Phenological mismatch is less important than total nectar availability for checkerspot butterflies
Data files
Oct 14, 2024 version files 5.53 MB
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bcbformattedFINAL.csv
526.50 KB
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herbariumformattedFINAL.csv
4.73 MB
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longevityFINAL.csv
96.96 KB
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nectar.csv
75.25 KB
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README.md
35.05 KB
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transects.csv
68.72 KB
Abstract
Changes in phenology are a conspicuous fingerprint of climate change, leading to fears that phenological mismatches among interacting species will be a leading cause of population declines and extinction. We used quantile regression to analyze museum collection data and estimate changes in the phenological overlap of Baltimore checkerspot butterflies and twelve common nectar plant species over several decades in two geographic regions. We combined these museum data with field estimates of each species’ flower density and nectar sugar production to estimate changes in resource availability caused by shifts in phenological overlap. Phenological overlap (measured as the proportion of plant flowering during the flight period of an average butterfly) decreased through time, primarily because the flowering period of nectar plants was longer, but the flight period of butterflies was shorter in recent years. Our study was also motivated by the hypothesis that phenological mismatches may be more severe in the southern region due to a midsummer dearth in floral resources, but this hypothesis was not supported by our data. Although phenological overlap was somewhat smaller in the southern region, changes in overlap through time were similar in both regions. When phenological overlap was weighted by nectar sugar production of different species, the overlap increased in the southern region but decreased in the northern region (the opposite of our prediction). Overall, nectar resources were much more abundant at study sites in our northern region than in our southern region, possibly due to differences in land management. Our study demonstrates the complexities of phenological mismatch of interacting species, and highlights that phenological changes may have small impacts on population viability.
https://doi.org/10.5061/dryad.rr4xgxdhk
Description of the data and file structure
These data are from a study of changes in phenology of Baltimore checkerspot butterflies (Euhpydryas phaeton) and their common nectar plants. Data were collected in two sets of sites, one near Boston Massachusetts and one near Baltimore Maryland, with an aim to understanding contemporary spatial variation in nectar plant abundance and phenological overlap, as well as changes in historical phenology.
This package contains five data sets. Two (“bcb formatted.csv”, “herbarium formatted.csv”) include specimen sightings of Baltimore checkerspot butterflies and common nectar plants (respectively) compiled from museums and herbaria (respectively). Three describe a study of nectar plants in the field, including information on species abundance and phenology (“transects.csv”), nectar sugar per flower (“nectar.csv”), and floral longevity (“longevity.csv”). The package also includes the R scripts we used to format these data. Data derived from BAMONA (Butterflies and Moths of North America) have been redacted from these files and need to be downloaded directly from their website (https://www.butterfliesandmoths.org(opens in new window)) with addribution to BAMONA. Therefore, the code will reproduce the analyses for checkerspot butterfly sighting data, but not lead to the same conclusions unless those data are obtained explicitly. These rows of data are shown as “NA” for all information except the source of the record.
Files and variables
File: bcb_formatted.csv
Description: records of Baltimore checkerspot butterflies from zoological collections
Variables
- ocurrenceID: The ID number for that record. Most are provided by the database. For UCONN, UWM, and AMNH one of us (JA) assigned ID numbers
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collectionCode: For GBIF and SCAN, the collection code is the abbreviation for the museum the record is from (i.e. MCZ) or the observation network it is from (i.e. iNaturalist). For BAMONA, it’s the name of the group that provided the data. MABC=Massachusetts Butterfly Club, BFNC=Notes on the Butterflies of North Carolina Database, VTBS=Vermont Butterfly Survey. ‘Individual’ means a specific person’s name was provided, and ‘None’ means that the data source was not specified. For UCONN, the collection code is MABA for the Massachusetts Butterfly Atlas Vouchers, Wagner for the Wagner collection, and UCONN for the specimens from the main University of Connecticut collection.
Other databases/museums have the same collection code for all records.For GBIF and SCAN, the collection code is the abbreviation for the museum the record is from (i.e. MCZ) or the observation network it is from (i.e. iNaturalist). For BAMONA, it’s the name of the group that provided the data. MABC=Massachusetts Butterfly Club, BFNC=Notes on the Butterflies of North Carolina Database, VTBS=Vermont Butterfly Survey. ‘Individual’ means a specific person’s name was provided, and ‘None’ means that the data source was not specified.
For UCONN, the collection code is MABA for the Massachusetts Butterfly Atlas Vouchers, Wagner for the Wagner collection, and UCONN for the specimens from the main University of Connecticut collection.
Other databases/museums have the same collection code for all records.
See the end of this document for full list of collection codes
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database: The database/museum that each record came from.
AMNH: the American Museum of Natural History
BAMONA: (Butterflies and Moths of North America):
https://www.butterfliesandmoths.org
eButterfly: http://www.e-butterfly.org
GBIF: (Global Biodiversity Information Facility): https://www.gbif.org
McGuire: the McGuire Center for Lepidoptera and Biodiversity
SCAN: (Symbiota Collections of Arthropods Network): http://scan-bugs.org/portal/
Smithsonian: the Smithsonian National Museum of Natural History
UCONN: University of Connecticut
UWM: University of Wisconsin-Madison
- basisOfRecord: observation’ if it was a sighting of the butterfly in the wild, and ‘specimen’ if the butterfly is in a museum or other collection. Note: for some records from eButterfly and BAMONA that didn’t have pictures available online, there’s a chance that the observation/specimen classification may not be correct.
- scientificName: Name of the species (Euphydryas phaeton).
- eventDate: Date of collection in MM/DD/YYYY format. Only records that had day, month, and year information are included. For ones that give a range of dates for collection, i.e. 6/19/1954-6/22/1954, the middle date was selected (rounded down if necessary, i.e. 6/20/1954,) and a note was made in the notes column.
- year: Date of collection split up into three separate columns. This is the year.
- month: Date of collection split up into three separate columns. This is the month.
- day: Date of collection split up into three separate columns. This is the day.
- startDayOfYear: Day of the year the butterfly was collected/observed on (leap years taken into account when calculating, starting from January 1 = 1).
- dayCode: The year and day of year together. A variable created to be able to sort records chronologically, since Excel doesn’t recognize dates in the 1800’s as dates.
- lifeStage:
- ‘adult’ if there is a photograph or notes that verify that it is an adult butterfly.
- ‘assumed adult’ if it is either a museum specimen that doesn’t have a photograph (a few museum specimens were larvae/pupae), or a BAMONA observation with no photograph where the organism type was listed as ‘Butterfly’ (some listed as butterfly were actually caterpillars).
- ‘not listed’ if no information is given about whether it is an adult butterfly. It’s probably an adult, but there’s no way to be sure.
- Larva and pupa records have been removed
- lifeStageNotes: Notes about why the life stage is listed as ‘assumed adult’.
- generalNotes: Notes about any abnormalities/issues with the record. Notes in quotation marks came with the record.
- locationNotes: Notes about any issues with the location, or about where the coordinates came from. Notes in quotation marks came with the record.
- stateProvince: Location information about where the butterfly was found, if provided. Only used records that had at least the county or a more specific location.
- county: Location information about where the butterfly was found, if provided. Only used records that had at least the county or a more specific location.
- municipality: Location information about where the butterfly was found, if provided. Only used records that had at least the county or a more specific location.
- locality: Location information about where the butterfly was found, if provided. Only used records that had at least the county or a more specific location.
- decimalLatitude: Latitude for the butterfly’s location.
- decimalLongitude: Longitude for the butterfly’s location.
- coordinateUncertaintyInMeters: Measure of confidence in the accuracy of the latitude and longitude.
- coordinateSource: Where the coordinates came from. Either provided by the collector/database, or looked up online using google maps or GEOLocate.
- picture: Is there a picture of the butterfly/specimen available to view online? ‘Y’ for yes, and ‘N’ for no.
- recordedBy: Name of the person who collected/observed the butterfly.
- within.year.duplicate…place.: notes for identifying duplicate specimens
- within.year.duplicate…county.: notes for identifying duplicate specimens
- lat2: latitude rounded to the nearest 0.1
- lon2: longitude rounded to the nearest 0.1
- id: unique identifier used for identifying duplicate specimens
List of Collection Codes for butterflies:
SCAN
ANSP: Academy of Natural Sciences Entomology Collection - Live Data
BISON: BugGuide/PollardBase
CU: Clemson University Arthropod Collection
DCH: The Davidson College Entomology Collection
FMNH: Field Museum of Natural History Collection of Insects, Arachnids, and Myriapods
GMNH: University of Georgia Collection of Arthropods
HALF: Peter Hall Observations
iNaturalist: iNaturalist Research-grade Observations
INHS: Illinois Natural History Survey Insect Collection
LEPSOC: The Lepidopterists’ Society Season Summary
Lyman: Lyman Entomological Museum
MCMUC: McMaster University Collection
MCZ: Museum of Comparative Zoology, Harvard University
MISSA: Mississippi Entomological Museum
MMMN: Manitoba Museum of Man and Nature
MSU: The Albert J. Cook Arthropod Research Collection
OMNH: The Sam Noble Museum Department of Recent Invertebrates
PU: The Purdue Entomological Research Collection
RALF: Ross A. Layberry Observations
TTRSNHM : Tall Timbers Research Station Natural History Museum
UAM: University of Alberta Museums, E. H. Strickland Entomological Museum
UD: University of Delaware Insect Research Collection
UI: William F. Barr Entomological Museum
UMNH: Entomology Collection at the Natural History Museum of Utah
USNM: United States National Museum, Entomology Collections
UWOC: University of Western Ontario Collection
YPM: Yale Peabody Museum, Entomology Division
GBIF
ACFC: Agriculture Canada, Fredericton Collection
AWC: Alan Wormington Collection
CFSF: Canadian Forestry Service Collection, Fredericton
CNC: Canadian National Collection
EPLV: Espace pour la vie
HYO: Museum of Nature and Human Activities, Hyogo Pref.
iNaturalist: iNaturalist Research-grade Observations
NBMC: New Brunswick Museum Collection
OMNH: Sam Noble Oklahoma Museum of Natural History
RBINS: Royal Belgian Institute of Natural Sciences
ROM: Royal Ontario Museum
UGUC: University of Guelph Collection
Ville: Ville de Trois-Rivières Bioblitz
BAMONA
MABC: Massachusetts Butterfly Club
BFNC: Notes on the Butterflies of North Carolina Database
VTBS: Vermont Butterfly Survey
Individual: a specific person’s name was provided
None: the data source was not specified
UCONN
MABA: Massachusetts Butterfly Atlas
Wagner: the Wagner collection
UCONN: University of Connecticut
eButterfly
eButterfly
Smithsonian
NMNH
UWM
WIRC
McGuire Center
MGCL
American Museum of Natural History
AMNH
File: longevity.csv
Description: Counts of how many days an individual flower of a species stays open
Variables
- Year: Year the data were collected (2018 or 2019).
- State: State where the data was collected(Maryland or Massachusetts). Also has Washington, because that’s where the Achillea millefolium data were collected.
- Site: Site where the data were collected.
- PlantID: The scientific name (species and genus) of the plant. If only the genus is known, the species is listed as “sp”.
- CommonName: A common name for the plant species.
- Label: The label number and/or color used to identify the flower in the field.
- DaysOpen: The number of days that the flower was open.If the exact number of days open was unsure (i.e.1 or 2), the lower number was used.
- Notes: Any notes about the data, either copied from the field data sheets or added later.
- StartDate: The first day that data was recorded about that flower.
- Day_X (1-17): The state of the flower on each day it was checked (bud, flower, dead, etc.).
File: nectar.csv
Description: Data for washing flowers in the field, and lab analysis of samples for sugar content
Variables
- PlantID: The scientific name (species and genus) of the plant. If only the genus is known, the species is listed as “sp”.
- CommonName: A common name for the plant species.
- Label: The label number on the tube in which the nectar sample was stored. Many samples had an extra copy stored in a tube with the same number.
- Absorbance: The absorbance of the sample as read by the spectrophotometer.
- Concentration: The sugar concentration of the sample in μg/ml as read by the spectrophotometer. The highest standard was 400 μg/ml, so we can’t accurately quantify the concentration of samples with a reading higher than 400 μg/ml. Samples with a negative concentration have effectively no sugar.
- NumberWashed: The number of individual flowers or florets washed as part of one sample.
- ConcFlower: Concentration divided by NumberWashed, to get the concentration of nectar in a single flower.
- DateAnalyzed: The date that the samples were processed in the lab.
- AnalysisNotes: Any notes regarding the lab analysis of the sample.
- State: State in which the flowers were washed (Maryland or Massachusetts). Also has Washington, because that’s where the Achillea millefolium data was collected.
- Site: Site where the data were collected.
- CollectionNotes: Any notes regarding the washing of the flower, either copied from the field data sheets or added later.
- DateBagged: The date the flower was bagged to exclude insects from eating the nectar.
- TimeBagged: The time the flower was bagged to exclude insects from eating the nectar.
- DateCollected: The date the flower was washed. Flowers were washed approximately 24 hours after they were bagged.
- TimeCollected: The time the flower was washed. Flowers were washed approximately 24 hours after they were bagged.
- HoursInCooler: How many hours the sample spent in the cooler before being transferred to the -20 freezer.
- DateNeg80: The date the sample was transferred to the -80 freezer.
- DaysNeg20 : The number of days the sample spent in the -20 freezer before being transferred to the -80 freezer.
- DaysNeg80 : The number of days the sample spent in the -80 freezer before being transferred to the -80 freezer.
- TransitDate: For samples collected in Maryland, the date the sample was sent to Massachusetts.
- Melted: For samples collected in Maryland, indicates whether or not the sample melted while in transit to Massachusetts.
File: transects.csv
Description: Counts of flowering units in transects at each site
Variables
- Year: Year the data wawere s collected. All transect data ares from 2019, because the 2018 transect data were collected following a different protocol.
- Date: Date the data were collected.
- State: State where the data were collected (Maryland or Massachusetts).
- Site: Site where the data were collected.
- Transect: The transect in which the data were collected. Each site had up to ten 20 m x 1 m transects distributed throughout suitable area in the site.
- PlantID: The scientific name (species and genus) of the plant. If only the genus is known, the species is listed as “sp”.
- CommonName: A common name for the plant species.
- FloweringUnit: What was classified as one “flowering unit” of that species (i.e. single flower, inflorescence, head of a composite flower, etc.). Note: flowering units were classified with different naming conventions in Maryland and Massachusetts.
- Count: How many blooming flowering units of that species were in that transect.
- Notes: Any notes about the data, either copied from the field data sheets or added later.
File: herbarium_formatted.csv
Description: Herbarium specimen records, for use in inferring changes in plant phenology through time
Variables
- ocurrenceID: The ID number for that record, provided by the database.
- database: The database that each record came from. MW for the Consortium of Midwest Herbaria. http://midwestherbaria.org/portal/ , NE for the Consortium of Northeastern Herbaria. http://portal.neherbaria.org/portal/
- collectionCode: The collection code is the abbreviation for the museum/collection that the record is from.** **See the end of this document for full list of collection codes.
- basisOfRecord: ‘observation’ if it was a sighting of the plant in the wild, and ‘specimen’ if the plant is in a museum or other collection.
- scientificName: Name of the species of nectar plant.
- genus: Scientific name spilt out into genus and species. This is the genus.
- specificEpithet: Scientific name spilt out into genus and species. This is the species
- eventDate: Date of collection in MM/DD/YYYY format. Only records that had day, month, and year information are included. For ones that give a range of dates for collection, i.e. 6/19/1954-6/22/1954, the middle date was selected (rounded down if necessary, i.e. 6/20/1954,) and a note was made in the notes column.
- year: Date of collection split up into three separate columns. This is the year.
- month: Date of collection split up into three separate columns. This is the month.
- day: Date of collection split up into three separate columns. This is the day of month.
- startDayOfYear: Date described as day of year during the year it was collected on (leap years taken into account when calculating).
- dayCode: The year and day of year together. A variable created to be able to sort records chronologically, since Excel doesn’t recognize dates in the 1800’s as dates.
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phenology: The life stage of the plant. Determined based on notes, descriptions, or pictures, or provided by the database. The phenology is listed as ‘NA’ if there’s no picture or phenology info provided.
For ones that were determined based on picture:
‘vegetative’: just leaves present
‘buds’: just unopened buds
‘flowering’: has flowers
‘flowering and buds’: has both flowers and unopened buds present
‘flowering and fruit’: has both flowers and fruit present
‘flowering and buds and fruit’: has flowers, buds, and fruit all present
‘fruit’: has fruit but no flowers
Phenology determination notes for individual species:
Achillea millefolium: the flowers/buds grow in clusters. I classified a cluster as ‘flowering’ if there were any petals present in the cluster, and ‘buds’ if there were no petals present.
Galium spp: not recording if it has buds or not, unless it just has buds and no flowers/fruit, due to difficulty in determining what is a bud.
Rudbeckia hirta: some specimens were collected because they were unusual flower forms/mutations. A note was made if this made it difficult to tell the phenology
Eutrochium spp: can be difficult to tell the difference between flowers and buds. If a flower has split open, the fruit is visible, even if the plant is not actually fruiting yet.
- phenologyNotes: Notes about issues/difficulties in determining phenology.
- generalNotes: Notes about any abnormalities/issues with the record.
- locationNotes: Notes about any issues with the location, or about where the coordinates came from.
- stateProvince: Location information about where the plant was found, if provided. Only used records that had at least the county or a more specific location. This is the state or province of collection.
- county: Location information about where the plant was found, if provided. Only used records that had at least the county or a more specific location. This is the county of collection.
- municipality: Location information about where the plant was found, if provided. Only used records that had at least the county or a more specific location. This is the municipality (town or city) of collection.
- locality: Location information about where the plant was found, if provided. Only used records that had at least the county or a more specific location. This is other locality information
- decimalLatitude: Latitude for the plant’s location.
- decimalLongitude: Longitude for the plant’s location.
- coordinateUncertaintyInMeters: Measure of confidence in the accuracy of the latitude and longitude.
- picture: Is there a picture of the plant available to view online? ‘Y’ for yes, and ‘N’ for no.
- pictureChecked: Has the picture been checked for phenology/additional location information? ‘Y’ for yes, ‘N’ for no (if the picture hasn’t been checked yet), ‘NA’ for no picture.
- inBCBrange: Is this record from a state/province where Baltimore checkerspots have also been found? ‘Y’ for yes, ‘?’ if the state is unknown but can be determined by checking the picture. All that are ‘N’ for no have been removed.
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buds: Does the plant have buds?
‘Y’ for yes
‘N’ for no
‘maybe’ if the phenology of the plant or the description is unclear and there may be buds
‘unknown’ if the phenology of the plant is unknown. In addition, most galium records have ‘unknown’ for buds, due to the difficulties in identifying buds
-
flowers: Does the plant have flowers?
‘Y’ for yes
‘N’ for no
‘maybe’ if the phenology of the plant or the description is unclear and there may be flowers
‘unknown’ if the phenology of the plant is unknown.
-
fruit: Does the plant have fruit?
‘Y’ for yes
‘N’ for no
‘maybe’ if the phenology of the plant or the description is unclear and there may be fruit
‘unknown’ if the phenology of the plant is unknown.
- coordinateSource: Where the coordinates came from. Either provided by the collector, by the database, or looked up online using google maps or GEOLocate.
- coordinateUncertaintySource: Whether the coordinate uncertainty was included with the record (provided), given by the website that calculated the coordinates (GEOLocate), or if I calculated it myself (best estimate).
- recordedBy: Name of the person who collected the plant, if provided.
- references: The link from the database to the online record.
- lat2: latitude rounded to the nearest 0.1
- lon2: longitude rounded to the nearest 0.1
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id: unique identifier used for identifying duplicate specimens
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List of Collection Codes for plants:
Consortium of Northeastern Herbaria (NE)
A: Harvard University Herbaria, Herbarium of the Arnold Arboretum
ACAD: E. C. Smith Herbarium, Acadia University
AMES: Orchid Herbarium of Oakes Ames, Harvard University Herbaria
ASRI: Audubon Society of Rhode Island Herbarium
BART: Bartlett Arboretum Herbarium
BRU: Brown University Herbarium
BSN: Boston University, Stuart K. Harris Herbarium
CBS: Yale Peabody Museum of Natural History, Connecticut Botanical Society
CCNL: Connecticut College, Charles B. Graves Herbarium
CCSU: Central Connecticut State University, Orville Bissett Herbarium
CHRB: Rutgers University, Chrysler Herbarium
CONN: University of Connecticut, George Safford Torrey Herbarium
ECON: Harvard University Herbaria, Economic Herbarium of Oakes Ames
GH: Harvard University Herbaria, The Gray Herbarium
GRCH: Colgate University, George R. Cooley Herbarium
HF: Harvard University Herbaria, Harvard Forest Herbarium
KESC: Keene State College Herbarium
KIRI: University of Rhode Island Herbarium
LEH: Lehigh University, Francis J. Trembley Herbarium
MAINE: University of Maine Herbaria
MASS: University of Massachusetts Amherst, Herbarium
MT: Université de Montréal Biodiversity Centre, Marie-Victorin Herbarium
NEBC: Harvard University Herbaria, New England Botanical Club
NFLD: Memorial University of Newfoundland, Agnes Marion Ayre Herbarium
NHA: University of New Hampshire, Albion R. Hodgdon Herbarium
NY: New York Botanical Garden
QFA: Herbier Louis-Marie, Université Laval
SEINet: Southwest Environmental Information Network
SPWH: MBLWHOI Library Herbarium, Woods Hole Oceanographic Institution
VT: University of Vermont, Pringle Herbarium, New England vascular plants
WCSU: Western Connecticut State University Herbarium
WGCH: Wilton Garden Club Herbarium
WSCH: Westfield State University Herbarium
YPM: Yale Peabody Museum of Natural History
Consortium of Midwest Herbaria (MW)
A: Harvard University Herbaria, Herbarium of the Arnold Arboretum
AASU: Armstrong State University Herbarium
ALA: University of Alaska Museum
ALBC: Albion College
ANHC: Arkansas Natural Heritage Commission Herbarium
APCR: Arkansas Tech University Herbarium
APSC: Austin Peay State University Herbarium
ARCH: Archbold Biological Station
ARIZ: University of Arizona Herbarium
ASC: Northern Arizona University, Deaver Herbarium
ASU: Arizona State University
AUA: Auburn University, John D. Freeman Herbarium
AVCH: City of Alexandria Herbarium
BALT: Towson University
BCH: Berry College Herbarium
BCWS: Burgundy Center for Wildlife Studies, Coopers Cove Herbarium
BDI: Putnam Museum and Science Center
BDWR: Bridgewater College Herbarium
BENN: Bennington College Herbarium
BEREA: Berea College, Ralph L. Thompson Herbarium
BHO: Ohio University, Bartley Herbarium
BOON: Appalachian State University, I. W. Carpenter, Jr. Herbarium
BRIT: BRIT Philecology Herbarium
BRU: Brown University Herbarium
BRY: Brigham Young University, S. L. Welsh Herbarium
BUT: Butler University, Friesner Herbarium
CALVIN: Calvin College
CATU: Catawba College Herbarium
CAU: Campbell University Herbarium
CHIC: Chicago Botanic Garden
CHRB: Rutgers University, Chrysler Herbarium
CINC: University of Cincinnati, Margaret H. Fulford Herbarium
CLEMS: Clemson University Herbarium
CM: Carnegie Museum of Natural History Herbarium
CMC: Central Michigan University
CMN: Canadian Museum of Nature
COLO: University of Colorado Museum of Natural History Herbarium Vascular Plant Collection
CONV: Converse College Herbarium
CS: Colorado State University Herbarium
CSCN: High Plains Herbarium at Chadron State College
DBG: Kathryn Kalmbach Herbarium
DEK: Northern Illinois University Herbarium
DES: Desert Botanical Garden Herbarium
DOV: Delaware State University, Claude E. Phillips Herbarium
DSC: Delta State University
DUKE: Duke University
ECON: Harvard University Herbaria, Economic Herbarium of Oakes Ames
ECUH: East Carolina University Herbarium
EIU: Eastern Illinois University, Stover-Ebinger Herbarium
EKY: Eastern Kentucky University, Ronald L. Jones Herbarium
EMC: Eastern Michigan University Herbarium
ETSU: East Tennessee State University, John C. Warden Herbarium
F: Field Museum of Natural History
FARM: Longwood University, Harvill-Stevens Herbarium
FLAS: University of Florida Herbarium
FLD: Fort Lewis College Herbarium
FMUH: Francis Marion University Herbarium
FSU: Florida State University’s Robert K. Godfrey Herbarium
FTU: University of Central Florida Herbarium
FUGR: Furman University, Ives Herbarium
GA: University of Georgia Herbarium
GAS: Georgia Southern University Herbarium
GEO: Emory University Herbarium
GH: Harvard University Herbaria, The Gray Herbarium
GMUF: George Mason University, Ted R. Bradley Herbarium
GREE: UNC Herbarium
GSW: Georgia Southwestern State University Herbarium
GVSC: Grand Valley State University
HBSH: Highlands Biological Station Herbarium
HCHM: Hope College
HEND: Henderson State University Herbarium
HLSD: Hillsdale College Herbarium
HNT: Huntington Botanical Gardens Herbarium
HPC: Howard Payne University Herbarium
HTTU: Tennessee Technological University Herbarium
HUDC: Howard University Herbarium
HUNT: Huntington University Herbarium
HXC: Hendrix College Herbarium
ICHAUWAY: Jones Center at Ichauway Herbarium
ILL: University of Illinois Herbarium
ILLS: Illinois Natural History Survey
IND: Indiana University Herbarium, Deam Herbarium
ISTC: University of Northern Iowa, Grant Herbarium
JEF: Indiana University Southeast Herbarium
JMUH: James Madison University Herbarium
KANU: University of Kansas Ronald L. McGregor Herbarium
KE: Kent State University Herbarium
KNK: Northern Kentucky University, John W. Thieret Herbarium
KSP: Pittsburg State University, Theodore M. Sperry Herbarium
LCDI: Luther College
LEA: University of Lethbridge Herbarium
LFCC: Lord Fairfax Community College Herbarium
LOB: California State University, Long Beach Herbarium
LSU: Louisiana State University, Shirley C. Tucker Herbarium
LSUA: Louisiana State University of Alexandria Herbarium
LSUS: Louisiana State University Shreveport, D. T. MacRoberts Herbarium
LYN: Lynchburg College, Ramsey-Freer Herbarium
MARY: University of Maryland, Norton-Brown Herbarium
MCA: Muhlenberg College
MDKY: Morehead State University Herbarium
MEM: University of Memphis Herbarium
MESA: Colorado Mesa University, Walter A. Kelley Herbarium
MICH: University of Michigan Herbarium
MIN: J. F. Bell Museum of Natural History Herbarium
MISS: University of Mississippi, Thomas M. Pullen Herbarium
MISSA: Mississippi State University
MMNS: Mississippi Museum of Natural Science Herbarium
MO: Missouri Botanical Garden
MOAR: Morris Arboretum of University of Pennsylvania
MOR: Morton Arboretum
MOVC: Cornell College Herbarium
MSC: Michigan State University
MSUB: Montana State University - Billings
MTSU: Middle Tennessee State University
MU: Miami University, Willard Sherman Turrell Herbarium
MUHW: Marshall University
MUR: Murray State University Herbarium
MWCF: University of Mary Washington Herbarium
MWI: Western Illinois University, R. M. Myers Herbarium
NBYC: Newberry College Herbarium
NCSC: North Carolina State University Vascular Plant Herbarium
NCSM: North Carolina Museum of Natural Sciences Herbarium
NCU: University of North Carolina Chapel Hill Herbarium
NCZP: North Carolina Zoological Park
ND: University of Notre Dame, Greene/Nieuwland Herbarium
NEBC: Harvard University Herbaria, New England Botanical Club
NHI: Natural History Institute Herbarium
NLU: University of Louisiana at Monroe Herbarium
NMC: New Mexico State University Herbarium
NMCR: New Mexico State University Range Science
NO: Tulane Herbarium
NY: New York Botanical Garden
OBI: Robert F. Hoover Herbarium, Cal Poly State University
ODU: Old Dominion University Herbarium
OS: Ohio State University Herbarium
PAC: Pennsylvania State University Herbarium
PEMB: University of North Carolina Pembroke Herbarium
PGC: Petersburg Garden Club Herbarium
PH: Academy of Natural Sciences of Drexel University
PIHG: Florida Department of Agriculture and Consumer Services, Division of Plant Industry
POM: California Botanic Garden Herbarium
RARO: Raven Rock State Park Herbarium
RENO: University of Nevada Herbarium
RM: Rocky Mountain Herbarium
RSA: Rancho Santa Ana Botanic Garden Herbarium
SALK: University of South Carolina Salkehatchie Herbarium
SAU: St. Ambrose University
SBAC: Silver Bluff Audubon Center Herbarium
SBBG: Clifton Smith Herbarium, Santa Barbara Botanic Garden
SC: Salem College
SCFS: Sagehen Herbarium
SDSU: San Diego State University
SEINet: General Research Observations
SEL: Marie Selby Botanical Gardens Herbarium
SELU: Southeastern Louisiana University, Glen N. Montz Herbarium
SENEY: Seney National Wildlife Refuge
SIM: Staten Island Museum
SJNM: San Juan College Herbarium
SJSU: San Jose State University, Carl W. Sharsmith Herbarium
SNM: Dale A. Zimmerman Herbarium at Western New Mexico University
STAR: Arkansas State University
SUCO: Jewell and Arline Moss Settle Herbarium at SUNY Oneonta
SWANER: Swaner Preserve and EcoCenter
SWMT: Rhodes College Herbarium
TAWES: Maryland Department of Natural Resources
TENN: University of Tennessee
TROY: Troy University Herbarium
TTC: E.L. Reed Herbarium at Texas Tech University
TTRS: Tall Timbers Research Station
UAC: University of Calgary Herbarium
UAM: University of Arkansas at Monticello
UARK: University of Arkansas Herbarium
UCAC: University of Central Arkansas Herbarium
UCHT: University of Tennessee, Chattanooga
UCR: University of California, Riverside Plant Herbarium
UNA: University of Alabama
UNCA: University of North Carolina, Asheville
UNCC: Mecklenburg County Park and Recreation Herbarium
UNLV: University of Nevada, Las Vegas; Wesley E. Niles Herbarium
UNM: University of New Mexico Herbarium
UOS: University of the South - Sewanee Herbarium
URV: University of Richmond Herbarium
USAM: University of South Alabama Herbarium
USCH: University of South Carolina, A. C. Moore Herbarium
USCS: University of South Carolina Upstate Herbarium
USF: University of South Florida Herbarium
USFWS: Patuxent Research Refuge - Maryland
USMS: University of Southern Mississippi Herbarium
USU: Utah State University Eastern
UT: Garrett Herbarium, Natural History Museum of Utah
UTM: University of Tennessee Martin Herbarium
UVSC: Utah Valley University Herbarium
UWFP: University of West Florida
UWL: University of Wisconsin-LaCrosse
UWM: University of Wisconsin-Milwaukee
UWSP: University of Wisconsin-Stevens Point, Robert W. Freckmann Herbarium
VCU: Virginia Commonwealth University Herbarium
VDB: Vanderbilt University Herbarium
VPI: Virginia Polytechnic Institute and State University, Massey Herbarium
VSC: Valdosta State University Herbarium
VSUH: Virginia State University Herbarium
VT: University of Vermont, Pringle Herbarium, vascular plants excluding those from New England
WCUH: Western Carolina University Herbarium
WET: Wartburg College
WEWO: Weymouth Woods Sandhills Nature Preserve Herbarium
WGC: University of West Georgia Herbarium
WILLI: College of William and Mary Herbarium
WINU: Winthrop University Herbarium
WIS: University of Wisconsin-Madison, Wisconsin State Herbarium
WMU: Western Michigan University
WVA: West Virginia University Herbarium
WVW: West Virginia Wesleyan College, George B. Rossbach Herbarium
WVC: Warren Wilson College Herbarium
Access information
Other publicly accessible locations of the data:
- none
Data was derived from the following sources:
- See description in text and meta data