This report by Lettrich et al. (2023) includes 3 Supplemental tables:
S1 Dataset. Raw attribute and factor scores. s001.csv
Expert scores for each exposure factor and sensitivity attribute aggregated by stock.
S1 Table. Stocks scored.
(XLSX) List of all marine mammal stocks and stock groupings in the assessment. s005.xlsx
S1. Marine mammal stocks scored in the assessment of climate vulnerability. Status based on NOAA Fisheries 2020 Stock Assessment Reports (Hayes et al. 2021). Status: E - Endangered under ESA, D - Depleted under MMPA, S - Strategic under MMPA. GOMx - Gulf of Mexico. WNA - Western North Atlantic. BSE - Bay, sound, and estuary.
S2 Table. Stock exposure, sensitivity, and vulnerability results summary table. s006.xlsx
S3. Stock vulnerability, exposure, sensitivity, data quality, and response category scores of 108 stocks of marine mammals from the western North Atlantic, Gulf of Mexico, and Caribbean Sea. Status based on NOAA Fisheries 2020 Stock Assessment Reports (Hayes et al. 2021). Status: E - Endangered under ESA, D - Depleted under MMPA, S - Strategic under MMPA. GOMx - Gulf of Mexico. WNA - Western North Atlantic. BSE - Bay, sound, and estuary.
d |>group_by(StockName) |>summarize(n =n(), .groups ="drop") |>datatable()
2.2FunctionalGroup
Code
d |>group_by(FunctionalGroup) |>summarize(n =n(), .groups ="drop") |>datatable()
2.3Attribute
Code
d |>group_by(Attribute) |>summarize(n =n(), .groups ="drop") |>datatable()
2.4AttributeName
Code
d |>group_by(Attribute, AttributeName) |>summarize(n =n(), .groups ="drop") |>datatable()
3 S1 Table. Stocks scored
List of all marine mammal stocks and stock groupings in the assessment.
s005.xlsx
S1. Marine mammal stocks scored in the assessment of climate vulnerability. Status based on NOAA Fisheries 2020 Stock Assessment Reports (Hayes et al. 2021).
S3. Stock vulnerability, exposure, sensitivity, data quality, and response category scores of 108 stocks of marine mammals from the western North Atlantic, Gulf of Mexico, and Caribbean Sea. Status based on NOAA Fisheries 2020 Stock Assessment Reports (Hayes et al. 2021).
Status:
E: Endangered under ESA
D: Depleted under MMPA
S: Strategic under MMPA
Places:
GOMx: Gulf of Mexico
WNA: Western North Atlantic
BSE: Bay, sound, and estuary
Code
t2 <-read_excel(t2_xls, skip =1)datatable(t2)
References
Lettrich, Matthew D., Michael J. Asaro, Diane L. Borggaard, Dorothy M. Dick, Roger B. Griffis, Jenny A. Litz, Christopher D. Orphanides, et al. 2023. “Vulnerability to Climate Change of United States Marine Mammal Stocks in the Western North Atlantic, Gulf of Mexico, and Caribbean.” Edited by Masami Fujiwara. PLOS ONE 18 (9): e0290643. https://doi.org/10.1371/journal.pone.0290643.
Source Code
---title: "Explore marine mammal vulnerabilities to climate change in U.S. Atlantic (Lettrich et al, 2023)"editor_options: chunk_output_type: console---## IntroductionThis report by Lettrich et al. [-@lettrichVulnerabilityClimateChange2023] includes 3 Supplemental tables:- S1 Dataset. **Raw attribute and factor scores**. \`s001.csv`\ Expert scores for each exposure factor and sensitivity attribute aggregated by stock.- S1 Table. **Stocks scored**.\ (XLSX) List of all marine mammal stocks and stock groupings in the assessment.\`s005.xlsx`\ S1. Marine mammal stocks scored in the assessment of climate vulnerability. Status based on NOAA Fisheries 2020 Stock Assessment Reports (Hayes et al. 2021). Status: E - Endangered under ESA, D - Depleted under MMPA, S - Strategic under MMPA. GOMx - Gulf of Mexico. WNA - Western North Atlantic. BSE - Bay, sound, and estuary.- S2 Table. **Stock exposure, sensitivity, and vulnerability results summary table**.\`s006.xlsx`\ S3. Stock vulnerability, exposure, sensitivity, data quality, and response category scores of 108 stocks of marine mammals from the western North Atlantic, Gulf of Mexico, and Caribbean Sea. Status based on NOAA Fisheries 2020 Stock Assessment Reports (Hayes et al. 2021). Status: E - Endangered under ESA, D - Depleted under MMPA, S - Strategic under MMPA. GOMx - Gulf of Mexico. WNA - Western North Atlantic. BSE - Bay, sound, and estuary. ## S1 Dataset. Raw attribute and factor scores```{r}#| label: setup#| warning: falselibrarian::shelf( dplyr, DT, fs, glue, here, knitr, leaflet, mapview, MarineSensitivity/msens, purrr, readr, readxl, sf, stringr, terra, tibble, tidyr, units,quiet = T)dir_data <-"/Users/bbest/My Drive/projects/msens/data"dir_suppl <-glue("{dir_data}/raw/studies/lettrich2023/suppl")d_csv <-glue("{dir_suppl}/s001.csv")t1_xls <-glue("{dir_suppl}/s005.xlsx")t2_xls <-glue("{dir_suppl}/s006.xlsx")d <-read_csv(d_csv)n_StockName <-length(unique(d$StockName))n_AttributeName <-length(unique(d$AttributeName))datatable(d) |>formatRound(columns=c('MeanScore', 'MeanDataQuality'), digits=1)```- `n_StockName`: `r n_StockName`- `n_AttributeName`: `r n_AttributeName`- `nrow(d)`: `r nrow(d)` (`n_StockName` * `n_AttributeName`)### `StockName````{r}d |>group_by(StockName) |>summarize(n =n(), .groups ="drop") |>datatable()```### `FunctionalGroup````{r}d |>group_by(FunctionalGroup) |>summarize(n =n(), .groups ="drop") |>datatable()```### `Attribute````{r}d |>group_by(Attribute) |>summarize(n =n(), .groups ="drop") |>datatable()```### `AttributeName````{r}d |>group_by(Attribute, AttributeName) |>summarize(n =n(), .groups ="drop") |>datatable()```## S1 Table. Stocks scoredList of all marine mammal stocks and stock groupings in the assessment.`s005.xlsx`S1. Marine mammal stocks scored in the assessment of climate vulnerability. Status based on NOAA Fisheries 2020 Stock Assessment Reports (Hayes et al. 2021). Status:- E: Endangered under ESA- D: Depleted under MMPA- S: Strategic under MMPAPlaces:- GOMx: Gulf of Mexico- WNA: Western North Atlantic- BSE: Bay, sound, and estuary```{r}#| label: t1_xlst1 <-read_excel(t1_xls, skip =1)datatable(t1)```## S2 Table. Stock exposure, sensitivity, and vulnerability results summary table`s006.xlsx`S3. Stock vulnerability, exposure, sensitivity, data quality, and response category scores of 108 stocks of marine mammals from the western North Atlantic, Gulf of Mexico, and Caribbean Sea. Status based on NOAA Fisheries 2020 Stock Assessment Reports (Hayes et al. 2021). Status:- E: Endangered under ESA- D: Depleted under MMPA- S: Strategic under MMPAPlaces:- GOMx: Gulf of Mexico- WNA: Western North Atlantic- BSE: Bay, sound, and estuary```{r}#| label: t2_xlst2 <-read_excel(t2_xls, skip =1)datatable(t2)```## References {.unnumbered}