cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10806732
title: Helperfiles for using hmmix for calling archaic introgression into present day humans (both hg19 and hg38)

description: These files are:

1) Strict callability masks from 1000 genomes project in hg19 and hg38 coordinates

2) Outgroup files:

hg38_Outgroup_1000g_HGDP.txt: Frequencies of derived alleles in 490 present individuals with Sub-Saharan related ancestry: 426 from 1000genomes project and 64 from HGDP (total=490) Only first two columns are used by hmmix. The remaining columns what the reference base (hg38 refgenome), ancestral base, derived bases and the frequency of the derived bases in HGDP and 1000genomes

hg19_Outgroup_1000g.txt: Frequencies of derived alleles in 292 present individuals with Sub-Saharan related ancestry from 1000genomes

3) The mutation rate files are based on the outgroup files. They report the mutation rate in 1 Mb window scaled by the genomewide mutation rate 

4) The reference genome for hg19 and hg38

5) The ancestral allele calls for hg19 and hg38
DOI: 10.5281/zenodo.11212339
title: Helperfiles for using hmmix for calling archaic introgression into present day humans (both hg19 and hg38)

description: These files are:

1) Strict callability masks from 1000 genomes project in hg19 and hg38 coordinates

2) Outgroup files:

hg38_Outgroup_1000g_HGDP.txt: Frequencies of derived alleles in 490 present individuals with Sub-Saharan related ancestry: 426 from 1000genomes project and 64 from HGDP (total=490) Only first two columns are used by hmmix. The remaining columns what the reference base (hg38 refgenome), ancestral base, derived bases and the frequency of the derived bases in HGDP and 1000genomes

hg19_Outgroup_1000g.txt: Frequencies of derived alleles in 292 present individuals with Sub-Saharan related ancestry from 1000genomes

3) The mutation rate files are based on the outgroup files. They report the mutation rate in 1 Mb window scaled by the genomewide mutation rate 

4) The reference genome for hg19 and hg38

5) The ancestral allele calls for hg19 and hg38
DOI: 10.34740/kaggle/ds/5037211
title: Mental Health Survey in Saudi Arabia
DOI: 10.5281/zenodo.11172652
title: Spanish Congress parliamentary records (1977-2024)

description: The goal of this data collection has been to create a unified and easily accessible database with all the published documents of El Congreso De Los Diputados in raw text format. It contains more than 111.000 documents, including the diary of sessions of the Spanish Congress, as well as that of the Spanish Senate. A dataset of these characteristics is created for researchers to analyze various aspects of Spanish politics and legislation. This includes studying the law-making process, comparing it to other countries, and evaluating the effectiveness of policies. The dataset also promotes transparency and allows for research using Natural Language Processing techniques.
DOI: 10.5281/zenodo.11212304
title: Spanish Congress parliamentary records (1977-2024)

description: The goal of this data collection has been to create a unified and easily accessible database with all the published documents of El Congreso De Los Diputados in raw text format. It contains more than 111.000 documents, including the diary of sessions of the Spanish Congress, as well as that of the Spanish Senate. A dataset of these characteristics is created for researchers to analyze various aspects of Spanish politics and legislation. This includes studying the law-making process, comparing it to other countries, and evaluating the effectiveness of policies. The dataset also promotes transparency and allows for research using Natural Language Processing techniques.
DOI: 10.5281/zenodo.11172651
title: Spanish Congress parliamentary records (1977-2024)

description: The goal of this data collection has been to create a unified and easily accessible database with all the published documents of El Congreso De Los Diputados in raw text format. It contains more than 111.000 documents, including the diary of sessions of the Spanish Congress, as well as that of the Spanish Senate. A dataset of these characteristics is created for researchers to analyze various aspects of Spanish politics and legislation. This includes studying the law-making process, comparing it to other countries, and evaluating the effectiveness of policies. The dataset also promotes transparency and allows for research using Natural Language Processing techniques.
DOI: 10.5281/zenodo.11195944
title: Spanish Congress parliamentary records (1977-2024)

description: The goal of this data collection has been to create a unified and easily accessible database with all the published documents of El Congreso De Los Diputados in raw text format. It contains more than 111.000 documents, including the diary of sessions of the Spanish Congress, as well as that of the Spanish Senate. A dataset of these characteristics is created for researchers to analyze various aspects of Spanish politics and legislation. This includes studying the law-making process, comparing it to other countries, and evaluating the effectiveness of policies. The dataset also promotes transparency and allows for research using Natural Language Processing techniques.
DOI: 10.15468/dl.jgswhj
title: Occurrence Download

description: A dataset containing 19526 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia decurrens Willd."
 ]
}

 The dataset includes 19526 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021812-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u563h8
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Alopias pelagicus Nakamura, 1935"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021814-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbtsjj
title: Occurrence Download

description: A dataset containing 1231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Perisoreus canadensis (Linnaeus, 1766)",
 "Year 2020-2020"
 ]
}

 The dataset includes 1231 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021815-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcw3qp
title: Occurrence Download

description: A dataset listing the 69 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Mutillidae"
 ]
}

 The dataset's 69 records were derived from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021813-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxd9du
title: Occurrence Download

description: A dataset containing 6514 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Baccharis latifolia (Ruiz & Pav.) Pers."
 ]
}

 The dataset includes 6514 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021816-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fb8jhc
title: Occurrence Download

description: A dataset containing 4709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (USGS GAP - Alaska - Vertebrates - 1867-2009, Great Backyard Bird Count, Provincial Museum of Alberta, Edmonton, AB, Canada. Birds (Aves), UWBM Ornithology Collection, U.S.D.A. Forest Service, Redwood Sciences Laboratory - Lamna Point Count, Ornithology Collection Passeriformes - Royal Ontario Museum, MVZ Bird Collection (Arctos), Canadian Museum of Nature Bird Collection, PSM Vertebrates Collection)",
 "TaxonKey is Perisoreus canadensis (Linnaeus, 1766)",
 "Year 1980-2000"
 ]
}

 The dataset includes 4709 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021817-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwu29z
title: Occurrence Download

description: A dataset containing 1298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, NEON breeding landbird point counts, Xeno-canto - Bird sounds from around the world, Birda - Global Observation Dataset)",
 "TaxonKey is Perisoreus canadensis (Linnaeus, 1766)",
 "Year 2020-2020"
 ]
}

 The dataset includes 1298 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021818-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ff8tn5
title: Occurrence Download

description: A dataset containing 7454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alouatta palliata (Gray, 1849)"
 ]
}

 The dataset includes 7454 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021819-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.artkmm
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Alopias Rafinesque, 1810"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021820-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxubmc
title: Occurrence Download

description: A dataset containing 30319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "MediaType is Image",
 "TaxonKey is one of (Atelidae, Cebidae, Pitheciidae, Aotidae, Callitrichidae)"
 ]
}

 The dataset includes 30319 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021821-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11201198
title: Radar Reflectivity at Whillans Ice Plain

description: This is an extracted data product for radar bed reflectivity from Whillans Ice Plain, West Antarctica. The original data are hosted by the Center for Remote Sensing of Ice Sheets (CReSIS; see associated citation below). The files here can be recalculate and are meant to be used within a set of computational notebooks here:https://doi.org/10.5281/zenodo.10859135

There are two csv files included here, each structured as a Pandas dataframe. You can load them in Python like:df = pd.read_csv('./Picked_Bed_Power.csv')

The first file, 'Picked_Bed_Power.csv' is the raw, uncorrected power from the radar image at the bed pick provided by CReSIS. There are also other useful variables for georeferencing, flight attributes, etc.

The second file, 'Processed_Reflectivity.csv' is processed from the first file. Processing includes: 1) a spreading correction; 2) an attenuation correction; and, 3) a power adjustment flight days based on compared power at crossover points. This file also has identifiers for regions including "grounded ice", "ungrounded ice", and "subglacial lakes".
DOI: 10.5281/zenodo.11201199
title: Radar Reflectivity at Whillans Ice Plain

description: This is an extracted data product for radar bed reflectivity from Whillans Ice Plain, West Antarctica. The original data are hosted by the Center for Remote Sensing of Ice Sheets (CReSIS; see associated citation below). The files here can be recalculate and are meant to be used within a set of computational notebooks here:https://doi.org/10.5281/zenodo.10859135

There are two csv files included here, each structured as a Pandas dataframe. You can load them in Python like:df = pd.read_csv('./Picked_Bed_Power.csv')

The first file, 'Picked_Bed_Power.csv' is the raw, uncorrected power from the radar image at the bed pick provided by CReSIS. There are also other useful variables for georeferencing, flight attributes, etc.

The second file, 'Processed_Reflectivity.csv' is processed from the first file. Processing includes: 1) a spreading correction; 2) an attenuation correction; and, 3) a power adjustment flight days based on compared power at crossover points. This file also has identifiers for regions including "grounded ice", "ungrounded ice", and "subglacial lakes".
DOI: 10.15468/dl.9w8btb
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Anchoa nasus (Kner & Steindachner, 1867)"
 ]
}

 The dataset includes 42 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021822-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynhfw5
title: Occurrence Download

description: A dataset containing 538 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sambucus peruviana Kunth"
 ]
}

 The dataset includes 538 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021823-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csyjmm
title: Occurrence Download

description: A dataset containing 5193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Aphelocoma californica (Vigors, 1839)",
 "Year 2020-2020"
 ]
}

 The dataset includes 5193 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021824-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2yq62
title: Occurrence Download

description: A dataset containing 9577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Point Reyes Bird Observatory - Point Counts, Great Backyard Bird Count)",
 "TaxonKey is Aphelocoma californica (Vigors, 1839)",
 "Year 1980-2000"
 ]
}

 The dataset includes 9577 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021825-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a5sf7
title: Occurrence Download

description: A dataset containing 1474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Itaballia demophile (Linnaeus, 1763)"
 ]
}

 The dataset includes 1474 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021827-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4x3sfs
title: Occurrence Download

description: A dataset containing 3208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, Xeno-canto - Bird sounds from around the world, NEON breeding landbird point counts, naturgucker, DMNS Bird Collection (Arctos), PSM Vertebrates Collection, MSB Bird Collection (Arctos), Observation.org, Nature data from around the World, MVZ Bird Collection (Arctos))",
 "TaxonKey is Cyanocitta stelleri (Gmelin, 1788)",
 "Year 2020-2020"
 ]
}

 The dataset includes 3208 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021828-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wgudw
title: Occurrence Download

description: A dataset containing 9416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (U.S.D.A. Forest Service, Redwood Sciences Laboratory - Lamna Point Count, Great Backyard Bird Count, Point Reyes Bird Observatory - Point Counts)",
 "TaxonKey is Cyanocitta stelleri (Gmelin, 1788)",
 "Year 1980-2000"
 ]
}

 The dataset includes 9416 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021829-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5cq9ur
title: Occurrence Download

description: A dataset containing 357054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, United Kingdom of Great Britain and Northern Ireland, Portugal, Spain, France, Germany, Belgium, Netherlands, Italy, Greece, Denmark, Norway, Sweden, Finland, Svalbard and Jan Mayen, Estonia, Latvia, Lithuania, Türkiye, Russian Federation, Belarus, Ukraine, Moldova, Republic of, Switzerland, Austria, Poland, Czechia, Hungary, Slovakia, Romania, Bulgaria, Kazakhstan, Armenia, North Macedonia, Albania, Serbia, Montenegro, Kosovo, Bosnia and Herzegovina, Croatia, Slovenia, Cyprus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stellaria holostea L."
 ]
}

 The dataset includes 357054 records from 1950 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021826-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0pqiyp
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chondria coerulescens (J.Agardh) Falkenb."
 ]
}

 The dataset includes 481 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000589-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qhbex
title: Occurrence Download

description: A dataset containing 516 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sparattanthelium botocudorum Mart."
 ]
}

 The dataset includes 516 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004822-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hymjej
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is Angola",
 "Country is Burkina Faso",
 "Country is Burundi",
 "Country is Benin",
 "Country is Congo, Democratic Republic of the",
 "Country is Congo",
 "Country is Côte d’Ivoire",
 "Country is Cameroon",
 "Country is Egypt",
 "Country is Eritrea",
 "Country is Ethiopia",
 "Country is Ghana",
 "Country is Kenya",
 "Country is Liberia",
 "Country is Madagascar",
 "Country is Malawi",
 "Country is Mozambique",
 "Country is Namibia",
 "Country is Niger",
 "Country is Nigeria",
 "Country is Réunion",
 "Country is Sudan",
 "Country is Chad",
 "Country is Tanzania, United Republic of",
 "Country is Togo",
 "Country is Yemen",
 "Country is South Africa",
 "Country is Zambia",
 "Country is Zimbabwe"
 ]
 },
 "MediaType is Image",
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany",
 "TaxonKey is Gynandropsis gynandra (L.) Briq."
 ]
}

 The dataset includes 187 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017155-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysbu57
title: Occurrence Download

description: A dataset containing 18544 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ischaemum L."
 ]
}

 The dataset includes 18544 records from 273 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081868-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4nd3h
title: Occurrence Download

description: A dataset containing 39261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nassella trichotoma (Nees) Hack. & Arechav.",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39261 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048886-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcq5w8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New species of Latreillopsis Henderson, 1888 (Brachyura: Homolidae) and Neopalicus Moosa & Serène, 1981 (Brachyura: Palicidae) from the Hawaiian Islands"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0340462-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vx99e4
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophidion rochei Müller, 1845"
 ]
}

 The dataset includes 147 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060365-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39tsbf
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Krugiodendron ferreum (Vahl) Urb.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 458 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016096-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdwxv9
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Dracula immunda (Orchidaceae: Pleurothallidinae), a new species from Panama"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0340459-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.