cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30511943
title: 2020 China County-Level Air Pollutants and Carbon Dioxide Emission Inventory

description: We have developed a county-level emission inventory of air pollutants and CO<sub>2</sub> within a unified framework in mainland China in 2020.The dataset covers CO<sub>2</sub> and 5 types of air pollutants and includes 16 major source categories.This dataset introduces emissions by species, sector, and county.1) The species include CO<sub>2</sub>, SO<sub>2</sub>, NOx, PM<sub>2.5</sub>, VOCs and NH<sub>3</sub>.2) Sixteen emission sectors are reported: power plant, industrial boiler, residential combustion, on-road transportation, off-road transportation, open burning, production of iron and steel, production of cement, other industry, industrial solvent usage, residential solvent usage, oil storage and transportation, waste treatment, livestock, nitrogen fertilizer application, smoking and cooking.3) All of the 2848 counties of 31 provinces in mainland China.
DOI: 10.6084/m9.figshare.30511943.v1
title: 2020 China County-Level Air Pollutants and Carbon Dioxide Emission Inventory

description: We have developed a county-level emission inventory of air pollutants and CO<sub>2</sub> within a unified framework in mainland China in 2020.The dataset covers CO<sub>2</sub> and 5 types of air pollutants and includes 16 major source categories.This dataset introduces emissions by species, sector, and county.1) The species include CO<sub>2</sub>, SO<sub>2</sub>, NOx, PM<sub>2.5</sub>, VOCs and NH<sub>3</sub>.2) Sixteen emission sectors are reported: power plant, industrial boiler, residential combustion, on-road transportation, off-road transportation, open burning, production of iron and steel, production of cement, other industry, industrial solvent usage, residential solvent usage, oil storage and transportation, waste treatment, livestock, nitrogen fertilizer application, smoking and cooking.3) All of the 2848 counties of 31 provinces in mainland China.
DOI: 10.15468/dl.cq4qk2
title: Occurrence Download

description: A dataset containing 5841 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aprion virescens"
 ]
}

 The dataset includes 5841 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014238-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17509247
title: Global Hourly Electricity Demand Dataset Segregated by Season and Day Type: Tracking Changes Across COVID-19 Lockdown Phases

description: This dataset provides a cross-country time series of hourly typical electricity usage designed for comparative analysis of consumption patterns before, during, and after the strictest COVID-19 lockdown periods. The dataset aggregates and normalises raw usage data to present the typical hourly demand for [Number] countries, segmented by season and day type (weekday vs. weekend).

The primary utility of this data is to facilitate standardised analyses of the non-pharmaceutical intervention (NPI) impact on energy consumption globally. The data processing pipeline uses external master data, including government response metrics derived from the Oxford COVID-19 Government Response Tracker (OxCGRT), to precisely define and standardise the "strictest lockdown period" for each country.

The dataset is shared in two primary formats to maximise reusability and accessibility:



PostgreSQL Database Dump Files (.sql):



This is the recommended format for researchers seeking to replicate the full data environment or integrate the data into an existing pipeline. The files were generated from a PostgreSQL [Insert PG Version] database.

dataset_schema_only: Contains the six table definitions, including all primary keys, foreign key relationships, and constraints, but no data. This is ideal for those who wish to populate the schema with their own data.

dataset_full: Contains the full schema and all underlying data. This file can be used to instantly instantiate a complete, working PostgreSQL database for immediate analysis.


Comma-Separated Value Files (.csv):



Six individual CSV files are provided, with each file corresponding exactly to one table in the relational schema.

This format offers the most direct access to the data, allowing users to easily import the records into any statistical software or alternative database management system without requiring a PostgreSQL environment setup.



The database is composed of six interrelated tables, featuring the core typical_daily_usage_patterns table and five supporting tables.
DOI: 10.15468/dl.yny2uk
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rusa marianna"
 ]
}

 The dataset includes 284 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014239-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17518340
title: FC-009-V7953B15: Breakthrough Intranasal BTK Inhibitor  Targeting Alzheimer's Disease Neuroinflammation

description: FC-009-V7953B15 is a small-molecule Bruton's tyrosine kinase (BTK) inhibitor designed for intranasal delivery to treat Alzheimer's disease by modulating microglial neuroinflammation.

This comprehensive dataset includes Tier 1 computational validation (11/11 parameters passed with PERFECT scores), detailed synthetic routes, experimental protocols for Tier 2/3 validation, and comprehensive ADMET profiling across three independent computational platforms (ADMETlab 2.0, SwissADME, SwissTargetPrediction).

KEY FEATURES:• BBB Penetration: 99.2% (outstanding)• P-gp Efflux: 0.7% (minimal - excellent CNS exposure)• hERG Cardiotoxicity: 4.4% (excellent safety profile)• Synthetic Accessibility: 2.46/10 (very easy - 2-step route from commercial materials)• Drug-Likeness: 0 violations (perfect Lipinski/Veber compliance)• LogP Consensus: 2.0-2.4 (optimal for blood-brain barrier penetration)• Structural Novelty: Confirmed (distinct from existing BTK inhibitor patents)

COMPREHENSIVE DOCUMENTATION:• Complete synthetic procedures (step-by-step with reagents, conditions, characterization)• Tier 2 assay protocols (BTK IC50, hepatotoxicity, off-target screening, BBB validation, nasal tolerability)• Tier 3 study designs (kinase selectivity, PK/PD, GLP toxicology)• Target Product Profile (TPP) and development roadmap• Clinical rationale (BTK in Alzheimer's, intranasal delivery advantages)

CRITICAL LIMITATIONS ACKNOWLEDGED:• Hepatotoxicity prediction: 94.2% DILI probability (requires urgent experimental validation)• BTK IC50: Not yet measured (highest priority for Tier 2)• Off-target profile: 100 predicted targets identified (screening protocols provided)

Released under CC BY-NC-SA 4.0 for non-commercial academic research. Commercial licensing available via HarmOost@proton.me.

VERSION: 1.0 (pkCSM mutagenicity and metabolic stability data to be added in version 1.1)
DOI: 10.5281/zenodo.17518339
title: FC-009-V7953B15: Breakthrough Intranasal BTK Inhibitor  Targeting Alzheimer's Disease Neuroinflammation

description: FC-009-V7953B15 is a small-molecule Bruton's tyrosine kinase (BTK) inhibitor designed for intranasal delivery to treat Alzheimer's disease by modulating microglial neuroinflammation.

This comprehensive dataset includes Tier 1 computational validation (11/11 parameters passed with PERFECT scores), detailed synthetic routes, experimental protocols for Tier 2/3 validation, and comprehensive ADMET profiling across three independent computational platforms (ADMETlab 2.0, SwissADME, SwissTargetPrediction).

KEY FEATURES:• BBB Penetration: 99.2% (outstanding)• P-gp Efflux: 0.7% (minimal - excellent CNS exposure)• hERG Cardiotoxicity: 4.4% (excellent safety profile)• Synthetic Accessibility: 2.46/10 (very easy - 2-step route from commercial materials)• Drug-Likeness: 0 violations (perfect Lipinski/Veber compliance)• LogP Consensus: 2.0-2.4 (optimal for blood-brain barrier penetration)• Structural Novelty: Confirmed (distinct from existing BTK inhibitor patents)

COMPREHENSIVE DOCUMENTATION:• Complete synthetic procedures (step-by-step with reagents, conditions, characterization)• Tier 2 assay protocols (BTK IC50, hepatotoxicity, off-target screening, BBB validation, nasal tolerability)• Tier 3 study designs (kinase selectivity, PK/PD, GLP toxicology)• Target Product Profile (TPP) and development roadmap• Clinical rationale (BTK in Alzheimer's, intranasal delivery advantages)

CRITICAL LIMITATIONS ACKNOWLEDGED:• Hepatotoxicity prediction: 94.2% DILI probability (requires urgent experimental validation)• BTK IC50: Not yet measured (highest priority for Tier 2)• Off-target profile: 100 predicted targets identified (screening protocols provided)

Released under CC BY-NC-SA 4.0 for non-commercial academic research. Commercial licensing available via HarmOost@proton.me.

VERSION: 1.0 (pkCSM mutagenicity and metabolic stability data to be added in version 1.1)
DOI: 10.15468/dl.8t8ujx
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Mechanitis polymnia [GBIF Backbone Taxonomy])",
 "GadmGid is one of (COL)",
 "Year 2015-2025",
 "BasisOfRecord is one of (Human Observation)"
 ]
 }
 ]
}

 The dataset includes 333 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014240-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5v40kc2k
title: MassIVE MSV000099737 - GNPS - Crustose coralline algae (CCA)
title: This dataset includes two species of the encrusting red algae, Crustose coralline algae (CCA) collected from Kaneohe Bay Oahu and Moorea, French Polynesia by Dr. Raphael Ritson Williams and Dr. Zachary A. Quinlan. The majority of the samples were visually identified under direction scope as Hydrolithon reinboldii, while three samples were Titanoderum sp. Tissues were extracted in 80% LC MS/MS methanol and frozen at -80 Celsius degrees. A portion of this study was funded by NSF-OCE PRF grant #2308400 and NSF-OCE grant 2516814. Untargeted LC-MS/MS acquisition was performed on a Vanquish Flex UHPLC system coupled to an Orbitrap Exploris 240 (Thermo Fisher Scientific, Bremen, Germany). Chromatographic separation was performed on a Kinetex 1.7 um 100 A pore size C18 reversed phase UHPLC column 150 x 2.1 mm (Phenomenex, Torrance, CA).
DOI: 10.15468/dl.sngug4
title: Occurrence Download

description: A dataset containing 165893 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 (Calicotome spinosa, Paeonia mascula, Mentzelia albescens, Oncosiphon intermedius, Gonospermum revolutum, Chamaescilla spiralis, Calamagrostis purpurea, Grona barbata, Lonicera involucrata, Parapholis pycnantha, Chaenostoma langebergense, Grona caffra, Parapholis pauneroae, Litsea glutinosa, Wiborgia triphylla, Purshia stansburiana, Hyacinthella hispida, Psephellus huber-morathii, Hypocalymma minus, Purshia tridentata, Hazardia rosarica, Steviopsis dryophila, Phitosia crocifolia, Picradeniopsis multiflora, Hyacinthella millingenii, Parapholis strigosa, Packera multilobata, Hesperantha oligantha, Noccaea goesingensis, Albuca autumnula, Epitriche demissus, Gentianella insubrica, Noccaea orbiculata, Darwinia purpurea, Ouratea mexicana, Mesomelaena pseudostygia, Calobota cytisoides, Noccaea ochroleuca, Lomandra spartea, Hesperantha huttonii, Phlomoides glabra, Ligaria cuneifolia, Akhania carpatha, Stizolophus balsamita, Thymophylla acerosa, Anemia mohriana, Bassia hyssopifolia, Gentianella rhaetica, Cyrtanthus angustifolius, Gyrostemon ditrigynus, Cyrtanthus ochroleucus, Coleus aliciae, Albuca seineri, Neoholmgrenia andina, Lomandra pauciflora, Elegia acockii, Gentianella polysperes, Noccaea phrygia, Valeriana aphanoptera, Operculina aequisepala, Pilosella levieri, Chaetanthera taltalensis, Oedera nordenstamii, Pultenaea purpurea, Adiantum tricholepis, Linum platyphyllum, Echinochloa stagnina, Oedera spinescens, Daviesia decipiens, Pilosella biglana, Valeriana pallescens, Cucumis argenteus, Pilosella pseudotrichodes, Nymphoides thunbergiana, Iberodes brassicifolia, Asparagus volubilis, Vincetoxicum grandiflorum, Mirabilis alipes, Rafnia amplexicaulis, Tetrapora floribunda, Euryops euryopoides, Collinsia latifolia, Valeriana eriocarpa, Valeriana sibthorpii, Euryops laxus, Asparagus divaricatus, Oedera silicicola, Rafnia capensis, Corymbia deserticola, Iberodes commutata, Agathosma microcarpa, Anacyclus pyrethrum, Gamochaeta sphacelata, Zostera nigricaulis, Tristagma porrifolium, Styrax redivivus, Dicerothamnus adpressus, Dischisma fruticosum, Ruschia sessilis, Chaloupkaea bonorum-hominum)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 165893 records from 1028 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014231-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34691/uchile/aydrzl/7mcc0s
title: Fig_S17.pdf

description: Histogram of GC content in proteobacterias genomes that present or lack genes involved in t6A, GluQ, k2C and 2sU modifications. The 1484 proteobacterial genomes were separated in groups depending on the presence or absence of the indicated genes and the GC content of genome sequences was analyzed. Left: Data is represented in superposed histograms. Right: Data is represented in a boxplot. An horizontal bar was added when the two populations are different based on Wilcoxon-Mann-Whitney test and p &lt; 0.00005. Whiskers include 95% of data.
DOI: 10.15468/dl.ve5uzj
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((35.29251 46.71209,35.28159 46.69829,35.28198 46.68648,35.2871 46.67664,35.28631 46.67192,35.27647 46.66168,35.27607 46.64987,35.27765 46.63058,35.28631 46.62586,35.29497 46.62271,35.29576 46.61602,35.28001 46.60224,35.27626 46.57949,35.28925 46.56296,35.29633 46.55115,35.29555 46.49328,35.31483 46.46809,35.33176 46.42833,35.35735 46.4118,35.36719 46.38582,35.37742 46.37244,35.43726 46.42676,35.46717 46.44959,35.50063 46.46061,35.49984 46.47714,35.48567 46.48974,35.48764 46.49683,35.47229 46.50509,35.46796 46.49407,35.47583 46.47124,35.45339 46.4614,35.44277 46.46455,35.41808 46.47434,35.42044 46.50819,35.40351 46.52157,35.39328 46.53299,35.36848 46.54441,35.37675 46.5692,35.36376 46.58692,35.36651 46.5944,35.37871 46.5944,35.37005 46.60148,35.35746 46.61172,35.36336 46.61172,35.38462 46.63415,35.38226 46.64006,35.37124 46.64085,35.36927 46.62982,35.35785 46.62707,35.36533 46.64006,35.35628 46.65462,35.3488 46.65029,35.34329 46.65384,35.34998 46.6562,35.35864 46.67273,35.33699 46.69084,35.31416 46.69477,35.31219 46.70383,35.29251 46.71209))",
 "IucnRedListCategory is NT",
 "TaxonKey is Animalia",
 "Year 2016-2024"
 ]
}

 The dataset includes 66 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087164-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34691/uchile/aydrzl/forvjo
title: Fig_S4.pdf

description: Variability of codon usage in proteobacteria. As an estimation of the variability in frequencies of codon usage in proteobacteria the difference between codon usages at percentiles 90 and 10 of the complete population was calculated. Data is presented in the context of the genetic code and values are colored with respect to variability, where the most variable codons are highlighted with blue colors and the least variable codons in red colors. A) Delta 90-10 of codon usages considering all genes of genomes. B) Delta 90-10 of codon usages considering a set of genes expected to be highly expressed.
DOI: 10.15468/dl.7tezt7
title: Occurrence Download

description: A dataset containing 808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia laeta R.Br., Acacia laeta R.Br. ex Benth., Acacia modesta var. laeta (R.Br. ex Benth.) Roberty, Acacia senegal var. laeta (R.Br. ex Benth.) Roberty)"
 ]
}

 The dataset includes 808 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087165-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6eagxq
title: Occurrence Download

description: A dataset containing 5065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psidium guineense Sw.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5065 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087162-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34691/uchile/aydrzl/bdjzmh
title: Fig_S16.pdf

description: Histogram of codon usage in all genes of genomes that present or lack genes involved in s2U formation. Top left graph: histogram of the usage of the indicated codon in highly expressed genes of proteobacterial genomes. Top right graph: box plot indicating the distribution of codon usage in the same population. Lower graphs: The collection of 1484 proteobacterial genomes were separated in two groups, based on the presence (light blue) or absence (orange) of the indicated pattern in any gene of the analyzed genomes. See table S4 for a detailed description of the used patterns. Left: Data is represented in superposed histograms. Right: Data is represented in a boxplot. An horizontal bar was added when the two populations are different based on Wilcoxon-Mann-Whitney test and p &lt; 0.00005. Whiskers include 95% of data.
DOI: 10.15468/dl.95f94t
title: Occurrence Download

description: A dataset containing 5577 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Conepatus Gray, 1837"
 ]
}

 The dataset includes 5577 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133944-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/zscvs5
title: Fieldjournal.org observation database
DOI: 10.6084/m9.figshare.26083837
title: Untitled Item new one

description: 测试123
DOI: 10.6084/m9.figshare.26083837.v2
title: Untitled Item new one

description: 测试123
DOI: 10.6084/m9.figshare.26083837.v1
title: Untitled Item

description: 测试123
DOI: 10.15468/dl.8exedm
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia latisepala Pedley)"
 ]
}

 The dataset includes 262 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087166-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34691/uchile/aydrzl/lgyudn
title: Fig_S5.pdf

description: The range of codon usage variability is similar when analyzing codon usages in complete genomes or a set of highly expressed genes. The variability of codon usage of each codon measured based on either complete genomes or genes expected to be highly expressed is compared in scatter plots. Variabilties were estimated in standard deviations and the distance between values at percentiles 10 and 90. To allow a better analysis, a comparison of mean values is also included.
DOI: 10.34691/uchile/aydrzl/nu0xy7
title: Fig_S2.pdf

description: Phylogenetic distribution of the frequency of usage of each codon in proteobacteria. A phylogenetic tree was constructed and the average frequency of usage for each codon in all genes of each genome is indicated using external red bars. Additionally, the class of each specie is indicated in a color strip below the bars (Red: alfa-protebacteria; Blue: beta-proteobacteria; Orange: gamma-proteobacteria; Pink: Delta-proteobacteria; Green: epsilon-proteobacteria; Purple: zeta-proteobacteria; Black: oligoflexia; Lightblue: acidithiobacillia). Clostridium botulinum and Bacillus subtilis were used as out group for tree construction. Codon usage and class are not presented for these genomes. An interactive version of this figure can be accessed at https://itol.embl.de/tree/200896812311881706546712.
DOI: 10.15468/dl.evz9ad
title: Occurrence Download

description: A dataset containing 5964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia leprosa Sieber ex DC., Acacia leprosa Sieber, Acacia leprosa var. crassipoda Maslin & D.J.Murphy, Acacia leprosa var. graveolens Maslin & D.J.Murphy, Acacia leprosa var. uninervia Maslin & D.J.Murphy, Acacia leprosa var. tenuifolia Benth., Acacia leprosa var. reclinata (B.R.Maslin), Acacia leprosa var. leprosa, Acacia leprosa var. elongata Guilf., Acacia leprosa var. binervis F.Muell., Acacia leprosa var. magna Maslin & D.J.Murphy)"
 ]
}

 The dataset includes 5964 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087167-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34691/uchile/aydrzl/buokul
title: Fig_S12.pdf

description: Histogram of codon usage in high expression genes of genomes that present or lack genes involved in s2U formation. Top left graph: histogram of the usage of the indicated codon in highly expressed genes of proteobacterial genomes. Top right graph: box plot indicating the distribution of codon usage in the same population. Lower graphs: The collection of 1484 proteobacterial genomes were separated in two groups, based on the presence (light blue) or absence (orange) of the indicated pattern in any gene of the analyzed genomes. See table S4 for a detailed description of the used patterns. Left: Data is represented in superposed histograms. Right: Data is represented in a boxplot. An horizontal bar was added when the two populations are different based on Wilcoxon-Mann-Whitney test and p &lt; 0.00005. Whiskers include 95% of data.
DOI: 10.15468/dl.syg37k
title: Occurrence Download

description: A dataset containing 5353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia linifolia (Vent.) Willd., Acacia linifolia var. prominens (A.Cunn. ex G.Don) T.Moore, Acacia linifolia var. prominens (A.Cunn. ex G.Don) T.Moore ex K.D.Jones, Acacia linifolia var. linifolia, Acacia linifolia var. prominens (A.Cunn. ex G.Don) C.Moore & Betche)"
 ]
}

 The dataset includes 5353 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087170-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.