Bike accidents

R-bloggers 2024-11-22

[This article was first published on r.iresmi.net, and kindly contributed to R-bloggers]. (You can report issue about the content on this page here)

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Ciclista atropellado – CC-BY by Nicanor Arenas Bermejo

Day 20 & 21 of 30DayMapChallenge: « OpenStreetMap » and « Conflict » (previously).

Mapping the accidents between bicycles and cars in 2023 in France. We have had a few sad accidents recently showing a growing attention on cyclist security and the conflicts on the road.

We’ll use the Annual databases of road traffic injuries on an OSM background.

Config

library(dplyr)library(tidyr)library(readr)library(janitor)library(sf)library(glue)library(leaflet)

Data

The data guide is available (in french).

# vehicules-2023.csvvehicles <- read_csv2(  "https://www.data.gouv.fr/fr/datasets/r/146a42f5-19f0-4b3e-a887-5cd8fbef057b",   name_repair = make_clean_names) # caract-2023.csvcaract <- read_csv2(  "https://www.data.gouv.fr/fr/datasets/r/104dbb32-704f-4e99-a71e-43563cb604f2",   name_repair = make_clean_names)# usagers-2023.csvuser <- read_csv2(  "https://www.data.gouv.fr/fr/datasets/r/68848e2a-28dd-4efc-9d5f-d512f7dbe66f",   name_repair = make_clean_names)severity <- tribble(    ~grav, ~severity,        1, "Unharmed",        2, "Killed",        3, "Injured hospitalized",        4, "Slightly injured") |>   mutate(severity = factor(    severity,     labels = c("Killed",               "Injured hospitalized",               "Slightly injured",               "Unharmed")))

Find out

# accidents where car and bikes are involvedbike_car_acc <- vehicles |>   filter(catv %in% c(1, 7)) |> # 1 bike ; 7 : car  count(num_acc, catv) |>   pivot_wider(names_from = catv, values_from = n, names_prefix = "catv_") |>   filter(catv_7 > 0 & catv_1 > 0) |>   pull(num_acc)# bikers injuriesbikers <- vehicles |>   filter(num_acc %in% bike_car_acc,         catv == 1) |>  left_join(user, join_by(num_acc, id_vehicule)) |>   left_join(severity, join_by(grav)) |>   count(num_acc, severity) bikers_display <- bikers |>   mutate(outcome = glue("{severity} ({n})")) |>   arrange(severity) |>   summarise(.by = num_acc,            outcome = glue_collapse(outcome, sep = "<br />"))# accident locationsbike_accidents <- caract |>   filter(num_acc %in% bike_car_acc) |>   st_as_sf(coords = c("long", "lat"), crs = "EPSG:4326") |>   left_join(bikers_display, join_by(num_acc))

That’s 2858 accidents and 772 bikers killed.

Map

bike_accidents |>   leaflet() |>   addTiles(attribution = r"(           <a href="https://r.iresmi.net/">r.iresmi.net</a>.           data: Ministère de l'intérieur 2023;           map: <a href="https://www.openstreetmap.org/copyright/">OpenStreetMap</a>)") |>   addCircleMarkers(popup = ~ glue("<b>{an}-{mois}-{jour}</b><br /><br />                                  biker status:<br />                                  {outcome}"),                   clusterOptions = markerClusterOptions())

{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"\n <a href=https://r.iresmi.net/posts/2024/accident/ rel="nofollow" target="_blank">r.iresmi.net<\/a>.\n data: Ministère de l'intérieur 2023;\n map: </a><a href=https://r.iresmi.net/posts/2024/accident/ rel="nofollow" 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(1)","2023-11-21<\/b> \nbiker status: \nSlightly injured (1)","2023-06-2<\/b> \nbiker status: \nSlightly injured (1)","2023-12-26<\/b> \nbiker status: \nSlightly injured (1)","2023-08-12<\/b> \nbiker status: \nSlightly injured (1)","2023-08-12<\/b> \nbiker status: \nSlightly injured (1)","2023-12-27<\/b> \nbiker status: \nKilled (1)","2023-06-2<\/b> \nbiker status: \nSlightly injured (1)","2023-12-22<\/b> \nbiker status: \nKilled (1)","2023-08-10<\/b> \nbiker status: \nKilled (1)","2023-06-2<\/b> \nbiker status: \nKilled (1)","2023-12-24<\/b> \nbiker status: \nKilled (1)","2023-03-18<\/b> \nbiker status: \nSlightly injured (1)","2023-09-18<\/b> \nbiker status: \nSlightly injured (1)","2023-09-18<\/b> \nbiker status: \nSlightly injured (1)","2023-03-18<\/b> \nbiker status: \nKilled (1)","2023-09-18<\/b> \nbiker status: \nSlightly injured (1)","2023-02-28<\/b> \nbiker status: \nSlightly injured (1)","2023-09-19<\/b> \nbiker status: \nKilled (1)","2023-09-17<\/b> \nbiker status: 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