cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mw3g55tnvf.1
title: AI-Driven Psychological Profiling and Risk Management in Margin and Options Trading Using LLMs

description: Description:
This Python code implements an AI-driven system leveraging Large Language Models (LLMs) to analyze and manage psychological and behavioral factors influencing retail traders in margin and options trading. The system processes trading data, calculates behavioral and risk metrics (e.g., Trade Frequency Ratio, Value at Risk), and uses dynamic prompts to diagnose cognitive biases, deliver corrective interventions, and reinforce positive trading behaviors. Tailored recommendations improve decision-making, mitigate impulsive and emotional trading, and promote disciplined strategies.

Results:
The code was tested with synthetic datasets simulating diverse trading profiles. Results highlight the system's ability to identify overconfidence, fear-based caution, and greed-induced overtrading, providing actionable feedback for each case. For example, traders exhibiting high-risk behaviors received structured interventions like adjusting position sizes or implementing cooldown periods. Metrics such as the Behavioral Consistency Index and Learning Curve Ratio demonstrated measurable improvements in trading discipline and decision-making over time.

Key Features:
Dynamic Prompt Engineering: Combines behavioral finance and cognitive psychology to deliver personalized trading advice.
Real-Time Feedback: Uses trading metrics to adaptively assess and guide traders.
Interactive Coaching: Helps traders recognize biases and develop resilience to market volatility.
This repository provides the Python implementation, sample datasets, and detailed documentation to replicate the analysis. By integrating LLMs with behavioral insights, the system represents a novel approach to enhancing trading outcomes and psychological conditioning in high-risk financial markets.
DOI: 10.17632/n9npwkrxbb
title: Data for the article The Effect of Input Enhancement and L1 Glosses on the Acquisition of English Phrasal Verbs

description: The study investigated the effectiveness of input enhancement (IE) and native language (L1) glossing on second language (L2) learners’ receptive acquisition of English phrasal verbs (PVs) through reading. Sixty-four ESL students read three short restaurant reviews under three different conditions: one with the target items written in red (IE treatment), one with the target items written in red and glossed in the margin (IE + L1 glossing treatment), and a control text with the target items printed in normal black color without glossing. The data shows the three groups of participants and their scores on a multiple-choice test.
DOI: 10.17632/n9npwkrxbb.1
title: Data for the article The Effect of Input Enhancement and L1 Glosses on the Acquisition of English Phrasal Verbs

description: The study investigated the effectiveness of input enhancement (IE) and native language (L1) glossing on second language (L2) learners’ receptive acquisition of English phrasal verbs (PVs) through reading. Sixty-four ESL students read three short restaurant reviews under three different conditions: one with the target items written in red (IE treatment), one with the target items written in red and glossed in the margin (IE + L1 glossing treatment), and a control text with the target items printed in normal black color without glossing. The data shows the three groups of participants and their scores on a multiple-choice test.
DOI: 10.17632/bjj29fbfy4
title: SMA_Phubbing

description: SMA Phubbing SCM paper
DOI: 10.17632/bjj29fbfy4.1
title: SMA_Phubbing

description: SMA Phubbing SCM paper
DOI: 10.15468/dl.rqtb5h
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opilo abeillei Korge, 1960",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 36 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071536-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ts7ny
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Somatochlora hineana Williamson, 1931"
 ]
}

 The dataset includes 240 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071537-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n95ann
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opilo barbarus Abeille de Perrin, 1893",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 156 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071540-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e895q3
title: Occurrence Download

description: A dataset containing 22684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is EN",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 22684 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071541-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpjaz6
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opilo orocastaneus Zappi & Pantaleoni, 2010",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 62 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071542-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xxm8k
title: Occurrence Download

description: A dataset containing 83842 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Clemson University Herbarium"
 ]
}

 The dataset includes 83842 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071538-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d78sd3
title: Occurrence Download

description: A dataset containing 711 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmoderma barnabita Motschulsky, 1845",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 711 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071543-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scezyp
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Gammarus desperatus Cole, 1981"
 ]
}

 The dataset includes 78 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071544-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2kn0js
title: CCDC 2372725: Experimental Crystal Structure Determination

description: Related Article: Adrian N. Brown, Jack N. Kelleher, Alexander M. Brown, Peter Saghy, Joshua J. Bohl, Jerome R. Robinson, Daniel N. Huh|2024|Dalton Trans.|53|18856|doi:10.1039/D4DT02137A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kn0kt
title: CCDC 2372726: Experimental Crystal Structure Determination

description: Related Article: Adrian N. Brown, Jack N. Kelleher, Alexander M. Brown, Peter Saghy, Joshua J. Bohl, Jerome R. Robinson, Daniel N. Huh|2024|Dalton Trans.|53|18856|doi:10.1039/D4DT02137A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kn0lv
title: CCDC 2372727: Experimental Crystal Structure Determination

description: Related Article: Adrian N. Brown, Jack N. Kelleher, Alexander M. Brown, Peter Saghy, Joshua J. Bohl, Jerome R. Robinson, Daniel N. Huh|2024|Dalton Trans.|53|18856|doi:10.1039/D4DT02137A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.28212473
title: Fig4_own_sensitivity_dataset_cisplatin

description: Raw dose-response growth curves to cisplatin of various breast cancer cell line models. Corresponding results files calculating drug sensitivity parameters according to Hafner et al. 2016. <b>File names in ‘Parameters’ files</b>‘[…]_CellNr’ / ‘[…]_Conf’ Analysis performed on Fluorescent Channel (Cell Number) or Confluence Channel (Conf).‘[…]_1/2/3’ Analyzed replicate --&gt; replicate whose initial confluence is closest to 20%.<b>Excel sheets in ‘Parameters’ files</b>Fitting of 4-day dose-dependent growth curves to exponential function:‘exp_k’ exponential growth rate for each condition (fitting of 4-day growth curves to exponential function)‘exp_CIlow’ / ‘exp_CIup’ confidence intervals of the exponential growth rate.‘exp_Rsq’ Rsq-value of each exponential fit. Calculation of doubling times from final and initial values of the time-series:‘doublingtime’ doubling time in hours‘doublingtime_std’ standard deviation of doubling times, propagated from standard deviation across two technical replicates.Fitting of sigmoidal function to dose-dependent exponential growth rates (as described in Hafner et al.,2016)‘parameters’ cleaned growth rate inhibition parameters —&gt; “drug-sensitivity parameters”‘parameters’ dose eliciting a GRinf response (not used in the manuscript but extracted alongside).
DOI: 10.6084/m9.figshare.28212473.v1
title: Fig4_own_sensitivity_dataset_cisplatin

description: Raw dose-response growth curves to cisplatin of various breast cancer cell line models. Corresponding results files calculating drug sensitivity parameters according to Hafner et al. 2016. <b>File names in ‘Parameters’ files</b>‘[…]_CellNr’ / ‘[…]_Conf’ Analysis performed on Fluorescent Channel (Cell Number) or Confluence Channel (Conf).‘[…]_1/2/3’ Analyzed replicate --&gt; replicate whose initial confluence is closest to 20%.<b>Excel sheets in ‘Parameters’ files</b>Fitting of 4-day dose-dependent growth curves to exponential function:‘exp_k’ exponential growth rate for each condition (fitting of 4-day growth curves to exponential function)‘exp_CIlow’ / ‘exp_CIup’ confidence intervals of the exponential growth rate.‘exp_Rsq’ Rsq-value of each exponential fit. Calculation of doubling times from final and initial values of the time-series:‘doublingtime’ doubling time in hours‘doublingtime_std’ standard deviation of doubling times, propagated from standard deviation across two technical replicates.Fitting of sigmoidal function to dose-dependent exponential growth rates (as described in Hafner et al.,2016)‘parameters’ cleaned growth rate inhibition parameters —&gt; “drug-sensitivity parameters”‘parameters’ dose eliciting a GRinf response (not used in the manuscript but extracted alongside).
DOI: 10.15468/dl.dvpbhx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmoderma cristinae Sparacio, 1994",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071545-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26207/rdex-en91
title: Model and data for "Crater-wall degradation and bedrock-chute formation from dry rockfall erosion"
DOI: 10.15468/dl.nuq362
title: Occurrence Download

description: A dataset listing the 10633 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is EOD – eBird Observation Dataset"
 ]
}

 The dataset's 10633 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071529-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsa4p5
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmoderma italicum Sparacio, 2000",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071546-241126133413365/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.28212470
title: Fig4_LDA_results_drug_screening

description: LDA results of using circadian parameters / gene expression values to discriminate between high and low drug sensitivity (IC50 values) of various drugs. IC50 values were obtained from CCLE.
DOI: 10.6084/m9.figshare.28212470.v1
title: Fig4_LDA_results_drug_screening

description: LDA results of using circadian parameters / gene expression values to discriminate between high and low drug sensitivity (IC50 values) of various drugs. IC50 values were obtained from CCLE.
DOI: 10.15468/dl.ksxa62
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.75092 46.21921,-87.23087 46.21921,-87.23087 48.26932,-92.75092 48.26932,-92.75092 46.21921))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphrasia micrantha Rchb."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071547-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3qhzs
title: Occurrence Download

description: A dataset containing 9462 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Akebia quinata (Houtt.) Decne."
 ]
}

 The dataset includes 9462 records from 321 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071548-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8q5f8u
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmoderma lassallei Baraud & Tauzin, 1991",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071549-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14656315
title: IMPROVING STUDENTS' SUGGESTIVE COMPETENCE IN THE PROCESS OF TRAINING THROUGH INTERACTIVE TECHNOLOGIES
DOI: 10.5281/zenodo.14656316
title: IMPROVING STUDENTS' SUGGESTIVE COMPETENCE IN THE PROCESS OF TRAINING THROUGH INTERACTIVE TECHNOLOGIES
DOI: 10.34740/kaggle/dsv/10479206
title: Pune Air Quality Index
DOI: 10.6084/m9.figshare.28212464
title: FigEV2_source_data

description: Source data for Figure EV2A and B.<br>
DOI: 10.6084/m9.figshare.28212464.v1
title: FigEV2_source_data

description: Source data for Figure EV2A and B.<br>
DOI: 10.5281/zenodo.14191461
title: Meltwater impacts CH4 and N2O fluxes across a glacier-ocean interface

description: This dataset is supplument to a manuscript "Meltwater impacts CH4 and N2O fluxes across a glacier-ocean interface". 

Dataset includes 



timeseries.xlsx



A timeseries dataset conducted at Jökulsárlón Lagoon in Iceland. It includes CH4 and N2O concentration, water flow and environmental variables. 



discrete_v2.xlsx 



Discrete samples conducted around Jökulsárlón Lagoon in Iceland It includes CH4 and N2O concentration, nutrient. 

Add lat and lon (updated: 20 Nov 2024)
DOI: 10.5281/zenodo.14191492
title: Combined CH4, N2O and CO2 fluxes budgets reveal a net carbon sink across a glacier-ocean continuum

description: This dataset is supplument to a manuscript "Meltwater impacts CH4 and N2O fluxes across a glacier-ocean interface". 

Dataset includes 



timeseries.xlsx



A timeseries dataset conducted at Jökulsárlón Lagoon in Iceland. It includes CH4 and N2O concentration, water flow and environmental variables. 



discrete_v3.xlsx 



Discrete samples conducted around Jökulsárlón Lagoon in Iceland It includes CH4 and N2O concentration, nutrient. 

Add lat and lon (updated: 20 Nov 2024)
DOI: 10.15468/dl.zcxhwa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracoptochirus kozanensis Pittino, 2001",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071550-241126133413365/datasets/export for details.
DOI: 10.5519/qd.0s5xvdxp
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (3904 records)
DOI: 10.15468/dl.7par3g
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracoptochirus singularis (Harold, 1868)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071551-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abmp9u
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Quercus canariensis Willd."
 ]
}

 The dataset includes 659 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071553-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56jmpa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracoptochirus vignai Carpaneto & Piattella, 1990",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071554-241126133413365/datasets/export for details.
DOI: 10.15468/dl.wvqwye
title: Occurrence Download

description: A dataset containing 4064734 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tropicos MO Specimen Data"
 ]
}

 The dataset includes 4064734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071520-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7266/n77p8wbr
title: Surfzone Coastal Oil Pathways Experiment (SCOPE) CTD casts near Santa Rosa Island, Florida, December 2013
DOI: 10.15468/dl.na2426
title: Occurrence Download

description: A dataset containing 2088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracorymbia hybrida (Rey, 1885)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2088 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071556-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc5zj3
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Quercus canariensis Willd."
 ]
}

 The dataset includes 659 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071557-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8kukv
title: Occurrence Download

description: A dataset containing 280046 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of Georgia Herbarium"
 ]
}

 The dataset includes 280046 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071527-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz7z7k
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracorymbia picticornis (Reitter, 1885)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071558-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upb7yd
title: Occurrence Download

description: A dataset containing 785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracorymbia stragulata Sama, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 785 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071560-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.