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Tidewater goby and estuarine fish records from seining, qPCR and metabarcoding data for Southern California Estuaries in 2023

Metadata Updated: September 16, 2025

This data archive includes R code and data for reproducing the analyses and figures in Lafferty, Metabarcoding is (usually) more cost effective than seining or qPCR for detecting tidewater gobies and other estuarine fishes.   To view the supplementary tables, open the Fig&TableSuppl.docx file. This file also includes the manuscript figures and tables and some explanatory text about how to generate them. To reproduce the figures, open the Fig&TableCode.Rmd in R studio and be sure the needed csv files included in the Dryad repository are in the working directory. The data files include more information than used in the analyses and can be used for other purposes. The code is not software, nor is it intended as an R package, but the code is annotated so others can understand and manipulate it. For each CSV file there is an associated metadata file that defines entries and columns and an information file that contains an abstract and ownership information. One of the data files required to reproduce the analyses (Schmelzle&Kinziger_occupancy.csv) was created from previously published data and was not produced by the author.  Please cite it as: Schmelzle, Molly C., Kinziger, Andrew P. 2015. Data from: Using occupancy modeling to compare environmental DNA to traditional field methods for regional-scale monitoring of an endangered aquatic species. Dryad. 6rs23

Access & Use Information

Public: This dataset is intended for public access and use. License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

Downloads & Resources

Dates

Metadata Created Date September 13, 2025
Metadata Updated Date September 16, 2025

Metadata Source

Harvested from DOI USGS DCAT-US

Additional Metadata

Resource Type Dataset
Metadata Created Date September 13, 2025
Metadata Updated Date September 16, 2025
Publisher U.S. Geological Survey
Maintainer
Identifier http://datainventory.doi.gov/id/dataset/usgs-2d945e49-6553-4c95-aed2-504938d651ee
Data Last Modified 2024-05-30T00:00:00Z
Category geospatial
Public Access Level public
Bureau Code 010:12
Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
Metadata Catalog ID https://ddi.doi.gov/usgs-data.json
Schema Version https://project-open-data.cio.gov/v1.1/schema
Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
Harvest Object Id ee721d3e-5ca5-48dc-a21a-4077d2007b71
Harvest Source Id 2b80d118-ab3a-48ba-bd93-996bbacefac2
Harvest Source Title DOI USGS DCAT-US
Metadata Type geospatial
Old Spatial -119.3000, 34.1000, -119.0500, 34.2500
Source Datajson Identifier True
Source Hash 8c3baf7ee76a5c689b2918bc6d527279f61e196536a1996cb47d4f6833ce4f9c
Source Schema Version 1.1
Spatial {"type": "Polygon", "coordinates": -119.3000, 34.1000, -119.3000, 34.2500, -119.0500, 34.2500, -119.0500, 34.1000, -119.3000, 34.1000}

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