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  1. Data source: American Lung Association [https://www.lung.org/research/trends-in-lung-disease/tobacco-trends-brief/data-tables/ad-cig-smoking-state](https://www.lung.org/research/trends-in-lung-disease/tobacco-trends-brief/data-tables/ad-cig-smoking-state)

    Tools: python, Jupyter, pandas, matplotlib, geopandas.

    Full reproduction code: [https://aaronjbecker.com/posts/matplotlib-choropleth-mapping-smoking-rates/](https://aaronjbecker.com/posts/matplotlib-choropleth-mapping-smoking-rates/)

    Inspired by my father-in-law, who quit last month after 60 years of smoking!

    Any formatting advice is greatly appreciated– are the labels too busy? should I use discrete colors? is the color bar size/placement OK?

  2. No need to smoke cigs in UT when you can get all those carcinogens from the valley smog anyway.

  3. Why does the scale start at 8% and stop at 20% when the actual data is between 6.7% (UT) and 21% (WV) ?

  4. Miqo_Nekomancer on

    California needs to get that number down further. It’s lovely not encountering any smokers here and it’s incredibly unpleasant every time I do.

  5. thedoofimbibes on

    Gotta be honest I expected Washington’s number to be higher than Texas. Lived in Seattle for seven years and it was like going back in time to the 90s where there were smokers everywhere. Just without the smoking sections in restaurants and bars.

  6. Liesthroughisteeth on

    And 90% of the time education is a factor as is political affiliation and firearm ownership. I’ll let you figure out how this might play out.

  7. I’d like to see one that also included tobacco vapes, or maybe cigarettes vs tobacco vapes. 

  8. _________________1__ on

    I would say no one is smoking, moved from Europe to US and one of the first things I noticed was that no one smokes, you could spot 10 crackheads faster than a smoker.

    I don’t personally know anyone who is smoking so I quit because I had no companion for the cig.

  9. Is there similar data for Europe? Would love to see a health statistic that the US actually excels in.

  10. Ilikehowtovideos on

    Feel like having one cigarette a month doesn’t really make you a smoker….I’m in my 30s. Say I bum a smoke when I go out to bar once a month since I turned 21. That’s over 100 cigs in lifetime… but not really a smoker. I wonder if atleast qualifying those who have bought and smoked a pack of cigarettes in the the last 30 days and more than 100 cigarettes in the last 6 months. Wonder how much that would change the data

  11. I love that so many of these graphs posted in the last month or two show good things about Utah.

  12. I’m pretty surprised more people smoke cigarettes in VT than NH to be honest. Or Texas or Florida.

  13. Wahoo I’m one of 6.7% yeah fuck you…. dammit…. this isn’t one you wanna be in is it…..