How we keep the calendar honest

There's nothing worse than driving across town for an event that was quietly cancelled three days ago. A community calendar lives or dies on a single promise: that the thing it says is happening is, in fact, happening. We take that promise seriously, so here's an honest look at the unglamorous machinery that keeps the tens of thousands of events we track pointed at the truth.

We check, every day

The calendar isn't typed in by hand and left to rot. It refreshes regularly against the source, so when something new gets scheduled it shows up, and - just as important - when something gets cancelled or moved, we catch the change and update it rather than leaving a ghost on the page. The little "data last refreshed" note in the footer isn't decoration; it's us showing our work.

We untangle the venues

Here's a problem you'd never think about until it bites you: the same place shows up under five different names. A recreation center gets listed one way in one feed and another way somewhere else, and suddenly the map has it pinned in two spots with half its events at each. So a good chunk of our quiet work is merging those duplicates back into one real place, so when you search for a venue you get all of it, not a random half.

We sort it so you can find it

Raw event listings are a mess of inconsistent labels. Behind the scenes, every event gets read and sorted into the right category - the same tidy buckets the persona chips filter on - so a "Friendly Bridge w/ Lessons" and a "Duplicate Bridge - Open" both land where a card player would actually look for them. It's a surprising amount of work to make something feel that obvious.

We say it in our own words

You'll also notice the event descriptions read like a human wrote them, because one effectively did - we rewrite the often-terse source text into something clear and welcoming, so the calendar sounds like a neighbor telling you what's on, not a database coughing up a row.

None of this is flashy. You're not supposed to notice any of it. That's the whole point: the best version of this work is the version that's completely invisible, leaving you with nothing but a calendar you can simply trust.

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