The next part we load in our shapefile into a geopandas data frame (just a border for Philly), then I just define the locations of hospitals (with level 1 trauma facilities) in text in the code. (andy_theme) Data Prep with geopandas & pyproj Os.chdir(r'D:\Dropbox\Dropbox\School_Projects\Shooting_Survival_Philly\Analysis\OriginalData' Then I change my working directory to where I have my data, and then update my personal matplotlib defaults. So here I need geopandas, pyproj, & contexily as non-traditional libraries. So at the recommendation of the geopandas folks, I just created my own conda environment for geospatial stuff, and that has worked nicely so far. Most recently the issue was older version of pyproj and epsg codes were giving me fits. So first, I have consistently had a difficult time working with the various geo tools in python on my windows machine. (And are honestly nicer than I could personally make even with the original vector data anyway).īelow I walk through the python code, but the data to replicate my paper with Gio can be found here, including the updated base map python script and shapefile data. That is quite a bit of work though, so for a more general solution these basemaps are really great. So if you are a crime analyst working for a specific city, it may make sense to pull the original vector data for streets/highways and create your own style for your maps. Here is the map we will be producing in the end: I would typically do this in ArcMap, but since I do not have access to that software anymore, I took some time to learn the contextily library in python to accomplish the same task. Article taken from and Gio received a peer review asking for a nice basemap in Philadelphia showing the relationship between hospital locations and main arterials for our paper on shooting fatalities. It requires you the original data files which you can buy on GOG.com. Not many changelogs will give you the likes of improved peeing and vomiting but here we are, what a gem.įind out more about CorsixTH on the GitHub. It's mostly the same as the Beta release I covered back in May, plus a few additional fixes that were discovered during testing. Non-visual diseases can now be delayed in the level config of a custom game.Dropdown menus will now close when clicked outside of.The Adviser will no longer queue repetitive messages.Patients will no longer queue for reception until nearby.A machine's dynamic info will tell you the strength a machine can be upgraded to if you replaced it (can be disabled in configuration settings).
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