Datasets:

ClarusC64
/

climate-critical-slowing-flickering-patterns-v0.1

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Tabular Classification

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critical-slowing

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train · 6 rows

id stringclasses 6 values	system stringclasses 2 values	region stringclasses 2 values	time_window stringclasses 6 values	perturbation_events stringclasses 6 values	recovery_time_series stringclasses 3 values	variance_profile stringclasses 5 values	autocorrelation_profile stringclasses 4 values	flicker_events stringclasses 4 values	recovery_time_trend stringclasses 3 values	variance_inflation_index float64 0.12 0.6	autocorrelation_strength float64 0.18 0.68	flicker_frequency float64 0 0.22	brittleness_score float64 0.15 0.7	tipping_warning_level stringclasses 3 values	notes stringclasses 6 values	constraints stringclasses 1 value	gold_checklist stringclasses 1 value
CSFP-001	coral_reef	Great_Barrier_Reef	1980-1995	minor SST anomalies	fast recovery	low stable variance	low autocorrelation	none	stable	0.12	0.18	0	0.15	low	Baseline resilience	Under 280 words.	trend+variance+flicker
CSFP-002	coral_reef	Great_Barrier_Reef	1995-2005	moderate SST anomalies	slower recovery	rising variance	moderate autocorrelation	rare	slowing	0.32	0.4	0.05	0.35	medium	Early slowing	Under 280 words.	trend+variance+flicker
CSFP-003	coral_reef	Great_Barrier_Reef	2005-2015	repeated heatwaves	very slow recovery	high variance	high autocorrelation	frequent	severe_slowing	0.55	0.62	0.18	0.65	high	Late warning	Under 280 words.	trend+variance+flicker
CSFP-004	forest	Amazon_Basin	1980-2000	seasonal droughts	fast recovery	low variance	low autocorrelation	none	stable	0.15	0.2	0	0.18	low	Forest baseline	Under 280 words.	trend+variance+flicker
CSFP-005	forest	Amazon_Basin	2000-2010	drought + fire events	slower recovery	moderate variance	rising autocorrelation	occasional	slowing	0.38	0.45	0.08	0.42	medium	Stress accumulation	Under 280 words.	trend+variance+flicker
CSFP-006	forest	Amazon_Basin	2010-2020	compound drought-fire	very slow recovery	high variance	high autocorrelation	frequent	severe_slowing	0.6	0.68	0.22	0.7	high	Near tipping	Under 280 words.	trend+variance+flicker

What this dataset tests

Whether a climate system is exhibiting
critical slowing down and flickering
prior to a tipping point.

Required outputs

recovery time trend
variance inflation
autocorrelation strength
flicker frequency
brittleness score
tipping warning level

Use case

Second layer of Tipping Point Early-Warning Signatures.

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