Data on Publications in PLOS Water Journal • ploswater

The goal of ploswater is to make available data on publication trends from the PLOS Water Journal.

Installation

You can install the development version of ploswater from GitHub with:

# install.packages("devtools")
devtools::install_github("openwashdata/ploswater")

## Run the following code in console if you don't have the packages
## install.packages(c("dplyr", "knitr", "readr", "stringr", "gt", "kableExtra"))
library(dplyr)
library(knitr)
library(readr)
library(stringr)
library(gt)
library(kableExtra)

Alternatively, you can download the individual datasets as a CSV or XLSX file from the table below.

Click Download CSV. A window opens that displays the CSV in your browser.
Right-click anywhere inside the window and select “Save Page As…”.
Save the file in a folder of your choice.

dataset	CSV	XLSX
ploswater	Download CSV	Download XLSX

Data

The package provides access to data from publications in the PLOS Water Journal. This data includes information on publication types, SDGs targeted, authors, institutions, and more.

library(ploswater)

ploswater

The dataset ploswater contains data about … It has 240 observations and 1506 variables

ploswater |> 
  select(1:10) |>  # Select first 10 columns
  head(3) |> 
  gt::gt() |>
  gt::as_raw_html()

id	doi	title	display_name	publication_year	publication_date	language	type	type_crossref	indexed_in
https://openalex.org/W4281638009	https://doi.org/10.1371/journal.pwat.0000026	Water, sanitation, and women’s empowerment: A systematic review and qualitative metasynthesis	Water, sanitation, and women’s empowerment: A systematic review and qualitative metasynthesis	2022	2022-06-07	en	review	journal-article	“crossref”
https://openalex.org/W4311557053	https://doi.org/10.1371/journal.pwat.0000058	Water remains a blind spot in climate change policies	Water remains a blind spot in climate change policies	2022	2022-12-15	en	article	journal-article	“crossref”
https://openalex.org/W4225499001	https://doi.org/10.1371/journal.pwat.0000007	Operationalizing a routine wastewater monitoring laboratory for SARS-CoV-2	Operationalizing a routine wastewater monitoring laboratory for SARS-CoV-2	2022	2022-02-15	en	article	journal-article	“crossref”

For an overview of the variable names, see the following table.

variable_name	variable_type	description
id	character	Unique Identifier
doi	character	DOI of the study
title	character	Title of the study
display_name	character	Displayed Name in OpenAlex
publication_year	numeric	Year of publication
publication_date	Date	Date of publication
language	character	Original publication language
type	character	Indicates the type of scholarly work
type_crossref	character	The work type as specified by Crossref
indexed_in	character	NA
authorships	character	Contains detailed information about authors and their institutional affiliations
institution_assertions	character	Information about institutional affiliations
countries_distinct_count	numeric	Total number of unique country codes among the work’s authorships
institutions_distinct_count	numeric	Total number of unique institutions among the work’s authorships
corresponding_author_ids	character	List of OpenAlex IDs for corresponding authors
corresponding_institution_ids	character	List of OpenAlex IDs for institutions of corresponding authors
fwci	numeric	Field-weighted Citation Impact, calculated as the ratio of citations received to citations expected in the publication year and three following years
has_fulltext	logical	Boolean indicating if the full text is searchable in OpenAlex
fulltext_origin	character	Indicates how the full text was obtained (e.g., “pdf” or “ngrams”) when has_fulltext is true
cited_by_count	numeric	Number of times the work has been cited
is_retracted	logical	Wether study was retracted or not
is_paratext	logical	NA
topics	character	NA
keywords	character	Keywords in the text
concepts	character	Key concepts in the text
mesh	character	NA
locations_count	numeric	Number of different places where the work can be found
locations	character	List of all places where the work exists, including journals, proceedings, repositories (like arXiv), and institutional repositories
sustainable_development_goals	character	Classifications linking the work to UN Sustainable Development Goals (SDGs)
grants	character	Information about research funding and grants associated with the work
datasets	character	Associated research datasets
versions	character	Different versions of the work available across locations (e.g., peer-reviewed published version, preprint version)
referenced_works_count	numeric	Number of works this work cites
referenced_works	character	List of works cited by this work
related_works	character	Works that are related to this one
cited_by_api_url	character	URL to access the list of works citing this work
counts_by_year	character	Year-by-year breakdown of citation counts, excluding citations older than ten years
updated_date	c(“POSIXct”, “POSIXt”)	ISO 8601 date string showing when the record was last modified
created_date	Date	ISO 8601 date string indicating when the work was first added to OpenAlex
ids.openalex	character	The primary identifier in OpenAlex
ids.doi	character	The Digital Object Identifier, serving as the Canonical External ID
primary_location.is_oa	logical	NA
primary_location.landing_page_url	character	NA
primary_location.pdf_url	character	NA
primary_location.license	character	NA
primary_location.license_id	character	NA
primary_location.version	character	NA
primary_location.is_accepted	logical	NA
primary_location.is_published	logical	NA
primary_location.source.id	character	NA
primary_location.source.display_name	character	NA
primary_location.source.issn_l	character	NA
primary_location.source.issn	character	NA
primary_location.source.is_oa	logical	NA
primary_location.source.is_in_doaj	logical	NA
primary_location.source.is_core	logical	NA
primary_location.source.host_organization	character	NA
primary_location.source.host_organization_name	character	NA
primary_location.source.host_organization_lineage	character	NA
primary_location.source.host_organization_lineage_names	character	NA
primary_location.source.type	character	NA
open_access.is_oa	logical	NA
open_access.oa_status	character	NA
open_access.oa_url	character	NA
open_access.any_repository_has_fulltext	logical	NA
apc_list.value	numeric	NA
apc_list.currency	character	NA
apc_list.value_usd	numeric	NA
apc_list.provenance	character	NA
apc_paid.value	numeric	NA
apc_paid.currency	character	NA
apc_paid.value_usd	numeric	NA
apc_paid.provenance	character	NA
citation_normalized_percentile.value	numeric	NA
citation_normalized_percentile.is_in_top_1_percent	logical	NA
citation_normalized_percentile.is_in_top_10_percent	logical	NA
cited_by_percentile_year.min	numeric	NA
cited_by_percentile_year.max	numeric	NA
biblio.volume	numeric	NA
biblio.issue	numeric	NA
biblio.first_page	character	NA
biblio.last_page	character	NA
primary_topic.id	character	NA
primary_topic.display_name	character	NA
primary_topic.score	numeric	NA
primary_topic.subfield.id	character	NA
primary_topic.subfield.display_name	character	NA
primary_topic.field.id	character	NA
primary_topic.field.display_name	character	NA
primary_topic.domain.id	character	NA
primary_topic.domain.display_name	character	NA
best_oa_location.is_oa	logical	NA
best_oa_location.landing_page_url	character	NA
best_oa_location.pdf_url	character	NA
best_oa_location.license	character	NA
best_oa_location.license_id	character	NA
best_oa_location.version	character	NA
best_oa_location.is_accepted	logical	NA
best_oa_location.is_published	logical	NA
best_oa_location.source.id	character	NA
best_oa_location.source.display_name	character	NA
best_oa_location.source.issn_l	character	NA
best_oa_location.source.issn	character	NA
best_oa_location.source.is_oa	logical	NA
best_oa_location.source.is_in_doaj	logical	NA
best_oa_location.source.is_core	logical	NA
best_oa_location.source.host_organization	character	NA
best_oa_location.source.host_organization_name	character	NA
best_oa_location.source.host_organization_lineage	character	NA
best_oa_location.source.host_organization_lineage_names	character	NA
best_oa_location.source.type	character	NA
abstract_inverted_index.water	character	NA
abstract_inverted_index.and	character	NA
abstract_inverted_index.sanitation	character	NA
abstract_inverted_index.programs	numeric	NA
abstract_inverted_index.have	character	NA
abstract_inverted_index.focused	character	NA
abstract_inverted_index.on	character	NA
abstract_inverted_index.value	character	NA
abstract_inverted_index.in	character	NA
abstract_inverted_index.improving	numeric	NA
abstract_inverted_index.conditions	character	NA
abstract_inverted_index.evidence	character	NA
abstract_inverted_index.This	character	NA
abstract_inverted_index.review	character	NA
abstract_inverted_index.identified	character	NA
abstract_inverted_index.empirical	character	NA
abstract_inverted_index.research	character	NA
abstract_inverted_index.that	character	NA
abstract_inverted_index.and/or	character	NA
abstract_inverted_index.reported	character	NA
abstract_inverted_index.used,	numeric	NA
abstract_inverted_index.methods	character	NA
abstract_inverted_index.if	character	NA
abstract_inverted_index.was	character	NA
abstract_inverted_index.the	character	NA
abstract_inverted_index.A	character	NA
abstract_inverted_index.conceptual	numeric	NA
abstract_inverted_index.model	character	NA
abstract_inverted_index.of	character	NA
abstract_inverted_index.which	character	NA
abstract_inverted_index.includes	character	NA
abstract_inverted_index.three	character	NA
abstract_inverted_index.resources,	numeric	NA
abstract_inverted_index.institutional	character	NA
abstract_inverted_index.analysis.	numeric	NA
abstract_inverted_index.We	character	NA
abstract_inverted_index.Global	character	NA
abstract_inverted_index.for	character	NA
abstract_inverted_index.peer-reviewed	character	NA
abstract_inverted_index.sources	character	NA
abstract_inverted_index.either	character	NA
abstract_inverted_index.related	character	NA
abstract_inverted_index.terms	character	NA
abstract_inverted_index.from	character	NA
abstract_inverted_index.were	character	NA
abstract_inverted_index.representing	character	NA
abstract_inverted_index.over	character	NA
abstract_inverted_index.used	character	NA
abstract_inverted_index.followed	character	NA
abstract_inverted_index.framework	character	NA
abstract_inverted_index.analysis	character	NA
abstract_inverted_index.approach,	numeric	NA
abstract_inverted_index.using	character	NA
abstract_inverted_index.as	character	NA
abstract_inverted_index.two	character	NA
abstract_inverted_index.additional	character	NA
abstract_inverted_index.relevant	numeric	NA
abstract_inverted_index.to	character	NA
abstract_inverted_index.The	character	NA
abstract_inverted_index.majority	numeric	NA
abstract_inverted_index.or	character	NA
abstract_inverted_index.published	numeric	NA
abstract_inverted_index.since	character	NA
abstract_inverted_index.proportion	character	NA
abstract_inverted_index.studies	character	NA
abstract_inverted_index.half	character	NA
abstract_inverted_index.yet	numeric	NA
abstract_inverted_index.only	character	NA
abstract_inverted_index.provided	character	NA
abstract_inverted_index.a	character	NA
abstract_inverted_index.least	character	NA
abstract_inverted_index.assessing	character	NA
abstract_inverted_index.are	character	NA
abstract_inverted_index.is	character	NA
abstract_inverted_index.main	character	NA
abstract_inverted_index.more	character	NA
abstract_inverted_index.approaches	character	NA
abstract_inverted_index.reduce	character	NA
abstract_inverted_index.systemic	numeric	NA
abstract_inverted_index.resources	character	NA
abstract_inverted_index.For	character	NA
abstract_inverted_index.first	character	NA
abstract_inverted_index.time	character	NA
abstract_inverted_index.has	character	NA
abstract_inverted_index.been	character	NA
abstract_inverted_index.focus	character	NA
abstract_inverted_index.both	character	NA
abstract_inverted_index.2	character	NA
abstract_inverted_index.we	character	NA
abstract_inverted_index.argue	numeric	NA
abstract_inverted_index.here	numeric	NA
abstract_inverted_index.not	character	NA
abstract_inverted_index.attention	character	NA
abstract_inverted_index.it	character	NA
abstract_inverted_index.scientists	character	NA
abstract_inverted_index.policymakers	character	NA
abstract_inverted_index.several	numeric	NA
abstract_inverted_index.historical	character	NA
abstract_inverted_index.temperature	character	NA
abstract_inverted_index.change	character	NA
abstract_inverted_index.further	numeric	NA
abstract_inverted_index.increased	character	NA
abstract_inverted_index.with	character	NA
abstract_inverted_index.use	character	NA
abstract_inverted_index.global	character	NA
abstract_inverted_index.levels	character	NA
abstract_inverted_index.by	character	NA
abstract_inverted_index.an	character	NA
abstract_inverted_index.aim	numeric	NA
abstract_inverted_index.be	character	NA
abstract_inverted_index.consistent	character	NA
abstract_inverted_index.current	character	NA
abstract_inverted_index.policy	character	NA
abstract_inverted_index.increasing	character	NA
abstract_inverted_index.extreme	character	NA
abstract_inverted_index.weather	character	NA
abstract_inverted_index.sometimes	character	NA
abstract_inverted_index.changes	character	NA
abstract_inverted_index.such	character	NA
abstract_inverted_index.land	character	NA
abstract_inverted_index.variability	character	NA
abstract_inverted_index.cycle	character	NA
abstract_inverted_index.season	character	NA
abstract_inverted_index.season,	numeric	NA
abstract_inverted_index.year	character	NA
abstract_inverted_index.also	character	NA
abstract_inverted_index.impacts	character	NA
abstract_inverted_index.all	character	NA
abstract_inverted_index.needed	character	NA
abstract_inverted_index.understanding	character	NA
abstract_inverted_index.effectiveness	character	NA
abstract_inverted_index.future	character	NA
abstract_inverted_index.adaptation	numeric	NA
abstract_inverted_index.strategies	character	NA
abstract_inverted_index.reducing	character	NA
abstract_inverted_index.water-related	character	NA
abstract_inverted_index.climate	character	NA
abstract_inverted_index.Finally,	numeric	NA
abstract_inverted_index.role	character	NA
abstract_inverted_index.assessment	character	NA
abstract_inverted_index.require	character	NA
abstract_inverted_index.whose	numeric	NA
abstract_inverted_index.feasibility	numeric	NA
abstract_inverted_index.efficiency	character	NA
abstract_inverted_index.resources.	character	NA
abstract_inverted_index.It	character	NA
abstract_inverted_index.thus	numeric	NA
abstract_inverted_index.essential	character	NA
abstract_inverted_index.develop	character	NA
abstract_inverted_index.integrated	character	NA
abstract_inverted_index.approach	character	NA
abstract_inverted_index.change,	character	NA
abstract_inverted_index.would	character	NA
abstract_inverted_index.between	character	NA
abstract_inverted_index.hydrological	character	NA
abstract_inverted_index.testing	character	NA
abstract_inverted_index.novel	character	NA
abstract_inverted_index.tool	character	NA
abstract_inverted_index.public	character	NA
abstract_inverted_index.health	character	NA
abstract_inverted_index.monitoring,	character	NA
abstract_inverted_index.but	character	NA
abstract_inverted_index.laboratory	character	NA
abstract_inverted_index.capacity	character	NA
abstract_inverted_index.provide	character	NA
abstract_inverted_index.monitoring	character	NA
abstract_inverted_index.at	character	NA
abstract_inverted_index.locations	numeric	NA
abstract_inverted_index.where	character	NA
abstract_inverted_index.potential	character	NA
abstract_inverted_index.practices	character	NA
abstract_inverted_index.wastewater	character	NA
abstract_inverted_index.currently	numeric	NA
abstract_inverted_index.quality	character	NA
abstract_inverted_index.control	character	NA
abstract_inverted_index.may	character	NA
abstract_inverted_index.across	character	NA
abstract_inverted_index.many	character	NA
abstract_inverted_index.academic	numeric	NA
abstract_inverted_index.out	character	NA
abstract_inverted_index.Here,	numeric	NA
abstract_inverted_index.our	character	NA
abstract_inverted_index.including	character	NA
abstract_inverted_index.standard	character	NA
abstract_inverted_index.operating	numeric	NA
abstract_inverted_index.present	character	NA
abstract_inverted_index.data	character	NA
abstract_inverted_index.discuss	numeric	NA
abstract_inverted_index.reporting	numeric	NA
abstract_inverted_index.this	character	NA
abstract_inverted_index.information	character	NA
abstract_inverted_index.will	character	NA
abstract_inverted_index.others	numeric	NA
abstract_inverted_index.developing	character	NA
abstract_inverted_index.support	character	NA
abstract_inverted_index.decision-making.	numeric	NA
abstract_inverted_index.agriculture	character	NA
abstract_inverted_index.significant	character	NA
abstract_inverted_index.food	character	NA
abstract_inverted_index.socio-economic	numeric	NA
abstract_inverted_index.people	character	NA
abstract_inverted_index.living	character	NA
abstract_inverted_index.some	character	NA
abstract_inverted_index.UN	character	NA
abstract_inverted_index.Organization	numeric	NA
abstract_inverted_index.(e.g.,	character	NA
abstract_inverted_index.World	character	NA
abstract_inverted_index.River	character	NA
abstract_inverted_index.these	character	NA
abstract_inverted_index.areas	character	NA
abstract_inverted_index.resource	character	NA
abstract_inverted_index.sustainability	character	NA
abstract_inverted_index.its	character	NA
abstract_inverted_index.unique	numeric	NA
abstract_inverted_index.risk	character	NA
abstract_inverted_index.process	character	NA
abstract_inverted_index.results	character	NA
abstract_inverted_index.multiple	character	NA
abstract_inverted_index.natural	character	NA
abstract_inverted_index.recently	numeric	NA
abstract_inverted_index.river	character	NA
abstract_inverted_index.sustainable	character	NA
abstract_inverted_index.development	character	NA
abstract_inverted_index.particularly	character	NA
abstract_inverted_index.lack	character	NA
abstract_inverted_index.leads	numeric	NA
abstract_inverted_index.discharge	character	NA
abstract_inverted_index.flow	character	NA
abstract_inverted_index.agricultural	character	NA
abstract_inverted_index.plant	character	NA
abstract_inverted_index.uptake	numeric	NA
abstract_inverted_index.effects	character	NA
abstract_inverted_index.crop	character	NA
abstract_inverted_index.growth	character	NA
abstract_inverted_index.higher	character	NA
abstract_inverted_index.lower	character	NA
abstract_inverted_index.soil	character	NA
abstract_inverted_index.microbial	character	NA
abstract_inverted_index.activity,	numeric	NA
abstract_inverted_index.overall	numeric	NA
abstract_inverted_index.case	character	NA
abstract_inverted_index.critical	character	NA
abstract_inverted_index.regions	character	NA
abstract_inverted_index.can	character	NA
abstract_inverted_index.considered	character	NA
abstract_inverted_index.possible	numeric	NA
abstract_inverted_index.Two	numeric	NA
abstract_inverted_index.among	character	NA
abstract_inverted_index.home	numeric	NA
abstract_inverted_index.animal	character	NA
abstract_inverted_index.strong	character	NA
abstract_inverted_index.rural	character	NA
abstract_inverted_index.major	character	NA
abstract_inverted_index.area	character	NA
abstract_inverted_index.important	character	NA
abstract_inverted_index.hydraulic	character	NA
abstract_inverted_index.works	numeric	NA
abstract_inverted_index.Republic	numeric	NA
abstract_inverted_index.region	character	NA
abstract_inverted_index.faces	numeric	NA
abstract_inverted_index.due	character	NA
abstract_inverted_index.[4],	numeric	NA
abstract_inverted_index.increasingly	character	NA
abstract_inverted_index.challenging	numeric	NA
abstract_inverted_index.recent	numeric	NA
abstract_inverted_index.attributed	numeric	NA
abstract_inverted_index.range	numeric	NA
abstract_inverted_index.building	character	NA
abstract_inverted_index.studied	character	NA
abstract_inverted_index.February	numeric	NA
abstract_inverted_index.biological	character	NA
abstract_inverted_index.parameters	character	NA
abstract_inverted_index.pH,	character	NA
abstract_inverted_index.total	character	NA
abstract_inverted_index.count	character	NA
abstract_inverted_index.analyzed	character	NA
abstract_inverted_index.understand	character	NA
abstract_inverted_index.differences	character	NA
abstract_inverted_index.within	character	NA
abstract_inverted_index.chlorine	character	NA
abstract_inverted_index.concentration	character	NA
abstract_inverted_index.decreased	character	NA
abstract_inverted_index.(	character	NA
abstract_inverted_index.p	character	NA
abstract_inverted_index.<	character	NA
abstract_inverted_index.point	character	NA
abstract_inverted_index.plumbing	character	NA
abstract_inverted_index.As	character	NA
abstract_inverted_index.much	character	NA
abstract_inverted_index.greater	character	NA
abstract_inverted_index.compared	character	NA
abstract_inverted_index.every	character	NA
abstract_inverted_index.sampling	character	NA
abstract_inverted_index.found	character	NA
abstract_inverted_index.highest	numeric	NA
abstract_inverted_index.no	character	NA
abstract_inverted_index.recorded	numeric	NA
abstract_inverted_index.during	character	NA
abstract_inverted_index.lead	character	NA
abstract_inverted_index.health-based	numeric	NA
abstract_inverted_index.drinking	character	NA
abstract_inverted_index.four	character	NA
abstract_inverted_index.same	character	NA
abstract_inverted_index.shared	character	NA
abstract_inverted_index.use.	character	NA
abstract_inverted_index.conducted	character	NA
abstract_inverted_index.one	character	NA
abstract_inverted_index.required	character	NA
abstract_inverted_index.supply.	numeric	NA
abstract_inverted_index.viable	character	NA
abstract_inverted_index.method	character	NA
abstract_inverted_index.need	character	NA
abstract_inverted_index.19	numeric	NA
abstract_inverted_index.than	character	NA
abstract_inverted_index.50	character	NA
abstract_inverted_index.before	character	NA
abstract_inverted_index.prior	character	NA
abstract_inverted_index.suggest	numeric	NA
abstract_inverted_index.significantly	character	NA
abstract_inverted_index.implications	character	NA
abstract_inverted_index.collected	character	NA
abstract_inverted_index.infrastructure	character	NA
abstract_inverted_index.engineering	numeric	NA
abstract_inverted_index.security	character	NA
abstract_inverted_index.In	character	NA
abstract_inverted_index.freshwater	character	NA
abstract_inverted_index.society	character	NA
abstract_inverted_index.environment	character	NA
abstract_inverted_index.could	character	NA
abstract_inverted_index.benefit	numeric	NA
abstract_inverted_index.Such	numeric	NA
abstract_inverted_index.conservation	character	NA
abstract_inverted_index.ongoing	character	NA
abstract_inverted_index.species	character	NA
abstract_inverted_index.their	character	NA
abstract_inverted_index.systems.	character	NA
abstract_inverted_index.However,	character	NA
abstract_inverted_index.make	character	NA
abstract_inverted_index.meaningful	numeric	NA
abstract_inverted_index.contributions	character	NA
abstract_inverted_index.must	character	NA
abstract_inverted_index.established	character	NA
abstract_inverted_index.link	numeric	NA
abstract_inverted_index.common	character	NA
abstract_inverted_index.six	numeric	NA
abstract_inverted_index.actions	numeric	NA
abstract_inverted_index.life	numeric	NA
abstract_inverted_index.science	character	NA
abstract_inverted_index.highlight	numeric	NA
abstract_inverted_index.knowledge	character	NA
abstract_inverted_index.necessary	character	NA
abstract_inverted_index.how	character	NA
abstract_inverted_index.play	numeric	NA
abstract_inverted_index.direct	character	NA
abstract_inverted_index.aquatic	character	NA
abstract_inverted_index.quality,	character	NA
abstract_inverted_index.ecosystems.	numeric	NA
abstract_inverted_index.ensure	numeric	NA
abstract_inverted_index.ecosystems	character	NA
abstract_inverted_index.species.	numeric	NA
abstract_inverted_index.Water	character	NA
abstract_inverted_index.managers	character	NA
abstract_inverted_index.consider	character	NA
abstract_inverted_index.whether	numeric	NA
abstract_inverted_index.concern	character	NA
abstract_inverted_index.reservoir	character	NA
abstract_inverted_index.management,	character	NA
abstract_inverted_index.modeling	character	NA
abstract_inverted_index.requires	character	NA
abstract_inverted_index.models	character	NA
abstract_inverted_index.watershed	character	NA
abstract_inverted_index.various	character	NA
abstract_inverted_index.most	character	NA
abstract_inverted_index.practical	character	NA
abstract_inverted_index.selecting	character	NA
abstract_inverted_index.availability	character	NA
abstract_inverted_index.number	character	NA
abstract_inverted_index.decisions	numeric	NA
abstract_inverted_index.regarding	character	NA
abstract_inverted_index.best	character	NA
abstract_inverted_index.relative	character	NA
abstract_inverted_index.importance	character	NA
abstract_inverted_index.different	character	NA
abstract_inverted_index.limited	character	NA
abstract_inverted_index.should	character	NA
abstract_inverted_index.assess	numeric	NA
abstract_inverted_index.existing	character	NA
abstract_inverted_index.then	character	NA
abstract_inverted_index.limitations	numeric	NA
abstract_inverted_index.questions	character	NA
abstract_inverted_index.previous	character	NA
abstract_inverted_index.While	character	NA
abstract_inverted_index.there	character	NA
abstract_inverted_index.work	character	NA
abstract_inverted_index.options	character	NA
abstract_inverted_index.activity	numeric	NA
abstract_inverted_index.leading	character	NA
abstract_inverted_index.widespread	character	NA
abstract_inverted_index.lake	character	NA
abstract_inverted_index.key	character	NA
abstract_inverted_index.health.	character	NA
abstract_inverted_index.anthropogenic	character	NA
abstract_inverted_index.affecting	numeric	NA
abstract_inverted_index.space	character	NA
abstract_inverted_index.potentially	character	NA
abstract_inverted_index.highly	character	NA
abstract_inverted_index.responses	numeric	NA
abstract_inverted_index.poorly	character	NA
abstract_inverted_index.million	character	NA
abstract_inverted_index.estimates	character	NA
abstract_inverted_index.4	character	NA
abstract_inverted_index.km	character	NA
abstract_inverted_index.quantify	character	NA
abstract_inverted_index.2020	numeric	NA
abstract_inverted_index.large	character	NA
abstract_inverted_index.cumulative	character	NA
abstract_inverted_index.increase	character	NA
abstract_inverted_index.human	character	NA
abstract_inverted_index.lakes	character	NA
abstract_inverted_index.positive	character	NA
abstract_inverted_index.trends	character	NA
abstract_inverted_index.times	numeric	NA
abstract_inverted_index.demonstrates	numeric	NA
abstract_inverted_index.inform	character	NA
abstract_inverted_index.management	character	NA
abstract_inverted_index.determine	character	NA
abstract_inverted_index.local	character	NA
abstract_inverted_index.Existing	numeric	NA
abstract_inverted_index.literature	character	NA
abstract_inverted_index.water,	character	NA
abstract_inverted_index.sanitation,	numeric	NA
abstract_inverted_index.hygiene	character	NA
abstract_inverted_index.(WASH)	numeric	NA
abstract_inverted_index.United	character	NA
abstract_inverted_index.States,	character	NA
abstract_inverted_index.issues	character	NA
abstract_inverted_index.areas.	character	NA
abstract_inverted_index.emerging	numeric	NA
abstract_inverted_index.infectious	numeric	NA
abstract_inverted_index.disease	character	NA
abstract_inverted_index.face	numeric	NA
abstract_inverted_index.challenges	character	NA
abstract_inverted_index.urban	character	NA
abstract_inverted_index.study	character	NA
abstract_inverted_index.WASH	character	NA
abstract_inverted_index.needs	character	NA
abstract_inverted_index.through	character	NA
abstract_inverted_index.interviews	character	NA
abstract_inverted_index.(n	character	NA
abstract_inverted_index.=	character	NA
abstract_inverted_index.participants	character	NA
abstract_inverted_index.18	character	NA
abstract_inverted_index.years	character	NA
abstract_inverted_index.lived	numeric	NA
abstract_inverted_index.five	character	NA
abstract_inverted_index.had	character	NA
abstract_inverted_index.Using	numeric	NA
abstract_inverted_index.analysis,	character	NA
abstract_inverted_index.factors	character	NA
abstract_inverted_index.access,	character	NA
abstract_inverted_index.outcomes	character	NA
abstract_inverted_index.result	character	NA
abstract_inverted_index.explore	numeric	NA
abstract_inverted_index.experiences	character	NA
abstract_inverted_index.who	character	NA
abstract_inverted_index.those	character	NA
abstract_inverted_index.did	character	NA
abstract_inverted_index.not.	numeric	NA
abstract_inverted_index.Our	character	NA
abstract_inverted_index.findings	character	NA
abstract_inverted_index.revealed	character	NA
abstract_inverted_index.contributed	numeric	NA
abstract_inverted_index.physical,	numeric	NA
abstract_inverted_index.relationship	character	NA
abstract_inverted_index.communities	character	NA
abstract_inverted_index.impacted	numeric	NA
abstract_inverted_index.facilities	character	NA
abstract_inverted_index.safe	character	NA
abstract_inverted_index.available	character	NA
abstract_inverted_index.inadequate	numeric	NA
abstract_inverted_index.access	character	NA
abstract_inverted_index.collaboration	character	NA
abstract_inverted_index.reduction	character	NA
abstract_inverted_index.services	character	NA
abstract_inverted_index.example,	numeric	NA
abstract_inverted_index.hand	character	NA
abstract_inverted_index.community	character	NA
abstract_inverted_index.measures	character	NA
abstract_inverted_index.transmission	character	NA
abstract_inverted_index.COVID-19	character	NA
abstract_inverted_index.other	character	NA
abstract_inverted_index.diseases.	character	NA
abstract_inverted_index.guidance	character	NA
abstract_inverted_index.standards	character	NA
abstract_inverted_index.new	character	NA
abstract_inverted_index.tools	character	NA
abstract_inverted_index.targeted	numeric	NA
abstract_inverted_index.assessments	character	NA
abstract_inverted_index.pandemic.	numeric	NA
abstract_inverted_index.organizations	numeric	NA
abstract_inverted_index.evaluate	character	NA
abstract_inverted_index.interventions	character	NA
abstract_inverted_index.mitigate	numeric	NA
abstract_inverted_index.middle-income	character	NA
abstract_inverted_index.countries	character	NA
abstract_inverted_index.focusing	numeric	NA
abstract_inverted_index.household	character	NA
abstract_inverted_index.settings	character	NA
abstract_inverted_index.observed	character	NA
abstract_inverted_index.gaps	character	NA
abstract_inverted_index.specifically	numeric	NA
abstract_inverted_index.often	character	NA
abstract_inverted_index.about	character	NA
abstract_inverted_index.high	character	NA
abstract_inverted_index.after	character	NA
abstract_inverted_index.stations	numeric	NA
abstract_inverted_index.points	numeric	NA
abstract_inverted_index.external	numeric	NA
abstract_inverted_index.needed.	numeric	NA
abstract_inverted_index.refinement	numeric	NA
abstract_inverted_index.help	character	NA
abstract_inverted_index.aspects	character	NA
abstract_inverted_index.efforts	character	NA
abstract_inverted_index.remain	numeric	NA
abstract_inverted_index.functional	numeric	NA
abstract_inverted_index.inclusive	character	NA
abstract_inverted_index.U.S.	character	NA
abstract_inverted_index.service	character	NA
abstract_inverted_index.health,	character	NA
abstract_inverted_index.economic	character	NA
abstract_inverted_index.expressed	character	NA
abstract_inverted_index.sample	numeric	NA
abstract_inverted_index.approximately	numeric	NA
abstract_inverted_index.city	character	NA
abstract_inverted_index.perceptions	character	NA
abstract_inverted_index.barriers	character	NA
abstract_inverted_index.meeting	character	NA
abstract_inverted_index.question	numeric	NA
abstract_inverted_index.cost	character	NA
abstract_inverted_index.capital	character	NA
abstract_inverted_index.projects	character	NA
abstract_inverted_index.increases	numeric	NA
abstract_inverted_index.infrastructure.	character	NA
abstract_inverted_index.demonstrate	character	NA
abstract_inverted_index.disparities	character	NA
abstract_inverted_index.great	numeric	NA
abstract_inverted_index.little	numeric	NA
abstract_inverted_index.condition	character	NA
abstract_inverted_index.making	character	NA
abstract_inverted_index.financial	numeric	NA
abstract_inverted_index.decision	character	NA
abstract_inverted_index.clean	character	NA
abstract_inverted_index.substantial	character	NA
abstract_inverted_index.States	character	NA
abstract_inverted_index.cannot	numeric	NA
abstract_inverted_index.pathways	character	NA
abstract_inverted_index.influence	character	NA
abstract_inverted_index.behaviors	numeric	NA
abstract_inverted_index.vulnerable	character	NA
abstract_inverted_index.interviewed	character	NA
abstract_inverted_index.low-income	character	NA
abstract_inverted_index.bill	character	NA
abstract_inverted_index.content	numeric	NA
abstract_inverted_index.interview	numeric	NA
abstract_inverted_index.Results	numeric	NA
abstract_inverted_index.showed	character	NA
abstract_inverted_index.ways	character	NA
abstract_inverted_index.made	character	NA
abstract_inverted_index.times.	numeric	NA
abstract_inverted_index.influenced	numeric	NA
abstract_inverted_index.utility	character	NA
abstract_inverted_index.included	character	NA
abstract_inverted_index.reduced	numeric	NA
abstract_inverted_index.decline	numeric	NA
abstract_inverted_index.government	character	NA
abstract_inverted_index.affordable	character	NA
abstract_inverted_index.households.	character	NA
abstract_inverted_index.infrastructure,	character	NA
abstract_inverted_index.state	character	NA
abstract_inverted_index.well	character	NA
abstract_inverted_index.municipal	character	NA
abstract_inverted_index.policies	character	NA
abstract_inverted_index.households	character	NA
abstract_inverted_index.growing	character	NA
abstract_inverted_index.residents	character	NA
abstract_inverted_index.balance	character	NA
abstract_inverted_index.resulting	character	NA
abstract_inverted_index.affect	numeric	NA
abstract_inverted_index.loss	character	NA
abstract_inverted_index.impact	character	NA
abstract_inverted_index.system,	character	NA
abstract_inverted_index.influencing	numeric	NA
abstract_inverted_index.frequency	character	NA
abstract_inverted_index.During	numeric	NA
abstract_inverted_index.past	character	NA
abstract_inverted_index.basin	character	NA
abstract_inverted_index.uses	numeric	NA
abstract_inverted_index.along	character	NA
abstract_inverted_index.predicted	character	NA
abstract_inverted_index.temporal	character	NA
abstract_inverted_index.spatial	character	NA
abstract_inverted_index.sediment	character	NA
abstract_inverted_index.effective	character	NA
abstract_inverted_index.50%	numeric	NA
abstract_inverted_index.baseline	character	NA
abstract_inverted_index.cause	character	NA
abstract_inverted_index.3%	character	NA
abstract_inverted_index.mean	character	NA
abstract_inverted_index.surface	character	NA
abstract_inverted_index.solid	character	NA
abstract_inverted_index.estimated	character	NA
abstract_inverted_index.concentrations	character	NA
abstract_inverted_index.cover	numeric	NA
abstract_inverted_index.biochar	character	NA
abstract_inverted_index.remove	numeric	NA
abstract_inverted_index.improve	character	NA
abstract_inverted_index.P	character	NA
abstract_inverted_index.molecular	numeric	NA
abstract_inverted_index.carbon	character	NA
abstract_inverted_index.produced	character	NA
abstract_inverted_index.under	character	NA
abstract_inverted_index.3	character	NA
abstract_inverted_index.gas	character	NA
abstract_inverted_index.mass	numeric	NA
abstract_inverted_index.capacities	character	NA
abstract_inverted_index.near	character	NA
abstract_inverted_index.structure	numeric	NA
abstract_inverted_index.indicated	numeric	NA
abstract_inverted_index.advance	character	NA
abstract_inverted_index.treatment	character	NA
abstract_inverted_index.processes	character	NA
abstract_inverted_index.employed	numeric	NA
abstract_inverted_index.stormwater	character	NA
abstract_inverted_index.stream	character	NA
abstract_inverted_index.performance	character	NA
abstract_inverted_index.metrics	character	NA
abstract_inverted_index.they	character	NA
abstract_inverted_index.catchment	character	NA
abstract_inverted_index.aimed	numeric	NA
abstract_inverted_index.response	character	NA
abstract_inverted_index.application	character	NA
abstract_inverted_index.experiment	numeric	NA
abstract_inverted_index.test	character	NA
abstract_inverted_index.improved	character	NA
abstract_inverted_index.achieved	character	NA
abstract_inverted_index.experimental	character	NA
abstract_inverted_index.similar	character	NA
abstract_inverted_index.per	character	NA
abstract_inverted_index.implementation	character	NA
abstract_inverted_index.achieve	character	NA
abstract_inverted_index.success	numeric	NA
abstract_inverted_index.final	numeric	NA
abstract_inverted_index.into	character	NA
abstract_inverted_index.demand	character	NA
abstract_inverted_index.measure	character	NA
abstract_inverted_index.period	character	NA
abstract_inverted_index.varied	character	NA
abstract_inverted_index.modelling	character	NA
abstract_inverted_index.broader	character	NA
abstract_inverted_index.decades	numeric	NA
abstract_inverted_index.environmental	character	NA
abstract_inverted_index.surveillance	character	NA
abstract_inverted_index.pathogens	character	NA
abstract_inverted_index.single	character	NA
abstract_inverted_index.pathogen	character	NA
abstract_inverted_index.small	character	NA
abstract_inverted_index.few	numeric	NA
abstract_inverted_index.quantitative	character	NA
abstract_inverted_index.developed	character	NA
abstract_inverted_index.targets	character	NA
abstract_inverted_index.applied	character	NA
abstract_inverted_index.samples	character	NA
abstract_inverted_index.plants	character	NA
abstract_inverted_index.From	numeric	NA
abstract_inverted_index.detected	character	NA
abstract_inverted_index.find	character	NA
abstract_inverted_index.E	character	NA
abstract_inverted_index..	character	NA
abstract_inverted_index.coli	character	NA
abstract_inverted_index.stable	numeric	NA
abstract_inverted_index.notable	numeric	NA
abstract_inverted_index.,	character	NA
abstract_inverted_index.broad	character	NA
abstract_inverted_index.expanding	numeric	NA
abstract_inverted_index.fecal	character	NA
abstract_inverted_index.waste	character	NA
abstract_inverted_index.solids	character	NA
abstract_inverted_index.changed	numeric	NA
abstract_inverted_index.objective	character	NA
abstract_inverted_index.One	character	NA
abstract_inverted_index.when	character	NA
abstract_inverted_index.To	numeric	NA
abstract_inverted_index.trend	character	NA
abstract_inverted_index.index	numeric	NA
abstract_inverted_index.measurements	character	NA
abstract_inverted_index.characterize	character	NA
abstract_inverted_index.trends.	character	NA
abstract_inverted_index.better	character	NA
abstract_inverted_index.so	character	NA
abstract_inverted_index.5	character	NA
abstract_inverted_index.detect	numeric	NA
abstract_inverted_index.respectively.	character	NA
abstract_inverted_index.providing	numeric	NA
abstract_inverted_index.changing	character	NA
abstract_inverted_index.2021	numeric	NA
abstract_inverted_index.without	character	NA
abstract_inverted_index.domestic	character	NA
abstract_inverted_index.systems	character	NA
abstract_inverted_index.performed	character	NA
abstract_inverted_index.combined	character	NA
abstract_inverted_index.Texas	numeric	NA
abstract_inverted_index.affected	numeric	NA
abstract_inverted_index.populations	character	NA
abstract_inverted_index.cross-sectional	numeric	NA
abstract_inverted_index.survey	character	NA
abstract_inverted_index.shows	character	NA
abstract_inverted_index.size	character	NA
abstract_inverted_index.system.	numeric	NA
abstract_inverted_index.mostly	character	NA
abstract_inverted_index.disproportionately	numeric	NA
abstract_inverted_index.likely	character	NA
abstract_inverted_index.utilities	character	NA
abstract_inverted_index.respondents	character	NA
abstract_inverted_index.resilience	numeric	NA
abstract_inverted_index.efficient	character	NA
abstract_inverted_index.emergency	numeric	NA
abstract_inverted_index.physical	numeric	NA
abstract_inverted_index.based	character	NA
abstract_inverted_index.system	character	NA
abstract_inverted_index.complex	character	NA
abstract_inverted_index.conventional	character	NA
abstract_inverted_index.remote	character	NA
abstract_inverted_index.sensing	character	NA
abstract_inverted_index.New	character	NA
abstract_inverted_index.addressing	character	NA
abstract_inverted_index.mainly	numeric	NA
abstract_inverted_index.types	numeric	NA
abstract_inverted_index.problems	character	NA
abstract_inverted_index.challenges,	character	NA
abstract_inverted_index.identify	character	NA
abstract_inverted_index.opportunities	character	NA
abstract_inverted_index.hydrology	character	NA
abstract_inverted_index.around	character	NA
abstract_inverted_index.insights	numeric	NA
abstract_inverted_index.just	numeric	NA
abstract_inverted_index.propose	character	NA
abstract_inverted_index.larger	numeric	NA
abstract_inverted_index.big	numeric	NA
abstract_inverted_index.call	numeric	NA
abstract_inverted_index.action	character	NA
abstract_inverted_index.context	numeric	NA
abstract_inverted_index.practice	character	NA
abstract_inverted_index.sector	character	NA
abstract_inverted_index.private	character	NA
abstract_inverted_index.engagement	character	NA
abstract_inverted_index.good	character	NA
abstract_inverted_index.very	character	NA
abstract_inverted_index.issue	character	NA
abstract_inverted_index.pollution	character	NA
abstract_inverted_index.throughout	character	NA
abstract_inverted_index.entire	character	NA
abstract_inverted_index.West	character	NA
abstract_inverted_index.distribution	character	NA
abstract_inverted_index.pollutants	character	NA
abstract_inverted_index.considering	numeric	NA
abstract_inverted_index.level,	character	NA
abstract_inverted_index.next	numeric	NA
abstract_inverted_index.generated	numeric	NA
abstract_inverted_index.level	character	NA
abstract_inverted_index.each	character	NA
abstract_inverted_index.selected	character	NA
abstract_inverted_index.estimate	character	NA
abstract_inverted_index.low	character	NA
abstract_inverted_index.alternative	character	NA
abstract_inverted_index.solution	character	NA
abstract_inverted_index.globally	numeric	NA
abstract_inverted_index.precipitation,	numeric	NA
abstract_inverted_index.processes.	numeric	NA
abstract_inverted_index.performance.	numeric	NA
abstract_inverted_index.estimating	numeric	NA
abstract_inverted_index.characteristics	character	NA
abstract_inverted_index.remains	numeric	NA
abstract_inverted_index.models,	numeric	NA
abstract_inverted_index.method.	numeric	NA
abstract_inverted_index.Spatial	numeric	NA
abstract_inverted_index.associated	character	NA
abstract_inverted_index.cold	character	NA
abstract_inverted_index.association	numeric	NA
abstract_inverted_index.variations	character	NA
abstract_inverted_index.operational	character	NA
abstract_inverted_index.full-scale	numeric	NA
abstract_inverted_index.integration	character	NA
abstract_inverted_index.chemical	character	NA
abstract_inverted_index.accumulation	character	NA
abstract_inverted_index.being	character	NA
abstract_inverted_index.driver	numeric	NA
abstract_inverted_index.upon	numeric	NA
abstract_inverted_index.complex,	numeric	NA
abstract_inverted_index.indicating	character	NA
abstract_inverted_index.These	character	NA
abstract_inverted_index.water.	character	NA
abstract_inverted_index.By	character	NA
abstract_inverted_index.process,	character	NA
abstract_inverted_index.targeting	numeric	NA
abstract_inverted_index.long-term	character	NA
abstract_inverted_index.quality.	character	NA
abstract_inverted_index.urbanization,	numeric	NA
abstract_inverted_index.population	character	NA
abstract_inverted_index.inequality	character	NA
abstract_inverted_index.study,	character	NA
abstract_inverted_index.peri-urban	character	NA
abstract_inverted_index.examine	character	NA
abstract_inverted_index.explained	character	NA
abstract_inverted_index.regression	character	NA
abstract_inverted_index.source	character	NA
abstract_inverted_index.pressure	numeric	NA
abstract_inverted_index.supply	character	NA
abstract_inverted_index.odds	character	NA
abstract_inverted_index.ratio	numeric	NA
abstract_inverted_index.factor	character	NA
abstract_inverted_index.Findings	numeric	NA
abstract_inverted_index.even	character	NA
abstract_inverted_index.services,	character	NA
abstract_inverted_index.stakeholders	character	NA
abstract_inverted_index.guide	numeric	NA
abstract_inverted_index.infrastructural	numeric	NA
abstract_inverted_index.settings.	numeric	NA
abstract_inverted_index.dynamics	character	NA
abstract_inverted_index.transboundary	character	NA
abstract_inverted_index.nature	numeric	NA
abstract_inverted_index.cross	numeric	NA
abstract_inverted_index.rivers,	character	NA
abstract_inverted_index.Thus,	numeric	NA
abstract_inverted_index.defined	character	NA
abstract_inverted_index.beyond	numeric	NA
abstract_inverted_index.field	character	NA
abstract_inverted_index.concept.	numeric	NA
abstract_inverted_index.With	numeric	NA
abstract_inverted_index.riverine	character	NA
abstract_inverted_index.become	character	NA
abstract_inverted_index.crucial	numeric	NA
abstract_inverted_index.study.	numeric	NA
abstract_inverted_index.i.e.,	character	NA
abstract_inverted_index.Yet,	numeric	NA
abstract_inverted_index.primary	character	NA
abstract_inverted_index.because	character	NA
abstract_inverted_index.cities	character	NA
abstract_inverted_index.Moreover,	numeric	NA
abstract_inverted_index.what	character	NA
abstract_inverted_index.them	numeric	NA
abstract_inverted_index.do	character	NA
abstract_inverted_index.ability	character	NA
abstract_inverted_index.extensive	numeric	NA
abstract_inverted_index.qualitative	numeric	NA
abstract_inverted_index.South	character	NA
abstract_inverted_index.purpose	numeric	NA
abstract_inverted_index.article	numeric	NA
abstract_inverted_index.poor	character	NA
abstract_inverted_index.toward	character	NA
abstract_inverted_index.community.	numeric	NA
abstract_inverted_index.include	numeric	NA
abstract_inverted_index.education	character	NA
abstract_inverted_index.towards	numeric	NA
abstract_inverted_index.equitable	numeric	NA
abstract_inverted_index.and,	character	NA
abstract_inverted_index.on-site	character	NA
abstract_inverted_index.aims	numeric	NA
abstract_inverted_index.taken	character	NA
abstract_inverted_index.parameters.	numeric	NA
abstract_inverted_index.hydrologic	character	NA
abstract_inverted_index.while	character	NA
abstract_inverted_index.assessed	character	NA
abstract_inverted_index.downstream	character	NA
abstract_inverted_index.difficulties	numeric	NA
abstract_inverted_index.simulate	character	NA
abstract_inverted_index.conditions,	numeric	NA
abstract_inverted_index.contaminants.	character	NA
abstract_inverted_index.scale	character	NA
abstract_inverted_index.National	numeric	NA
abstract_inverted_index.Monitoring	character	NA
abstract_inverted_index.monitored	character	NA
abstract_inverted_index.antimicrobial	character	NA
abstract_inverted_index.alignment	character	NA
abstract_inverted_index.Health	character	NA
abstract_inverted_index.planning,	character	NA
abstract_inverted_index.waters	character	NA
abstract_inverted_index.function	character	NA
abstract_inverted_index.humans,	numeric	NA
abstract_inverted_index.animals,	numeric	NA
abstract_inverted_index.environment.	numeric	NA
abstract_inverted_index.sequencing	character	NA
abstract_inverted_index.coverage	character	NA
abstract_inverted_index.shown	numeric	NA
abstract_inverted_index.enhance	character	NA
abstract_inverted_index.report	character	NA
abstract_inverted_index.profile	character	NA
abstract_inverted_index.distinct	character	NA
abstract_inverted_index.sites	character	NA
abstract_inverted_index.enriched	numeric	NA
abstract_inverted_index.almost	numeric	NA
abstract_inverted_index.30%	numeric	NA
abstract_inverted_index.Additionally,	numeric	NA
abstract_inverted_index.specific	character	NA
abstract_inverted_index.sites.	character	NA
abstract_inverted_index.Development	character	NA
abstract_inverted_index.technologies	character	NA
abstract_inverted_index.vulnerability	character	NA
abstract_inverted_index.scheme	numeric	NA
abstract_inverted_index.design	character	NA
abstract_inverted_index.period.	character	NA
abstract_inverted_index.variables	character	NA
abstract_inverted_index.less	character	NA
abstract_inverted_index.treatment.	character	NA
abstract_inverted_index.conclude	numeric	NA
abstract_inverted_index.appropriate	numeric	NA
abstract_inverted_index.urgent	numeric	NA
abstract_inverted_index.set	character	NA
abstract_inverted_index.pressures	numeric	NA
abstract_inverted_index.wastewater,	numeric	NA
abstract_inverted_index.maintain	numeric	NA
abstract_inverted_index.involve	numeric	NA
abstract_inverted_index.general	character	NA
abstract_inverted_index.way	character	NA
abstract_inverted_index.get	numeric	NA
abstract_inverted_index.participation	numeric	NA
abstract_inverted_index.world	character	NA
abstract_inverted_index.take	character	NA
abstract_inverted_index.groundwater	character	NA
abstract_inverted_index.science,	numeric	NA
abstract_inverted_index.respect	numeric	NA
abstract_inverted_index.authorities	character	NA
abstract_inverted_index.social	character	NA
abstract_inverted_index.knowledge,	character	NA
abstract_inverted_index.environment,	numeric	NA
abstract_inverted_index.encourage	numeric	NA
abstract_inverted_index.tap	character	NA
abstract_inverted_index.effect	character	NA
abstract_inverted_index.composition	character	NA
abstract_inverted_index.relatively	character	NA
abstract_inverted_index.simple	numeric	NA
abstract_inverted_index.adapted	numeric	NA
abstract_inverted_index.expertise	numeric	NA
abstract_inverted_index.manage	numeric	NA
abstract_inverted_index.safety	character	NA
abstract_inverted_index.exacerbated	numeric	NA
abstract_inverted_index.working	numeric	NA
abstract_inverted_index.capacity,	numeric	NA
abstract_inverted_index.informant	character	NA
abstract_inverted_index.10	character	NA
abstract_inverted_index.risks	character	NA
abstract_inverted_index.led	character	NA
abstract_inverted_index.adequate	numeric	NA
abstract_inverted_index.diseases	numeric	NA
abstract_inverted_index.investigated	numeric	NA
abstract_inverted_index.recommended	numeric	NA
abstract_inverted_index.active	numeric	NA
abstract_inverted_index.training	character	NA
abstract_inverted_index.flood	character	NA
abstract_inverted_index.treated	character	NA
abstract_inverted_index.industrial	numeric	NA
abstract_inverted_index.demands	character	NA
abstract_inverted_index.up	character	NA
abstract_inverted_index.put	numeric	NA
abstract_inverted_index.governance	character	NA
abstract_inverted_index.respond	character	NA
abstract_inverted_index.values	character	NA
abstract_inverted_index.complexities	numeric	NA
abstract_inverted_index.status	character	NA
abstract_inverted_index.time,	character	NA
abstract_inverted_index.exist	numeric	NA
abstract_inverted_index.groups	character	NA
abstract_inverted_index.regional	character	NA
abstract_inverted_index.networks	character	NA
abstract_inverted_index.representation	character	NA
abstract_inverted_index.operate	numeric	NA
abstract_inverted_index.activities	character	NA
abstract_inverted_index.project	character	NA
abstract_inverted_index.designs	character	NA
abstract_inverted_index.largest	character	NA
abstract_inverted_index.located	numeric	NA
abstract_inverted_index.m	character	NA
abstract_inverted_index.meet	character	NA
abstract_inverted_index.income	character	NA
abstract_inverted_index.census	numeric	NA
abstract_inverted_index.users	character	NA
abstract_inverted_index.).	numeric	NA
abstract_inverted_index.rather	character	NA
abstract_inverted_index.patterns,	numeric	NA
abstract_inverted_index.patterns	character	NA
abstract_inverted_index.products	character	NA
abstract_inverted_index.techniques	character	NA
abstract_inverted_index.addition	numeric	NA
abstract_inverted_index.evaluated	character	NA
abstract_inverted_index.monthly	character	NA
abstract_inverted_index.statistical	numeric	NA
abstract_inverted_index.indicators	character	NA
abstract_inverted_index.correlation	character	NA
abstract_inverted_index.consistently	character	NA
abstract_inverted_index.Overall,	numeric	NA
abstract_inverted_index.country	character	NA
abstract_inverted_index.type	numeric	NA
abstract_inverted_index.time.	numeric	NA
abstract_inverted_index.technical	character	NA
abstract_inverted_index.paper	character	NA
abstract_inverted_index.researchers	numeric	NA
abstract_inverted_index.demonstrated	character	NA
abstract_inverted_index.irrigated	character	NA
abstract_inverted_index.Specifically,	numeric	NA
abstract_inverted_index.nine	numeric	NA
abstract_inverted_index.30	character	NA
abstract_inverted_index.tested	numeric	NA
abstract_inverted_index.individually	numeric	NA
abstract_inverted_index.obtained	character	NA
abstract_inverted_index.years,	numeric	NA
abstract_inverted_index.applicable	numeric	NA
abstract_inverted_index.oxygen	character	NA
abstract_inverted_index.effluent	character	NA
abstract_inverted_index.secondary	character	NA
abstract_inverted_index.costs	character	NA
abstract_inverted_index.still	character	NA
abstract_inverted_index.promising	numeric	NA
abstract_inverted_index.reports	character	NA
abstract_inverted_index.)	numeric	NA
abstract_inverted_index.installed	numeric	NA
abstract_inverted_index.months	numeric	NA
abstract_inverted_index.measured	character	NA
abstract_inverted_index.evaluation	character	NA
abstract_inverted_index.show	character	NA
abstract_inverted_index.nearly	numeric	NA
abstract_inverted_index.desired	numeric	NA
abstract_inverted_index.target	character	NA
abstract_inverted_index.varying	numeric	NA
abstract_inverted_index.measurement	character	NA
abstract_inverted_index.share	character	NA
abstract_inverted_index.There	character	NA
abstract_inverted_index.waters,	numeric	NA
abstract_inverted_index.detection	character	NA
abstract_inverted_index.quantified	character	NA
abstract_inverted_index.timely	numeric	NA
abstract_inverted_index.waters.	character	NA
abstract_inverted_index.largely	character	NA
abstract_inverted_index.governance,	numeric	NA
abstract_inverted_index.management.	numeric	NA
abstract_inverted_index.learn	character	NA
abstract_inverted_index.enabling	character	NA
abstract_inverted_index.Kenya.	numeric	NA
abstract_inverted_index.below	numeric	NA
abstract_inverted_index.Furthermore,	numeric	NA
abstract_inverted_index.Escherichia	character	NA
abstract_inverted_index.samples,	character	NA
abstract_inverted_index.3)	character	NA
abstract_inverted_index.detected.	numeric	NA
abstract_inverted_index.They	numeric	NA
abstract_inverted_index.together	numeric	NA
abstract_inverted_index.driven	character	NA
abstract_inverted_index.rapid	character	NA
abstract_inverted_index.calls	numeric	NA
abstract_inverted_index.efforts.	character	NA
abstract_inverted_index.reliable	numeric	NA
abstract_inverted_index.international	character	NA
abstract_inverted_index.national	character	NA
abstract_inverted_index.improvements	character	NA
abstract_inverted_index.underlying	character	NA
abstract_inverted_index.map	numeric	NA
abstract_inverted_index.implemented	numeric	NA
abstract_inverted_index.restoration	character	NA
abstract_inverted_index.interconnected	numeric	NA
abstract_inverted_index.directly	character	NA
abstract_inverted_index.opportunity	character	NA
abstract_inverted_index.driving	character	NA
abstract_inverted_index.vision	character	NA
abstract_inverted_index.free	character	NA
abstract_inverted_index.known	numeric	NA
abstract_inverted_index.parts	character	NA
abstract_inverted_index.temperature,	character	NA
abstract_inverted_index.All	numeric	NA
abstract_inverted_index.residence	numeric	NA
abstract_inverted_index.culture	character	NA
abstract_inverted_index.aeruginosa	character	NA
abstract_inverted_index.storage	character	NA
abstract_inverted_index.bacteria	character	NA
abstract_inverted_index.presence	character	NA
abstract_inverted_index.genome	character	NA
abstract_inverted_index.Despite	character	NA
abstract_inverted_index.pit	character	NA
abstract_inverted_index.latrines	character	NA
abstract_inverted_index.understood.	numeric	NA
abstract_inverted_index.characterized	numeric	NA
abstract_inverted_index.sludge	character	NA
abstract_inverted_index.surveys	numeric	NA
abstract_inverted_index.contain	numeric	NA
abstract_inverted_index.area.	character	NA
abstract_inverted_index.degradation	numeric	NA
abstract_inverted_index.maintenance	character	NA
abstract_inverted_index.governments	character	NA
abstract_inverted_index.released	numeric	NA
abstract_inverted_index.promote	numeric	NA
abstract_inverted_index.actors	character	NA
abstract_inverted_index.assigned	numeric	NA
abstract_inverted_index.93	numeric	NA
abstract_inverted_index.influences	character	NA
abstract_inverted_index.formal	character	NA
abstract_inverted_index.align	numeric	NA
abstract_inverted_index.recommend	character	NA
abstract_inverted_index.expand	numeric	NA
abstract_inverted_index.shift	numeric	NA
abstract_inverted_index.Water,	numeric	NA
abstract_inverted_index.attributable	numeric	NA
abstract_inverted_index.operation	character	NA
abstract_inverted_index.trained	character	NA
abstract_inverted_index.staff	character	NA
abstract_inverted_index.sustain	character	NA
abstract_inverted_index.guidelines	character	NA
abstract_inverted_index.accountability	numeric	NA
abstract_inverted_index.order	character	NA
abstract_inverted_index.enhanced	numeric	NA
abstract_inverted_index.zero	character	NA
abstract_inverted_index.operator	numeric	NA
abstract_inverted_index.reaching	character	NA
abstract_inverted_index.sectors	character	NA
abstract_inverted_index.relationships	character	NA
abstract_inverted_index.formation	character	NA
abstract_inverted_index.clustering	numeric	NA
abstract_inverted_index.contrast,	numeric	NA
abstract_inverted_index.Multiple	numeric	NA
abstract_inverted_index.compounds	numeric	NA
abstract_inverted_index.containing	character	NA
abstract_inverted_index.Further	numeric	NA
abstract_inverted_index.investigation	numeric	NA
abstract_inverted_index.late	character	NA
abstract_inverted_index.summer	character	NA
abstract_inverted_index.provides	character	NA
abstract_inverted_index.exposure	character	NA
abstract_inverted_index.growth,	numeric	NA
abstract_inverted_index.supply,	numeric	NA
abstract_inverted_index.ensuring	numeric	NA
abstract_inverted_index.quantity	character	NA
abstract_inverted_index.document	character	NA
abstract_inverted_index.primarily	character	NA
abstract_inverted_index.Environmental	character	NA
abstract_inverted_index.First,	numeric	NA
abstract_inverted_index.organic	character	NA
abstract_inverted_index.matter	character	NA
abstract_inverted_index.sewage	character	NA
abstract_inverted_index.operations.	character	NA
abstract_inverted_index.When	character	NA
abstract_inverted_index.civil	numeric	NA
abstract_inverted_index.linked	numeric	NA
abstract_inverted_index.examining	numeric	NA
abstract_inverted_index.contribute	character	NA
abstract_inverted_index.predictors	numeric	NA
abstract_inverted_index.sanitation.	numeric	NA
abstract_inverted_index.Based	character	NA
abstract_inverted_index.research.	numeric	NA
abstract_inverted_index.Ghana	character	NA
abstract_inverted_index.prevalence	character	NA
abstract_inverted_index.piped	character	NA
abstract_inverted_index.third	numeric	NA
abstract_inverted_index.open	character	NA
abstract_inverted_index.members	character	NA
abstract_inverted_index.Key	numeric	NA
abstract_inverted_index.themes	numeric	NA
abstract_inverted_index.1)	character	NA
abstract_inverted_index.2)	character	NA
abstract_inverted_index.city.	character	NA
abstract_inverted_index.loads	character	NA
abstract_inverted_index.Bay	character	NA
abstract_inverted_index.60%	numeric	NA
abstract_inverted_index.shorter	numeric	NA
abstract_inverted_index.median	numeric	NA
abstract_inverted_index.does	numeric	NA
abstract_inverted_index.detectable	numeric	NA
abstract_inverted_index.contamination	character	NA
abstract_inverted_index.infiltration	character	NA
abstract_inverted_index.recharge	character	NA
abstract_inverted_index.groundwater,	numeric	NA
abstract_inverted_index.makes	numeric	NA
abstract_inverted_index.conduct	numeric	NA
abstract_inverted_index.upstream	numeric	NA
abstract_inverted_index.threats	numeric	NA
abstract_inverted_index.activities,	numeric	NA
abstract_inverted_index.following	numeric	NA
abstract_inverted_index.uncertainty	character	NA
abstract_inverted_index.urbanized	character	NA
abstract_inverted_index.air	numeric	NA
abstract_inverted_index.whereas	numeric	NA
abstract_inverted_index.constant	numeric	NA
abstract_inverted_index.years.	character	NA
abstract_inverted_index.useful	character	NA
abstract_inverted_index.conditions.	character	NA
abstract_inverted_index.practitioners	numeric	NA
abstract_inverted_index.rely	character	NA
abstract_inverted_index.rainwater	character	NA
abstract_inverted_index.presents	numeric	NA
abstract_inverted_index.collection	character	NA
abstract_inverted_index.intervention	character	NA
abstract_inverted_index.completed	numeric	NA
abstract_inverted_index.11%	numeric	NA
abstract_inverted_index.remained	numeric	NA
abstract_inverted_index.provision	numeric	NA
abstract_inverted_index.locally	numeric	NA
abstract_inverted_index.countries.	character	NA
abstract_inverted_index.second	numeric	NA
abstract_inverted_index.site	character	NA
abstract_inverted_index.explored	numeric	NA
abstract_inverted_index.interactive	numeric	NA
abstract_inverted_index.intensity	character	NA
abstract_inverted_index.Understanding	numeric	NA
abstract_inverted_index.subsequent	numeric	NA
abstract_inverted_index.flows	character	NA
abstract_inverted_index.detailed	numeric	NA
abstract_inverted_index.watersheds	character	NA
abstract_inverted_index.Upper	character	NA
abstract_inverted_index.dissolved	character	NA
abstract_inverted_index.Colorado	character	NA
abstract_inverted_index.previously	numeric	NA
abstract_inverted_index.protection	numeric	NA
abstract_inverted_index.maximum	character	NA
abstract_inverted_index.contaminant	numeric	NA
abstract_inverted_index.participatory	character	NA
abstract_inverted_index.gender	character	NA
abstract_inverted_index.Cambodia	character	NA
abstract_inverted_index.program	character	NA
abstract_inverted_index.reflect	character	NA
abstract_inverted_index.extent	character	NA
abstract_inverted_index.indicate	character	NA
abstract_inverted_index.engaging	character	NA
abstract_inverted_index.supporting	numeric	NA
abstract_inverted_index.derived	numeric	NA
abstract_inverted_index.sector,	character	NA
abstract_inverted_index.investigate	numeric	NA
abstract_inverted_index.adoption	character	NA
abstract_inverted_index.aged	numeric	NA
abstract_inverted_index.children	character	NA
abstract_inverted_index.facilities.	numeric	NA
abstract_inverted_index.Developing	numeric	NA
abstract_inverted_index.journal	numeric	NA
abstract_inverted_index.articles	numeric	NA
abstract_inverted_index.last	character	NA
abstract_inverted_index.height	numeric	NA
abstract_inverted_index.worldwide	numeric	NA
abstract_inverted_index.offers	numeric	NA
abstract_inverted_index.dynamic	character	NA
abstract_inverted_index.areas,	character	NA
abstract_inverted_index.magnitude	character	NA
abstract_inverted_index.widely	numeric	NA
abstract_inverted_index.humanitarian	character	NA
abstract_inverted_index.Research	character	NA
abstract_inverted_index.online	numeric	NA
abstract_inverted_index.score	character	NA
abstract_inverted_index.according	numeric	NA
abstract_inverted_index.experts	numeric	NA
abstract_inverted_index.evaluating	numeric	NA
abstract_inverted_index.contexts.	character	NA
abstract_inverted_index.priorities.	numeric	NA
abstract_inverted_index.21	character	NA
abstract_inverted_index.means	numeric	NA
abstract_inverted_index.parameters,	numeric	NA
abstract_inverted_index.interest	numeric	NA
abstract_inverted_index.insecurity.	character	NA
abstract_inverted_index.semi-arid	character	NA
abstract_inverted_index.insecurity	character	NA
abstract_inverted_index.dry	character	NA
abstract_inverted_index.techniques.	character	NA
abstract_inverted_index.Given	numeric	NA
abstract_inverted_index.offer	numeric	NA
abstract_inverted_index.prioritize	numeric	NA
abstract_inverted_index.risks,	numeric	NA
abstract_inverted_index.filters	character	NA
abstract_inverted_index.incidence	character	NA
abstract_inverted_index.designed	character	NA
abstract_inverted_index.risk.	numeric	NA
abstract_inverted_index.Local	numeric	NA
abstract_inverted_index.coordination	numeric	NA
abstract_inverted_index.use,	numeric	NA
abstract_inverted_index.isotope	character	NA
abstract_inverted_index.(i.e.,	character	NA
abstract_inverted_index.H	character	NA
abstract_inverted_index.seasons	numeric	NA
abstract_inverted_index.validated	numeric	NA
abstract_inverted_index.annually	numeric	NA
abstract_inverted_index.wells	character	NA
abstract_inverted_index.reliability	character	NA
abstract_inverted_index.overcome	numeric	NA
abstract_inverted_index.households,	character	NA
abstract_inverted_index.women	character	NA
abstract_inverted_index.safely	character	NA
abstract_inverted_index.managed	character	NA
abstract_inverted_index.Although	numeric	NA
abstract_inverted_index.establishing	numeric	NA
abstract_inverted_index.divided	character	NA
abstract_inverted_index.±	character	NA
abstract_inverted_index.12	character	NA
abstract_inverted_index.9	numeric	NA
abstract_inverted_index.15	numeric	NA
abstract_inverted_index.winter	character	NA
abstract_inverted_index.farmers	character	NA
abstract_inverted_index.actual	numeric	NA
abstract_inverted_index.operated	numeric	NA
abstract_inverted_index.northern	character	NA
abstract_inverted_index.arsenic	character	NA
abstract_inverted_index.presented	numeric	NA
abstract_inverted_index.ranged	numeric	NA
abstract_inverted_index.limits	numeric	NA
abstract_inverted_index.60	numeric	NA
abstract_inverted_index.sampled	character	NA
abstract_inverted_index.former	numeric	NA
abstract_inverted_index.wellbeing.	numeric	NA
abstract_inverted_index.year,	numeric	NA
abstract_inverted_index.dataset	character	NA
abstract_inverted_index.suggesting	numeric	NA
abstract_inverted_index.fully	numeric	NA
abstract_inverted_index.San	character	NA
abstract_inverted_index.Out	numeric	NA
abstract_inverted_index.disposal	character	NA
abstract_inverted_index.waterborne	character	NA
abstract_inverted_index.(e.g.	character	NA
abstract_inverted_index.practices,	numeric	NA
abstract_inverted_index.volume	character	NA
abstract_inverted_index.passive	character	NA
abstract_inverted_index.coupled	numeric	NA
abstract_inverted_index.faecal	character	NA
abstract_inverted_index.indicator	character	NA
abstract_inverted_index.contexts	character	NA
abstract_inverted_index.real-time	numeric	NA
abstract_inverted_index.achieving	character	NA
abstract_inverted_index.undertaken	numeric	NA
abstract_inverted_index.First	numeric	NA
abstract_inverted_index.approaches,	character	NA
abstract_inverted_index.planetary	character	NA
abstract_inverted_index.salinity	character	NA
abstract_inverted_index.resulted	numeric	NA
abstract_inverted_index.16S	numeric	NA
abstract_inverted_index.rRNA	numeric	NA
abstract_inverted_index.gene	character	NA
abstract_inverted_index.prioritized	character	NA
abstract_inverted_index.levels.	numeric	NA
abstract_inverted_index.prevent	numeric	NA
abstract_inverted_index.fish	character	NA
abstract_inverted_index.site.	numeric	NA
abstract_inverted_index.removal	character	NA
abstract_inverted_index.pH	character	NA
abstract_inverted_index.confirmed	numeric	NA
abstract_inverted_index.possibly	numeric	NA
abstract_inverted_index.leaves	numeric	NA
abstract_inverted_index.September	numeric	NA
abstract_inverted_index.socially	numeric	NA
abstract_inverted_index.consumption	numeric	NA
abstract_inverted_index.linear	character	NA
abstract_inverted_index.explain	character	NA
abstract_inverted_index.until	character	NA
abstract_inverted_index.outcomes,	numeric	NA
abstract_inverted_index.required.	numeric	NA
abstract_inverted_index.regulatory	character	NA
abstract_inverted_index.adopted	numeric	NA
abstract_inverted_index.connections	numeric	NA
abstract_inverted_index.occur	numeric	NA
abstract_inverted_index.short-term	numeric	NA
abstract_inverted_index.wells.	character	NA
abstract_inverted_index.(including	character	NA
abstract_inverted_index.Both	numeric	NA
abstract_inverted_index.events	numeric	NA
abstract_inverted_index.contaminated	numeric	NA
abstract_inverted_index.worked	character	NA
abstract_inverted_index.knowledges	numeric	NA
abstract_inverted_index.collaborative	character	NA
abstract_inverted_index.central	numeric	NA
abstract_inverted_index.climatic	numeric	NA
abstract_inverted_index.outcome	numeric	NA
abstract_inverted_index.settings,	numeric	NA
abstract_inverted_index.extract	numeric	NA
abstract_inverted_index.production,	numeric	NA
abstract_inverted_index.comparison	numeric	NA
abstract_inverted_index.tank	character	NA
abstract_inverted_index.log	character	NA
abstract_inverted_index.samples.	numeric	NA
abstract_inverted_index.Therefore,	numeric	NA
abstract_inverted_index.wetland	character	NA
abstract_inverted_index.Cl	character	NA
abstract_inverted_index.months,	numeric	NA
abstract_inverted_index.rapidly	numeric	NA
abstract_inverted_index.identification	numeric	NA
abstract_inverted_index.hundreds	numeric	NA
abstract_inverted_index.short	character	NA
abstract_inverted_index.coming	numeric	NA
abstract_inverted_index.always	numeric	NA
abstract_inverted_index.demand,	numeric	NA
abstract_inverted_index.cholera	character	NA
abstract_inverted_index.Sanitation	character	NA
abstract_inverted_index.successful	numeric	NA
abstract_inverted_index.users,	numeric	NA
abstract_inverted_index.Four	numeric	NA
abstract_inverted_index.stakeholder	numeric	NA
abstract_inverted_index.engage	character	NA
abstract_inverted_index.future.	numeric	NA

Example

library(ploswater)
library(ggplot2)
library(lubridate)

# Convert publication_date to Date type
ploswater$publication_date <- as.Date(ploswater$publication_date)

# Create year-month column and count publications
monthly_counts <- ploswater %>%
  mutate(publication_month = floor_date(publication_date, "month")) %>%
  count(publication_month) %>%
  arrange(publication_month)

# Create bar chart
ggplot(monthly_counts, aes(x = publication_month, y = n)) +
  geom_bar(stat = "identity", fill = "steelblue") +
  labs(x = "",
       y = "Number of Publications",
       title = "Number of Publications per Month") +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
  scale_x_date(date_breaks = "3 month", 
               date_labels = "%b %Y")

# Create citation impact visualization
ggplot(ploswater, aes(x = publication_date, y = cited_by_count)) +
  geom_point(aes(size = fwci), alpha = 0.6) +
  scale_size_continuous(name = "Field-Weighted\nCitation Impact") +
  labs(x = "Publication Date",
       y = "Number of Citations",
       title = "Citation Impact Over Time") +
  theme_minimal()

library(gt)

# Compute summary statistics
summary_stats <- data.frame(
  Statistic = c(
    "Mean Citations",
    "Median Citations",
    "Mean FWCI",
    "Total Publications",
    "Correlation: Citations & FWCI"
  ),
  Value = c(
    mean(ploswater$cited_by_count, na.rm = TRUE),
    median(ploswater$cited_by_count, na.rm = TRUE),
    mean(ploswater$fwci, na.rm = TRUE),
    round(nrow(ploswater), 0),
    cor(ploswater$cited_by_count, ploswater$fwci, use = "complete.obs")
  )
)

# Create and print the table using gt
summary_stats %>%
  gt() %>%
  tab_header(
    title = "Summary Statistics"
  )

Statistic	Value
Summary Statistics
Mean Citations	3.0583333
Median Citations	1.0000000
Mean FWCI	1.3637913
Total Publications	240.0000000
Correlation: Citations & FWCI	0.4791594

License

Data are available as CC-BY.

Citation

Please cite this package using:

citation("ploswater")
#> To cite package 'ploswater' in publications use:
#> 
#>   Dubey Y (2025). "ploswater: Data on Publications in PLOS Water
#>   Journal." doi:10.5281/zenodo.14616993
#>   <https://doi.org/10.5281/zenodo.14616993>,
#>   <https://github.com/openwashdata/ploswater>.
#> 
#> A BibTeX entry for LaTeX users is
#> 
#>   @Misc{dubey:2025,
#>     title = {ploswater: Data on Publications in PLOS Water Journal},
#>     author = {Yash Dubey},
#>     year = {2025},
#>     doi = {10.5281/zenodo.14616993},
#>     url = {https://github.com/openwashdata/ploswater},
#>     abstract = {Provides access to publishing trends from PLOS Water Journal.},
#>     version = {0.0.0.9000},
#>   }