cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5gt4fg4rvp.1
title: UrbanScene: An Extensive Multi-Object Dataset for Pedestrian, Traffic, and Motorbike Detection

description: This is a dataset of 16,426 urban photos capturing vehicles, cyclists, motorbikes, and pedestrians across Morning, Evening, and Night scenes. Useful for machine learning in traffic analysis, urban planning, and public safety, the dataset aids in algorithm development for pedestrian detection, traffic flow analysis, and infrastructure optimization.
DOI: 10.17632/ggjtzh452d.1
title: Algorithm and Dataset for Selecting Mid-Height IVD Slice in Traverse Lumbar Spine MRI

description: This dataset and the corresponding source code is hosted as part of the review process of our paper entitled: Automated Selection of Mid-Height Intervertebral Disc Slice in Traverse Lumbar Spine MRI using a Combination of Deep Learning Feature and Machine Learning Classifier, which is submitted to PLOS ONE.

Abnormalities and defects that can cause lumbar spinal stenosis often occur in the Intervertebral Disc (IVD) of the patient’s lumbar spine. Their automatic detection and classification require an application of an image analysis algorithm on suitable images, such as mid-sagittal images or traverse mid-height intervertebral disc slices, as inputs. Hence the process of selecting and separating these images from other medical images in the patient’s set of scans is necessary. However, the technological progress in making this process automated is still lagging behind other areas in medical image classification research. In this paper, we report the result of our investigation on the suitability and performance of different approaches of machine learning to automatically select the best traverse plane that cuts closest to the half-height of an IVD from a database of lumbar spine MRI images. This study considers images features extracted using eleven different pre-trained Deep Convolution Neural Network (DCNN) models. We investigate the effectiveness of three dimensionality-reduction techniques and three feature-selection techniques on the classification performance. We also investigate the performance of five different Machine Learning (ML) algorithms and three Fully Connected (FC) neural network learning optimizers which are used to train an image classifier with hyperparameter optimization using a wide range of hyperparameter options and values. The different combinations of methods are tested on a publicly available lumbar spine MRI dataset consisting of MRI studies of 515 patients with symptomatic back pain. Our experiment shows that applying the Support Vector Machine algorithm with a short Gaussian kernel on full-length image features extracted using a pre-trained DenseNet201 model is the best approach to use. This approach gives the minimum per-class classification performance of around 0.88 when measured using the precision and recall metrics. The median performance measured using the precision metric ranges from 0.95 to 0.99 whereas that using the recall metric ranges from 0.93 to 1.0. When only considering the L3/L4, L4/L5, and L5/S1 classes, the minimum F1-Scores range between 0.93 to 0.95, whereas the median F1-Scores range between 0.97 to 0.99.
DOI: 10.17632/9rcv8mm682.1
title: Safety Helmet Wearing Dataset

description: We extended the number of labels in Kaggle’s safety helmet detection dataset, which has 5000 images and 5000 annotations. The original dataset had three classes (person, head and helmet) and a total of 2501 labels. Moreover, the original dataset was incompletely labelled. We added three new labels on the dataset in results, the new labels consists of six classes (helmet, head with helmet, person with helmet, head, person no helmet, and face) and total of 75578 labels.
DOI: 10.17632/26ksdnwxp5.1
title: Data for: The appropriate response of Spanish Gitanos: Short-run orientation beyond current socio-economic status

description: Data in Excel and Stata formats, and code in stata format (do-file)
DOI: 10.17632/j8239bz4n5.1
title: Disease heritability inferred from familial relationships reported in medical records

description: This dataset includes clinical data along with familial relationships inferred from electronic health record data using RIFTEHR (Relationship Inference from the Electronic Health Record), a method that identifies familial relationships using patients' emergency contact information. A detailed description of RIFTEHR and the use of this dataset can be found at https://www.biorxiv.org/content/early/2017/05/24/066068. This dataset was modified according to the rules of Safe Harbor, as provided by the U.S. Department of Health and Human Services. Additionally, conditions with less than 1,000 individuals, families with unique family structures, and family structures with less than 100 families were excluded from this data release. We also did not release race and ethnicity data where less than 20 individuals are reported in a single category. We generated a new random map of patient identifiers for every individual trait. Unfortunately, this also will preclude the use of this dataset for comorbidity analysis. The raw clinical data is available at http://riftehr.tatonettilab.org. In addition to this dataset, for those patients that consented to release, we also released genotype data on dbGaP for patients that provided written consent for data release. Data from The Charles Bronfman Institute for Personalized Medicine is available at https://www.ncbi.nlm.nih.gov/projects/gap/cgi-bin/study.cgi?study_id=phs000388.v1.p1 and data from Columbia University Medical Center will soon be available at dbGaP.
DOI: 10.15468/dl.kaqfu2
title: Occurrence Download

description: A dataset containing 1642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus banksiana Lamb.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1642 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009188-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111104263
title: Relief with Three Registers: Banqueting Scene, Inscription, and Royal Hunt, Room 7, OI A11254

description: [Text Description:] Banqueting scene above, hunting scene below. ❧ [Text or Publication Number Note:] OI A11254 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of gypsum. Two registers, separated by inscription. Joins A11255 and A11256. ❧ [Physical Object Note:] 251.2 x 279 mm
DOI: 10.25549/inscriptifact-ouc111104262
title: Relief with Three Registers: Banqueting Scene, Inscription, and Royal Hunt, Room 7, OI A11254

description: [Text Description:] Banqueting scene above, hunting scene below. ❧ [Text or Publication Number Note:] OI A11254 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of gypsum. Two registers, separated by inscription. Joins A11255 and A11256. ❧ [Physical Object Note:] 251.2 x 279 mm
DOI: 10.15468/dl.8srmm8
title: Occurrence Download

description: A dataset containing 1776 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stachytarpheta urticifolia Sims",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1776 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013533-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111104265
title: A Winged Human-Headed Bull That Once Flanked the Principal Entrance to the Throneroom (Lamassu), OI A7369

description: [Text Description:] Front carved in shape of human-headed bull, standing right, inscribed front between legs and on back. ❧ [Text or Publication Number Note:] OI A7369 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of limestone. Rectangular. ❧ [Physical Object Note:] 16 ft. x 16 ft. ❧ [Physical Object Note:] There is an additional inscription on the back of the relief; the inscription is not very accessible at the present time and was not photographed during the 2011 project.
DOI: 10.15468/dl.5v7t5x
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-82.0110327999999953 33.4641710000000003, -82.0110327999999953 33.4654583499999987, -82.0110327999999953 33.4668812000000031, -82.0110327999999953 33.4678975300000019, -82.0110327999999953 33.4692526299999997, -82.0110327999999953 33.4709464999999966, -82.0091334300000057 33.4709464999999966, -82.0079801800000041 33.4709464999999966, -82.0064877500000051 33.4709464999999966, -82.0052666699999975 33.4709464999999966, -82.0038420799999983 33.4709464999999966, -82.0021461399999936 33.4709464999999966, -82.0009928900000062 33.4709464999999966, -81.9990934399999958 33.4709464999999966, -81.9981437099999937 33.4709464999999966, -81.9967869500000006 33.4709464999999966, -81.9956337100000070 33.4709464999999966, -81.9945483099999990 33.4709464999999966, -81.9931237100000061 33.4709464999999966, -81.9913599300000016 33.4709464999999966, -81.9906138000000055 33.4709464999999966, -81.9906138000000055 33.4699301799999986, -81.9906138000000055 33.4689816100000002, -81.9906138000000055 33.4678975300000019, -81.9906138000000055 33.4665424299999970, -81.9906138000000055 33.4655260999999982, -81.9906138000000055 33.4641710000000003, -81.9921739899999977 33.4641710000000003, -81.9931915500000059 33.4641710000000003, -81.9942091199999936 33.4641710000000003, -81.9957693900000066 33.4641710000000003, -81.9976010099999968 33.4641710000000003, -81.9987542500000046 33.4641710000000003, -82.0001788400000038 33.4641710000000003, -82.0013320799999974 33.4641710000000003, -82.0023496499999993 33.4641710000000003, -82.0039099199999981 33.4641710000000003, -82.0054701899999969 33.4641710000000003, -82.0068947799999961 33.4641710000000003, -82.0081837000000036 33.4641710000000003, -82.0097439700000024 33.4641710000000003, -82.0110327999999953 33.4641710000000003))",
 "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 209 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094562-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111104274
title: A Winged Human-Headed Bull That Once Flanked the Principal Entrance to the Throneroom (Lamassu), OI A7369

description: [Text Description:] Front carved in shape of human-headed bull, standing right, inscribed front between legs and on back. ❧ [Text or Publication Number Note:] OI A7369 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of limestone. Rectangular. ❧ [Physical Object Note:] 16 ft. x 16 ft. ❧ [Physical Object Note:] There is an additional inscription on the back of the relief; the inscription is not very accessible at the present time and was not photographed during the 2011 project.
DOI: 10.25549/inscriptifact-ouc111328488
title: Codex Climaci Rescriptus: Ladder of Ascent by John Climacus, MS.000149.1-.86

description: [Text Description:] Codex Climaci Rescriptus: Syriac translation of Ladder of Divine Ascent by John Climacus, upper text ❧ [Text or Publication Number Note:] MS.000149.1-.86 ❧ [Excavation Description:] Found at St. Catherine's Monastery ❧ [Medium:] Parchment ❧ [Script Note:] Syriac ❧ [Physical Object Description:] 137 folios; 9.06 x 14.56 in. (23 x 37 cm); vellum with ink ❧ [Physical Object Note:] Palimpsest
DOI: 10.15468/dl.kf7hbz
title: Occurrence Download

description: A dataset containing 25479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-122.6370713999999964 45.4649019000000010, -122.6370713999999964 45.4674227200000018, -122.6370713999999964 45.4691763300000034, -122.6370713999999964 45.4707107400000012, -122.6370713999999964 45.4722451499999991, -122.6370713999999964 45.4746563699999982, -122.6370713999999964 45.4773963900000027, -122.6370713999999964 45.4793692000000007, -122.6352127400000001 45.4793692000000007, -122.6314954199999931 45.4793692000000007, -122.6279967600000020 45.4793692000000007, -122.6261381000000057 45.4793692000000007, -122.6261381000000057 45.4777251900000010, -122.6261381000000057 45.4763003799999979, -122.6261381000000057 45.4747659700000000, -122.6261381000000057 45.4732315600000021, -122.6261381000000057 45.4711491400000014, -122.6261381000000057 45.4696147300000035, -122.6261381000000057 45.4677515200000002, -122.6261381000000057 45.4649019000000010, -122.6274501000000043 45.4649019000000010, -122.6306207500000056 45.4649019000000010, -122.6328074099999981 45.4649019000000010, -122.6352127400000001 45.4649019000000010, -122.6370713999999964 45.4649019000000010))",
 "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 25479 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098703-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111105597
title: Copper Scroll with Unknown Text

description: [Text Description:] Possible text, at present unidentified. ❧ [Excavation Description:] Unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Metal scroll, approx. 20 inches long, 2-2.5 inches wide, .003 inches thick
DOI: 10.25549/inscriptifact-ouc111105756
title: Copper Scroll with Unknown Text

description: [Text Description:] Possible text, at present unidentified. ❧ [Excavation Description:] Unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Metal scroll, approx. 20 inches long, 2-2.5 inches wide, .003 inches thick
DOI: 10.15468/dl.nbrbkn
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizochaete filamentosa (Berk. & M.A.Curtis) Gresl., Nakasone & Rajchenb.",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 135 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133376-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111105689
title: Copper Scroll with Unknown Text

description: [Text Description:] Possible text, at present unidentified. ❧ [Excavation Description:] Unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Metal scroll, approx. 20 inches long, 2-2.5 inches wide, .003 inches thick
DOI: 10.25549/inscriptifact-ouc111105596
title: Copper Scroll with Unknown Text

description: [Text Description:] Possible text, at present unidentified. ❧ [Excavation Description:] Unprovenanced ❧ [Medium:] Metal ❧ [Script Note:] Unknown ❧ [Physical Object Description:] Metal scroll, approx. 20 inches long, 2-2.5 inches wide, .003 inches thick
DOI: 10.15468/dl.bqc9rs
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Namazonurus peersi (Hewitt, 1932)"
 ]
}

 The dataset includes 72 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129345-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111104234
title: Relief with Three Registers: Banqueting Scene, Inscription, and Royal Hunt, Room 7, OI A11254

description: [Text Description:] Banqueting scene above, hunting scene below. ❧ [Text or Publication Number Note:] OI A11254 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of gypsum. Two registers, separated by inscription. Joins A11255 and A11256. ❧ [Physical Object Note:] 251.2 x 279 mm
DOI: 10.15468/dl.ujuequ
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meloderma desmazieri (Duby) Darker",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 24 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133366-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111104273
title: A Winged Human-Headed Bull That Once Flanked the Principal Entrance to the Throneroom (Lamassu), OI A7369

description: [Text Description:] Front carved in shape of human-headed bull, standing right, inscribed front between legs and on back. ❧ [Text or Publication Number Note:] OI A7369 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of limestone. Rectangular. ❧ [Physical Object Note:] 16 ft. x 16 ft. ❧ [Physical Object Note:] There is an additional inscription on the back of the relief; the inscription is not very accessible at the present time and was not photographed during the 2011 project.
DOI: 10.25549/inscriptifact-ouc111104236
title: Relief with Three Registers: Banqueting Scene, Inscription, and Royal Hunt, Room 7, OI A11254

description: [Text Description:] Banqueting scene above, hunting scene below. ❧ [Text or Publication Number Note:] OI A11254 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of gypsum. Two registers, separated by inscription. Joins A11255 and A11256. ❧ [Physical Object Note:] 251.2 x 279 mm
DOI: 10.15468/dl.a85e53
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asterostroma cervicolor (Berk. & M.A.Curtis) Massee",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 118 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133368-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6dq8m
title: Occurrence Download

description: A dataset containing 12059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Pterocarpus erinaceus Poir."
 ]
}

 The dataset includes 12059 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060974-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111104239
title: Relief with Three Registers: Banqueting Scene, Inscription, and Royal Hunt, Room 7, OI A11254

description: [Text Description:] Banqueting scene above, hunting scene below. ❧ [Text or Publication Number Note:] OI A11254 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of gypsum. Two registers, separated by inscription. Joins A11255 and A11256. ❧ [Physical Object Note:] 251.2 x 279 mm
DOI: 10.25549/inscriptifact-ouc111104242
title: Relief with Three Registers: Banqueting Scene, Inscription, and Royal Hunt, Room 7, OI A11254

description: [Text Description:] Banqueting scene above, hunting scene below. ❧ [Text or Publication Number Note:] OI A11254 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of gypsum. Two registers, separated by inscription. Joins A11255 and A11256. ❧ [Physical Object Note:] 251.2 x 279 mm
DOI: 10.15468/dl.5k3sx9
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Antrodia albida (Fr.) Donk",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 403 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133390-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111104970
title: Relief with Three Registers: Inscription, Temple near Mountains and Stream, Room 7, OI A11255

description: [Text Description:] Two figures and ionic temple standing near wooded mountain and stream. Roof of building supported by columns w/volute capitals. ❧ [Text or Publication Number Note:] OI A11255 ❧ [Excavation Description:] Found during Oriental Institute's 1928-1935 excavations at the site of ancient Dur-Sharrukin (Fort Sargon), modern Khorsabad, Iraq ❧ [Medium:] Stone ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Stone bas relief, of gypsum. Two registers, separated by inscription. Joins A11254 and A11256.