cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ec2ta7
title: Occurrence Download

description: A dataset containing 1144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phodilus Geoffroy Saint-I.Hilaire, 1830"
 ]
}

 The dataset includes 1144 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233234-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvzh0j
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Phytelephas aequatorialis Spruce",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 371 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002513-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2ara1
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "PublishingOrg is ff90b050-c256-11db-b71b-b8a03c50a862",
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Phrynosoma asio Cope, 1864",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 247 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011067-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scqssg
title: Occurrence Download

description: A dataset containing 94271 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platanthera chlorantha (Custer) Rchb."
 ]
}

 The dataset includes 94271 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216191-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57ua8z
title: Occurrence Download

description: A dataset listing the 8 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlegmariurus saururus (Lam.) B.Øllg."
 ]
}

 The dataset's 8 records were derived from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243509-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5tkdgu
title: Occurrence Download

description: A dataset containing 397 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptoglossis Benth."
 ]
}

 The dataset includes 397 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011067-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ab2gpe
title: Occurrence Download

description: A dataset containing 749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Honduras",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Calidris pusilla (Linnaeus, 1766)",
 "Year 2005-2021"
 ]
}

 The dataset includes 749 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241674-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyxa2t
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-123.42689 48.44597,-123.43607 48.44623,-123.43813 48.44057,-123.43135 48.43911,-123.41496 48.44718,-123.42466 48.45104,-123.42629 48.44923,-123.42689 48.44597))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 82 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216169-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gv9bpr
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.31803832508469 -10.656568578139016,-75.00139298201098 -10.656568578139016,-75.00139298201098 -8.339923235065314,-77.31803832508469 -8.339923235065314,-77.31803832508469 -10.656568578139016))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bufo spinulosus Wiegmann, 1834"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033863-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qke8mb
title: Occurrence Download

description: A dataset containing 32234 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen"
 ]
 },
 {
 "or" : [
 "Continent is Europe",
 "Continent is Asia"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Scilla L."
 ]
}

 The dataset includes 32234 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013469-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xotvbu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptodactylus cupreus Caramaschi, Feio & São Pedro, 2008"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011068-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9lbia
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa pandi Brame & Wake, 1963"
 ]
}

 The dataset includes 48 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028938-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nh97f6
title: Occurrence Download

description: A dataset containing 21110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oncorhynchus mykiss (Walbaum, 1792)"
 ]
}

 The dataset includes 21110 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196164-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33qnby
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Cameroon",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Poga Pierre, Anisophyllea R.Br. ex Sabine)"
 ]
}

 The dataset includes 100 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0217600-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qskfko
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Conus pergrandis (Iredale, 1937)"
 ]
}

 The dataset includes 24 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011068-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxsqr7
title: Occurrence Download

description: A dataset containing 25823 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scilla bifolia L."
 ]
}

 The dataset includes 25823 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216179-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzcbu8
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Psora decipiens (Hedw.) Hoffm."
 ]
}

 The dataset includes 659 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233236-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3aa8s
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Galictis vittata (Schreber, 1776)"
 ]
}

 The dataset includes 121 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003839-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4u4s26
title: Occurrence Download

description: A dataset containing 655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phrynosoma mcallii (Hallowell, 1852)"
 ]
}

 The dataset includes 655 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196174-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfkvhp
title: Occurrence Download

description: A dataset containing 19172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelophylax ridibundus (Pallas, 1771)"
 ]
}

 The dataset includes 19172 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011068-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vn8wdt
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Ateuchus aeneomicans (Harold, 1868)"
 ]
}

 The dataset includes 117 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0233242-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4axsqr
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Copernicia prunifera (Mill.) H.E.Moore"
 ]
}

 The dataset includes 280 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250736-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trs9d9
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Digitalis mertonensis)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007579-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h7hrd
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Wrightia religiosa",
 "Country is Malaysia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007580-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwytma
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Wrightia religiosa",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007581-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vd84g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Corynebacterium liangguodongii"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014250-250402121839773/datasets/export for details.
DOI: 10.18150/oixk2y
title: Designing safer functionalised ionic liquids: Monoterpene-derived compounds for greener agrochemical development: data for article

description: The collection of data is related to the manuscript “Designing safer functionalised ionic liquids: Monoterpene-derived compounds for greener agrochemical development”The research was conducted during Opus 19 project (UMO-2020/37/B/NZ9/04201) granted by National Science Center (Poland). The goal of this grant is to synthesize a broad range of bio-inspired, environmentally safe ionic compounds and integrate them into intelligent 3D hydrogel delivery systems, enabling controlled release of active agents and assessing their impact on the growth and physiology of major crop species.The set of data contains:raw NMR data (jdf) of obtained quaternary imidazolium chlorides and FILsHRMS screenshots (pdf) of obtained quaternary imidazolium chlorides and FILsThermal txt data including DCS and TGA analysis of obtained quaternary imidazolium chlorides and FILsPhytotoxicity raw data (xlsx)Photosynthetic pigments data (xlsx)H2O2, MDA, SOD, CAT, POD content raw data (xlsx)
DOI: 10.34740/kaggle/dsv/14727226
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.fvgxqx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IDN.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Anaphalis javanica"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010992-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abmn4k
title: Occurrence Download

description: A dataset containing 896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Microbial Community Database (MiCoDa). A curated global 16S rRNA gene amplicon dataset from all environments",
 "Geometry POLYGON((120.0376795841846 30.255039028508477,120.14119224116034 30.255039028508477,120.14119224116034 30.358551685484215,120.0376795841846 30.358551685484215,120.0376795841846 30.255039028508477))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 896 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010993-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18478102
title: ПУТИ ПОДДЕРЖАНИЯ И КОРРЕКЦИИ ПИТАНИЯ ЖЕНЩИН КЛИМАКТЕРИЧЕСКОГО ПЕРИОДА

description: Здоровое питание необходимо в любом возрасте, но в пожилом возрасте особенно важно избегать рисков, связанных с заболеваниями сердца, диабетом, ожирением и прочими хроническими недугами. Количество и качество пищи определяются возрастом, полом и характером выполняемой работы. Диета людей пожилого возраста существенно отличается от диеты молодых. Пожилому человеку требуется меньше калорий, чем молодому, что связано со снижением физической активности и особенностями обмена веществ. Но уменьшенный по калорийности рацион должен содержать достаточное количество минеральных солей, витаминов, белков. Общую калорийность суточного рациона для пожилых людей необходимо снижать преимущественно за счет животных жиров и простых углеводов.
DOI: 10.5281/zenodo.18478101
title: ПУТИ ПОДДЕРЖАНИЯ И КОРРЕКЦИИ ПИТАНИЯ ЖЕНЩИН КЛИМАКТЕРИЧЕСКОГО ПЕРИОДА

description: Здоровое питание необходимо в любом возрасте, но в пожилом возрасте особенно важно избегать рисков, связанных с заболеваниями сердца, диабетом, ожирением и прочими хроническими недугами. Количество и качество пищи определяются возрастом, полом и характером выполняемой работы. Диета людей пожилого возраста существенно отличается от диеты молодых. Пожилому человеку требуется меньше калорий, чем молодому, что связано со снижением физической активности и особенностями обмена веществ. Но уменьшенный по калорийности рацион должен содержать достаточное количество минеральных солей, витаминов, белков. Общую калорийность суточного рациона для пожилых людей необходимо снижать преимущественно за счет животных жиров и простых углеводов.
DOI: 10.15468/dl.tehfth
title: Occurrence Download

description: A dataset containing 26607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-83.521923 40.546024, -83.573412 40.611888, -83.660312 40.611888, -83.608769 40.546024, -83.521923 40.546024))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 26607 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010994-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mx9-142-ea3
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kvx-ytv-vb7
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xpv-hq5-n5e
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n2d-q26-28w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17489407
title: Inverse Design of Thermally Active Composite via Policy-Transferred Reinforcement Learning

description: Data and code of "Inverse Design of Temperature-Responsive 4D Active Composites Using Reinforcement Learning"

When you extract the compressed file, you will find the following four files:

DATA/├── DATA 1: final_input_data.npy│└── DATA 2: final_output_data.npy

DATA: Two NumPy arrays containing the complete dataset used for training and evaluation:



final_input_data.npy: (shape: 10000 × 4 × 24): Binary material configurations for the TAC cantilever beam, where each element represents material assignment (0 or 1) in a 4-row × 24-column grid. The dataset comprises 80% randomly generated configurations and 20% patterned designs.

final_output_data.npy: (shape: 10000 × 2 × 24): Corresponding deformation trajectories containing x and y coordinates of 24 centerline points along the beam after thermal actuation.


CODE/├── CODE 1: s1v1_surrogate.py│├── CODE 2: s2v1_GA_train.py│├── CODE 3: s2v1_SSO_train.py│├── CODE 4: s5v1_1case_DDQN_original_train_nstep.py│├── CODE 5: s6v1_multicase_DDQN_original_earlystop_nstep.py│└── CODE 6: s7v1_multi2single_transfer_DDQN_original_earlystop_train_nstep.py

CODE 1: s1v1_surrogate.pyForward prediction surrogate model using neural networks to predict deformation trajectories from material configurations, serving as the environment for RL training.

CODE 2: s2v1_GA_train.pyGenetic Algorithm (GA) implementation for inverse design optimization, used as a baseline comparison method.

CODE 3: s2v1_SSO_train.pySequential Subdomain Optimization (SSO) implementation that divides the design space into column-wise subdomains for local optimization.

CODE 4: s5v1_1case_DDQN_original_train_nstep.pySingle-target Double Deep Q-Network (DDQN) with n-step returns for optimizing material configurations toward individual target shapes.

CODE 5: s6v1_multicase_DDQN_original_earlystop_nstep.pyMulti-target DDQN training with early stopping, enabling generalization across diverse target trajectories without retraining.

CODE 6: s7v1_multi2single_transfer_DDQN_original_earlystop_train_nstep.pyTransfer learning implementation that fine-tunes the multi-target pretrained model for accelerated single-target optimization, reducing sample usage by up to fivefold.