cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14949244
title: GoiEner Smart Meter Dataset (Version 7)

description: This dataset is the result of a multi-stage processing pipeline applied to raw SIMEL (Sistema de Medidas Eléctricas) files. The pipeline involves splitting the raw SIMEL files into user-specific files, generating intermediate raw consumption time series, and finally imputing missing consumption values. The files included in this dataset are the end results of several of the processing scripts. The scripts used to generate these files can be found on GitHub: https://github.com/quesadagranja/GoiEner-v7. Detailed descriptions of each file and their contents are provided below.





imputed_goiener_v7.tar.zst



Content:This archive contains 28,807 CSV files, each representing an hourly consumption time series after the imputation process has been applied.

Columns (in each CSV file):• index: A timestamp indicating the date and time in the format “YYYY-MM-DD HH:MM:SS”.• fl: Indicates whether the timestamp falls within Daylight Saving Time (DST).• kWh: The energy consumption measured in kilowatt-hours.• imp: An imputation flag, where 0 indicates an original (non-imputed) value and any nonzero value indicates that the consumption value was imputed.





simel.tar.zst



Content:This archive contains 99,219 raw SIMEL files. These files originate directly from the SIMEL system and include various measurement types such as A5D, B5D, F5D, P5D, RF5D, F1, P1, and P1D.

Note:The structure and number of columns in these files vary depending on the measurement type. Each file includes columns corresponding to timestamps, flags, input/output values, and additional parameters as defined by the processing scripts.





raw_goiener_v7.tar.zst



Content:This archive comprises 28,807 CSV files that contain the raw consumption time series data before the imputation process.

Columns (in each CSV file):• dt: The date and time of the measurement in the format “YYYY/MM/DD HH:MM”.• fl: Indicates whether the timestamp falls within Daylight Saving Time (DST).• kWh: The measured energy consumption in kilowatt-hours.





metadata.csv



Content:This CSV file includes metadata for consumers and their supply points.

Columns:• cups: A unique identifier for the supply point (CUPS: Código Universal del Punto de Suministro).• fecha_alta: The registration date of the supply point.• fecha_baja: The deregistration date, or “NA” if the supply point is still active.• p1_kw, p2_kw, p3_kw, p4_kw, p5_kw, p6_kw: Power ratings in kilowatts for different contracts.• codigo_postal: The postal code.• cnae: The CNAE code representing the economic activity classification.• tarifa_atr: The tariff attribution code (if applicable).





imputed_samples.csv



Content:This CSV file provides statistics on the imputation process for each processed consumption file.

Columns:• fname: The filename of the processed consumption file.• total_samples: The total number of hourly samples in that file.• imputed_samples: The number of samples where the consumption value was imputed due to missing data.• pct: The percentage of samples imputed, calculated as (imputed_samples / total_samples) * 100.
DOI: 10.5281/zenodo.14949245
title: GoiEner Smart Meter Dataset (Version 7)

description: This dataset is the result of a multi-stage processing pipeline applied to raw SIMEL (Sistema de Medidas Eléctricas) files. The pipeline involves splitting the raw SIMEL files into user-specific files, generating intermediate raw consumption time series, and finally imputing missing consumption values. The files included in this dataset are the end results of several of the processing scripts. The scripts used to generate these files can be found on GitHub: https://github.com/quesadagranja/GoiEner-v7. Detailed descriptions of each file and their contents are provided below.





imputed_goiener_v7.tar.zst



Content:This archive contains 28,807 CSV files, each representing an hourly consumption time series after the imputation process has been applied.

Columns (in each CSV file):• index: A timestamp indicating the date and time in the format “YYYY-MM-DD HH:MM:SS”.• fl: Indicates whether the timestamp falls within Daylight Saving Time (DST).• kWh: The energy consumption measured in kilowatt-hours.• imp: An imputation flag, where 0 indicates an original (non-imputed) value and any nonzero value indicates that the consumption value was imputed.





simel.tar.zst



Content:This archive contains 99,219 raw SIMEL files. These files originate directly from the SIMEL system and include various measurement types such as A5D, B5D, F5D, P5D, RF5D, F1, P1, and P1D.

Note:The structure and number of columns in these files vary depending on the measurement type. Each file includes columns corresponding to timestamps, flags, input/output values, and additional parameters as defined by the processing scripts.





raw_goiener_v7.tar.zst



Content:This archive comprises 28,807 CSV files that contain the raw consumption time series data before the imputation process.

Columns (in each CSV file):• dt: The date and time of the measurement in the format “YYYY/MM/DD HH:MM”.• fl: Indicates whether the timestamp falls within Daylight Saving Time (DST).• kWh: The measured energy consumption in kilowatt-hours.





metadata.csv



Content:This CSV file includes metadata for consumers and their supply points.

Columns:• cups: A unique identifier for the supply point (CUPS: Código Universal del Punto de Suministro).• fecha_alta: The registration date of the supply point.• fecha_baja: The deregistration date, or “NA” if the supply point is still active.• p1_kw, p2_kw, p3_kw, p4_kw, p5_kw, p6_kw: Power ratings in kilowatts for different contracts.• codigo_postal: The postal code.• cnae: The CNAE code representing the economic activity classification.• tarifa_atr: The tariff attribution code (if applicable).





imputed_samples.csv



Content:This CSV file provides statistics on the imputation process for each processed consumption file.

Columns:• fname: The filename of the processed consumption file.• total_samples: The total number of hourly samples in that file.• imputed_samples: The number of samples where the consumption value was imputed due to missing data.• pct: The percentage of samples imputed, calculated as (imputed_samples / total_samples) * 100.
DOI: 10.5281/zenodo.7859412
title: GoiEner smart meters raw data

description: For processed data files more suitable for use, please refer to the <strong><em>GoiEner Smart Meters Data</em></strong> dataset: DOI 10.5281/zenodo.7362094 The <em><strong>GoiEner Raw Files</strong></em> dataset contains a complete set of raw data from the customer database of the Spanish renewable energy cooperative GoiEner, obtained from smart meters. Founded in the Basque Country in 2012, GoiEner has made available this extensive dataset, which includes the <strong>raw electricity consumption data</strong> (and self-generation) for all its customers. The supply points provided comprise a diverse range of customers, such as households, offices, small and medium-sized enterprises (SMEs), industrial buildings, and public facilities.<br> <br> This dataset spans the entire period from the first records using smart meters in <strong>late 2014 until June 2022</strong>. It consists of <strong>71,048 files</strong> containing information on consumption, generation, contracted power, pricing, and other related data for each supply point in the grid. These files serve as the primary source for managing electricity supply contracts between distributors and retailers, as well as for user billing. The formats and specifications of the files adhere to the guidelines set by the Spanish electricity market regulator, the <em>National Commission of Markets and Competition</em> (<em>CNMC</em>), which establishes the <em>Electricity Metering Information System</em> (<em>SIMEL</em>).
description: Acknowledgements: These data have been collected within the framework of the WHY project. This project has received funding from the European Union's Horizon 2020 research and innovation program under grant agreement No 891943.
DOI: 10.15468/dl.k7j2du
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Litoria eucnemis (Lönnberg, 1900)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 393 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002152-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwz7s8
title: Occurrence Download

description: A dataset containing 38107079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Asteraceae)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38107079 records from 7267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002183-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqpnzu
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nototriton barbouri"
 ]
}

 The dataset includes 37 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059079-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctr7k9
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus fuscescens (Houttuyn, 1782)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 389 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015923-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc6jjj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coptis quinquesecta W.T.Wang"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015924-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxtjcx
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Juglans regia L.",
 "Year 1980-2024"
 ]
}

 The dataset includes 247 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015926-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucdt6b
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus spinus (Linnaeus, 1758)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 108 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015927-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55rq3m
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus argenteus (Quoy & Gaimard, 1825)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 269 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015930-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bks3s
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Solenopsis invicta Buren, 1972"
 ]
}

 The dataset includes 103 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015932-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3swd99
title: Occurrence Download

description: A dataset containing 559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hexagrammos otakii Jordan & Starks, 1895",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 559 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015934-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udpz3x
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121 42,128 42,128 49,121 49,121 42))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anser anser (Linnaeus, 1758)",
 "Year 2000-2024"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015935-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhpkqu
title: Occurrence Download

description: A dataset containing 1479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ziziphus jujuba Mill.",
 "Year 1950-2024"
 ]
}

 The dataset includes 1479 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015936-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2ehxr
title: Occurrence Download

description: A dataset containing 4050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelonia mydas (Linnaeus, 1758)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4050 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015939-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hg42q
title: Occurrence Download

description: A dataset containing 724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diaphus metopoclampus (Cocco, 1829)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 724 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015940-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42hnnq
title: Occurrence Download

description: A dataset containing 359586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lyrurus tetrix (Linnaeus, 1758)"
 ]
}

 The dataset includes 359586 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015929-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9nzfb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Testudo mydas Linnaeus, 1758",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015942-241126133413365/datasets/export for details.
DOI: 10.15468/dl.arh432
title: Occurrence Download

description: A dataset containing 3175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis lupus baileyi Nelson & Goldman, 1929"
 ]
}

 The dataset includes 3175 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015944-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5rrft
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isurus oxyrinchus Rafinesque, 1810",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 683 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015946-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13144818
title: A Millimeter-Scale Change in Leaf Litter Placement Within Soil-Water Interfaces Alters Carbon Dioxide and Methane Emission
DOI: 10.5281/zenodo.13144819
title: A Millimeter-Scale Change in Leaf Litter Placement Within Soil-Water Interfaces Alters Carbon Dioxide and Methane Emission
DOI: 10.15468/dl.y6qj3s
title: Occurrence Download

description: A dataset containing 2353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cunninghamia lanceolata (Lamb.) Hook."
 ]
}

 The dataset includes 2353 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015948-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsx9j7
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121 42,128 42,128 49,121 49,121 42))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anas zonorhyncha Swinhoe, 1866",
 "Year 2000-2024"
 ]
}

 The dataset includes 165 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015949-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t58vw
title: Occurrence Download

description: A dataset containing 359586 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lyrurus tetrix (Linnaeus, 1758)"
 ]
}

 The dataset includes 359586 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015938-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxur27
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121 42,128 42,128 49,121 49,121 42))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea cinerea Linnaeus, 1758",
 "Year 2000-2024"
 ]
}

 The dataset includes 185 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015951-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnu8hb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isurus paucus Guitart, 1966",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015952-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h24c6
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracaesio caerulea (Katayama, 1934)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015954-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrxn59
title: Occurrence Download

description: A dataset containing 151990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lyrurus tetrix (Linnaeus, 1758)",
 "Year 2014-2024"
 ]
}

 The dataset includes 151990 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015943-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.br549e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vegetichthys caeruleus Katayama, 1934",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015956-241126133413365/datasets/export for details.
DOI: 10.15468/dl.48n78q
title: Occurrence Download

description: A dataset containing 988 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tragopan caboti (Gould, 1857)"
 ]
}

 The dataset includes 988 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015958-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nkga6
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((121 42,128 42,128 49,121 49,121 42))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anas crecca Linnaeus, 1758",
 "Year 2000-2024"
 ]
}

 The dataset includes 41 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015959-241126133413365/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.27934656
title: Soil data.xlsx

description: To explore soil multifunctionality and its driving factors