cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/9vrs-vp74
title: Paranganni pollen surface sample dataset

description: Raw data for the Paranganni pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/nc3w-sv40
title: Quebrada La Higuera Upper Middens vertebrate fauna dataset

description: Raw data for the Quebrada La Higuera Upper Middens vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7d1a-zs42
title: Swarth Moor testate amoebae surface sample dataset

description: Raw data for the Swarth Moor testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/rq8y-hz77
title: Little Wewoka Creek Site 15 Reservoir diatom dataset

description: Raw data for the Little Wewoka Creek Site 15 Reservoir diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/pmge-w628
title: Whirlpool Lake water chemistry dataset

description: Raw data for the Whirlpool Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/dbwg-r183
title: Putussibau Peat Dome geochemistry dataset

description: Raw data for the Putussibau Peat Dome geochemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0ds9-xh25
title: Point Beazer [DgPh-3] vertebrate fauna dataset

description: Raw data for the Point Beazer [DgPh-3] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/c619-ma06
title: Beaver (hollnd) water chemistry dataset

description: Raw data for the Beaver (hollnd) water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/wb8q-wk43
title: Sauveterre pollen dataset

description: Raw data for the Sauveterre pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/8xqj-4j34
title: Komořanské jezero testate amoebae dataset

description: Raw data for the Komořanské jezero testate amoebae dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.nq4wc4
title: Occurrence Download

description: A dataset containing 621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex morrowii Boott",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 621 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022597-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/g6ce-bd87
title: Russell diatom bottom sample dataset

description: Raw data for the Russell diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/egzb-xm46
title: Willow Lake diatom surface sample dataset

description: Raw data for the Willow Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/hxq1-f191
title: Otter Falls Lake diatom surface sample dataset

description: Raw data for the Otter Falls Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/p2hn-rn96
title: MRT216 pollen surface sample dataset

description: Raw data for the MRT216 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/p9ds-0a85
title: LDDsite4952 ostracode surface sample dataset

description: Raw data for the LDDsite4952 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/57r4-xm37
title: Upper Twin testate amoebae surface sample dataset

description: Raw data for the Upper Twin testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/navm-w812
title: Lake CI26 water chemistry dataset

description: Raw data for the Lake CI26 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/14tv-0v85
title: LDDsite564 ostracode surface sample dataset

description: Raw data for the LDDsite564 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/jk1s-vg18
title: Mt Shengena pollen dataset

description: Raw data for the Mt Shengena pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.3kqabs
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sasa senanensis (Franch. & Sav.) Rehder",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 891 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022598-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/akgj-z511
title: LDDsite6432 ostracode surface sample dataset

description: Raw data for the LDDsite6432 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/j8qv-a529
title: Haarlem Spaarnwouderstraat pollen dataset

description: Raw data for the Haarlem Spaarnwouderstraat pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/35jv-j425
title: LDDsite4523 water chemistry dataset

description: Raw data for the LDDsite4523 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ftgk-8y43
title: Morrison Village [33RO-3] vertebrate fauna dataset

description: Raw data for the Morrison Village [33RO-3] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/z83d-pn95
title: LDDsite1080 ostracode surface sample dataset

description: Raw data for the LDDsite1080 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ctj1-7f86
title: Tourbière de Mouthe pollen dataset

description: Raw data for the Tourbière de Mouthe pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/1qkh-e013
title: Second Lake diatom dataset

description: Raw data for the Second Lake diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/402f-p538
title: LDDsite2873 ostracode surface sample dataset

description: Raw data for the LDDsite2873 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.ydhpyy
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ribes ambiguum Maxim.",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022600-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/yr1f-ye77
title: SIER18 pollen surface sample dataset

description: Raw data for the SIER18 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ptwn-6012
title: LDDsite5465 water chemistry dataset

description: Raw data for the LDDsite5465 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/p6sm-5m20
title: Little Clear Lake diatom bottom sample dataset

description: Raw data for the Little Clear Lake diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4jtf-6a09
title: F13t-PE4WL1 pollen surface sample dataset

description: Raw data for the F13t-PE4WL1 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7ecs-6c45
title: Hornet Peatland testate amoebae surface sample dataset

description: Raw data for the Hornet Peatland testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.dbmjhd
title: Occurrence Download

description: A dataset containing 208895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Vanuatu",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 208895 records from 525 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022593-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/5gbw-m962
title: "TDDPG: Temporal-Constrained DDPG-Based Autonomous Navigation for eVTOLs in Dynamic Environments"

description: "With the introduction of the low-altitude economy concept, the application of electric vertical takeoff and landing (eVTOL) aircraft has become more widespread, particularly in search and rescue missions. However, most of the existing path planning methods cannot effectively cope with dynamic environments and changes in destinations, which limits the ability of eVTOL drones to autonomously perform planning tasks in unknown dynamic environments. To address these challenges, this paper first proposes a Temporal-constrained Deep Deterministic Policy Gradient (TDDPG) reinforcement learning framework that integrates timing constraints to solve efficient exploration and path planning problems in dynamic environments through continuous action space. Then, a multi-objective composite reward function is designed, which comprehensively considers various obstacles and environmental factors, improving the success rate of eVTOL path planning. Finally, to tackle the convergence challenges of TDDPG, this paper introduces initialization exploration and prioritized experience replay mechanisms, effectively enhancing learning efficiency in dynamic environments. Simulation results show that TDDPG can successfully complete the eVTOL path planning task in an unknown dynamic obstacle environment. Compared with other algorithms, TDDPG obtains higher rewards in fixed endpoint tasks and shows better efficiency and success rate in random endpoint tasks."
DOI: 10.21233/1w62-rv28
title: Minden Bog testate amoebae surface sample dataset

description: Raw data for the Minden Bog testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/s7q1-en86
title: Little Big Wood Pond diatom bottom sample dataset

description: Raw data for the Little Big Wood Pond diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q7tk-2e45
title: LDDsite2369 ostracode surface sample dataset

description: Raw data for the LDDsite2369 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4sbe-ww76
title: Skogman Lake water chemistry dataset

description: Raw data for the Skogman Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/h93d-8t61
title: Lakkasuo testate amoebae surface sample dataset

description: Raw data for the Lakkasuo testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/qyky-9x52
title: Lake Winnipeg water chemistry dataset

description: Raw data for the Lake Winnipeg water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15363379
title: Inter- and intra-specific variation in the degree of marine-derived resources of amphidromous fishes

description: # Raw data: Data for the manuscript entitled “Inter- and intra-specific variation in the degree of marine-derived resources of amphidromous fishes”

—

## Description of the data

# data_SL_composition: Information for all individuals of subsamples measured standard length and wet weight

no: Row number

Sample_No: ID for each specimen

Date: Year/Month/Date surveyed

Site: Study sites

Species: Genus and Species name for each specimen

SL: Standard length (mm) of fish. NA = no data available

BW: Wet weight (g) of fish.

Migration_Group: Migration group. 0: Settled individuals; 1: Individuals in first migration group; 2: Individuals in second migration group

Season: Season each specimen captured. Spr: February, March, April and May in 2023; Sum: June, July and August in 2023; Fall: September, October and November in 2023; Win: December in 2023, January and February in 2024

# S_isotope: Information for all specimens of sulfur isotope analysis

no: Row number

ID: ID for each specimen

Date: Year/Month/Date surveyed

Site: Study sites

Species: Genus and Species name for each specimen or water

Type: Type of each specimen. Adu: Settled individuals of amphidromous fish;  Base_FW: Baseline of Freshwater site; Base_Sea: Baseline of ocean site; Mig: migrants of amphidromous fish

SL: Standard length (mm) of fish. NA = no data available

BW: Wet weight (g) of fish.  NA = no data available

Rec_Tim: Recruitment timing for each individual. N: Not migrants; E: Early recruitment period; M: Middle recruitment period; L: Late recruitment period

Origin: Origin for each specimen. F: Freshwater; M: Migrants; S: Ocean 

x_category: Fish categories for inter-specific comparison (Figure 4a)

Calib_d34S: The calibrated value of δ34S for each specimen

Group_mig: The migration group for each individual. 0: no migrants; 1: 1st migrants; 2: 2nd migrants

# data_source: The source data for mixing models

Source: Source of migrants. Girella_punctata: marine-derived source; F_Fish: freshwater-derived source

MeanCalib_d34S: Mean of d34S of source individuals

SDCalib_d34S: standard deviation of d34S of source individuals

n: Number of samples

# data_discrimination: The discrimination data for mixing models

Source: Source of migrants. Girella_punctata: marine-derived source; F_Fish: freshwater-derived source

MeanCalib_d34S: Mean discrimination value of d34S.

SDCalib_d34S: standard deviation of discrimination value of d34S.

\## Sharing/Access information

No other data sharing sources are available.

Please contact the corresponding author (Ryosuke Tanaka: rtanaka@ecology.kyoto-u.ac.jp) if you are interested in using the data.

\## Code/Software

Data analysis was conducted using R version 4.3.2 and the following R packages: car (v3.1.2), ggpattern (v1.0.1), ggpubr(v0.6.0), HDInterval(v.0.2.4), MixSIAR(v3.1.12), NSM3 (v1.18), rjags(v4.16), and tidyverse (v2.0.0).Analysis scripts deposited in Zenodo: doi: 10.5281/zenodo.15363380