cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13963064
title: RFM2019: flood events spatially representative selection

description: A set of spatially representative flood events selected from the 20,000 over-topping floods simulated by the Regional Flood Model of Sairam et. al. (2021).

 





Sairam, Nivedita, Fabio Brill, Tobias Sieg, Mostafa Farrag, Patric Kellermann, Viet Dung Nguyen, Stefan Lüdtke, et al. “Process-Based Flood Risk Assessment for Germany.” Earth’s Future 9, no. 10 (2021): e2021EF002259. https://doi.org/10.1029/2021EF002259.
description: This results in a set of *extreme* events per analysis basin where *extremeness* is determined from the ranked inundation within each nuts3 region.

 

### coarse_event_ds./event_ds: directory with one DataSet per basinName2    collected, slicked, and masked water depth events per-basin    ### event_data_indexmetadata, metric stats, and data filepaths per raster_indexpickled dataFrame 

```                                         raster_fn  ... basinName2basinName2 raster_index                             ...           ems        1             rim2019_wd_ems_000001.tif  ...        ems           32            rim2019_wd_ems_000032.tif  ...        ems           ````./{basinName}/event_data_index.pkl`

## Resultsfrom `nuts3_collect_meta.gpkg`

| basinName | basinName2   | haz_cnt | nuts_cnt ||-----------|--------------|---------|----------|| donau     | donau        | 37      | 34       || elbe      | elbe_lower   | 47      | 24       || elbe      | elbe_upper   | 38      | 18       || ems       | ems          | 5       | 1        || rhine     | rhine_lower  | 36      | 29       || rhine     | rhine_upper  | 12      | 7        || weser     | weser        | 18      | 21       |-------------------------------------------------| TOTAL     |              | 193     | 134      |
DOI: 10.5281/zenodo.13963065
title: RFM2019: flood events spatially representative selection

description: A set of spatially representative flood events selected from the 20,000 over-topping floods simulated by the Regional Flood Model of Sairam et. al. (2021).

 





Sairam, Nivedita, Fabio Brill, Tobias Sieg, Mostafa Farrag, Patric Kellermann, Viet Dung Nguyen, Stefan Lüdtke, et al. “Process-Based Flood Risk Assessment for Germany.” Earth’s Future 9, no. 10 (2021): e2021EF002259. https://doi.org/10.1029/2021EF002259.
description: This results in a set of *extreme* events per analysis basin where *extremeness* is determined from the ranked inundation within each nuts3 region.

 

### coarse_event_ds./event_ds: directory with one DataSet per basinName2    collected, slicked, and masked water depth events per-basin    ### event_data_indexmetadata, metric stats, and data filepaths per raster_indexpickled dataFrame 

```                                         raster_fn  ... basinName2basinName2 raster_index                             ...           ems        1             rim2019_wd_ems_000001.tif  ...        ems           32            rim2019_wd_ems_000032.tif  ...        ems           ````./{basinName}/event_data_index.pkl`

## Resultsfrom `nuts3_collect_meta.gpkg`

| basinName | basinName2   | haz_cnt | nuts_cnt ||-----------|--------------|---------|----------|| donau     | donau        | 37      | 34       || elbe      | elbe_lower   | 47      | 24       || elbe      | elbe_upper   | 38      | 18       || ems       | ems          | 5       | 1        || rhine     | rhine_lower  | 36      | 29       || rhine     | rhine_upper  | 12      | 7        || weser     | weser        | 18      | 21       |-------------------------------------------------| TOTAL     |              | 193     | 134      |
DOI: 10.15468/dl.rsmq4w
title: Occurrence Download

description: A dataset containing 22215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Dinemellia dinemelli (Rüppell, 1845)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 22215 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070534-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m829g8
title: Occurrence Download

description: A dataset containing 378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-70.33655 -18.32411,-69.45903 -17.47561,-70.59131 -16.24303,-71.37888 -15.68978,-71.89757 -15.68424,-72.55864 -16.14789,-73.36539 -16.22944,-73.35206 -16.76518,-70.83226 -18.5801,-70.33655 -18.32411))",
 "HasGeospatialIssue is false",
 "TaxonKey is Pandion haliaetus (Linnaeus, 1758)"
 ]
}

 The dataset includes 378 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070535-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp2/e8ykxw
title: Molecular mechanisms underpinning buoyancy control in the aquatic larvae of Chaoborus evolved from tracheal fluid clearing functionality

description: Aquatic larvae belonging to the midge genus Chaoborus are the only truly pelagic insects, possessing the ability to regulate their buoyancy and position in the water column. They achieve this buoyancy control using two pairs of closed, air-filled sacs which are derived from the longitudinal trunks of their tracheal system. Previous work has revealed that the volume of these air-sacs is controlled using a unique mechanochemical system, where bands of the protein resilin alternate with bands of tracheal cuticle in the air-sac wall to produce a composite material which expands and contracts when exposed to changes in pH. While a simple epithelium enveloping each air-sac is known to control the pH of the resilin bands, the molecular mechanisms underpinning its ability to regulate pH, and thus control the air-sac’s volume, are unknown. To reveal these mechanisms, and how this functionality evolved, we compare the transcriptomes of air-sacs from Chaoborus trivitattus larvae with tracheal tissue from the aquatic larvae of two other genera within the Chaoboridae: Eucorethra underwoodi whose larvae possess an unmodified tracheal system which they use to breathe air using a posterior respiratory siphon, and Mochlonyx cinctipes whose larvae possess a tracheal system with dilated anterior and posterior sac-like regions, but which remains open through a posterior siphon. We found that Chaoborus air-sac epithelia show strong expression of ion channels related to pH regulation relative to Eucorethra tracheal tissue, including orthologs of NHA1, Nhe2, Ae2, and pHCl-2, as well as high levels of transcript abundance of the aquaporin water channel, Drip. This suggests that the tracheal epithelium of the ancestral chaoborid possesses all the functionality required to control pH and deal with the flux of water associated with the swelling and contraction of the resilin as part of the ancestral liquid-clearing function of the tracheal epithelium, setting the stage for the evolution of a novel buoyancy control mechanism.
DOI: 10.5281/zenodo.13963131
title: RFM2019: flood grids downscaled

description: Final/end outputs of pre-processing, error detection, selection, and downscaling of flood hazard data from RFM2019. 

Set of resolution enhanced flood water depth grids for selected floods in Germany.

 

see ./results_readme.md for more info
description: - {basinName2}.txt: list of archive contents (`tar -tvf`)- {basinName2}.tar.xz: archive of `03_downscale` result (`tar --xz --create`). This can be extracted with something like 7zip.     - fine_tiles:         - {dgm5_tile}            - {raster_index}_wsh_fdsc.tif: [GeoTIFF](https://gdal.org/drivers/raster/gtiff.html)  of the downscaled (fine resolution) WSH    - vrts:        - downscale_wsh_{raster_index}.vrt: [virtual format](https://gdal.org/drivers/raster/vrt.html) mosaic of WSH rasters (across all {dgm5_tile}). NOTE: these are simply XMLs that point to the GeoTiffs, so the relative folder structure must be as delivered for these to work. NOTE: these have varying extents based on underlying tile presence.        - vrt_index.pkl: metadata of all vrts (filepaths and {raster_index}_wsh_fdsc.tif counts) in a pickled pd.DataFrame        - vrt_index.csv: same as above but in .csv format.    - downscale_wsh_index_df.csv: metadata and indexing information for each {raster_index}_wsh_fdsc.tif    - downscale_wsh_index_df.pkl: same as above but as a pickled pd.DataFrame    - fail_: some diagnostic info on failures during processing. these can be ignored.- zones: important discrezation polygons used for the analysis- concat_downscale_wsh_index_df.csv: concat of all downscale_wsh_index_df.csv

NOTE: some `*.log` files are included above. these can be ignored.
DOI: 10.5281/zenodo.13963132
title: RFM2019: flood grids downscaled

description: Final/end outputs of pre-processing, error detection, selection, and downscaling of flood hazard data from RFM2019. 

Set of resolution enhanced flood water depth grids for selected floods in Germany.

 

see ./results_readme.md for more info
description: - {basinName2}.txt: list of archive contents (`tar -tvf`)- {basinName2}.tar.xz: archive of `03_downscale` result (`tar --xz --create`). This can be extracted with something like 7zip.     - fine_tiles:         - {dgm5_tile}            - {raster_index}_wsh_fdsc.tif: [GeoTIFF](https://gdal.org/drivers/raster/gtiff.html)  of the downscaled (fine resolution) WSH    - vrts:        - downscale_wsh_{raster_index}.vrt: [virtual format](https://gdal.org/drivers/raster/vrt.html) mosaic of WSH rasters (across all {dgm5_tile}). NOTE: these are simply XMLs that point to the GeoTiffs, so the relative folder structure must be as delivered for these to work. NOTE: these have varying extents based on underlying tile presence.        - vrt_index.pkl: metadata of all vrts (filepaths and {raster_index}_wsh_fdsc.tif counts) in a pickled pd.DataFrame        - vrt_index.csv: same as above but in .csv format.    - downscale_wsh_index_df.csv: metadata and indexing information for each {raster_index}_wsh_fdsc.tif    - downscale_wsh_index_df.pkl: same as above but as a pickled pd.DataFrame    - fail_: some diagnostic info on failures during processing. these can be ignored.- zones: important discrezation polygons used for the analysis- concat_downscale_wsh_index_df.csv: concat of all downscale_wsh_index_df.csv

NOTE: some `*.log` files are included above. these can be ignored.
DOI: 10.15468/dl.bu4vrj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Diomedea amsterdamensis F.Roux, Jouventin, Mougin, Stahl & Weimerskirch, 1983",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070537-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7265/tyrt-8r32
title: PISUNA-net Local Observations Database, Version 1
DOI: 10.15468/dl.7vjjq7
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Diomedea dabbenena Mathews, 1929",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 114 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070539-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpujmk
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Diomedea exulans Linnaeus, 1758",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 65 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070541-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/kf0q-sh70
title: "AIICH\u6570\u636e1"

description: "AI-generated technologies have displayed tremendous potential in transmitting intangible cultural heritage (ICH), yet there remains a gap in systematic research on the underlying mechanisms by which they impact public response. "
DOI: 10.5281/zenodo.8214605
title: Decarbonization of global iron and steel plants

description: The dataset is one of the outcomes of research on decarbonization of global iron and steel plants.
DOI: 10.7265/pqac-ng34
title: Nunaput: Our Land, Community Atlas for Chevak, Alaska, Version 1
DOI: 10.15468/dl.cvhznt
title: Occurrence Download

description: A dataset containing 4644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Drepanorhynchus reichenowi Fischer, 1884",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 4644 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070543-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpdsy9
title: Occurrence Download

description: A dataset containing 6937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bidens subalternans DC., Bidens tripartita L., Bidens tripartita L., Bidens tripartita var. tripartita, Bidens vulgata Greene, Bifora radians M.Bieb., Bifora testiculata (L.) Roth, Biscutella ambigua DC., Biscutella auriculata L., Biscutella brevicaulis Jord.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 6937 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068752-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84bah4
title: Occurrence Download

description: A dataset containing 1163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hipparchia azorinus (Strecker, 1899)"
 ]
}

 The dataset includes 1163 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135698-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhgajm
title: Occurrence Download

description: A dataset containing 17636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "PublishingCountry is Australia",
 "InstitutionCode is wam",
 "TaxonKey is Muridae"
 ]
}

 The dataset includes 17636 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011742-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zj5rx
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achillea carpatica Blocki ex Dubovik",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 24 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068771-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vrcxw
title: Occurrence Download

description: A dataset containing 3251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erebia gorge (Hübner, 1804)"
 ]
}

 The dataset includes 3251 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091993-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h3rgz
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Smutsia gigantea (Illiger, 1815)"
 ]
}

 The dataset includes 214 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068762-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwvpgk
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Colombia",
 "TaxonKey is Crotalus Linnaeus, 1758"
 ]
}

 The dataset includes 252 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011740-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4bp4v
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nothoscordum entrerianum Ravenna"
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110938-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lauhy0
title: Occurrence Download

description: A dataset containing 12087 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "PublishingCountry is Australia",
 "InstitutionCode is anwc",
 "TaxonKey is Muridae"
 ]
}

 The dataset includes 12087 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011741-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xacud2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schima sericans var. paracrenata (Hung T.Chang) T.L.Ming"
 ]
}

 The dataset includes 0 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069645-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gr46et
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantago ventanensis Pilg."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110963-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gnflz
title: Occurrence Download

description: A dataset containing 17636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "PublishingCountry is Australia",
 "InstitutionCode is wam",
 "TaxonKey is Muridae"
 ]
}

 The dataset includes 17636 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011745-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7tvvk
title: Occurrence Download

description: A dataset containing 2869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 9.19206431143715",
 "DecimalLongitude is less than 9.19512386462154",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2869 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008830-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvys5v
title: Occurrence Download

description: A dataset containing 316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myrmotherula ambigua Zimmer, 1932"
 ]
}

 The dataset includes 316 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124719-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ab8jvq
title: Occurrence Download

description: A dataset containing 38192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium incarnatum L.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 38192 records from 342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008859-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.