cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16927921
title: Countywise German COVID-19 Dataset with Neighbourhood Information

description: This dataset is an agregated dataset from the thesis of Sujatha Ramesh available at https://elib.dlr.de/202862/  . It is constructed by integrating two datasets :

1) Daily COVID 19 cases in each district of Germany for year 2020. The source of this dataset is - Infection Radar by gesund.bund.de available at Infektionsradar

2) Inwards mobility dataset in each district of Germany for year 2020. Original source is Experimental data - Mobility indicators based on mobile network data - German Federal Statistical Office

The two datasets are integrated to provide the daily cases, hotspot for each county with the inwards mobility and change in the mobility from the previous year. Further this dataset was enhanced by adding the information about neighbouring counties and cases.

 

For the modelling and study of COVID 19 disease, this dataset is a good source for Germany.

 

 

 

   


Variables
Definition
 
 
 
 
 
 


Reporting_Date
Date when the cases were officially registered 
 
 
 
 


District_ID
German districts/counties official identification number
 
 
 


Population
Population of the district
 
 
 
 
 


Total_Cases
Total number of reported cases
 
 
 
 
 


New_Cases
New cases
 
 
 
 
 
 


7_Day_Cases
Total number of reported cases in last 7 days
 
 
 
 


7_Day_Incidence
7 days Incidence rate per 100,000 inhabitants
 
 
 
 


Hotspot
Binary variable, hotspot is when it is 1. It is calculated based on greater than 75 cases per 7 days per 100,000 inhabitants


Longitude
Longitude of the district
 
 
 
 
 


Latitude
Latitude of the district
 
 
 
 
 


Number_of_Deaths
Number of deaths
 
 
 
 
 
 


Federal_State
Name of the state
 
 
 
 
 
 


District
Name of the district
 
 
 
 
 
 


Daily_District_Mobility_Inward
Daily inwards mobility
 
 
 
 
 


Mobility_Change_Value
Calculated district wide mobility change which shows how patterns of movement have changed from the year before


Neighbor_Total_Cases
Aggregated data from neighbouring regions of each county
 
 
 


Neighbor_New_Cases
Aggregated new data from neighbouring regions of each county
 
 


Neighbor_7_Day_Cases
Aggregated seven day cases from neighbouring regions of each county
 
 


Neighbor_7_Day_Incidence
Aggregated seven day incidence rate from neighbouring regions of each county
 


Neighbor_Number_of_Deaths
Aggregated number of death from neighbouring regions of each county
DOI: 10.5281/zenodo.16927920
title: Countywise German COVID-19 Dataset with Neighbourhood Information

description: This dataset is an agregated dataset from the thesis of Sujatha Ramesh available at https://elib.dlr.de/202862/  . It is constructed by integrating two datasets :

1) Daily COVID 19 cases in each district of Germany for year 2020. The source of this dataset is - Infection Radar by gesund.bund.de available at Infektionsradar

2) Inwards mobility dataset in each district of Germany for year 2020. Original source is Experimental data - Mobility indicators based on mobile network data - German Federal Statistical Office

The two datasets are integrated to provide the daily cases, hotspot for each county with the inwards mobility and change in the mobility from the previous year. Further this dataset was enhanced by adding the information about neighbouring counties and cases.

 

For the modelling and study of COVID 19 disease, this dataset is a good source for Germany.

 

 

 

   


Variables
Definition
 
 
 
 
 
 


Reporting_Date
Date when the cases were officially registered 
 
 
 
 


District_ID
German districts/counties official identification number
 
 
 


Population
Population of the district
 
 
 
 
 


Total_Cases
Total number of reported cases
 
 
 
 
 


New_Cases
New cases
 
 
 
 
 
 


7_Day_Cases
Total number of reported cases in last 7 days
 
 
 
 


7_Day_Incidence
7 days Incidence rate per 100,000 inhabitants
 
 
 
 


Hotspot
Binary variable, hotspot is when it is 1. It is calculated based on greater than 75 cases per 7 days per 100,000 inhabitants


Longitude
Longitude of the district
 
 
 
 
 


Latitude
Latitude of the district
 
 
 
 
 


Number_of_Deaths
Number of deaths
 
 
 
 
 
 


Federal_State
Name of the state
 
 
 
 
 
 


District
Name of the district
 
 
 
 
 
 


Daily_District_Mobility_Inward
Daily inwards mobility
 
 
 
 
 


Mobility_Change_Value
Calculated district wide mobility change which shows how patterns of movement have changed from the year before


Neighbor_Total_Cases
Aggregated data from neighbouring regions of each county
 
 
 


Neighbor_New_Cases
Aggregated new data from neighbouring regions of each county
 
 


Neighbor_7_Day_Cases
Aggregated seven day cases from neighbouring regions of each county
 
 


Neighbor_7_Day_Incidence
Aggregated seven day incidence rate from neighbouring regions of each county
 


Neighbor_Number_of_Deaths
Aggregated number of death from neighbouring regions of each county
DOI: 10.15468/dl.dxrqz9
title: Occurrence Download

description: A dataset containing 39344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aquila adalberti",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((40.81373 29.26705, 40.81373 50.94, -6.6 50.94, -6.6 29.26705, 40.81373 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 39344 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026497-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5br726
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguis cephallonica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((40.81373 29.26705, 40.81373 50.94, -6.6 50.94, -6.6 29.26705, 40.81373 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 130 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026504-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30053221
title: 40 K SNP data of 506 mud crabs

description: A total of 508 mud crabs were genotyped using the "Xiexin No. 1" 40 K SNP array that contains probes for 40,352 core SNPs. To obtain the high-quality genotype data, SNPs were filtered using PLINK software (v 1.9) with the following criteria: SNPs with MAF lower than 0.05 or more than 10% missing genotypes were excluded, and samples with call rate lower than 90% were removed. The remaining missing genotypes were imputed using Beagle (v 5.4) default. Finally, a total of 32,621 SNPs and 506 samples remained for genomic selection analysis.
DOI: 10.6084/m9.figshare.30053221.v1
title: 40 K SNP data of 506 mud crabs

description: A total of 508 mud crabs were genotyped using the "Xiexin No. 1" 40 K SNP array that contains probes for 40,352 core SNPs. To obtain the high-quality genotype data, SNPs were filtered using PLINK software (v 1.9) with the following criteria: SNPs with MAF lower than 0.05 or more than 10% missing genotypes were excluded, and samples with call rate lower than 90% were removed. The remaining missing genotypes were imputed using Beagle (v 5.4) default. Finally, a total of 32,621 SNPs and 506 samples remained for genomic selection analysis.
DOI: 10.6084/m9.figshare.30053358
title: Facilitators of and barriers to adaptive video gaming participation among individuals with physical disabilities

description: Participation in leisure and recreational activities has been associated with improvements in quality of life and social relationships for individuals with physical disabilities. The purpose of this study was to determine the most frequent facilitators and barriers that individuals with physical disabilities experience, both when starting with adaptive video gaming and when maintaining participation. A self-administered survey was used to collect data from individuals who currently participate in adaptive gaming and included three sections: (1) Demographic Section, (2) Gamer Habits Section, and (3) Facilitators and Barriers to Adaptive Gaming Section. A total of 256 participants met inclusion criteria and completed the study survey. Family, friends, rehabilitation staff members, social media/YouTube, and peer support were found to play a role in facilitating the initiation of adaptive gaming participation. Common facilitators of adaptive gaming were fun/entertainment, stress relief/relaxation, and prior involvement in video gaming. Barriers to adaptive gaming participation were cost of equipment and difficulties with gameplay. Older age and greater severity of hand impairment were associated with experiencing a higher number of barriers (<i>p</i> &lt; 0.01). Improving funding resources, game accessibility, and access to professional assistance for adaptive gaming may help overcome some of the commonly reported barriers in this study.
DOI: 10.6084/m9.figshare.30053358.v1
title: Facilitators of and barriers to adaptive video gaming participation among individuals with physical disabilities

description: Participation in leisure and recreational activities has been associated with improvements in quality of life and social relationships for individuals with physical disabilities. The purpose of this study was to determine the most frequent facilitators and barriers that individuals with physical disabilities experience, both when starting with adaptive video gaming and when maintaining participation. A self-administered survey was used to collect data from individuals who currently participate in adaptive gaming and included three sections: (1) Demographic Section, (2) Gamer Habits Section, and (3) Facilitators and Barriers to Adaptive Gaming Section. A total of 256 participants met inclusion criteria and completed the study survey. Family, friends, rehabilitation staff members, social media/YouTube, and peer support were found to play a role in facilitating the initiation of adaptive gaming participation. Common facilitators of adaptive gaming were fun/entertainment, stress relief/relaxation, and prior involvement in video gaming. Barriers to adaptive gaming participation were cost of equipment and difficulties with gameplay. Older age and greater severity of hand impairment were associated with experiencing a higher number of barriers (<i>p</i> &lt; 0.01). Improving funding resources, game accessibility, and access to professional assistance for adaptive gaming may help overcome some of the commonly reported barriers in this study.
DOI: 10.15468/dl.gmje5g
title: Occurrence Download

description: A dataset containing 265889 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prunus serotina"
 ]
}

 The dataset includes 265889 records from 920 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026449-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hcxx7
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((51.38171 25.20424,51.39836 25.21179,51.37708 25.26003,51.33571 25.24664,51.35768 25.19342,51.38171 25.20424))"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066561-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auxubm
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum parviflorum Rhode ex Flüggé"
 ]
}

 The dataset includes 401 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062001-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yyqmx
title: Occurrence Download

description: A dataset containing 475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pholidota"
 ]
}

 The dataset includes 475 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017464-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juk9dq
title: Occurrence Download

description: A dataset listing the 32218 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of Vienna, Institute for Botany - Herbarium WU"
 ]
}

 The dataset's 32218 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066548-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5ecfy
title: Occurrence Download

description: A dataset containing 698371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Anthus rubescens",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 698371 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061971-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tftfav
title: Occurrence Download

description: A dataset listing the 9993 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Belarus",
 "GadmGid is BLR"
 ]
}

 The dataset's 9993 records were derived from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001794-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udy95e
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Planktic foraminifera abundance of Hole 84-569"
 ]
}

 The dataset includes 230 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030053-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tav62k
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum ovale Nees ex Steud."
 ]
}

 The dataset includes 95 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061984-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbf2uz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jonas distinctus (De Haan, 1835)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-14 42, 9 38, -7 26, -14 42))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011606-230828120925497/datasets/export for details.
DOI: 10.15468/dl.3nnwrh
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Espeletia steyermarkii Cuatrec."
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001819-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.linnca
title: Occurrence Download

description: A dataset containing 2282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "Year 1960-2018",
 "HasCoordinate is true",
 "TaxonKey is Anthocharis cardamines (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2282 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002486-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddy3f2
title: Occurrence Download

description: A dataset containing 884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is France",
 "TaxonKey is Talpa europaea Linnaeus, 1758"
 ]
}

 The dataset includes 884 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002486-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdd63a
title: Occurrence Download

description: A dataset containing 1427 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fejervarya multistriata (Hallowell, 1861)"
 ]
}

 The dataset includes 1427 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008961-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4t2c8u
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((24.47571 35.98718,54.52429 35.98718,54.52429 48.01282,24.47571 48.01282,24.47571 35.98718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vaccinium arctostaphylos L."
 ]
}

 The dataset's 1 records were derived from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001808-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvkp9r
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Felis concolor Linnaeus, 1771"
 ]
}

 The dataset includes 254 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039166-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9pv55
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum nudatum Luces"
 ]
}

 The dataset includes 29 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061974-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mcvqb
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Fiji",
 "TaxonKey is Holothuria scabra Jaeger, 1833"
 ]
}

 The dataset includes 66 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011877-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5u6j9r
title: Occurrence Download

description: A dataset containing 350799 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lupinus L."
 ]
}

 The dataset includes 350799 records from 794 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053049-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jru9u
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Veyretia rupicola (Garay) F.Barros"
 ]
}

 The dataset includes 143 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030125-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyve9m
title: Occurrence Download

description: A dataset containing 1746 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuscuta suaveolens Ser."
 ]
}

 The dataset includes 1746 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006659-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzajvk
title: Occurrence Download

description: A dataset containing 48381 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dodonaea viscosa (L.) Jacq."
 ]
}

 The dataset includes 48381 records from 418 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072151-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0qqzfg
title: Occurrence Download

description: A dataset containing 1223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lutjanus russellii (Bleeker, 1849)"
 ]
}

 The dataset includes 1223 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003228-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.