Biodiversity Data Journal :
Data Paper (Biosciences)
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Corresponding author: Sara E. Hansen (hanse2s@cmich.edu)
Academic editor: Yu Ito
Received: 02 Nov 2021 | Accepted: 26 Jan 2022 | Published: 09 Feb 2022
This is an open access article distributed under the terms of the CC0 Public Domain Dedication.
Citation:
Hansen SE, Cahill BC, Hackett RA, Monfils MJ, Goebel RT, Asencio S, Monfils A (2022) Aggregated occurrence records of invasive European frog-bit (Hydrocharis morsus-ranae L.) across North America. Biodiversity Data Journal 10: e77492. https://doi.org/10.3897/BDJ.10.e77492
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European frog-bit (Hydrocharis morsus-ranae L.; EFB) is a free-floating aquatic plant invasive in Canada, the United States and India. It is native to Europe and northern and western Asia and is believed to have first been introduced to North America in Ottawa, Ontario in 1932. It has since spread by way of the St. Lawrence River and connected waterways to southern Ontario and Quebec and parts of the northern United States. Invasive European frog-bit occurs in freshwater coastal wetlands and inland waters, where it can form dense mats that have the potential to limit recreational and commercial use of waterways, alter water chemistry and impact native species and ecosystems. Data on the past and present distribution of this invasive species provide geospatial information that can be used to infer the pattern of invasion and inform management and monitoring targeted at preventing secondary spread. Our EFB dataset contains 12,037 preserved specimen and observation-based occurrence records, including 9,994 presence records spanning two Canadian provinces and ten U.S. states and 2,043 absence records spanning five U.S. states. The aggregated EFB dataset provides a curated resource that has been used to guide a Michigan management strategy and provide information for ongoing efforts to develop invasion risk assessments, species distribution models and decision-support tools for conservation and management.
Specimen-based and observation-based occurrence data were accessed through nine digital data repositories or aggregators and three primary sources. Twenty-six percent of the data are new records not previously published to a data repository or aggregator prior to this study. We removed duplicate data and excluded records with incorrect species identifications. Occurrence records without coordinates were georeferenced from recorded locality descriptions. Data were standardised according to Darwin Core. This aggregated dataset is the most complete account of EFB occurrence records in its North American invasive range.
European frog-bit, Laurentian Great Lakes, invasive plants, aquatic ecosystems, wetlands, occurrence records, specimen data
European frog-bit (Hydrocharis morsus-ranae L.; EFB) is a free-floating aquatic plant, native to Europe and northern and western Asia and invasive to North America and India (
European frog-bit grows in rosettes and reproduces both sexually and asexually and can be found in Laurentian Great Lakes coastal wetlands, inland lakes and slow-moving streams and man-made waterbodies, such as ponds and roadside ditches (
European frog-bit has become an issue of concern in the Great Lakes Region due to the perception it could impact recreational water use and wetland ecosystems. European frog-bit can be found in dense floating mats that have the potential to limit water flow and impede commercial and recreational use of waterways (
The European Frog-bit Collaborative was established in autumn 2018 to improve coordination and collaboration amongst stakeholders and build consensus on the next steps for EFB management and research in Michigan. The EFB Collaborative identified historic and current EFB distribution as a priority information need for EFB management. Known distribution is critical for determining habitat suitability and the factors that drive EFB invasion, predicting future EFB spread and establishment and identifying high-priority areas for targeted EFB monitoring and management. The aggregated dataset has helped guide the development of objectives, work plans and priorities as part of the European Frog-bit Adaptive Management Framework (EFB AMF;
To compile the aggregated EFB occurrence dataset, we accessed specimen-based and observation-based data across the invasive range of North America. We included occurrence records from herbaria, digital data aggregators and individual researchers. Our aggregation and curation efforts included duplicate identification and removal, georeferencing and data validation and standardisation. The final dataset contains 12,037 records, including 9,994 presence records and 2,043 absence records (
Coastal and inland aquatic ecosystems in the United States and Canada are threatened by the spread of invasive European frog-bit. We aggregated, cleaned and curated all available specimen- and observation-based occurrence records in the U.S. and Canada to create a comprehensive spatiotemporal occurrence dataset across the invasive range of EFB in North America. The dataset has been used to provide information for management planning for EFB in Michigan and will continue to be used for EFB distribution modelling and risk assessments throughout the Great Lakes Region. By making the dataset freely available for reuse, we provide a valuable data resource for researchers and managers to continue EFB management efforts in the Great Lakes and beyond.
Aggregated occurrence records of invasive European frog-bit (Hydrocharis morsus-ranae L.) across North America.
We include all accessible North American occurrences (observation- and specimen-based) dating from 1932 to July 2021 in the dataset. The data represent occurrence records from two Canadian provinces (Ontario and Quebec) and thirteen U.S. states, ten of which have recorded EFB presence (Florida, Maine, Michigan, New Jersey, New York, Ohio, Pennsylvania, Vermont, Washington State and Wisconsin) and three of which have recorded absence only (Illinois, Indiana and Kentucky; Table
Presence and absence records by state and province from the first record in North America in 1932 to 2021.
State/Province | Presence | Absence |
Ontario, Canada | 1596 | 0 |
Quebec, Canada | 250 | 0 |
Florida, United States | 1 | 0 |
Illinois, United States |
0 |
75 |
Indiana, United States | 0 | 92 |
Kentucky, United States | 0 | 3 |
Maine, United States | 2 | 0 |
Michigan, United States | 6571 | 1715 |
New Jersey, United States | 1 | 0 |
New York, United States | 1394 | 0 |
Ohio, United States | 74 | 158 |
Pennsylvania, United States | 31 | 0 |
Vermont, United States | 65 | 0 |
Washington, United States | 8 | 0 |
Wisconsin, United States | 1 | 0 |
European frog-bit occurrence records were aggregated from digital data repositories, natural history collections and university researchers (Table
Number of observation-based and specimen-based records in the aggregated dataset by data provider.
Records |
|
Observation-based data provider |
11,404 |
Central Michigan University Herbarium (CMC; |
2,827 |
Early Detection and Distribution Mapping System (EDDMapS; |
722 |
Global Biodiversity Information Facility (GBIF; |
17 |
Literature-derived ( |
1 |
iMapInvasives ( |
835 |
iNaturalist ( |
746 |
Midwest Invasive Species Information Network (MISIN; |
6,131 |
United States Geological Survey Nonindigenous Aquatic Species Database (USGS NAS; |
125 |
Specimen-based data provider |
633 |
Agriculture and Agri-Food Canada National Collection of Vascular Plants (DAO) |
150 |
Austin Peay State University Herbarium (APSC) |
1 |
B.A. Bennett Herbarium (BABY) |
1 |
Buffalo Museum of Science (BUF) |
4 |
Canadian Museum of Nature (CMN) |
15 |
Carnegie Museum of Natural History (CM) |
3 |
Central Michigan University Herbarium (CMC) |
130 |
Chico State Herbarium (CHSC) |
1 |
Harvard University New England Botanical Club Herbarium (NEBC) |
1 |
Herbier du Québec (QUE) |
14 |
Indiana University Herbarium (IND) |
2 |
Kent State University Herbarium (KE) |
1 |
Marie-Victorin Herbarium (MT) |
42 |
McGill University Herbarium (MTMG) |
4 |
Miami University Willard Sherman Turrell Herbarium (MU) |
7 |
Michigan State University Herbarium (MSC) |
4 |
New York Botanical Garden Herbarium (NY) |
5 |
New York State Museum (NYS) |
11 |
Northern Kentucky University Herbarium (KNK) |
1 |
Royal British Columbia Museum (RBCM) |
3 |
Royal Ontario Museum Green Plant Herbarium (TRT) |
17 |
Smithsonian National Museum of Natural History (US) |
4 |
State University of New York, College at Oneonta Herbarium (SUCO) |
1 |
Université Laval Herbier Louis-Marie (QFA) |
80 |
University of Alberta Vascular Plant Herbarium (ALTA) |
16 |
University of British Columbia Herbarium (UBC) |
6 |
University of Calgary Herbarium (UAC) |
2 |
University of California Riverside Plant Herbarium (UCR) |
1 |
University of Connecticut George Safford Torrey Herbarium (CONN) |
11 |
University of Georgia Herbarium (GA) |
2 |
University of Idaho Herbarium (ID) |
2 |
University of Illinois Herbarium (ILL) |
1 |
University of Michigan Herbarium (MICH) |
77 |
University of Notre Dame Greene-Nieuwland Herbarium (ND) |
1 |
University of Texas Herbarium (TEX) |
1 |
University of Vermont Pringle Herbarium (VT) |
5 |
University of Washington Herbarium (WTU) |
5 |
Wisconsin State Herbarium (WIS) |
1 |
Absence records were contributed from two specific projects:
Central Hardwood Invasives Plant Network Joint Aquatic Invasive Species Survey (CHIP-N) - Regional effort launched in 2009 to survey invasive species in the central midwestern United States (https://www.rtrcwma.org/CHIP-N/). This project contributed 328 total absence records spanning Illinois, Indiana and Ohio.
Central Michigan University Herbarium (CMC) - Research funded in 2020 to assess EFB abundance and ecosystem impacts in Saginaw Bay, St. Clair Flats and Lake Erie in Michigan. Data were collected using standard methodologies (
The total number of records by observation-based data provider or herbarium collection is given in Table
Field names and contents of raw data were standardised to ensure consistent capitalisation, spelling, grammar, taxon naming conventions and formatting to conform to Darwin Core standards, as described in the Darwin Core Quick Reference Guide (
We identified and consolidated duplicate observation-based records held by multiple online repositories, retaining all record numbers to ensure each merged record would be traceable to every online source that houses it. We merged specimen-based records only when they were taken from the same specimen sheet (as verified by examining each original specimen image) or associated with an observation-based record. When specimens were known to be physical duplicates (separate individuals collected by the same collector at the same time and place) or when images were not available, specimen-based records were retained.
We standardised information in the eventDate and eventTime fields to conform to ISO 8601-1:2019 and recorded original dates in the verbatimEventDate field, as per Darwin Core standards (
One hundred and fifty digitised specimen images were provided by Agriculture and Agri-Food Canada's National Collection of Vascular Plants (DAO;
Data were corrected and modified only to the extent necessary to improve clarity and usability; original content was maintained whenever possible. When locality strings were updated using associated data or linked records, original locality strings were retained in verbatimLocality, as per Darwin Core standards (
When provided, original geographic coordinates were retained. When no coordinates of any kind were available (290 records), we georeferenced records using the GEOLocate Web Application (
30.3207 and 49.7652 Latitude; -121.9681 and -69.8762 Longitude.
This dataset contains records from a single species, European frog-bit (Hydrocharis morsus-ranae L.) Higher classifications were obtained from
Rank | Scientific Name |
---|---|
kingdom | Plantae |
class | Magnoliopsida |
order | Alismatales |
family | Hydrocharitaceae |
genus | Hydrocharis |
species | Hydrocharis morsus-ranae L. |
The data range from 1932 to 29 July 2021 (Fig.
See individual records for usage rights.
Data fields and contents have been standardised to 89 Darwin Core Archive columns. The following table lists column names and descriptions as they appear in the Darwin Core quick reference guide (
Column label | Column description |
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type | The nature or genre of the resource. |
modified | The most recent date-time on which the resource was changed. |
language | A language (or languages) of the resource. |
license | A legal document giving official permission to do something with the resource. |
rightsHolder | A person or organisation owning or managing rights over the resource. |
accessRights | Information about who can access the resource or an indication of its security status. |
bibliographicCitation | A bibliographic reference for the resource as a statement indicating how this record should be cited (attributed) when used. |
references | A related resource that is referenced, cited or otherwise pointed to by the described resource. |
institutionID | An identifier for the institution having custody of the object(s) or information referred to in the record. |
collectionID | An identifier for the collection or dataset from which the record was derived. |
datasetID | An identifier for the set of data. May be a global unique identifier or an identifier specific to a collection or institution. |
institutionCode | The name (or acronym) in use by the institution having custody of the object(s) or information referred to in the record. |
collectionCode | The name, acronym, coden or initialism identifying the collection or dataset from which the record was derived. |
datasetName | The name identifying the dataset from which the record was derived. |
ownerInstitutionCode | The name (or acronym) in use by the institution having ownership of the object(s) or information referred to in the record. |
basisOfRecord | The specific nature of the data record. |
informationWithheld | Additional information that exists, but that has not been shared in the given record. |
dynamicProperties | A list of additional measurements, facts, characteristics, or assertions about the record. Meant to provide a mechanism for structured content. |
occurrenceID | An identifier for the Occurrence (as opposed to a particular digital record of the occurrence). In the absence of a persistent global unique identifier, construct one from a combination of identifiers in the record that will most closely make the occurrenceID globally unique. |
catalogNumber | An identifier (preferably unique) for the record within the dataset or collection. Note: If a catalogNumber did not exist, one was constructed from existing record identifiers. |
recordNumber | An identifier given to the Occurrence at the time it was recorded. Often serves as a link between field notes and an Occurrence record, such as a specimen collector's number. |
recordedBy | A list (concatenated and separated) of names of people, groups or organisations responsible for recording the original Occurrence. The primary collector or observer, especially one who applies a personal identifier (recordNumber), should be listed first. |
recordedByID | A list (concatenated and separated) of the globally unique identifier for the person, people, groups or organisations responsible for recording the original Occurrence. |
individualCount | The number of individuals represented present at the time of the Occurrence. |
lifeStage | The age class or life stage of the biological individual(s) at the time the Occurrence was recorded. |
reproductiveCondition | The reproductive condition of the biological individual(s) represented in the Occurrence. |
establishmentMeans | Statement about whether an organism or organisms have been introduced to a given place and time through the direct or indirect activity of modern humans. |
occurrenceStatus | A statement about the presence or absence of a Taxon at a Location. |
preparations | A list (concatenated and separated) of preparations and preservation methods for a specimen. |
disposition | The current state of a specimen with respect to the collection identified in collectionCode or collectionID. |
associatedMedia | A list (concatenated and separated) of identifiers (publication, global unique identifier, URI) of media associated with the Occurrence. |
associatedReferences | A list (concatenated and separated) of identifiers (publication, bibliographic reference, global unique identifier, URI) of literature associated with the Occurrence. |
associatedSequences | A list (concatenated and separated) of identifiers (publication, global unique identifier, URI) of genetic sequence information associated with the Occurrence. |
associatedTaxa | A list (concatenated and separated) of identifiers or names of taxa and their associations with the Occurrence. |
otherCatalogNumbers | A list (concatenated and separated) of previous or alternate fully qualified catalogue numbers or other human-used identifiers for the same Occurrence, whether in the current or any other dataset or collection. |
occurrenceRemarks | Comments or notes about the Occurrence. |
fieldNumber | An identifier given to the event in the field. Often serves as a link between field notes and the Event. |
eventDate | The date-time or interval during which an Event occurred. For occurrences, this is the date-time when the event was recorded. |
eventTime | The time or interval during which an Event occurred. |
startDayOfYear | The earliest integer day of the year on which the Event occurred (1 for 1 January, 365 for 31 December, except in a leap year, in which case it is 366). |
endDayOfYear | The latest integer day of the year on which the Event occurred (1 for 1 January, 365 for 31 December, except in a leap year, in which case it is 366). |
year | The four-digit year in which the Event occurred, according to the Common Era Calendar. |
month | The integer month in which the Event occurred. |
day | The integer day of the month on which the Event occurred. |
verbatimEventDate | The verbatim original representation of the date and time information for an Event. |
habitat | A category or description of the habitat in which the Event occurred |
eventRemarks | Comments or notes about the Event. |
continent | The name of the continent in which the Location occurs. |
waterBody | The name of the water body in which the Location occurs. |
island | The name of the island on or near which the Location occurs. |
country | The name of the country or major administrative unit in which the Location occurs. |
countryCode | The standard code for the country in which the Location occurs. |
stateProvince | The name of the next smaller administrative region than country (state, province, canton, department, region, etc.) in which the Location occurs. |
county | The full, unabbreviated name of the next smaller administrative region than stateProvince (county, shire, department, etc.) in which the Location occurs. |
municipality | The full, unabbreviated name of the next smaller administrative region than county (city, municipality, etc.) in which the Location occurs. Do not use this term for a nearby named place that does not contain the actual location. |
locality | The specific description of the place. Less specific geographic information can be provided in other geographic terms (higherGeography, continent, country, stateProvince, county, municipality, waterBody, island, islandGroup). This term may contain information modified from the original to correct perceived errors or standardise the description. |
verbatimLocality | The original textual description of the place. |
minimumElevationInMeters | The lower limit of the range of elevation (altitude, usually above sea level), in metres. |
verbatimElevation | The original description of the elevation (altitude, usually above sea level) of the Location. |
verbatimDepth | The original description of the depth below the local surface. |
locationAccordingTo | Information about the source of this Location information. Could be a publication (gazetteer), institution or team of individuals. |
locationRemarks | Comments or notes about the Location. |
decimalLatitude | The geographic latitude (in decimal degrees, using the spatial reference system given in geodeticDatum) of the geographic centre of a Location. Positive values are north of the Equator, negative values are south of it. Legal values lie between -90 and 90, inclusive. |
decimalLongitude | The geographic longitude (in decimal degrees, using the spatial reference system given in geodeticDatum) of the geographic centre of a Location. Positive values are east of the Greenwich Meridian, negative values are west of it. Legal values lie between -180 and 180, inclusive. |
geodeticDatum | The ellipsoid, geodetic datum or spatial reference system (SRS) upon which the geographic coordinates given in decimalLatitude and decimalLongitude are based. |
coordinateUncertaintyInMeters | The horizontal distance (in metres) from the given decimalLatitude and decimalLongitude describing the smallest circle containing the whole of the Location. Leave the value empty if the uncertainty is unknown, cannot be estimated or is not applicable (because there are no coordinates). Zero is not a valid value for this term. |
verbatimCoordinates | The verbatim original spatial coordinates of the Location. The coordinate ellipsoid, geodeticDatum or full Spatial Reference System (SRS) for these coordinates should be stored in verbatimSRS and the coordinate system should be stored in verbatimCoordinateSystem. |
verbatimLatitude | The verbatim original latitude of the Location. The coordinate ellipsoid, geodeticDatum or full Spatial Reference System (SRS) for these coordinates should be stored in verbatimSRS and the coordinate system should be stored in verbatimCoordinateSystem. |
verbatimLongitude | The verbatim original longitude of the Location. The coordinate ellipsoid, geodeticDatum or full Spatial Reference System (SRS) for these coordinates should be stored in verbatimSRS and the coordinate system should be stored in verbatimCoordinateSystem. |
verbatimCoordinateSystem | The coordinate format for the verbatimLatitude and verbatimLongitude or the verbatimCoordinates of the Location. |
georeferencedBy | A list (concatenated and separated) of names of people, groups or organisations who determined the georeference (spatial representation) for the Location. |
georeferencedDate | The date on which the Location was georeferenced. |
georeferenceProtocol | A description or reference to the methods used to determine the spatial footprint, coordinates and uncertainties. |
georeferenceSources | A list (concatenated and separated) of maps, gazetteers or other resources used to georeference the Location, described specifically enough to allow anyone in the future to use the same resources. |
georeferenceVerificationStatus | A categorical description of the extent to which the georeference has been verified to represent the best possible spatial description. |
georeferenceRemarks | Notes or comments about the spatial description determination, explaining assumptions made in addition or opposition to the those formalised in the method referred to in georeferenceProtocol. |
identificationID | An identifier for the Identification (the body of information associated with the assignment of a scientific name). May be a global unique identifier or an identifier specific to the dataset. |
identifiedBy | A list (concatenated and separated) of names of people, groups or organisations who assigned the Taxon to the subject. |
identifiedByID | A list (concatenated and separated) of the globally unique identifier for the person, people, groups or organisations responsible for assigning the Taxon to the subject. |
dateIdentified | The date on which the subject was determined as representing the Taxon. |
identificationRemarks | Comments or notes about the Identification. |
scientificName | The full scientific name, with authorship and date information if known. |
kingdom | The full scientific name of the kingdom in which the taxon is classified. |
class | The full scientific name of the class in which the taxon is classified. |
order | The full scientific name of the order in which the taxon is classified. |
family | The full scientific name of the family in which the taxon is classified. |
genus | The full scientific name of the genus in which the taxon is classified. |
taxonRank | The taxonomic rank of the most specific name in the scientificName. |
vernacularName | A common or vernacular name. |
Funding for this project was provided by the United States Environmental Protection Agency Great Lakes Restoration Initiative through the Michigan Department of Environment, Great Lakes, and Energy - Water Resources Division and Michigan Department of Environment, Great Lakes, and Energy - Office of the Great Lakes. This research was supported by the Earth and Ecosystem Science PhD program at Central Michigan University. We thank Heather Cole for providing specimens and feedback and Daniel Hribar and Hunter Torolski for their cooperation in acquiring and compiling occurrence records. We are very grateful for the expert advice of technical reviewer Robert Mesibov and editor-in-chief Vincent Smith.