode
- dominant feedback loops
- lag structure
- system balance risk
Use case
Front door of the Socio-Ecological Coupling Coherence Benchmarks.
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