cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11081535
title: NBML_BioBank_AIChallange_20240430_01

description: Description:

The National Brain Mapping Laboratory, in line with its educational and research mission and as

a leading center in the development of Iranian Brain Mapping Biobank, is collaborating on the

Annual Iranian Artificial Intelligence Award challenge in the following areas:

1) Challenge Topic Design: To foster a competitive environment in the field of artificial

intelligence and promote the use of AI technologies to address pressing healthcare challenges,

the National Laboratory of Brain Mapping has selected the topic of "Intelligent Classification of

Normal and Abnormal Brain MRIs";

2) Challenge Data Provision: The data required for the challenge topic and for use in the annual

Iranian Artificial Intelligence Competition will be provided by the Iranian Brain Mapping

Biobank.

For this challenge, 50 de-identified brain structural MRI images have been provided in two

categories: normal (30 samples) and abnormal (20 samples). The abnormal samples represent

four disease categories: dementia, multiple sclerosis, neurovascular disease, and tumor.

 

The data have been anonymized and will be provided to participants with binary labels (normal

vs. abnormal).

 

 Image Characteristics:

 Brain Structural MRI acquired using a clinical protocol

 Recorded on a Siemens 1.5 Tesla MRI scanner

 Sequences included: T1-weighted spin-echo (T1_SE_TRA), T2-weighted turbo spin-

echo (T2_TSE_TRA), and T2-weighted inversion recovery dark-fluid

(T2_TIRM_TRA_DARK-FLUID)

 Axial Plane for all three sequences

 Binary labels (normal vs. abnormal) provided

 

 Efforts have been made to separate the data by observing homogeneity across these

parameters:

 Study Description: Brain MRI-C

 Series Description: t1_se_tra , t2_tse_tra , t2_tirm_tra_dark-fluid

 Slice_Thickness: 7.5

 Manufacturer : SIEMENS , Avanto

 Software_Versions: syngo MR B17

 Magnetic_Field_Strength: 1.5

 Flip Angle: 150/90

 Spacing_Between_Slices: 8.25

 Acquisition_Matrix: 0\256\155\0 , 0\384\129\0 , 0\256\133\0 , 0\256\167\0 ,

0\256\113\0 , 0\256\152\0 , 0\256\161\0 , 0\384\135\0
DOI: 10.15468/dl.mdw4ws
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tridentopsis buckleyana (L.H.Dewey) P.M.Peterson & Romasch."
 ]
}

 The dataset includes 219 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020380-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tp8vx4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((72 25,105 25,105 40,72 40,72 25))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gazella subgutturosa (Güldenstaedt, 1780)"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0423082-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spm9sh
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carminatia papagayana B.L.Turner"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125723-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5d6p6
title: Occurrence Download

description: A dataset containing 6451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is United States of America",
 "Geometry POLYGON((-127.22168 24.65332,-65.96191 24.65332,-65.96191 48.42773,-127.22168 48.42773,-127.22168 24.65332))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lythrum salicaria L."
 ]
}

 The dataset includes 6451 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225330-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swd35d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opitutae",
 "HasCoordinate is true",
 "Country is one of (Hungary)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225602-210914110416597/datasets/export for details.
DOI: 10.15468/dl.t649kb
title: Occurrence Download

description: A dataset containing 1843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((11.77786 44.25822,13.00958 44.25822,13.00958 44.75068,11.77786 44.75068,11.77786 44.25822))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 1843 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014155-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4d22y
title: Occurrence Download

description: A dataset containing 227074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-5200.0",
 "Country is India",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Month is January",
 "Month is February",
 "Month is March",
 "Month is April",
 "Month is May",
 "Month is June",
 "Month is July",
 "Month is August",
 "Month is September",
 "Month is October",
 "Month is November",
 "Month is December"
 ]
 },
 "Year 2000-2022"
 ]
}

 The dataset includes 227074 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225228-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9qkkw
title: Occurrence Download

description: A dataset containing 18682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ageratum houstonianum Mill."
 ]
}

 The dataset includes 18682 records from 299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035841-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5abqz
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bamanophis dorri (Lataste, 1888)"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274873-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8rbc4
title: Occurrence Download

description: A dataset containing 396009 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phylloscopus sibillatrix (Bechstein, 1792))",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 396009 records from 651 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012557-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvsr99
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus clarkeanus Ali"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274874-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ku2vut
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zanonia indica L."
 ]
}

 The dataset includes 200 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035851-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9jxt4
title: Occurrence Download

description: A dataset listing the 55 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Senegal",
 "TaxonKey is Araneae"
 ]
}

 The dataset's 55 records were derived from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274884-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7w2he
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Aglaonema commutatum Schott"
 ]
}

 The dataset includes 478 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035845-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzvc4j
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((72 25,105 25,105 40,72 40,72 25))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pantholops hodgsonii (Abel, 1826)"
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0423085-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43svnh
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "TaxonKey is Abies chensiensis Tiegh."
 ]
}

 The dataset includes 252 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002284-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppckau
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei"
 ]
 },
 "TaxonKey is Dendrocalamus giganteus Munro"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225293-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqk3es
title: Occurrence Download

description: A dataset containing 636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-157.28225 85.63985,-158.04427 57.8259,92.28142 45.63346,192.10687 60.49299,191.34486 87.16391,-157.28225 85.63985))",
 "TaxonKey is Pleuropogon sabinei R.Br."
 ]
}

 The dataset includes 636 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015600-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwyhsg
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-4069.0",
 "Country is Nepal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Axis axis (Erxleben, 1777)",
 "Year 2000-2022"
 ]
}

 The dataset includes 181 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225234-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3794ur
title: Occurrence Download

description: A dataset containing 4372 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Heliconiine Butterfly Collection Records from University of Cambridge"
 ]
}

 The dataset includes 4372 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125713-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bs33g
title: Occurrence Download

description: A dataset containing 227074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-5200.0",
 "Country is India",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Month is January",
 "Month is February",
 "Month is March",
 "Month is April",
 "Month is May",
 "Month is June",
 "Month is July",
 "Month is August",
 "Month is September",
 "Month is October",
 "Month is November",
 "Month is December"
 ]
 },
 "Year 2000-2022"
 ]
}

 The dataset includes 227074 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225232-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdw5b3
title: Occurrence Download

description: A dataset containing 865 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lemur catta Linnaeus, 1758"
 ]
}

 The dataset includes 865 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125719-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7a84x5
title: Occurrence Download

description: A dataset containing 911 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 {
 "or" : [
 "Country is Nepal",
 "Country is India",
 "Country is Pakistan"
 ]
 },
 "TaxonKey is Duttaphrynus melanostictus (Schneider, 1799)",
 "Year 2001-2022"
 ]
}

 The dataset includes 911 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225273-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3m7f6
title: Occurrence Download

description: A dataset containing 13300 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarpa salpa (Linnaeus, 1758)"
 ]
}

 The dataset includes 13300 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015518-240425142415019/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.23792385
title: Underlying Data, Extended data and Total results

description: This file contains Underlying Data, Extended data and Total results of the article entitled "L2 Acquisition of <i>Wh-</i>interrogatives at the Syntax-discourse Interface: Interface Hypothesis again", by Mohammed Shormani
DOI: 10.15468/dl.ubt5hf
title: Occurrence Download

description: A dataset containing 2537 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Mamíferos Museo de La Salle Bogotá (MLS)"
 ]
}

 The dataset includes 2537 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225299-210914110416597/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.23792385.v5
title: Underlying Data, Extended data and Total results

description: This file contains Underlying Data, Extended data and Total results of the article entitled "L2 Acquisition of <i>Wh-</i>interrogatives at the Syntax-discourse Interface: Interface Hypothesis again", by Mohammed Shormani
DOI: 10.15468/dl.afeswf
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Country is one of (Colombia)",
 {
 "or" : [
 "StateProvince is boyaca",
 "StateProvince ~Boyaca"
 ]
 },
 {
 "or" : [
 "Locality is chiquinquira",
 "Locality ~chiquinquira"
 ]
 }
 ]
 }
 ]
}

 The dataset includes 39 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225300-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsmz2y
title: Occurrence Download

description: A dataset containing 853 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fusarium verticillioides (Sacc.) Nirenberg"
 ]
}

 The dataset includes 853 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225301-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q2zfmv
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carpacoce spermacocea (Rchb. ex Spreng.) Sond."
 ]
}

 The dataset includes 114 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125739-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g247wg
title: Occurrence Download

description: A dataset containing 5140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-2400.0",
 "Country is Nepal",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Month is January",
 "Month is February",
 "Month is March",
 "Month is April",
 "Month is May",
 "Month is June",
 "Month is July",
 "Month is August",
 "Month is September",
 "Month is October",
 "Month is November",
 "Month is December"
 ]
 },
 "Year 1995-2022"
 ]
}

 The dataset includes 5140 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225235-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsdafk
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bougainvillea ×buttiana Holttum & Standl.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 219 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125740-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnnedq
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ailuropoda melanoleuca (David, 1869)"
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009729-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwygxr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dothistroma pini Hulbary",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Argentina",
 "Country is Argentina"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0321600-210914110416597/datasets/export for details.
DOI: 10.15468/dl.352uty
title: Occurrence Download

description: A dataset containing 2316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ancistrocerus parietinus Linnaeus, 1761, Dolichovespula omissa (Bischoff, 1931))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 2316 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170441-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.