cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6b65df
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diaphus garmani Gilbert, 1906",
 "Country is Colombia"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001230-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbd4tj
title: Occurrence Download

description: A dataset containing 416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Asphodelus fistulosus L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 416 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013645-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.watpqg
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castanopsis rufotomentosa Hu"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000999-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lr80pa
title: Occurrence Download

description: A dataset containing 977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine coracana (L.) Gaertn.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 977 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001230-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mct6w9
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephaelis laui (Merr. & F.P.Metcalf) F.C.How & W.C.Ko"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001006-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkk9vr
title: Occurrence Download

description: A dataset containing 470526 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Iran (Islamic Republic of)"
 ]
}

 The dataset includes 470526 records from 849 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075494-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxqnib
title: Occurrence Download

description: A dataset containing 1890904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ericaceae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1890904 records from 731 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001230-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9exxxk
title: Occurrence Download

description: A dataset containing 4998 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ohio State University Tetrapod Division - Amphibian Collection (OSUM)"
 ]
}

 The dataset includes 4998 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014867-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vdu5kr
title: Occurrence Download

description: A dataset containing 30660895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 15,180 15,180 20,-180 20,-180 15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Country derived from coordinates, Continent derived from coordinates)",
 "OccurrenceStatus is Present",
 "Year 1801-2023"
 ]
}

 The dataset includes 30660895 records from 3916 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113183-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/d4rbdw/r8aoqd
title: Marzo_1930_Pagina_086.jpg

description: Bulletin of 1930/03/22
DOI: 10.13130/rd_unimi/zz8afq/1vwixi
title: Marzo_1926_Pagina_021.jpg

description: Bulletin of 1926/03/06
DOI: 10.13130/rd_unimi/d4rbdw/q5mvmz
title: Marzo_1930_Pagina_087.jpg

description: Bulletin of 1930/03/22
DOI: 10.13130/rd_unimi/zz8afq/ja1hkr
title: Marzo_1926_Pagina_023.jpg

description: Bulletin of 1926/03/06
DOI: 10.13130/rd_unimi/zz8afq/quo9hs
title: Marzo_1926_Pagina_022.jpg

description: Bulletin of 1926/03/06
DOI: 10.13130/rd_unimi/d4rbdw/evbxpo
title: Marzo_1930_Pagina_088.jpg

description: Bulletin of 1930/03/22
DOI: 10.13130/rd_unimi/zz8afq/lmpqju
title: Marzo_1926_Pagina_024.jpg

description: Bulletin of 1926/03/06
DOI: 10.13130/rd_unimi/d4rbdw/mdsbjj
title: Marzo_1930_Pagina_089.jpg

description: Bulletin of 1930/03/23
DOI: 10.13130/rd_unimi/zz8afq/jo5ouf
title: Marzo_1926_Pagina_025.jpg

description: Bulletin of 1926/03/07
DOI: 10.13130/rd_unimi/d4rbdw/luqhzi
title: Marzo_1930_Pagina_090.jpg

description: Bulletin of 1930/03/23
DOI: 10.13130/rd_unimi/d4rbdw/wmk3tf
title: Marzo_1930_Pagina_091.jpg

description: Bulletin of 1930/03/23
DOI: 10.13130/rd_unimi/zz8afq/scpmx7
title: Marzo_1926_Pagina_026.jpg

description: Bulletin of 1926/03/07
DOI: 10.13130/rd_unimi/d4rbdw/mdh9n5
title: Marzo_1930_Pagina_092.jpg

description: Bulletin of 1930/03/23
DOI: 10.13130/rd_unimi/zz8afq/1gcesh
title: Marzo_1926_Pagina_027.jpg

description: Bulletin of 1926/03/07
DOI: 10.13130/rd_unimi/zz8afq/bodr1f
title: Marzo_1926_Pagina_028.jpg

description: Bulletin of 1926/03/07
DOI: 10.13130/rd_unimi/d4rbdw/l0uoj7
title: Marzo_1930_Pagina_093.jpg

description: Bulletin of 1930/03/24
DOI: 10.13130/rd_unimi/zz8afq/tlfnoh
title: Marzo_1926_Pagina_029.jpg

description: Bulletin of 1926/03/08
DOI: 10.13130/rd_unimi/d4rbdw/f5cslw
title: Marzo_1930_Pagina_094.jpg

description: Bulletin of 1930/03/24
DOI: 10.13130/rd_unimi/d4rbdw/p9qimj
title: Marzo_1930_Pagina_095.jpg

description: Bulletin of 1930/03/24
DOI: 10.13130/rd_unimi/zz8afq/qcxlot
title: Marzo_1926_Pagina_030.jpg

description: Bulletin of 1926/03/08
DOI: 10.13130/rd_unimi/d4rbdw/fmhb2q
title: Marzo_1930_Pagina_096.jpg

description: Bulletin of 1930/03/24
DOI: 10.13130/rd_unimi/zz8afq/u05bem
title: Marzo_1926_Pagina_031.jpg

description: Bulletin of 1926/03/08
DOI: 10.13130/rd_unimi/d4rbdw/liqkui
title: Marzo_1930_Pagina_097.jpg

description: Bulletin of 1930/03/25
DOI: 10.13130/rd_unimi/zz8afq/1wfcxi
title: Marzo_1926_Pagina_032.jpg

description: Bulletin of 1926/03/08
DOI: 10.13130/rd_unimi/zz8afq/fjflgc
title: Marzo_1926_Pagina_033.jpg

description: Bulletin of 1926/03/09
DOI: 10.13130/rd_unimi/d4rbdw/g0f9bt
title: Marzo_1930_Pagina_098.jpg

description: Bulletin of 1930/03/25
DOI: 10.13130/rd_unimi/d4rbdw/xybpfm
title: Marzo_1930_Pagina_099.jpg

description: Bulletin of 1930/03/25
DOI: 10.13130/rd_unimi/zz8afq/rkakmi
title: Marzo_1926_Pagina_034.jpg

description: Bulletin of 1926/03/09
DOI: 10.13130/rd_unimi/d4rbdw/2mpjf7
title: Marzo_1930_Pagina_100.jpg

description: Bulletin of 1930/03/25
DOI: 10.13130/rd_unimi/zz8afq/nqdfjo
title: Marzo_1926_Pagina_035.jpg

description: Bulletin of 1926/03/09
DOI: 10.13130/rd_unimi/d4rbdw/pvsk6g
title: Marzo_1930_Pagina_101.jpg

description: Bulletin of 1930/03/26
DOI: 10.13130/rd_unimi/zz8afq/qmli7v
title: Marzo_1926_Pagina_036.jpg

description: Bulletin of 1926/03/09
DOI: 10.13130/rd_unimi/d4rbdw/pvpjmj
title: Marzo_1930_Pagina_102.jpg

description: Bulletin of 1930/03/26
DOI: 10.13130/rd_unimi/zz8afq/pehil1
title: Marzo_1926_Pagina_038.jpg

description: Bulletin of 1926/03/10
DOI: 10.13130/rd_unimi/zz8afq/rshdpc
title: Marzo_1926_Pagina_037.jpg

description: Bulletin of 1926/03/10
DOI: 10.13130/rd_unimi/d4rbdw/2nz33u
title: Marzo_1930_Pagina_104.jpg

description: Bulletin of 1930/03/26
DOI: 10.13130/rd_unimi/d4rbdw/cwgllv
title: Marzo_1930_Pagina_103.jpg

description: Bulletin of 1930/03/26
DOI: 10.13130/rd_unimi/zz8afq/9iliex
title: Marzo_1926_Pagina_039.jpg

description: Bulletin of 1926/03/10
DOI: 10.13130/rd_unimi/d4rbdw/f3cemf
title: Marzo_1930_Pagina_105.jpg

description: Bulletin of 1930/03/27
DOI: 10.13130/rd_unimi/zz8afq/gvdzjv
title: Marzo_1926_Pagina_041.jpg

description: Bulletin of 1926/03/11
DOI: 10.13130/rd_unimi/zz8afq/pjvfsl
title: Marzo_1926_Pagina_040.jpg

description: Bulletin of 1926/03/10
DOI: 10.13130/rd_unimi/d4rbdw/siblss
title: Marzo_1930_Pagina_106.jpg

description: Bulletin of 1930/03/27
DOI: 10.13130/rd_unimi/zz8afq/2lnvqj
title: Marzo_1926_Pagina_042.jpg

description: Bulletin of 1926/03/11
DOI: 10.13130/rd_unimi/d4rbdw/i33qtb
title: Marzo_1930_Pagina_107.jpg

description: Bulletin of 1930/03/27
DOI: 10.13130/rd_unimi/d4rbdw/w0dgk0
title: Marzo_1930_Pagina_108.jpg

description: Bulletin of 1930/03/27
DOI: 10.13130/rd_unimi/zz8afq/putvcz
title: Marzo_1926_Pagina_043.jpg

description: Bulletin of 1926/03/11
DOI: 10.13130/rd_unimi/d4rbdw/k5gcbg
title: Marzo_1930_Pagina_109.jpg

description: Bulletin of 1930/03/28
DOI: 10.13130/rd_unimi/zz8afq/fnhilu
title: Marzo_1926_Pagina_044.jpg

description: Bulletin of 1926/03/11
DOI: 10.13130/rd_unimi/zz8afq/ndvtng
title: Marzo_1926_Pagina_045.jpg

description: Bulletin of 1926/03/12
DOI: 10.13130/rd_unimi/d4rbdw/oi8jfj
title: Marzo_1930_Pagina_110.jpg

description: Bulletin of 1930/03/28
DOI: 10.13130/rd_unimi/zz8afq/gwaoz9
title: Marzo_1926_Pagina_046.jpg

description: Bulletin of 1926/03/12
DOI: 10.13130/rd_unimi/d4rbdw/e029qp
title: Marzo_1930_Pagina_111.jpg

description: Bulletin of 1930/03/28
DOI: 10.13130/rd_unimi/d4rbdw/ulc3hp
title: Marzo_1930_Pagina_112.jpg

description: Bulletin of 1930/03/28
DOI: 10.13130/rd_unimi/zz8afq/gt669o
title: Marzo_1926_Pagina_047.jpg

description: Bulletin of 1926/03/12
DOI: 10.13130/rd_unimi/d4rbdw/tiyrjk
title: Marzo_1930_Pagina_113.jpg

description: Bulletin of 1930/03/29
DOI: 10.13130/rd_unimi/zz8afq/2kl9ss
title: Marzo_1926_Pagina_048.jpg

description: Bulletin of 1926/03/12
DOI: 10.13130/rd_unimi/zz8afq/91k2n1
title: Marzo_1926_Pagina_049.jpg

description: Bulletin of 1926/03/13
DOI: 10.13130/rd_unimi/d4rbdw/r0h9pi
title: Marzo_1930_Pagina_114.jpg

description: Bulletin of 1930/03/29
DOI: 10.13130/rd_unimi/zz8afq/rocd0h
title: Marzo_1926_Pagina_050.jpg

description: Bulletin of 1926/03/13
DOI: 10.13130/rd_unimi/d4rbdw/dpbxyy
title: Marzo_1930_Pagina_115.jpg

description: Bulletin of 1930/03/29
DOI: 10.13130/rd_unimi/zz8afq/1x2aqp
title: Marzo_1926_Pagina_051.jpg

description: Bulletin of 1926/03/13
DOI: 10.13130/rd_unimi/d4rbdw/n6ntvo
title: Marzo_1930_Pagina_116.jpg

description: Bulletin of 1930/03/29
DOI: 10.13130/rd_unimi/d4rbdw/ui7hnn
title: Marzo_1930_Pagina_117.jpg

description: Bulletin of 1930/03/30
DOI: 10.13130/rd_unimi/zz8afq/jh250r
title: Marzo_1926_Pagina_052.jpg

description: Bulletin of 1926/03/13
DOI: 10.13130/rd_unimi/d4rbdw/5btqzp
title: Marzo_1930_Pagina_118.jpg

description: Bulletin of 1930/03/30
DOI: 10.13130/rd_unimi/zz8afq/ujeope
title: Marzo_1926_Pagina_053.jpg

description: Bulletin of 1926/03/14
DOI: 10.15468/dl.4ph92x
title: Occurrence Download

description: A dataset containing 160618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alchemilla velebitica, Alchemilla vulgaris, Allium schoenoprasum, Allium victorialis, Alyssum montanum, Alyssum scardicum, Amphoricarpos autariatus, Amphoricarpos neumayerianus, Androsace obtusifolia, Androsace villosa)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 160618 records from 1040 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/d4rbdw/3bo8zi
title: Marzo_1930_Pagina_119.jpg

description: Bulletin of 1930/03/30
DOI: 10.13130/rd_unimi/zz8afq/bq9hcs
title: Marzo_1926_Pagina_054.jpg

description: Bulletin of 1926/03/14
DOI: 10.13130/rd_unimi/zz8afq/czdnws
title: Marzo_1926_Pagina_055.jpg

description: Bulletin of 1926/03/14
DOI: 10.13130/rd_unimi/d4rbdw/q4k0z3
title: Marzo_1930_Pagina_120.jpg

description: Bulletin of 1930/03/30
DOI: 10.13130/rd_unimi/zz8afq/vdczp7
title: Marzo_1926_Pagina_056.jpg

description: Bulletin of 1926/03/14
DOI: 10.13130/rd_unimi/d4rbdw/hbrvmv
title: Marzo_1930_Pagina_121.jpg

description: Bulletin of 1930/03/31
DOI: 10.13130/rd_unimi/zz8afq/no2itk
title: Marzo_1926_Pagina_057.jpg

description: Bulletin of 1926/03/15
DOI: 10.13130/rd_unimi/d4rbdw/8baa1z
title: Marzo_1930_Pagina_122.jpg

description: Bulletin of 1930/03/31
DOI: 10.13130/rd_unimi/d4rbdw/fvvbej
title: Marzo_1930_Pagina_123.jpg

description: Bulletin of 1930/03/31
DOI: 10.13130/rd_unimi/zz8afq/gl08gh
title: Marzo_1926_Pagina_058.jpg

description: Bulletin of 1926/03/15
DOI: 10.13130/rd_unimi/d4rbdw/2cazu0
title: Marzo_1930_Pagina_124.jpg

description: Bulletin of 1930/03/31
DOI: 10.13130/rd_unimi/zz8afq/obvxx5
title: Marzo_1926_Pagina_059.jpg

description: Bulletin of 1926/03/15
DOI: 10.13130/rd_unimi/d4rbdw/ytmnbm
title: Novembre_1930_Pagina_001.jpg

description: Bulletin of 1930/11/01
DOI: 10.13130/rd_unimi/zz8afq/d7plfd
title: Marzo_1926_Pagina_060.jpg

description: Bulletin of 1926/03/15
DOI: 10.5281/zenodo.16892974
title: Latvian Herbal Medicines Under the Infrared Lens: An FTIR-ATR Dataset

description: As more individuals use plant-derived products as prophylactic and therapeutic remedies, the herbal medicine market continues to grow rapidly. This trend shows the need for more advanced analytical methods, such as spectral “fingerprinting” – creating spectrum with a distinctive pattern, which is further used as a unique identifier for a plant. 




The dataset was generated using Fourier-transform infrared spectroscopy with attenuated total reflectance (FTIR-ATR) to produce distinctive spectral fingerprints of Latvian medicinal plants: red and white clover, purple coneflower, cowslip, common jasmine, sandy everlasting, horse chestnut, pot marigold, chamomile, coltsfoot, common daisy, elderberry, cornflower, Jerusalem artichoke, fireweed, common and Midland hawthorn, small-leaved and large-leaved lime, yarrow, and meadowsweet. 




The samples were obtained from ten Latvian herbal medicine producers, along with one additional sample collected independently by Riga Stradiņš University researchers. The analytical method requires minimal sample preparation, involving only the grinding of medicinal plants into fine powder. 




The research yielded 329 spectra, each corresponding to a distinct species of medicinal plant, which are sorted in 19 CSV files. These files contain spectral data suitable for various applications, including chemical characterization, species classification, and quality control. In addition, the dataset can be used for multivariate data analysis or chemometrics and will allow for signal processing and spectroscopic data handling.
DOI: 10.5281/zenodo.16892975
title: Latvian Herbal Medicines Under the Infrared Lens: An FTIR-ATR Dataset

description: As more individuals use plant-derived products as prophylactic and therapeutic remedies, the herbal medicine market continues to grow rapidly. This trend shows the need for more advanced analytical methods, such as spectral “fingerprinting” – creating spectrum with a distinctive pattern, which is further used as a unique identifier for a plant. 




The dataset was generated using Fourier-transform infrared spectroscopy with attenuated total reflectance (FTIR-ATR) to produce distinctive spectral fingerprints of Latvian medicinal plants: red and white clover, purple coneflower, cowslip, common jasmine, sandy everlasting, horse chestnut, pot marigold, chamomile, coltsfoot, common daisy, elderberry, cornflower, Jerusalem artichoke, fireweed, common and Midland hawthorn, small-leaved and large-leaved lime, yarrow, and meadowsweet. 




The samples were obtained from ten Latvian herbal medicine producers, along with one additional sample collected independently by Riga Stradiņš University researchers. The analytical method requires minimal sample preparation, involving only the grinding of medicinal plants into fine powder. 




The research yielded 329 spectra, each corresponding to a distinct species of medicinal plant, which are sorted in 19 CSV files. These files contain spectral data suitable for various applications, including chemical characterization, species classification, and quality control. In addition, the dataset can be used for multivariate data analysis or chemometrics and will allow for signal processing and spectroscopic data handling.
DOI: 10.13130/rd_unimi/d4rbdw/ysufob
title: Novembre_1930_Pagina_002.jpg

description: Bulletin of 1930/11/01
DOI: 10.13130/rd_unimi/zz8afq/m9vxnl
title: Marzo_1926_Pagina_061.jpg

description: Bulletin of 1926/03/16
DOI: 10.13130/rd_unimi/d4rbdw/9imfw7
title: Novembre_1930_Pagina_003.jpg

description: Bulletin of 1930/11/01
DOI: 10.13130/rd_unimi/zz8afq/fy3etu
title: Marzo_1926_Pagina_062.jpg

description: Bulletin of 1926/03/16
DOI: 10.13130/rd_unimi/zz8afq/kjdpnx
title: Marzo_1926_Pagina_063.jpg

description: Bulletin of 1926/03/16
DOI: 10.13130/rd_unimi/d4rbdw/80ryq0
title: Novembre_1930_Pagina_004.jpg

description: Bulletin of 1930/11/01
DOI: 10.13130/rd_unimi/zz8afq/afzp0p
title: Marzo_1926_Pagina_064.jpg

description: Bulletin of 1926/03/16
DOI: 10.34740/kaggle/dsv/13974101
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.13012/b2idb-7387487_v1
title: Data and Code for 'GHG Mitigation and Land Use Change Implications of Sustainable Aviation Fuel in the United States'

description: BEPAM, Biofuel and Environmental Policy Analysis Model, models the agricultural sector and determines economically optimal land-use and feedstock mix at the US scale by maximizing the sum of agricultural sector consumers’ and producers’ surplus subject to various resource balances, land availability, and technological constraints under a range of biomass prices, from zero to $140 Mg-1 over the 2016-2030 period. Here BEPAM is used to model SAF production using energy crops and crop residues. BEPAM uses the GAMS format and uses yield and GHG balance projections from the biogeochemical model, DayCent.
DOI: 10.13130/rd_unimi/d4rbdw/q1kptq
title: Novembre_1930_Pagina_005.jpg

description: Bulletin of 1930/11/02
DOI: 10.13130/rd_unimi/zz8afq/vxtu3p
title: Marzo_1926_Pagina_065.jpg

description: Bulletin of 1926/03/17
DOI: 10.15468/dl.ctkq7d
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Russian Federation",
 "TaxonKey is Quercus mongolica"
 ]
}

 The dataset includes 285 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025534-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/d4rbdw/6bpuau
title: Novembre_1930_Pagina_006.jpg

description: Bulletin of 1930/11/02
DOI: 10.13130/rd_unimi/d4rbdw/htbjlw
title: Novembre_1930_Pagina_007.jpg

description: Bulletin of 1930/11/02
DOI: 10.13130/rd_unimi/zz8afq/ztfkla
title: Marzo_1926_Pagina_066.jpg

description: Bulletin of 1926/03/17
DOI: 10.13130/rd_unimi/d4rbdw/yoctq1
title: Novembre_1930_Pagina_008.jpg

description: Bulletin of 1930/11/02
DOI: 10.13130/rd_unimi/zz8afq/mwstyf
title: Marzo_1926_Pagina_067.jpg

description: Bulletin of 1926/03/17
DOI: 10.5281/zenodo.17789935
title: MESSENGER Magnetospheric Boundary Crossings - Hollman et al. (2025)

description: MESSENGER Magnetospheric Boundary Crossings

Description

Time stamps and labels for bow shock and magnetopause crossings automatically labelled for the MESSENGER mission. This list of crossings was determined using a random forest model as a region classifier (accuracy >98%) for MESSENGER MAG and ephemeris data (https://doi.org/10.17189/1519745). This model was trained based on regions of known solar wind, magnetosheath, and magnetosphere data, determined using a list of boundary crossing intervals by Philpott et al. (2020) (https://doi.org/10.1029/2019JA027544).

This data repository contains two files:



raw_model_output.csv

hollman_2025_crossing_list.csv


raw_model_output.csv

This file contains the full set of region predictions/probabilities from the region classifier model in Hollman et al. (in review, 2025). We recommend this to be used (and interpreted manually) for detailed examination of individual crossings.




Column:
Description:


Time


The timestamp for this model prediction. Classifications were only made every second, and only near Philpott boundary crossing intervals. Time is in the format:

YYYY-MM-DD HH:MM:SS (with possible decimal seconds)



P(Solar Wind)
Probability of solar wind


P(Magnetosheath)
Probability of magnetosheath


P(Magnetosphere)
Probability of magnetosphere




 

hollman_2025_crossing_list.csv

This file contains a post-processed / corrected list of crossings based on raw_model_ouptut.csv. Details of the post-processing steps are included in Hollman et al. (in review, 2025). We recommend this list to be used for statistical studies of boundaries or regions. For more details, including worked examples, please see the software repository.




Column:
Description:


Time


The timestamp for this crossing. Time is in the format:

YYYY-MM-DD HH:MM:SS (with possible decimal seconds)



Label


A combination of boundary (BS: bow shock, MP: magnetosphere) and direction (IN: inwards, i.e. crossing from solar wind to magnetosheath, OUT: outwards, i.e. crossing from magnetosheath to solar wind).

Examples:

BS_IN: Solar wind -> Magnetosheath

MP_OUT: Magnetosphere -> Magnetosheath
DOI: 10.13130/rd_unimi/d4rbdw/nukhwl
title: Novembre_1930_Pagina_009.jpg

description: Bulletin of 1930/11/03
DOI: 10.13130/rd_unimi/zz8afq/88cu0q
title: Marzo_1926_Pagina_069.jpg

description: Bulletin of 1926/03/18
DOI: 10.13130/rd_unimi/zz8afq/jzqjvf
title: Marzo_1926_Pagina_068.jpg

description: Bulletin of 1926/03/17
DOI: 10.13130/rd_unimi/d4rbdw/oqu5za
title: Novembre_1930_Pagina_011.jpg

description: Bulletin of 1930/11/03
DOI: 10.13130/rd_unimi/d4rbdw/sfxwik
title: Novembre_1930_Pagina_010.jpg

description: Bulletin of 1930/11/03
DOI: 10.13130/rd_unimi/zz8afq/6xfmpb
title: Marzo_1926_Pagina_070.jpg

description: Bulletin of 1926/03/18
DOI: 10.13130/rd_unimi/d4rbdw/i7efls
title: Novembre_1930_Pagina_012.jpg

description: Bulletin of 1930/11/03
DOI: 10.13130/rd_unimi/zz8afq/emqh8i
title: Marzo_1926_Pagina_071.jpg

description: Bulletin of 1926/03/18
DOI: 10.13130/rd_unimi/d4rbdw/ie9nvm
title: Novembre_1930_Pagina_013.jpg

description: Bulletin of 1930/11/04
DOI: 10.13130/rd_unimi/zz8afq/8jkhal
title: Marzo_1926_Pagina_073.jpg

description: Bulletin of 1926/03/19
DOI: 10.13130/rd_unimi/zz8afq/kbzd55
title: Marzo_1926_Pagina_072.jpg

description: Bulletin of 1926/03/18
DOI: 10.13130/rd_unimi/d4rbdw/2sltlj
title: Novembre_1930_Pagina_015.jpg

description: Bulletin of 1930/11/04
DOI: 10.13130/rd_unimi/d4rbdw/sarkal
title: Novembre_1930_Pagina_014.jpg

description: Bulletin of 1930/11/04
DOI: 10.13130/rd_unimi/zz8afq/jmabhg
title: Marzo_1926_Pagina_074.jpg

description: Bulletin of 1926/03/19
DOI: 10.13130/rd_unimi/d4rbdw/avyryv
title: Novembre_1930_Pagina_016.jpg

description: Bulletin of 1930/11/04
DOI: 10.13130/rd_unimi/zz8afq/7qzhws
title: Marzo_1926_Pagina_075.jpg

description: Bulletin of 1926/03/19