{
  "package_slug": "jenks_observation_loss_evaluation",
  "title": "Equality Proxy",
  "summary": "Baseline observation-loss data, threshold outputs, and static plus interactive Jenks decision-space views.",
  "overview": {
    "title": "Equality Proxy",
    "observation_count": 36,
    "successful_count": 14,
    "failed_count": 22,
    "avg_latest_loss": 4.83203125,
    "avg_updated_loss": 4.724609375,
    "avg_loss_delta": 0.107421875,
    "avg_score": 0.05872558061709939,
    "min_score": -0.7821989581758477,
    "max_score": 0.7821989581758476,
    "threshold_value": 0.12854015017957138,
    "threshold_value_count": 1,
    "threshold_source": "jenks_log_ratio"
  },
  "file_guide": {
    "data/default_observations.json": "Canonical 36-example WLA observation-loss baseline.",
    "data/observation_loss_table.csv": "Flattened per-example loss table for browser or spreadsheet inspection.",
    "figures/jenks_decision_space.png": "Static decision-space figure combining the seeded baseline, live observations, and threshold trajectory over evaluation order.",
    "figures/jenks_decision_space_interactive.html": "Interactive Plotly companion with hover summaries for each baseline and live observation point."
  },
  "metric_definitions": {
    "latest_loss": "Loss on the tutor or sensor target using the incumbent latest-version computation result in the observation context.",
    "updated_loss": "Loss on that same target and context using the updated candidate-version computation result.",
    "loss_delta": "Latest Loss - Updated Loss, so positive values mean the candidate version improved the match."
  },
  "files": {
    "README.md": "Plain-language overview of the artifact contents and the canonical baseline.",
    "data/default_observations.json": "Canonical 36-example WLA observation-loss baseline.",
    "data/observation_loss_table.csv": "Flattened per-example loss table for browser or spreadsheet inspection.",
    "figures/jenks_decision_space.png": "Static decision-space figure combining the seeded baseline, live observations, and threshold trajectory over evaluation order.",
    "figures/jenks_decision_space_interactive.html": "Interactive Plotly companion with hover summaries for each baseline and live observation point."
  }
}