cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12787746
title: Shaping History: Advanced Machine Learning Techniques for the Analysis and Dating of Cuneiform Tablets over Three Millennia - Datasets

description: Our research leverages advanced deep learning methods to classify cuneiform tablets by their historical periods, focusing on shape analysis rather than textual content. Utilizing a dataset of over 94,000 images from the Cuneiform Digital Library Initiative, we introduce a novel toolset powered by Variational Auto-Encoders (VAEs) to enhance model interpretability. By highlighting the predictive power of tablet silhouettes for historical period classification with a ResNet model reaching 61\% macro-F1 score,, our approach allows researchers to explore changes in tablet shapes across different eras. This methodology not only complements traditional archaeological methods but also enriches the field of document analysis and diplomatics, offering valuable tools for historians and epigraphists to understand ancient Mesopotamian cultures.

The Datasets attached include:



All CDLI IDs used and their URLs on CDLI

All tablet silhouettes - Black and white representations

A height-to-width ratio table, of the largest component extracted from the silhouettes.

VAE encodings per tablet, extracted from the VAE model
DOI: 10.1594/pangaea.759344
title: Ozone measurements from Neumayer Station (2003-03)

description: Ozone values are integrated from measured ozone profiles
DOI: 10.1594/pangaea.898432
title: Other measurements at 10 m from station Bondville (2017-09)
DOI: 10.1594/pangaea.838047
title: Pollen profile LESNANS, France

description: This dataset was archived on 2014-11-03 from the EPD database (http://www.europeanpollendatabase.net).
DOI: 10.1594/pangaea.763038
title: Magnetic susceptibility data of Hole 325-M0044A
DOI: 10.1594/pangaea.736543
title: Ozone measurements from station Lindenberg (2002-11)
DOI: 10.1594/pangaea.750594
title: Meteorological observations during MAIDSTONE cruise from St. Johns to Spithead started at 1779-11-07
DOI: 10.1594/pangaea.497556
title: Physical oceanography from BT during cruise U58GS01490B_1950
DOI: 10.1594/pangaea.887491
title: Expanded measurements from station Ny-Ålesund (2017-12)

description: 99999: No clouds detected
DOI: 10.1594/pangaea.838505
title: Lithology of sediment core ASIG2, Greece

description: This dataset was archived on 2014-11-03 from the EPD database (http://www.europeanpollendatabase.net).
DOI: 10.1594/pangaea.694517
title: Temperature and salinity in the water column of the Ionian Sea at Station MARCH-2000-IPA4

description: The 911plus set has been used. It consists of the 9plus underwater CTD unit and the 11plus V2 deck unit. It has high resolution sampling (24 Hz), pump-controlled T-C ducted flow, up to 10500 meter (15,000 psia) depth capability, maximum auxiliary sensor flexibility, and modem channel for water sampling control. The 911plus set has eight 12-bit A/D channels and supports redundant C&T sensors or custom auxiliary digital inputs.
DOI: 10.1594/pangaea.713397
title: (Table 2) Element concentrations and cation numbers of celadonite from ODP Hole 148-896A
DOI: 10.1594/pangaea.838506
title: Lithology of sediment core AULENROH, Germany

description: This dataset was archived on 2014-11-03 from the EPD database (http://www.europeanpollendatabase.net).
DOI: 10.1594/pangaea.511735
title: Physical oceanography and CFC measured on water bottle samples at station M59/2_543
DOI: 10.1594/pangaea.838495
title: Lithology of sediment core ABBAYE, France

description: This dataset was archived on 2014-11-03 from the EPD database (http://www.europeanpollendatabase.net).
DOI: 10.1594/pangaea.680256
title: Other measurements at 300 m from station Boulder (1999-01)
DOI: 10.1594/pangaea.838062
title: (Fig. 32) Deviation omega_t from the symmetric basal tilt boundary along the NEEM ice core
DOI: 10.1594/pangaea.837175
title: Navigation and meteorological data during campaign TARA_20100905Z of the Tara Oceans expedition 2009-2013

description: The Tara Oceans Expedition (2009-2013) sampled the world oceans on board a 36 m long schooner, collecting environmental data and organisms from viruses to planktonic metazoans for later analyses using modern sequencing and state-of-the-art imaging technologies. Tara Oceans Data are particularly suited to study the genetic, morphological and functional diversity of plankton. The present dataset contains navigation and meteorological data measured during one campaign of the Tara Oceans Expedition. Latitude and Longitude were obtained from TSG data.
DOI: 10.1594/pangaea.857321
title: (Fig. 3a) Stable oxygen isotope ratios of benthic foraminifera of sediment core V27-60
DOI: 10.1594/pangaea.918697
title: Meteorological synoptical observations from station Tamanrasset (2020-05)
DOI: 10.1594/pangaea.775429
title: Continuous meteorological observations at station Ny-Ålesund (1994-07)
DOI: 10.1594/pangaea.906987
title: Tritium liquid releases from La Hague nuclear plant

description: Liquid tritium releases from La Hague nuclear plant reaching the north-west European seas since the beginning of operation. Releases are given annually.
DOI: 10.1594/pangaea.736510
title: Expanded measurements from station Lindenberg (2002-06)

description: 99999: No clouds detected
DOI: 10.1594/pangaea.904122
title: Pressure and two-way traveltime time series in the North Atlantic at station PIES_BP12-4
DOI: 10.1594/pangaea.726115
title: (Table 2e) Calcium carbonate and stable isotopes of sediment core GGC-12
DOI: 10.1594/pangaea.898436
title: Other measurements at 10 m from station Bondville (2017-10)
DOI: 10.1594/pangaea.910626
title: Fission track age for apatite sample MS_008_1 from the western Greater Caucasus

description: Each graticule square has an area of 0.000001386 cm2. Number of graticule squares is used with the track count to determine track densities.
DOI: 10.1594/pangaea.736529
title: Expanded measurements from station Lindenberg (2002-08), Version 1

description: 99999: No clouds detected; Version 1 with some values missing at 10000m CBH, please use new version (see "Replaced by" reference)
DOI: 10.1594/pangaea.775186
title: (Appendix Table 4) Accumulation rates of planktonic foraminiferal species in sediment core MD01-2390
DOI: 10.1594/pangaea.711976
title: Pollen profile YENICAGA, Yeniçaga Gölü, Turkey

description: The EPD (http://www.europeanpollendatabase.net) accepted species name is given in the parameter comment. This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.740468
title: Age determination of sediment core KOYCEGIZ, Köycegiz Gölü, Turkey

description: This dataset was archived on 2010-05-11 from the EPD database (http://www.europeanpollendatabase.net).
DOI: 10.1594/pangaea.904045
title: CL-GDGT abundance and composition within the suspended particulate matter collected within the water column of the Mediterranean Sea
DOI: 10.1594/pangaea.718431
title: Basic measurements of radiation at station Boulder, SURFRAD (1999-02)

description: Version 2, 2009-06-12
DOI: 10.1594/pangaea.749724
title: Meteorological observations during HORNET cruise from Barbados to Spithead started at 1780-01-09
DOI: 10.1594/pangaea.739988
title: Pollen profile ZIRBEN, Zirbenwaldmoor, Austria

description: Method: KOH, acetolysis.The EPD (http://www.europeanpollendatabase.net) accepted species name is given in the parameter comment. This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.736503
title: Radiosonde measurements from station Lindenberg (2002-05)
DOI: 10.1594/pangaea.802469
title: (Table 7) Calcareous nannofossil zones, abundances, and preservation from U.S.N.S. Eltanin sediment cores

description: Species abundance: V = very abundant (100+ specimens per field of view), A = abundant (11 to 100 specimens per field of view), C = common (1 to 10 specimens per field of view), F = few (1 specimen per 2 to 10 fields of view), R = rare (1 specimen per 50 fields of view), P = present (1 specimen 50 or more fields of view), lowercase letters = reworked.
DOI: 10.1594/pangaea.690819
title: Mesozooplankton abundance and biomass in waters of the Aegean Sea in September 1997. Station SEPT-1997-GN36199704606MNB06wp2

description: A Stempel pipette has been used for subsamples in taxonomic analysis of zooplankton. Taxonomic identification has been done at the Institute of Oceanography by I. Siokou-Frangou and E. Christou with use of relevant taxonomic literature. Mesozooplankton biomass was estimated as dry-weight (mg/m**3) according to M. Omori and T. Ikeda (Methods in Marine Zooplankton Ecology. New York, John Wiley & Sons. 1984. 311 p.) (1984). A Folsom splitter has been used for biomass and abundance estimations in 4% formaldehyde buffered sub-samples.
DOI: 10.1594/pangaea.718346
title: Basic measurements of radiation at station Boulder, SURFRAD (1997-05)

description: Version 2, 2009-06-12
DOI: 10.1594/pangaea.744948
title: (Table 5) Chemical composition of main minerals from Cu-pyrite pipes with zoned structure from the Triple Chimney and Spire mounds of the Broken Spur hydrothermal vent field
DOI: 10.1594/pangaea.690852
title: Mesozooplankton abundance and biomass in waters of the Aegean Sea in September 1997. Station SEPT-1997-GN36199704605MSB06wp2

description: A Stempel pipette has been used for subsamples in taxonomic analysis of zooplankton. Taxonomic identification has been done at the Institute of Oceanography by I. Siokou-Frangou and E. Christou with use of relevant taxonomic literature. Mesozooplankton biomass was estimated as dry-weight (mg/m**3) according to M. Omori and T. Ikeda (Methods in Marine Zooplankton Ecology. New York, John Wiley & Sons. 1984. 311 p.) (1984). A Folsom splitter has been used for biomass and abundance estimations in 4% formaldehyde buffered sub-samples.
DOI: 10.1594/pangaea.740709
title: Age determination of sediment core S3PLESHV, Plesheevo Lake, Russia

description: This dataset was archived on 2010-05-11 from the EPD database (http://www.europeanpollendatabase.net).
DOI: 10.1594/pangaea.909606
title: Cloud Chemistry Monitoring at Mt. Brocken, Germany - 2008

description: The liquid water content of clouds (LWC) has been continuously measured using forward scattering of laser beams by cloud droplets with a Particulate Volume Monitor PVM-100 (Gerber Scientific Inc.). This instrument was also used to control an automated „wet-only” sampling unit that opens up and moves a passive string collector (ASRC type) into sampling position when the LWC level exceeds a 25mg/m**3 threshold. The samples were analysed by ion chromatography (DIONEX suppressor, SYKAM pump and conductivity detector, JASCO sampler) for anions ([Cl]-, [NO3]-, [SO4]2-) and cations ([Na]+, [NH4]+, [K]+, [Ca]2+, [Mg]2+), pH and conductivity. The acceptance criteria for ion balance and for conductivity (measured/calculated), respectively, are defined in the Reports 85 (1992) and 102 (1994) of the WMO for all activities within the GAW program and also we did follow rigorously these standard practices. The whole measurement and analytical procedure was laid down in standard operating procedures. Overall data check: Karin Acker
DOI: 10.1594/pangaea.718307
title: Ultra-violet measurements from station Boulder, SURFRAD (1996-07)

description: Version 2, 2009-06-12. UV-b values were originally given in mW/m² and then erroneously imported in W/m² using the same numbers. The numbers have been corrected (divided by 1000) on 2017-02-09.
DOI: 10.1594/pangaea.907152
title: ChemYak quality-controlled and interpolated data from the RBR CTD, LGR GGA, and Weather Station onboard (july02)
DOI: 10.1594/pangaea.792760
title: Pollen profile Tegeler See, Brandenburg, Germany

description: The region D-s (Fig. 15.8) belongs to the Weichselian glaciated area of the North German lowlands and is a section of the older part of the young moraine landscape. The Warsaw-Berlin Urstromtal with the Spree River and the Havel lake-river system subdivide the region into four subregions, including a northern, southern and western ground moraine plateau. The region as a whole comprises the former West-Berlin, surrounded by the late GDR.
description: Lake Laach Tephra Layer (12880 cal. BP) in 1517 cm depth.
description: Supplement to: Brande, Arthur (1996): Type region D-s, Berlin. In: Berglund, BE; Birks, HJB; Ralska-Jasiewiczowa, M; Wright, HE (eds.) Palaeoecological events during the last 15000 years:regional syntheses of palaeoecological studies of lakes and mires in Europe. Chichester, West Sussex, England: John Wiley & Sons, 518-523
DOI: 10.1594/pangaea.741351
title: Lithology of sediment core GONDO, Gondo Alpjen, Switzerland

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.741667
title: Lithology of sediment core RATZ81, Saint Julien de Ratz, France

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.664188
title: Oceanography at CTD/bottle station IFREMER_1029
DOI: 10.1594/pangaea.665565
title: Oceanography at CTD/bottle station IFREMER_2405
DOI: 10.1594/pangaea.484521
title: Hydrochemistry measured on water bottle samples at station SAVE3/159-1

description: This data sets is part of a compilation by James Swift for the Java OceanAtlas software. Data are from various pre-WOCE sources, mainly with contributions and quality control from Joseph Reid (SIO) and NODC.
DOI: 10.1594/pangaea.719991
title: Ultra-violet measurements from station Desert Rock (1999-07)

description: Version 2, 2009-06-16. UV-b values were originally given in mW/m² and then erroneously imported in W/m² using the same numbers. The numbers have been corrected (divided by 1000) on 2017-02-08.
DOI: 10.1594/pangaea.907158
title: Bottle sample data and ChemYak data used for calibration from Cambridge Bay, Nunavut, Canada
DOI: 10.1594/pangaea.721348
title: Other measurements at 10 m from station Fort Peck (1995-10)

description: Version 2, 2009-06-19
DOI: 10.1594/pangaea.665570
title: Oceanography at CTD/bottle station IFREMER_2410
DOI: 10.1594/pangaea.878214
title: Tree-ring width of Pinus sylvestris at site PRS
DOI: 10.1594/pangaea.497307
title: Physical oceanography from BT during cruise M90Y3B_1986
DOI: 10.1594/pangaea.840970
title: Basic measurements of radiation at station Momote (2003-02)

description: Version 3, 2014-12-19
DOI: 10.1594/pangaea.695696
title: Meteorological synoptical observations from station Sede Boqer (2007-01)
DOI: 10.1594/pangaea.663926
title: Oceanography at CTD/bottle station IFREMER_0767
DOI: 10.1594/pangaea.741794
title: Lithology of sediment core TORNOS01, Puerto de Los Tornos, Spain

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.688739
title: Mesozooplankton abundance and biomass in surface waters of the Aegean Sea in spring 1997. Station MARCH-1997-GN36199704603MNB07wp2

description: A Stempel pipette has been used for subsamples in taxonomic analysis of zooplankton. Taxonomic identification has been done at the P.P. Shirshov Institute of Oceanography by I. Siokou-Frangou and E. Christou with use of relevant taxonomic literature. Mesozooplankton biomass was estimated as dry-weight (mg/m**3) according to M. Omori and T. Ikeda (Methods in Marine Zooplankton Ecology. New York, John Wiley & Sons. 1984. 311 p.). A Folsom splitter has been used for biomass and abundance estimations in 4% formaldehyde buffered sub-samples.
DOI: 10.1594/pangaea.741552
title: Lithology of sediment core MIEMING, Mieminger See, Austria

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.665630
title: Oceanography at CTD/bottle station IFREMER_2470
DOI: 10.1594/pangaea.736435
title: (Table 23) Chemical composition of glasses from rocks of the marianite-boninite series
DOI: 10.1594/pangaea.718441
title: Radiosonde measurements from station Boulder, SURFRAD (1999-04)

description: Start location: Denver, CO; Distance from radiation site: 40 km; If launch time is exactly 00Z or 12Z, the actual launch time is likely unknown; Version 2, 2009-06-12
DOI: 10.1594/pangaea.722381
title: Other measurements at 10 m from station Goodwin Creek (2002-02)

description: Version 2, 2009-06-24
DOI: 10.1594/pangaea.741746
title: Lithology of sediment core SPAJALLS, Spjällsjön, Sweden

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.775691
title: Continuous meteorological observations at station Ny-Ålesund (2009-10)
DOI: 10.1594/pangaea.788818
title: Basic and other measurements of radiation at station Alert (2009-09)
DOI: 10.1594/pangaea.718434
title: Other measurements at 10 m from station Boulder, SURFRAD (1999-02)

description: Version 2, 2009-06-12
DOI: 10.1594/pangaea.721452
title: Ultra-violet measurements from station Fort Peck (1998-09)

description: Version 2, 2009-06-19. UV-b values were originally given in mW/m² and then erroneously imported in W/m² using the same numbers. The numbers have been corrected (divided by 1000) on 2017-02-03.
DOI: 10.1594/pangaea.784268
title: Laser profiles of sea ice surface roughness during ARANDA cruise IRIS 2005 from flight IRIS2005_200503140725
DOI: 10.1594/pangaea.910637
title: Track length data for apatite sample MS_002_1 from the western Greater Caucasus
DOI: 10.1594/pangaea.741843
title: Lithology of sediment core WOR82_N, Woryty, Poland

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.741747
title: Lithology of sediment core SPEZET, Menez-Cam, France

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.747633
title: Meteorological observations during BELLONA cruise from Hellevoetsluis to Baai Falso started at 1789-02-26
DOI: 10.1594/pangaea.822029
title: (Tabe 1) Nannoliths at DSDP Hole 56-435A

description: A = abundant, C = common, F = few, R = rare, - = absent.
DOI: 10.1594/pangaea.722883
title: Ultra-violet measurements from station Rock Springs (1999-05)

description: Version 2, 2009-06-26. UV-b values were originally given in mW/m² and then erroneously imported in W/m² using the same numbers. The numbers have been corrected (divided by 1000) on 2017-02-03.
DOI: 10.1594/pangaea.739780
title: Pollen profile SANDSJON, Sandsjön, Sweden

description: Method: Berglund and Ralska-Jasiewiscowa.The EPD (http://www.europeanpollendatabase.net) accepted species name is given in the parameter comment. This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.864749
title: Other measurements at 10 m from station Rock Springs (2011-03)
DOI: 10.1594/pangaea.668861
title: Basic measurements of radiation at station Carpentras (2000-11)
DOI: 10.1594/pangaea.902170
title: Extant coccolithophores in the water column from CALIBERIA station at the outer continental shelf, NW Iberian margin
DOI: 10.1594/pangaea.688734
title: Mesozooplankton abundance and biomass in surface waters of the Aegean Sea in spring 1997. Station MARCH-1997-GN36199704603MNB02wp2

description: A Stempel pipette has been used for subsamples in taxonomic analysis of zooplankton. Taxonomic identification has been done at the P.P. Shirshov Institute of Oceanography by I. Siokou-Frangou and E. Christou with use of relevant taxonomic literature.Mesozooplankton biomass was estimated as dry-weight (mg/m**3) according to M. Omori and T. Ikeda (Methods in Marine Zooplankton Ecology. New York, John Wiley & Sons. 1984. 311 p.). A Folsom splitter has been used for biomass and abundance estimations in 4% formaldehyde buffered sub-samples.
DOI: 10.1594/pangaea.722246
title: Other measurements at 10 m from station Goodwin Creek (1998-05)

description: Version 2, 2009-06-24
DOI: 10.1594/pangaea.739171
title: Pollen profile DONVOLD, Donvold, Norway

description: Method: Acetolysis and glycerine as mounting medium.The EPD (http://www.europeanpollendatabase.net) accepted species name is given in the parameter comment. This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.718321
title: Other measurements at 10 m from station Boulder, SURFRAD (1996-10)

description: Version 2, 2009-06-12
DOI: 10.1594/pangaea.722940
title: Other measurements at 10 m from station Rock Springs (2000-08)

description: Version 2, 2009-06-26
DOI: 10.1594/pangaea.726088
title: (Table 2) Age model of sediment core HU75-41
DOI: 10.1594/pangaea.904123
title: Pressure and two-way traveltime time series in the North Atlantic at station PIES_BP12-5
DOI: 10.1594/pangaea.750282
title: Meteorological observations during La Tourterelle cruise from Brest to Martinique started at 1775-11-21
DOI: 10.1594/pangaea.741837
title: Lithology of sediment core WILDMOOS, Wildmoos, Austria

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.748586
title: Meteorological observations during DOLPHIN cruise from St. Jago to Rio de Janero started at 1764-08-11
DOI: 10.1594/pangaea.611418
title: Lithology description, colour and structural observations of sediment profile Mak-18, Appendix 4.5
DOI: 10.1594/pangaea.739925
title: Pollen profile URMIA, Lake Urmia, Iran

description: The EPD (http://www.europeanpollendatabase.net) accepted species name is given in the parameter comment. This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.722237
title: Other measurements at 10 m from station Goodwin Creek (1998-02)

description: Version 2, 2009-06-24
DOI: 10.1594/pangaea.615992
title: Length composition and weight of catches of Loxechinus albus in different harbours in July 1996, Region XII, Punta Arenas, Chile
DOI: 10.1594/pangaea.707605
title: (Table 4) Isotopic composition (d34S) of solid phase sulphur species in sediments from ODP Hole 112-686B
DOI: 10.1594/pangaea.730130
title: (Table 73) Mineral composition of volcanoclastic sediments (intercalated with basalts) from the Nauru Basin at DSDP Site 61-462
DOI: 10.1594/pangaea.736295
title: Ozone measurements from station Lindenberg (2001-06)
DOI: 10.1594/pangaea.835036
title: Radiosonde measurements from station Momote (1999-12)

description: Version 3, 2014-08-19. Launches at irregular time intervals.
DOI: 10.1594/pangaea.705576
title: Documentation of sediment core GIK11883-1
DOI: 10.1594/pangaea.735892
title: Expanded measurements from station Lindenberg (1997-07)

description: 99999: No clouds detected
DOI: 10.1594/pangaea.739611
title: Pollen profile ODEN_BP3, Odensjön, Sweden

description: Method: Standard: See Berglund (1988).The EPD (http://www.europeanpollendatabase.net) accepted species name is given in the parameter comment. This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.837079
title: Navigation and meteorological data during campaign TARA_20100127Z of the Tara Oceans expedition 2009-2013

description: The Tara Oceans Expedition (2009-2013) sampled the world oceans on board a 36 m long schooner, collecting environmental data and organisms from viruses to planktonic metazoans for later analyses using modern sequencing and state-of-the-art imaging technologies. Tara Oceans Data are particularly suited to study the genetic, morphological and functional diversity of plankton. The present dataset contains navigation and meteorological data measured during one campaign of the Tara Oceans Expedition. Latitude and Longitude were obtained from TSG data.
DOI: 10.1594/pangaea.715872
title: Grain size analysis and geochemistry of soil profile 7038-210

description: values &lt;0.1 are traces
DOI: 10.1594/pangaea.752047
title: Meteorological observations during SEAFORD cruise from Ceylon to St. Marys Road started at 1764-08-06
DOI: 10.15468/dl.m8awsa
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Swartzia oblanceolata Sandwith)"
 ]
}

 The dataset includes 156 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031129-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.707057
title: (Table 1ab) Chemical and mineral compositions of basalts from DSDP Hole 65-483