Home > Structured Datasets > Automation Dataset

What Makes This Dataset Different

Smart lighting automation content usually reads like marketing copy for one specific ecosystem. This dataset instead structures the recurring, cross-platform concepts — hub and protocol compatibility, voice/vision control patterns, predictive maintenance logic, and circadian automation research — into one consistent schema, so comparing approaches across Matter, Thread, and proprietary hubs is a filter, not a re-read of a dozen product pages.

It is built from PortfolioLighting.net's own automation content library, restructured for reuse in smart-home research, RAG pipelines, and product comparison tools.

Who Actually Uses This

Smart-home developers: filter to protocol-compatibility topics (Matter, Thread) before scoping integration work, instead of manually cross-referencing manufacturer docs.

AI/RAG developers: ground a smart-lighting assistant in structured, source-linked automation records instead of letting a model improvise current certification status.

Product researchers: use the risk-level and category fields as a starting taxonomy for comparing automation approaches across ecosystems.

Get the Full Dataset

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One-time purchase • Instant CSV + JSON download • Lifetime access to this version

I understand this is a research and organizational reference only, not legal, engineering, or electrical compliance advice. I will independently verify any specific product compatibility, certification status, or requirement with the applicable manufacturer or a licensed electrician before relying on it for actual work. I understand PortfolioLighting.net makes no warranty as to the accuracy, completeness, or current applicability of any reference in this dataset.

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Schema Preview

Two real, unedited sample records from the actual dataset — not illustrative placeholders.

automation-preview.json

[
  {
    "url": "https://www.portfoliolighting.net/automation/smart-hub-compatibility-guide.html",
    "topic": "Smart Hub Compatibility Guide",
    "general_code_reference": "Not NEC-based (platform/protocol compatibility)",
    "risk_level": "Low",
    "internal_reference_code": "PLA-003"
  },
  {
    "url": "https://www.portfoliolighting.net/automation/matter-thread-connectivity.html",
    "topic": "Matter/Thread Connectivity",
    "general_code_reference": "Not NEC-based (Matter/Thread is a connectivity protocol standard, not an NEC article); NEC 725 concepts may apply to underlying low-voltage control wiring",
    "risk_level": "Low",
    "internal_reference_code": "PLA-013"
  }
  // ... 31 additional structured topics in the full dataset
]

Want the raw file instead of a preview? Download the free sample CSV — no email required.

Full Topic Index (33 Topics)

Every topic in the dataset, linked to its public source page. This is the complete list — if a topic you need isn't here, it isn't in this dataset.

TopicCategorySource Page AI Outdoor Lighting Systems OverviewNot NEC-basedView Source Automated Landscape Lighting LogicNot NEC-basedView Source Smart Hub Compatibility GuideNot NEC-basedView Source Hardscape & Linear Step LightingNot NEC-basedView Source AI Security & Ambient LightingNot NEC-basedView Source Predictive Arrival Lighting PatternsNot NEC-basedView Source Transformer Voltage Load BalancingNot NEC-basedView Source AI Predictive Maintenance LogicNot NEC-basedView Source Voice Control Lighting LogicNot NEC-basedView Source Circadian Outdoor LightingNot NEC-basedView Source Solar Hybrid OptimizationNot NEC-basedView Source Biophilic AI Design PatternsNot NEC-basedView Source Matter/Thread ConnectivityNot NEC-basedView Source AI Fault Isolation LogicNot NEC-basedView Source Dark Sky AI AutomationNot NEC-basedView Source AI Holiday Theming LogicNot NEC-basedView Source Thermal Throttling AI ProtectionNot NEC-basedView Source Vision-Integrated LightingNot NEC-basedView Source Localized Edge AI vs. CloudNot NEC-basedView Source AI Lighting Voice BiometricsNot NEC-basedView Source Legacy Transformer AI RetrofittingNot NEC-basedView Source Hybrid Smart Upgrade GuideNot NEC-basedView Source Smart Landscape Lighting BridgeNot NEC-basedView Source Biological Lighting InfrastructureNot NEC-basedView Source Flicker Factor & Migraine PreventionNot NEC-basedView Source CRI 95 vs. CRI 80 Productivity CostNot NEC-basedView Source Voltage Stability & MelatoninNot NEC-basedView Source Nursery Lighting SafetyNot NEC-basedView Source Human-Centric RetrofittingNot NEC-basedView Source Biophilic Basement LightingNot NEC-basedView Source Automated Wellness SchedulesNot NEC-basedView Source Circadian Landscape SyncingNot NEC-basedView Source Dark Sky Bedroom Trespass SolutionsNot NEC-basedView Source

Key Topic Areas Covered in This Dataset

The dataset spans 33 topics; these are the recurring themes most records fall under.

Matter & Thread Protocol Compatibility

General discussion of the Matter and Thread connectivity protocols as they relate to landscape lighting control. See Matter/Thread Connectivity.

Voice & Vision Control

Voice-control integration concepts and camera-based detection triggers for landscape lighting automation. See Voice Control Lighting Logic.

Circadian & Human-Centric Automation

Automation approaches that adjust color temperature or brightness across the evening to support circadian-aware lighting. See Circadian Outdoor Lighting.

What This Dataset Is Not

To set accurate expectations before you buy:

Every record carries its own disclaimer field for exactly this reason — so the caveat travels with the data even if a record is extracted, filtered, or reused independently of this page.

Frequently Asked Questions

What exactly is in the Automation Dataset?

33 structured records covering smart hub/protocol compatibility, voice and vision control, predictive maintenance, and circadian automation research, delivered as CSV and JSON with a consistent 13-field schema.

Does this guarantee my hub is compatible with a specific product?

No. This is a research reference describing general compatibility categories, not a guarantee for any specific product pairing. Always confirm current certification status with the manufacturer.

Can I see sample data before buying?

Yes — the source-index table, live schema preview, and free sample CSV are all on this page, no purchase required for the sample.

How does this differ from the Low-Voltage Design Dataset?

The Low-Voltage Design Dataset covers wiring, transformer sizing, and installation planning. This dataset covers smart/connected control layers built on top of a working system. See the full catalog for all 9 datasets.

Related Resources

This page contains AdSense advertising and a paid digital product. This is a research and organizational reference only, not legal, engineering, or electrical advice. Confirm all requirements with a licensed electrician and your local Authority Having Jurisdiction (AHJ) before relying on this information.

Philip Meyer - Lighting Expert

Published by Philip Meyer

Lead Content Developer & Lighting Specialist