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osmdata <a href='https://docs.ropensci.org/osmdata/'><img src='man/figures/logo.png' align="right" height=210 width=182/></a>
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osmdata
is an R package for accessing the data underlying
OpenStreetMap (OSM), delivered via the Overpass
API. (Other packages
such as
OpenStreetMap
can
be used to download raster tiles based on OSM data.)
Overpass is a read-only API that extracts
custom selected parts of OSM data. Data can be returned in a variety of
formats, including as Simple Features
(sf
), Spatial
(sp
), or Silicate
(sc
) objects. The package is
designed to allow access to small-to-medium-sized OSM datasets (see
osmextract
for an approach
for reading-in bulk OSM data extracts).
Installation
To install latest CRAN version:
install.packages ("osmdata")
Alternatively, install the development version with any one of the
following options:
# install.packages("remotes")
remotes::install_git ("https://git.sr.ht/~mpadge/osmdata")
remotes::install_bitbucket ("mpadge/osmdata")
remotes::install_gitlab ("mpadge/osmdata")
remotes::install_github ("ropensci/osmdata")
To load the package and check the version:
library (osmdata)
#> Data (c) OpenStreetMap contributors, ODbL 1.0. https://www.openstreetmap.org/copyright
packageVersion ("osmdata")
#> [1] '0.2.5.16'
Usage
Overpass API queries
can be built from a base query constructed with opq
followed by
add_osm_feature
. The corresponding OSM objects are then downloaded and
converted to Simple Feature
(sf
) objects with
osmdata_sf()
, Spatial (sp
)
objects with osmdata_sp()
or Silicate
(sc
) objects with
osmdata_sc()
. For example,
x <- opq (bbox = c (-0.27, 51.47, -0.20, 51.50)) %>% # Chiswick Eyot in London, U.K.
add_osm_feature (key = "name", value = "Thames", value_exact = FALSE) %>%
osmdata_sf ()
x
#> Object of class 'osmdata' with:
#> $bbox : 51.47,-0.27,51.5,-0.2
#> $overpass_call : The call submitted to the overpass API
#> $meta : metadata including timestamp and version numbers
#> $osm_points : 'sf' Simple Features Collection with 24548 points
#> $osm_lines : 'sf' Simple Features Collection with 2219 linestrings
#> $osm_polygons : 'sf' Simple Features Collection with 33 polygons
#> $osm_multilines : 'sf' Simple Features Collection with 6 multilinestrings
#> $osm_multipolygons : 'sf' Simple Features Collection with 3 multipolygons
OSM data can also be downloaded in OSM XML format with osmdata_xml()
and saved for use with other software.
osmdata_xml(q1, "data.osm")
Bounding Boxes
All osmdata
queries begin with a bounding box defining the area of the
query. The getbb()
function can be
used to extract bounding boxes for specified place names.
getbb ("astana kazakhstan")
#> min max
#> x 71.21797 71.78519
#> y 50.85761 51.35111
The next step is to convert that to an overpass query object with the
opq()
function:
q <- opq (getbb ("astana kazakhstan"))
q <- opq ("astana kazakhstan") # identical result
It is also possible to use bounding polygons rather than rectangular
boxes:
b <- getbb ("bangalore", format_out = "polygon")
class (b)
#> [1] "matrix" "array"
head (b [[1]])
#> [1] 77.46005
Features
The next step is to define features of interest using the
add_osm_feature()
function.
This function accepts key
and value
parameters specifying desired
features in the OSM key-vale
schema. Multiple
add_osm_feature()
calls may be combined as illustrated below, with the
result being a logical AND operation, thus returning all amenities that
are labelled both as restaurants and also as pubs:
q <- opq ("portsmouth usa") %>%
add_osm_feature (key = "amenity", value = "restaurant") %>%
add_osm_feature (key = "amenity", value = "pub") # There are none of these
Features can also be requested by key only, in which case features with
any values for the specified key will be returned:
q <- opq ("portsmouth usa") %>%
add_osm_feature (key = "amenity")
Such key-only queries can, however, translate into requesting very large
data sets, and should generally be avoided in favour of more precise
key-value specifications.
Negation can also be specified by pre-pending an exclamation mark so
that the following requests all amenities that are NOT labelled as
restaurants and that are not labelled as pubs:
q <- opq ("portsmouth usa") %>%
add_osm_feature (key = "amenity", value = "!restaurant") %>%
add_osm_feature (key = "amenity", value = "!pub") # There are a lot of these
Additional arguments allow for more refined matching, such as the
following request for all pubs with “irish” in the name:
q <- opq ("washington dc") %>%
add_osm_feature (key = "amenity", value = "pub") %>%
add_osm_feature (
key = "name", value = "irish",
value_exact = FALSE, match_case = FALSE
)
Logical OR combinations can be constructed using the separate
add_osm_features()
function.
The first of the above examples requests all features that are both
restaurants AND pubs. The following query will request data on
restaurants OR pubs:
q <- opq ("portsmouth usa") %>%
add_osm_features (features = c (
"\"amenity\"=\"restaurant\"",
"\"amenity\"=\"pub\""
))
The vector of features
contains key-value pairs separated by an
overpass “filter”
symbol
such as =
, !=
, or ~
. Each key and value must be enclosed in
escape-delimited quotations as shown above.
Full lists of available features and corresponding tags are available in
the functions
?available_features
and
?available_tags
.
Data Formats
An overpass query constructed with the opq()
and add_osm_feature()
functions is then sent to the overpass
server to request data. These data may be
returned in a variety of formats, currently including:
- XML data (downloaded locally) via
osmdata_xml()
;
- Simple Features (sf) format
via
osmdata_sf()
;
- R Spatial (sp) format via
osmdata_sp()
;
- Silicate (SC) format via
osmdata_sc()
;
and
data.frame
format via
osmdata_data_frame()
.
Additional Functionality
Data may also be trimmed to within a defined polygonal shape with the
trim_osmdata()
function. Full package functionality is described on the
website
Citation
citation ("osmdata")
#> To cite osmdata in publications use:
#>
#> Mark Padgham, Bob Rudis, Robin Lovelace, Maëlle Salmon (2017).
#> "osmdata." _Journal of Open Source Software_, *2*(14), 305.
#> doi:10.21105/joss.00305 <https://doi.org/10.21105/joss.00305>,
#> <https://joss.theoj.org/papers/10.21105/joss.00305>.
#>
#> A BibTeX entry for LaTeX users is
#>
#> @Article{,
#> title = {osmdata},
#> author = {{Mark Padgham} and {Bob Rudis} and {Robin Lovelace} and {Maëlle Salmon}},
#> journal = {Journal of Open Source Software},
#> year = {2017},
#> volume = {2},
#> number = {14},
#> pages = {305},
#> month = {jun},
#> publisher = {The Open Journal},
#> url = {https://joss.theoj.org/papers/10.21105/joss.00305},
#> doi = {10.21105/joss.00305},
#> }
Data licensing
All data that you access using osmdata
is licensed under
OpenStreetMap’s license, the Open Database
Licence. Any derived data
and products must also carry the same licence. You should make sure you
understand that licence before publishing any derived datasets.
Other approaches
<!-- todo: add links to other packages -->
-
osmextract is an R package
for downloading and importing compressed ‘extracts’ of OSM data
covering large areas (e.g. all roads in a country). The package
represents data in sf
format
only, and only allows a single “layer” (such as points, lines, or
polygons) to be read at one time. It is nevertheless recommended over
osmdata for large queries of single layers, or where relationships
between layers are not important.
-
osmapiR is an R interface to the
OpenStreetMap API v0.6
for fetching and saving raw geodata from/to the OpenStreetMap
database. This package allows access to OSM maps data as well as map
notes, GPS traces, changelogs, and users data. osmapiR
enables
editing or exploring the history of OSM objects, and is not intended
to access OSM map data for other purposes (unlike the osmdata or
osmextract packages).
Code of Conduct
Please note that this package is released with a Contributor Code of
Conduct. By contributing to this
project, you agree to abide by its terms.
Contributors
<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
<!-- prettier-ignore-start -->
<!-- markdownlint-disable -->
All contributions to this project are gratefully acknowledged using the
allcontributors
package following the
all-contributors specification.
Contributions of any kind are welcome!
Code
<table>
<tr>
<td align="center">
<a href="https://github.com/mpadge">
<img src="https://avatars.githubusercontent.com/u/6697851?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=mpadge">mpadge</a>
</td>
<td align="center">
<a href="https://github.com/Robinlovelace">
<img src="https://avatars.githubusercontent.com/u/1825120?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=Robinlovelace">Robinlovelace</a>
</td>
<td align="center">
<a href="https://github.com/jmaspons">
<img src="https://avatars.githubusercontent.com/u/102644?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=jmaspons">jmaspons</a>
</td>
<td align="center">
<a href="https://github.com/hrbrmstr">
<img src="https://avatars.githubusercontent.com/u/509878?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=hrbrmstr">hrbrmstr</a>
</td>
<td align="center">
<a href="https://github.com/virgesmith">
<img src="https://avatars.githubusercontent.com/u/19323577?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=virgesmith">virgesmith</a>
</td>
<td align="center">
<a href="https://github.com/maelle">
<img src="https://avatars.githubusercontent.com/u/8360597?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=maelle">maelle</a>
</td>
<td align="center">
<a href="https://github.com/elipousson">
<img src="https://avatars.githubusercontent.com/u/931136?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=elipousson">elipousson</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/espinielli">
<img src="https://avatars.githubusercontent.com/u/891692?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=espinielli">espinielli</a>
</td>
<td align="center">
<a href="https://github.com/agila5">
<img src="https://avatars.githubusercontent.com/u/22221146?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=agila5">agila5</a>
</td>
<td align="center">
<a href="https://github.com/idshklein">
<img src="https://avatars.githubusercontent.com/u/12258810?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=idshklein">idshklein</a>
</td>
<td align="center">
<a href="https://github.com/anthonynorth">
<img src="https://avatars.githubusercontent.com/u/391385?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=anthonynorth">anthonynorth</a>
</td>
<td align="center">
<a href="https://github.com/jeroen">
<img src="https://avatars.githubusercontent.com/u/216319?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=jeroen">jeroen</a>
</td>
<td align="center">
<a href="https://github.com/neogeomat">
<img src="https://avatars.githubusercontent.com/u/2562658?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=neogeomat">neogeomat</a>
</td>
<td align="center">
<a href="https://github.com/ec-nebi">
<img src="https://avatars.githubusercontent.com/u/48711241?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=ec-nebi">ec-nebi</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/Tazinho">
<img src="https://avatars.githubusercontent.com/u/11295192?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=Tazinho">Tazinho</a>
</td>
<td align="center">
<a href="https://github.com/odeleongt">
<img src="https://avatars.githubusercontent.com/u/1044835?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=odeleongt">odeleongt</a>
</td>
<td align="center">
<a href="https://github.com/Mashin6">
<img src="https://avatars.githubusercontent.com/u/5265707?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=Mashin6">Mashin6</a>
</td>
<td align="center">
<a href="https://github.com/angela-li">
<img src="https://avatars.githubusercontent.com/u/15808896?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=angela-li">angela-li</a>
</td>
<td align="center">
<a href="https://github.com/rgzn">
<img src="https://avatars.githubusercontent.com/u/1675905?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=rgzn">rgzn</a>
</td>
<td align="center">
<a href="https://github.com/fzenoni">
<img src="https://avatars.githubusercontent.com/u/6040873?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=fzenoni">fzenoni</a>
</td>
<td align="center">
<a href="https://github.com/stragu">
<img src="https://avatars.githubusercontent.com/u/1747497?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=stragu">stragu</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/patperu">
<img src="https://avatars.githubusercontent.com/u/82020?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=patperu">patperu</a>
</td>
<td align="center">
<a href="https://github.com/MHenderson">
<img src="https://avatars.githubusercontent.com/u/23988?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=MHenderson">MHenderson</a>
</td>
<td align="center">
<a href="https://github.com/karthik">
<img src="https://avatars.githubusercontent.com/u/138494?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=karthik">karthik</a>
</td>
<td align="center">
<a href="https://github.com/jlacko">
<img src="https://avatars.githubusercontent.com/u/29260421?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=jlacko">jlacko</a>
</td>
<td align="center">
<a href="https://github.com/JimShady">
<img src="https://avatars.githubusercontent.com/u/2901470?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=JimShady">JimShady</a>
</td>
<td align="center">
<a href="https://github.com/dpprdan">
<img src="https://avatars.githubusercontent.com/u/1423562?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=dpprdan">dpprdan</a>
</td>
<td align="center">
<a href="https://github.com/danstowell">
<img src="https://avatars.githubusercontent.com/u/202965?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=danstowell">danstowell</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/ccamara">
<img src="https://avatars.githubusercontent.com/u/706549?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=ccamara">ccamara</a>
</td>
<td align="center">
<a href="https://github.com/brry">
<img src="https://avatars.githubusercontent.com/u/8860095?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/commits?author=brry">brry</a>
</td>
</tr>
</table>
Issue Authors
<table>
<tr>
<td align="center">
<a href="https://github.com/karpfen">
<img src="https://avatars.githubusercontent.com/u/11758039?u=bdb91388e22566ab938f4b2891cd71190dc84292&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Akarpfen">karpfen</a>
</td>
<td align="center">
<a href="https://github.com/sytpp">
<img src="https://avatars.githubusercontent.com/u/8035937?u=8efe7a4f4c3088bb35974e7488950c25658693ae&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Asytpp">sytpp</a>
</td>
<td align="center">
<a href="https://github.com/niklaas">
<img src="https://avatars.githubusercontent.com/u/705637?u=7f54fc15b926d15b2e990c93c2ab3c1bca5f271f&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Aniklaas">niklaas</a>
</td>
<td align="center">
<a href="https://github.com/RoyalTS">
<img src="https://avatars.githubusercontent.com/u/702580?u=e7d21835a6f7ba3a2f1ea7a573266708d62b1af7&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3ARoyalTS">RoyalTS</a>
</td>
<td align="center">
<a href="https://github.com/lrob">
<img src="https://avatars.githubusercontent.com/u/1830221?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Alrob">lrob</a>
</td>
<td align="center">
<a href="https://github.com/mem48">
<img src="https://avatars.githubusercontent.com/u/15819577?u=0c128db4e7567656c23e83e4314111fcea424526&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amem48">mem48</a>
</td>
<td align="center">
<a href="https://github.com/beingalink">
<img src="https://avatars.githubusercontent.com/u/871741?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Abeingalink">beingalink</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/yaakovfeldman">
<img src="https://avatars.githubusercontent.com/u/17687145?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Ayaakovfeldman">yaakovfeldman</a>
</td>
<td align="center">
<a href="https://github.com/gregor-d">
<img src="https://avatars.githubusercontent.com/u/33283245?u=3d70f9d18b0be2c20cf08a9c7d51353797d61208&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Agregor-d">gregor-d</a>
</td>
<td align="center">
<a href="https://github.com/gregmacfarlane">
<img src="https://avatars.githubusercontent.com/u/2234830?u=954f7029df0417634df181e7a27c5e163ebc8c6d&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Agregmacfarlane">gregmacfarlane</a>
</td>
<td align="center">
<a href="https://github.com/legengliu">
<img src="https://avatars.githubusercontent.com/u/7606454?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Alegengliu">legengliu</a>
</td>
<td align="center">
<a href="https://github.com/mtennekes">
<img src="https://avatars.githubusercontent.com/u/2444081?u=e76538b279c5f5f3649aae27fe83ca4d4bc3403b&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amtennekes">mtennekes</a>
</td>
<td align="center">
<a href="https://github.com/lbuk">
<img src="https://avatars.githubusercontent.com/u/7860160?u=82d4376c97dbee9ec8bebd1ca0de3da8e5ddb300&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Albuk">lbuk</a>
</td>
<td align="center">
<a href="https://github.com/prokulski">
<img src="https://avatars.githubusercontent.com/u/19608488?u=6262849a1ad7d194a34483b23e94d8cc5b4d61ca&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Aprokulski">prokulski</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/waholulu">
<img src="https://avatars.githubusercontent.com/u/2868000?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Awaholulu">waholulu</a>
</td>
<td align="center">
<a href="https://github.com/ibarraespinosa">
<img src="https://avatars.githubusercontent.com/u/27447280?u=3c1bc50eeabe07604709fa0cefccb080ad8fd057&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Aibarraespinosa">ibarraespinosa</a>
</td>
<td align="center">
<a href="https://github.com/tbuckl">
<img src="https://avatars.githubusercontent.com/u/98956?u=9580c2ee3c03cbbe44ac8180b0f6a6725b0415f0&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Atbuckl">tbuckl</a>
</td>
<td align="center">
<a href="https://github.com/morellek">
<img src="https://avatars.githubusercontent.com/u/38642291?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amorellek">morellek</a>
</td>
<td align="center">
<a href="https://github.com/mdsumner">
<img src="https://avatars.githubusercontent.com/u/4107631?u=77e928f4bb904a5c2e8927a02194b86662408329&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amdsumner">mdsumner</a>
</td>
<td align="center">
<a href="https://github.com/michielvandijk">
<img src="https://avatars.githubusercontent.com/u/5227806?u=956e61310e9c7ee08749ddb95458c571eafa76e3&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amichielvandijk">michielvandijk</a>
</td>
<td align="center">
<a href="https://github.com/loreabad6">
<img src="https://avatars.githubusercontent.com/u/10034237?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Aloreabad6">loreabad6</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/slow-data">
<img src="https://avatars.githubusercontent.com/u/20839947?u=cd0522e56560daff7a7ed3bfedaa0ca6c85699f2&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Aslow-data">slow-data</a>
</td>
<td align="center">
<a href="https://github.com/mroorda">
<img src="https://avatars.githubusercontent.com/u/41475296?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amroorda">mroorda</a>
</td>
<td align="center">
<a href="https://github.com/MiKatt">
<img src="https://avatars.githubusercontent.com/u/19970683?u=1d21f231f6c2b14ce65c740014612d5e1e2ff080&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3AMiKatt">MiKatt</a>
</td>
<td align="center">
<a href="https://github.com/alanlzl">
<img src="https://avatars.githubusercontent.com/u/15748113?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Aalanlzl">alanlzl</a>
</td>
<td align="center">
<a href="https://github.com/PublicHealthDataGeek">
<img src="https://avatars.githubusercontent.com/u/43342160?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3APublicHealthDataGeek">PublicHealthDataGeek</a>
</td>
<td align="center">
<a href="https://github.com/mgageo">
<img src="https://avatars.githubusercontent.com/u/2681495?u=a98e4f2bcb64aa79f87f9e16029c8a0d3cd69768&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amgageo">mgageo</a>
</td>
<td align="center">
<a href="https://github.com/polettif">
<img src="https://avatars.githubusercontent.com/u/17431069?u=757eac2821736acbb02e7c90b456411d256d5780&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Apolettif">polettif</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/marcusyoung">
<img src="https://avatars.githubusercontent.com/u/10391966?u=04624fc5b0af1d9ffb174e0b9b9b7936049bf362&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amarcusyoung">marcusyoung</a>
</td>
<td align="center">
<a href="https://github.com/barryrowlingson">
<img src="https://avatars.githubusercontent.com/u/888980?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Abarryrowlingson">barryrowlingson</a>
</td>
<td align="center">
<a href="https://github.com/ChrisWoodsSays">
<img src="https://avatars.githubusercontent.com/u/42043980?u=023bdaa73d20b313355286fec61a9f7401be0e5e&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3AChrisWoodsSays">ChrisWoodsSays</a>
</td>
<td align="center">
<a href="https://github.com/daluna1">
<img src="https://avatars.githubusercontent.com/u/60740817?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Adaluna1">daluna1</a>
</td>
<td align="center">
<a href="https://github.com/khzannat26">
<img src="https://avatars.githubusercontent.com/u/63047666?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Akhzannat26">khzannat26</a>
</td>
<td align="center">
<a href="https://github.com/gdkrmr">
<img src="https://avatars.githubusercontent.com/u/12512930?u=707403b80950281e091cfb9b278034842257e5df&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Agdkrmr">gdkrmr</a>
</td>
<td align="center">
<a href="https://github.com/dipenpatel235">
<img src="https://avatars.githubusercontent.com/u/8135097?u=57ce3616c4b1eb8928d0eb049d58866f7990e43c&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Adipenpatel235">dipenpatel235</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/robitalec">
<img src="https://avatars.githubusercontent.com/u/16324625?u=a7a98d4e17a14bf97383a5059ef4a079e15438d7&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Arobitalec">robitalec</a>
</td>
<td align="center">
<a href="https://github.com/nfruehADA">
<img src="https://avatars.githubusercontent.com/u/69671715?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3AnfruehADA">nfruehADA</a>
</td>
<td align="center">
<a href="https://github.com/orlandombaa">
<img src="https://avatars.githubusercontent.com/u/48104481?u=66d48bb0e7efb664a94eace3472aa6a06960a7f4&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Aorlandombaa">orlandombaa</a>
</td>
<td align="center">
<a href="https://github.com/changwoo-lee">
<img src="https://avatars.githubusercontent.com/u/45101999?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Achangwoo-lee">changwoo-lee</a>
</td>
<td align="center">
<a href="https://github.com/maellecoursonnais">
<img src="https://avatars.githubusercontent.com/u/64737131?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amaellecoursonnais">maellecoursonnais</a>
</td>
<td align="center">
<a href="https://github.com/Suspicis">
<img src="https://avatars.githubusercontent.com/u/78321010?u=0b4fbe51ef6fed8d90b4d4d1dabd5608f64bfc66&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3ASuspicis">Suspicis</a>
</td>
<td align="center">
<a href="https://github.com/AlbertRapp">
<img src="https://avatars.githubusercontent.com/u/65388595?u=997160e784fbf960fb1609ce5e3b367670aeeeac&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3AAlbertRapp">AlbertRapp</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/dmag-ir">
<img src="https://avatars.githubusercontent.com/u/89243490?u=8f64a3cd937d87a5de9d1484f25b789c960c6947&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Admag-ir">dmag-ir</a>
</td>
<td align="center">
<a href="https://github.com/FlxPo">
<img src="https://avatars.githubusercontent.com/u/5145583?u=cbd02ee0a0fa0447429f38bd7e3a1da57c841239&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3AFlxPo">FlxPo</a>
</td>
<td align="center">
<a href="https://github.com/vanhry">
<img src="https://avatars.githubusercontent.com/u/26137289?u=6ec570d3bd3436824eb78494ca79fae859d836d4&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Avanhry">vanhry</a>
</td>
<td align="center">
<a href="https://github.com/boiled-data">
<img src="https://avatars.githubusercontent.com/u/73987518?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Aboiled-data">boiled-data</a>
</td>
<td align="center">
<a href="https://github.com/mlucassc">
<img src="https://avatars.githubusercontent.com/u/104909905?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amlucassc">mlucassc</a>
</td>
<td align="center">
<a href="https://github.com/jedalong">
<img src="https://avatars.githubusercontent.com/u/7062177?u=3dfa8ef1f2045ea6c368fb5e9f706e62e748c5df&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Ajedalong">jedalong</a>
</td>
<td align="center">
<a href="https://github.com/mooibroekd">
<img src="https://avatars.githubusercontent.com/u/115638962?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Amooibroekd">mooibroekd</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/xiaofanliang">
<img src="https://avatars.githubusercontent.com/u/22874361?u=7d6ade584aeaf34e1fde47c400ffae1a82b79a25&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Axiaofanliang">xiaofanliang</a>
</td>
<td align="center">
<a href="https://github.com/xtimbeau">
<img src="https://avatars.githubusercontent.com/u/54633745?u=578caa070217a333e22be67990e42e8bdf434512&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Axtimbeau">xtimbeau</a>
</td>
<td align="center">
<a href="https://github.com/joostschouppe">
<img src="https://avatars.githubusercontent.com/u/10122639?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3Ajoostschouppe">joostschouppe</a>
</td>
<td align="center">
<a href="https://github.com/stalkerGH">
<img src="https://avatars.githubusercontent.com/u/25331715?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3AstalkerGH">stalkerGH</a>
</td>
<td align="center">
<a href="https://github.com/RegularnaMatrica">
<img src="https://avatars.githubusercontent.com/u/65914613?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+author%3ARegularnaMatrica">RegularnaMatrica</a>
</td>
</tr>
</table>
Issue Contributors
<table>
<tr>
<td align="center">
<a href="https://github.com/sckott">
<img src="https://avatars.githubusercontent.com/u/577668?u=c54eb1ce08ff22365e094559a109a12437bdca40&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Asckott">sckott</a>
</td>
<td align="center">
<a href="https://github.com/nsfinkelstein">
<img src="https://avatars.githubusercontent.com/u/2919482?u=eb162d42c4563f2cef29a6eef1d8e9e28862242d&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Ansfinkelstein">nsfinkelstein</a>
</td>
<td align="center">
<a href="https://github.com/gawbul">
<img src="https://avatars.githubusercontent.com/u/321291?u=c716d6b135409b2a096435129453863e5c550baf&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Agawbul">gawbul</a>
</td>
<td align="center">
<a href="https://github.com/edzer">
<img src="https://avatars.githubusercontent.com/u/520851?u=9bc892c3523be428dc211f2ccbcf04e8e0e564ff&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Aedzer">edzer</a>
</td>
<td align="center">
<a href="https://github.com/MAnalytics">
<img src="https://avatars.githubusercontent.com/u/27354347?u=47f4c742c95c72b88a07ac1cb6406c9e1d186a54&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3AMAnalytics">MAnalytics</a>
</td>
<td align="center">
<a href="https://github.com/richardellison">
<img src="https://avatars.githubusercontent.com/u/10625733?u=8d7cd55a61f1a1b3f9973ddff5adbb45e0b193c6&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Arichardellison">richardellison</a>
</td>
<td align="center">
<a href="https://github.com/cboettig">
<img src="https://avatars.githubusercontent.com/u/222586?u=dfbe54d3b4d538dc2a8c276bb5545fdf4684752f&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Acboettig">cboettig</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/prise6">
<img src="https://avatars.githubusercontent.com/u/6558161?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Aprise6">prise6</a>
</td>
<td align="center">
<a href="https://github.com/PaoloFrac">
<img src="https://avatars.githubusercontent.com/u/38490683?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3APaoloFrac">PaoloFrac</a>
</td>
<td align="center">
<a href="https://github.com/Dris101">
<img src="https://avatars.githubusercontent.com/u/11404162?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3ADris101">Dris101</a>
</td>
<td align="center">
<a href="https://github.com/TomBor">
<img src="https://avatars.githubusercontent.com/u/8322713?u=bf72198850753d4eb709b2b17d89b4afa68936a1&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3ATomBor">TomBor</a>
</td>
<td align="center">
<a href="https://github.com/matkoniecz">
<img src="https://avatars.githubusercontent.com/u/899988?u=1a682cd39f51bb0224a52c7640a040c849b73ae8&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Amatkoniecz">matkoniecz</a>
</td>
<td align="center">
<a href="https://github.com/urswilke">
<img src="https://avatars.githubusercontent.com/u/13970666?u=0c6b83fb03792d052736768a8832300661c84370&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Aurswilke">urswilke</a>
</td>
<td align="center">
<a href="https://github.com/Robsteranium">
<img src="https://avatars.githubusercontent.com/u/49654?v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3ARobsteranium">Robsteranium</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/assignUser">
<img src="https://avatars.githubusercontent.com/u/16141871?u=b8095df6a10813031922a72335bd6579d5494c16&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3AassignUser">assignUser</a>
</td>
<td align="center">
<a href="https://github.com/rsbivand">
<img src="https://avatars.githubusercontent.com/u/10198404?u=130e1eda9687fabcf3606cbcbcfea79708207f7e&v=4" width="100px;" alt=""/>
</a><br>
<a href="https://github.com/ropensci/osmdata/issues?q=is%3Aissue+commenter%3Arsbivand">rsbivand</a>
</td>
</tr>
</table>
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