Spatial Modeling with OregonFrogs

Federica Gazzelloni

4/8/23

A little about myself:
Federica Gazzelloni

Hello!

  • Federica is a statistician and actuary who works as an independent researcher. She is always open to new insights about data modeling and visualization and is an enthusiast of the R programming language. Federica enjoys finding hidden patterns and learning new things.
  • Federica also works on improving modeling techniques, she is interested in infectious diseases and spatial data with R. Furthermore, she is the author of the package Oregonfrogs where she shares her insights and experiences on data analysis and visualization. She is also working on an insightful book about Health metrics and the spread of infectious diseases with machine learning applications and spatial model analysis which includes a package called infectious. Eventually, she has reviewed various articles in her field.

I have always liked that law of large numbers (LLN), which states:

“It guarantees stable long-term results for the averages of some random events”

Wikipedia

How I keep going learning and practicing?

  • R-Ladies events for learning and networking. It’s a good environment for practicing organizing tutorials.
  • The R4DS community, I enjoys statistics, book clubs and learn advanced modeling techniques. This can be challenging sometimes.
  • IHME as a collaborator, author, and reviewer, I read papers and propose changes. It is a rewarding experience.

OregonFrogs

A trip to Spatial Modeling with R

This is my project package for spatial modeling. I stomped into this set of data during a data-search for a visualization, and immediately saw its potential. It is a simple collection of information about a species of frog Rana Pretiosa which is found in Oregon around the area of the Crane Prairie Reservoir an artificial lake. Frogs are studied in their habitat and monitored with a Radio Telemetry. Frequencies identify the frog location releasing information about the frogs, if they are visualized, not visualized or captured, and in what habitat.

Original source of data is a @USGS study from Pearl, C.A., Rowe, J.C., McCreary, B., and Adams, M.J., 2022. Geological Survey data release: https://doi.org/10.5066/P9DACPCV.


Vignette: https://fgazzelloni.github.io/oregonfrogs/

# install.packages("remotes")
remotes::install_github("fgazzelloni/oregonfrogs")
library(oregonfrogs)
oregonfrogs::oregonfrogs

Hear Rana Pretiosa


- The frogs calling while partially submerged in the water of a shallow pool.




- Rana pretiosa as it was picked up across the back.


Citation: AmphibiaWeb. 2023. https://amphibiaweb.org University of California,Berkeley, CA, USA. Accessed 7 Apr 2023.

What is inside oregonfrogs package?

oregonfrogs is made of 311 observations, 15 variables including spatial information, longitude and latitude, the detection status, if visualised or not, or captured, there are information about the habitat and most importantly the frequencies emitted by a radio telemetry to monitor the frogs status.

detection survey_date doy long lat sex frequency interval subsite hab_type water type structure substrate beaver
Captured 2018-09-25 268 -121.7903 43.76502 0 164.169 0 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-02 275 -121.7905 43.76503 0 164.169 1 SE Pond Pond Deep water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-10-09 282 -121.7906 43.76477 0 164.169 2 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-15 288 -121.7907 43.76483 0 164.169 3 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-22 295 -121.7906 43.76479 0 164.169 4 SE Pond Pond Deep water Marsh/Pond Woody veg Unknown substrate No beaver
No visual 2018-11-01 305 -121.7898 43.76470 0 164.169 5 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-05 309 -121.7903 43.76475 0 164.169 6 SE Pond Pond Deep water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-11-13 317 -121.7907 43.76480 0 164.169 7 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-18 322 -121.7906 43.76477 0 164.169 8 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-26 330 -121.7905 43.76482 0 164.169 9 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
Visual 2018-09-27 270 -121.7868 43.80594 0 164.195 0 N Res Reservoir No water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-04 277 -121.7868 43.80600 0 164.195 1 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-11 284 -121.7869 43.80603 0 164.195 2 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-17 290 -121.7868 43.80594 0 164.195 3 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-24 297 -121.7868 43.80594 0 164.195 4 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-31 304 -121.7869 43.80596 0 164.195 5 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-07 311 -121.7868 43.80595 0 164.195 6 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-15 319 -121.7888 43.80368 0 164.195 7 N Res Reservoir Deep water Reservoir Woody debris Unknown substrate No beaver
No visual 2018-11-19 323 -121.7888 43.80369 0 164.195 8 N Res Reservoir Unknown water Reservoir Woody debris Unknown substrate Lodge
No visual 2018-11-28 332 -121.7888 43.80366 0 164.195 9 N Res Reservoir Unknown water Reservoir Woody debris Unknown substrate Lodge
Captured 2018-09-13 256 -121.8063 43.80033 1 164.357 0 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-09-19 262 -121.8053 43.80062 1 164.357 1 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-09-26 269 -121.8055 43.80081 1 164.357 2 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-03 276 -121.8054 43.80082 1 164.357 3 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-10 283 -121.8054 43.80085 1 164.357 4 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-16 289 -121.8054 43.80080 1 164.357 5 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-23 296 -121.8053 43.80074 1 164.357 6 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-30 303 -121.8054 43.80080 1 164.357 7 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-06 310 -121.8054 43.80080 1 164.357 8 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-14 318 -121.8053 43.80038 1 164.357 9 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-20 324 -121.8052 43.80040 1 164.357 10 W Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-11-29 333 -121.8052 43.80035 1 164.357 11 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
Captured 2018-09-18 261 -121.7901 43.80668 1 164.371 0 N Res Reservoir No water Reservoir Herbaceous veg Organic soil No beaver
No visual 2018-09-27 270 -121.7897 43.80586 1 164.371 1 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-04 277 -121.7905 43.80593 1 164.371 2 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-11 284 -121.7905 43.80592 1 164.371 3 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-17 290 -121.7905 43.80589 1 164.371 4 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-10-24 297 -121.7905 43.80591 1 164.371 5 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-31 304 -121.7905 43.80592 1 164.371 6 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-07 311 -121.7905 43.80590 1 164.371 7 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-15 319 -121.7913 43.80358 1 164.371 8 N Res Reservoir Deep water Reservoir Woody debris Unknown substrate No beaver
No visual 2018-11-19 323 -121.7913 43.80336 1 164.371 9 N Res Reservoir Deep water Reservoir Open Unknown substrate No beaver
No visual 2018-11-27 331 -121.7900 43.80346 1 164.371 10 N Res Reservoir Deep water Reservoir Open Unknown substrate No beaver
Captured 2018-09-25 268 -121.7902 43.76496 1 164.381 0 SE Pond Pond Shallow water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-02 275 -121.7896 43.76473 1 164.381 1 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-09 282 -121.7908 43.76478 1 164.381 2 SE Pond Pond Shallow water Marsh/Pond Open Unknown substrate No beaver
Visual 2018-10-15 288 -121.7906 43.76494 1 164.381 3 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
Visual 2018-10-22 295 -121.7907 43.76498 1 164.381 4 SE Pond Pond Deep water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-11-01 305 -121.7902 43.76496 1 164.381 5 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-05 309 -121.7903 43.76499 1 164.381 6 SE Pond Pond Deep water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-11-13 317 -121.7905 43.76501 1 164.381 7 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-18 322 -121.7905 43.76504 1 164.381 8 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-26 330 -121.7905 43.76503 1 164.381 9 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Captured 2018-09-26 269 -121.8054 43.80077 1 164.395 0 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-03 276 -121.8053 43.80079 1 164.395 1 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-10 283 -121.8053 43.80080 1 164.395 2 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-16 289 -121.8056 43.80063 1 164.395 3 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-23 296 -121.8051 43.80066 1 164.395 4 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-30 303 -121.8067 43.80281 1 164.395 5 W Res River Unknown water Stream/Canal Herbaceous veg Organic soil No beaver
No visual 2018-11-06 310 -121.8067 43.80284 1 164.395 6 W Res River Unknown water Stream/Canal Leaf litter Organic soil No beaver
No visual 2018-11-14 318 -121.8068 43.80274 1 164.395 7 W Res River Unknown water Stream/Canal Herbaceous veg Organic soil No beaver
No visual 2018-11-20 324 -121.8067 43.80278 1 164.395 8 W Res River Unknown water Stream/Canal Herbaceous veg Unknown substrate No beaver
No visual 2018-11-29 333 -121.8063 43.80189 1 164.395 9 W Res River Unknown water Stream/Canal Herbaceous veg Unknown substrate No beaver
Captured 2018-09-26 269 -121.8136 43.79692 1 164.407 0 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-03 276 -121.8135 43.79691 1 164.407 1 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-10-10 283 -121.8135 43.79663 1 164.407 2 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-16 289 -121.8136 43.79657 1 164.407 3 W Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-10-23 296 -121.8134 43.79664 1 164.407 4 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-10-30 303 -121.8136 43.79674 1 164.407 5 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-06 310 -121.8136 43.79673 1 164.407 6 W Res Reservoir Shallow water Reservoir Open Flocc No beaver
No visual 2018-11-14 318 -121.8112 43.79604 1 164.407 7 W Res Reservoir Deep water Reservoir Open Unknown substrate No beaver
Visual 2018-11-20 324 -121.8118 43.79681 1 164.407 8 W Res Reservoir Deep water Reservoir Open Flocc No beaver
Captured 2018-09-18 261 -121.7857 43.80529 1 164.417 0 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-09-27 270 -121.7867 43.80535 1 164.417 1 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-04 277 -121.7866 43.80549 1 164.417 2 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-11 284 -121.7866 43.80549 1 164.417 3 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-17 290 -121.7876 43.80550 1 164.417 4 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-24 297 -121.7900 43.80562 1 164.417 5 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-31 304 -121.7896 43.80553 1 164.417 6 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-07 311 -121.7898 43.80574 1 164.417 7 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-15 319 -121.7899 43.80568 1 164.417 8 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
Visual 2018-11-19 323 -121.7898 43.80561 1 164.417 9 N Res Reservoir Shallow water Reservoir Herbaceous veg Organic soil No beaver
No visual 2018-11-27 331 -121.7914 43.80336 1 164.417 10 N Res Reservoir Deep water Reservoir Open Unknown substrate No beaver
Captured 2018-09-26 269 -121.8155 43.79540 0 164.432 0 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-03 276 -121.8154 43.79521 0 164.432 1 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-10-10 283 -121.8154 43.79512 0 164.432 2 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-10-16 289 -121.8153 43.79519 0 164.432 3 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-10-23 296 -121.8133 43.79652 0 164.432 4 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-30 303 -121.8133 43.79699 0 164.432 5 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-06 310 -121.8134 43.79694 0 164.432 6 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-14 318 -121.8150 43.79473 0 164.432 7 W Res Reservoir Shallow water Reservoir Open Flocc No beaver
No visual 2018-11-20 324 -121.8211 43.79148 0 164.432 8 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-29 333 -121.8216 43.79135 0 164.432 9 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
Captured 2018-09-26 269 -121.8169 43.79393 1 164.445 0 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-03 276 -121.8178 43.79351 1 164.445 1 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-10 283 -121.8184 43.79346 1 164.445 2 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-10-16 289 -121.8184 43.79327 1 164.445 3 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-23 296 -121.8181 43.79329 1 164.445 4 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-30 303 -121.8170 43.79376 1 164.445 5 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-06 310 -121.8170 43.79379 1 164.445 6 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-14 318 -121.8170 43.79369 1 164.445 7 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-20 324 -121.8153 43.79464 1 164.445 8 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-29 333 -121.8149 43.79493 1 164.445 9 W Res Reservoir Deep water Reservoir Woody debris Flocc No beaver
Captured 2018-09-27 270 -121.7809 43.80255 1 164.457 0 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-04 277 -121.7810 43.80250 1 164.457 1 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-11 284 -121.7809 43.80249 1 164.457 2 N Res Reservoir Shallow water Reservoir Open Flocc No beaver
No visual 2018-10-17 290 -121.7808 43.80246 1 164.457 3 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-24 297 -121.7813 43.80236 1 164.457 4 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-31 304 -121.7832 43.80266 1 164.457 5 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-07 311 -121.7833 43.80269 1 164.457 6 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-15 319 -121.7842 43.80270 1 164.457 7 N Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-11-19 323 -121.7843 43.80255 1 164.457 8 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-28 332 -121.7844 43.80281 1 164.457 9 N Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
Captured 2018-09-27 270 -121.7847 43.80308 1 164.470 0 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-04 277 -121.7848 43.80307 1 164.470 1 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-11 284 -121.7847 43.80310 1 164.470 2 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-17 290 -121.7823 43.80256 1 164.470 3 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-24 297 -121.7821 43.80250 1 164.470 4 N Res Reservoir Shallow water Reservoir Woody debris Unknown substrate No beaver
No visual 2018-10-31 304 -121.7820 43.80239 1 164.470 5 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-07 311 -121.7820 43.80240 1 164.470 6 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-15 319 -121.7815 43.80184 1 164.470 7 N Res Reservoir Shallow water Reservoir Open Flocc No beaver
No visual 2018-11-19 323 -121.7823 43.80228 1 164.470 8 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-28 332 -121.7822 43.80230 1 164.470 9 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
Captured 2018-09-12 255 -121.7772 43.81320 0 164.482 0 Cow Camp Pond Pond Shallow water Marsh/Pond Herbaceous veg Flocc No beaver
Captured 2018-09-18 261 -121.7767 43.81330 0 164.482 1 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Mineral soil No beaver
Visual 2018-09-20 263 -121.7765 43.81305 0 164.482 2 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Mineral soil No beaver
No visual 2018-09-28 271 -121.7765 43.81304 0 164.482 3 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Unknown substrate No beaver
No visual 2018-10-04 277 -121.7767 43.81298 0 164.482 4 Cow Camp River River Unknown water Stream/Canal Leaf litter Unknown substrate No beaver
No visual 2018-10-11 284 -121.7768 43.81264 0 164.482 5 Cow Camp River River Unknown water Stream/Canal Woody debris Unknown substrate No beaver
No visual 2018-10-17 290 -121.7768 43.81254 0 164.482 6 Cow Camp River River Shallow water Stream/Canal Woody debris Mineral soil No beaver
No visual 2018-10-23 296 -121.7768 43.81238 0 164.482 7 Cow Camp River River Unknown water Stream/Canal Woody veg Unknown substrate No beaver
No visual 2018-10-31 304 -121.7769 43.81229 0 164.482 8 Cow Camp River River Shallow water Stream/Canal Open Flocc No beaver
No visual 2018-11-06 310 -121.7769 43.81233 0 164.482 9 Cow Camp River River Shallow water Stream/Canal Woody veg Flocc No beaver
No visual 2018-11-14 318 -121.7769 43.81233 0 164.482 10 Cow Camp River River Shallow water Stream/Canal Open Flocc No beaver
Visual 2018-11-18 322 -121.7771 43.81186 0 164.482 11 Cow Camp River River Shallow water Stream/Canal Open Flocc No beaver
No visual 2018-11-28 332 -121.7771 43.81188 0 164.482 12 Cow Camp River River Shallow water Stream/Canal Woody debris Flocc No beaver
Captured 2018-09-12 255 -121.7772 43.81316 1 164.495 0 Cow Camp Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-09-18 261 -121.7771 43.81320 1 164.495 1 Cow Camp Pond Pond Shallow water Marsh/Pond Herbaceous veg Flocc No beaver
Captured 2018-09-20 263 -121.7772 43.81315 1 164.495 2 Cow Camp Pond Pond Shallow water Marsh/Pond Herbaceous veg Flocc No beaver
No visual 2018-09-27 270 -121.7771 43.81320 1 164.495 3 Cow Camp Pond Pond Shallow water Marsh/Pond Herbaceous veg Flocc No beaver
Captured 2018-09-28 271 -121.7771 43.81311 1 164.495 4 Cow Camp Pond Pond No water Marsh/Pond Herbaceous veg Organic soil No beaver
Captured 2018-09-27 270 -121.7853 43.80485 1 164.506 0 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-04 277 -121.7854 43.80487 1 164.506 1 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-11 284 -121.7853 43.80494 1 164.506 2 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-17 290 -121.7855 43.80487 1 164.506 3 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-24 297 -121.7855 43.80489 1 164.506 4 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-31 304 -121.7945 43.80563 1 164.506 5 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-07 311 -121.7962 43.80696 1 164.506 6 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-15 319 -121.7951 43.80696 1 164.506 7 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-19 323 -121.7964 43.80702 1 164.506 8 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-27 331 -121.7962 43.80693 1 164.506 9 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
Captured 2018-09-13 256 -121.8145 43.79630 1 164.520 0 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-09-19 262 -121.8141 43.79649 1 164.520 1 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-09-26 269 -121.8140 43.79653 1 164.520 2 W Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-10-03 276 -121.8140 43.79660 1 164.520 3 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-10 283 -121.8140 43.79664 1 164.520 4 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-16 289 -121.8140 43.79664 1 164.520 5 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-23 296 -121.8139 43.79661 1 164.520 6 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-30 303 -121.8139 43.79660 1 164.520 7 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-06 310 -121.8141 43.79661 1 164.520 8 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-14 318 -121.8138 43.79636 1 164.520 9 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-20 324 -121.8137 43.79636 1 164.520 10 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-29 333 -121.8139 43.79653 1 164.520 11 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
Captured 2018-09-27 270 -121.7899 43.80618 1 164.533 0 N Res Reservoir No water Reservoir Open Organic soil No beaver
No visual 2018-10-04 277 -121.7899 43.80600 1 164.533 1 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-11 284 -121.7899 43.80593 1 164.533 2 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-17 290 -121.7903 43.80531 1 164.533 3 N Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-10-24 297 -121.7901 43.80354 1 164.533 4 N Res Reservoir Deep water Reservoir Woody debris Unknown substrate No beaver
No visual 2018-10-31 304 -121.7936 43.80577 1 164.533 5 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
Visual 2018-11-07 311 -121.7937 43.80574 1 164.533 6 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-15 319 -121.7943 43.80556 1 164.533 7 N Res Reservoir Shallow water Reservoir Open Flocc No beaver
No visual 2018-11-19 323 -121.7948 43.80569 1 164.533 8 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-27 331 -121.7967 43.80698 1 164.533 9 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
Captured 2018-09-28 271 -121.7904 43.76502 1 164.545 0 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Visual 2018-10-02 275 -121.7907 43.76495 1 164.545 1 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-09 282 -121.7903 43.76495 1 164.545 2 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-15 288 -121.7906 43.76504 1 164.545 3 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-22 295 -121.7906 43.76496 1 164.545 4 SE Pond Pond Unknown water Non-aquatic Herbaceous veg Organic soil No beaver
No visual 2018-10-29 302 -121.7906 43.76500 1 164.545 5 SE Pond Pond Shallow water Marsh/Pond Open Flocc No beaver
No visual 2018-11-05 309 -121.7906 43.76492 1 164.545 6 SE Pond Pond Deep water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-11-13 317 -121.7906 43.76494 1 164.545 7 SE Pond Pond Shallow water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-11-18 322 -121.7906 43.76485 1 164.545 8 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-26 330 -121.7905 43.76487 1 164.545 9 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Captured 2018-09-20 263 -121.7765 43.80985 0 164.557 0 Cow Camp River River Shallow water Reservoir Open Flocc No beaver
Visual 2018-09-28 271 -121.7767 43.80947 0 164.557 1 Cow Camp River River No water Reservoir Herbaceous veg Organic soil No beaver
Captured 2018-10-01 274 -121.7770 43.81031 0 164.557 2 Cow Camp River River No water Non-aquatic Herbaceous veg Organic soil No beaver
Visual 2018-10-04 277 -121.7778 43.81098 0 164.557 3 Cow Camp River River No water Stream/Canal Herbaceous veg Organic soil No beaver
No visual 2018-10-10 283 -121.7771 43.81020 0 164.557 4 Cow Camp River River Unknown water Stream/Canal Herbaceous veg Unknown substrate No beaver
No visual 2018-10-17 290 -121.7771 43.81027 0 164.557 5 Cow Camp River River Deep water Stream/Canal Herbaceous veg Unknown substrate No beaver
No visual 2018-10-23 296 -121.7771 43.81020 0 164.557 6 Cow Camp River River Unknown water Stream/Canal Herbaceous veg Unknown substrate No beaver
No visual 2018-10-30 303 -121.7768 43.81048 0 164.557 7 Cow Camp River River Shallow water Stream/Canal Woody debris Organic soil No beaver
No visual 2018-11-06 310 -121.7773 43.81016 0 164.557 8 Cow Camp River River Shallow water Stream/Canal Open Mineral soil No beaver
No visual 2018-11-16 320 -121.7770 43.80803 0 164.557 9 Cow Camp River River Deep water Reservoir Open Unknown substrate No beaver
No visual 2018-11-19 323 -121.7772 43.81025 0 164.557 10 Cow Camp River River Deep water Reservoir Open Unknown substrate No beaver
No visual 2018-11-28 332 -121.7775 43.80973 0 164.557 11 Cow Camp River River Deep water Stream/Canal Open Mineral soil No beaver
Captured 2018-09-25 268 -121.7901 43.76490 1 164.570 0 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-02 275 -121.7907 43.76474 1 164.570 1 SE Pond Pond Unknown water Marsh/Pond Open Organic soil Channel/runway
No visual 2018-10-09 282 -121.7906 43.76464 1 164.570 2 SE Pond Pond Unknown water Marsh/Pond Woody debris Organic soil Channel/runway
No visual 2018-10-15 288 -121.7904 43.76479 1 164.570 3 SE Pond Pond Deep water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-10-22 295 -121.7907 43.76477 1 164.570 4 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-01 305 -121.7902 43.76500 1 164.570 5 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-05 309 -121.7902 43.76499 1 164.570 6 SE Pond Pond Deep water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-11-13 317 -121.7907 43.76492 1 164.570 7 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-15 319 -121.7906 43.76486 1 164.570 8 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-18 322 -121.7903 43.76485 1 164.570 9 SE Pond Pond Deep water Marsh/Pond Open Unknown substrate No beaver
No visual 2018-11-29 333 -121.7906 43.76489 1 164.570 10 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Captured 2018-09-13 256 -121.8212 43.79190 1 164.582 0 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-09-19 262 -121.8214 43.79143 1 164.582 1 W Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-09-26 269 -121.8214 43.79148 1 164.582 2 W Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-10-03 276 -121.8230 43.79097 1 164.582 3 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-10 283 -121.8228 43.79079 1 164.582 4 W Res Reservoir Deep water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-16 289 -121.8238 43.78978 1 164.582 5 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-10-23 296 -121.8242 43.78988 1 164.582 6 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-30 303 -121.8243 43.78999 1 164.582 7 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-06 310 -121.8243 43.78996 1 164.582 8 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-14 318 -121.8241 43.78978 1 164.582 9 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-20 324 -121.8241 43.78979 1 164.582 10 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-29 333 -121.8232 43.79015 1 164.582 11 W Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
Captured 2018-09-18 261 -121.7851 43.80302 1 164.595 0 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-09-27 270 -121.7848 43.80300 1 164.595 1 N Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-04 277 -121.7887 43.80357 1 164.595 2 N Res Reservoir Deep water Reservoir Open Unknown substrate No beaver
No visual 2018-10-12 285 -121.7885 43.80365 1 164.595 3 N Res Reservoir Deep water Reservoir Woody debris Unknown substrate No beaver
No visual 2018-10-17 290 -121.7886 43.80369 1 164.595 4 N Res Reservoir Deep water Reservoir Woody veg Unknown substrate No beaver
No visual 2018-10-24 297 -121.7913 43.80420 1 164.595 5 N Res Reservoir Shallow water Reservoir Woody debris Unknown substrate No beaver
No visual 2018-10-31 304 -121.7913 43.80421 1 164.595 6 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-07 311 -121.7913 43.80420 1 164.595 7 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-15 319 -121.7913 43.80418 1 164.595 8 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
Visual 2018-11-19 323 -121.7913 43.80416 1 164.595 9 N Res Reservoir Shallow water Reservoir Woody debris Flocc No beaver
No visual 2018-11-28 332 -121.7912 43.80406 1 164.595 10 N Res Reservoir Deep water Reservoir Woody debris Flocc No beaver
Captured 2018-09-28 271 -121.7905 43.76501 1 164.732 0 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-02 275 -121.7906 43.76481 1 164.732 1 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-09 282 -121.7907 43.76478 1 164.732 2 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Flocc No beaver
No visual 2018-10-15 288 -121.7906 43.76492 1 164.732 3 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-22 295 -121.7907 43.76483 1 164.732 4 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-01 305 -121.7903 43.76487 1 164.732 5 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-05 309 -121.7902 43.76485 1 164.732 6 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-13 317 -121.7906 43.76490 1 164.732 7 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-18 322 -121.7906 43.76479 1 164.732 8 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-26 330 -121.7905 43.76481 1 164.732 9 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Captured 2018-09-25 268 -121.7906 43.76504 1 164.768 0 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-02 275 -121.7905 43.76504 1 164.768 1 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-09 282 -121.7902 43.76496 1 164.768 2 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-15 288 -121.7906 43.76500 1 164.768 3 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-22 295 -121.7907 43.76498 1 164.768 4 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-29 302 -121.7906 43.76499 1 164.768 5 SE Pond Pond Shallow water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-11-05 309 -121.7906 43.76496 1 164.768 6 SE Pond Pond Shallow water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-11-13 317 -121.7906 43.76497 1 164.768 7 SE Pond Pond Shallow water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-11-18 322 -121.7906 43.76497 1 164.768 8 SE Pond Pond Shallow water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-11-26 330 -121.7906 43.76502 1 164.768 9 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
Captured 2018-09-18 261 -121.7766 43.81315 1 164.796 0 Cow Camp River River No water Stream/Canal Herbaceous veg Mineral soil No beaver
Visual 2018-09-20 263 -121.7766 43.81311 1 164.796 1 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Mineral soil No beaver
No visual 2018-09-28 271 -121.7766 43.81308 1 164.796 2 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Flocc No beaver
No visual 2018-10-04 277 -121.7769 43.81433 1 164.796 3 Cow Camp River River Deep water Stream/Canal Herbaceous veg Unknown substrate No beaver
No visual 2018-10-10 283 -121.7770 43.81431 1 164.796 4 Cow Camp River River Deep water Stream/Canal Herbaceous veg Unknown substrate No beaver
No visual 2018-10-16 289 -121.7770 43.81429 1 164.796 5 Cow Camp River River Deep water Stream/Canal Herbaceous veg Unknown substrate No beaver
Visual 2018-10-22 295 -121.7770 43.81423 1 164.796 6 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Unknown substrate No beaver
No visual 2018-10-31 304 -121.7771 43.81384 1 164.796 7 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Mineral soil No beaver
No visual 2018-11-06 310 -121.7770 43.81390 1 164.796 8 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Flocc No beaver
No visual 2018-11-14 318 -121.7771 43.81384 1 164.796 9 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Flocc No beaver
No visual 2018-11-18 322 -121.7771 43.81382 1 164.796 10 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Flocc No beaver
Visual 2018-11-28 332 -121.7770 43.81387 1 164.796 11 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Flocc No beaver
Captured 2018-10-11 284 -121.7660 43.81194 1 164.861 0 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
Visual 2018-10-17 290 -121.7651 43.81029 1 164.861 1 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-24 297 -121.7650 43.81019 1 164.861 2 NE Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
Visual 2018-10-30 303 -121.7663 43.81067 1 164.861 3 NE Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-11-05 309 -121.7663 43.81067 1 164.861 4 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-16 320 -121.7668 43.81074 1 164.861 5 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-19 323 -121.7667 43.81079 1 164.861 6 NE Res Reservoir Shallow water Reservoir Open Flocc No beaver
No visual 2018-11-28 332 -121.7666 43.81079 1 164.861 7 NE Res Reservoir Shallow water Reservoir Open Flocc No beaver
Captured 2018-10-01 274 -121.7691 43.81192 0 164.941 0 NE Res Reservoir Shallow water Reservoir Herbaceous veg Organic soil No beaver
No visual 2018-10-11 284 -121.7698 43.81099 0 164.941 1 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-17 290 -121.7698 43.81104 0 164.941 2 NE Res Reservoir Shallow water Reservoir Herbaceous veg Unknown substrate No beaver
No visual 2018-10-24 297 -121.7698 43.81092 0 164.941 3 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-30 303 -121.7700 43.81094 0 164.941 4 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-05 309 -121.7700 43.81093 0 164.941 5 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-16 320 -121.7694 43.81052 0 164.941 6 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-19 323 -121.7687 43.81054 0 164.941 7 NE Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-11-28 332 -121.7687 43.81053 0 164.941 8 NE Res Reservoir Shallow water Reservoir Open Flocc No beaver
Captured 2018-09-25 268 -121.7905 43.76506 1 165.095 0 SE Pond Pond Shallow water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-02 275 -121.7908 43.76470 1 165.095 1 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate Channel/runway
No visual 2018-10-09 282 -121.7908 43.76476 1 165.095 2 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate Burrow
No visual 2018-10-15 288 -121.7906 43.76466 1 165.095 3 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate Burrow
No visual 2018-10-22 295 -121.7907 43.76472 1 165.095 4 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate Burrow
No visual 2018-11-01 305 -121.7906 43.76493 1 165.095 5 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-05 309 -121.7906 43.76494 1 165.095 6 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
Visual 2018-11-13 317 -121.7907 43.76495 1 165.095 7 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
Visual 2018-11-18 322 -121.7906 43.76489 1 165.095 8 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Visual 2018-11-26 330 -121.7907 43.76484 1 165.095 9 SE Pond Pond Shallow water Marsh/Pond Open Unknown substrate No beaver
Captured 2018-09-28 271 -121.7771 43.81314 0 165.120 0 Cow Camp Pond Pond Shallow water Marsh/Pond Open Flocc No beaver
No visual 2018-10-03 276 -121.7769 43.81334 0 165.120 1 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Flocc No beaver
Captured 2018-10-10 283 -121.7769 43.81338 0 165.120 2 Cow Camp River River Shallow water Stream/Canal Herbaceous veg Unknown substrate No beaver
Captured 2018-09-26 269 -121.8053 43.80075 0 165.129 0 W Res Reservoir Shallow water Reservoir Herbaceous veg Flocc No beaver
No visual 2018-10-03 276 -121.8066 43.80157 0 165.129 1 W Res Reservoir No water Non-aquatic Woody veg Unknown substrate No beaver
Visual 2018-10-10 283 -121.8068 43.80179 0 165.129 2 W Res Reservoir No water Non-aquatic Herbaceous veg Organic soil No beaver
Captured 2018-09-28 271 -121.7905 43.76506 0 165.209 0 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Captured 2018-10-02 275 -121.7907 43.76475 0 165.209 1 SE Pond Pond Deep water Marsh/Pond Open Organic soil Channel/runway
No visual 2018-10-09 282 -121.7903 43.76495 0 165.209 2 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-10-15 288 -121.7906 43.76475 0 165.209 3 SE Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate Burrow
No visual 2018-10-22 295 -121.7907 43.76493 0 165.209 4 SE Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate Burrow
Captured 2018-11-01 305 -121.7904 43.76502 0 165.209 5 SE Pond Pond No water Non-aquatic Woody debris Organic soil No beaver
No visual 2018-11-05 309 -121.7901 43.76489 0 165.209 6 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Visual 2018-11-15 319 -121.7900 43.76493 0 165.209 7 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-18 322 -121.7901 43.76489 0 165.209 8 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-11-29 333 -121.7900 43.76488 0 165.209 9 SE Pond Pond Deep water Marsh/Pond Herbaceous veg Unknown substrate No beaver
Visual 2018-09-12 255 -121.7772 43.81318 0 165.496 0 Cow Camp Pond Pond Shallow water Marsh/Pond Herbaceous veg Unknown substrate No beaver
No visual 2018-09-18 261 -121.7772 43.81314 0 165.496 1 Cow Camp Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-09-20 263 -121.7772 43.81309 0 165.496 2 Cow Camp Pond Pond Deep water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-09-27 270 -121.7773 43.81313 0 165.496 3 Cow Camp Pond Pond Unknown water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-03 276 -121.7772 43.81312 0 165.496 4 Cow Camp Pond Pond Unknown water Marsh/Pond Woody debris Unknown substrate No beaver
No visual 2018-10-10 283 -121.7773 43.81312 0 165.496 5 Cow Camp Pond Pond Unknown water Marsh/Pond Woody debris Organic soil No beaver
Visual 2018-10-16 289 -121.7772 43.81307 0 165.496 6 Cow Camp Pond Pond No water Marsh/Pond Woody debris Organic soil No beaver

Map

The location of Rana Pretiosa is the Crane Prairie Reservoir artificial lake in Oregon, US.

Crane Prairie Reservoir

Shiny

Frequency distribution of radio telemetry results about localization of the frogs in one area more than onther is very important.

Frequencies

Project

oregonfrogs::longlat_to_utm()
oregonfrogs::utm_to_longlat()
# Build a tibble with the geo-location information
frogs_coord <- oregonfrogs_raw %>%
  dplyr::select(UTME_83, UTMN_83)

# Transform it to lat and long
frogs_coord <-
  frogs_coord %>%
  # transform to simple features as geometry
  sf::st_as_sf(coords = c(1, 2),
               crs = "+proj=utm +zone=10") %>%
  # utm transformation to longlat
  sf::st_transform(crs = "+proj=longlat +datum=WGS84")  %>%
  tibble()
# A tibble: 3 × 1
              geometry
           <POINT [°]>
1 (-121.7903 43.76502)
2 (-121.7905 43.76503)
3 (-121.7906 43.76477)

and then?

Estimated locations