State of Mangrove Research in the Philippines

Mangrove fieldwork

Overview

This dashboard summarizes mangrove-related research in the Philippines using Scopus data. It includes word frequency analysis, citation impact, and keyword network visualization.

Packages

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.2     ✔ readr     2.1.4
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ ggplot2   3.5.1     ✔ tibble    3.2.1
✔ lubridate 1.9.2     ✔ tidyr     1.3.0
✔ purrr     1.0.1     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

Attaching package: 'igraph'


The following objects are masked from 'package:lubridate':

    %--%, union


The following objects are masked from 'package:dplyr':

    as_data_frame, groups, union


The following objects are masked from 'package:purrr':

    compose, simplify


The following object is masked from 'package:tidyr':

    crossing


The following object is masked from 'package:tibble':

    as_data_frame


The following objects are masked from 'package:stats':

    decompose, spectrum


The following object is masked from 'package:base':

    union

Load and Prepare Data

Rows: 601 Columns: 56
── Column specification ────────────────────────────────────────────────────────
Delimiter: ","
chr (50): AU, DE, ID, C1, CR, AB, PA, affiliations, AR, EM, book.author, boo...
dbl  (6): NR, PN, TC, usage.count.last.180.days, U2, PY

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Text Analysis

#| layout-ncol: 2

Citation Analysis

#| layout-ncol: 2

Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
ℹ Please use `linewidth` instead.
Warning: Removed 1 row containing missing values or values outside the scale range
(`geom_line()`).
Warning: Removed 1 row containing missing values or values outside the scale range
(`geom_point()`).

Notes

  • Data source: Scopus, 2024
  • Keywords and authors not manually standardized
  • Visualizations use tidytext, DT, ggraph, and wordcloud2