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One Perfect Park Day

Methodology

How we turn park data into planning notes.

We start with source data, keep uncertainty visible, and use plain language to explain what may matter for a visit.

One Perfect Park Day uses official NPS profiles and alerts, mapped facilities, weather, air quality, daylight calculations, and application-derived scoring. Recommendations are planning aids, not safety guarantees or replacements for official park instructions.

For citation and verification, each park page keeps source categories visible: official records, community-mapped features, application-derived scoring, and AI explanations that summarize supplied facts only.

Official

National Park Service

Alerts, park details, and official links.

Community mapped

OpenStreetMap

Facilities, mapped paths, and amenity coverage.

Official

National Weather Service

Forecast and current weather signals.

Official

AirNow

Air-quality context where coverage exists.

Official

Recreation.gov

Reservation context for constrained access.

Application derived

Application scoring

Deterministic recommendation weighting.

AI explanation

Grounded AI explanation

Plain-language explanation of cited signals.

Citation summary

What each recommendation can be traced back to.

Official records

NPS park profiles, alerts, operating links, and cached feature records provide the highest-authority inputs when they are available.

Mapped and weather inputs

OpenStreetMap amenities, forecast periods, air-quality coverage, coordinates, and daylight calculations add local context for the visit window.

Scoring and AI text

Application rules classify fit and confidence before any AI wording appears; AI explanations summarize supplied facts without creating conditions or guarantees.

Example notes

The labels come from practical checks, not popularity.

Strong match

Start with a shaded visitor-center loop

60-90 min

Easy walking

Matches a shorter visit, current heat exposure, restroom access, and child-friendly pacing.

OfficialCommunity mappedApplication derivedConfidence: High
Good option

Keep the scenic overlook as a flexible alternative

30-45 min

Low walking

Useful if parking is full or weather turns; conditions are favorable but source coverage is thinner.

Community mappedApplication derivedAI explanationConfidence: Medium

How suggestions are made

Scoring comes before any written explanation.

We compare mapped park features, current-condition snapshots, official alerts, daylight, air-quality coverage, nearby facilities, and the visit details you provide.

Labels

Recommended, good option, caution, affected, and insufficient data labels come from scoring rules. Official closure and emergency alerts can outweigh everything else.

Confidence

High, medium, and low confidence reflect source authority, map quality, weather and air-quality coverage, alert matching, and missing feature data.

Explanations

AI text only explains the result from supplied facts. It cannot create new stops, invent conditions, or turn an affected option into a recommendation.

Map style

A quiet map, meant for reading.

Land

Warm neutral land keeps the page calm while the labels stay readable.

Water

Muted blue-green water keeps the map gentle instead of loud.

Selected marker

Sunrise amber marks the park or suggestion you are looking at.