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Portfolio Lighting: identify the product before making changes

This PortfolioLighting.net Structured Datasets resource is part of the Portfolio Lighting repair and maintenance library. For an existing system, identify the exact fixture or transformer model and check its label and original instructions before using broader lighting advice.

Portfolio owner’s first step: Use the Portfolio model lookup and product guides to connect this topic to your own installation.

Identify your Portfolio modelPortfolio replacement partsPortfolio troubleshootingPortfolio installation instructions

Quick Answer: What Is This Page?

This page lists the structured datasets maintained by PortfolioLighting.net for approved commercial AI licensing. These datasets are separate from ordinary web pages because they organize lighting knowledge into rows, fields, relationships, categories, and machine-readable records, drawn from over 350 published technical pages built and maintained since 2009.

345+ Total structured source records

7 Major category pillars

11 Structured dataset families

350+ Source technical pages

Important: The full datasets are not freely downloadable from this page. Public sample records may be shown for discovery, but commercial use, RAG ingestion, vector storage, training, summarization, answer generation, and bulk extraction require a paid license.

The purpose of this page is to help AI companies, search agents, inspection platforms, contractor software vendors, home-improvement assistants, insurance and warranty data teams, and data partners understand what structured lighting data may be available from PortfolioLighting.net.

Current Dataset Coverage (345+ Records Across 7 Categories)

Dataset coverage continues to expand as new compliance, automation, sustainability, reliability, troubleshooting, design, and seasonal reference content is added to PortfolioLighting.net.

Dataset Catalog

Eleven structured dataset families are currently maintained, spanning more than 345 individual source records. Scroll sideways on a phone to see every column.

Dataset Record Count Format Primary Use Cases Access Landscape Lighting Compliance Database 55+ CSV, XLSX, JSON/JSONL by request AI retrieval, compliance analysis, contractor tools, code-aware answer systems Paid license required NEC Requirements Matrix 50+ (overlay of compliance data) CSV, XLSX, JSON/JSONL by request Electrical-code mapping, inspection logic, outdoor lighting compliance lookups Paid license required Inspection Failure Database 15+ CSV, XLSX, JSON/JSONL by request Inspection failure prediction, corrective-action workflows, contractor checklists Paid license required Technical Hardware & Reliability Database 21+ CSV, XLSX, JSON/JSONL by request Predictive maintenance, extended-warranty pricing, insurance risk modeling, smart-home diagnostics Paid license required Automation & Smart Lighting Compatibility Dataset 33+ CSV, JSON/JSONL by request Smart hub compatibility matching, voice control logic, circadian/health-aware automation Paid license required Sustainability & Environmental Compliance Dataset 22+ CSV, JSON/JSONL by request Dark Sky compliance, BUG rating lookups, wildlife-friendly design, ESG reporting Paid license required Troubleshooting Diagnostic Tree Dataset 60+ CSV, JSON/JSONL by request Chatbot diagnostic flows, contractor decision trees, DIY repair assistants Paid license required Fixture & Model Specification Archive 89 HTML, CSV, JSON/JSONL by request Legacy hardware lookup, troubleshooting, model research, compatibility matching Paid license required Low-Voltage Design & Installation Dataset 18 CSV, JSON/JSONL by request Transformer sizing tools, installation planning software, contractor design aids Paid license required Landscape Lighting Design & Planning Dataset 31 CSV, JSON/JSONL by request Design-planning tools, layout assistants, cost estimators, AI answer systems Paid license required Holiday & Seasonal Lighting Dataset 16 CSV, JSON/JSONL by request Seasonal support tools, string-light troubleshooting assistants, retail chatbots Paid license required Portfolio Compatibility Matrix Planned / expanding CSV, XLSX, JSON/JSONL by request Replacement-product matching, shopping intelligence, repair assistants Enterprise license required

Why License PortfolioLighting.net Data

Most general-purpose lighting content on the web is written for retail shoppers browsing a catalog. PortfolioLighting.net's structured datasets are different because they were built specifically to answer specific, technical, long-tail questions: exact model numbers, exact NEC article references, exact lifespan ranges by material, exact smart-hub protocol compatibility, and exact symptom-to-cause mappings.

Depth on a Narrow Niche

Over 350 pages focused specifically on low-voltage landscape and outdoor lighting, rather than a broad home-improvement catalog with shallow lighting coverage.

Model-Number-Level Granularity

Individual structured records exist down to specific discontinued model numbers, with compatible replacement mappings that generic retail data does not track.

Code-Aware Structuring

Compliance and NEC data is organized by article, inspection relevance, and risk level rather than left as unstructured prose.

Reliability Data Tied to Real Failure Modes

Lifespan figures are paired with the specific failure mode and material involved, not just a generic "years of use" estimate.

Automation & Health-Aware Coverage

Smart-hub protocol compatibility is paired with circadian and human-centric lighting research, a combination not found in typical smart-home datasets.

Environmental Compliance Depth

Dark Sky, BUG rating, and wildlife-friendly design data structured for both code compliance and ESG/sustainability reporting use cases.

Translate the research into a Portfolio inspection question

For PortfolioLighting.net Structured Datasets, use the page’s specific product or problem as the starting point rather than a generic Portfolio Lighting rule. Preserve the exact model or item number when available, document the failed component or symptom, and record the dimensions, ratings, mounting details, and connections that control the repair decision. That evidence makes it possible to distinguish identification, diagnosis, parts matching, and complete replacement instead of treating them as the same task. Continue with Portfolio Parts once the problem has been narrowed.

Portfolio model lookup Portfolio replacement parts Portfolio transformer troubleshooting

Landscape Lighting Compliance Database

The Landscape Lighting Compliance Database organizes PortfolioLighting.net's outdoor lighting compliance pages into structured records. Topics include burial depth, GFCI protection, junction boxes, wet-location listing, pool lighting clearance, dock and pier lighting, dark-sky rules, ADA pathway lighting, light trespass, smart lighting controls, coastal salt-spray exposure, RoHS heavy-metals compliance, and related compliance areas.

Representative fields

This dataset is intended for systems that need structured answers about landscape lighting code, safety, permitting, inspection, and installation requirements.

Full documentation, sample rows, and instant checkout: visit the dedicated NEC compliance dataset page for the complete 55-topic index, live schema preview, and a free sample CSV before purchasing.

Landscape Lighting Compliance Dataset Index (55+ Records)

This index shows the public source pages currently feeding the Landscape Lighting Compliance Database. The full structured dataset includes additional fields, categorization, inspection relevance, risk labels, NEC mappings, jurisdictional notes, and machine-readable compliance records available by paid license.

Compliance Topic Category Primary Reference Source Page Electrical Code Safety GuideGeneral ComplianceMultipleView Source Wire Burial DepthUnderground WiringNEC 300.5View Source Junction Box RequirementsWiring EnclosuresNEC 314View Source Permit RequirementsJurisdictional ComplianceLocal CodeView Source Grounding and BondingElectrical SafetyNEC 250View Source Pet and Wildlife Wire SafetySafety / EnvironmentalBest PracticeView Source NEC 2026 Landscape Lighting UpdatesCode UpdatesMultipleView Source Transformer MountingEquipment PlacementNEC / Listing RulesView Source Insurance LiabilityRisk / LiabilityInsurance / SafetyView Source Arc Fault and GFCI RequirementsElectrical ProtectionNEC 210 / GFCIView Source Contractor LicensingPermits & LicensingState / LocalView Source Load Calculation ComplianceTransformer / LoadNEC / Listing RulesView Source Splice ConnectionsOutdoor WiringNEC / Wet LocationView Source Voltage Drop Code RequirementsVoltage Drop / TestingNEC / Manufacturer SpecsView Source Wet Location ListingFixture ListingNEC 410View Source Transformer DisconnectService DisconnectNEC / Service AccessView Source Pool Lighting ClearanceWater SafetyNEC 680View Source Submersible Fountain LightingWater Feature SafetyWet / Submersible ListingView Source ADA Outdoor Pathway LightingAccessibilityADA / Pathway SafetyView Source Fire Pit and Gas Line ClearancesFire / Fuel SafetyClearance RulesView Source Dock and Pier LightingMarine / Shore PowerNEC 555View Source Underground Conduit Fill CalculatorCalculator / Underground WiringNEC 300.5View Source Turtle-Safe Wildlife LightingEnvironmental ComplianceWildlife / Local CodeView Source Photometric Plan ReadingPhotometric ComplianceLighting Plan ReviewView Source Dark Sky ComplianceEnvironmental ComplianceDark Sky / Local OrdinanceView Source Light Trespass LawsProperty Line ComplianceFoot-Candle / Local CodeView Source Smart Lighting ControlsClass 2 / ControlsNEC 725View Source Electrical Code Grandfather ClausesExisting InstallationsCode TransitionView Source EMI InterferenceLow-Voltage InterferenceNEC 800View Source Outdoor Lighting Around Hot TubsWater SafetyNEC 680 / Local CodeView Source Voltage Drop DocumentationWarranty / TestingDocumentation StandardView Source Inspection ChecklistInspection WorkflowMultipleView Source As-Built Diagram RequirementsPermit DocumentationLocal JurisdictionView Source Solar Lighting StandardsProduct / Driver SafetyUL 8750View Source Common Code ViolationsCode ViolationsMultipleView Source Inspection Failure DatabaseInspection DatabaseMultipleView Source Permit Requirements by StateJurisdictional DatabaseState / LocalView Source Inspection Failure CodesInspection DatabaseMultipleView Source Red-Tag ViolationsInspection EnforcementLocal InspectionView Source Inspector Correction NoticesInspection EnforcementCorrection NoticeView Source Final Inspection ChecklistInspection WorkflowMultipleView Source Permit Rejection ReasonsJurisdictional DatabaseState / LocalView Source Electrical Inspector ChecklistInspection WorkflowMultipleView Source Code Enforcement CasesInspection EnforcementLocal InspectionView Source Liability Claims DatabaseRisk / LiabilityInsurance / SafetyView Source Universal NEC Code & Compliance CalculatorCalculator / General ComplianceMultipleView Source Coastal Salt-Spray Exposure RatingsEnvironmental / Material ComplianceCorrosion StandardsView Source Outdoor Kitchen Lighting ClearanceFire / Clearance SafetyNEC 210View Source General Landscape Lighting RequirementsGeneral ComplianceNEC 110View Source RoHS Heavy-Metals ComplianceMaterial / Environmental ComplianceRoHSView Source Waterfall Lighting Code RequirementsWater Feature SafetyWet Location / Local CodeView Source Emergency Backup Egress LightingLife SafetyEgress CodeView Source Outdoor Receptacle Code RequirementsElectrical ProtectionNECView Source NEC 411 vs. NEC 725Low-Voltage ClassificationNEC 411 / NEC 725View Source LED Driver Harmonic Distortion StandardsEquipment CompliancePower Quality StandardsView Source

Licensing note: This public index shows source coverage only. The full database includes structured fields, normalized categories, risk labels, inspection relevance, NEC mappings, jurisdictional tags, corrective-action relationships, and machine-readable records available under paid license.

NEC Requirements Matrix

The NEC Requirements Matrix maps outdoor lighting topics to compliance conditions and installation scenarios. Instead of forcing an AI system to infer requirements from article text, the matrix exposes the relationship between code area, installation type, inspection trigger, and corrective action.

Code-Aware Retrieval

Helps retrieval systems identify which outdoor lighting topics relate to NEC Article 110, 210, 300.5, 411, 555, 680, 725, 800, grounding, bonding, wet-location use, GFCI protection, or transformer disconnect requirements.

Contractor and Inspection Tools

Useful for checklists, pre-inspection review, estimate notes, installation planning, and compliance-aware customer support systems.

Inspection Failure Database

The Inspection Failure Database connects common outdoor lighting installation defects to probable compliance issues and corrective-action paths. This is especially useful for AI systems that need to answer practical questions such as why an outdoor lighting installation may fail inspection or what should be checked before a repair.

Example use cases

Safety note: Dataset records are informational and should not replace local code review or a licensed electrician. Electrical codes, permitting rules, and inspection practices vary by jurisdiction.

Technical Hardware & Reliability Database (21+ Records)

This dataset structures the realistic lifespan, thermal behavior, acoustic performance, and material durability of individual landscape lighting components, along with the specific failure mode behind each one. It is built from long-term field patterns, manufacturer L70 and driver specifications, and structured teardown analysis of transformers, fixtures, connectors, timers, photocells, and solar components.

Representative fields

Full documentation, sample rows, and instant checkout: visit the dedicated Hardware & Reliability Dataset page for the complete topic index, live schema preview, and a free sample CSV before purchasing.

Technical TopicCategorySource Page Lighting Hardware Telemetry Benchmarks (hub)General Hardware BenchmarksView Source Best LED Landscape Lighting FixturesFixture RankingsView Source LED Fixture Repairability GuideRepairabilityView Source Smart Bulb Standby Power ComparisonStandby PowerView Source LED Driver Heat in Landscape LightingDriver HeatView Source Outdoor Lighting Finish WeatheringFinish DurabilityView Source Smart Cold-Start Latency GuideCold-Start LatencyView Source LED Acoustic Hum GuideAcoustic HumView Source CRI & R9 Color Quality GuideColor QualityView Source Cordless Lamp Battery DegradationBattery DegradationView Source Smart Dimming Compatibility GuideDimming CompatibilityView Source Legacy Compatibility GuideLegacy CompatibilityView Source Voltage Drop Fixture Impact GuideVoltage Drop ImpactView Source IP Rating ComparisonWater/Dust Ingress RatingView Source Wire Gauge & Ampacity DatabaseWiring CapacityView Source LED L70 Lifespan DatabaseLED LifespanView Source Integrated vs. Socketed Lifespan DataFixture ComparisonView Source Transformer Efficiency & Load-Loss BenchmarksTransformer EfficiencyView Source Inrush Current & Peak Load DataElectrical Load BehaviorView Source Component Life ExpectancyReliability / LifespanView Source Gaskets, O-Rings & SealsSeal Material / Failure ModeView Source

Predictive Maintenance

Supports systems that flag components approaching end-of-life before failure occurs, based on install date and component type.

Insurance & Warranty Pricing

Provides failure-mode and lifespan data useful for extended-warranty risk modeling and claims pattern analysis.

Automation & Smart Lighting Compatibility Dataset (33+ Records)

This dataset structures smart-hub protocol compatibility, voice control logic, predictive maintenance triggers, and circadian/human-centric automation research for outdoor and landscape lighting systems.

Representative fields

Full documentation, sample rows, and instant checkout: visit the dedicated Automation Dataset page for the complete topic index, live schema preview, and a free sample CSV before purchasing.

Automation TopicCategorySource Page AI Outdoor Lighting Systems OverviewAI Systems OverviewView Source Automated Landscape Lighting LogicAutomation LogicView Source Smart Hub Compatibility GuidePlatform CompatibilityView Source Hardscape & Linear Step LightingFixture IntegrationView Source AI Security & Ambient LightingSecurity IntegrationView Source Predictive Arrival Lighting PatternsBehavior PredictionView Source Transformer Voltage Load BalancingLoad ManagementView Source AI Predictive Maintenance LogicMaintenance PredictionView Source Voice Control Lighting LogicVoice ControlView Source Circadian Outdoor LightingHealth / CircadianView Source Solar Hybrid OptimizationEnergy OptimizationView Source Biophilic AI Design PatternsDesign PatternsView Source Matter / Thread ConnectivityProtocol CompatibilityView Source AI Fault Isolation LogicDiagnostic LogicView Source Dark Sky AI AutomationEnvironmental AutomationView Source AI Holiday Theming LogicSeasonal AutomationView Source Thermal Throttling AI ProtectionThermal ProtectionView Source Vision-Integrated LightingCamera IntegrationView Source Localized Edge AI vs. CloudArchitecture ComparisonView Source AI Lighting Voice BiometricsSecurity / VoiceView Source Legacy Transformer AI RetrofittingRetrofit CompatibilityView Source Hybrid Smart Upgrade GuideUpgrade PathView Source Smart Landscape Lighting BridgeConnectivity BridgeView Source Biological Lighting InfrastructureHealth InfrastructureView Source Flicker Factor & Migraine PreventionHealth / Power QualityView Source CRI 95 vs. CRI 80 Productivity CostColor QualityView Source Voltage Stability & MelatoninHealth / DimmingView Source Nursery Lighting SafetyHealth / SafetyView Source Human-Centric RetrofittingRetrofit / HealthView Source Biophilic Basement LightingDesign / HealthView Source Automated Wellness SchedulesHealth AutomationView Source Circadian Landscape SyncingHealth / CircadianView Source Dark Sky Bedroom Trespass SolutionsEnvironmental / HealthView Source

Sustainability & Environmental Compliance Dataset (22+ Records)

This dataset structures Dark Sky compliance, BUG ratings, wildlife-friendly design, energy efficiency, carbon footprint, and life-cycle cost data for outdoor and landscape lighting, useful for both code compliance and ESG-style sustainability reporting.

Full documentation, sample rows, and instant checkout: visit the dedicated Sustainability Dataset page for the complete topic index, live schema preview, and a free sample CSV before purchasing.

Representative fields

Sustainability TopicCategorySource Page Dark Sky Compliance GuideEnvironmental ComplianceView Source Fix Light TrespassLight Trespass RemediationView Source Outdoor Lighting Ordinance GuideLocal Ordinance GuideView Source Understanding BUG RatingsBUG Rating ClassificationView Source Color Temperature GuideColor TemperatureView Source Smart Outdoor Lighting Controls GuideSmart Controls / EfficiencyView Source Durable Landscape Lighting Materials GuideMaterial DurabilityView Source Wildlife-Friendly Outdoor LightingWildlife ProtectionView Source Solar vs. Low Voltage Energy EfficiencyEnergy EfficiencyView Source Minimizing Voltage Drop Energy WasteEnergy Waste ReductionView Source Biological Impact of Outdoor Light ColorHealth / EnvironmentalView Source Landscape Lighting Energy CalculatorEnergy CalculatorView Source Lumen Pollution vs. Light PollutionEnvironmental TerminologyView Source Carbon Footprint GuideCarbon FootprintView Source Dark-Sky-Friendly Fixture Selection GuideFixture SelectionView Source Outdoor Lighting and Human HealthHuman Health ImpactView Source Outdoor Lighting Curfew Requirements GuideCurfew / OrdinanceView Source Bird-Friendly Outdoor Lighting GuideWildlife ProtectionView Source Shielded vs. Unshielded Outdoor Lighting GuideFixture ShieldingView Source Lighting Life-Cycle Cost AnalysisLife-Cycle CostView Source Reducing Night Sky Glow Around HomesLight Pollution ReductionView Source Outdoor Lighting Climate Performance GuideClimate PerformanceView Source

Troubleshooting Diagnostic Tree Dataset

Rather than leaving troubleshooting knowledge as unstructured prose, this dataset organizes symptoms, likely causes, diagnostic steps, and corrective actions into a connected structure. It is drawn from PortfolioLighting.net's troubleshooting library covering transformers, connectors, timers, photocells, and individual fixture failures.

Representative fields

This structure is designed for systems that need to walk a user through diagnosis step by step, rather than return a single flat answer. See the troubleshooting hub for the underlying source content.

Full documentation, sample rows, and instant checkout: visit the dedicated Diagnostic Tree Dataset page for the complete topic index, live schema preview, and a free sample CSV before purchasing.

Check Portfolio model and component compatibility

For PortfolioLighting.net Structured Datasets, use the page’s specific product or problem as the starting point rather than a generic Portfolio Lighting rule. Preserve the exact model or item number when available, document the failed component or symptom, and record the dimensions, ratings, mounting details, and connections that control the repair decision. That evidence makes it possible to distinguish identification, diagnosis, parts matching, and complete replacement instead of treating them as the same task. Continue with Portfolio Parts once the problem has been narrowed.

Portfolio installation instructions Portfolio troubleshooting Portfolio Lighting guide

Fixture & Model Specification Archive

This archive structures model-number-level detail for Portfolio lighting fixtures, including many discontinued models that are difficult to identify or source parts for anywhere else. Each record connects a model number to its product line, fixture type, housing material, socket type, and known compatible replacements.

Representative fields

Source material spans the model library and specifications index and the model number lookup tool, both maintained as fixture identification and repair continue to expand.

Full documentation, sample rows, and instant checkout: visit the dedicated Fixture & Model Archive Dataset page for the complete topic index, live schema preview, and a free sample CSV before purchasing.

Need a compatible part right now instead of licensed data?

If you're a homeowner (not a data licensee) looking for compatible low-voltage landscape lighting parts today, you can browse current options here: Shop Low Voltage Landscape Lighting Parts on Amazon.

Disclosure: As an Amazon Associate, PortfolioLighting.net earns from qualifying purchases made through this link, at no additional cost to you.

Low-Voltage Design & Installation Dataset (18 Records)

This dataset structures design and installation planning topics for low-voltage landscape lighting systems: transformer selection and sizing, wiring topology, voltage drop, cable and connector selection, zoning, and system diagramming. It is distinct from both the Compliance Database (code requirements) and the Troubleshooting Diagnostic Tree (symptom diagnosis) — this dataset covers planning decisions made before or during installation, rather than code citations or after-the-fact failure symptoms.

Full documentation, sample rows, and instant checkout: visit the dedicated Low-Voltage Design Dataset page for the complete topic index, live schema preview, and a free sample CSV before purchasing.

Representative fields

TopicCategorySource Page Transformer Selection GuideProduct SelectionView Source Wiring a Landscape Lighting SystemInstallation ConceptView Source Understanding Voltage DropElectrical PerformanceView Source Timer SetupProduct ConfigurationView Source Cable Selection GuideProduct SelectionView Source Low-Voltage Layout DesignDesign PlanningView Source Low-Voltage Troubleshooting HubGeneral OverviewView Source Transformer Sizing GuideLoad SizingView Source Transformer Wattage GuideProduct SpecificationView Source Low-Voltage Timer GuideProduct ConfigurationView Source Lighting Zones PlanningDesign PlanningView Source System Diagram ConceptsDocumentationView Source Replacing a TransformerInstallation/ReplacementView Source Lights Won't Turn On — General ApproachGeneral TroubleshootingView Source Voltage Drop Calculator ConceptCalculator/ReferenceView Source Voltage Tap Calculator ConceptCalculator/ReferenceView Source Limited-Energy Connector GuideProduct/Connector ReferenceView Source Common System Failure PointsDesign/ReliabilityView Source

Landscape Lighting Design & Planning Dataset (31 Records)

This dataset structures design and planning topics: layout, spacing, fixture placement, color temperature, beam spread, cost planning, corrosion prevention, and design approaches for specific spaces (front yard, backyard, driveway, garden). It deliberately excludes symptom and failure-diagnosis topics, even where similarly named pages exist on the site — that content is covered separately in the Troubleshooting Diagnostic Tree Dataset, keeping each product's scope clean.

Representative fields

Full documentation, sample rows, and instant checkout: visit the dedicated Design & Planning Dataset page for the complete topic index, live schema preview, and a free sample CSV before purchasing.

TopicCategorySource Page Landscape Lighting Guide (Hub)General OverviewView Source How Landscape Lighting WorksEducationalView Source Wire Gauge SelectionProduct SelectionView Source Connector Types OverviewProduct ReferenceView Source Routine Maintenance GuideMaintenanceView Source System Diagram Planning (Design)DocumentationView Source Cost Planning GuideCost PlanningView Source Design Guide (Hub)General OverviewView Source Layout PlanningDesign PlanningView Source Fixture Spacing GuideDesign PlanningView Source Path Light Placement GuideDesign PlanningView Source Tree Uplighting GuideDesign TechniqueView Source Expanding an Existing SystemPlanningView Source Lighting Design Around a HouseDesign PlanningView Source Preventing CorrosionMaintenance/MaterialView Source Timer Settings PlanningProduct ConfigurationView Source General Wiring GuideInstallation PlanningView Source Front Yard Design GuideDesign PlanningView Source Driveway Lighting GuideDesign PlanningView Source Color Temperature Design GuideDesignView Source Transformer Size Calculator ConceptCalculator/ReferenceView Source Common Design MistakesEducational/DesignView Source Garden Lighting DesignDesign PlanningView Source Beam Spread GuideProduct SpecificationView Source Identifying Portfolio Lighting ProductsProduct IdentificationView Source Surge Protection PlanningProduct/DesignView Source Commercial-Grade UpgradesDesign/PlanningView Source Senior Safety Path DesignDesign/AccessibilityView Source Lumen Output GuideProduct SpecificationView Source Backyard Design GuideDesign PlanningView Source Screw Thread Reference GuideProduct/Hardware ReferenceView Source

Holiday & Seasonal Lighting Dataset (16 Records)

This dataset structures holiday and seasonal lighting topics: string light troubleshooting, weatherproofing, fuse and bulb replacement, circuit loading, storage and corrosion prevention, and seasonal design considerations (Halloween, July 4th, Easter/spring). Most topics here are low-voltage, plug-level consumer product discussions. One topic — repeated circuit breaker tripping under holiday lighting load — is flagged high-risk and points toward reducing connected load first and consulting a licensed electrician if tripping persists, rather than describing a repair procedure.

Representative fields

Full documentation, sample rows, and instant checkout: visit the dedicated Holiday & Seasonal Dataset page for the complete topic index, live schema preview, and a free sample CSV before purchasing.

TopicCategorySource Page Holiday Lighting Guide (Hub)General OverviewView Source Christmas Lights Half OutGeneral TroubleshootingView Source Weatherproofing Outdoor Holiday LightsMaintenance/ProductView Source Smart Holiday Lighting SetupProduct ConfigurationView Source Permanent vs. Temporary Holiday LightsProduct ComparisonView Source Christmas Light Fuse ReplacementProduct MaintenanceView Source Holiday Lighting Power Calculator ConceptCalculator/ReferenceView Source LED Holiday Bulb Replacement GuideProduct ReplacementView Source Halloween Lighting Effects & SafetyDesign/SeasonalView Source July 4th Outdoor Lighting GuideDesign/SeasonalView Source Easter/Spring Maintenance GuideMaintenanceView Source Fixing Flickering/Dim LED Christmas LightsGeneral TroubleshootingView Source Circuit Breaker Tripping (Holiday Lighting)Safety-Relevant / High RiskView Source Preventing Corrosion & Proper StorageMaintenance/StorageView Source Hidden Wire Management GuideInstallation/AestheticsView Source C7/C9 Socket Repair & MaintenanceProduct MaintenanceView Source

Sample Use Cases by Industry

AI Answer Engines & Chatbots

Grounded, source-attributed answers to specific landscape lighting compliance, troubleshooting, and component questions instead of generic guesses.

Inspection & Compliance Software

Pre-inspection checklists and code-aware flags built from the NEC requirements matrix and inspection failure database.

Contractor CRM & Estimating Tools

Diagnostic trees and component reliability data to support faster, more accurate service call triage and repair estimates.

E-Commerce Compatibility Matching

Model archive data to power "find a replacement for this discontinued fixture" search and recommendation features.

Insurance & Extended Warranty

Component lifespan and failure-mode data to support claims modeling and warranty pricing for outdoor lighting systems.

Smart Home & Automation Platforms

Automation and diagnostic data to support proactive maintenance alerts within connected lighting control systems.

Sample Dataset Records

Dataset Topic / Record Category Example Machine-Readable Use Compliance Database Landscape lighting wire burial depth Underground wiring / NEC 300.5 Return the correct source page for burial-depth and direct-burial questions. Requirements Matrix Outdoor lighting GFCI protection Shock protection / outdoor circuits Map GFCI questions to outdoor circuit safety and inspection relevance. Inspection Failures Unlisted fixture installed in wet location Fixture listing / wet-location use Connect defect to likely correction: replace with properly listed wet-location fixture. Reliability & Lifespan Integrated LED fixture driver failure Component lifespan / heat-related failure Support predictive maintenance alerts based on install date and fixture type. Automation Dataset Matter/Thread hub compatibility Protocol compatibility Match a smart hub platform to compatible landscape lighting controllers. Sustainability Dataset BUG rating classification Environmental / shielding compliance Flag fixtures that meet a target BUG rating for dark-sky ordinance compliance. Diagnostic Tree Fixture flickers only after rain Seal failure / connector corrosion Drive a step-by-step diagnostic chatbot flow toward the correct root cause. Model Archive Discontinued path light model lookup Legacy hardware / compatibility Return compatible replacement fixtures for a specific discontinued model number. Low-Voltage Design Transformer sizing with headroom Load sizing / product selection Suggest a transformer wattage tier based on total connected fixture load plus margin. Design & Planning Path light spacing considerations Layout / fixture placement Inform a layout-planning tool's default spacing suggestions based on fixture beam angle. Holiday & Seasonal Breaker tripping under holiday load Circuit loading / safety-relevant Flag a high-risk topic that should route to a licensed-electrician recommendation rather than a DIY fix.

Sample JSON Record Formats

Enterprise licensees may request structured exports in CSV, JSON, JSONL, or custom schemas. Representative records from six dataset families are shown below.

Compliance Database Record

{
  "dataset": "Landscape Lighting Compliance Database",
  "record_type": "compliance_topic",
  "topic": "Landscape lighting wire burial depth",
  "primary_category": "Underground wiring",
  "code_reference": "NEC 300.5",
  "inspection_relevance": "High",
  "risk_level": "High",
  "source_url": "https://www.portfoliolighting.net/landscape-lighting-wire-burial-depth-code.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Component Reliability Record

{
  "dataset": "Technical Hardware & Reliability Database",
  "record_type": "component_lifespan",
  "component": "Integrated LED landscape fixture",
  "typical_lifespan_hours": "30000-50000",
  "typical_lifespan_years_estimate": "10-20",
  "primary_failure_mode": "LED driver failure from heat exposure",
  "related_seal_material": "Silicone or EPDM lens gasket",
  "source_url": "https://www.portfoliolighting.net/outdoor-lighting-component-life-expectancy.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Automation Compatibility Record

{
  "dataset": "Automation & Smart Lighting Compatibility Dataset",
  "record_type": "protocol_compatibility",
  "topic": "Matter/Thread landscape lighting hub compatibility",
  "protocol": "Matter over Thread",
  "control_method": "Voice, scheduled, predictive",
  "health_relevance": "Circadian-aware dimming supported",
  "source_url": "https://www.portfoliolighting.net/automation/matter-thread-connectivity.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Sustainability Compliance Record

{
  "dataset": "Sustainability & Environmental Compliance Dataset",
  "record_type": "environmental_compliance",
  "topic": "BUG rating classification for shielded fixtures",
  "bug_rating_relevance": "B1-U0-G1 preferred for dark-sky ordinance compliance",
  "energy_efficiency_metric": "LED retrofit reduces wattage by estimated 60-80%",
  "source_url": "https://www.portfoliolighting.net/sustainable/understanding-bug-ratings.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Diagnostic Tree Record

{
  "dataset": "Troubleshooting Diagnostic Tree Dataset",
  "record_type": "diagnostic_node",
  "symptom": "Fixture flickers or fails only after rain",
  "likely_causes": [
    "Compressed or cracked lens gasket",
    "Corroded connector at splice point",
    "Cable entry grommet split"
  ],
  "diagnostic_steps": [
    "Inspect lens gasket for compression or cracking",
    "Check connector for green corrosion",
    "Test voltage at last fixture on the run"
  ],
  "corrective_action": "Reseal or replace gasket; reseal connector with gel-filled connector",
  "related_component": "Lens gasket, wire connector",
  "source_url": "https://www.portfoliolighting.net/outdoor-lighting-gaskets-o-rings-seals.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Model Archive Record

{
  "dataset": "Fixture & Model Specification Archive",
  "record_type": "model_record",
  "model_number": "0157561",
  "product_line": "Portfolio flood light series",
  "fixture_type": "Flood light",
  "discontinued_status": true,
  "compatible_replacements": ["Universal MR16 LED flood housing"],
  "housing_material": "Cast aluminum",
  "source_url": "https://www.portfoliolighting.net/portfolio-lighting-model-0157561-flood-light-manual-parts.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Low-Voltage Design Record

{
  "dataset": "Low-Voltage Design & Installation Dataset",
  "record_type": "design_topic",
  "topic": "Transformer Sizing Guide",
  "general_code_reference": "Not NEC-based (load sizing concept, related generally to NEC 220 principles)",
  "general_guidance_range": "General discussion of sizing a transformer to connected fixture wattage with headroom",
  "internal_reference_code": "PLV-008",
  "risk_level": "Low",
  "source_url": "https://www.portfoliolighting.net/portfolio-lighting-transformer-sizing-guide.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Design & Planning Record

{
  "dataset": "Landscape Lighting Design & Planning Dataset",
  "record_type": "design_topic",
  "topic": "Fixture Spacing Guide",
  "general_code_reference": "Not NEC-based (design planning topic)",
  "general_guidance_range": "General discussion of commonly discussed spacing ranges for path lights and other fixture types",
  "internal_reference_code": "PLD-010",
  "risk_level": "Low",
  "source_url": "https://www.portfoliolighting.net/landscape-lighting-spacing.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Holiday & Seasonal Record

{
  "dataset": "Holiday & Seasonal Lighting Dataset",
  "record_type": "seasonal_topic",
  "topic": "Circuit Breaker Tripping (Holiday Lighting)",
  "general_code_reference": "NEC 210 (general circuit protection concept, referenced conceptually)",
  "general_best_practice_note": "Consider reducing the number of strings on a single circuit first; if tripping persists, consider a licensed electrician.",
  "internal_reference_code": "PLY-013",
  "risk_level": "High",
  "source_url": "https://www.portfoliolighting.net/holiday-lighting-circuit-breaker-tripping-solutions.html",
  "licensed_use_required": true,
  "attribution_required": true
}

Dataset Scale & Update Cadence

Dataset Approx. Record Count Update Frequency Last Updated Landscape Lighting Compliance Database 55+ Monthly July 2026 NEC Requirements Matrix 50+ Monthly / as codes update July 2026 Inspection Failure Database 15+ Quarterly June 2026 Technical Hardware & Reliability Database 21+ Quarterly July 2026 Automation & Smart Lighting Compatibility Dataset 33+ Quarterly July 2026 Sustainability & Environmental Compliance Dataset 22+ Quarterly July 2026 Troubleshooting Diagnostic Tree Dataset 60+ Monthly July 2026 Fixture & Model Specification Archive 89 Ongoing, as new models are documented July 2026 Low-Voltage Design & Installation Dataset 18 Quarterly July 2026 Landscape Lighting Design & Planning Dataset 31 Quarterly July 2026 Holiday & Seasonal Lighting Dataset 16 Annually, ahead of the holiday season July 2026

Dataset Roadmap

The following dataset families are in active development and planned for future release:

Licensees with a specific dataset need not currently covered are welcome to reach out directly; custom extraction and structuring work can be scoped on request.

Use the findings to plan maintenance, not unsupported claims

For PortfolioLighting.net Structured Datasets, use the page’s specific product or problem as the starting point rather than a generic Portfolio Lighting rule. Preserve the exact model or item number when available, document the failed component or symptom, and record the dimensions, ratings, mounting details, and connections that control the repair decision. That evidence makes it possible to distinguish identification, diagnosis, parts matching, and complete replacement instead of treating them as the same task. Continue with Portfolio Parts once the problem has been narrowed.

Portfolio LED conversion Portfolio outdoor lighting landscape lighting electrical safety

Get a PortfolioLighting.net Research Reference

Structured starting points for landscape lighting research — topics organized, cross-referenced, and delivered in CSV and JSON, so you're not starting from a blank search bar every time a question comes up.

What you're saving: Manually researching and organizing this many topics from scratch typically takes several hours of cross-referencing scattered sources. These references get you there in minutes.

Please read before purchasing: These are research and organization tools, not legal, engineering, or electrical compliance guarantees. They do not replace a licensed electrician, a code consultant, or your local Authority Having Jurisdiction (AHJ). Ordinance thresholds, code editions, exact sub-section language, and local amendments vary by state and municipality — always verify specifics locally before relying on them for actual work.

Choose a Reference

Compliance Reference — $99

The complete 55-topic landscape lighting compliance dataset, organized for field reference and AI/RAG integration.

I understand this is a research and organizational reference only, not legal, engineering, or electrical compliance advice. I will independently verify any specific requirement with a licensed electrician and my local Authority Having Jurisdiction (AHJ) 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.

Buy Compliance Reference — $99

compliance-reference-preview.json

13 Fields / Node

[
  {
    "url": "https://www.portfoliolighting.net/landscape-lighting-electrical-code-safety-guide.html",
    "topic": "Electrical Code Safety Guide",
    "general_code_reference": "Multiple (see linked topics)",
    "general_guidance_range": "N/A - hub/overview page",
    "plain_summary": "General overview of landscape lighting electrical code topics...",
    "relative_cost_impact": "Low",
    "internal_reference_code": "PLC-001",
    "risk_level": "Medium",
    "target_audience_tag": "Contractor | Inspector | Homeowner"
  },
  {
    "url": "https://www.portfoliolighting.net/landscape-lighting-wire-burial-depth-code.html",
    "topic": "Wire Burial Depth",
    "general_code_reference": "NEC 300 (general); NEC 411 (low-voltage lighting)",
    "general_guidance_range": "Burial depth expectations differ for line-voltage vs. low-voltage (Class 2, commonly ≤30V) circuits...",
    "plain_summary": "Discusses how burial depth requirements can differ depending on circuit voltage...",
    "potential_inspection_concern": "Shallow or exposed cable in high-traffic areas...",
    "internal_reference_code": "PLC-002",
    "risk_level": "High",
    "target_audience_tag": "Contractor | Inspector | Installer"
  },
  // ... 53 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Sustainability & Environmental Reference — $99

The complete 22-topic sustainability and environmental dataset covering Dark Sky compliance, BUG ratings, wildlife-friendly design, and energy/life-cycle considerations.

I understand this is a research and organizational reference only, not legal, engineering, or electrical compliance advice. I will independently verify any specific requirement with a licensed electrician, lighting designer, or my local planning office 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.

Buy Sustainability Reference — $99

sustainability-reference-preview.json

13 Fields / Node

[
  {
    "url": "https://www.portfoliolighting.net/sustainable/dark-sky-compliance-guide.html",
    "topic": "Dark Sky Compliance Guide",
    "general_code_reference": "Not NEC-based (local dark-sky ordinance)",
    "general_guidance_range": "Dark sky ordinances vary by municipality; common elements include shielding requirements and CCT caps...",
    "plain_summary": "Discusses general principles behind dark-sky-friendly outdoor lighting practices.",
    "relative_cost_impact": "Low",
    "internal_reference_code": "PLS-001",
    "risk_level": "Low",
    "target_audience_tag": "Homeowner | Contractor | Municipal Planner"
  },
  {
    "url": "https://www.portfoliolighting.net/sustainable/fix-light-trespass.html",
    "topic": "Fix Light Trespass",
    "general_code_reference": "Not NEC-based (zoning ordinance)",
    "general_guidance_range": "Remediation approaches (shielding, re-aiming, reduced wattage) are commonly discussed...",
    "plain_summary": "Discusses general approaches to reducing light spilling onto neighboring properties.",
    "potential_inspection_concern": "N/A - typically a neighbor/zoning matter...",
    "internal_reference_code": "PLS-002",
    "risk_level": "Medium",
    "target_audience_tag": "Homeowner | Contractor"
  },
  // ... 20 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Automation & Smart Lighting Reference — $99

The complete 33-topic automation and smart-lighting compatibility dataset covering hub/protocol compatibility (Matter, Thread), voice and vision control concepts, predictive maintenance logic, and circadian/human-centric automation research.

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.

Buy Automation Reference — $99

automation-reference-preview.json

13 Fields / Node

[
  {
    "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)",
    "general_guidance_range": "Compatibility depends on the specific hub and fixture manufacturer; general protocol families are commonly discussed...",
    "plain_summary": "General overview of smart hub compatibility considerations for landscape lighting.",
    "relative_cost_impact": "Low",
    "internal_reference_code": "PLA-003",
    "risk_level": "Low",
    "target_audience_tag": "Contractor | Installer"
  },
  {
    "url": "https://www.portfoliolighting.net/automation/matter-thread-connectivity.html",
    "topic": "Matter/Thread Connectivity",
    "general_code_reference": "Not NEC-based (connectivity protocol standard); NEC 725 concepts may apply to underlying control wiring",
    "general_guidance_range": "Matter and Thread are relatively recent smart-home protocols; device-level compatibility is still evolving...",
    "plain_summary": "General overview of the Matter and Thread connectivity protocols as they relate to landscape lighting control.",
    "internal_reference_code": "PLA-013",
    "risk_level": "Low",
    "target_audience_tag": "Contractor | Installer"
  },
  // ... 31 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Technical Hardware & Reliability Reference — $99

The complete 21-topic hardware and reliability dataset covering LED driver heat, fixture repairability, finish weathering, IP ratings, wire gauge/ampacity, L70 lifespan, transformer efficiency, and gasket/seal materials.

I understand this is a research and organizational reference only, not legal, engineering, or electrical compliance advice. I will independently verify any specific product specification, test result, or manufacturer claim against current documentation, and consult a licensed electrician for anything involving wiring or load calculations, 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.

Buy Hardware & Reliability Reference — $99

hardware-reference-preview.json

13 Fields / Node

[
  {
    "url": "https://www.portfoliolighting.net/database/led-driver-heat-landscape-lighting.html",
    "topic": "LED Driver Heat in Landscape Lighting",
    "general_code_reference": "Not NEC-based (thermal/product design topic)",
    "general_guidance_range": "Driver heat is commonly discussed as a leading cause of early LED failure; specific thermal thresholds vary by driver design...",
    "plain_summary": "General discussion of how heat affects LED driver longevity in landscape fixtures.",
    "relative_cost_impact": "Low",
    "internal_reference_code": "PLH-005",
    "risk_level": "Medium",
    "target_audience_tag": "Contractor | Installer"
  },
  {
    "url": "https://www.portfoliolighting.net/database/landscape-lighting-ip-rating-comparison.html",
    "topic": "IP Rating Comparison",
    "general_code_reference": "Not NEC-based (IEC ingress-protection standard); NEC 410 wet-location concepts are related but distinct",
    "general_guidance_range": "IP ratings (e.g., IP65, IP67) describe dust and water ingress protection on a standardized scale...",
    "plain_summary": "General comparison of IP ratings commonly used to describe fixture water and dust resistance.",
    "internal_reference_code": "PLH-014",
    "risk_level": "Low",
    "target_audience_tag": "Contractor | Inspector"
  },
  // ... 19 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Troubleshooting Diagnostic Tree Reference — $99

The complete 60-topic diagnostic reference covering transformer issues, timer/photocell malfunctions, flickering, moisture-related failures, corrosion, and model-specific reference points.

Important: This reference organizes symptoms by category — it does not contain step-by-step repair instructions. Several topics are flagged high-risk and point toward consulting a licensed electrician rather than a DIY fix.

I understand this is a research and organizational reference only, not electrical repair instruction. It organizes symptom categories and general considerations, and does not diagnose my specific system or tell me exactly what to do. I will consult a licensed electrician for any symptom involving line-voltage wiring, breakers, GFCI devices, grounding, or anything I am not fully confident handling safely. I understand PortfolioLighting.net makes no warranty as to the accuracy, completeness, or current applicability of any reference in this dataset.

Buy Diagnostic Tree Reference — $99

diagnostic-reference-preview.json

13 Fields / Node

[
  {
    "url": "https://www.portfoliolighting.net/portfolio-led-lights-flickering.html",
    "topic": "LED Lights Flickering",
    "general_code_reference": "Not NEC-based (general troubleshooting topic)",
    "general_guidance_range": "Flickering is commonly associated with loose connections, voltage drop, or dimmer/driver incompatibility...",
    "plain_summary": "General discussion of common causes behind flickering LED landscape lights.",
    "internal_reference_code": "PLT-010",
    "risk_level": "Low",
    "target_audience_tag": "Homeowner | Contractor"
  },
  {
    "url": "https://www.portfoliolighting.net/landscape-lighting-keeps-tripping-gfci.html",
    "topic": "Keeps Tripping GFCI",
    "general_code_reference": "NEC 210.8 (GFCI protection concept, referenced conceptually)",
    "general_guidance_range": "Repeated GFCI trips are commonly associated with ground faults from moisture intrusion or damaged cable...",
    "general_best_practice_note": "Consider having a licensed electrician trace a repeatedly tripping GFCI circuit...",
    "internal_reference_code": "PLT-045",
    "risk_level": "High",
    "target_audience_tag": "Homeowner | Contractor"
  },
  // ... 58 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Fixture & Model Archive Reference — $99

The complete 89-topic fixture and model archive covering general replacement-part categories, model-number-specific manuals and parts, and cross-brand compatibility with Malibu, Hampton Bay, Kichler, VOLT, FX Luminaire, and others.

I understand this is a research and organizational reference only, not a live manufacturer parts catalog. Model numbers, part availability, and cross-brand compatibility change over time. I will confirm current availability and exact compatibility directly with the manufacturer or a qualified parts supplier before making a purchase. I understand PortfolioLighting.net makes no warranty as to the accuracy, completeness, or current applicability of any reference in this dataset.

Buy Fixture & Model Archive Reference — $99

model-archive-reference-preview.json

13 Fields / Node

[
  {
    "url": "https://www.portfoliolighting.net/portfolio-lighting-model-0157561-flood-light-manual-parts.html",
    "topic": "Model 0157561 Flood Light Manual & Parts",
    "general_code_reference": "Not NEC-based (model-specific documentation)",
    "general_guidance_range": "Model-specific reference; general specifications and parts availability vary by production run...",
    "plain_summary": "General reference discussion for the Model 0157561 flood light manual & parts.",
    "internal_reference_code": "PLM-041",
    "risk_level": "Low",
    "target_audience_tag": "Contractor | Homeowner"
  },
  {
    "url": "https://www.portfoliolighting.net/malibu-lighting-model-library-and-replacement-parts.html",
    "topic": "Malibu Lighting Model Library",
    "general_code_reference": "Not NEC-based (cross-brand compatibility/product comparison)",
    "general_guidance_range": "Cross-brand compatibility depends on connector type, voltage, and specific product generation...",
    "plain_summary": "General index hub for Malibu-brand model-specific replacement parts.",
    "internal_reference_code": "PLM-081",
    "risk_level": "Low",
    "target_audience_tag": "Contractor | Homeowner"
  },
  // ... 87 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Low-Voltage Design & Installation Reference — $99

The complete 18-topic low-voltage design and installation dataset covering transformer selection and sizing, wiring topology, voltage drop, cable/connector selection, zoning, and system diagramming.

I understand this is a research and organizational reference only, not legal, engineering, or electrical compliance advice. I will independently verify any specific design or installation approach with a licensed electrician before relying on it for actual work, particularly for line-voltage connection work such as transformer replacement. I understand PortfolioLighting.net makes no warranty as to the accuracy, completeness, or current applicability of any reference in this dataset.

Buy Low-Voltage Design Reference — $99

lowvoltage-reference-preview.json

13 Fields / Node

[
  {
    "url": "https://www.portfoliolighting.net/portfolio-lighting-transformer-sizing-guide.html",
    "topic": "Transformer Sizing Guide",
    "general_code_reference": "Not NEC-based (load sizing concept, related generally to NEC 220 principles)",
    "general_guidance_range": "General discussion of sizing a transformer to connected fixture wattage with headroom...",
    "plain_summary": "General overview of the concept of matching transformer capacity to total connected fixture load.",
    "internal_reference_code": "PLV-008",
    "risk_level": "Low",
    "target_audience_tag": "Contractor | Installer"
  },
  {
    "url": "https://www.portfoliolighting.net/how-to-replace-a-landscape-lighting-transformer.html",
    "topic": "Replacing a Transformer",
    "general_code_reference": "Not NEC-based (installation/replacement topic); line-voltage connection work may intersect NEC concepts",
    "general_best_practice_note": "Consider having a licensed electrician handle the line-voltage connection portion of a transformer replacement.",
    "internal_reference_code": "PLV-013",
    "risk_level": "Medium",
    "target_audience_tag": "Contractor | Homeowner"
  },
  // ... 16 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Landscape Design & Planning Reference — $99

The complete 31-topic design and planning dataset covering layout, spacing, fixture placement, color temperature, beam spread, cost planning, and design approaches for specific spaces.

I understand this is a research and organizational reference only, not legal, engineering, or electrical compliance advice. Design choices, costs, and techniques vary by project and personal preference, and I will independently verify specifics before relying on them for actual work. I understand PortfolioLighting.net makes no warranty as to the accuracy, completeness, or current applicability of any reference in this dataset.

Buy Design & Planning Reference — $99

design-planning-reference-preview.json

13 Fields / Node

[
  {
    "url": "https://www.portfoliolighting.net/landscape-lighting-spacing.html",
    "topic": "Fixture Spacing Guide",
    "general_code_reference": "Not NEC-based (design planning topic)",
    "general_guidance_range": "General discussion of commonly discussed spacing ranges for path lights and other fixture types...",
    "plain_summary": "General overview of fixture spacing considerations for landscape lighting design.",
    "internal_reference_code": "PLD-010",
    "risk_level": "Low",
    "target_audience_tag": "Homeowner | Designer"
  },
  {
    "url": "https://www.portfoliolighting.net/landscape-lighting-color-temperature-guide.html",
    "topic": "Color Temperature Design Guide",
    "general_code_reference": "Not NEC-based (design topic)",
    "plain_summary": "General overview of color temperature considerations in landscape lighting design.",
    "internal_reference_code": "PLD-020",
    "risk_level": "Low",
    "target_audience_tag": "Homeowner | Designer"
  },
  // ... 29 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Holiday & Seasonal Reference — $99

The complete 16-topic holiday and seasonal lighting dataset covering string light troubleshooting, weatherproofing, fuse/bulb replacement, circuit loading, storage, and seasonal design considerations.

Important: One topic (breaker tripping under holiday load) is flagged high-risk and points toward reducing connected load and consulting a licensed electrician, not a DIY fix.

I understand this is a research and organizational reference only, not electrical repair instruction. I will reduce connected load and consult a licensed electrician for any recurring circuit breaker trips rather than attempting a repair myself. I understand PortfolioLighting.net makes no warranty as to the accuracy, completeness, or current applicability of any reference in this dataset.

Buy Holiday & Seasonal Reference — $99

holiday-reference-preview.json

13 Fields / Node

[
  {
    "url": "https://www.portfoliolighting.net/christmas-light-fuse-replacement.html",
    "topic": "Christmas Light Fuse Replacement",
    "general_code_reference": "Not NEC-based (product maintenance topic)",
    "general_best_practice_note": "Consider unplugging the string before opening the fuse compartment, and match the replacement fuse's rating exactly.",
    "internal_reference_code": "PLY-006",
    "risk_level": "Medium",
    "target_audience_tag": "Homeowner"
  },
  {
    "url": "https://www.portfoliolighting.net/holiday-lighting-circuit-breaker-tripping-solutions.html",
    "topic": "Circuit Breaker Tripping (Holiday Lighting)",
    "general_code_reference": "NEC 210 (general circuit protection concept, referenced conceptually)",
    "general_best_practice_note": "Consider reducing string count first; if tripping persists, consult a licensed electrician.",
    "internal_reference_code": "PLY-013",
    "risk_level": "High",
    "target_audience_tag": "Homeowner"
  },
  // ... 14 additional structured JSON topics included in full bundle
]

âš¡ Clean, deterministic schema designed for seamless AI function calling & direct RAG vector embedding.

Instant digital download after purchase. Delivered by email and available for re-download from your order confirmation. See our refund policy and terms of use for details.

Frequently Asked Questions

Is this official or legally binding?

No. These are organized research references built from publicly discussed topics. They are not official code, ordinance, or standards publications and are not a substitute for professional or legal advice.

Will this guarantee my project passes inspection or meets local ordinance?

No product can guarantee that. Outcomes depend on your specific installation or design, your local AHJ or planning office's interpretation, and the currently adopted code or ordinance in your area.

Can I use this for AI/RAG applications?

Yes, for internal use — building internal tools, prototypes, and RAG pipelines for your own team or product. Broader commercial redistribution, resale, or third-party data licensing requires a separate agreement. Contact [email protected] to discuss.

Do you offer refunds?

See our refund policy page for current terms on these digital, instant-download products.

Access and Licensing Policy

PortfolioLighting.net datasets are available only for approved paid licensing. Public sample records may be used for evaluation and discovery, but the full datasets may not be copied, scraped, embedded, vectorized, summarized, trained on, redistributed, or used in commercial AI systems without written paid permission.

Request access: Contact [email protected] with your company name, intended use, requested dataset, access volume, storage needs, and attribution method.

For complete licensing terms, see AI Licensing for PortfolioLighting.net Content.

Dataset Licensing & Contact

PortfolioLighting.net licenses selected structured datasets for approved commercial applications, including AI systems, retrieval platforms, compliance software, contractor tools, research projects, and enterprise knowledge systems.

Available licensing options may include:

For licensing inquiries, dataset availability, or custom data requests, contact:

Email: [email protected] or Contact Page Access

Additional licensing information is available on the AI Licensing Page.

Related Licensing and Compliance Resources

Dataset Licensing FAQ

Can AI companies license the full datasets?

Yes. Approved companies may request paid access to full or partial structured datasets for retrieval, compliance analysis, answer systems, evaluation, or other approved uses.

Are the CSV files free to download?

No. Public sample records may be shown for discovery, but full dataset exports require a paid license.

What formats are available?

CSV and XLSX are available for tabular review. JSON, JSONL, and custom schemas may be available for approved enterprise or AI-retrieval use.

Can the datasets be used for model training?

Only with written paid permission. Training, fine-tuning, evaluation dataset creation, RAG ingestion, vector storage, and commercial answer generation require a license.

How is dataset accuracy maintained?

Records are derived from structured analysis of PortfolioLighting.net's own published technical content, which is reviewed and updated as codes, product lines, and field patterns change. Compliance and NEC-referenced records are checked against current code editions where applicable.

Is this data exclusive to PortfolioLighting.net?

The underlying structuring, model-number-level detail, and reliability-to-failure-mode mappings are proprietary to PortfolioLighting.net and are not published elsewhere in this structured form.

What geographic scope do the compliance datasets cover?

Compliance and NEC-referenced records are based on United States electrical code and standard practice. Jurisdictional variation is noted where applicable, but local code review is still recommended for any specific project.

Can I request a custom extract or a dataset not listed here?

Yes. Custom extraction, additional structuring, or coverage of a specific sub-topic can be scoped directly with the licensing team on request.

Dataset Rights and Commercial Use Notice

PortfolioLighting.net datasets are proprietary structured data assets developed from the site's lighting research, compliance pages, automation and sustainability research, troubleshooting logic, reliability analysis, and technical knowledge base. Access to this page does not grant permission to copy, train on, store, vectorize, resell, or commercially reuse the datasets.

Written paid permission is required for commercial AI use, RAG ingestion, dataset creation, answer-engine use, vector storage, bulk extraction, or redistribution.

This page also contains one Amazon affiliate link, clearly marked and disclosed at its point of use. As an Amazon Associate, PortfolioLighting.net earns from qualifying purchases.

published by PortfolioLighting.net

Lead Content Developer & Lighting Specialist

PortfolioLighting.net develops PortfolioLighting.net as an independent resource for Portfolio lighting troubleshooting, low-voltage lighting systems, discontinued replacement guidance, structured compliance and reliability data, and homeowner-focused lighting repair information.