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

description: A dataset containing 3316 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hellenia speciosa (J.Koenig) S.R.Dutta"
 ]
}

 The dataset includes 3316 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240409-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tmugh
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-78.4087255000000027 40.4691356000000013, -78.4087255000000027 40.4702708900000019, -78.4087255000000027 40.4727937500000010, -78.4087255000000027 40.4744336099999984, -78.4087255000000027 40.4761996100000019, -78.4087255000000027 40.4779656099999983, -78.4087255000000027 40.4808669000000023, -78.4087255000000027 40.4835159000000004, -78.4050794200000070 40.4835159000000004, -78.4020619700000054 40.4835159000000004, -78.4000503400000071 40.4835159000000004, -78.3981644299999942 40.4835159000000004, -78.3961527999999959 40.4835159000000004, -78.3961527999999959 40.4802361799999986, -78.3961527999999959 40.4775871800000004, -78.3961527999999959 40.4743074599999986, -78.3961527999999959 40.4721630299999973, -78.3961527999999959 40.4691356000000013, -78.3985416099999952 40.4691356000000013, -78.4024391500000064 40.4691356000000013, -78.4044507800000048 40.4691356000000013, -78.4070910500000053 40.4691356000000013, -78.4087255000000027 40.4691356000000013))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 148 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098494-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcen6u
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia)",
 "BasisOfRecord is one of (Specimen)",
 "Year is greater than or equal to 1900",
 "TaxonKey is Pilosella officinarum Vaill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130304-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5wy5d
title: Occurrence Download

description: A dataset containing 2641 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba aurea M.Vahl ex Hornem."
 ]
}

 The dataset includes 2641 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146942-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11530384
title: READRetro_data

description: READRetro_data is for READRetro (https://github.com/SeulLee05/READRetro)All files including data.sh should be located in READRetro/READRetro_data/(here) before running data.sh 

The directory structure of the Zenodo data should be follows after running sh data.sh:

READRetro_data

    ├── data.sh

    ├── data

    │   ├── model_train_data

    │   └── multistep_data

    ├── model

    │   ├── bionavi

    │   ├── g2s

    │   │   └── saved_models

    │   ├── megan

    │   └── retroformer

    │       └── saved_models

    ├── result

    └── scripts

 

Place the READRetro_data into the READRetro directory (i.e., READRetro/READRetro_data) and run `sh data.sh` in READRetro_data to set up the data.

 

Ensure the data is correctly located in READRetro. Verify the following:

- `READRetro/retroformer/saved_models` should match `READRetro_data/model/retroformer/saved_models`

- `READRetro/g2s/saved_models` should match `READRetro_data/model/g2s/saved_models`

- `READRetro/data` should match `READRetro_data/data/multistep_data`

- `READRetro/result` should match `READRetro_data/result`

- `READRetro/scripts` should match `READRetro_data/scripts`

 

The directories `READRetro_data/model/bionavi`, `READRetro_data/model/megan`, and `READRetro_data/model_train_data` are essential for reproducing the manuscript*ckpts.tar.gz has been added. It consists of checkpoints for MHN-React and GraphRetro, which were used in a single-step retrosynthesis evaluation. (v2)

*parameter_optimization.zip has been added. It consists of checkpoints for Retroformer and Graph2SMILES, which were used to construct the ensemble models applied to multi-step retrosynthesis in parameter optimization (model_1600000.pt: Retroformer layout 16, model.72000_35.pt: Graph2SMILES layout 16). (v3)
DOI: 10.15468/dl.rr9e46
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sclerodoris tarka Burn, 1969"
 ]
}

 The dataset includes 50 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098475-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10495132
title: READRetro_data

description: READRetro_data is for READRetro (https://github.com/SeulLee05/READRetro)All files including data.sh should be located in READRetro/READRetro_data/(here) before running data.sh 

The directory structure of the Zenodo data should be follows after running sh data.sh:

READRetro_data

    ├── data.sh

    ├── data

    │   ├── model_train_data

    │   └── multistep_data

    ├── model

    │   ├── bionavi

    │   ├── g2s

    │   │   └── saved_models

    │   ├── megan

    │   └── retroformer

    │       └── saved_models

    ├── result

    └── scripts

 

Place the READRetro_data into the READRetro directory (i.e., READRetro/READRetro_data) and run `sh data.sh` in READRetro_data to set up the data.

 

Ensure the data is correctly located in READRetro. Verify the following:

- `READRetro/retroformer/saved_models` should match `READRetro_data/model/retroformer/saved_models`

- `READRetro/g2s/saved_models` should match `READRetro_data/model/g2s/saved_models`

- `READRetro/data` should match `READRetro_data/data/multistep_data`

- `READRetro/result` should match `READRetro_data/result`

- `READRetro/scripts` should match `READRetro_data/scripts`

 

The directories `READRetro_data/model/bionavi`, `READRetro_data/model/megan`, and `READRetro_data/model_train_data` are essential for reproducing the manuscript
DOI: 10.15468/dl.rb4b73
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mythimna stolida Leech, 1889",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188180-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ym9v7
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Baccharis vulneraria Baker"
 ]
}

 The dataset includes 55 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098478-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54782p
title: Occurrence Download

description: A dataset containing 28986 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nesting and seasonal migrations of birds of the Azov-Black Sea region according to scientific publications"
 ]
}

 The dataset includes 28986 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237512-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qayrkc
title: Occurrence Download

description: A dataset containing 372570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phainopepla nitens (Swainson, 1838)",
 "Year 1993-2023"
 ]
}

 The dataset includes 372570 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237815-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uq38kh
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cebuella pygmaea (Spix, 1823)"
 ]
}

 The dataset includes 643 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050469-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e57z6x
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America, United States Minor Outlying Islands, American Samoa, Micronesia (Federated States of), Guam, Marshall Islands, Northern Mariana Islands, Puerto Rico, Palau, Virgin Islands (U.S.))",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "GadmGid is one of (USA.20_1, USA.46_1, USA.30_1, USA.31_1, USA.33_1, USA.22_1, USA.7_1, USA.40_1)",
 "OccurrenceStatus is one of (Present)",
 "TaxonKey is one of (Cyrenidae)",
 {
 "not" : {
 "Issue" : [
 "is one of (Coordinate invalid, Country coordinate mismatch, Country mismatch, Continent country mismatch)"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset's 7 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237510-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3xgcw
title: Occurrence Download

description: A dataset containing 542 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Symphyotrichum subulatum (Michx.) G.L.Nesom"
 ]
}

 The dataset includes 542 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098488-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x54hcz
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba arauquensis Santana"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146917-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4x75r
title: Occurrence Download

description: A dataset containing 6808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscoreales",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6808 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260630-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2wqj7
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.29079 44.37015,-78.29072 44.36667,-78.29026 44.36353,-78.29077 44.3625,-78.29215 44.36416,-78.29276 44.36707,-78.29382 44.36641,-78.29456 44.36909,-78.30345 44.36763,-78.30174 44.36121,-78.29893 44.36167,-78.29898 44.36085,-78.29791 44.35482,-78.30129 44.35187,-78.30023 44.35081,-78.29754 44.35227,-78.29666 44.35105,-78.30063 44.34432,-78.29896 44.34177,-78.29827 44.343,-78.29544 44.34439,-78.29484 44.34813,-78.29392 44.34806,-78.29308 44.34922,-78.29095 44.34959,-78.29174 44.34836,-78.29382 44.34386,-78.29137 44.34379,-78.29276 44.3427,-78.2935 44.34124,-78.26875 44.34638,-78.28278 44.37561,-78.28472 44.37416,-78.28556 44.37071,-78.28778 44.37177,-78.29079 44.37015))",
 "HasGeospatialIssue is false",
 "Month is one of (May, June, July, August, September, October)",
 "Year 2022-2022"
 ]
}

 The dataset includes 306 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098500-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttcamr
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba asprella Greene"
 ]
}

 The dataset includes 246 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146934-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/3eawo1u0
title: Graph Signal Regression Task

description: The dataset used in the paper is a graph signal regression task, where the goal is to recover signal values on test nodes.
DOI: 10.57702/ijfv1paj
title: CHB-MIT EEG database

description: A novel multi-scale dilated 3D CNN for epileptic seizure prediction
DOI: 10.57702/bedpptna
title: Word2Vec

description: Bilingual word embeddings from parallel and non-parallel corpora for cross-language text classification
DOI: 10.57702/ju8cb7ti
title: Improved Object-Based Style Transfer with Single Deep Network

description: The proposed approach uses a single deep network of YOLOv8 for both segmentation and style transfer.
DOI: 10.57702/23uofmdj
title: GraphLLM Dataset

description: The dataset used in the GraphLLM paper, which consists of four fundamental graph reasoning tasks: substructure counting, maximum triplet sum, shortest path, and bipartite graph matching.
DOI: 10.24435/materialscloud:3e-yr
title: Importance of ligand on-site interactions for the description of Mott-insulators in DFT+DMFT

description: This dataset provides all the computational data required to reproduce the results and figures from the associated paper which investigates the critical role of ligand p states in the Mott state of transition metal oxides. The collection includes both cRPA and DFT+DMFT calculations to demonstrate that focusing solely on transition metal d states often fails to produce correct insulating behavior in DFT+DMFT. Composed of $LaTiO_3$, $LaVO_3$, and various rare earth nickelates, the dataset shows that applying corrections to the oxygen p orbitals is essential for achieving quantitative accuracy in the DFT+DMFT framework.
DOI: 10.24435/materialscloud:kp-70
title: Importance of ligand on-site interactions for the description of Mott-insulators in DFT+DMFT

description: This dataset provides all the computational data required to reproduce the results and figures from the associated paper which investigates the critical role of ligand p states in the Mott state of transition metal oxides. The collection includes both cRPA and DFT+DMFT calculations to demonstrate that focusing solely on transition metal d states often fails to produce correct insulating behavior in DFT+DMFT. Composed of $LaTiO_3$, $LaVO_3$, and various rare earth nickelates, the dataset shows that applying corrections to the oxygen p orbitals is essential for achieving quantitative accuracy in the DFT+DMFT framework.
DOI: 10.57702/7sicogxn
title: Single-Depot Returning 2TSP dataset

description: The dataset used in the paper is a set of 59 nodes data for the non-returning 2TSP, returning 2TSP, and single-depot returning 2TSP problems.
DOI: 10.57702/s0i69fv6
title: Enzyme Structure Dataset

description: This dataset contains enzyme structures and their corresponding features.
DOI: 10.57702/hrmtkizd
title: PHASE-FIELD-LAB

description: PHASE-FIELD-LAB provides material scientists with an integrated platform to annotate video data, learn phase field models and evaluate the learned models with simulation-visualization, all in a single place.
DOI: 10.57702/nuu1d0jy
title: Fine-tuned CLIP Models are Efficient Video Learners

description: This work explores the capability of a simple baseline called ViFi-CLIP (Video Fine-tuned CLIP) for adapting image-based CLIP to video domain.
DOI: 10.57702/u9frun86
title: Support-Set Based Cross-Supervision for Video Grounding

description: Support-Set Based Cross-Supervision for Video Grounding
DOI: 10.57702/gdmvg0xc
title: CTM dataset

description: The CTM dataset is a semi-synthetic dataset constructed from the matrix X, whose columns are drawn from the logistic normal prior in the correlated topic model.
DOI: 10.57702/8w2r7izl
title: Hearpiece database of individual transfer functions

description: The dataset used in this paper is a set of acoustic transfer functions measured from a multi-loudspeaker earpiece.
DOI: 10.57702/hxqqr0cm
title: Microsoft COCO 2017 dataset

description: This dataset contains images paired with multiple human-annotated descriptions in the form of sentences.
DOI: 10.57702/brne1qbf
title: Wikipedia articles

description: Wikipedia articles dataset is a dataset of image-text pairs designed for cross-modal retrieval applications.
DOI: 10.57702/f15ajrin
title: Dataset for Hashtag Recommendation Evaluation

description: Dataset for evaluating hashtag recommendation methods
DOI: 10.57702/amycxi86
title: Simulation data for VSSA imaging in ultrasound elastography

description: Simulation data for evaluating the performance of Virtual Source Synthetic Aperture (VSSA) imaging in ultrasound elastography.
DOI: 10.15468/dl.pt7xyh
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xenocypris macrolepis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080221-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/gre4zmh1
title: French Wikipedia

description: French Wikipedia corpus
DOI: 10.15468/dl.59aq9k
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.86765699999999 24.18423, 88.79067999999999 24.178653, 88.715619 24.162061, 88.644338 24.134866, 88.57860700000001 24.097745, 88.520053 24.051619, 88.47012100000001 23.997633, 88.430036 23.937125, 88.40077700000001 23.871593, 88.38305 23.802656, 88.377274 23.732016, 88.383572 23.661414, 88.40177 23.592586, 88.431403 23.527223, 88.471727 23.466928, 88.521742 23.413178, 88.580214 23.367289, 88.64570500000001 23.33038, 88.716612 23.303355, 88.791203 23.286871, 88.86765699999999 23.281331, 88.94411100000001 23.286871, 89.018702 23.303355, 89.089609 23.33038, 89.1551 23.367289, 89.213572 23.413178, 89.263587 23.466928, 89.303911 23.527223, 89.333544 23.592586, 89.351742 23.661414, 89.35804 23.732016, 89.35226400000001 23.802656, 89.334537 23.871593, 89.305278 23.937125, 89.265193 23.997633, 89.215261 24.051619, 89.156707 24.097745, 89.090976 24.134866, 89.019695 24.162061, 88.94463399999999 24.178653, 88.86765699999999 24.18423))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080220-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/uurhyeml
title: LiTS database

description: The dataset used in this paper for CT image super-resolution.
DOI: 10.57702/1eu5hj9w
title: WikiCS article citation network

description: The WikiCS article citation network is a dataset consisting of nodes corresponding to CS articles with edges based on hyperlinks and 10 classes representing different branches of the field.
DOI: 10.34973/sw7q-qs30
title: Lateral frontopolar theta-band activity supports flexible switching between emotion regulation strategies

description: Flexible emotion regulation is essential for mental health and well-being. However, neurocognitive mechanisms supporting emotion regulation flexibility remain unclear. Lateral frontal pole (FPl) contributes to flexible behavior by monitoring the efficacy of alternative strategies. This preregistered study examines if FPl also supports flexible use of emotion regulation strategies. It focuses on pre-decision theta-band activity as a potential indicator of this adaptive process. Sixty-three participants performed an emotion regulation strategy-switching task, involving three phases: (1) implementing an instructed (reappraisal or distraction) strategy, (2) deciding whether to 'maintain' the current or 'switch' to the alternative strategy, and (3) implementing the chosen strategy. Results showed that switching is predicted by the reduced efficacy of an initial emotion regulation strategy (indexed with EMG corrugator activity) and is made in accordance with situational demands (stimulus reappraisal affordances). Critically, switching to an alternative emotion regulation strategy is associated with increased theta-band power in FPl around the time of the decision. These findings support the previously established role of FPl theta-band activity in monitoring counterfactual efficacy of alternative strategies. Crucially, they extend this notion to cognitive emotion regulation, thereby offering promising neural targets for stimulation-based therapies aimed at enhancing emotion regulation flexibility in affective psychopathologies. In this collection, you can find raw behavioral as well as preprocessed behavioral, EMG, and EEG data, all materials and procedures, analysis scripts, and figures visualizing the results.
DOI: 10.57702/041vn47e
title: AST-Seg

description: Unsupervised multi-object segmentation using attention and soft-argmax
DOI: 10.3535/52l-81l-dre
title: Arabis hirsuta (L.) Scop.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rks-99c-b8p
title: Alyssum strigosum Banks & Sol.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4hv-c8l-wgd
title: Silene otites (L.) Wibel

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.