cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15644894
title: The source code of Rapid OSSE Evaluation Framework (ROEF) Version 1 and sample mat data

description: Rapid OSSE Evaluation Framework (ROEF) V1---------------Useful info---------------------------Edited by Guoyakai, 2025.6. Email: guoykhmb@126.comROEF V2 with more details is underway ...

---------------Main purposes----------------------------This software is based on Matlab R2023a, and is intended to calculate and plot1. Various designated interests2. DA Impacts, including OMBAndo1. mutual sensitivities between forecast metrics and observation interestso2. Relative impacts of observation interestso3. Effects of reference truth

---------------Dir: code description----------------------------external_libs: open source libs from GitHub/Geegit, etc., which are useful for handling plots libs: the most commonly used functions of ROEF

proc:  main steps and outputs that are used for "srcs", e.g., calculate and output benefits/costs of various forecast metricssrcs: calculate/output/collect local dat/info/function that is used for "plots", e.g., o1, o2, and o3.plots: plot figs by using the data/functions in "srcs" and "external_libs"

---------------How to run?----------------------------I: For a quick start, just go to "plots", try plotting directly with the existing datasets.

II: Detail workflow,1. Go to "proc", follow s1~s4 to get the benefits/costs of the four types of forecast metrics for each observation interest2. Go to "srcs", to check/output datasets: SenM.mat(SenM), SenO.mat(SenIOG) ,Rdas.mat(now is produced by f6_RelativeImpacts)3. Go to "plots", output figures.
DOI: 10.5281/zenodo.15678976
title: The source code of Rapid OSSE Evaluation Framework (ROEF) Version 1 and sample mat data

description: Rapid OSSE Evaluation Framework (ROEF) V1---------------Useful info---------------------------Edited by Guoyakai, 2025.6. Email: guoykhmb@126.comROEF V2 with more details is underway ...

---------------Main purposes----------------------------This software is based on Matlab R2023a, and is intended to calculate and plot1. Various designated interests2. DA Impacts, including OMBAndo1. mutual sensitivities between forecast metrics and observation interestso2. Relative impacts of observation interestso3. Effects of reference truth

---------------Dir: code description----------------------------external_libs: open source libs from GitHub/Geegit, etc., which are useful for handling plots libs: the most commonly used functions of ROEF

proc:  main steps and outputs that are used for "srcs", e.g., calculate and output benefits/costs of various forecast metricssrcs: calculate/output/collect local dat/info/function that is used for "plots", e.g., o1, o2, and o3.plots: plot figs by using the data/functions in "srcs" and "external_libs"

---------------How to run?----------------------------I: For a quick start, just go to "plots", try plotting directly with the existing datasets.

II: Detail workflow,1. Go to "proc", follow s1~s4 to get the benefits/costs of the four types of forecast metrics for each observation interest2. Go to "srcs", to check/output datasets: SenM.mat(SenM), SenO.mat(SenIOG) ,Rdas.mat(now is produced by f6_RelativeImpacts)3. Go to "plots", output figures.
DOI: 10.15156/bio/sh1381050.10fu
title: SH1381050.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1381052.10fu
title: SH1381052.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1381058.10fu
title: SH1381058.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.jm5493
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mentzelia arborescens Urb. & Gilg"
 ]
}

 The dataset includes 160 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037947-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y55rs2
title: Occurrence Download

description: A dataset containing 10634396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 10634396 records from 1000 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069019-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfzkvr
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco cherrug J.E.Gray, 1834",
 "Year 1990-2022"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295195-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r28sxy
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Picumnus fuscus Pelzeln, 1870)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296528-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37qgmx
title: Occurrence Download

description: A dataset containing 1590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is FRA.8.1.3_1",
 "IucnRedListCategory is one of (EN, VU, CR)"
 ]
}

 The dataset includes 1590 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037973-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrpmgt
title: Occurrence Download

description: A dataset containing 2124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achillea asiatica Serg."
 ]
}

 The dataset includes 2124 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296529-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vubhtu
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acaena trifida Ruiz & Pav."
 ]
}

 The dataset includes 132 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295258-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5svua7
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "TaxonKey is Buteo lagopus (Pontoppidan, 1763)",
 "Year 1923-2023"
 ]
}

 The dataset includes 245 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0284589-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ew5qfg
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "TaxonKey is Lagidium viscacia (Molina, 1782)"
 ]
}

 The dataset includes 375 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047552-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdde6m
title: Occurrence Download

description: A dataset containing 12694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Picumnus squamulatus Lafresnaye, 1854)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12694 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296538-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpy5jm
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha allenii Hutch."
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295276-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wvbgh
title: Occurrence Download

description: A dataset containing 5727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "TaxonKey is Amaranthus hybridus L."
 ]
}

 The dataset includes 5727 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0284597-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5brvd
title: Occurrence Download

description: A dataset containing 6175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zosterops erythropleurus Swinhoe, 1863)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6175 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296530-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12554065
title: Dataset: Berry Corporation (BRY) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554066
title: Dataset: Braze, Inc. (BRZE) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554067
title: Dataset: Braze, Inc. (BRZE) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554070
title: Dataset: Bogota Financial Corp. (BSBK) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554071
title: Dataset: Bogota Financial Corp. (BSBK) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554074
title: Dataset: Invesco BulletShares 2024 Corporate Bond ETF (BSCO) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554075
title: Dataset: Invesco BulletShares 2024 Corporate Bond ETF (BSCO) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.15468/dl.wmuknf
title: Occurrence Download

description: A dataset containing 22955 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chlorurus sordidus (Forsskål, 1775)"
 ]
}

 The dataset includes 22955 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000780-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12554080
title: Dataset: Invesco BulletShares 2026 Corporate Bond ETF (BSCQ) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554081
title: Dataset: Invesco BulletShares 2026 Corporate Bond ETF (BSCQ) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554082
title: Dataset: Invesco BulletShares 2027 Corporate Bond ETF (BSCR) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554083
title: Dataset: Invesco BulletShares 2027 Corporate Bond ETF (BSCR) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554076
title: Dataset: Invesco BulletShares 2025 Corporate Bond ETF (BSCP) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554077
title: Dataset: Invesco BulletShares 2025 Corporate Bond ETF (BSCP) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554084
title: Dataset: Invesco BulletShares 2028 Corporate Bond ETF (BSCS) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554085
title: Dataset: Invesco BulletShares 2028 Corporate Bond ETF (BSCS) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554086
title: Dataset: Invesco BulletShares 2029 Corporate Bond ETF (BSCT) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554087
title: Dataset: Invesco BulletShares 2029 Corporate Bond ETF (BSCT) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554088
title: Dataset: Invesco BulletShares 2030 Corporate Bond ETF (BSCU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554089
title: Dataset: Invesco BulletShares 2030 Corporate Bond ETF (BSCU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5066/p9bhlqgu
title: California State Waters Map Series Data Catalog--Salt Point to Drakes Bay Region
DOI: 10.5281/zenodo.12554092
title: Dataset: Invesco BulletShares 2031 Corporate Bond ETF (BSCV) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554093
title: Dataset: Invesco BulletShares 2031 Corporate Bond ETF (BSCV) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12554095
title: Dataset: Invesco Bulletshares 2032 Corporate Bond ETF (BSCW) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.