Relevance

Initial Search

Let's start by defining a basic search. We know the user is in the United States of America, so we use a US country filter. They've also selected concerts as the type of event they want to find in the app, so we can map that to a concert category filter. Finally, users of this feature aren't interested in past events, so we'll filter to events that are active on or after the $CURRENT_DATE (replace with the current date in yyyy-MM-dd format).

Perform an event search with the parameters category=concerts&country=US&active.gte=$CURRENT_DATE.

This will return the first page of current/future concert events in the US that fall inside your event visibility window, sorted in reverse chronological order. It's likely there's more than one page of results, and more results than your result limit allows you to fetch. Our goal is to get the concerts the user would most like to attend in the first page of results.

Full-Text Search

The user likes jazz music, so types "jazz" in the app's search box. A search box can be mapped to the q parameter.

The q parameter performs a text search on the title and description of events. This parameter has two effects - it filters results to events whose titles or descriptions have some similarity to the search string, and it also scores events by this similarity.

The similarity score can influence the relevance field of each event. By default, results are sorted by relevance,-start - first by relevance, and then by -start if two events have the same relevance. Previously all events had the same relevance, so results were sorted in reverse chronological order. By adding a parameter that affects relevance the results will be sorted so events with the highest relevance are returned first.

Add parameter q=jazz to our previous request.

Temporal Relevance

We've filtered out past events, but we're still getting events that are well in the future. The user might still want to go to them, but events that are happening sooner are more important.

We could sort by start ascending so earlier events are returned first. However, this only takes into account the "soon-ness" of the event without considering any other factors of what the user wants, such as the relevance to the q parameter (and the other factors we'll introduce below).

Instead, we'll use the start_around.origin parameter to add proximity of an event's start date to the $CURRENT_DATE as a relevance component, prioritizing events that start soon.

Add parameter start_around.origin=$CURRENT_DATE to our previous request.

Spatial Relevance

We've prioritized events that are near in time, but what about near in space? We are aiming to build an "Events Near Me" feature after all.

The user's location (as reported by our app) is 40.782409,-73.971885 (lat,lon) - near the American Museum of Natural History in New York. We can use this as our location_around.origin to add the proximity of the event to the user's location as a relevance component.

We'll assume they are happy to travel a km or so, setting location_around.offset so all events within 1km have the same location_around relevance, with the relevance reducing as the distance to the event increases beyond that.

Add parameters location_around.origin=40.782409,-73.971885&location_around.offset=1km to our previous request.

Event Rank

Our final relevance adjustment is to prioritize events with higher ranks, as they're more likely to be of interest to the user. Here we're not going to add a parameter that will start influencing relevance automatically, like we have with q, start_around.* and location_around.*. Instead we're going to directly change how the relevance field is calculated by using the relevance parameter.

The relevance parameter controls which relevance components are multiplied together to produce the final relevance field. When it isn't explicitly set it defaults to including all the components from the relevance-influencing parameters used in the search - in our case, q, start_around, and location_around.

We want to add the rank component into the mix, so we need to set the relevance parameter explicity. We still want the existing components, so need to include them, but we'll add rank as well.

Add parameter relevance=rank,q,start_around,location_around to our previous request.