cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19690873
title: Comparison of contrasting optical and LiDAR fire severity remote sensing methods in a heterogeneous forested landscape in south-eastern Australia

description: Spectral indices derived from satellite optical remote sensing data have typically been used for fire severity estimation, although other remote sensing systems such as Light Detection and Ranging (LiDAR) are increasingly applied. Despite a multitude of remotely sensed fire severity estimation methods, comparisons of method performance are few. Insights into the merits and limitations of remotely sensed fire severity methods help develop appropriate spatial tools for the management of fire-affected areas. We evaluated the performance of seven passive (optical) and active (LiDAR) remotely sensed fire severity estimation methods in classifying and explaining variation in a field-estimated modified Composite Burn Index (MCBI) for a recent large wildfire in south-eastern Australia. Our evaluation included three commonly applied indices; the differenced Normalized Burn Ratio (dNBR), Relative dNBR (RdNBR) and Relative Burn Ratio (RBR). We compared these NBR indices against two recently proposed fire severity estimation methods that have not previously been evaluated with CBI field data – the Vegetation Structure Perpendicular Index (VSPI) spectral index and the LiDAR point cloud-derived Profile Area Change (PAC), along with experimental relativized forms of these indices (RVSPI and RPAC, respectively). The RVSPI (<i>κ</i> = 0.47) demonstrated similar overall classification accuracy (<i>N</i> classes = 4) to the PAC (<i>κ</i> = 0.48), however both indices had lower classification accuracy than the dNBR (<i>κ</i> = 0.59), RdNBR (<i>κ</i> = 0.59) and RBR (<i>κ</i> = 0.61). The VSPI and PAC were unable to accurately represent non-structural changes caused by lower severity fire. Application of these optical and LiDAR indices should consider their discussed limitations in relation to the objectives of their application.
DOI: 10.6084/m9.figshare.19690873.v1
title: Comparison of contrasting optical and LiDAR fire severity remote sensing methods in a heterogeneous forested landscape in south-eastern Australia

description: Spectral indices derived from satellite optical remote sensing data have typically been used for fire severity estimation, although other remote sensing systems such as Light Detection and Ranging (LiDAR) are increasingly applied. Despite a multitude of remotely sensed fire severity estimation methods, comparisons of method performance are few. Insights into the merits and limitations of remotely sensed fire severity methods help develop appropriate spatial tools for the management of fire-affected areas. We evaluated the performance of seven passive (optical) and active (LiDAR) remotely sensed fire severity estimation methods in classifying and explaining variation in a field-estimated modified Composite Burn Index (MCBI) for a recent large wildfire in south-eastern Australia. Our evaluation included three commonly applied indices; the differenced Normalized Burn Ratio (dNBR), Relative dNBR (RdNBR) and Relative Burn Ratio (RBR). We compared these NBR indices against two recently proposed fire severity estimation methods that have not previously been evaluated with CBI field data – the Vegetation Structure Perpendicular Index (VSPI) spectral index and the LiDAR point cloud-derived Profile Area Change (PAC), along with experimental relativized forms of these indices (RVSPI and RPAC, respectively). The RVSPI (<i>κ</i> = 0.47) demonstrated similar overall classification accuracy (<i>N</i> classes = 4) to the PAC (<i>κ</i> = 0.48), however both indices had lower classification accuracy than the dNBR (<i>κ</i> = 0.59), RdNBR (<i>κ</i> = 0.59) and RBR (<i>κ</i> = 0.61). The VSPI and PAC were unable to accurately represent non-structural changes caused by lower severity fire. Application of these optical and LiDAR indices should consider their discussed limitations in relation to the objectives of their application.
DOI: 10.48370/ofd/mconkr
title: Myodes glareolus - 35614, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1964-06-05, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/lhzxlk
title: Myodes glareolus - 45819, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1965-09-14, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/hfdzbw
title: Myodes glareolus - 12195, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1955-08-06, in: Białowieża National Park, Poland. Material type:
DOI: 10.17604/0bkf-p943
title: Data for Origins of Mixed Layer Depth Variability in the Southern Ocean

description: Mixed-layer depth (MLD) exhibits significant variability, which is important for atmosphere-ocean exchanges of heat and atmospheric gases. Origins of the MLD variability at the oceanic mesoscale in the Southern Ocean are studied here in an idealized Regional Ocean-Atmosphere Model (ROAM). The main conclusion from the analysis of the upper-ocean buoyancy budget is that, while the atmospheric forcing and oceanic vertical mixing induce the MLD variability on average, the oceanic advection of buoyancy counteracts and partially balances these atmospheric effects. The relative importance of advection changes with season and large-scale MLD. This study emphasizes the importance of oceanic advection and intrinsic ocean dynamics in driving mesoscale MLD variability, and demonstrates the importance of MLD in modulating the effects of advection in the upper-ocean dynamics. This dataset describes how to re-create the results in Gao et al. (2022). The data in this collection is based on numerical simulations and sensitivity experiments in Regional Ocean–Atmosphere Model (ROAM, Perlin et al 2020.).
description: Contents: 

1) Python notebook to re-create the figures:

"python_code/*.ipynb"

2) Aggregated netcdf files to recreate the results in Gao et al. (2022)

"Fig_06_zonal_mean_sst_mld_correlation.nc": Correlation coefficients between SST and MLD in the Control, Smooth-Winds and Smooth-Fluxes case, respectively.

"MLD_diff.nc": The domain-average MLD in the Control, Smooth-Winds and Smooth-Fluxes case, respectively.

"MLDA_RMS_FULL.nc": The domain-average Root-mean-squared (R.M.S.) MLD anomalies in the Control, Smooth-Winds and Smooth-Fluxes case, respectively.

"monthly_budget_ctrl.nc": Monthly mixed layer buoyancy budget files at small-mesoscale:

"ROAM_SST_WIND_corr.nc": Correlation coefficients between SST and 10-m-wind and  in the Control and Smooth-Winds cases.

"ROAM_SST_WIND_SF_corr.nc": Correlation coefficients between SST and 10-m wind in the Control and Smooth-Fluxes cases.

"SST_RMS_diff.nc": The domain-average SST anomalies in the Control, Smooth-Winds and Smooth-Fluxes case, respectively.

"SSTA_RMS_diff.nc": The Root-mean-squared (r.m.s.) MLD anomalies in the Control, Smooth-Winds and Smooth-Fluxes case, respectively.


3) Python Environment file

"environment.yaml"

Please run the command below to re-create the python environment used in this analysis:

$ conda env create --file environment.yaml
DOI: 10.48370/ofd/aeuwgb
title: Myodes glareolus - 10805, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1955-07-15, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/0h3n9k
title: Myodes glareolus - 81477, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-09-28, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/8wqffs
title: Myodes glareolus - 71691, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-01-20, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/05fayv
title: Myodes glareolus - 5143, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1954-07-11, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/mqjr3k
title: Myodes glareolus - 21117, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1959-04-30, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/yhk4za
title: Myodes glareolus - 148662, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1983-09-19, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/kimntc
title: Myodes glareolus - 45667, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1965-09-06, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/feaxyb
title: Myodes glareolus - 25866, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1961-09-08, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/vdnsme
title: Myodes glareolus - 46406, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1965-09-29, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/dhrmhi
title: Myodes glareolus - 13931, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1955-09-11, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/7pgijw
title: Myodes glareolus - 45410, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1965-08-14, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/ujieyx
title: Myodes glareolus - 130006, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1978-10-02, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/fxxfar
title: Myodes glareolus - 141809, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1982-07-18, in: Białowieża National Park, Poland. Material type:
DOI: 10.34740/kaggle/dsv/3689059
title: COVID Vaccination in World (updated daily)
DOI: 10.48370/ofd/j0xcwl
title: Myodes glareolus - 42527, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1965-03-11, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/tvn1bd
title: Myodes glareolus - 40010, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1964-09-01, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/5cfnbh
title: Myodes glareolus - 153437, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1986-09-17, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/ecxwec
title: Myodes glareolus - 74497, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-06-12, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/uq54mt
title: Myodes glareolus - 140198, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1981-09-28, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/2uaeuv
title: Myodes glareolus - 143118, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1982-09-28, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/pacv3x
title: Myodes glareolus - 73825, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-05-02, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/5hkgu3
title: Myodes glareolus - 167238, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1999-07-03, in: Białowieża National Park, Poland. Material type:
DOI: 10.5281/zenodo.6577057
title: SentiWordNet

description: SentiWordNet is a lexical resource for opinion mining. SentiWordNet assigns to each synset of WordNet three sentiment scores: positivity, negativity, objectivity.
DOI: 10.48370/ofd/68ealz
title: Myodes glareolus - 71874, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-02-27, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/eqajc6
title: Myodes glareolus - 137910, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1980-10-14, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/ua06rk
title: Myodes glareolus - 159718, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1990-07-11, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/o2x8b9
title: Myodes glareolus - 65524, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1967-09-30, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/zwxgyj
title: Myodes glareolus - 163899, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1989-06-26, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/4utacl
title: Myodes glareolus - 110914, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1973-09-21, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/pznucd
title: Myodes glareolus - 166073, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1997-07-09, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/211ish
title: Myodes glareolus - 153483, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1986-09-20, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/ms6lsw
title: Myodes glareolus - 71829, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-02-23, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/q3xjxo
title: Myodes glareolus - 74299, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-05-19, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/pf1xpu
title: Myodes glareolus - 18273, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1957-06-23, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/92snvi
title: Myodes glareolus - 35470, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1964-05-21, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/sdz3be
title: Myodes glareolus - 110431, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1973-07-24, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/0w3bw0
title: Myodes glareolus - 9347, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1955-06-24, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/zmez1l
title: Myodes glareolus - 138610, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1981-05-12, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/bvyp1t
title: Myodes glareolus - 163563, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1994-09-25, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/drkr4k
title: Myodes glareolus - 104167, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1971-12-07, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/yaan5p
title: Myodes glareolus - 13358, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1955-09-02, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/sccchz
title: Myodes glareolus - 137892, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1980-10-12, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/2hnqwb
title: Myodes glareolus - 146551, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1983-05-27, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/tsikpl
title: Myodes glareolus - 74341, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-05-24, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/qvyc2p
title: Myodes glareolus - 76454, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-08-06, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/xbx0rn
title: Myodes glareolus - 163498, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1994-09-19, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/tjhoux
title: Myodes glareolus - 8202, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1955-05-24, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/mx1prs
title: Myodes glareolus - 166213, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1997-07-19, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/mmfnto
title: Myodes glareolus - 133526, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1979-09-23, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/csifi0
title: Myodes glareolus - 76356, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-08-03, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/xxe6dd
title: Myodes glareolus - 90280, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1969-12-01, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/3261x3
title: Myodes glareolus - 76181, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1968-07-25, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/7ifucv
title: Myodes glareolus - 23085, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1959-08-22, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/4tmsrn
title: Myodes glareolus - 110370, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1973-07-18, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/nkuait
title: Myodes glareolus - 16706, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1956-04-09, in: Białowieża National Park, Poland. Material type:
DOI: 10.48370/ofd/ldacyw
title: Myodes glareolus - 31306, Zoological collection of the Mammal Research Institute, PAS

description: Myodes glareolus (Bank vole) from Zoological collection of the Mammal Research Institute, PAS. Collected 1963-02-13, in: Białowieża National Park, Poland. Material type: