IDSEM, an invoices database of the Spanish electricity market

被引:0
|
作者
Sanchez, Javier [1 ]
Salgado, Agustin [1 ]
Garcia, Alejandro [1 ]
Monzon, Nelson [1 ]
机构
[1] Univ Las Palmas Gran Canaria ULPGC, Dept Comp Sci, Ctr Tecnol Imagen CTIM, Las Palmas Gran Canaria 35017, Spain
关键词
D O I
10.1038/s41597-022-01885-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This article describes a new database of electricity bills related to energy consumption in Spanish households. The dataset includes individual invoices containing information about the consumption and billing of each supply point. These documents include additional data about the customer, the contract, and the electricity company. We propose a pipeline for the creation of bill contents through a simulation process based on regulations and statistics from official bodies and electricity companies. This makes it possible to generate many documents with synthetic data. The simulation is based on 86 different labels, which are necessary to create realistic invoices. The dataset has 75 000 documents in PDF format with their corresponding labels in JSON files. It is useful for training machine learning algorithms and, in particular, for developing methods to automatically extract information from the bills. It is also interesting to design new algorithms for analyzing the behavior of electricity markets from different perspectives.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] IDSEM, an invoices database of the Spanish electricity market
    Javier Sánchez
    Agustín Salgado
    Alejandro García
    Nelson Monzón
    Scientific Data, 9
  • [2] MODELING OF THE PRICES IN THE SPANISH ELECTRICITY MARKET
    Ciarreta, Aitor
    Lagullon, Monica
    Zarraga, Ainhoa
    CUADERNOS DE ECONOMIA, 2011, 30 (54): : 227 - 250
  • [3] Market power in the Spanish electricity auction
    Aitor Ciarreta
    María Paz Espinosa
    Journal of Regulatory Economics, 2010, 37 : 42 - 69
  • [4] Market power in the Spanish electricity auction
    Ciarreta, Aitor
    Paz Espinosa, Maria
    JOURNAL OF REGULATORY ECONOMICS, 2010, 37 (01) : 42 - 69
  • [5] Leadership Relations in the Spanish Electricity Market
    Munoz San Miguel, Jesus
    2015 12TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM), 2015,
  • [6] Market power and market games: Evidence from the Spanish electricity market
    Marques, V.
    Soares, I.
    Fortunato, A.
    2005 International Conference on Future Power Systems (FPS), 2005, : 681 - 686
  • [7] The hedging effectiveness of electricity futures in the Spanish market
    Pena, Juan Ignacio
    FINANCE RESEARCH LETTERS, 2023, 53
  • [8] Price wars and collusion in the Spanish electricity market
    Fabra, N
    Toro, J
    INTERNATIONAL JOURNAL OF INDUSTRIAL ORGANIZATION, 2005, 23 (3-4) : 155 - 181
  • [9] MARKET AND REGULATION: THE EXPERIENCE IN THE SPANISH ELECTRICITY SECTOR
    Olivares Gallardo, Alberto
    REVISTA CHILENA DE DERECHO, 2014, 41 (01): : 205 - 228
  • [10] Impact of Renewable Generation in the Spanish Electricity Market
    Roldan-Fernandez, Juan-Manuel
    Burgos-Payan, Manuel
    Trigo-Garcia, Angel-Luis
    Daz-Garca, Juan-Luis
    Riquelme-Santos, Jesus-Manuel
    2014 11TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM), 2014,