cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.dmtbbr
title: Occurrence Download

description: A dataset containing 444 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manettia gracilis Cham. & Schltdl."
 ]
}

 The dataset includes 444 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015836-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0b6p0v
title: Occurrence Download

description: A dataset containing 1060 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlegmariurus taxifolius (Sw.) Á. & D.Löve"
 ]
}

 The dataset includes 1060 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002623-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ga4wp
title: Occurrence Download

description: A dataset containing 536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Artemisia annua L."
 ]
}

 The dataset includes 536 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290090-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsdztz
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico",
 "Country is Guatemala",
 "Country is Belize",
 "Country is El Salvador",
 "Country is Honduras",
 "Country is Nicaragua",
 "Country is Costa Rica",
 "Country is Panama"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Soleirolia soleirolii (Req.) Dandy"
 ]
}

 The dataset includes 80 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049356-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbh5ru
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is R. M. Bohart Museum of Entomology",
 "TaxonKey is Pieris rapae (Linnaeus, 1758)"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015836-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.statt8
title: Occurrence Download

description: A dataset containing 27456 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanoliseus patagonus (Vieillot, 1818)"
 ]
}

 The dataset includes 27456 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052712-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzsigd
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Monotygma lauta (A.Adams, 1853)"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002623-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afjk3g
title: Occurrence Download

description: A dataset containing 52870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gypaetus barbatus (Linnaeus, 1758)"
 ]
}

 The dataset includes 52870 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004225-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrb2tf
title: Occurrence Download

description: A dataset containing 1081 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coptotermes acinaciformis (Froggatt, 1898)"
 ]
}

 The dataset includes 1081 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065167-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lw3uon
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ochotona rufescens regina Thomas, 1911",
 "Geometry POLYGON((41.77 28.10,41.77 42.35,69.32 42.35,69.32 28.10,41.77 28.10))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015837-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvdeem
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Cercis siliquastrum L."
 ]
}

 The dataset includes 225 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002623-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10948930
title: UK Low Carbon Technology Database (UKLCTD)

description: UK Low Carbon Technology Database (UKLCTD)

Version used for revised paper submitted to Nature Energy: Sheridan Few, Predrag Djapic, Gpran Strbac, Jenny Nelson, Chiara Candelise, "A geographically disaggregated approach to integrate low-carbon technologies across local electricity networks"

Overview

This repository contains:

(1) The United Kingdom Low Carbon Technology Database (UKLCTD), a collection of real geographically disaggregated data on current deployment of small scale photovoltaics (PV), heat pumps (HPs), electric vehicles (EVs), network inrastructure, domestic and nondomestic meter density, electricity demand, and rurality at an LSOA / Scottish Data Zone level. (UKLCTD.csv)

(2) Scenarios for future deployment of PV, HPs, EVs, and battery storage upto 2050 at an LSOA level based upon current data, National Grid's Future Energy Scenarios (FES) and UKPN, NPG, and WPD's Distribution Future Energy Scenarios (DFES). (UKLCTD_Scenarios_DFES_base_[date].csv, 2050 file has PV deployment capped at two per meter)

(3) Raw data from which each of the above are generated, and R scripts used to generate the above databases from raw data. Links to sources of raw data are included in scripts to facilitate upadates to this framework as new data becomes available. (UKLCTD.zip)

Usage

R scripts in the zip file have a short comment at the start describing their function. Before running, 'root_path' variable will need to be updated in each script to reflect the path these files are kept in on your local repository.

The data may be explored using the following script:

- Import_UKLCTD.R

To generate the UKLCTD and scenarios from scratch, scripts are intended to be run in this order (names mostly self explanatory)

- Generate_UKLCTD.R- Add_substations_to_UKLCTD.R- Add_Scottish_rurality_to_UKLCTD.R- Generate_NG_scenarios.R- Add_DFES_scenarios_w_plot.R- Cap_Deployment.R

Each of these scripts generates data used by subsequent scripts. These are broken down into stages and commented as far as possible.

Data Structure

Data: All raw data is in "Input_Data". This data can be updated as new information becomes available (input data files, sheets, and cells referred to in the above scripts will likely need to be updated accordingly). Data produced by these scripts in "Intermediate Data" and "Output Data" folders depending on whether it is used by subsequent scripts. Plots are generated in the "Plots" folder

Attribution

If this framework has been useful, please cite the following papers outlining our methodology:

Few, S., Djapic, P., Strbac, G., Nelson J., Candelise C. A geographically disaggregated approach to integrate low-carbon technologies across local electricity networks. Nat Energy (2024). https://doi.org/10.1038/s41560-024-01542-6

Few, S., Djapic, P., Strbac, G., Nelson J., Candelise C. Assessing Local Costs and Impacts of Distributed Solar PV Using High Resolution Data from across Great Britain. Renewable Energy 162 (2020) 1140–50. https://doi.org/10.1016/j.renene.2020.08.025
DOI: 10.5281/zenodo.10948931
title: UK Low Carbon Technology Database (UKLCTD)

description: UK Low Carbon Technology Database (UKLCTD)

Version used for revised paper submitted to Nature Energy: Sheridan Few, Predrag Djapic, Gpran Strbac, Jenny Nelson, Chiara Candelise, "A geographically disaggregated approach to integrate low-carbon technologies across local electricity networks"

Overview

This repository contains:

(1) The United Kingdom Low Carbon Technology Database (UKLCTD), a collection of real geographically disaggregated data on current deployment of small scale photovoltaics (PV), heat pumps (HPs), electric vehicles (EVs), network inrastructure, domestic and nondomestic meter density, electricity demand, and rurality at an LSOA / Scottish Data Zone level. (UKLCTD.csv)

(2) Scenarios for future deployment of PV, HPs, EVs, and battery storage upto 2050 at an LSOA level based upon current data, National Grid's Future Energy Scenarios (FES) and UKPN, NPG, and WPD's Distribution Future Energy Scenarios (DFES). (UKLCTD_Scenarios_DFES_base_[date].csv, 2050 file has PV deployment capped at two per meter)

(3) Raw data from which each of the above are generated, and R scripts used to generate the above databases from raw data. Links to sources of raw data are included in scripts to facilitate upadates to this framework as new data becomes available. (UKLCTD.zip)

Usage

R scripts in the zip file have a short comment at the start describing their function. Before running, 'root_path' variable will need to be updated in each script to reflect the path these files are kept in on your local repository.

The data may be explored using the following script:

- Import_UKLCTD.R

To generate the UKLCTD and scenarios from scratch, scripts are intended to be run in this order (names mostly self explanatory)

- Generate_UKLCTD.R- Add_substations_to_UKLCTD.R- Add_Scottish_rurality_to_UKLCTD.R- Generate_NG_scenarios.R- Add_DFES_scenarios_w_plot.R- Cap_Deployment.R

Each of these scripts generates data used by subsequent scripts. These are broken down into stages and commented as far as possible.

Data Structure

Data: All raw data is in "Input_Data". This data can be updated as new information becomes available (input data files, sheets, and cells referred to in the above scripts will likely need to be updated accordingly). Data produced by these scripts in "Intermediate Data" and "Output Data" folders depending on whether it is used by subsequent scripts. Plots are generated in the "Plots" folder

Attribution

If this framework has been useful, please cite the following papers outlining our methodology:

Few, S., Djapic, P., Strbac, G., Nelson J., Candelise C. A geographically disaggregated approach to integrate low-carbon technologies across local electricity networks. Nat Energy (2024). https://doi.org/10.1038/s41560-024-01542-6

Few, S., Djapic, P., Strbac, G., Nelson J., Candelise C. Assessing Local Costs and Impacts of Distributed Solar PV Using High Resolution Data from across Great Britain. Renewable Energy 162 (2020) 1140–50. https://doi.org/10.1016/j.renene.2020.08.025
DOI: 10.15468/dl.86ze95
title: Occurrence Download

description: A dataset containing 7063 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthemum violaceum (Cav.) Pers."
 ]
}

 The dataset includes 7063 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290100-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fa3zk2
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico",
 "Country is Guatemala",
 "Country is Belize",
 "Country is El Salvador",
 "Country is Honduras",
 "Country is Nicaragua",
 "Country is Costa Rica",
 "Country is Panama"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Solanum viarum Dunal"
 ]
}

 The dataset includes 153 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049351-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6f5g4m
title: Occurrence Download

description: A dataset containing 500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is osac-lepidoptera-2018-07-01",
 "TaxonKey is Pieris rapae (Linnaeus, 1758)"
 ]
}

 The dataset includes 500 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015838-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfxt8y
title: Occurrence Download

description: A dataset containing 2192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arnica montana L.",
 "MediaType is Image",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 2192 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000558-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvyyom
title: Occurrence Download

description: A dataset containing 486 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleopeltis lindeniana (Kunze) A.R.Sm. & Tejero"
 ]
}

 The dataset includes 486 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002623-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kya5n9
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-16.76324 35.62063,34.56488 35.62063,34.56488 56.14309,-16.76324 56.14309,-16.76324 35.62063))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megachile sculpturalis Smith, 1853"
 ]
}

 The dataset includes 165 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059141-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsjjhh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bruchus Geoffroy, 1762)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "Year is greater than 1945"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278451-200613084148143/datasets/export for details.
DOI: 10.15468/dl.jwneto
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.28427 -26.31371,-70.28427 -3.68629,-13.71573 -3.68629,-13.71573 -26.31371,-70.28427 -26.31371))",
 "HasCoordinate is true",
 "TaxonKey is Laminaria abyssalis A.B.Joly & E.C.Oliveira",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015839-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.853crg
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ateles hybridus I.Geoffroy Saint-Hilaire, 1829"
 ]
}

 The dataset includes 119 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002624-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l6mavt
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cabassous unicinctus (Linnaeus, 1758)"
 ]
}

 The dataset includes 125 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006867-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fdk3t
title: Occurrence Download

description: A dataset containing 3882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bracon Fabricius, 1804)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "Year is greater than 1945"
 ]
}

 The dataset includes 3882 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278427-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.inli6z
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stanleya confertiflora (B.L.Rob.) T.J.Howell"
 ]
}

 The dataset includes 123 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015840-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3a4eu
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Farlowella smithi Fowler, 1913",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002624-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ay4z54
title: Occurrence Download

description: A dataset containing 18937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2024",
 "Geometry POLYGON ((-130.7383528944533 -59.46314024951374, -130.7383528944533 32.71876227804215, -26.26729810228821 32.71876227804215, -26.26729810228821 -59.46314024951374, -130.7383528944533 -59.46314024951374))",
 "OccurrenceStatus is Present",
 "TaxonKey is Procnias tricarunculatus (J.Verreaux & E.Verreaux, 1853)"
 ]
}

 The dataset includes 18937 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052714-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aer8qn
title: Occurrence Download

description: A dataset containing 31881 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brassica rapa L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "Year is greater than 1945"
 ]
}

 The dataset includes 31881 records from 414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278435-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nemwn3
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Collema flaccidum (Ach.) Ach.",
 "MediaType is Image",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 86 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001031-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnnac7
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1950-2019",
 "HasCoordinate is true",
 "TaxonKey is Bactrocera frauenfeldi (Schiner, 1868)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 45 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014639-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m85g86
title: Occurrence Download

description: A dataset containing 94264 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium draba L."
 ]
}

 The dataset includes 94264 records from 1032 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063266-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.go8f0i
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bufo luetkenii Boulenger, 1891",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 54 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014645-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ravfnp
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((7.025 53.325,7.075 53.325,7.075 53.375,7.025 53.375,7.025 53.325))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 34 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0308058-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.