cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc8vv64
title: CCDC 264126: Experimental Crystal Structure Determination

description: Related Article: M.S.Bharara, T.H.Bui, S.Parkin, D.A.Atwood|2005|Inorg.Chem.|44|5753|doi:10.1021/ic0506005
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/cc76vqz
title: CCDC 215131: Experimental Crystal Structure Determination

description: Related Article: P.Blondeau, A.van der Lee, M.Barboiu|2005|Inorg.Chem.|44|5649|doi:10.1021/ic050278y
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/cc76vr0
title: CCDC 215132: Experimental Crystal Structure Determination

description: Related Article: P.Blondeau, A.van der Lee, M.Barboiu|2005|Inorg.Chem.|44|5649|doi:10.1021/ic050278y
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: 10.15468/dl.vyy8f8
title: Occurrence Download

description: A dataset containing 4620 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porella pinnata"
 ]
}

 The dataset includes 4620 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023419-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrcgpj
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cacajao calvus (I.Geoffroy Saint-Hilaire, 1847)"
 ]
}

 The dataset includes 258 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004338-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/ddj5c3/b4k9x9
title: timepoint_decoding_entropy_relative_3_grad-1.png
DOI: 10.25625/ddj5c3/tk4u8w
title: memorability_timepoint_decoding_with_baseline_grad-1.pdf
DOI: 10.25625/ddj5c3/jimefj
title: memorability_correlation_comparison-1.pdf
DOI: 10.25625/ddj5c3/nc1fym
title: epoch_heatmap_saccade_4_grad_1_binned_True_raw_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.6084/m9.figshare.31250995
title: Sabatier et al., <i>Advanced Science</i>, Metabolomics and Lipidomics datasets

description: <b>Abstract. </b>Leveraging ferroptosis as a cancer therapy has faced challenges due to the limited bioavailability and systemic toxicities of small molecule ferroptosis modulators. Small molecule inhibitors such as RSL3 and ML210 trigger ferroptosis by targeting glutathione peroxidase 4 (GPX4), a key enzyme that neutralizes lipid peroxides. While many studies have focused on targeting primary tumors, much less is known about the extent to which GPX4-inhibitor resistance may contribute to metastasis. To address this, we cultured triple-negative breast cancer (TNBC) cell lines with GPX4 inhibitors to generate cell lines (M231, 4T1) that were resistant to GPX4 inhibitors (GPX4i). Tumors derived from GPX4i-resistant cells compared to WT cells had unique metabolic and lipidomic profiles, were associated with a shift toward an epithelial-like state (decreased vimentin, increased EpCAM expression), formed decreased spontaneous metastases from primary tumors, but no differences in overall metastatic burden upon intravenous injection. Collectively, these data demonstrate that long-term maintenance with GPX4-inhibitors <i>in vitro</i> leads to altered metastatic features <i>in vivo.</i>
DOI: 10.25625/ddj5c3/idw4yn
title: timepoint_decoding_entropy_relative_3_grad-1.png
DOI: 10.25625/ddj5c3/qyvljg
title: epoch_heatmap_saccade_4_grad_71_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.6084/m9.figshare.31250995.v1
title: Sabatier et al., <i>Advanced Science</i>, Metabolomics and Lipidomics datasets

description: <b>Abstract. </b>Leveraging ferroptosis as a cancer therapy has faced challenges due to the limited bioavailability and systemic toxicities of small molecule ferroptosis modulators. Small molecule inhibitors such as RSL3 and ML210 trigger ferroptosis by targeting glutathione peroxidase 4 (GPX4), a key enzyme that neutralizes lipid peroxides. While many studies have focused on targeting primary tumors, much less is known about the extent to which GPX4-inhibitor resistance may contribute to metastasis. To address this, we cultured triple-negative breast cancer (TNBC) cell lines with GPX4 inhibitors to generate cell lines (M231, 4T1) that were resistant to GPX4 inhibitors (GPX4i). Tumors derived from GPX4i-resistant cells compared to WT cells had unique metabolic and lipidomic profiles, were associated with a shift toward an epithelial-like state (decreased vimentin, increased EpCAM expression), formed decreased spontaneous metastases from primary tumors, but no differences in overall metastatic burden upon intravenous injection. Collectively, these data demonstrate that long-term maintenance with GPX4-inhibitors <i>in vitro</i> leads to altered metastatic features <i>in vivo.</i>
DOI: 10.25625/ddj5c3/6wf9ti
title: epoch_heatmap_saccade_4_mag_1_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/hctw4p
title: memorability_relative_by_animacy_quartiles-1.pdf
DOI: 10.25625/ddj5c3/su1cdp
title: epoch_heatmap_saccade_4_midventral_0_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/5wceni
title: epoch_heatmap_saccade_4_grad_43_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/vngzwv
title: prediction_duration_correlation_entropy_relative-1.pdf
DOI: 10.25625/ddj5c3/eqxucj
title: entropy_timepoint_decoding_with_baseline_grad-1.png
DOI: 10.25625/ddj5c3/nwywql
title: timepoint_decoding_mem_relative_3_grad-1.png
DOI: 10.25625/ddj5c3/3siodo
title: timepoint_decoding_mem_relative_1_grad-1.png
DOI: 10.25625/ddj5c3/4vcfym
title: epoch_heatmap_saccade_4_grad_29_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/i4t4nb
title: epoch_heatmap_saccade_4_grad_43_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/iknmtj
title: epoch_heatmap_fixation_4_early_32_binned_True_raw-1.pdf
DOI: 10.25625/ddj5c3/zntb9o
title: epoch_heatmap_fixation_4_early_89_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/rny2jr
title: epoch_heatmap_saccade_4_early_28_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/tg5qz5
title: epoch_heatmap_saccade_4_grad_64_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.15468/dl.9zn8pu
title: Occurrence Download

description: A dataset containing 52163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Idotea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52163 records from 361 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027054-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/ddj5c3/7xs6zv
title: timepoint_decoding_entropy_3_grad-1.png
DOI: 10.25625/ddj5c3/ebrabs
title: epoch_heatmap_saccade_4_grad_11_binned_True_raw_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/1gcx7f
title: epoch_heatmap_saccade_4_early_29_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/vk6upo
title: network_comparison_faceted-1.pdf
DOI: 10.25625/ddj5c3/lezyrk
title: epoch_heatmap_saccade_4_mag_32_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/mzciid
title: cluster_4-1.png
DOI: 10.25625/ddj5c3/bjqbyo
title: epoch_heatmap_fixation_4_early_50_binned_True_raw-1.pdf
DOI: 10.15468/dl.rqcmqn
title: Occurrence Download

description: A dataset containing 8463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Etheostoma zonale",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 8463 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027097-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/ddj5c3/6lvglx
title: epoch_heatmap_saccade_4_grad_19_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/zd1kmx
title: duration_per_predicted_mem_quartile_memorability-1.pdf
DOI: 10.25625/ddj5c3/nol9al
title: epoch_heatmap_saccade_4_early_19_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/xskdt1
title: cluster_17_scenes-1.pdf
DOI: 10.25625/ddj5c3/9p6thf
title: timepoint_decoding_entropy_4_grad-1.png
DOI: 10.25625/ddj5c3/ab1b2v
title: cluster_13-1.png
DOI: 10.25625/ddj5c3/p5lb4c
title: epoch_heatmap_saccade_4_grad_94_binned_True_raw_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/nxvwoh
title: cluster_3-1.png
DOI: 10.25625/ddj5c3/wy8ruw
title: timepoint_decoding_entropy_relative_5_grad-1.png
DOI: 10.25625/ddj5c3/amks2n
title: timepoint_decoding_entropy_1_grad-1.png
DOI: 10.25625/ddj5c3/cxxek8
title: epoch_heatmap_saccade_4_early_78_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/3ijovf
title: epoch_heatmap_saccade_4_grad_50_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/au2c1y
title: epoch_heatmap_fixation_4_early_28_binned_True_raw-1.pdf
DOI: 10.25625/ddj5c3/fieyro
title: epoch_heatmap_saccade_4_grad_11_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/sszixr
title: timepoint_decoding_entropy_5_grad-1.png
DOI: 10.25625/ddj5c3/cxnisg
title: cluster_9_scenes-1.pdf
DOI: 10.25625/ddj5c3/obprdr
title: timepoint_decoding_entropy_2_grad-1.png
DOI: 10.25625/ddj5c3/xjq2z4
title: epoch_heatmap_saccade_4_grad_94_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/dhqprk
title: epoch_heatmap_saccade_4_grad_89_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/ihazaj
title: epoch_heatmap_saccade_4_grad_32_binned_True_raw_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/o0tvfp
title: cluster_2_scenes-1.pdf
DOI: 10.25625/ddj5c3/vji5mx
title: lmm_results-1.txt
DOI: 10.25625/ddj5c3/4p3t7v
title: timepoint_decoding_entropy_4_mag-1.png
DOI: 10.25625/ddj5c3/svi2np
title: epoch_heatmap_fixation_4_early_64_binned_True_raw-1.pdf
DOI: 10.5281/zenodo.18680577
title: Dataset: Air Quality Dataset for Lomé (2022-08-01 to 2026-02-18)

description: This dataset contains historical air quality time series for Lomé covering 2022-08-01 to 2026-02-18. It includes key air pollution indicators such as AQI indices and major pollutants, plus city metadata including coordinates, administrative areas, and population. Use this dataset to analyze long-run air quality trends in Lomé, compare Lomé with other cities, and build models that link air quality to urban characteristics. Air quality values are retrieved from the Open-Meteo Air Quality service using the cams_global domain, and city metadata is derived from the GeoNames city list. Nitiraj Kulkarni
DOI: 10.5281/zenodo.18680578
title: Dataset: Air Quality Dataset for Lomé (2022-08-01 to 2026-02-18)

description: This dataset contains historical air quality time series for Lomé covering 2022-08-01 to 2026-02-18. It includes key air pollution indicators such as AQI indices and major pollutants, plus city metadata including coordinates, administrative areas, and population. Use this dataset to analyze long-run air quality trends in Lomé, compare Lomé with other cities, and build models that link air quality to urban characteristics. Air quality values are retrieved from the Open-Meteo Air Quality service using the cams_global domain, and city metadata is derived from the GeoNames city list. Nitiraj Kulkarni
DOI: 10.25625/ddj5c3/bvnaja
title: temporal_generalization_memorability_1_mag-1.png
DOI: 10.15468/dl.aw5sdq
title: Occurrence Download

description: A dataset containing 93957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cirsium acaule",
 "Year 1980-2026"
 ]
}

 The dataset includes 93957 records from 280 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027013-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/ddj5c3/6nssty
title: epoch_heatmap_fixation_4_early_32_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/kzt631
title: epoch_heatmap_saccade_4_grad_1_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/hksqew
title: timepoint_decoding_entropy_relative_1_grad-1.png
DOI: 10.25625/ddj5c3/ibxh0z
title: epoch_heatmap_fixation_4_early_1_binned_True_raw-1.pdf
DOI: 10.25625/ddj5c3/30gna1
title: memorability_timepoint_decoding_with_baseline_grad-1.png
DOI: 10.25625/ddj5c3/xzef7k
title: epoch_heatmap_saccade_4_mag_89_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/xnefl7
title: timepoint_decoding_entropy_5_mag-1.png
DOI: 10.25625/ddj5c3/fqgkwe
title: epoch_heatmap_saccade_4_grad_29_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/uxvtsp
title: epoch_heatmap_saccade_4_early_1_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/owdbcj
title: fixation_duration_by_sequence_position-1.pdf
DOI: 10.25625/ddj5c3/uq5zwx
title: cluster_13_scenes-1.pdf
DOI: 10.25625/ddj5c3/dhe0gm
title: temporal_generalization_mem_relative_4_mag-1.png
DOI: 10.25625/ddj5c3/qm6dnb
title: epoch_heatmap_saccade_4_early_1_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/feukn7
title: cluster_6_scenes-1.pdf
DOI: 10.25625/ddj5c3/upqdse
title: epoch_heatmap_saccade_4_early_89_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/w3n24m
title: temporal_generalization_memorability_4_mag-1.png
DOI: 10.25625/ddj5c3/ncktaa
title: epoch_heatmap_saccade_4_grad_50_binned_True_raw_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/rebfgi
title: epoch_heatmap_saccade_4_grad_32_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/oos9s5
title: epoch_heatmap_saccade_4_early_71_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/fiq54l
title: epoch_heatmap_saccade_4_grad_32_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/qzdhij
title: timepoint_decoding_entropy_relative_2_grad-1.png
DOI: 10.25625/ddj5c3/6nlusy
title: timepoint_decoding_mem_relative_2_grad-1.png
DOI: 10.25625/ddj5c3/jbauzq
title: memorability_duration_by_animacy_scatter-1.pdf
DOI: 10.25625/ddj5c3/bqf1pl
title: cluster_0_scenes-1.pdf
DOI: 10.25625/ddj5c3/c6icun
title: cluster_5-1.png
DOI: 10.25625/ddj5c3/ula5hw
title: epoch_heatmap_saccade_4_grad_29_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/zobyfi
title: cluster_14-1.png
DOI: 10.25625/ddj5c3/bc6qna
title: epoch_heatmap_saccade_4_grad_28_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/ddzhaj
title: timepoint_decoding_memorability_2_grad-1.png
DOI: 10.25625/ddj5c3/nl6ayz
title: timepoint_decoding_mem_relative_3_mag-1.png
DOI: 10.25625/ddj5c3/cbetkp
title: epoch_heatmap_fixation_4_early_11_binned_True_raw-1.pdf
DOI: 10.25625/ddj5c3/od10it
title: epoch_heatmap_saccade_4_grad_71_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/924cc7
title: timepoint_decoding_memorability_3_grad-1.png
DOI: 10.25625/ddj5c3/kgtjz8
title: epoch_heatmap_saccade_4_grad_71_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/bhlswi
title: distributions_4-1.png
DOI: 10.25625/ddj5c3/qr7z0i
title: timepoint_decoding_entropy_5_grad-1.png
DOI: 10.25625/ddj5c3/vh6qex
title: epoch_heatmap_saccade_4_early_78_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/4revcc
title: epoch_heatmap_fixation_4_early_64_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/xan09j
title: duration_per_predicted_mem_quartile_mem_relative-1.pdf
DOI: 10.25625/ddj5c3/civxbt
title: epoch_heatmap_saccade_4_grad_1_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/pnpxfo
title: timepoint_decoding_entropy_3_grad-1.png
DOI: 10.25625/ddj5c3/0pnpbb
title: cluster_6-1.png
DOI: 10.25625/ddj5c3/c5ytlx
title: epoch_heatmap_saccade_4_early_11_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/ryxrbk
title: epoch_heatmap_fixation_4_early_28_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/awq4ji
title: epoch_heatmap_saccade_4_early_89_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/kxu98o
title: cluster_4_scenes-1.pdf
DOI: 10.25625/ddj5c3/quedx9
title: epoch_heatmap_saccade_4_grad_71_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/x5d1rx
title: cluster_7-1.png
DOI: 10.25625/ddj5c3/afezfe
title: timepoint_decoding_entropy_3_mag-1.png
DOI: 10.25625/ddj5c3/fo9mja
title: epoch_heatmap_saccade_4_early_0_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/4i01ir
title: clusters_share_avs_nsd-1.pdf
DOI: 10.25625/ddj5c3/rwe8yx
title: fix2cap_by_subject_all-1.pdf
DOI: 10.25625/ddj5c3/vo4cco
title: cluster_8-1.png
DOI: 10.25625/ddj5c3/c1fjsy
title: epoch_heatmap_saccade_4_grad_89_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/oqqokx
title: amplitude_quartiles_4-1.png
DOI: 10.25625/ddj5c3/kxiniu
title: epoch_heatmap_saccade_4_grad_94_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/ukgrzt
title: epoch_heatmap_saccade_4_grad_64_binned_True_raw_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/pa1ees
title: timepoint_decoding_entropy_2_grad-1.png
DOI: 10.25625/ddj5c3/qofxxl
title: timepoint_decoding_entropy_relative_4_grad-1.png
DOI: 10.25625/ddj5c3/unqdv6
title: beta_comparison-1.pdf
DOI: 10.25625/ddj5c3/vzvskp
title: epoch_heatmap_saccade_4_grad_78_binned_True_theta_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.25625/ddj5c3/2ty2rj
title: epoch_heatmap_saccade_4_early_94_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/ksfsm2
title: cluster_11_scenes-1.pdf
DOI: 10.25625/ddj5c3/rdwnqf
title: cluster_19-1.png
DOI: 10.25625/ddj5c3/leczsr
title: cluster_16-1.png
DOI: 10.25625/ddj5c3/oqoknj
title: epoch_heatmap_saccade_4_early_43_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.5281/zenodo.16537441
title: Augmented and Diverse Herding Dataset for Autonomous Shepherd Robots
title: Optimizing Herding Dataset for Multi-Class Object Detection
title: Balanced Dataset Reformatting Strategy for Herding Object Detection in Open Fields

description: This dataset enables real-time object detection of sheep, wolves, dogs, wild dog, redfox, fox, coyote, cow and humans for robotic shepherding applications. Built from raw YOLOv5-style sources, it integrates class balancing, video-based diversity, and strong augmentations to enhance robustness. A recycling strategy is used for rare classes. Compatible with YOLOv5 to YOLOv12, RT-DETR, and ROS 2 deployments on legged robots, the dataset includes labels, images, statistics, and visualizations, ready for direct use in training detection models for autonomous livestock protection.
DOI: 10.25625/ddj5c3/jxbyhd
title: epoch_heatmap_fixation_4_early_0_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/ubrbfd
title: epoch_heatmap_saccade_4_grad_89_binned_True_raw_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.5281/zenodo.16537440
title: Augmented and Diverse Herding Dataset for Autonomous Shepherd Robots
title: Optimizing Herding Dataset for Multi-Class Object Detection
title: Balanced Dataset Reformatting Strategy for Herding Object Detection in Open Fields

description: This dataset enables real-time object detection of sheep, wolves, dogs, wild dog, redfox, fox, coyote, cow and humans for robotic shepherding applications. Built from raw YOLOv5-style sources, it integrates class balancing, video-based diversity, and strong augmentations to enhance robustness. A recycling strategy is used for rare classes. Compatible with YOLOv5 to YOLOv12, RT-DETR, and ROS 2 deployments on legged robots, the dataset includes labels, images, statistics, and visualizations, ready for direct use in training detection models for autonomous livestock protection.
DOI: 10.25625/ddj5c3/yn4ppm
title: duration_animate_vs_inanimate-1.pdf
DOI: 10.25625/ddj5c3/zoptok
title: epoch_heatmap_saccade_4_early_78_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/etqnau
title: epoch_heatmap_saccade_4_mag_94_binned_True_raw-1.png
DOI: 10.25625/ddj5c3/hneard
title: cluster_17-1.png
DOI: 10.25625/ddj5c3/ot92y4
title: epoch_heatmap_saccade_4_grad_94_binned_True_theta_phase_residuals_saccade_fixation_saccade_post_fixation_post-1.pdf
DOI: 10.5281/zenodo.18680584
title: Dataset: Air Quality Dataset for Multan (2022-08-01 to 2026-02-18)

description: This dataset contains historical air quality time series for Multan covering 2022-08-01 to 2026-02-18. It includes key air pollution indicators such as AQI indices and major pollutants, plus city metadata including coordinates, administrative areas, and population. Use this dataset to analyze long-run air quality trends in Multan, compare Multan with other cities, and build models that link air quality to urban characteristics. Air quality values are retrieved from the Open-Meteo Air Quality service using the cams_global domain, and city metadata is derived from the GeoNames city list. Nitiraj Kulkarni
DOI: 10.25625/ddj5c3/5n5luk
title: epoch_heatmap_saccade_4_early_50_binned_True_raw_residuals_saccade_fixation_saccade_post_fixation_post-1.png
DOI: 10.25625/ddj5c3/yrmhjw
title: distributions_4-1.pdf