cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57745/wie9js
title: O062401001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/0ze7na
title: O034251001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/a0vlpd
title: O060003001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/n5hqod
title: O028000000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/nh3w2z
title: O029053000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/nkdd9m
title: O079000000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/sgk047
title: O074404001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/ttleoz
title: O017402001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/xwqqpx
title: O029003001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/deaz3w
title: O004401001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/dlvn8d
title: O001001001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/fgwhuz
title: O095040000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/gbwwum
title: O048401001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/gf7py7
title: O020002001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/p1rtz3
title: O063040000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/pwgw07
title: O055401001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/yugitb
title: O036251001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/5amozg
title: O005002002_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/cdwxtf
title: O066001001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/dsiwms
title: O012622101_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/eqmkyu
title: O004402001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/gopuif
title: O039252001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/hqgqft
title: O017402701_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/ukfiin
title: O038040000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/4t6p5g
title: O038402001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/erj1ls
title: O038401001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/kw9ej5
title: O036252001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/mw3ezc
title: O098000000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/oucdmb
title: O038403001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/spvjqd
title: O095000101_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/tseplg
title: O016434001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/wtjkrm
title: O023402001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/dderyj
title: O012622001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/ffcidw
title: O082001001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/hxpgzv
title: O044401001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/s3z9cx
title: O074402001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/wl5djt
title: O049401001_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/zsxycq
title: O017040000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/5sunm1
title: O276040000_incertitude_datasheet.pdf

description: :unav
DOI: 10.57745/9vo8mw
title: O080001001_incertitude_datasheet.pdf

description: :unav
DOI: 10.5281/zenodo.10953463
title: Hydrodynamic data collected from Hailing Island

description: Field observations of water dynamics at the Hailing Island, ChinaThis dataset records water dynamics data (water depth, wave parameters) collected during the landing period of Typhoon Chaba at the Hailing Island, Guangdong province, China. There are three observation stations, p1, p2, and p3, located at coordinates (111.9665, 21.6498), (111.9652, 21.648), and (111.9667, 21.6504), respectively. Each station is equipped with pressure sensors (RBR solo3), and the instruments were installed on December 25, 2021. The data covers the period from June 30, 2022 to July 6, 2022.
DOI: 10.5281/zenodo.10953464
title: Hydrodynamic data collected from Hailing Island

description: Field observations of water dynamics at the Hailing Island, ChinaThis dataset records water dynamics data (water depth, wave parameters) collected during the landing period of Typhoon Chaba at the Hailing Island, Guangdong province, China. There are three observation stations, p1, p2, and p3, located at coordinates (111.9665, 21.6498), (111.9652, 21.648), and (111.9667, 21.6504), respectively. Each station is equipped with pressure sensors (RBR solo3), and the instruments were installed on December 25, 2021. The data covers the period from June 30, 2022 to July 6, 2022.
DOI: 10.15468/dl.btrsfr
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pitcairnia caricifolia Mart. ex Schult. & Schult.f."
 ]
}

 The dataset includes 163 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009530-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzwjqk
title: Occurrence Download

description: A dataset containing 108927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 9.54085337445815",
 "DecimalLongitude is less than 9.54391292764255",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 108927 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009510-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdrrhs
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phacelia purshii Buckley"
 ]
}

 The dataset includes 315 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009530-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5udwh
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gmelina schlechteri H.J.Lam"
 ]
}

 The dataset includes 118 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003691-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8h568
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gordonia axillaris Szyszył."
 ]
}

 The dataset includes 302 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003693-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3zxs6
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Parc éolien de Longueval (Plaines du Porcien 1) - Suivi environnemental 2020 Longueval"
 ]
}

 The dataset includes 202 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003692-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10581012
title: Detecting and Reacting to Data-Drift in Streaming Optimisation Domains - Code and Data

description: This repository contains the code and data for reproducibility of the paper 'Detecting and Reacting to Data-Drift in Streaming Optimisation Domains'. 

The following files are included:



algo_data.zip : contains algorithm raw performance data;

Art_gallery_features_500_samples_full.csv : ELA feature data on the Art Gallery problem;

average_loss_accuracy_chunk.csv : results of the encoding switching when drift is detected;

drift_detection_zenodo.ipynb : jupyter notebook with the code do to generate the incremental drift scenario and detect drift with NannyML (other scenearios can be generated using this base);

plot_features.zip : additional plots not available in the paper;

Objective_function.zip : singularity containers and binaries of the code used for the objective function.


How to launch the objective functions:



singularity run drift_num.sif instance_size nb_cameras nb_constraints x0 y0 x1 y1 ... (x,y being the coordinates of the cameras)

singularity run drift_bit.sif instance_size nb_cameras nb_constraints bistring (bistring of size instance_size or nb_constraints with the position of the cameras)
DOI: 10.5281/zenodo.10581011
title: Detecting and Reacting to Data-Drift in Streaming Optimisation Domains - Code and Data

description: This repository contains the code and data for reproducibility of the paper 'Detecting and Reacting to Data-Drift in Streaming Optimisation Domains'. 

The following files are included:



algo_data.zip : contains algorithm raw performance data;

Art_gallery_features_500_samples_full.csv : ELA feature data on the Art Gallery problem;

average_loss_accuracy_chunk.csv : results of the encoding switching when drift is detected;

drift_detection_zenodo.ipynb : jupyter notebook with the code do to generate the incremental drift scenario and detect drift with NannyML (other scenearios can be generated using this base);

plot_features.zip : additional plots not available in the paper;

Objective_function.zip : singularity containers and binaries of the code used for the objective function.


How to launch the objective functions:



singularity run drift_num.sif instance_size nb_cameras nb_constraints x0 y0 x1 y1 ... (x,y being the coordinates of the cameras)

singularity run drift_bit.sif instance_size nb_cameras nb_constraints bistring (bistring of size instance_size or nb_constraints with the position of the cameras)
DOI: 10.15468/dl.ka8ssr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aleurotrachelus atratus Hempel, 1922"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003694-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4qp5y
title: Occurrence Download

description: A dataset containing 6482 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gossypium arboreum L."
 ]
}

 The dataset includes 6482 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003695-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qeujzy
title: Occurrence Download

description: A dataset containing 8961 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gossypium barbadense L."
 ]
}

 The dataset includes 8961 records from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003696-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nzvkf
title: Occurrence Download

description: A dataset containing 15677 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guarea guidonia (L.) Sleumer"
 ]
}

 The dataset includes 15677 records from 472 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003697-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j29peh
title: Occurrence Download

description: A dataset containing 2859 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halesia diptera J.Ellis ex L."
 ]
}

 The dataset includes 2859 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003699-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.zwn4rqmm
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (9 records)
DOI: 10.15468/dl.68bg4h
title: Occurrence Download

description: A dataset containing 1019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "TaxonKey is Agama Daudin, 1802"
 ]
}

 The dataset includes 1019 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003701-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxbfcb
title: Occurrence Download

description: A dataset containing 32116 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hamamelis virginiana L."
 ]
}

 The dataset includes 32116 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003702-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ayhmg
title: Occurrence Download

description: A dataset containing 5555 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Handroanthus impetiginosum (Mart. ex DC.) Mattos"
 ]
}

 The dataset includes 5555 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003703-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgjy33
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vulpes zerda (Zimmermann, 1780)"
 ]
}

 The dataset includes 481 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048228-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ee8sie
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psaironeura tenuissima (Selys, 1886)"
 ]
}

 The dataset includes 46 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022322-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jj9m3m
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "TaxonKey is Ailanthus altissima (Mill.) Swingle"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056102-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w64dkq
title: Occurrence Download

description: A dataset containing 3133 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Conopsis lineata (Kennicott, 1859)"
 ]
}

 The dataset includes 3133 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031900-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcvkec
title: Occurrence Download

description: A dataset containing 3757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bombycilla japonica (Siebold, 1824))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3757 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057441-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs5ahv
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypostomus aspilogaster (Cope, 1894)"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075952-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yk4iyg
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xiphonectes brockii (De Man, 1888)"
 ]
}

 The dataset includes 32 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005519-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fn6sa
title: Occurrence Download

description: A dataset containing 315530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "HasCoordinate is true",
 "TaxonKey is Pinus halepensis Mill.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 315530 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068818-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.suyf4f
title: Occurrence Download

description: A dataset containing 34423 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "MediaType is Image",
 "Geometry POLYGON((-124.0349 47.96771,-122.48706 47.96771,-122.48706 49.36692,-124.0349 49.36692,-124.0349 47.96771))",
 "HasCoordinate is true",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 34423 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001321-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.not9on
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Crinum americanum L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 187 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003323-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbquwp
title: Occurrence Download

description: A dataset listing the 2734 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbier du Bénin"
 ]
}

 The dataset's 2734 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034957-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2sgus
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Momotus momota (Linnaeus, 1766)"
 ]
}

 The dataset includes 422 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056638-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lmdk7w
title: Occurrence Download

description: A dataset containing 112380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 112380 records from 213 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003323-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nkvdw2
title: Occurrence Download

description: A dataset containing 20030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "HasCoordinate is true",
 "TaxonKey is Ara macao (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20030 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063121-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cosya5
title: Occurrence Download

description: A dataset containing 358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-117.24609 2.46018,-71.54297 2.46018,-71.54297 36.31513,-117.24609 36.31513,-117.24609 2.46018))",
 "TaxonKey is Ambystoma mexicanum (Shaw & Nodder, 1798)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 358 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003323-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mattj
title: Occurrence Download

description: A dataset listing the 44 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year 1990-2000",
 "TaxonKey is Apidae"
 ]
}

 The dataset's 44 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048207-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhmhzc
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chikilidae"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056645-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iitw4m
title: Occurrence Download

description: A dataset containing 11987 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Ursus americanus Pallas, 1780",
 "TaxonKey is Leopardus pardalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 11987 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003323-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.