cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/gawu9s
title: Second survey of heterobranch sea slugs (Mollusca, Gastropoda, Heterobranchia) from Bunaken National Park, North Sulawesi, Indonesia - how much do we know after 12 years

description: Bunaken National Park (BNP) is one of the most famous marine national parks in Indonesia with an extraordinary diversity in marine life forms. However, this diversity is threatened by an increasing population on the islands, ongoing destructive fishing techniques and lately by an increase in tourism. Protecting and managing the future use of BNP resources will require the assessment of both, local marine biodiversity through monitoring efforts and the identification and subsequent reduction of any threats or changes in the park. A high diversity in marine Heterobranchia indicates a high diversity of metazoan life forms and a diverse habitat structure. Surveying the complete biological diversity across taxonomic groups found in BNP would be an extensive undertaking, so focus on heterobranch diversity as an indicator of coral reef health was initiated and a model group on which future monitoring and conservation efforts can be based is provided. This study follows up the first investigation of marine Heterobranchia in BNP, conducted 12 years ago, while assessing molluscan diversity, and intends to present a base line for future monitoring programs. These dataare used in the article "Second survey of heterobranch sea slugs (Mollusca, Gastropoda, Heterobranchia) from Bunaken National Park, North Sulawesi, Indonesia - how much do we know after 12 years?" (https://doi.org/10.1186/s41200-018-0136-3).
DOI: 10.15468/qkqha4
title: ZFMK Homoptera collection

description: The Homoptera collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains parts of the collection of A. Jacobi, Johann Klapperich and the permanent loan of the Zoo Cologne
DOI: 10.15468/gfe9pz
title: ZMH Lepidoptera collection

description: The ZMH Lepidoptera collection is part of the bigger Holometabolous collection of the Museum der Nature in Hamburg. It includes the collection of butterflies and moths, wing insects that have scales. We have ca. of 1,100 type species of lepidopterans, that are maintained in fireproof cupboards. The main collection is composed of ca. of 1,000,000 specimens of adult butterflies, dried, pinned and organized in ca. of 4,500 entomological drawers, while caterpillars are kept in alcohol in the wet collection. Most of the specimens came from Europe, Africa and Asia, but the collection also includes samples from South America.
DOI: 10.15468/bscmew
title: ZFMK Mantodea collection

description: The Mantodea collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains large parts of the collection of Johann Klapperich as well as the collection of A. Schoop and the permanent loan of the Zoo Cologne
DOI: 10.15468/pnjc9w
title: ZFMK Odonata collection

description: The collections of basal arthropods including Odonata at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn
DOI: 10.15468/2quwa6
title: ZFMK Acari collection

description: The collections of basal arthropods including Acari at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn
DOI: 10.15468/ntcvkf
title: First Study on Marine Heterobranchia (Gastropoda, Mollusca) in Bangka Archipelago, North Sulawesi, Indonesia

description: As ephemeral, benthic, secondary consumers usually associated with sessile coral reef organisms, marine heterobranchs are good indicators of the health of marine tropical habitats. Thus, marine Heterobranchia have recently become a major target for monitoring programs. For this work, an extensive survey was made in Bangka Archipelago, the first of its kind in this area. Bangka Archipelago is composed of small islands and the adjacent coastline of North Sulawesi. The substrate is dominated by biogenic reefs and volcanic rocks, thus forming highly diverse habitats. In total, 149 species were collected and/or photo-documented in September 2017 and September 2018, which represents the dry season. They can be assigned to the Cephalaspidea, Aplysiida, Pleurobranchida, Nudibranchia, and Eupulmonata. Thirty-three species are new to science, highlighting the lack of knowledge about the group and especially about this region. Our data provide a baseline for future monitoring surveys, as the anthropogenic pressures on Bangka Archipelago are increasing due to enhanced touristic activities, but also due to large scale environmental changes caused by previous mining operation activities. These data are used in the article "First Study on Marine Heterobranchia (Gastropoda, Mollusca) in Bangka Archipelago, North Sulawesi, Indonesia" (https://doi.org/10.3390/d12020052).
DOI: 10.15468/4qgqjz
title: ZFMK Dermaptera collection

description: The Dermaptera collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains large parts of the collection of Johann Klapperich as well as the collection of A. Schoop and the permanent loan of the Zoo Cologne
DOI: 10.15468/yhye2h
title: ZFMK Sound Laboratory

description: Data from the digitized sound recordings from ZFMK
DOI: 10.15468/6wsc24
title: ZFMK Lepidoptera collection

description: The Lepidoptera collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains about 2 million specimens of all butterfly and moth families (geographical focus: Palaearctic Region and Southeast Asia).
DOI: 10.15468/bs1atr
title: Automatic acoustic Monitoring and Inventoring of BIODiversity

description: Data from the EU Life+ Project AMIBIO - Automatic acoustic Monitoring and Inventoring of BIODiversity. LIFE08-NAT-GR-000539
DOI: 10.15468/f4catk
title: ZFMK Plecoptera collection

description: The collections of basal arthropods including Plecoptera at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn
DOI: 10.15468/zd8hju
title: ZFMK Ornithology collection

description: The bird collection at the collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains comprises about 80,000 - 85,000 individuals, most of them (76,000) are specimens, the rest are mounted preparations. The collection is complemented by skeletons and specimens in alcohol (ca. 3,000). In addition, the egg collection encompasses 60,000 single objects including ca. 1,700 nests. In 2003, we began to build up a collection of tissue samples which is continuously growing
DOI: 10.15468/43wtgh
title: ZFMK Phtiraptera collection

description: The Phthiraptera collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains parts of the collection of Richard Meinertzhagen and Heinrich Klockenhoff
DOI: 10.15468/u63rj3
title: Images belonging to Evaluating Species Delimitation Methods in Radiations - The Land Snail Albinaria cretensis complex on Crete

description: Delimiting species in radiations is notoriously difficult because of the small differences between the incipient species, the star-like tree with short branches between species, incomplete lineage sorting, and the possibility of introgression between several of the incipient species. Next-generation sequencing data may help to overcome some of these problems. We evaluated methods for species delimitation based on genome-wide markers in a land snail radiation on Crete. These data are used in the article "Evaluating Species Delimitation Methods in Radiations: The Land Snail Albinaria cretensis Complex on Crete" (https://doi.org/10.1093/sysbio/syab050).
DOI: 10.15468/s3fsbt
title: ZFMK Crustacea collection

description: The collections of basal arthropods including Crustacea at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn
DOI: 10.15468/u7buc2
title: ZMH Arachnology collection

description: The collections of chelicerates, myriapods and basal arthropods at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum of Nature Hamburg (Zoology): Type material of spiders (Araneae).
DOI: 10.15468/dzc48r
title: ZFMK Scorpiones collection

description: The collections of basal arthropods including Scorpiones at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn
DOI: 10.15468/5mcpny
title: ZFMK Coleoptera collection

description: The beetle collection of the Leibniz Institute for the Analysis of Biodiversity Change - Museum Koenig Bonn comprises about 2.5 million specimens and includes a number of larger and smaller collections. Among the more important are the Rhineland collection founded by F. Rüschkamp and extended by the AG Rheinischer Koleopterologen (Wagner 2007), the collection of myrmeco- and termitophile beetles of A. Reichensperger (or at least a part of it - although mentioned in Horn et al. (1990) that it was destroyed during World War II), and a part of the collection R. Oberthür, acquired by the Museum in 1956. Moreover, the collection has grown by expeditions of museum staff, such as those of H. Roer, who was for long time (1963-1991) curator of Coleoptera (Schmitt 2003), and of J. Klapperich, employed as Coleoptera technician from 1935 to 1952 at the museum (Lucht 1988). Klapperich collected during this time much in Fujian (China) and other regions and after his membership to the institute the museum acquired still much of his material (e.g. from Afghanistan). Consequently, many other museums house material of Klapperich, e.g. the National Museum in Prague, the Hungarian Natural History Museum, Budapest and the Staatliche Museum für Naturkunde, Karlsruhe. After Klapperich died 1987 the rest of the material of Klapperich collection was bought by the Staatliches Museum für Naturkunde, Stuttgart (Schmitt 2007). In the recent years additional material has been accumulated from research projects in Eastern Africa mainly through the activities of T. Wagner. Recent accessions comprise material from South Africa, Arunachal Pradesh, and Laos (Scarabaeidae, Chrysomelidae)
DOI: 10.15468/fmkmdx
title: Southeast Asian pholcid spiders: diversity and phylogenetic relationships and multiple convergent shifts among microhabitats

description: Pholcid spiders are among the most diverse spider families but their mainly tropical distribution and lack of specialists have long hampered knowledge about the group. A concentrated effort over the last 15 years has dramatically improved the situation but Southeast Asian taxa remain a major gap of knowledge. The present project aims at closing this gap and focuses, apart from the taxonomy, on three major questions: (1) how do Southeast Asian taxa fit into the phylogeny of Pholcidae? (2) Are patterns of diversity and distribution comparable to those in New World and African regions? (3) Is there evidence for a causal relationship between evolutionary shifts among microhabitats and species diversity (adaptive speciation)? Funding is sought mainly for four items that are considered prerequisites for a successful completion of this project: (1) for expeditions to collect DNA-ready specimens and data about microhabitat and diversity; (2) for consumables for molecular work; (3) for a PhD student to do fundamental molecular work and taxonomic treatment of specific taxa; (4) for a Mercator Fellow (Dr. Dimitar Dimitrov) to work in close cooperation on the molecular phylogeny and on the analyses on adaptive speciation. These data are used in several articles (e.g. http://dx.doi.org/10.5852/ejt.2015.160, http://dx.doi.org/10.5852/ejt.2015.162, http://dx.doi.org/10.5852/ejt.2015.169, http://dx.doi.org/10.5852/ejt.2016.184, http://dx.doi.org/10.5852/ejt.2016.186, http://dx.doi.org/10.5852/ejt.2016.190, https://doi.org/10.5852/ejt.2016.200, http://dx.doi.org/10.5852/ejt.2016.225)
DOI: 10.15468/zqkffh
title: Media belonging to description of Chimaeradasys oligotubulatus and Chimaeradasys polytubulatus

description: Images and video belonging to description of Chimaeradasys oligotubulatus and Chimaeradasys polytubulatus, published in the article "Discovery of two ‘chimeric’ Gastrotricha and their systematic placement based on an integrative approach" (https://doi.org/10.1093/zoolinnean/zlaa117).
DOI: 10.15468/eowwbl
title: ZFMK Heteroptera collection

description: The Heteroptera collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains large parts of the collection of Johann Klapperich as well as the collection of A. Schoop and the permanent loan of the Zoo Cologne
DOI: 10.15468/q244c9
title: ZMH Ornithology collection

description: The ornithological collection of the Museum of Nature Hamburg (formerly Zoological Museum Hamburg or ZMH) includes approximately 70,000 specimens, and encompasses roughly one quarter of all recognized species of birds. This collection includes the following highlights: • Extinct & endangered species, type material • An egg collection, including intact clutches parasitized by cuckoos • A collection of roughly 4,000 skeletal specimens, and 2,000 fluid specimens • Approximately 30,000 wing or feather preparations • High temporal and spatial sampling of Northern Germany • Approximately 2,000 specimens of the Eurasian Magpie • Specimens from South Pacific acquired by the Museum Godeffroy • Significant 20th century collections from: o Helgoland & Schleswig-Holstein o West Papua o India o South Georgia & the Falklands o Peru & Ecuador o Angola o South Africa o The Philippines • Additional material in the form of nests, histology slides, photos, and audio recordings In the 19th century, the ZMH was a star attraction in the center of Hamburg, and its taxonomic significance grew with the acquisition of specimens from the Museum Goddefroy. The destruction of the museum and its catalog during the Second World War was a tremendous setback involving a dramatic loss of specimens. In the post-war period, efforts were made to rebuild the collection through acquisition of private collections, expeditions, and exchange. However, this development dropped off between the 1980s and the present decade. This partially matches global trends in the decrease in bird collection during this time, but was exacerbated in Hamburg by the loss of institutional investment, curation staff, and finally parts of the collection space. Today the collection is used by the museum and its staff to study and communicate the diversity of bird life, its evolutionary origins, and its current state in relation to human impacts. Researchers in Hamburg and visitors from elsewhere use the collection to study molecular phylogenetics and avian systematics, as well as the evolution of morphology and behavior. Future generations of researchers should be able to use the collection as a resource for both comparative and longitudinal studies of avian diversity, ecology and evolution. However, Hamburg’s vibrant art scene also finds a use for the bird collection as either inspiration, or as the subject of painting and photography. Furthermore, the taxidermy mount collection features prominently in both temporary and permanent exhibits at the Museum of Nature Hamburg, as well as outreach events with local schools.
DOI: 10.15468/4kn3nv
title: Marine Heterobranchia (Gastropoda, Mollusca) in Bunaken National Park, North Sulawesi, Indonesia—A Follow-Up Diversity Study

description: Bunaken National Park has been surveyed for a fourth time in 14 years, in an attempt to establish the species composition of heterobranch sea slugs in a baseline study for monitoring programs and protection of this special park. These molluscs are potentially good indicators of the health of an ecosystem, as many are species-specific predators on a huge variety of marine benthic and sessile invertebrates from almost every taxonomic group. Additionally, they are known to contain bio-compounds of significance in the pharmaceutical industry. It is therefore of paramount importance not only to document the species composition from a zoogeographic point of view, but to assist in their protection for the future, both in terms of economics and aesthetics. These four surveys have documented more than 200 species, with an approximate 50% of each collection found only on that survey and not re-collected. Many species new to science have also been documented, highlighting the lack of knowledge in this field. These dataare used in the article "Marine Heterobranchia (Gastropoda, Mollusca) in Bunaken National Park, North Sulawesi, Indonesia—A Follow-Up Diversity Study" (https://doi.org/10.3390/d10040127).
DOI: 10.15468/usqejy
title: ZFMK Phasmatodea collection

description: The Phasmatodea collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains large parts of the collection of Johann Klapperich as well as the collection of A. Schoop and the permanent loan of the Zoo Cologne
DOI: 10.15468/f85d26
title: ZFMK Blattodea collection

description: The Blattodea collection at the Leibniz Institute for the Analysis of Biodiversity Change (LIB) - Museum Koenig Bonn contains large parts of the collection of Johann Klapperich as well as the collection of A. Schoop and the permanent loan of the Zoo Cologne
DOI: 10.15468/dl.msadg4
title: Occurrence Download

description: A dataset containing 3546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, Sri Lanka, Nepal)",
 "TaxonKey is Axis axis",
 "Year is greater than or equal to 2015"
 ]
}

 The dataset includes 3546 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053167-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17936361
title: Strengh

description: Strengh tourism
DOI: 10.5281/zenodo.17936362
title: Strengh

description: Strengh tourism
DOI: 10.5880/gfz.1.1.2015.001
title: Supplement to: Long-term soil moisture dynamics derived from GNSS interferometric reflectometry: A case study for Sutherland, South Africa

description: We provide data of a case study from the GNSS station Sutherland, South Africa (SUTM). This data set contains soil moisture derived from GNSS data using reflectometry. It covers a time period from January 1, 2008 to September 1, 2014 and gives the integral soil moisture over an area of 60 by 60 m for the uppermost surface (max. down to 10 cm. depth) The data are daily averages based on daily measurements from 6 different satellites. The GNSS derived soil moisture was validated by Time Domain Reflectometry (TDR) observations. The detailed description of the processing, the evaluation with TDR and the discussion of the results is described in Vey et al. (2015). 
 
 The data are provided in ASCII format with four colums: (1) year (YEAR) (2) day of the year (DOY) (3) volumetric soil moisture as average over all satellite tracks (SM Vol %) (4) accuracy, root mean square error of soil moisture from a single satellite track compared to the mean of all satellites (RMSE Vol %).
DOI: 10.15468/dl.3nq8gc
title: Occurrence Download

description: A dataset containing 1263503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "OccurrenceStatus is Present",
 "Year 2020-2025"
 ]
}

 The dataset includes 1263503 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053134-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17936326
title: Comparison of ARIMA model, ARIMA-BPNN model and ARIMA-ERNN model in predicting incidence of dengue in China

description: ## Title

Comparison of ARIMA model, ARIMA-BPNN model and ARIMA-ERNN model in predicting incidence of dengue in China

## 1. Overview

This repository contains all R scripts and supplementary materials used in the study to compare the predictive performance of three models:

(1). ARIMA model  

(2). ARIMA-BPNN hybrid model  

(3). ARIMA-ERNN hybrid model  

All analyses were conducted using **R version 4.5.0** with the`fUnitRoots`, `tseries`, `forecast`, `astsa`, `urca`, `RSNNS`, `TTR`, `scales`, ` tidyverse `, `lubridate`, and `ggplot2` packages.

## 2. Data

The monthly dengue incidence data (2004-2024) were obtained from the China Center for Disease Control and Prevention (China CDC).

- The dataset includes 252 observations** (216 for training and 36 for testing).

- The original dataset is shared publicly.

- A sample dataset with the same structure (dengue.csv`) is provided for demonstration.

- Variables:

  - `year`: month and year (e.g., 2004-01)

  - `incidence`: reported dengue incidence per month
DOI: 10.15468/dl.gfx38c
title: Occurrence Download

description: A dataset containing 9186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Oxypogon"
 ]
}

 The dataset includes 9186 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053168-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17250833
title: Dataset for article "Gas-phase products from nitrate radical oxidation of five monoterpenes: insights from free-jet flow-tube experiments"

description: This dataset supports the publication "Gas-phase products from nitrate radical oxidation of five monoterpenes: insights from free-jet flow-tube experiments." It includes the processed data used in the paper, along with videos demonstrating the laminarity tests (or smoke tests) of the newly built free-jet flow-tube system. The numbers on the quartz tube in the videos indicate the distance (in centimeters) from the marked position to the tube outlet.
DOI: 10.5281/zenodo.17250832
title: Dataset for article "Gas-phase products from nitrate radical oxidation of five monoterpenes: insights from free-jet flow-tube experiments"

description: This dataset supports the publication "Gas-phase products from nitrate radical oxidation of five monoterpenes: insights from free-jet flow-tube experiments." It includes the processed data used in the paper, along with videos demonstrating the laminarity tests (or smoke tests) of the newly built free-jet flow-tube system. The numbers on the quartz tube in the videos indicate the distance (in centimeters) from the marked position to the tube outlet.
DOI: 10.15468/dl.5mzehk
title: Occurrence Download

description: A dataset containing 10811 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (France, Spain, Italy)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Testudo hermanni",
 "Year 1971-2010"
 ]
}

 The dataset includes 10811 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053169-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15800156
title: Survey 2022: Repository data of ETH Zurich (2018-2021)

description: ETH Zurich has processed data on scholarly publications published between 2018 and 2021 and written by affiliated researchers. The bibliographic data were taken from ETH Zurich's institutional repository, the Research Collection (https://www.research-collection.ethz.ch/) to classify into four publication models (gold, hybrid, green and closed) in response to the Swiss Open Access Monitor's annual survey (Repository Monitor - https://oamonitor.ch/charts-data/repository-monitor/); publications under embargo at the time of collection are marked as ‘closed’. The datasets comprise four publication types (journal articles, books, book sections and conference papers). Annual data sets are provided as individual CSV files in this record.