cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/v8mb6thhwh.1
title: Source code of TSAP: Time-Series Additive exPlanations, a novel explainer based on time-series transformations

description: This dataset contains the complete Python source code of Time-Series Additive exPlanations (TSAP), a novel model-agnostic explainer designed for time-series (TS) machine learning (ML) models. TSAP is based on measuring the impact of controlled TS transformations on the predicted output of forecasting models.
The core component of the framework is the class "TsapExplainer", which can be applied to any TS ML model implementing the basic interface "TsModel" (provided as a Python class). The only required method is "predict", which receives a Pandas Series as input and returns a numerical value corresponding to the predicted next value of the series. This design enables compatibility with external ML libraries such as Keras or TensorFlow by implementing a lightweight wrapper class that conforms to the "TsModel" interface and defines the required method.
To illustrate the usage of TSAP, this dataset includes the class "LstmExampleTsModel", which implements a Long Short-Term Memory (LSTM) neural network using Keras. This example retrieves stock time-series data through the Yahoo Finance application programming interface (API) and demonstrates how to integrate TSAP with a forecasting model in practice.
TSAP supports both local and global explanations. Local explanations analyze the influence of TS transformations on a single prediction, while global explanations characterize the overall behavior of a model based on a group of TS instances. 
Additional classes and scripts included in the dataset are used for experimentation in the financial domain and for evaluating the explainer using Gummadi’s metrics. These materials were prepared to support the peer-review process of a scientific publication.
Although the current version of TSAP includes default transformations related to trend and volatility, the framework is fully extensible. The explainer can receive custom transformation functions as parameters, allowing practitioners to define domain-specific transformations and generate explanations tailored to their particular TS ML models.
Researchers and practitioners are encouraged to cite the associated publications and this dataset when using TSAP in academic or professional work.
DOI: 10.48580/d3xsh.v83
title: A new species of Ferorhinella with an unusual pattern of sexual size dimorphism (Hemiptera, Cercopidae, Tomaspidinae)
DOI: 10.48580/d3xsj.v83
title: The first hypogean dipluran from Portugal: description of a new species of the genus Litocampa (Diplura: Campodeidae)
DOI: 10.48580/d3xsk.v80
title: Eriophyoid mites from Eastern India: description of three new species (Acari: Prostigmata: Eriophyoidea)
DOI: 10.48580/d3xsn.v81
title: Annotated checklist of millipedes (Myriapoda: Diplopoda) of Sri Lanka
DOI: 10.48580/d3xs7.v85
title: A new genus and species from southwestern China in the Frankliniella genus-group (Thysanoptera: Thripidae)
DOI: 10.48580/d3xs8.v77
title: Inti (Hymenoptera: Eulophidae) a peculiar new genus from tropical America
DOI: 10.48580/d3xsb.v77
title: A new species from southwestern China of the holarctic genus Odontothrips (Thysanoptera: Thripidae)
DOI: 10.48580/d3xsf.v81
title: Annotated catalogue of the Phylinae (Heteroptera: Miridae) from the Korean Peninsula
DOI: 10.48580/d3xs4.v86
title: Two new species of the spider genus Cataleptoneta from Balkan Peninsula (Araneae, Leptonetidae)
DOI: 10.17632/xhbc9mz848
title: Dataset: Plant growth and soil microbial data from co-inoculation of halotolerant Bacillus strain and AMF in saline soils

description: This dataset contains all experimental data supporting the research on a novel “halophyte-PGPR-AMF” synergistic strategy for saline-alkali land remediation. The study investigated the synergistic effects of a novel halotolerant plant growth-promoting rhizobacterium (PGPR) and arbuscular mycorrhizal fungi (AMF) on plant growth under saline stress conditions.The dataset comprises four main components:
1. In vitro Plant Growth-Promoting (PGP) Traits of 30 Salt-Tolerant Isolates:
This component contains the quantitative screening results from biochemical assays evaluating the PGP potential of 30 distinct salt-tolerant bacterial strains isolated from the rhizosphere of Suaeda salsa. The data led to the identification of the most promising candidate, Bacillus sp. strain 29. Key metrics for all isolates include ACC deaminase activity, indole-3-acetic acid (IAA) production, phosphate solubilization efficiency, potassium mobilization, and nitrogen fixation.
2. Pot Experiment: Function of Dominant Strain and Synergy on Suaeda salsa:
This component includes the raw data from a pot experiment designed to dissect the individual and interactive effects of the selected PGPR strain 29 and AMF on the native halophyte Suaeda salsa under saline stress. The experiment comprised four treatment groups: non-inoculation control (CK), AMF mono-inoculation (AM), PGPR mono-inoculation (PG), and PGPR+AMF co-inoculation (AP). Data includes plant growth parameters (fresh weight, root length, etc.) and corresponding soil physicochemical properties.
4. Validation Pot Experiment: Synergistic Effects of Co-inoculation on Four Plant Species:
This component contains the raw data from a validation pot experiment designed to test the broad-spectrum efficacy of the PGPR-AMF co-inoculation strategy. Four plant species—Suaeda salsa (Su.s), Medicago sativa (Me.s), Nicotiana tabacum (Ni.t), and Zea mays (Ze.s)—were subjected to two treatments: non-inoculation control (CK) and PGPR-AMF co-inoculation (AP). Data includes phenotypic biomass measurements for all species, enabling comparative analysis of interspecific variations in response to microbial co-inoculation under saline conditions.
4. 16S rRNA Gene Sequence of Bacillus sp. Strain 29:
This component provides the primary molecular data for the taxonomic identification of the key bacterial inoculant used in this study. It contains the raw, nearly full-length 16S rRNA gene sequence of the halotolerant Bacillus sp. strain 29, obtained via Sanger sequencing, provided in FASTA format.
DOI: 10.48580/d3xry.v79
title: Epidorylaimus monhystera sp. n., an atypical species of the genus Epidorylaimus Andrássy, 1986 (Dorylaimida: Qudsianematidae) from Japan
DOI: 10.48580/d3xrz.v79
title: Review of bamboo-feeding leafhopper genus Mukaria Distant (Hemiptera: Cicadellidae: Mukariinae) with description of a new species from China
DOI: 10.48580/d3xs6.v85
title: Tanaidacea (Crustacea, Peracarida) of the North-east Atlantic: the Agathotanaidae of the AFEN, BIOFAR and BIOICE projects, with a description of a new species of Paragathotanais Lang
DOI: 10.17632/xhbc9mz848.2
title: Dataset: Plant growth and soil microbial data from co-inoculation of halotolerant Bacillus strain and AMF in saline soils

description: This dataset contains all experimental data supporting the research on a novel “halophyte-PGPR-AMF” synergistic strategy for saline-alkali land remediation. The study investigated the synergistic effects of a novel halotolerant plant growth-promoting rhizobacterium (PGPR) and arbuscular mycorrhizal fungi (AMF) on plant growth under saline stress conditions.The dataset comprises four main components:
1. In vitro Plant Growth-Promoting (PGP) Traits of 30 Salt-Tolerant Isolates:
This component contains the quantitative screening results from biochemical assays evaluating the PGP potential of 30 distinct salt-tolerant bacterial strains isolated from the rhizosphere of Suaeda salsa. The data led to the identification of the most promising candidate, Bacillus sp. strain 29. Key metrics for all isolates include ACC deaminase activity, indole-3-acetic acid (IAA) production, phosphate solubilization efficiency, potassium mobilization, and nitrogen fixation.
2. Pot Experiment: Function of Dominant Strain and Synergy on Suaeda salsa:
This component includes the raw data from a pot experiment designed to dissect the individual and interactive effects of the selected PGPR strain 29 and AMF on the native halophyte Suaeda salsa under saline stress. The experiment comprised four treatment groups: non-inoculation control (CK), AMF mono-inoculation (AM), PGPR mono-inoculation (PG), and PGPR+AMF co-inoculation (AP). Data includes plant growth parameters (fresh weight, root length, etc.) and corresponding soil physicochemical properties.
4. Validation Pot Experiment: Synergistic Effects of Co-inoculation on Four Plant Species:
This component contains the raw data from a validation pot experiment designed to test the broad-spectrum efficacy of the PGPR-AMF co-inoculation strategy. Four plant species—Suaeda salsa (Su.s), Medicago sativa (Me.s), Nicotiana tabacum (Ni.t), and Zea mays (Ze.s)—were subjected to two treatments: non-inoculation control (CK) and PGPR-AMF co-inoculation (AP). Data includes phenotypic biomass measurements for all species, enabling comparative analysis of interspecific variations in response to microbial co-inoculation under saline conditions.
4. 16S rRNA Gene Sequence of Bacillus sp. Strain 29:
This component provides the primary molecular data for the taxonomic identification of the key bacterial inoculant used in this study. It contains the raw, nearly full-length 16S rRNA gene sequence of the halotolerant Bacillus sp. strain 29, obtained via Sanger sequencing, provided in FASTA format.
DOI: 10.48580/d3xrr.v77
title: Bembidion (Plataphodes) kmecoi sp. nov. from China, Sichuan (Coleoptera: Carabidae: Bembidiina)
DOI: 10.48580/d3xrs.v79
title: Mataranka bilyi, a new peculiar genus and species of Clavigeritae (Coleoptera: Staphylinidae: Pselaphinae) from Australia
DOI: 10.48580/d3xrt.v84
title: The nymph of Anacroneuria debilis (Pictet, 1841) (Plecoptera: Perlidae)
DOI: 10.15468/dl.tz292m
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Zero coordinate, Coordinate out of range, Coordinate invalid, Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate uncertainty meters invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT mismatch, Footprint WKT invalid, Country coordinate mismatch, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date mismatch, Recorded date unlikely, Taxon match fuzzy, Taxon match aggregate, Taxon match none, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, ccurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "TaxonKey is Bradypus tridactylus Linnaeus, 1758"
 ]
}

 The dataset includes 388 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047536-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9xk9u
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neoregelia rubrifolia Ruschi"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046505-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g54nzz
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platanthera amabilis Koidz."
 ]
}

 The dataset includes 42 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083629-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v8jum
title: Occurrence Download

description: A dataset containing 409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is one of (Zero coordinate, Coordinate out of range, Coordinate invalid, Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision invalid, Coordinate uncertainty meters invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT mismatch, Footprint WKT invalid, Country coordinate mismatch, Country mismatch, Country invalid, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date mismatch, Recorded date unlikely, Taxon match fuzzy, Taxon match higher rank, Taxon match aggregate, Taxon match none, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, ccurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "TaxonKey is Saiga tatarica (Linnaeus, 1766)"
 ]
}

 The dataset includes 409 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047596-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7sqb8
title: Occurrence Download

description: A dataset containing 49088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leucolia violiceps (Gould, 1859))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 49088 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019147-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4q667s
title: Occurrence Download

description: A dataset containing 661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Rubigula montis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 661 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083613-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whittington-ouc113778833
title: Hollywood Legion Red Cross Drive, Los Angeles, Calif., 1945

description: Photograph of Hollywood Legion Red Cross Drive, Los Angeles, California, 16 March 1945. Client: American Red Cross (Gerlach, 1200 South Vermont). Operator: Cross. "12M, Philip…, English…, made in…, cigar…, Phlip Morris…, Richmond…"; "15 yrs"; "…ve Bank... ancisco"; "California, Hollwood 43, Eureka"; "Hollywood Legion Stadium".
DOI: 10.25549/whittington-ouc11399fc54
title: Dick Whittington Photography Collection, 1924-1987

description: The "Dick" Whittington Studio was the largest and finest photography studio in the Los Angeles area from 1924 to 1987. Specializing in commercial photography, the Whittington Studio took photographs for nearly every major business and organization in Los Angeles; in so doing, they documented the growth and commercial development of Los Angeles. Clients included Max Factor, the Broadway, Bullock's, and May Co. department stores, the California Fruit Growers Association, Signal Oil, Shell Oil, Union Oil, Van de Kamp's bakeries, Forest Lawn, Sparkletts Water, CBS, Don Lee Television, Goodyear Tire and Rubber, real estate developers, construction companies, automobile, aircraft, and railroad companies, and drive-in theaters. Another notable client was the University of Southern California, which contracted with the Whittington Studios for coverage of athletic and other events. The collection consists primarily of roughly 500,000 negatives; the rest are photoprints. Supporters The collection is only partially digitized, but thanks to the generous help of the National Endowment for the Humanities (NEH) and the National Historical Publications and Records Commission (NHPRC), the USC Libraries has digitized 76,645 at-risk negatives in obsolete formats from the 1920s to 1940s.
DOI: 10.25549/whittington-ouc11399fc7w
title: Dick Whittington Photography Collection, 1924-1987

description: The "Dick" Whittington Studio was the largest and finest photography studio in the Los Angeles area from 1924 to 1987. Specializing in commercial photography, the Whittington Studio took photographs for nearly every major business and organization in Los Angeles; in so doing, they documented the growth and commercial development of Los Angeles. Clients included Max Factor, the Broadway, Bullock's, and May Co. department stores, the California Fruit Growers Association, Signal Oil, Shell Oil, Union Oil, Van de Kamp's bakeries, Forest Lawn, Sparkletts Water, CBS, Don Lee Television, Goodyear Tire and Rubber, real estate developers, construction companies, automobile, aircraft, and railroad companies, and drive-in theaters. Another notable client was the University of Southern California, which contracted with the Whittington Studios for coverage of athletic and other events. The collection consists primarily of roughly 500,000 negatives; the rest are photoprints. Supporters The collection is only partially digitized, but thanks to the generous help of the National Endowment for the Humanities (NEH) and the National Historical Publications and Records Commission (NHPRC), the USC Libraries has digitized 76,645 at-risk negatives in obsolete formats from the 1920s to 1940s.
DOI: 10.25549/whittington-ouc11399f1k0
title: Dick Whittington Photography Collection, 1924-1987

description: The "Dick" Whittington Studio was the largest and finest photography studio in the Los Angeles area from 1924 to 1987. Specializing in commercial photography, the Whittington Studio took photographs for nearly every major business and organization in Los Angeles; in so doing, they documented the growth and commercial development of Los Angeles. Clients included Max Factor, the Broadway, Bullock's, and May Co. department stores, the California Fruit Growers Association, Signal Oil, Shell Oil, Union Oil, Van de Kamp's bakeries, Forest Lawn, Sparkletts Water, CBS, Don Lee Television, Goodyear Tire and Rubber, real estate developers, construction companies, automobile, aircraft, and railroad companies, and drive-in theaters. Another notable client was the University of Southern California, which contracted with the Whittington Studios for coverage of athletic and other events. The collection consists primarily of roughly 500,000 negatives; the rest are photoprints. Supporters The collection is only partially digitized, but thanks to the generous help of the National Endowment for the Humanities (NEH) and the National Historical Publications and Records Commission (NHPRC), the USC Libraries has digitized 76,645 at-risk negatives in obsolete formats from the 1920s to 1940s.
DOI: 10.25549/whittington-ouc11399f1hc
title: Dick Whittington Photography Collection, 1924-1987

description: The "Dick" Whittington Studio was the largest and finest photography studio in the Los Angeles area from 1924 to 1987. Specializing in commercial photography, the Whittington Studio took photographs for nearly every major business and organization in Los Angeles; in so doing, they documented the growth and commercial development of Los Angeles. Clients included Max Factor, the Broadway, Bullock's, and May Co. department stores, the California Fruit Growers Association, Signal Oil, Shell Oil, Union Oil, Van de Kamp's bakeries, Forest Lawn, Sparkletts Water, CBS, Don Lee Television, Goodyear Tire and Rubber, real estate developers, construction companies, automobile, aircraft, and railroad companies, and drive-in theaters. Another notable client was the University of Southern California, which contracted with the Whittington Studios for coverage of athletic and other events. The collection consists primarily of roughly 500,000 negatives; the rest are photoprints. Supporters The collection is only partially digitized, but thanks to the generous help of the National Endowment for the Humanities (NEH) and the National Historical Publications and Records Commission (NHPRC), the USC Libraries has digitized 76,645 at-risk negatives in obsolete formats from the 1920s to 1940s.
DOI: 10.25549/whittington-ouc11399ef02
title: Dick Whittington Photography Collection, 1924-1987

description: The "Dick" Whittington Studio was the largest and finest photography studio in the Los Angeles area from 1924 to 1987. Specializing in commercial photography, the Whittington Studio took photographs for nearly every major business and organization in Los Angeles; in so doing, they documented the growth and commercial development of Los Angeles. Clients included Max Factor, the Broadway, Bullock's, and May Co. department stores, the California Fruit Growers Association, Signal Oil, Shell Oil, Union Oil, Van de Kamp's bakeries, Forest Lawn, Sparkletts Water, CBS, Don Lee Television, Goodyear Tire and Rubber, real estate developers, construction companies, automobile, aircraft, and railroad companies, and drive-in theaters. Another notable client was the University of Southern California, which contracted with the Whittington Studios for coverage of athletic and other events. The collection consists primarily of roughly 500,000 negatives; the rest are photoprints. Supporters The collection is only partially digitized, but thanks to the generous help of the National Endowment for the Humanities (NEH) and the National Historical Publications and Records Commission (NHPRC), the USC Libraries has digitized 76,645 at-risk negatives in obsolete formats from the 1920s to 1940s.