HomeDocs-Technical WhitePaper52-Dataset Card Template v1.0

Chapter 1 — Scope of Use & Dependencies


I. Scope of Use


II. Dataset Scenarios Matrix

Scenario

Typical Source

Core Fields

Key KPIs

Gates

Notes

Batch

Partitioned files/objs

record_id, ts, schema.*

Completeness, dedup rate, p_dim

G1/G4/G8

Versioned schema & splits

Streaming

Events/message queues

event_id, window, flags

Latency, loss rate, σ_y(τ)

G3/G5/G6

Exactly-Once/At-Least-Once note

Near-RT

Shared-mem/micro-batch

ts_align, slice

Jitter, Latency_P95

G5/G6

Sync chain & watermark policy

Hybrid

Online + Offline

contract.snapshot

Alignment consistency, Q_res

G1–G8

Online backflow & offline checks

Unified path forms:
T_arr = ( 1 / c_ref ) * ( ∫ n_eff d ell ) or T_arr = ( ∫ ( n_eff / c_ref ) d ell );
Phase: Phi = ( 2π / λ_ref ) * ( ∫ n_eff d ell ).


III. Dependencies & Alignment


IV. Citations & Versioning


V. Compliance Prerequisites


VI. Outputs & Interfaces

  1. Required: schema.json, contract.yaml, split.yaml, validate_report.json, check_dim_report.json, audit.jsonl, report_manifest.yaml, SIGNATURE.asc.
  2. Suggested interfaces:
    • I81-dataset_ingest(package) -> validate_report.json
    • I82-dataset_validate(gates[]) -> report
    • I83-dataset_manifest_export(fmt) -> report_manifest.yaml
    • I84-dataset_split(plan.yaml) -> split_manifest.json
    • I89-dataset_publish(channel) -> release_id

VII. Checklist


Copyright & License (CC BY 4.0)

Copyright: Unless otherwise noted, the copyright of “Energy Filament Theory” (text, charts, illustrations, symbols, and formulas) belongs to the author “Guanglin Tu”.
License: This work is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0). You may copy, redistribute, excerpt, adapt, and share for commercial or non‑commercial purposes with proper attribution.
Suggested attribution: Author: “Guanglin Tu”; Work: “Energy Filament Theory”; Source: energyfilament.org; License: CC BY 4.0.

First published: 2025-11-11|Current version:v5.1
License link:https://creativecommons.org/licenses/by/4.0/