Use case
Plan an event, pop-up or bar crawl
You're choosing a stretch of the city for a pop-up, market stall, bar crawl or community night. Find where bars and restaurants are densest, check the cluster is real, and make sure guests can get there and home.
The job, step by step
Find the densest stretches
Amount · per km²
Bars, restaurants or any kind of place per km², for the hex alone or Within a 10-minute walk.
Check the cluster is real
Clusters (Getis-Ord Gi*)
Hexes are marked genuinely busy only when the concentration passes a significance test, so one lively corner doesn't pass for a whole neighborhood.
Lively and easy to reach
Score
Weigh bars and nightlife against transit stops, so the shortlist favors stretches guests can reach and leave.
Varied or one-note
Variety
See whether a stretch mixes many kinds of bar and restaurant, or leans on one.
Who is within a short walk
Territory · catchment
Drop a pin on your address and draw a 15-minute walking catchment. Its dashboard lists the residents, ages and places inside.
Try it on a real map
Each button opens the example in the map app, ready to change.
Real answers, with sources
Questions like these, already answered for real cities. Each answer names its source and census year, says what it cannot show, and opens on the live map.
New York City · Clusters map
Where is nightlife concentrated in New York City — and is it a real cluster?
Top Standout: Manhattan (north)
Read the answerBerlin · Variety map
Where is Berlin's nightlife most varied?
Top Standout: Tiergarten
Read the answerLondon · Score map
Which of London's nightlife neighborhoods are easiest to reach by transit?
Top Standout: Bishopsgate
Read the answerMontreal (Montréal) · Score map
Which of Montreal (Montréal)'s nightlife neighborhoods are easiest to reach by transit?
Top Standout: Ville-Marie
Read the answerDensity first, then the test
Density shows where bars are packed; Clusters shows whether that packing is more than chance. A stretch that is bright on both, and close to transit on the Score, is the one to scout in person.
What this can't tell you
- No footfall or visit counts: the map shows where places are, not how many people pass them.
- No opening hours, capacity or event permits.
- Places come from one release of Overture Maps, so a bar that opened or closed since may not match.
Frequently asked questions
Can MapBees tell me how many people will come?
No. It has no visit or footfall data. It shows where bars, restaurants and transit already are, and who lives nearby. Where a city has it, Pedestrian potential estimates how much a hex's transit timetable, streets and everyday places invite walking; it is not a count of people.
Can I check one address?
Yes. In Territory, drop a pin on it and draw a walking, cycling, driving or transit catchment around it, with a dashboard of what is inside.
Is it free to use?
The map app runs in your browser on the Free Tier.
Keep reading
Per km²: density, explained simply
A count of 3 means little on its own. 32 per km² is a number you can compare with any city on earth. Here is what 'Per km²' does, when to prefer it over 'Per 1 000 residents', and what it shows for bars across London.
Read the guideClusters: hot spot analysis (Getis-Ord Gi*), explained simply
A bright stretch of map is not proof of anything - random scatter makes bright stretches too. The Clusters map runs the standard hot-spot test (Getis-Ord Gi*) and marks only the hexes where there is genuinely more, or less, around than chance would explain. Pubs in London show how, along with the odd ones out and Standouts on this map.
Read the guideHow even: the Shannon diversity index, explained simply
Is the food scene here balanced, or is it one cuisine with a few token exceptions? 'How even' (Shannon evenness) answers exactly that, on a 0-1 scale. Here is the formula, and how it differs from 'How mixed', with six cuisines across London.
Read the guideAbout the author
Tinkal Gogoi(LinkedIn profile, opens in a new tab)Founder & Location Data Engineer
Builds MapBees's location-intelligence pipeline end to end — census and Overture Maps ingestion, H3 hex scoring, and the map interface — and writes the methodology behind every number on the site.
