The major clusters in the TL and Mission are real, for sure. But as one example, the Hall of Justice at 850 Bryant still sticks out in a lot of these. You can s

The major clusters in the TL and Mission are real, for sure. But as one example, the Hall of Justice at 850 Bryant still sticks out in a lot of these. You can see it in the version by crime type where plotting the points. It's the spot just south of the highway before the Bay Bridge. In your hex binned map it's one of the pink hexagons in every crime type map. So yeah, the bad data effect goes away somewhat when you aggregate the data by larger areas. And it doesn't make the overall trend of TL and Mission crime rates invalid or less obvious. But it's still visible in all your maps.