cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17557676
title: Data Supporting the PSM Method: Monthly LFMC and DFMC Estimates for California, 2024

description: This dataset contains monthly estimates of canopy live fuel moisture content (LFMC) and surface dead fuel moisture content (DFMC) for California in 2024. The estimates were derived using the PSM method, a novel approach introduced in the paper "A Fusion of Physical and Machine Learning Models for Concurrent Estimation of Canopy Live and Surface Dead Fuel Moisture Content". The PSM method combines physical models with machine learning techniques to improve the accuracy and reliability of fuel moisture content estimation. The data are provided in GeoTIFF format, with a spatial resolution of 500 meters.
DOI: 10.1594/pangaea.252044
title: Carbonates and bulk sediment geochemistry of ODP Hole 146-891B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252084
title: Carbonates and bulk sediment geochemistry of ODP Hole 152-915A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-30993
title: Gregg M. Sinclair, letter, 1933-01-22, to Hamlin Garland

description: Gregg M. Sinclair (The University of Hawaii), Honolulu, Hawaii, USA, letter, 1933 January 22, to Hamlin Garland. "I have delayed answering yours of the 20th, for the reason that I wished to enclose with my answer a copy of a latter to Glenn W. Shaw anent [sic] your possible trip to Japan; and I have not had time to write the Shaw letter." -- first line.
DOI: 10.1594/pangaea.795337
title: Sample corelog of ODP Hole 159-959C
DOI: 10.1594/pangaea.795340
title: Sample corelog of ODP Hole 159-960C
DOI: 10.1594/pangaea.252045
title: Carbonates and bulk sediment geochemistry of ODP Hole 146-892A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252206
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-991A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252085
title: Carbonates and bulk sediment geochemistry of ODP Hole 152-916A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252207
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-992A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-31303
title: D.F. W., letter, 1911-07-24, to Shubert Brothers

description: D.F. W., Greeley, Colorado, USA, letter, 1911 July 24, to Shubert Brothers, Chicago, Illinois, USA. "In accordance with our agreement I am enclosing a list of thirty plays from which you are to select in collaboration with our representative Mr. Donald Robertson, seven foreign plays and three American plays for production during the first season of the Chicago Theater Society." -- first line.
DOI: 10.1594/pangaea.252123
title: Carbonates and bulk sediment geochemistry of ODP Hole 155-944A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252262
title: Carbonates and bulk sediment geochemistry of ODP Hole 169-1035A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252208
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-993A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252427
title: Carbonates and bulk sediment geochemistry of ODP Hole 188-1165C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.5281/zenodo.17562662
title: Underwater images collected by a Kite surf in Le-Morne, Mauritius - 2019-09-24

description: This dataset was collected by a Kite surf in Le-Morne, Mauritius - 2019-09-24. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
DOI: 10.1594/pangaea.252209
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-994C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252210
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-995A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-43443
title: Book of Hamlin Garland, 1933 & 1935

description: The book of Hamlin Garland, an album (scrapbook) compiled on the occasion of his 73rd birthday, 1933 September 14, containing photographs, correspondence, articles, and clippings; later added to with material commemorating his 75th birthday, 1935 September 14.
DOI: 10.1594/pangaea.252211
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-996A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252229
title: Carbonates and bulk sediment geochemistry of ODP Hole 166-1005A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252086
title: Carbonates and bulk sediment geochemistry of ODP Hole 152-917A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252232
title: Carbonates and bulk sediment geochemistry of ODP Hole 166-1008A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252087
title: Carbonates and bulk sediment geochemistry of ODP Hole 152-918A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252131
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-951A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-40846
title: Hamlin Garland, letter, 1929-04-10, to John S. Mayfield

description: Hamlin Garland, 507 Cathedral Parkway, New York, New York, USA, letter, 1929 April 10, to John S. Mayfield, Fort Worth, Texas, USA. "We have a note from Miss Power and expect to see her soon." -- first line. Photocopy. With photocopy of envelope. With photocopy of a hand-printed transcription.
DOI: 10.1594/pangaea.252088
title: Carbonates and bulk sediment geochemistry of ODP Hole 152-918D

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252089
title: Carbonates and bulk sediment geochemistry of ODP Hole 152-919A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252090
title: Carbonates and bulk sediment geochemistry of ODP Hole 152-919B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252132
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-951B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252184
title: Carbonates and bulk sediment geochemistry of ODP Hole 161-974C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.795363
title: Sample corelog of ODP Hole 160-967A
DOI: 10.25549/gar-c81-31437
title: Margaret M. Sloane, letter, 1927-07-22, to Hamlin Garland

description: Margaret M. Sloane (Poland Spring House), South Portland, Maine, USA, letter, 1927 July 22, to Hamlin Garland. "Before coming up here I visited with my father for some time in Princeton." -- first line.
DOI: 10.1594/pangaea.252356
title: Carbonates and bulk sediment geochemistry of ODP Hole 178-1096A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252358
title: Carbonates and bulk sediment geochemistry of ODP Hole 178-1096C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252362
title: Carbonates and bulk sediment geochemistry of ODP Hole 178-1099B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252384
title: Carbonates and bulk sediment geochemistry of ODP Hole 181-1122A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-31678
title: William Milligan Sloane, letter, 1921-08-25, to Hamlin Garland

description: William Milligan Sloane (Bedford Springs Hotel), Bedford Springs, Pennsylvania, USA, letter, 1921 August 25, to Hamlin Garland. "Thanks for yours." -- first line.
DOI: 10.1594/pangaea.252343
title: Carbonates and bulk sediment geochemistry of ODP Hole 177-1088B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.795366
title: Sample corelog of ODP Hole 160-967D
DOI: 10.1594/pangaea.252212
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-996B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252213
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-996C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252158
title: Carbonates and bulk sediment geochemistry of ODP Hole 159-961A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252385
title: Carbonates and bulk sediment geochemistry of ODP Hole 181-1122C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-31340
title: Hamlin Garland, letter, to William Milligan Sloane

description: Hamlin Garland (Camp Neshonoc), Onteora Road, Tannersville, New York, USA, letter, [no year] July 7, to William Milligan Sloane. "I suggest for endorsement committee…" -- first line.
DOI: 10.1594/pangaea.252161
title: Carbonates and bulk sediment geochemistry of ODP Hole 159-962D

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252314
title: Carbonates and bulk sediment geochemistry of ODP Hole 172-1063B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252345
title: Carbonates and bulk sediment geochemistry of ODP Hole 177-1089A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252390
title: Carbonates and bulk sediment geochemistry of ODP Hole 181-1124B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252157
title: Carbonates and bulk sediment geochemistry of ODP Hole 159-960C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252215
title: Carbonates and bulk sediment geochemistry of ODP Hole 164-996E

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-40548
title: Letter album for Hamlin Garland's marriage (1899) & birth of daughter (1903)

description: Album of congratulatory correspondence sent to Hamlin Garland and Zulime Garland on the occasion of their marriage (1899 November 15) and the birth of their first daughter, Mary Isabel Garland (1903 July 15).
DOI: 10.1594/pangaea.252133
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-952A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252434
title: Carbonates and bulk sediment geochemistry of ODP Hole 189-1171A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252350
title: Carbonates and bulk sediment geochemistry of ODP Hole 177-1093A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252292
title: Carbonates and bulk sediment geochemistry of ODP Hole 171-1049A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252440
title: Carbonates and bulk sediment geochemistry of ODP Hole 190-1174A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252134
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-953A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252235
title: Carbonates and bulk sediment geochemistry of ODP Hole 167-1010C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-30782
title: Stuart Sherman, letter, 1921-04-16, to Hamlin Garland

description: Stuart Sherman, 1116 Nevada Street, Urbana, Illinois, USA, letter, 1921 April 16, to Hamlin Garland. "Since I wrote my somewhat argumentative letter about the comparative merits of five chief competitors for the prize, 'The Age of Innocence', 'Moon Calf', 'Miss Lulu Bett', 'Poor White', and 'Main Street', I have read some more books, notably 'A Brimming Cup', which, however, is out of the competition as published too late." -- first line.
DOI: 10.1594/pangaea.252135
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-953B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252295
title: Carbonates and bulk sediment geochemistry of ODP Hole 171-1050C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252297
title: Carbonates and bulk sediment geochemistry of ODP Hole 171-1052A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252443
title: Carbonates and bulk sediment geochemistry of ODP Hole 190-1176A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252136
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-953C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252237
title: Carbonates and bulk sediment geochemistry of ODP Hole 167-1012A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252137
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-954A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252447
title: Carbonates and bulk sediment geochemistry of ODP Hole 191-1179C

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-30885
title: G. Bernard Shaw, postcard, 1922-03-05, to Hamlin Garland

description: G. Bernard Shaw, [Shaw's Corner, Bibb's Hall Lane], Ayot St Lawrence, Hertfordshire, England, postcard, 1922 March 5, to Hamlin Garland, 71 East 92nd Street, New York, New York, USA. "By all means let me know when you arrive, daughters and all." -- first line.
DOI: 10.1594/pangaea.252138
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-954B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252299
title: Carbonates and bulk sediment geochemistry of ODP Hole 171-1053A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252458
title: Carbonates and bulk sediment geochemistry of ODP Hole 194-1192A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252330
title: Carbonates and bulk sediment geochemistry of ODP Hole 175-1077A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252331
title: Carbonates and bulk sediment geochemistry of ODP Hole 175-1078A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.25549/gar-c81-30915
title: Leila W. Sherman, letter, 1939-11, to Hamlin Garland

description: Leila W. Sherman, 404 South Arroyo Drive, Pasadena, California, USA, letter, [1939 November], to Hamlin Garland, [2045 De Mille Drive, Laughlin Park, Hollywood, Los Angeles, California, USA]. "The mails between Pasadena and Los Angeles are always exasperatingly slow and Mr. Sherman and I are especially disappointed that your most kind note asking us to call on you on last Sunday afternoon did not reach us until Monday morning and so we were naturally unable to do as you suggested." -- first line.
DOI: 10.1594/pangaea.252238
title: Carbonates and bulk sediment geochemistry of ODP Hole 167-1013A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252239
title: Carbonates and bulk sediment geochemistry of ODP Hole 167-1014A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252139
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-955A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252140
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-956A

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.5281/zenodo.17562787
title: Photovoltaic Power Forecasting Using a Hybrid CNN–Transformer–BiLSTM Neural Network

description: This dataset consists of high-frequency time-series operational data recorded at 15-minute intervals from January 1 to January 7, 2019, for a photovoltaic (PV) power generation system. The data encompasses two primary categories of variables: environmental and system performance metrics. Specifically, it includes environmental and meteorological parameters such as module temperature, ambient temperature, atmospheric pressure, humidity, global horizontal irradiance, direct normal irradiance, diffuse horizontal irradiance, along with the target output variable—actual power generation.

In terms of data collection methodology, this is a field-measured dataset acquired automatically via a sensor network. The temporal continuity of timestamps and the synchronous recording of environmental conditions and power output indicate that the data were collected by a monitoring system installed at the PV plant, capable of real-time, automated acquisition of both system operational status and ambient environmental conditions.

The relationship between this dataset and the present study lies in its role as a foundational resource for modeling in photovoltaic power forecasting or performance analysis. The environmental variables—particularly various components of solar irradiance and temperature—are critical predictors influencing PV power output, while the "actual power generation" serves as the target variable for model training or the ground truth for validation. Consequently, this dataset can be employed to train and evaluate machine learning or deep learning models—such as regression algorithms or time series models—to quantify the impact of environmental factors on power generation efficiency or to achieve accurate short-term forecasting of power output. Such capabilities are of significant research value for optimizing the operational efficiency of PV plants and facilitating stable integration into the power grid.
DOI: 10.5281/zenodo.17562788
title: Photovoltaic Power Forecasting Using a Hybrid CNN–Transformer–BiLSTM Neural Network

description: This dataset consists of high-frequency time-series operational data recorded at 15-minute intervals from January 1 to January 7, 2019, for a photovoltaic (PV) power generation system. The data encompasses two primary categories of variables: environmental and system performance metrics. Specifically, it includes environmental and meteorological parameters such as module temperature, ambient temperature, atmospheric pressure, humidity, global horizontal irradiance, direct normal irradiance, diffuse horizontal irradiance, along with the target output variable—actual power generation.

In terms of data collection methodology, this is a field-measured dataset acquired automatically via a sensor network. The temporal continuity of timestamps and the synchronous recording of environmental conditions and power output indicate that the data were collected by a monitoring system installed at the PV plant, capable of real-time, automated acquisition of both system operational status and ambient environmental conditions.

The relationship between this dataset and the present study lies in its role as a foundational resource for modeling in photovoltaic power forecasting or performance analysis. The environmental variables—particularly various components of solar irradiance and temperature—are critical predictors influencing PV power output, while the "actual power generation" serves as the target variable for model training or the ground truth for validation. Consequently, this dataset can be employed to train and evaluate machine learning or deep learning models—such as regression algorithms or time series models—to quantify the impact of environmental factors on power generation efficiency or to achieve accurate short-term forecasting of power output. Such capabilities are of significant research value for optimizing the operational efficiency of PV plants and facilitating stable integration into the power grid.
DOI: 10.1594/pangaea.252141
title: Carbonates and bulk sediment geochemistry of ODP Hole 157-956B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)
DOI: 10.1594/pangaea.252459
title: Carbonates and bulk sediment geochemistry of ODP Hole 194-1192B

description: Data derive from coulometer, CHNS analyzer, and pyrolysis oven (rock eval)