Datasets:
scenario_id string | pressure float64 | buffer_capacity float64 | drift_gradient float64 | boundary_distance float64 | recovery_feasibility float64 | label_buffer_exhaustion int64 |
|---|---|---|---|---|---|---|
be_train_001 | 0.82 | 0.14 | 0.61 | 0.19 | 0.21 | 1 |
be_train_002 | 0.77 | 0.18 | 0.58 | 0.23 | 0.27 | 1 |
be_train_003 | 0.71 | 0.16 | 0.54 | 0.28 | 0.25 | 1 |
be_train_004 | 0.88 | 0.12 | 0.67 | 0.17 | 0.19 | 1 |
be_train_005 | 0.74 | 0.21 | 0.49 | 0.31 | 0.34 | 1 |
be_train_006 | 0.39 | 0.66 | -0.22 | 0.71 | 0.68 | 0 |
be_train_007 | 0.33 | 0.73 | -0.27 | 0.76 | 0.72 | 0 |
be_train_008 | 0.48 | 0.59 | -0.11 | 0.63 | 0.61 | 0 |
be_train_009 | 0.41 | 0.69 | -0.18 | 0.68 | 0.66 | 0 |
be_train_010 | 0.52 | 0.55 | -0.09 | 0.57 | 0.59 | 0 |
What this dataset tests
This dataset tests whether a model can recognize instability caused by buffer exhaustion from a compact state-space snapshot.
Core instability geometry
Buffer exhaustion occurs when system load rises while protective capacity is steadily depleted. Collapse occurs when remaining buffers are insufficient to absorb further strain.
Prediction target
label_buffer_exhaustion
1 = instability due to buffer exhaustion
0 = system remains stable
Row structure
Each row represents a system state.
Columns
scenario_id
pressure
buffer_capacity
drift_gradient
boundary_distance
recovery_feasibility
label_buffer_exhaustion (train only)
Signal definitions
pressure
Current system load or strain level.
buffer_capacity
Remaining capacity available to absorb strain.
drift_gradient
Direction and strength of movement toward instability.
boundary_distance
Distance from the instability boundary.
recovery_feasibility
Likelihood the system can return to stability.
Files
data/train.csv
10 labeled training rows
data/tester.csv
10 unlabeled evaluation rows
scorer.py
binary classification scorer
README.md
dataset card
Evaluation
Prediction file format
scenario_id,prediction
Example
be_test_001,1
be_test_002,0
Run scorer
python scorer.py predictions.csv ground_truth.csv
Why this matters
Many complex systems collapse because protective buffers are depleted.
Recognizing this geometry is central to stability intelligence.
License
MIT
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