There’s a lot of gun violence in the news. I’m not going to get into the politics of it, but it did make me take a look at how bad things really are. Here’s the hypothesis that we’ll test: Gun violence is worse than it’s ever been before.
First, a couple caveats. As a data scientist, I know first hand that data can be beaten into submission to “prove” any hypothesis you want. It takes extra work to really let the data speak for itself and possibly disprove your hunches. And on a related note, it’s difficult to find good data sources. Articles are not reliable because they’re generally very doctored to get their intended point across. The bigger, more reliable studies that publish raw data don’t publish data every year.
The most reliable numbers I could find were from the CDC’s National Vital Statistics Reports published in February 2016. Unfortunately the data in that report is from 2013, but it’s the most recent and trustworthy that I could find. That report states that in 2013, 11,208 of those were firearm homicides. That comes out to 3.5 people out of 100,000 or 0.0035% of the population. Other causes of death in the same range are aortic aneurysms, emphysema, multiple myeloma, stomach cancer and intestinal infections. Homicides by firearms accounted for 0.4% of the all deaths in 2013. By the way, do you want to know what the top three causes of death were?
- Heart disease: 23.5%
- Cancer: 22.5%
- Chronic lower respiratory diseases: 5.7%
My go-to comparison is always vehicle deaths. You’re 3.15 times more likely to die in a car accident than by a gun homicide. Do you worry 3.15 times more about the car accident than the gun homicide?
Those are all numbers from a single year. The original hypothesis was that we’re worse off than we were before so let’s look at some trend data. I spent a bunch of time doing searces in the http://wonder.cdc.gov system. It has data for 1999-2104. Here’s the summary I built for that data:
I had no idea that 45% of gun homicides were in the south! But back to the main point: those numbers don’t show much change. But hold on. They are slightly misleading because they are raw counts. The population grew significantly over that time range. We should be looking at the number of deaths per 100,000 people. That average has decreased:
We’re not finding much data to support our hypothesis, but what about pre-1999? I couldn’t find data in that CDC system pre-1999, but I did find this chart showing that we had a peak in the 90s that was much worse than today. This data comes from the Bureau of Justice Statistics via Wikipedia. Note that these numbers are a bit lower than the CDC numbers for the overlapping years. The CDC has their gun homicide deaths broken down into a number of categories (rifles, shotguns, pistols, terrorism, etc) and I’m guessing the Bureau of Justice Statistics has a slightly different categorization. However, I think it’s still valuable to look at the data:
I lived through that huge spike of gun homicides and had no idea that it existed.
I learned that you have to be really careful when comparing numbers because “gun deaths” can mean a lot of things. Some sites will include suicide by guns in their numbers. Suicide with guns are roughly twice as common as homicides with guns so they really change the numbers. Other articles will do their ratios and percentages based on people under 25. A large majority of the gun violence happens to and by people under 25. Some sites even include war related deaths in their gun numbers. And as you saw above, even reporting the raw totals can be used to trick people if you’re intentionally leaving out the fact that the population changed over that time range.
Do we have a problem? Yep. Would it be a horrifying event to witness? Yep. Should we analyze the data and run experiments to see how we could improve the problem? Yep. Is it worse than used to be? Nope.
P.S. Will any of this data stop people from yelling at other on TV? Nope.
This past weekend was the annual 
I’ve been happily watching my house value skyrocket since we bought it. In less than 5 years, Zillow says we’re up 44%! I say “happily” because it’s nice to see that I bought in a trough instead of at a peak like last time, but since I have no plans to move for quite a while, all it really does is raise my property taxes.
F150 Decal Removal
My truck came with big “FX4” stickers on the panels behind the rear tires. They signify that my truck is four wheel drive and has the offroad package. They don’t look bad, but I really like the look of a clean truck, so I set about removing them.
I had some experience with this type of thing before. When we bought the Escape, Ford of Kirkland put their stupid little star decal on the back. That really frustrated me and was actually one of the reasons I didn’t even call them when I was looking for somebody to sell me a truck. Don’t put your stupid $0.50 advertising sticker on my big purchase! Anyway, the first thing I did when I brought it home was use a hair dryer to heat up that sticker and then I carefully removed it. A little Goo Gone cleaned up the remaining residue.
So having that knowledge in hand and knowing that lots of other people have successfully removed the decals from their trucks, I gave it a shot. I used a heat gun on low temperature to just raise the temp a little and then picked at the decal with my fingernail. It peeled right off. I saw plenty of people online say that the heat gun isn’t necessary if the decal is pretty new. I put some Goo Gone over the area and there was no sign it had ever been there.
I also removed the EcoBoost badges from under the side mirrors. That was a little trickier because they had some bulk to them. I used a piece of floss in a sawing motion to loosen it up and then the badges fell off. They left behind a sticky pad which peeled off in one piece. Again, Goo Gone helped clean it up completely and voila. Done!
The other badges on the truck have holes through the body so if I can’t remove them without a lot of extra work.
Below is a photo of what the truck looks like now, and here is a link to a photo of it before in case you need a reminder.