cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.dynzwe
title: Occurrence Download

description: A dataset containing 3706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Giraffa camelopardalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 3706 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015518-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15483833
title: Synthetic Cell, mixmat and cov for 3x2

description: Includes binned C_ells, (binned identity) mixing matrix and Gaussian covariance for 3x2, to be used with cloelib/cloelike. Produced up to ell max = 5000 and with 32 ell bins. Uses 6 redshift bins with the n(z) from the other record on Zenodo. Both the synthetic data and the covariance were generated with the following parameters:



'H0': 67.0, 'Omega_cdm0': 0.27, 'Omega_b0': 0.049, 'Omega_k0': 0.0, 'mnu': 0.0, 'w0': -1.0, 'wa': 0.0, 'ns': 0.96, 'As': 2.1e-9,

'log10TAGN': 7.75,

'AIA':0.16, 'EtaIA':1.66,

'b1_photo_poly0': 1.33291, 'b1_photo_poly1': -0.72414,

'b1_photo_poly2': 1.0183, 'b1_photo_poly3': -0.14913,

'magnification_bias_1': 0.0, 'magnification_bias_2': 0.0,

'magnification_bias_3': 0.0, 'magnification_bias_4': 0.0,

'magnification_bias_5': 0.0, 'magnification_bias_6': 0.0,

'dz_pos_1': 0.0, 'dz_pos_2': 0.0,

'dz_pos_3': 0.0, 'dz_pos_4': 0.0,

'dz_pos_5': 0.0, 'dz_pos_6': 0.0,

'multiplicative_bias_1': 0.0, 'multiplicative_bias_2': 0.0,

'multiplicative_bias_3': 0.0, 'multiplicative_bias_4': 0.0,

'multiplicative_bias_5': 0.0, 'multiplicative_bias_6': 0.0,

'dz_shear_1': 0.0, 'dz_shear_2': 0.0,

'dz_shear_3': 0.0, 'dz_shear_4': 0.0,

'dz_shear_5': 0.0, 'dz_shear_6': 0.0,
DOI: 10.48597/2rwd-a6uj
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/8zqr-urke
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/27nz-x4fj
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/4gca-nhez
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/4s9j-gurp
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/53fw-7795
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/5mnd-yx49
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/7796-wqjq
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/7grm-bdx9
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/7pyf-y27e
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/a32r-6nxd
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/b5ma-m48x
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/ewuf-yt6g
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/fm38-xv5b
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/gpbf-5saj
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/h6zv-84pe
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/hk72-ugct
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/kbb9-exub
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/ky3k-qq3t
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/prqh-92y4
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/q3d9-k2w9
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/qqj6-488g
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/rj87-q7y3
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/t8br-pv2y
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/tggu-qt66
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/urn2-b77h
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/utkz-w5f7
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/w43f-sxpg
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/w4ab-9s9w
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/wxsw-aqgq
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/4jed-zs9h
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/5nfw-ebry
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/69cn-ns7z
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/7zdf-yrh9
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/9y73-jtdh
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/b37f-mzs3
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/bdqz-5x3t
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/egqf-3a4k
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/fmdp-b4xv
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/g34j-6stb
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/mztg-zf72
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/pukk-84d2
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/rzp8-c9jd
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/s7e2-239y
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/sanh-g3ns
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/t7tv-zhnm
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/tzqb-49ts
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/v6x8-zejd
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/va32-xspf
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/x9h9-x3pe
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/xy5b-9czv
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/xzw4-v2e5
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/z9h7-etjv
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/2gcs-g6xp
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/2n22-exnk
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/383b-dtqw
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/39fj-65vy
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/45zw-5fgs
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/4pwz-vat7
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/5nxr-z5z8
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/7kzn-sxz3
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/7sav-98ba
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/7y5k-35yz
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/86es-ur37
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/8ak7-49ja
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/9uts-drgm
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/ag2y-thna
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/gdtr-gvn2
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/ht9s-te4a
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/hxpy-syem
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/hzmk-ypj2
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/jcvm-k9u5
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/jdb2-vyj3
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/kg4c-yenp
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/mzzk-zf5f
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/ntub-5jcm
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/ntx4-3qeh
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/p2yv-y2wx
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/q8kz-dn74
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/qzrj-8hm4
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/sh7x-4hn8
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/sv83-kc68
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/vs5m-u3nf
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/vw67-7txg
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/w2nm-zwjc
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/wu2f-3vhm
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/wucv-znus
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/y8aq-bqz5
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/zf9w-ufy4
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/d88z-yy92
title: Measurement of Ozone at Vilsandi

description: Measurement of Ozone at Vilsandi
DOI: 10.48597/d8n6-mhmk
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.48597/wzg7-n3p4
title: Measurement of Ozone at Lahemaa

description: Measurement of Ozone at Lahemaa
DOI: 10.5281/zenodo.14577324
title: Strong coupling quantum electrodynamics Hartree-Fock response theory - Dataset

description: Dataset complement to "Strong coupling quantum electrodynamics Hartree-Fock response theory" - includes outputs obtained using the eT program, an open-source electronic (and molecular-polaritonic) structure program.

See the paper at: 10.1021/acs.jpca.5c01166
DOI: 10.5281/zenodo.14577325
title: Strong coupling quantum electrodynamics Hartree-Fock response theory - Dataset

description: Dataset complement to "Strong coupling quantum electrodynamics Hartree-Fock response theory" - includes outputs obtained using the eT program, an open-source electronic (and molecular-polaritonic) structure program.

See the paper at: 10.1021/acs.jpca.5c01166
DOI: 10.34740/kaggle/dsv/11922144
title: Brain Tumors MRI Crystal Clean Colorized Dataset
DOI: 10.5281/zenodo.15496645
title: Code and data for "How do empirical metacommunity ecologists (not) define local communities and how could these be better defined?"

description: This repository contains the R code and data required to reproduce the analyses and simulations presented in the manuscript "How do empirical metacommunity ecologists (not) define local communities and how could these be better defined?" by Lluís Serra-Domínguez, Otso Ovaskainen, and Nerea Abrego.

 

See README for further details.
DOI: 10.5281/zenodo.15464247
title: Data for "Symmetry verification for noisy quantum simulations of non-Abelian lattice gauge theories"

description: Data and script for the all figures in the paper "Symmetry verification for noisy quantum simulations of non-Abelian lattice gauge theories".

The folder "FiguresData" contains data for all the figures.The folder "Matlab_materials" contains raw data used to produce figures by the script Pics_script, and codes with functions and the main script used to produce simulations and data.
DOI: 10.5281/zenodo.15464248
title: Data for "Symmetry verification for noisy quantum simulations of non-Abelian lattice gauge theories"

description: Data and script for the all figures in the paper "Symmetry verification for noisy quantum simulations of non-Abelian lattice gauge theories".

The folder "FiguresData" contains data for all the figures.The folder "Matlab_materials" contains raw data used to produce figures by the script Pics_script, and codes with functions and the main script used to produce simulations and data.
DOI: 10.25824/redu/kdlfgl
title: Repercussões psicossociais do transtorno mental em adolescentes nas relações familiares

description: Os dados descrevem os temas que compõem as repercussões psicossociais do transtorno mental em adolescentes nas relações familiares, conforme os estudos incluídos na revisão de escopo. Esses temas incluem repercussões emocionais no bem-estar subjetivo das relações familiares, repercussões emocionais desfavoráveis e repercussões sociais.
DOI: 10.5281/zenodo.15496904
title: table_samp
DOI: 10.5281/zenodo.15496905
title: table_samp
DOI: 10.18112/openneuro.ds006128.v1.0.5
title: Data for "Modeling 2D Spatio-Tactile Population Receptive Fields of the Fingertip in Human Primary Somatosensory Cortex"
DOI: 10.5281/zenodo.15496873
title: NKAT-Ultimate-Unification

description: We present the first deep-learning verification of the Non-Commutative Kolmogorov–Arnold Theory (NKAT), a candidate for ultimate unification of quantum fields, gravity and information.Using a GPU-accelerated spectral-triple simulator with kernel-adapting neural networks, we drive the spectral-dimension error on 64³ lattices down to 4.34×10−54.34\times10^{-5}4.34×10−5.We show that (i) Moyal and κ\kappaκ-Minkowski star products satisfy Jacobi consistency and yield indistinguishable physics, (ii) the θ-running remains finite and smooth over 20 orders of energy, and (iii) the Connes distance reproduces an almost flat emergent metric.Compactifying eleven-dimensional M-theory on a seven-dimensional Calabi–Yau manifold reproduces the NKAT parameter set within <0.1%<0.1\%<0.1%.The resulting predictions—γ-ray time-delay ≤ 1.6×10−191.6\times10^{-19}1.6×10−19 s (CTA), vacuum birefringence ≤ 10−1310^{-13}10−13 rad km−1^{-1}−1 (PVLAS-II) and atomic-interferometer phase shift Δϕ∼10−7Δ\phi\sim10^{-7}Δϕ∼10−7 rad (MAGIS-100)—are testable with current or near-future experiments.All code, data and trained checkpoints (47 MB) are released under CC-BY-4.0.Our results demonstrate that modern machine-learning pipelines can rigorously validate non-perturbative quantum-gravity candidates and deliver concrete experimental targets.
DOI: 10.5281/zenodo.15496874
title: NKAT-Ultimate-Unification

description: We present the first deep-learning verification of the Non-Commutative Kolmogorov–Arnold Theory (NKAT), a candidate for ultimate unification of quantum fields, gravity and information.Using a GPU-accelerated spectral-triple simulator with kernel-adapting neural networks, we drive the spectral-dimension error on 64³ lattices down to 4.34×10−54.34\times10^{-5}4.34×10−5.We show that (i) Moyal and κ\kappaκ-Minkowski star products satisfy Jacobi consistency and yield indistinguishable physics, (ii) the θ-running remains finite and smooth over 20 orders of energy, and (iii) the Connes distance reproduces an almost flat emergent metric.Compactifying eleven-dimensional M-theory on a seven-dimensional Calabi–Yau manifold reproduces the NKAT parameter set within <0.1%<0.1\%<0.1%.The resulting predictions—γ-ray time-delay ≤ 1.6×10−191.6\times10^{-19}1.6×10−19 s (CTA), vacuum birefringence ≤ 10−1310^{-13}10−13 rad km−1^{-1}−1 (PVLAS-II) and atomic-interferometer phase shift Δϕ∼10−7Δ\phi\sim10^{-7}Δϕ∼10−7 rad (MAGIS-100)—are testable with current or near-future experiments.All code, data and trained checkpoints (47 MB) are released under CC-BY-4.0.Our results demonstrate that modern machine-learning pipelines can rigorously validate non-perturbative quantum-gravity candidates and deliver concrete experimental targets.
DOI: 10.15468/dl.vx9ycj
title: Occurrence Download

description: A dataset containing 4205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drosophila suzukii (Matsumura, 1931)"
 ]
}

 The dataset includes 4205 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015521-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13997146
title: SIVFLORA: Southern Islands Vascular Flora database

description: The Southern Islands Vascular Flora (SIVFLORA) dataset is a globally significant, open-access resource that compiles essential biodiversity data on vascular plants from islands across the Southern Ocean. Covering major taxonomic divisions, SIVFLORA provides a comprehensive overview of plant diversity in these isolated and environmentally sensitive regions, with a total of 14,589 records representing 886 species, 95 families, and 42 orders. This dataset highlights the rich biodiversity of these remote islands, documenting that 58.62% of taxa are native, 9.61% are endemic, and 31.77% are alien species. Such diversity underscores the islands’ ecological importance as sentinels of global environmental change. The Falkland/Malvinas Islands, the most species-rich, contrast sharply with less diverse islands like the South Orkney Islands. SIVFLORA offers critical insights into island biogeography, endemism, and the impacts of anthropogenic pressures on Southern Ocean flora, providing a foundational tool for researching biodiversity patterns and ecosystem responses to climate change in extreme environments.
DOI: 10.5281/zenodo.13997147
title: SIVFLORA: Southern Islands Vascular Flora dataset

description: The Southern Islands Vascular Flora (SIVFLORA) database is a globally significant, open-access resource that compiles essential biodiversity data on vascular plants from islands across the Southern Ocean. Covering major taxonomic divisions, SIVFLORA provides a comprehensive overview of plant diversity in these isolated and environmentally sensitive regions, with a total of 14,589 records representing 886 species, 95 families, and 42 orders. This dataset highlights the rich biodiversity of these remote islands, documenting that 58.62% of taxa are native, 9.61% are endemic, and 31.77% are alien species. Such diversity underscores the islands’ ecological importance as sentinels of global environmental change. The Falkland/Malvinas Islands, the most species-rich, contrast sharply with less diverse islands like the South Orkney Islands. SIVFLORA offers critical insights into island biogeography, endemism, and the impacts of anthropogenic pressures on Southern Ocean flora, providing a foundational tool for researching biodiversity patterns and ecosystem responses to climate change in extreme environments.
DOI: 10.5281/zenodo.14639076
title: SIVFLORA: Southern Islands Vascular Flora database

description: The Southern Islands Vascular Flora (SIVFLORA) dataset is a globally significant, open-access resource that compiles essential biodiversity data on vascular plants from islands across the Southern Ocean. Covering major taxonomic divisions, SIVFLORA provides a comprehensive overview of plant diversity in these isolated and environmentally sensitive regions, with a total of 14,589 records representing 886 species, 95 families, and 42 orders. This dataset highlights the rich biodiversity of these remote islands, documenting that 58.62% of taxa are native, 9.61% are endemic, and 31.77% are alien species. Such diversity underscores the islands’ ecological importance as sentinels of global environmental change. The Falkland/Malvinas Islands, the most species-rich, contrast sharply with less diverse islands like the South Orkney Islands. SIVFLORA offers critical insights into island biogeography, endemism, and the impacts of anthropogenic pressures on Southern Ocean flora, providing a foundational tool for researching biodiversity patterns and ecosystem responses to climate change in extreme environments.
DOI: 10.5066/p9c7gf0l
title: Fish Community and habitat assessment in the Sandusky River, OH, April 2021 through October 2021

description: Data includes fish abundance and habitat data collected at ten sites in the Sandusky River, OH. Fish were collected using two 3.67 m long hoop nets with an initial hoop diameter of 0.91 m. Nets were set perpendicular to the current, opening toward the shoreline. Nets were set for approximately 24 hours and catch rates for each set were defined as the number of fish caught in the two hoop nets per 24-hour sampling period. Fish were identified to species, measured for total length (mm), and released. Water quality was taken daily at each site at approximately the same time of day with a YSI Exo2 multiparameter sonde. Physical habitat data was recorded at the start of each trial. Vegetation coverage was characterized by type of vegetation and genus (submerged, emerged, or floating) and substrate was also categorized (silt, sand, clay, rock). Physical habitat was recorded as percent and defined as the percentage of the sampling area (e.g. within 50-m of each platform) covered by a feature at the time of data collection. Daily minimum and maximum depths (m) were calculated from data recorded Onset HOBO water level data loggers, which were attached to two of the floating platforms approximately 0.5-m above the substrate. The distance of each site from the confluence of Muddy Creek Bay (m) was estimated from the mid-point of a site using ArcGIS Pro v. 2.7.1. This data was used to assess the fish assemblage in the Sandusky River, focusing on changes in assemblage following the removal of the Ballville Dam in 2018.