-
-
Notifications
You must be signed in to change notification settings - Fork 8
/
Copy pathREADME.Rmd
612 lines (518 loc) · 23.6 KB
/
README.Rmd
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
---
output: github_document
---
<!-- README.md is generated from README.Rmd. Please edit that file -->
```{r, include = FALSE}
knitr::opts_knit$set(
progress = TRUE,
base.url = "https://raw.githubusercontent.com/dieghernan/tidyterra/main/"
)
knitr::opts_chunk$set(
collapse = TRUE,
tidy = "styler",
comment = "#>",
fig.path = "img/README-",
warning = FALSE,
message = FALSE,
dev = "ragg_png",
dpi = 300,
out.width = "100%"
)
```
# tidyterra <a href="https://dieghernan.github.io/tidyterra/"><img src="man/figures/logo.png" align="right" height="139"/></a>
<!-- badges: start -->
[](https://CRAN.R-project.org/package=tidyterra)
[](https://cran.r-project.org/web/checks/check_results_tidyterra.html)
[](https://CRAN.R-project.org/package=tidyterra)
[](https://doi.org/10.21105/joss.05751)
[](https://github.com/dieghernan/tidyterra/actions/workflows/check-full.yaml)
[](https://github.com/dieghernan/tidyterra/actions/workflows/rhub.yaml)
[](https://app.codecov.io/gh/dieghernan/tidyterra)
[](https://www.codefactor.io/repository/github/dieghernan/tidyterra)
[](https://dieghernan.r-universe.dev/tidyterra)
[](https://www.repostatus.org/#active)
[](https://stackoverflow.com/questions/tagged/tidyterra)
[](https://github.com/dieghernan/tidyterra/actions/workflows/check-terra-devel.yaml)
[](https://github.com/dieghernan/tidyterra/actions/workflows/check-sf-devel.yaml)
[](https://github.com/dieghernan/tidyterra/actions/workflows/check-ggplot2-devel.yaml)
[](https://github.com/dieghernan/tidyterra/actions/workflows/check-dplyr-readr.yaml)
<!-- badges: end -->
The goal of **tidyterra** is to provide common methods of the [**tidyverse**
packages](https://www.tidyverse.org/packages/) for objects created with the
[**terra**](https://CRAN.R-project.org/package=terra) package: `SpatRaster` and
`SpatVector`. It also provides `geoms` for plotting these objects with
[**ggplot2**](https://ggplot2.tidyverse.org/).
Please cite **tidyterra** as:
> Hernangómez, D., (2023). Using the tidyverse with terra objects: the tidyterra
> package. *Journal of Open Source Software*, *8*(91), 5751,
> <https://doi.org/10.21105/joss.05751>.
A BibTeX entry for LaTeX users is:
``` bib
@article{Hernangómez2023,
doi = {10.21105/joss.05751},
url = {https://doi.org/10.21105/joss.05751},
year = {2023},
publisher = {The Open Journal},
volume = {8},
number = {91},
pages = {5751},
author = {Diego Hernangómez},
title = {Using the {tidyverse} with {terra} objects: the {tidyterra} package},
journal = {Journal of Open Source Software}
}
```
## Overview
Full manual of the most recent release of **tidyterra** on **CRAN** is online:
<https://dieghernan.github.io/tidyterra/>
**tidyverse** methods implemented on **tidyterra** works differently depending
on the type of `Spat*` object:
- `SpatVector`: the methods are implemented using `terra::as.data.frame()`
coercion. Rows correspond to geometries and columns correspond to attributes
of the geometry.
- `SpatRaster`: The implementation on `SpatRaster` objects differs, since the
methods could be applied to layers or to cells. **tidyterra** overall
approach is to treat the layers as columns of a tibble and the cells as rows
(i.e. `select(SpatRaster, 1)` would select the first layer of a
`SpatRaster`).
The methods implemented return the same type of object used as input, unless the
expected behavior of the method is to return another type of object, (for
example, `as_tibble()` would return a `tibble`).
Current methods and functions provided by **tidyterra** are:
| tidyverse method | `SpatVector` | `SpatRaster` |
|----|----|----|
| `tibble::as_tibble()` | ✔️ | ✔️ |
| `dplyr::select()` | ✔️ | ✔️ Select layers |
| `dplyr::mutate()` | ✔️ | ✔️ Create /modify layers |
| `dplyr::transmute()` | ✔️ | ✔️ |
| `dplyr::filter()` | ✔️ | ✔️ Modify cells values and (additionally) remove outer cells. |
| `dplyr::slice()` | ✔️ | ✔️ Additional methods for slicing by row and column. |
| `dplyr::pull()` | ✔️ | ✔️ |
| `dplyr::rename()` | ✔️ | ✔️ |
| `dplyr::relocate()` | ✔️ | ✔️ |
| `dplyr::distinct()` | ✔️ | |
| `dplyr::arrange()` | ✔️ | |
| `dplyr::glimpse()` | ✔️ | ✔️ |
| `dplyr::inner_join()` family | ✔️ | |
| `dplyr::summarise()` | ✔️ | |
| `dplyr::group_by()` family | ✔️ | |
| `dplyr::rowwise()` | ✔️ | |
| `dplyr::count()`, `tally()` | ✔️ | |
| `dplyr::bind_cols()` / `dplyr::bind_rows()` | ✔️ as `bind_spat_cols()` / `bind_spat_rows()` | |
| `tidyr::drop_na()` | ✔️ | ✔️ Remove cell values with `NA` on any layer. Additionally, outer cells with `NA` are removed. |
| `tidyr::replace_na()` | ✔️ | ✔️ |
| `tidyr::fill()` | ✔️ | |
| `tidyr::pivot_longer()` | ✔️ | |
| `tidyr::pivot_wider()` | ✔️ | |
| `ggplot2::autoplot()` | ✔️ | ✔️ |
| `ggplot2::fortify()` | ✔️ to **sf** via `sf::st_as_sf()` | To a **tibble** with coordinates. |
| `ggplot2::geom_*()` | ✔️ `geom_spatvector()` | ✔️ `geom_spatraster()` and `geom_spatraster_rgb()`. |
## :exclamation: A note on performance
**tidyterra** is conceived as a user-friendly wrapper of **terra** using the
**tidyverse** methods and verbs. This approach therefore has a **cost in terms
of performance**.
If you are a **heavy user** of **terra** or you need to work with **big raster
files**, **terra** is much more focused on terms of performance. When possible,
each function of **tidyterra** references to its equivalent on **terra**.
As a rule of thumb if your raster has less than 10.000.000 data slots counting
cells and layers (i.e. `terra::ncell(your_rast)*terra::nlyr(your_rast) < 10e6`)
you are good to go with **tidyterra**.
When plotting rasters, resampling is performed automatically (as `terra::plot()`
does, see the help page). You can adjust this with the `maxcell` parameter.
## Installation
Install **tidyterra** from
[**CRAN**](https://CRAN.R-project.org/package=tidyterra):
```{r, eval=FALSE}
install.packages("tidyterra")
```
You can install the development version of **tidyterra** like so:
```{r, eval=FALSE }
remotes::install_github("dieghernan/tidyterra")
```
Alternatively, you can install **tidyterra** using the
[r-universe](https://dieghernan.r-universe.dev/tidyterra):
```{r, eval=FALSE}
# Enable this universe
install.packages("tidyterra", repos = c(
"https://dieghernan.r-universe.dev",
"https://cloud.r-project.org"
))
```
## Example
### `SpatRasters`
This is a basic example which shows you how to manipulate and plot `SpatRaster`
objects:
```{r example-temp}
library(tidyterra)
library(terra)
# Temperatures
rastertemp <- rast(system.file("extdata/cyl_temp.tif", package = "tidyterra"))
rastertemp
# Rename
rastertemp <- rastertemp %>%
rename(April = tavg_04, May = tavg_05, June = tavg_06)
# Facet all layers
library(ggplot2)
ggplot() +
geom_spatraster(data = rastertemp) +
facet_wrap(~lyr, ncol = 2) +
scale_fill_whitebox_c(
palette = "muted",
labels = scales::label_number(suffix = "º"),
n.breaks = 12,
guide = guide_legend(reverse = TRUE)
) +
labs(
fill = "",
title = "Average temperature in Castille and Leon (Spain)",
subtitle = "Months of April, May and June"
)
# Create maximum differences of two months
variation <- rastertemp %>%
mutate(diff = June - May) %>%
select(variation = diff)
# Add also a overlay of a SpatVector
prov <- vect(system.file("extdata/cyl.gpkg", package = "tidyterra"))
ggplot(prov) +
geom_spatraster(data = variation) +
geom_spatvector(fill = NA) +
scale_fill_whitebox_c(
palette = "deep", direction = -1,
labels = scales::label_number(suffix = "º"),
n.breaks = 5
) +
theme_minimal() +
coord_sf(crs = 25830) +
labs(
fill = "variation",
title = "Variation of temperature in Castille and Leon (Spain)",
subtitle = "Average temperatures in June vs. May"
)
```
**tidyterra** also provide a geom for plotting RGB `SpatRaster` tiles with
**ggplot2**
```{r example-tile}
rgb_tile <- rast(system.file("extdata/cyl_tile.tif", package = "tidyterra"))
plot <- ggplot(prov) +
geom_spatraster_rgb(data = rgb_tile) +
geom_spatvector(fill = NA) +
theme_light()
plot
# Recognizes coord_sf()
plot +
# Change crs and datum (for relabeling graticules)
coord_sf(crs = 3857, datum = 3857)
```
**tidyterra** provides specific scales for plotting hypsometric maps with
**ggplot2**:
```{r hypso, fig.asp=0.65}
asia <- rast(system.file("extdata/asia.tif", package = "tidyterra"))
terra::plot(asia)
ggplot() +
geom_spatraster(data = asia) +
scale_fill_hypso_tint_c(
palette = "gmt_globe",
labels = scales::label_number(),
# Further refinements
breaks = c(-10000, -5000, 0, 2000, 5000, 8000),
guide = guide_colorbar(reverse = TRUE)
) +
labs(
fill = "elevation (m)",
title = "Hypsometric map of Asia"
) +
theme(
legend.position = "bottom",
legend.title.position = "top",
legend.key.width = rel(3),
legend.ticks = element_line(colour = "black", linewidth = 0.3),
legend.direction = "horizontal"
)
```
### `SpatVectors`
This is a basic example which shows you how to manipulate and plot `SpatVector`
objects:
```{r spatvec }
vect(system.file("ex/lux.shp", package = "terra")) %>%
mutate(pop_dens = POP / AREA) %>%
glimpse() %>%
autoplot(aes(fill = pop_dens)) +
scale_fill_whitebox_c(palette = "pi_y_g") +
labs(
fill = "population per km2",
title = "Population density of Luxembourg",
subtitle = "By canton"
)
```
## I need your feedback
Please leave your feedback or open an issue on
<https://github.com/dieghernan/tidyterra/issues>.
## Need help?
Check our [FAQs](https://dieghernan.github.io/tidyterra/articles/faqs.html) or
open a new [issue](https://github.com/dieghernan/tidyterra/issues)!
You can also ask in [Stack Overflow](https://stackoverflow.com/) using the tag
[[tidyterra]](https://stackoverflow.com/questions/tagged/tidyterra).
## Acknowledgement
**tidyterra** **ggplot2** geoms are based on
[**ggspatial**](https://github.com/paleolimbot/ggspatial) implementation, by
[Dewey Dunnington](https://github.com/paleolimbot) and [**ggspatial**
contributors](https://github.com/paleolimbot/ggspatial/graphs/contributors).
## 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](https://github.com/ropensci/allcontributors) following the [allcontributors](https://allcontributors.org) specification. Contributions of any kind are welcome!
### Code
<table class="table allctb-table" >
<tr>
<td align="center">
<a href="https://github.com/dieghernan">
<img src="https://avatars.githubusercontent.com/u/25656809?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/commits?author=dieghernan">dieghernan</a>
</td>
<td align="center">
<a href="https://github.com/Fan-iX">
<img src="https://avatars.githubusercontent.com/u/61686936?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/commits?author=Fan-iX">Fan-iX</a>
</td>
<td align="center">
<a href="https://github.com/teunbrand">
<img src="https://avatars.githubusercontent.com/u/49372158?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/commits?author=teunbrand">teunbrand</a>
</td>
</tr>
</table>
### Issue Authors
<table class="table allctb-table" >
<tr>
<td align="center">
<a href="https://github.com/Nowosad">
<img src="https://avatars.githubusercontent.com/u/3457131?u=ac9868e95f6639c502440548e8bf4462cd96072a&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3ANowosad">Nowosad</a>
</td>
<td align="center">
<a href="https://github.com/schonhose">
<img src="https://avatars.githubusercontent.com/u/16422?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Aschonhose">schonhose</a>
</td>
<td align="center">
<a href="https://github.com/DidDrog11">
<img src="https://avatars.githubusercontent.com/u/52014150?u=320a51516b7b8fd62d683f762768c8436b7ba3bb&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3ADidDrog11">DidDrog11</a>
</td>
<td align="center">
<a href="https://github.com/sraul1">
<img src="https://avatars.githubusercontent.com/u/34610504?u=1ea2fba0b4e2ae3bc3e099bd4025dc10f8028870&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Asraul1">sraul1</a>
</td>
<td align="center">
<a href="https://github.com/aloboa">
<img src="https://avatars.githubusercontent.com/u/6074054?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Aaloboa">aloboa</a>
</td>
<td align="center">
<a href="https://github.com/kadyb">
<img src="https://avatars.githubusercontent.com/u/35004826?u=dcf17deb757e4972f25196a557f5f1be816080d9&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Akadyb">kadyb</a>
</td>
<td align="center">
<a href="https://github.com/Shrubner">
<img src="https://avatars.githubusercontent.com/u/72216154?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3AShrubner">Shrubner</a>
</td>
<td align="center">
<a href="https://github.com/kdizzard">
<img src="https://avatars.githubusercontent.com/u/51372362?u=5eede2df98ca7449253ce1717f1bccd5a36366d2&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Akdizzard">kdizzard</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/nipnipj">
<img src="https://avatars.githubusercontent.com/u/36553373?u=9c85f7711bfbe6e6bc8d43b82e71bfff4afea295&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Anipnipj">nipnipj</a>
</td>
<td align="center">
<a href="https://github.com/tigerwang1998">
<img src="https://avatars.githubusercontent.com/u/50581765?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Atigerwang1998">tigerwang1998</a>
</td>
<td align="center">
<a href="https://github.com/Edward62">
<img src="https://avatars.githubusercontent.com/u/13036812?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3AEdward62">Edward62</a>
</td>
<td align="center">
<a href="https://github.com/kongdd">
<img src="https://avatars.githubusercontent.com/u/9815742?u=6c17cfc0a3886df323a893ef778ad5a7f3aed9e3&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Akongdd">kongdd</a>
</td>
<td align="center">
<a href="https://github.com/rhgof">
<img src="https://avatars.githubusercontent.com/u/1822102?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Arhgof">rhgof</a>
</td>
<td align="center">
<a href="https://github.com/pvjeetze">
<img src="https://avatars.githubusercontent.com/u/50408549?u=30d3981bd227b38124619b23d3d308be177d44f3&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Apvjeetze">pvjeetze</a>
</td>
<td align="center">
<a href="https://github.com/Yingjie4Science">
<img src="https://avatars.githubusercontent.com/u/40079217?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3AYingjie4Science">Yingjie4Science</a>
</td>
<td align="center">
<a href="https://github.com/mikejohnson51">
<img src="https://avatars.githubusercontent.com/u/30052272?u=afe36efb60f13e0e79b4f6d4c0722fcefd70f227&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Amikejohnson51">mikejohnson51</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/danbebber">
<img src="https://avatars.githubusercontent.com/u/43315728?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Adanbebber">danbebber</a>
</td>
<td align="center">
<a href="https://github.com/elgabbas">
<img src="https://avatars.githubusercontent.com/u/7375051?u=13ef03baeec131c55939c15e00902eaf342e52bd&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Aelgabbas">elgabbas</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;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Aedzer">edzer</a>
</td>
<td align="center">
<a href="https://github.com/GuiSPinto">
<img src="https://avatars.githubusercontent.com/u/40064751?u=872a05c1deb4eaa6f2dd05b9b064d0c94509a6d7&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3AGuiSPinto">GuiSPinto</a>
</td>
<td align="center">
<a href="https://github.com/zzzqiii">
<img src="https://avatars.githubusercontent.com/u/78252314?u=90f3a78d1c8847b6ce3c1b23cec4270efc5859fd&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Azzzqiii">zzzqiii</a>
</td>
<td align="center">
<a href="https://github.com/mengjiezhang4ds">
<img src="https://avatars.githubusercontent.com/u/42457418?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Amengjiezhang4ds">mengjiezhang4ds</a>
</td>
<td align="center">
<a href="https://github.com/Beedmoser">
<img src="https://avatars.githubusercontent.com/u/121089493?u=d705904d97eccc58745785cb970c412fc4b92f40&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3ABeedmoser">Beedmoser</a>
</td>
<td align="center">
<a href="https://github.com/claudehspencer">
<img src="https://avatars.githubusercontent.com/u/80803051?u=ae30b91def3323ef0118ad0ee1701cf43b9a6fd8&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Aclaudehspencer">claudehspencer</a>
</td>
</tr>
<tr>
<td align="center">
<a href="https://github.com/Maschette">
<img src="https://avatars.githubusercontent.com/u/14663215?u=93694159d02e924e6413bd067d7746f1d16d64c1&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3AMaschette">Maschette</a>
</td>
<td align="center">
<a href="https://github.com/frzambra">
<img src="https://avatars.githubusercontent.com/u/4713428?u=3a6000597be82740157048e5fb8f3603f0078b24&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Afrzambra">frzambra</a>
</td>
<td align="center">
<a href="https://github.com/toihr">
<img src="https://avatars.githubusercontent.com/u/25961872?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3Atoihr">toihr</a>
</td>
<td align="center">
<a href="https://github.com/Breeze-Hu">
<img src="https://avatars.githubusercontent.com/u/173059909?v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+author%3ABreeze-Hu">Breeze-Hu</a>
</td>
</tr>
</table>
### Issue Contributors
<table class="table allctb-table" >
<tr>
<td align="center">
<a href="https://github.com/twest820">
<img src="https://avatars.githubusercontent.com/u/9359341?u=067bab84856d1b06445ad551c87649d627861a4a&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+commenter%3Atwest820">twest820</a>
</td>
<td align="center">
<a href="https://github.com/stantis">
<img src="https://avatars.githubusercontent.com/u/10036109?u=e6f65c277e0fb791f19a8a1f9be818808179c696&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+commenter%3Astantis">stantis</a>
</td>
<td align="center">
<a href="https://github.com/rhijmans">
<img src="https://avatars.githubusercontent.com/u/11481397?u=c7520bbc8ee90abe741324e8c6a2f2051932dea3&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+commenter%3Arhijmans">rhijmans</a>
</td>
<td align="center">
<a href="https://github.com/HRodenhizer">
<img src="https://avatars.githubusercontent.com/u/38510539?u=2997ccf8300fd08f5b4f92f7e84da46cd17d8d4b&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+commenter%3AHRodenhizer">HRodenhizer</a>
</td>
<td align="center">
<a href="https://github.com/Rapsodia86">
<img src="https://avatars.githubusercontent.com/u/55965799?u=ef741f415ccab7b92a433d71fa44a274c6cf7273&v=4" width="100px;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+commenter%3ARapsodia86">Rapsodia86</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;" class="allctb-avatar" alt=""/>
</a><br>
<a href="https://github.com/dieghernan/tidyterra/issues?q=is%3Aissue+commenter%3Arsbivand">rsbivand</a>
</td>
</tr>
</table>
<!-- markdownlint-enable -->
<!-- prettier-ignore-end -->
<!-- ALL-CONTRIBUTORS-LIST:END -->