cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7px2np
title: Occurrence Download

description: A dataset containing 1103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichocentrum pumilum (Lindl.) M.W.Chase & N.H.Williams"
 ]
}

 The dataset includes 1103 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019102-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1yt8ur
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratozamia matudai Lundell"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047675-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggb37z
title: Occurrence Download

description: A dataset containing 1870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryopsida",
 "HasCoordinate is true",
 "Country is one of (Italy)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 1870 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226663-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mq65c4
title: Occurrence Download

description: A dataset containing 1147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paranonychidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 1147 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019111-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tj7g9f
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Philothamnus girardi Bocage, 1893"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279435-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdjetf
title: Occurrence Download

description: A dataset containing 6990 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castor canadensis Kuhl, 1820"
 ]
}

 The dataset includes 6990 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000973-150306150734599/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qc95t9
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xyris formosana Hayata"
 ]
}

 The dataset includes 75 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035092-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufusem
title: Occurrence Download

description: A dataset containing 10183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ephedra distachya L."
 ]
}

 The dataset includes 10183 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275091-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vikfrj
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heleophryne rosei Hewitt, 1925"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003987-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vr4zy9
title: Occurrence Download

description: A dataset containing 80019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Typha angustifolia L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 80019 records from 748 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120756-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/31f1qg
title: Prevalence of Depressive Disorder in Latin America: a Systematic Review and Meta-analysis

description: Findings: Using data from 40 studies in Latin America, lifetime, 12-month, and current prevalence of ICD/DSM depressive disorder were calculated at 12.58% (95% CI 11.00%-14.16%); 5.30% (4.55-6.06%), and 3.12% (2.22-4.03), respectively. Heterogeneity was high across lifetime, 12-month, and current prevalence, sex, and countries. 12-month and current prevalence was associated with higher Gini and GII, 12-month prevalence with lower HDI, and current prevalence with higher IHR.
DOI: 10.15468/dl.hxxcac
title: Occurrence Download

description: A dataset containing 394093 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glyceria fluitans"
 ]
}

 The dataset includes 394093 records from 1671 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043127-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-81829
title: Pentecost, nos. 3-6, Mar.-Dec. 1948

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal missionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.
DOI: 10.15468/dl.126rmj
title: Occurrence Download

description: A dataset containing 12109 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventario de fauna presente en la jurisdicción de Corantioquia"
 ]
}

 The dataset includes 12109 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003562-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajbqh9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Larus glaucoides kumlieni Brewster, 1883",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102858-220831081235567/datasets/export for details.
DOI: 10.15468/dl.s45ref
title: Occurrence Download

description: A dataset containing 1169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vitis labrusca L.",
 "Year 1928-2024"
 ]
}

 The dataset includes 1169 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001104-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rsjtt
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anemone griffithii Hook.fil. & Thomson"
 ]
}

 The dataset includes 29 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031023-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7xnx2
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eurolophosaurus divaricatus (Rodrigues, 1986)"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003562-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-81881
title: Pentecost, nos. 15-18, Mar.-Dec. 1951

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal missionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.
DOI: 10.15468/dl.x5x4t8
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turritella variegata (Linnaeus, 1758)"
 ]
}

 The dataset includes 608 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0102878-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grensx
title: Occurrence Download

description: A dataset containing 1131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bidens alba (L.) DC."
 ]
}

 The dataset includes 1131 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031037-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vykv2
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Dalbergia retusa Hemsl."
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003562-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prz7yf
title: Occurrence Download

description: A dataset containing 599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnophiona"
 ]
}

 The dataset includes 599 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117035-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-82003
title: Pentecost, nos. 23-26, Mar.-Dec. 1953

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal missionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.
DOI: 10.15468/dl.t4enhh
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hepatica henryi (Oliv.) Steward"
 ]
}

 The dataset includes 46 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031032-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vchpn
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.08631 36.87712,-7.58116 36.87712,-7.58116 37.07952,-8.08631 37.07952,-8.08631 36.87712))",
 "HasCoordinate is true",
 "TaxonKey is Zostera L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036747-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-82471
title: Pentecost, nos. 43-46, Mar.-Dec. 1958

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal missionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.
DOI: 10.15468/dl.pf3qed
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diastylis cornuifer Blake, 1929"
 ]
}

 The dataset includes 63 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117048-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kawcvn
title: Occurrence Download

description: A dataset containing 11993 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iceland",
 "DatasetKey is one of (Observational database of Icelandic plants, Herbarium (ICEL), Herbarium (AMNH), Lund University Biological Museum - Botanical collection (LD), Pl@ntNet automatically identified occurrences)",
 "Geometry POLYGON((-22.03178 64.06620,-21.70293 64.06620,-21.70293 64.19769,-22.03178 64.19769,-22.03178 64.06620))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11993 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031036-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-82997
title: Pentecost, nos. 59-62, Mar.-Dec. 1962

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal misionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.
DOI: 10.35097/sljiahifxvfdkmec
title: Experimental Data for the Paper "Knowledge-Guided Learning of Temporal Dynamics and its Application to Gas Turbines"

description: These are experimental data for the paper:

Pawel Bielski, Aleksandr Eismont, Jakob Bach, Florian Leiser, Dustin Kottonau, and Klemens Böhm. 2024. Knowledge-Guided Learning of Temporal Dynamics and its Application to Gas Turbines, 15th ACM International Conference on Future Energy Systems (e-Energy '24), Singapore


The data consist of:
1. experimental time series data collected from a micro gas turbine
2. results from the experiments and the corresponding code to create plots used in the paper

The corresponding GitHub repository: 
https://github.com/Energy-Theory-Guided-Data-Science/Gas-Turbine
description: # Micro Gas Turbine Data

## Overview

These experimental data support the paper *"Knowledge-Guided Learning of Temporal Dynamics and its Application to Gas Turbines", presented at 15th ACM International Conference on Future Energy Systems (e-Energy '24), Singapore.*
The data was collected from a commercial micro gas turbine designed for residential use, generating approximately 3 kW of electrical power. Its purpose was to model the turbine's behavior over time using machine learning techniques.

## Folder Structure

- `data`: Contains 8 experimental time series data in CSV format, collected from the micro gas turbine.
- `plots`: Includes results from experiments and the code used to generate plots from the paper. 
- `plots/create_plots.ipynb`: A Jupyter notebook containing code to create the plots.

## Time Series Data

Each time series represents a separate experiment where the input control voltage was varied over time, and the resulting output electrical power of the micro gas turbine was measured. The data has a resolution of approximately 1 second and is structured in a CSV file with the following columns:
- `time`: Time in seconds, denoted as $t$.
- `input_voltage`: Input control voltage in volts, representing the control signal $x_t$.
- `el_power`: electrical power in watts, representing the output signal $y_t$.

## Prediction Task

The data was used for a time-series prediction task, aiming to predict `el_power` based on `input_voltage`. In the paper, the objective was to forecast the output $y_t$ given the control inputs $x_t, x_{t-1}, \dots, x_{t-N+1}$.

### Additional Information

Requirements for running `create_plots.ipynb`:
- Python 3.8.17
- Jupyter Notebook 6.5.4
- Pandas 1.2.2
- Matplotlib 3.5.2
- Seaborn 0.12.2

**When using this dataset, please cite the following paper:**
*Pawel Bielski, Aleksandr Eismont, Jakob Bach, Florian Leiser, Dustin Kottonau, and Klemens Böhm. 2024. Knowledge-Guided Learning of Temporal Dynamics and its Application to Gas Turbines, 15th ACM International Conference on Future Energy Systems (e-Energy '24), Singapore.*

For more details and the code used in the experiments, visit the GitHub [repository](https://github.com/Energy-Theory-Guided-Data-Science/Gas-Turbine).
DOI: 10.15468/dl.graqum
title: Occurrence Download

description: A dataset containing 1169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vitis labrusca L.",
 "Year 1928-2024"
 ]
}

 The dataset includes 1169 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001105-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrhvay
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.73748 -9.89949,52.26252 -9.89949,52.26252 9.89949,2.73748 9.89949,2.73748 -9.89949))",
 "HasCoordinate is true",
 "TaxonKey is Pan troglodytes schweinfurthii (Giglioli, 1872)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 110 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029150-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-82634
title: Pentecost, nos. 11-14, Mar.-Dec. 1950

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal missionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.
DOI: 10.15468/dl.kwg3k9
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pachygrapsus planifrons De Man, 1888"
 ]
}

 The dataset includes 184 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127257-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg6ggk
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year 2014-2020",
 "Geometry POLYGON((0.40649 40.31304,0.75806 40.7639,3.19702 41.77131,3.24097 42.42346,0.60425 42.89206,0.40649 40.31304))",
 "HasCoordinate is true",
 "TaxonKey is Ursus arctos Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050347-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-82008
title: Pentecost, nos. 23-26, Mar.-Dec. 1953

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal missionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.
DOI: 10.15468/dl.fdu2ux
title: Occurrence Download

description: A dataset containing 1361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranunculus bupleuroides Brot.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1361 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082139-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25y4v6
title: Occurrence Download

description: A dataset containing 3756 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Roldana petasitis (Sims) H.Rob. & Brettell"
 ]
}

 The dataset includes 3756 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042383-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-82812
title: Pentecost, nos. 51-54, Mar.-Dec. 1960

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal missionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.
DOI: 10.15468/dl.vrkr6v
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-48.47168 -29.15216,-46.27441 -26.43123,-47.06543 -23.64452,-48.03223 -21.37124,-53.39355 -21.28937,-55.23926 -23.32208,-56.29395 -25.48295,-55.85449 -27.83908,-53.39355 -30.90222,-50.22949 -31.27855,-48.47168 -29.15216))",
 "Geometry POLYGON((-46.42822 -22.87744,-45.19775 -24.20689,-42.29736 -23.07973,-43.04443 -21.77991,-43.92334 -20.59165,-45.68115 -20.96144,-46.42822 -22.87744))"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Leandra tetraquetra (Cham.) Cogn.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050358-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adft6s
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diastylis bispinosa (Stimpson, 1853)"
 ]
}

 The dataset includes 190 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117041-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-82385
title: Pentecost, nos. 39-42, Mar.-Dec. 1957

description: [description english/roman)] Issued quarterly in March, June, Sept. & Dec. "A review of world-wide pentecostal missionary and revival news" -- subtitle from cover. "A quarterly review of world-wide pentecostal activity" -- subtitle from masthead.