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    1. aar0nbecker on

      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. hip_neptune on

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

    3. Those_Silly_Ducks on

      Excellent pallete, great formating, and great presentation of data.

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

    5. therealtrajan on

      The more I see these state scale maps the more I see the future is in Utah

    6. 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.

    7. Defiant-Complaint-13 on

      Americans need to start bragging to Europeans about how little we smoke.

    8. 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.

    9. 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.

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

    11. _________________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.

    12. Goddam. Some parts of this country really do need to be…a different country.

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

    14. Here’s a sentence I’ve never said before but here goes:

      Good job, Utah.

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