I have been tricked by this dataset before. All the latitudes/longitudes are just the centroid of Oakland. No actual spatial information here. (The geojson one doesn't even have geometry).
my bad, I assumed that this map was using the data I referenced. It appears that the map can also be exported as same formats. However, I don't seem to find the original source of data.