cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.u6px8n
title: Occurrence Download

description: A dataset containing 4222 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 Cettia brunnifrons (Hodgson, 1845)"
 ]
}

 The dataset includes 4222 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023428-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2bywr
title: Occurrence Download

description: A dataset containing 6093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lomatia tinctoria (Labill.) R.Br."
 ]
}

 The dataset includes 6093 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015040-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krvnyv
title: Occurrence Download

description: A dataset containing 718777 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deschampsia cespitosa (L.) P.Beauv."
 ]
}

 The dataset includes 718777 records from 1421 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023495-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.000003/0.250624.0409
title: Physiological Properties and Behavioral Correlates of Hippocampal Granule Cells and Mossy Cells

description: Data from "Physiological Properties and Behavioral Correlates of Hippocampal Granule Cells and Mossy Cells" Senzai, Buzsaki, Neuron 2017. Electrophysiology recordings of hippocampus during theta maze exploration.
DOI: 10.15468/dl.jyv2ea
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Crossleyia tenebrosa (Stresemann, 1925)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066607-250525065834625/datasets/export for details.
DOI: 10.15468/dl.wcxst7
title: Occurrence Download

description: A dataset containing 351 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argania spinosa (L.) Skeels"
 ]
}

 The dataset includes 351 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066609-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yw6hgv
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((35.18006 47.5261,35.24422 47.5261,35.24422 47.58412,35.18006 47.58412,35.18006 47.5261))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 82 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066610-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hd4cgs
title: Occurrence Download

description: A dataset containing 455 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Crossleyia xanthophrys (Sharpe, 1875)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 455 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066611-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12263352
title: Egypt Gold Prices | Daily Updated
DOI: 10.6084/m9.figshare.29388290.v1
title: R_node

description: <b>Regional species pools drive the transition rate of soil bacterial specialization</b>
DOI: 10.15468/dl.rvpypn
title: Occurrence Download

description: A dataset containing 6027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cryptillas victorini (Sundevall, 1860)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 6027 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066613-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29388290.v2
title: R_code

description: <b>Regional species pools drive the transition rate of soil bacterial specialization</b>
DOI: 10.15468/dl.mdck83
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Machine Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trachycarpus princeps Gibbons, Spanner & San Y.Chen"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066614-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.000233/0.250624.0414
title: A metabolic function of the hippocampal sharp wave-ripple

description: The hippocampus has previously been implicated in both cognitive and endocrine functions. We simultaneously measured electrophysiological activity from the hippocampus and interstitial glucose concentrations in the body of freely behaving rats to identify an activity pattern that may link these disparate functions of the hippocampus. Here we report that clusters of sharp wave-ripples recorded from the hippocampus reliably predicted a decrease in peripheral glucose concentrations within about 10 min. This correlation was not dependent on circadian, ultradian or meal-triggered fluctuations, could be mimicked with optogenetically induced ripples in the hippocampus (but not in the parietal cortex) and was attenuated to chance levels by pharmacogenetically suppressing activity of the lateral septum, which is the major conduit between the hippocampus and the hypothalamus. Our findings demonstrate that a function of the sharp wave-ripple is to modulate peripheral glucose homeostasis, and offer a mechanism for the link between sleep disruption and blood glucose dysregulation in type 2 diabetes.
DOI: 10.18739/a2183446q
title: An East-West Network of Twelve Global Navigation Satellite System (GNSS) Stations in the Summit Region of Greenland: RINEX Data, 2022-2025

description: In 2022, twelve experimental, low-cost, low-power Global Navigation Satellite System (GNSS/GLONASS) stations were deployed in vicinity of Summit Station, Greenland to measure ice velocity, validate Ice, Cloud, and land Elevation Satellite 2 (ICESat-2) altimetry, and study surface processes. Eleven stations logged data once or twice monthly for 24 hours to correspond to the overflight of the ICESat-2 satellite, while the twelfth station logged data once weekly for a 24 hour period. In 2023, an additional station was installed and logged data daily for 3 hours. Nine stations were decommissioned in June 2024, while the remaining four were serviced and raised. 
 Here, we provide minimally-processed RINEX files for each of these GNSS stations. The GNSS instruments are built on the u-blox ZED family of receivers, and therefore we convert the raw .ubx data into RINEX for ease of use here. More information on the open source instrument can be found here: https://github.com/glaciology/OGRE. (On Ice GNSS Research Equipment).
 The file naming convention is as follows: XXXXDDD0.YYo, where XXXX is the four letter station identifier (see OGRENet_Map_2.png for map of four letter stations), DDD is the nth day of year, and YY is the two digit year identifier. Stations with multiple names (XXXX) indicate the instrument was repositioned horizontally during the summer of 2024.
DOI: 10.15468/dl.nv6njp
title: Occurrence Download

description: A dataset containing 3083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cryptolybia olivacea (Shelley, 1880)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 3083 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066615-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28601183.v3
title: PASTA

description: This is the experimental reproduction data and code for the research paper "Testing Partial Code Snippets from StackOverflow with LLM-powered Multi-Agents."
DOI: 10.21227/gh3s-tj46
title: "UTI"

description: "This dataset comprises sensor-based readings from urine samples of 12 individuals, collected using sterile containers to maintain sample integrity. The experimental setup involves real-time monitoring of physical parameters, with data recorded at carefully optimized intervals to ensure accurate detection of temporal changes. This dataset supports research in biomedical sensing, machine learning for health diagnostics, and Internet of Things (IoT)-based healthcare applications."
DOI: 10.15468/dl.t3q552
title: Occurrence Download

description: A dataset containing 1510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cryptospiza jacksoni Sharpe, 1902",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1510 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066616-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15717934
title: Hand-Picked Text-Focused DocLayNet Subset for Document Super-Resolution Tasks

description: About Dataset

This dataset is based-on the DocLayNet dataset, specifically hand-picked to support research on document restoration particularly in cases involving textual documents. The selection process involved identifying and isolating images that predominantly contain text, ensuring that the model focuses on learning features relevant for text restoration and enhancement.

The dataset is partitioned into:





Training Set: 1000 images




Validation Set: 200 images




Test Set: 200 images



Each image in the dataset is provided as a High Resolution (HR) as ground truth and Low Resolution (LR) pair, suitable for supervised learning approaches.

This dataset was employed for the research work titled:"Beyond OCR: GAN-Driven Restoration of Severely Degrading Document"

Experimental Results Summary

The image enhancement process using this dataset demonstrated a peak Character Error Rate (CER) reduction of 3.20% compared to the low-resolution input. Quantitative evaluation using CER highlights this improvement, especially around epoch 2000 to 3000. Interestingly, epoch 2000 achieved the best CER improvement (−3.20%), yet its PSNR score was lower than that of epoch 3000. On the other hand, epoch 1500 recorded the highest Peak-Signal to Noise Ratio (PSNR) score at 20.7596 dB, but counterintuitively resulted in a 4.45% increase in CER, suggesting overfitting to perceptual factor that don't enhance actual text recovery. This reveal that both epoch 1500 and 2000 suffered from local optima, which limited generalizability and showing model instability. After further training to epoch 3000, the model achieved a balanced performance, reducing CER by 2.52% while also demonstrating improved perceptual quality, both at a globallayout level and in fine-grained text restoration. This indicates a more robust generalization, showing that the model had learned to balance between perceptal reconstruction and text readability.  




Epoch


SSIM



PSNR (dB)



Character Error Rate

(Before Restoration)



Character Error Rate

(After Restoration)



500
0.9987
18.7948
0.9847
2.1999


1000
0.9982
18.3975
0.9851
1.9996


1500
0.9994
20.7596
0.9855
1.0300


2000
0.9984
18.4169
0.9846
0.9526


2500
0.9989
18.6938
0.9845
1.2209


3000
0.9993
20.6035
0.9848
0.9596
DOI: 10.5281/zenodo.15717935
title: Hand-Picked Text-Focused DocLayNet Subset for Document Super-Resolution Tasks

description: About Dataset

This dataset is based-on the DocLayNet dataset, specifically hand-picked to support research on document restoration particularly in cases involving textual documents. The selection process involved identifying and isolating images that predominantly contain text, ensuring that the model focuses on learning features relevant for text restoration and enhancement.

The dataset is partitioned into:





Training Set: 1000 images




Validation Set: 200 images




Test Set: 200 images



Each image in the dataset is provided as a High Resolution (HR) as ground truth and Low Resolution (LR) pair, suitable for supervised learning approaches.

This dataset was employed for the research work titled:"Beyond OCR: GAN-Driven Restoration of Severely Degrading Document"

Experimental Results Summary

The image enhancement process using this dataset demonstrated a peak Character Error Rate (CER) reduction of 3.20% compared to the low-resolution input. Quantitative evaluation using CER highlights this improvement, especially around epoch 2000 to 3000. Interestingly, epoch 2000 achieved the best CER improvement (−3.20%), yet its PSNR score was lower than that of epoch 3000. On the other hand, epoch 1500 recorded the highest Peak-Signal to Noise Ratio (PSNR) score at 20.7596 dB, but counterintuitively resulted in a 4.45% increase in CER, suggesting overfitting to perceptual factor that don't enhance actual text recovery. This reveal that both epoch 1500 and 2000 suffered from local optima, which limited generalizability and showing model instability. After further training to epoch 3000, the model achieved a balanced performance, reducing CER by 2.52% while also demonstrating improved perceptual quality, both at a globallayout level and in fine-grained text restoration. This indicates a more robust generalization, showing that the model had learned to balance between perceptal reconstruction and text readability.  




Epoch


SSIM



PSNR (dB)



Character Error Rate

(Before Restoration)



Character Error Rate

(After Restoration)



500
0.9987
18.7948
0.9847
2.1999


1000
0.9982
18.3975
0.9851
1.9996


1500
0.9994
20.7596
0.9855
1.0300


2000
0.9984
18.4169
0.9846
0.9526


2500
0.9989
18.6938
0.9845
1.2209


3000
0.9993
20.6035
0.9848
0.9596
DOI: 10.15468/dl.d9qa7z
title: Occurrence Download

description: A dataset containing 1836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cryptospiza reichenovii (Hartlaub, 1874)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1836 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066617-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15725845
title: All data generated by CompIgS during analysis of BM95607 IgE and IgG1 samples

description: All intermediate and result data and plots generated by CompIgS during the analysis of IgE and IgG1 IMGT-annotated datasets
DOI: 10.5281/zenodo.15725846
title: All data generated by CompIgS during analysis of BM95607 IgE and IgG1 samples

description: All intermediate and result data and plots generated by CompIgS during the analysis of IgE and IgG1 IMGT-annotated datasets
DOI: 10.48324/dandi.000041/0.250624.0419
title: Network Homeostasis and State Dynamics of Neocortical Sleep

description: Data was recorded using silicon probe electrodes in the frontal cortices of male Long Evans rats between 4-7 months of age. The design was to have no specific behavior, task or stimulus, rather the animal was left alone in it’s home cage (which it lives in at all
times). Data includes both local field potentials (LFP) and spikes. 11 total animals, 27 recording sessions, 1360 total units recorded, 1121 units considered stable, 995 putative excitatory units and 126 putative inhibitory units. Only recordings including a “WAKE-SLEEP” episode wherein at least 7 minutes of wake are followed by 20 minutes of sleep. On average 2 such WAKE-SLEEP episodes per recording session.
DOI: 10.48324/dandi.000067/0.250624.0419
title: Behavior-dependent short-term assembly dynamics in the medial prefrontal cortex

description: Although short-term plasticity is believed to play a fundamental role in cortical computation, empirical evidence bearing on its role during behavior is scarce. Here we looked for the signature of short-term plasticity in the fine-timescale spiking relationships of a simultaneously recorded population of physiologically identified pyramidal cells and interneurons, in the medial prefrontal cortex of the rat, in a working memory task. On broader timescales, sequentially organized and transiently active neurons reliably differentiated between different trajectories of the rat in the maze. On finer timescales, putative monosynaptic interactions reflected short-term plasticity in their dynamic and predictable modulation across various aspects of the task, beyond a statistical accounting for the effect of the neurons' co-varying firing rates. Seeking potential mechanisms for such effects, we found evidence for both firing pattern–dependent facilitation and depression, as well as for a supralinear effect of presynaptic coincidence on the firing of postsynaptic targets.
DOI: 10.14457/nida.the.2022.67
title: The role of entrepreneurial and customer orientation on success and sustainability of firm performance through knowledge creation process
DOI: 10.14457/nida.the.2023.43
title: Gender discrimination at works and its impacts: the study of trans-women's employment experiences from private organizations in Bangkok Metropolitan areas
DOI: 10.14457/nida.the.2023.44
title: The causes and intervention of young teachers’ job burnout in Chinese vocational colleges
DOI: 10.14457/nida.the.2023.45
title: A causal model of factors affecting instructional communication effectiveness of instructors of different generations in Thai higher education institutions
DOI: 10.14457/nida.the.2023.46
title: Thailand's communication model in the post-covid-19 wellness tourism destination branding
DOI: 10.14457/nida.the.2023.47
title: Tourism service management and foreign seniorTravelers' behavior in Thailand
DOI: 10.14457/nida.the.2023.48
title: Structural equation modeling of affective commitment through Thainess customer-centric service for boutique hotel
DOI: 10.14457/nida.the.2023.49
title: การศึกษาพฤติกรรมและปัจจัยที่มีอิทธิพลต่อการตัดสินใจการเลือกรับประทานอาหารนอกโรงแรมของผู้เข้าพักชาวไทยในโรงแรมระดับ 5 ดาว ในจังหวัดภูเก็ต ประเทศไทย
DOI: 10.14457/nida.the.2022.68
title: The influence of organizational justice on knowledge-based employees’ knowledge hiding behavior—based on theory of planned behavior and emotional exhaustion factor
DOI: 10.14457/nida.the.2022.69
title: การศึกษาปัจจัยคุณลักษณะจุดหมายปลายทางการท่องเที่ยวและรูปแบบโครงสร้างความสัมพันธ์เชิงสาเหตุของปัจจัยที่ส่งผ่านประสบการณ์นักท่องเที่ยว การจดจำ และความพึงพอใจต่อความตั้งใจกลับมาเยือนซ้ำ กรณีศึกษา จังหวัดภูเก็ต
DOI: 10.14457/nida.the.2022.70
title: Business model innovation in the digital disruption era: the cases of the advertising agency
DOI: 10.14457/nida.the.2022.71
title: The effects of knowledge management on employee performance
DOI: 10.14457/nida.the.2022.72
title: Causal relationships of factors affecting community empowerment for drug prevention and solutions on the north-eastern Thai border
DOI: 10.14457/nida.the.2022.73
title: Data storytelling about covid-19 and the new normal of people in the Bangkok metropolitan region
DOI: 10.14457/nida.the.2023.50
title: Utilizing data strategy framework for retail business in the metaverse
DOI: 10.14457/nida.the.2023.51
title: The management development of the elderly quality of life development and career promotion centers
DOI: 10.14457/nida.the.2023.52
title: Understanding yacht tourists’ destination loyalty in Phuket, Thailand: a causal relationship model of the influence of perceived marina attributes, tourist perceived value, with the mediating role of destination image, and tourist satisfaction
DOI: 10.14457/nida.the.2023.53
title: A comparative study of teaching methods to enhance fake news literacy skills
DOI: 10.14457/nida.the.2022.74
title: The influence of organizational justice onknowledge-based employees' knowledge hiding behavior--based on theory of planned behavior and emotional exhaustion factor
DOI: 10.14457/nida.the.2022.75
title: Research on the impact of organizational innovation climate on employee's innovative work behavior
DOI: 10.14457/nida.the.2023.54
title: The influence of emotional labor on organizational citizenship behavior of teachers—taking secondary vocational schools as example
DOI: 10.15468/dl.es2k3p
title: Occurrence Download

description: A dataset containing 1107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Cryptospiza salvadorii Reichenow, 1892",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1107 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066618-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73te9z
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((121.22836 40.55153,122.26774 40.55153,122.26774 41.439,121.22836 41.439,121.22836 40.55153))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chroicocephalus saundersi Swinhoe, 1871"
 ]
}

 The dataset includes 118 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066619-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.