cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.tehj48
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-142.43539 36.72183,-103.56461 36.72183,-103.56461 52.27817,-142.43539 52.27817,-142.43539 36.72183))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ambystoma gracile gracile"
 ]
}

 The dataset includes 158 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106444-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/62552
title: Chandra X-ray Observatory ObsId 62552

description: ACIS Focus Test
DOI: 10.5281/zenodo.13385362
title: trioceros_balebicornutus_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.13385363
title: trioceros_balebicornutus_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.12636236
title: IMAD-DS: A Dataset for Industrial Multi-Sensor Anomaly Detection Under Domain Shift Conditions

description: IMAD-DS is a dataset developed for multi-rate multi-sensor anomaly detection (AD) in industrial environments, that considers varying operational and environmental conditions known as domain shifts.

Dataset Overview:

This dataset includes data from two scaled industrial machines: a robotic arm and a brushless motor.

It includes both normal and abnormal data recorded under various operating conditions to account for domain shifts. These shifts are categorized into:

Robotic Arm: The robotic arm is a scaled version of a robotic arm used to move silicon wafers in a factory. Anomalies are created by removing bolts at the nodes of the arm, resulting in an imbalance in the machine.Brushless Motor: The brushless motor is a scaled representation of an industrial brushless motor. Two anomalies are introduced: first, a magnet is moved closer to the motor load, causing oscillations by interacting with two symmetrical magnets on the load; second, a belt that rotates in unison with the motor shaft is tightened, creating mechanical stress.

The following domain shifts are included in the dataset:

Operational Domain Shifts: Variations caused by changes in machine conditions (e.g., load changes for the robotic arm and speed changes for the brushless motor).

Environmental Domain Shifts: Variations due to changes in background noise levels.

Combinations of operating and environmental conditions divide each machine's dataset into two subsets: the source domain and the target domain. The source domain has a large number of training examples. The target domain, instead, has limited training data. This discrepancy highlights a common issue in the industry where sufficient training data is often unavailable for the target domain, as machine data is collected under controlled environments that do not fully represent the deployment environments.

 

Data Collection and Processing:

Data is collected using the STEVAL-STWINBX1 IoT Sensor Industrial Node. The sensor used to record the dataset are the following.

·        Analog Microphone (16 kHz)

·        3-axis Accelerometer (6.7 kHz)

·        3-axis Gyroscope (6.7 kHz)

Recordings are conducted in an anechoic chamber to control acoustic conditions precisely

Data Format:Files are already divided into train and test sets. Inside each folder, each sensor's data is stored in a separate '.parquet' file.

Sensor files related to the same segment of machine data share a unique ID. The mapping of each machine data segment to the sensor files is given in .csv files inside the train and test folders. Those .csv files also contain metadata denoting the operational and environmental conditions of a specific segment.
DOI: 10.5281/zenodo.12665499
title: IMAD-DS: A Dataset for Industrial Multi-Sensor Anomaly Detection Under Domain Shift Conditions

description: IMAD-DS is a dataset developed for multi-rate multi-sensor anomaly detection (AD) in industrial environments, that considers varying operational and environmental conditions known as domain shifts.

Dataset Overview:

This dataset includes data from two scaled industrial machines: a robotic arm and a brushless motor.

It includes both normal and abnormal data recorded under various operating conditions to account for domain shifts. These shifts are categorized into:

Robotic Arm: The robotic arm is a scaled version of a robotic arm used to move silicon wafers in a factory. Anomalies are created by removing bolts at the nodes of the arm, resulting in an imbalance in the machine.Brushless Motor: The brushless motor is a scaled representation of an industrial brushless motor. Two anomalies are introduced: first, a magnet is moved closer to the motor load, causing oscillations by interacting with two symmetrical magnets on the load; second, a belt that rotates in unison with the motor shaft is tightened, creating mechanical stress.

The following domain shifts are included in the dataset:

Operational Domain Shifts: Variations caused by changes in machine conditions (e.g., load changes for the robotic arm and speed changes for the brushless motor).

Environmental Domain Shifts: Variations due to changes in background noise levels.

Combinations of operating and environmental conditions divide each machine's dataset into two subsets: the source domain and the target domain. The source domain has a large number of training examples. The target domain, instead, has limited training data. This discrepancy highlights a common issue in the industry where sufficient training data is often unavailable for the target domain, as machine data is collected under controlled environments that do not fully represent the deployment environments.

 

Data Collection and Processing:

Data is collected using the STEVAL-STWINBX1 IoT Sensor Industrial Node. The sensor used to record the dataset are the following.

·        Analog Microphone (16 kHz)

·        3-axis Accelerometer (6.7 kHz)

·        3-axis Gyroscope (6.7 kHz)

Recordings are conducted in an anechoic chamber to control acoustic conditions precisely

Data Format:Files are already divided into train and test sets. Inside each folder, each sensor's data is stored in a separate '.parquet' file.

Sensor files related to the same segment of machine data share a unique ID. The mapping of each machine data segment to the sensor files is given in .csv files inside the train and test folders. Those .csv files also contain metadata denoting the operational and environmental conditions of a specific segment.
DOI: 10.15468/dl.gttyb9
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-113.02429 13.48718,-82.97571 13.48718,-82.97571 25.51282,-113.02429 25.51282,-113.02429 13.48718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ambystoma bombypellum Taylor, 1940"
 ]
}

 The dataset includes 131 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106447-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cv56sk
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.02429 12.98718,-83.97571 12.98718,-83.97571 25.01282,-114.02429 25.01282,-114.02429 12.98718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ambystoma rivulare (Taylor, 1940)"
 ]
}

 The dataset includes 287 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106449-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9apsd
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heteromys nelsoni Merriam, 1902"
 ]
}

 The dataset includes 147 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106450-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13385478
title: CONTENT ANALYSIS OF APPEALS RECEIVED AT THE VIRTUAL AND PUBLIC RECEPTION CENTRES OF THE PRESIDENT OF THE REPUBLIC OF UZBEKISTAN RELATED TO THE HEALTH SECTOR
DOI: 10.5281/zenodo.13385479
title: CONTENT ANALYSIS OF APPEALS RECEIVED AT THE VIRTUAL AND PUBLIC RECEPTION CENTRES OF THE PRESIDENT OF THE REPUBLIC OF UZBEKISTAN RELATED TO THE HEALTH SECTOR
DOI: 10.15468/dl.dd362t
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.52429 15.48718,-84.47571 15.48718,-84.47571 27.51282,-114.52429 27.51282,-114.52429 15.48718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ambystoma altamirani Dugès, 1895"
 ]
}

 The dataset includes 683 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106451-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9mjd6
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Mustela frenata Lichtenstein, 1831",
 "Year 2000-2024"
 ]
}

 The dataset includes 47 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106452-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ggnsy
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106453-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvmdns
title: Occurrence Download

description: A dataset containing 1246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myrothamnaceae"
 ]
}

 The dataset includes 1246 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106455-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yftk3w
title: Occurrence Download

description: A dataset containing 547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-116.52429 13.98718,-86.47571 13.98718,-86.47571 26.01282,-116.52429 26.01282,-116.52429 13.98718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ambystoma dumerilii (Dugès, 1870)"
 ]
}

 The dataset includes 547 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106454-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2bfq5p
title: CCDC 2158132: Experimental Crystal Structure Determination

description: Related Article: Wei Zhang, Chuan-Su Tang, Shi-Qun Xiang|2022|RSC Advances|12|29840|doi:10.1039/D2RA04936H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.snjeqk
title: Occurrence Download

description: A dataset containing 973 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Spectacled bear database for Peru"
 ]
}

 The dataset includes 973 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106456-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dc686z
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-37.84888 29.47204,-4.64962 29.47204,-4.64962 45.81629,-37.84888 45.81629,-37.84888 29.47204))",
 "TaxonKey is Chauliodus danae Regan & Trewavas, 1929"
 ]
}

 The dataset includes 265 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106460-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44vqbq
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Psyllaephagus bliteus Riek, 1962"
 ]
}

 The dataset includes 152 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106459-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xfzjc
title: Occurrence Download

description: A dataset containing 30072 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gunneraceae"
 ]
}

 The dataset includes 30072 records from 397 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106458-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/01058
title: Chandra X-ray Observatory ObsId 01058
DOI: 10.15468/dl.m7tmg8
title: Occurrence Download

description: A dataset containing 2096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-125.46909 15.30761,-79.53091 15.30761,-79.53091 33.69239,-125.46909 33.69239,-125.46909 15.30761))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ambystoma velasci Dugès, 1888"
 ]
}

 The dataset includes 2096 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106462-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/01059
title: Chandra X-ray Observatory ObsId 01059
DOI: 10.15468/dl.6gb6t6
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Holothyrida"
 ]
}

 The dataset includes 115 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106463-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfee67
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mitriostigma Hochst."
 ]
}

 The dataset includes 405 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106464-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thsqat
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Artibeus fimbriatus Gray, 1838"
 ]
}

 The dataset includes 575 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106465-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13385023
title: Configuration files for extended global ORCA grid at 1/2° resolution and 75 vertical levels (eORCA05.L75)
DOI: 10.5281/zenodo.13385024
title: Configuration files for extended global ORCA grid at 1/2° resolution and 75 vertical levels (eORCA05.L75)
DOI: 10.15468/dl.58k8vb
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Morinda mefou Cheek"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106466-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f8y8s
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Mustela frenata Lichtenstein, 1831",
 "Year 2000-2024"
 ]
}

 The dataset's 4 records were derived from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106446-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68dkfy
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.52429 15.48718,-84.47571 15.48718,-84.47571 27.51282,-114.52429 27.51282,-114.52429 15.48718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ambystoma subsalsum Taylor, 1943"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106467-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2e7mb
title: Occurrence Download

description: A dataset containing 1743319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphibia",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "HasGeospatialIssue is false",
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than 10000",
 {
 "and" : [
 "Year is greater than or equal to 2019",
 "Year is less than 2024"
 ]
 },
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "SpeciesKey is not null",
 "ClassKey is not null",
 "Country is not null"
 ]
}

 The dataset includes 1743319 records from 1802 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106448-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/impa-c123-82110
title: Archibald and Margaret Irvine, Chogoria, Kenya, ca.1924

description: Portrait of Archibald Clive Irvine and Margaret Joyce Irvine (nee Carr) standing in the garden at the Chogoria mission. ❧ This image is from the first years of the Chogoria mission in Kenya, which was run by the Rev. Dr Archibald Clive Irvine (1893-1974), from the collection entitled ‘Chogoria, 1922. The early days.”
DOI: 10.25549/impa-c123-82068
title: Chogoria in the evening, Chogoria, Kenya, ca.1924

description: “Chogoria in the evening.” Landscape view showing the Irvine’s bungalow and surrounding buildings on the Chogoria ridge. ❧ This image is from the first years of the Chogoria mission in Kenya, which was run by the Rev. Dr Archibald Clive Irvine (1893-1974), from the collection entitled ‘Chogoria, 1922. The early days.”
DOI: 10.25549/impa-c123-82076
title: Road sign to Busia, Western province, Kenya, ca.1924

description: “What the bad boy did. Somebody’s stupid joke – turning the signpost round.” Exterior view showing a signpost by a road for Busia, near the Uganda Kenya border, which points into a field. Image taken during a trip from Chogoria to Uganda. ❧ This image is from the first years of the Chogoria mission in Kenya, which was run by the Rev. Dr Archibald Clive Irvine (1893-1974), from the collection entitled ‘Chogoria, 1922. The early days.”
DOI: 10.25549/impa-c123-82072
title: Irvine family home, Chogoria, Kenya, ca.1924

description: “The front – of the bungalow- our home for nearly 40 years.” Exterior view of the mission house built by Mr Ernest Carr, who funded the mission in the early years. Mr and Mrs Irvine lived in the house from 1922 to 1961, when they retired to Nairobi. ❧ This image is from the first years of the Chogoria mission in Kenya, which was run by the Rev. Dr Archibald Clive Irvine (1893-1974), from the collection entitled ‘Chogoria, 1922. The early days.”
DOI: 10.25549/impa-c123-82109
title: Rebuilding a bridge, Eastern province, Kenya, ca.1924

description: “On the way to Meru to see patients, a bridge was being mended.” Landscape view showing workers moving tree trunks onto a wooden bridge during a repair. The bridges often collapsed due to destruction from white ants or flooding. Dr Irvine travelled regularly doing medical safaris around the Chogoria out-stations. ❧ This image is from the first years of the Chogoria mission in Kenya, which was run by the Rev. Dr Archibald Clive Irvine (1893-1974), from the collection entitled ‘Chogoria, 1922. The early days.”
DOI: 10.25549/impa-c123-82237
title: Girl boarders, Chogoria, Kenya, 1937

description: “Girls' boarding school. New building finished 1937.” Exterior view of a brick building, the dormitories, into which the girl boarders are about to enter. Around this time the boarders were supervised by Miss Ina Hood, M.A. who was seconded from Tumutumu in 1936 to work in girls' education and training. ❧ The image is from the collection of Dr Archibald Clive Irvine (1893-1974) showing the period from 1928-1947 at the Chogoria mission which was established near Mt Kenya, in 1922, and run by Dr Irvine.
DOI: 10.25549/impa-c123-82216
title: In the hospital ward, Chogoria, Kenya, 1931

description: “Hospital in- and out-patients. Evangelist seen on right in front of door (The old building in 1931).” Interior view with in-patients sitting on the beds in the ward and outside other patients waiting to be seen. ❧ The image is from the collection of Dr Archibald Clive Irvine (1893-1974) showing the period from 1928-1947 at the Chogoria mission which was established near Mt Kenya, in 1922, and run by Dr Irvine.
DOI: 10.25549/impa-c123-82238
title: Mail delivery, Chogoria, Kenya, ca.1934

description: “Arrival of the mail, once a week.” Group portrait of the mission staff opening mail on the verandah as the postman stands on the steps. The post arrived once a week and was carried thirty miles to Chogoria. From L to R; Mrs Alta Macpherson, Mr Robert Macpherson, Miss Rita Butter-Malcolm, Dr Irvine, Rimunya and Mrs Margaret Irvine. ❧ The image is from the collection of Dr Archibald Clive Irvine (1893-1974) showing the period from 1928-1947 at the Chogoria mission which was established near Mt Kenya, in 1922, and run by Dr Irvine.