How Safe Is SF?
howsafeissf.com
howsafeissf.com
When Police would over rely on heatmaps for their patrol routes, they always ended up spending too much time in front of Walmarts and not enough in neighborhoods.
Anecdotally, crime in SF is far worse than what's reported. Police won't even show up for your smashed windows.
"The thing I have noticed is when the anecdotes and the data disagree, the anecdotes are usually right. There's something wrong with the way you are measuring it". —Jeff Bezos <https://sports.yahoo.com/amazon-ceo-jeff-bezos-explains-2123...>
Anecdotally that intersection is sketch as hell, even with the police department right there.
The visualizations you created may help to realize the scale of the issue, so this is helpful.
When I went to San Francisco, I was very surprised by the difference between reality, and the picture that the company shared with me.
It's government and the press. From 2017: "BART Withholding Surveillance Videos Of Crime To Avoid 'Stereotypes'" <https://sanfrancisco.cbslocal.com/2017/07/09/bart-withholdin...>
(And before you say "A-ha, this is proof that the press does not censor itself!", did you know of this specific case before today? How has this not been widely discussed in society for the past seven years?)
So it kinda makes sense why people downplay it when the only alternative to moving somewhere else is perpetuating false victimhood.
How much of this is due to reduced reporting? I'm 100% willing to believe that overall crime is decreasing in reality and not just on paper, but there's a pretty convincing narrative that the decline on paper is a result of people just not filing police reports for crimes they know won't be investigated.
I feel like they would do their less-physically-tough employees (women, people with disabilities, physically smaller men) a HUGE favor by moving to Potrero Hill or some other safer neighborhood.
I shouldn't have to fear for my physical safety to get to/from work. I live in a very low-crime area for a reason.
I mean, can the notion of safety really be relayed by showing a person a bar graphs and telling them to avoid the tall cities?
Apparently this is a hobby project though, so I think I’m expecting too much.
With this in mind, good work, HudZah.
Source code anywhere?
> it's clear that some areas experience significantly higher crime rates than others.
(emphasis mine)
"crime rates" — but then the data immediately after that is incident counts. The word "rate" means to measure some quantity against another, usually to find a frequency. And here, that would be per capita.
(The chart Y axis labels are also lopped off. E.g., the max on the one chart for me reads "0,000".)
[1] "San Francisco leads the Bay Area in attracting the most workers from outside its boundaries, with a net inflow of more than 200,000 commuters each day" https://vitalsigns.mtc.ca.gov/indicators/commute-patterns
It doesn't seem like "Warrant" (someone with a warrant is apprehended?), "Missing Person", or "Drug Offense" are relevant to general safety.
The author concludes with:
We notice this more when analyzing the heatmap of incidents. Incidents across Mission are much more spread out than incidents across Tenderloin. Therefore, it's unfair to say that the neighborhoods are equally dangerous.
I am not sure why it is not fair to say the neighborhoods are equally dangerous! Notably, the author does not tell us what it is fair to say. What does the degree of dispersion tell us about which one is more dangerous?
Similarly for an area where people go missing.
Getting arrested for drug use in San Francisco is pretty hard to do - if someone accomplishes it you probably wouldn't want to be around them.
At the level of a state, there is probably a close connection between warrants served there and crimes committed there, because most people spend most of their time in one state. At the level of neighborhoods, though, there probably isn't, because most people travel across numerous neighborhoods every day and warrants are served wherever it happens that the criminal is found by police or stopped for an unrelated reason.
Either way, I will be making updates to the site and data with time, this was a quick 1 day project!