cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13130/rd_unimi/jmksaw/guk93e
title: ensemble_quality_Dist.Clust+Group+Neigh.kDist+Count+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/808tc6
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/eg9qzo
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ewymrm
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/afg0bo
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Count+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/j0p5ay
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Count+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/bpdpac
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/txk2ox
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Max+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/8y5lbv
title: ensemble_quality_Dist.Bound+Dist.Clust+Max+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/2tnian
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Max+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/io3pvp
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Count+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ykxopm
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/sf9mn0
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Count+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/tliuto
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Max+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/2z1xof
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Max+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/rrzwqz
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/7yv9qb
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Max+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/efxwql
title: assignment_Dist.Bound+Dist.Clust+Count+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/obn8ak
title: ensemble_quality_Dist.Clust+Group+Neigh.kDist+Count+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ttmlhr
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/dumz3x
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Count+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/fnuys1
title: ensemble_quality_Dist.Bound+Dist.Clust+Max+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ezor0i
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/eboveg
title: assignment_Dist.Bound+Dist.Clust+Max+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hms5ag
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/1l4x2z
title: assignment_Dist.Bound+Group+Neigh.kDist+Count+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/lfsjci
title: ensemble_quality_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+RR N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/duvuqg
title: ensemble_quality_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/dtbdlj
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/wyb7et
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Count+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gzydro
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/o45inq
title: ensemble_quality_Dist.Clust+Group+Neigh.kDist+Max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/8bzmzx
title: ensemble_quality_Dist.Bound+Dist.Clust+Count+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hlb5ub
title: ensemble_quality_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/2b8yua
title: ensemble_quality_Dist.Clust+Group+Neigh.kDist+Count+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/loaes8
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nkedm1
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Count+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qw27ua
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ld1psy
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gt8p59
title: assignment_Dist.Clust+Group+Neigh.kDist+Max+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hiqtjz
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/y6sc7v
title: assignment_Dist.Bound+Group+Neigh.kDist+Max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/usgxf4
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Count+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/uhgxot
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ayaeii
title: mono_oracled_delta_self_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mg3qhj
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qd08t0
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/wkovsu
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/dx4blr
title: assignment_Dist.Bound+Dist.Clust+Max+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/pqvjqj
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Max+Sink N09_test_set_clean.tab
DOI: 10.15468/dl.6ebjer
title: Occurrence Download

description: A dataset containing 626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-141.73223 67.88741,-141.79935 59.87698,-127.56853 59.02671,-128.10554 62.22641,-140.32257 70.95286,-141.73223 67.88741))",
 "OccurrenceStatus is Present",
 "TaxonKey is Paradryomyza setosa"
 ]
}

 The dataset includes 626 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040045-251025141854904/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/jmksaw/2eayjb
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/beplps
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Max+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/fnausa
title: assignment_Dist.Clust+Group+Neigh.kDist+Max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mnw8dt
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Max+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nrf7bt
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Count+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ax9fgm
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Count+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/5eghml
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zr8sla
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Count+RR N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/fwqctc
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/eps3gs
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N15_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/brnogf
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Max+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mergmr
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Count+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/447hds
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Max+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/2ucoma
title: assignment_Dist.Clust+Group+Neigh.kDist+Count+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/dqim3v
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Count+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/42wppd
title: assignment_Dist.Clust+Group+Neigh.kDist+Max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/i6d84m
title: ensemble_quality_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qfenfv
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/sqzh3c
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/c1fl2j
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/cr6xo0
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Max+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/rshcdy
title: ensemble_quality_Dist.Bound+Dist.Clust+Count+Sink N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/r6kroa
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+RR N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/kmyha2
title: assignment_Dist.Bound+Dist.Clust+Count+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/llopof
title: assignment_Dist.Bound+Group+Neigh.kDist+Max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/56y8cl
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ojmdfa
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Max+Sink N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/23tjyz
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Count+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hevxca
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/qf3gbv
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Count+RR N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/v0xaem
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+RR N03_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/opajeh
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/hoffjs
title: assignment_Dist.Bound+Group+Neigh.kDist+Max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/h7vjuz
title: assignment_Dist.Clust+Group+Neigh.kDist+Max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/0lzpjt
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+RR N09_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/q1m03h
title: delta_self_ensemble_Dist.Clust+Group+Neigh.kDist+Count+Sink N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/eps4bj
title: ensemble_quality_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zddkuy
title: ensemble_delta_ref_mono_oracle_Dist.Clust+Group+Neigh.kDist+Max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/agj9ve
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ecdakd
title: ensemble_quality_Dist.Clust+Group+Neigh.kDist+Max+RR N21_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/l1a5rl
title: assignment_Dist.Bound+Group+Neigh.kDist+Count+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/nvskmb
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Count+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/o50xqi
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/4jczvw
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Max+RR N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/io9az8
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Group+Neigh.kDist+Count+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ug45ec
title: assignment_Dist.Bound+Dist.Clust+Max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/mu2ekk
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Max+Sink N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/pv40mh
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/635vbx
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N03_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/zqcbbd
title: assignment_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Max+Sink N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/oqkvp2
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Count+RR N27_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/p3hcu4
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Max+RR N27_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/286atl
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Max+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ehvkro
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Max+Sink N27_training_set_clean.tab
DOI: 10.15468/dl.wk32fq
title: Occurrence Download

description: A dataset containing 558265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus"
 ]
}

 The dataset includes 558265 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040021-251025141854904/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/jmksaw/xughwp
title: ensemble_delta_ref_mono_oracle_Dist.Bound+Dist.Clust+Max+Sink N15_training_set_clean.tab
DOI: 10.5281/zenodo.17567828
title: Underwater images collected by  Scuba diving in Nosy-Sakatia, Madagascar - 2023-09-16

description: This dataset was collected by  Scuba diving in Nosy-Sakatia, Madagascar - 2023-09-16. 

            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.

            
                
                                       
                
                
 GPS information: 

                GPX file from Garmin watch.
            
                    
                

                
            

            
 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: 10.5281/zenodo.17635587
title: Underwater images collected by  Scuba diving in Nosy-Sakatia, Madagascar - 2023-09-16

description: This dataset was collected by  Scuba diving in Nosy-Sakatia, Madagascar - 2023-09-16. 

            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.

            
                
                                       
                
                
 GPS information: 

                GPX file from Garmin watch.
            
                    
                

                
            

            
 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: 10.13130/rd_unimi/jmksaw/n1p74b
title: ensemble_quality_Dist.Bound+Group+Neigh.kDist+Count+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/rprqbt
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Max+Sink N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/h2ub8w
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+Sink N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ncxcl7
title: assignment_Dist.Bound+Group+Neigh.kDist+Count+Sink N33_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/ywpkar
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Group+Neigh.kDist+Max+Sink N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/sytzxp
title: ensemble_delta_ref_mono_vanilla_Dist.Clust+Group+Neigh.kDist+Count+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/gtk5z0
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N21_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/q24zox
title: assignment_Dist.Clust+Group+Neigh.kDist+Max+RR N15_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/lse5ew
title: delta_self_ensemble_Dist.Bound+Group+Neigh.kDist+Max+Sink N33_training_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/rodojq
title: ensemble_delta_ref_mono_vanilla_Dist.Bound+Dist.Clust+Count+RR N09_test_set_clean.tab
DOI: 10.13130/rd_unimi/jmksaw/vnbsfp
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Max+RR N15_training_set_clean.tab
DOI: 10.5281/zenodo.17635536
title: Data for the manuscript "Tuning Molecular Motors with Tert-Butyl and Fluorinated Tert-Butyl Groups"

description: .xyz files for Stable and Metastable states as well as for the Transition StructuresThe file names follow the convention molecule_state.xyz, where molecule represents the short name of the molecule, and state indicates the conformational state (stable, metastable, or TS for transition structure); a postfix _D3BJ denotes geometries obtained from calculations that include the D3BJ dispersion correction

The file tBu_table.csv lists, for each Molecule, the calculated absorption wavelength of the stable state (λ_stable (nm)), its corresponding photon energy (λ_stable (eV)) and deviation from the experimental wavelength (λ_stable_diff (nm)), the calculated absorption wavelength of the metastable state (λ_meta (nm)), its corresponding photon energy (λ_meta (eV)) and deviation from the experimental wavelength (λ_meta_diff (nm)), as well as the calculated thermal forward and backward rate constants (k_THI (s^-1) and k_TI (s^-1)), the theoretical half-life (t1/2 (s)), and the experimental half-life (t1/2_exp (s)), with the deviation and experimental half-life values provided only when experimental data are available.
DOI: 10.13130/rd_unimi/jmksaw/zjmksx
title: delta_self_ensemble_Dist.Bound+Dist.Clust+Group+Neigh.kDist+Count+RR N21_training_set_clean.tab