Open_Data

Recopilación de información sobre Open Data. Links, libros, blogs y otra información interesante.

Fuentes de datos abiertos y APIs

• 20 Awesome Websites For Collecting Big Data
• 25 Open Datasets for Deep Learning Every Data Scientist Must Work With
• 25 Open Datasets for Deep Learning Every Data Scientist Must Work With
• 25 Satellite Maps To See Earth in New Ways
• 30 Amazing (And Free) Big Data And AI Public Data Sources For 2018
• 46 museos y bibliotecas que han digitalizado todo su conocimiento y lo ofrecen gratis en internet
• AENA - Estadísticas de tráfico aéreo
• Agencia Tributaria. Estadísticas
• AI for Copernicus - a data repository by CALLISTO
• AI4SmallFarms: A Data Set for Crop Field Delineation in Southeast Asian Smallholder Farms
• AID: A Benchmark Dataset for Performance Evaluation of Aerial Scene Classification
• Alaska Satellite Facility
• Amazon product data 2014
• Amazon product data 2018
• Análisis de 1.100 millones de trayectos de taxis y uber en NYC
• API de Facebook
• API de GitHub
• Argo Floats - Global ocean observations of temperature, salinity, and pressure.
• API TomTom. Tráfico en ciudades
• Armed Conflict Location & Event Data Project (ACLED)
• ASTER Global DEM (GDEM) - ASTER Global Digital Elevation Model 1 arc second
• ArcticDEM - High-resolution DEM for the Arctic region
• Awesome Geospatial
• Awesome Public Datasets 1
• Awesome Public Datasets 2
• Awesome Sentinel. Copernicus Sentinel Satellites resources
• awesome-gee-community-datasets
• AWS Data Exchange
• AWS Datasets
• AWS Open Data Geo
• AWS Open Data
• Ayuntamiento de Madrid. Censo de locales, sus actividades y terrazas de hostelería y restauración
• Berkeley Earth - Global land temperature and air pollution datasets.
• Blog. 100 recursos sobre Big Data y Data Science
• British Ordnance Survey Data Hub
• BUILDING OUTLINE EXTRACTION OF ENSCHEDE, THE NETHERLANDS USING AERIAL IMAGES AND DIGITAL SURFACE MODELS
• CaixaBank Research
• CGIAR-CSI SRTM - SRTM 90m Digital Elevation Database v4.1
• Canada Open Government Portal
• Center for Applied Internet Data Analysis
• Center for Disease Control
• CHIRPS: Rainfall Estimates from Rain Gauge and Satellite Observations - High-resolution precipitation data.
• CIS. Centro de Investigaciones Sociológicas
• Climate Data Online
• Climate Change Knowledge Porta - Country-specific climate risks, data, and projections.
• Climate TRACE
• Cómo los datos abiertos pueden ayudar en la crisis de los refugiados
• Copernicus Atmosphere Monitoring Service (CAMS) Global Near-Real-Time
• Copernicus Open Access Hub
• Copernicus DEM - European Digital Elevation Model (EU-DEM)
• Copernicus Marine Environment Monitoring Service (CMEMS) - Ocean monitoring for sea surface temperature, sea level, and salinity.
• CRAN Task View OpenData
• Crimen en UK
• DANS Data Station Physical and Technical Sciences
• Data Derived from OpenStreetMap for Download
• Data Kicks
• Data on CO2 and Greenhouse Gas Emissions by Our World in Data
• Data World
• Datasets de ejemplo de IBM Watson Analytics
• Datasets de Quandl
• Dataset4EO
• Datos abiertos Ayuntamiento de Valencia
• Datos abiertos de la Generalitat de Cataluña
• Datos abiertos de la Unión Europea
• Datos abiertos de Santander
• Datos abiertos del Ayuntamiento de Madrid
• Datos Abiertos del Consorcio Regional de Transportes de Madrid
• Datos abiertos del gobierno de España
• Datos abiertos Junta de Andalucía
• Datos de la Eurocopa 2024
• Datos de todos los vuelos en USA entre 1987 y 2008 (datos originales)
• Datos de todos los vuelos en USA entre 1987 y 2008 (otra fuente y ejemplos de uso en H2O). 120G
• Datos estadísticos DGT
• Datosclima. Base de datos meteo
• DH Network
• Digital Earth Africa (DE Africa) Map
• Dirección General de Tráfico (DGT)
• Dynamic World V1 Land Use
• EarthEnv-DEM90 digital elevation model - Global DEM created from multiple datasets
• EarthView dataset
• ECMWF ERA5 - Hourly reanalysis climate data (temperature, precipitation, wind, etc.).
• EM-DAT - The international disaster database
• EDGAR - Emissions Database for Global Atmospheric Research
• EnMAP. The German Spaceborne Imaging Spectrometer Mission
• El planeta Tierra en AWS
• ERA DATASET. Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos
• ERA5 Daily Aggregates - Latest Climate Reanalysis Produced by ECMWF / Copernicus Climate Change Service
• ESA OpenSR - Robust, accountable super-resolution for Sentinel-2 and beyond
• ESA Third Party Missions (TPM)
• ESA WorldCover 2021. Global land cover product at 10 m for 2021 based on Sentinel-1 and 2 data
• España. Estadísticas de mercado de trabajo
• España. Inmigración. Estadísticas
• España. Seguridad Social. Estadísticas
• Esri Open Data Hub
• European Banking Authority (EBA)
• European Data Portal
• FAO Map Catalog
• FAO's Global Information System on Water and Agriculture
• FBREF - Estadísticas e Historia del Fútbol
• Fields of The World (FTW)
• Fivethirtyeight
• FLUXNET - Data from flux towers for carbon, water, and energy exchange monitoring.
• Fondo Monetario Internacional
• Free GIS Data
• Freshwater Ecoregions of the World
• Fuentes de datos espaciales (Diva-GIS)
• Functional Map of the World (fMoW) Dataset
• Gapminder
• gee-community-catalog
• geoBoundaries
• geodata.state.gov
• GEBCO (General Bathymetric Chart of the Oceans) - Bathymetric DEM for ocean floors
• Geonames Cities with population > 5000
• Geoportal Registradores
• Geospatial Data Catalogs
• Geospatial Data Abstraction Library (GDAL) links - Provides links to raster datasets from various organizations.
• GHSL - Global Human Settlement Layer
• Global Forest Change 2000-2023
• Global Flood Database v1 (2000-2018)
• Global Health Observatory (GHO) API
• GLOPOP-S. A global dataset of 7 billion individuals with socio-economic characteristics (sintetic) Data Github Paper
• Global Historical Climatology Network (GHCN) - Weather station data for precipitation, temperature, and more.
• Global Land Cover Facility - Land cover and vegetation datasets.
• Gobierno Estados Unidos
• Google Books Ngram Viewe
• Google Cloud Vision API
• Google Datset Search
• Google Earth Engine Catalog
• Google finanzas
• Google Open Buildings
• Google Patents Public Data
• Google Public Data
• Google-Microsoft-OSM Open Buildings - combined by VIDA
• Helsinki Open Data
• Hugging Face Datasets
• HydroRIVERS
• Idealista ux&tech
• idealista18 - 2018 real estate listings in Spain. 3 cities
• ImageNet database
• Infraestructura de Datos Espaciales de España
• Infraestructura de Datos Espaciales de la Comunidad de Madrid
• IPUMS GIS Boundary Files
• ISCGM Global Map
• ISIMIP3b bias-adjusted atmospheric climate input data
• JAXA’s Global ALOS 3D World (AW3D30) - ALOS Global Digital Surface Model "ALOS World 3D - 30m (AW3D30)"
• Kaggle datasets
• Kaggle Weekly Kernels Award Winner Announcements
• Land Information New Zealand (LINZ) Data Service
• Legacy Aircraft Noise and Performance (ANP) data
• LinkedIn - Data for Impact
• Lista de algunos datatsets dentro de paquetes de R
• M3LEO: A Multi-Modal Multi-Label Earth Observation Dataset
• Mapas de Open Street Maps
• Marine Regions
• Marine Cadastre (AIS)
• Mendeley Data
• Microsoft - A Planetary Computer for a Sustainable Future
• Microsoft Cognitive Services
• Microsoft Research Open Data
• More datasets for teaching data science: The expanded dslabs package
• Multi-Temporal Crop Classification with HLS Imagery across CONUS
• Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification
• Naciones Unidas. Datos detallados de comercio global
• NAIP: National Agriculture Imagery Program
• NASA Common Metadata Repository (CMR) SpatioTemporal Asset Catalog (STAC)
• NASA Earth Observations (NEO)
• NASA
• NASA Fire Information for Resource Management System (FIRMS) - Near real-time data on wildfires from MODIS and VIIRS satellites.
• NASA Earthdata - Shuttle Radar Topography Mission (SRTM)
• NASA POWER (Prediction of Worldwide Energy Resources) - Provides global weather and solar radiation data for energy, agriculture, and environmental sectors.
• NASDAQ
• National Historical Geographic Information System (NHGIS)
• National Map (USGS) - National Elevation Dataset (NED), LiDAR, and more
• Natural Earth Data - Raster data for relief and shaded relief imagery.
• Natural Earth
• Nature Scientific Data
• NHS Digital
• NHSR datasets
• NLP Datasets
• NOAA Daily Global Historical Climatology Network - Kaggle dataset
• NOAA. Agencia de meteo. USA.
• NOAA Global Forecast System (GFS) - Weather forecasts for temperature, precipitation, and wind.
• OCDE
• One versus One - European football statistics
• Openaerialmap - Aerial imagery collected by individuals and organizations.
• Open Africa dataset
• Open Data Barometer
• Open data EMT
• Open Data Inception. 1.600 portales abiertos
• Open Data Renfe
• Open Data Sources Database
• Open High-Resolution Satellite Imagery: The WorldStrat Dataset -- With Application to Super-Resolution
• Open Topography - Various high-resolution DEM datasets from LiDAR and other sources
• Open Trade Statistics
• openaddresses
• OpenCelliD - Open Database of Cell Towers
• Opendata del CERN
• Opendatasoft
• openflights.org/
• OpenGEOS data
• OpenWeatherMap
• OSM Landuse
• OSM-Building-Classification Data Code Paper - Classification of 67,705,475 buildings across the United States into residential and non-residential
• Overture - Fused-partitioned
• Overture Maps
• Paquete de R 'datasets'
• Paquete pasra acceder al API del Instituto de Canario de Estadística
• Pew Research Center
• Planet SkySat Public Ortho Imagery, Multispectral
• Propublica
• RapidAI4EO: A Corpus of Dense Time Series Satellite Imagery
• Rdatasets
• Recopilación de datasets de BigML
• Red Eléctrica Española (REE) - API
• Red Natura 2000
• Reddit datasets
• rspatialdata is a collection of data sources and tutorials on visualising spatial data using R
• SARDet-100K: large-scale multi-class SAR object detection dataset
• Satélite Landsat
• Satellite imagery datasets containing ships
• SEN12MS-CR. 22,218 patch triplets of corresponding Sentinel-1 dual-pol SAR data, Sentinel-2 multi-spectral images, and cloud-covered Sentinel-2 multi-spectral images
• Sen2Like
• SEN2NAIP - Remote sensing dataset designed to support conventional and reference-based SR model training
• Sentinel Hub NoR Sponsored Accounts and Data Collections
• Sentinel Satellite Data
• Sentinel-5P
• Sentinel-2 data set for the delineation of agricultural field boundaries in Flevoland, The Netherlands
• Síntesis de Indicadores e Informes Macroeconómicos
• SkyFi Geospatial Hub
• SkySat missions
• Socioeconomic Data and Applications Center (SEDAC)Link1 y Link2
• Some datasets for teaching data science
• Source Cooperative Featured Repositories
• STAC Index SpatioTemporal Asset Catalog (STAC)
• StatsBomb sports data
• TanDEM-X 90m DEM (DLR) - Global DEM generated from radar data
• Teaching of Statistics in the Health Sciences
• Tematicas.org Recopilación de series e índices
• Terra Populus
• Terraclimate - Monthly climate and hydrology data at a global scale.
• The Big Bad NLP Database
• The Government Finance Database
• The SpaceNet Datasets
• The World Bank Open Knowledge Repository
• The world’s economic database
• TidyRainbow
• TidyTuesday
• Tráfico en el Reino Unido
• UC Irvine Machine Learning Repository
• UC Merced Land Use Dataset
• UCI Machine Learning Repository
• UK Data Service
• UK Office for National Statistics
• UK Open Data
• UK Open Geography Portal
• Ultimos datos de Open Street Map. Spain
• Una recopilación de APIs públicas
• Una recopilación de datasets públicos
• Understat
• UNEP Environmental Data Explorer
• United Nations Platform for Space-based Information for Disaster Management and Emergency Response (un-spider.org) data sources
• United Nations World Urbanization Prospects
• Universidad de Harvard
• US Homeland Infrastructure Foundation-Level Data
• USGS 3DEP LiDAR Point Clouds
• USGS Earth Explorer - SRTM, ASTER GDEM, ALOS, and more
• Viewfinder Panoramas - High-quality DEM for remote regions
• WHU-RS19 is a set of satellite images exported from Google Earth
• World Economic Forum
• WorldCereal open global harmonized reference data repository [Data]](https://zenodo.org/records/7609500) Github
• Worldpop - Open Spatial Demographic Data y Worldpop Hub
• Yelp Dataset
• Zhu Lab - Data Science in Earth Observation
• Amazon AWS: este y este
• EarthNets for Earth Observation Page Github
• Facebook Neural-Code-Search-Evaluation-Dataset [dataset]](https://github.com/facebookresearch/Neural-Code-Search-Evaluation-Dataset) y noticia
• HREA: High Resolution Electricity Access. Universidad de Michigan y Microsoft
• IPUMS provides census and survey data from around the world Web y paquete ipumsr
• Maxar Open Data: Aquí y aquí
• MIT 1 y 2
• Natural Earth Vector. Github y Web
• Open Charge Map. Global Open Data registry of electric vehicle charging locations. Export y Ejemplo
• SSL4EO-S12 dataset. Large-scale multimodal multitemporal dataset for unsupervised/self-supervised pre-training in Earth observation Paper Github
• World Bank Open Data 1 y 2

Otras referencias interesantes

• 100 Active Blogs on Analytics, Big Data, Data Mining, Data Science, Machine Learning
• 100 Free Tutorials for Learning R
• 16 Cursos
• A dive into R Markdown
• A ggplot2 Tutorial for Beautiful Plotting in R
• AiTLAS: Benchmark Arena -- Open-source benchmark suite for evaluating deep learning approaches for image classification in Earth Observation (EO)
• An Introduction to Statistical Learning - Web R & Python
• ArcGIS to R spatial cheat sheet
• Awesome Data Science
• Awesome R
• BigEarthNet A Large-Scale Sentinel Benchmark Archive
• Bivariate Choropleth Maps: A How-to Guide
• blogdown: Creating Websites with R Markdown
• Blogs con github y Blogs con github y RStudio
• CAMIS - A PHUSE DVOST Working Group. The repository below provides examples of statistical methodology in different software and languages, along with a comparison of the results obtained and description of any discrepancies.
• Chuleta de expresiones regulares
• Chuleta general de R
• Codificación de caracteres
• Common Probability Distributions: The Data Scientist’s Crib Sheet
• Cómo crear una API en Python
• Computer vision
• Computerworld - Paquetes de R interesantes
• Curso Caltech. Learning from data
• Cursos para aprender más sobre R
• Data Science Blogs
• Data Science Cheatsheets
• Data Science Collected Resources
• Data Science Resources
• Data Scientist Roadmap
• Data Viz Catalogue
• Dataviz Project
• Dealing with Regular Expressions
• Ejemplos de Shiny
• Estadística con R
• EUMETSAT science studies
• Feature Engineering for Machine Learning
• Financial-Times / chart-doctor
• Formatos a medida para R Markdown
• Free R Reading Material
• From Data to Viz
• Galerias de graficos
• Ggplot
• GIS and mapping
• GIS formats
• Glosario de Machine Learning de Google
• Google Dataset Search
• Google Rules of Machine Learning: Best Practices for ML Engineering
• Google's best practices in machine learning
• HDRIs Images (HDRIs))
• HOT - Drone Tasking Manager
• htmlwidgets for R - gallery
• IDEAtlas. Developing AI-based methods to map and characterize informal settlements from Earth Observation data
• Información de Rmarkdown en R Studio
• Information is Beautiful Awards
• Information is beautiful
• Information is Beautiful
• Interactive 4D LiDAR Segmentation
• Investigative Journalism with Satellite Images
• Kaggle Winning Solutions
• Microsoft Presidio - Data Protection and De-identification SDK
• Naming files
• Otra lista de recursos variados en Github
• overpass turbo - Herremaienta de filtrado para OSM
• Pandoc User’s Guide
• Periodic Table Of Visualization Methods
• Plataforma H2O
• Practical Introduction to Web Scraping in R
• R Code – Best practices
• R Coding Style Guide
• R Data Science Tutorials
• R for Water Resources Data Science
• R Learning Path: From beginner to expert in R in 7 steps
• R Markdown cheatsheet
• R Markdown referencia
• R package primer
• R Universe search
• RDocumentation
• Regular Expression Language - Quick Reference
• Regular Expressions Every R programmer Should Know
• Remote Sensing for OSINT
• Remote sensing image retrieval
• RMarkdown Driven Development (RmdDD)
• rseek.org - rstats search engine
• Rstudio cheatsheets
• Simplifying the ROC and AUC metrics
• Soporte técnico de RStudio
• Study finds 94% of business spreadsheets have critical errors
• Template para documentos científicos con Rmarkdown
• The Chartmaker Directory
• The Data Visualisation Catalogue
• The R Graph Gallery
• The State of Naming Conventions in R
• The TimeViz Browser 2.0
• Tipos de licencias de software
• Tipos de licencias open data (minicurso de data.europa.edu)
• Tutorials for learning R
• UK government using R to modernize reporting of official statistics
• Usar git
• useR! Machine Learning Tutorial
• Using Geospatial Data in R
• Utilizando Sweave y Knitr
• Web Scraping TripAdvisor, Text Mining and Sentiment Analysis for Hotel Reviews
• Writing an R package from scratch
• Global Fishing Watch. AI and satellite imagery to reveal the expanding footprint of human activity at sea. Post. Github. Train data. Analysis data and Vessel detection from Sentinel-1 SAR
• Legalidad Web sraping: Is Web Scraping Legal? : The Definitive Guide (2024 update) y Web Scraping: ¿legal o ilegal?
• Pautas para dar formato al código programando en R: Google, Hadley Wickham (RStudio) y Coding Club
• Sistemas de Coordenadas. Aqui y aqui
• Statistical Learning de Stanford with R Curso, Libro, Código y Transparencias

Libros

• 10 Free Must-Read Books for Machine Learning and Data Science
• Advanced R
• Advanced Spatial Modeling with Stochastic Partial Differential Equations Using R and INLA
• An Introduction to R
• An Introduction to Spatial Data Analysis and Visualisation in R
• An R companion to Statistics: data analysis and modelling
• Análisis de datos y algoritmos de predicción con R
• Aprendiendo R sin morir en el intento
• Aprendizaje Estadístico con R
• Bayesian inference with INLA
• BBC Visual and Data Journalism cookbook for R graphics
• Big Book of R
• Bioinformática Estadística. Análisis estadístico de datos Ómicos
• Building reproducible analytical pipelines with R
• Command Line Basics for R Users
• Creating APIs in R with Plumber
• Data Analysis and Prediction Algorithms with R
• Data Science in Education Using R
• Data Skills for Reproducible Science
• Data Visualization with R
• Databases using R by RStudio
• Deep Learning and Scientific Computing with R torch
• Deep Learning
• Econometrics with the Tidyverse
• Efficient R programming
• Efficient Machine Learning with R
• Elegant and informative maps with tmap
• Engineering Production-Grade Shiny Apps
• Estadística básica
• Estilometría, análisis de textos en R para filólogos
• Exploring Complex Survey Data Analysis Using R
• Exploratory Data Analysis with R - Roger D. Peng
• Forecasting: Principles and Practice
• Geospatial Health Data: Modeling and Visualization with R-INLA and Shiny
• Handbook of Graphs and Networks in People Analytics With Examples in R and Python
• Handbook of Regression Modeling in People Analytics
• Handling Strings with R
• Hands-On Data Visualization
• Hands-On Machine Learning with R
• Hands-On Programming with R
• Happy Git and GitHub for the useR
• Interpretable Machine Learning
• Introducción a R
• Introduction to Econometrics with R
• Introduction to Probability for Data Science
• Introduction to urban accessibility: a practical guide in R
• JavaScript for R
• Learning Statistics with R
• Libro Vivo de Ciencia de Datos
• Linear Algebra for Data Science
• Model to Meaning
• Modern R with the tidyverse
• NASA Earthdata Cloud Cookbook
• Officeverse R & Office
• Open Source Technology in Clinical Data Analysis
• Outstanding User Interfaces with Shiny
• Predictive Soil Mapping with R
• Probabilidad básica
• Quantitative Politics with R
• R Advanced Spatial Lessons
• R for Data Analysis
• R for data science: tidyverse and beyond
• R for everyone
• R for Health Data Science
• R Graphics Cookbook
• R in action
• R intro
• R Markdown Cookbook
• R Markdown: The Definitive Guide
• R Notes for Professionals
• R Packages
• R para principiantes
• R para profesionales de los datos: una introducción
• R Programming for Data Science. Roger D. Peng.
• R Programming for Data Science
• R4JournalismBook
• rstudio4edu
• Simulación Estadística con R
• Spatial Analysis With R
• Spatial Data Science with applications in R
• Spatial Data Science
• Spatial Microsimulation with R
• Spatial Modelling for Data Scientists
• Statistical Inference via Data Science
• Supervised Machine Learning for Text Analysis in R
• Technical Foundations of Informatics
• Text Mining with R
• The 20 Best Data Science Books Available online in 2020
• The Art of Data Science
• The caret Package
• The R Book
• The Shiny AWS Book
• Think Bayes 2e
• Tidy Finance with R
• Tidy Finance
• Todos los libros en bookdown
• Twitter for Scientists
• What They Forgot to Teach You About R
• YaRrr! The Pirate’s Guide to R
• Applied Statistics with R Libro y Código
• Data Science Live Book Libro y Código
• Fundamentals of Data Visualization Libro y Código
• Geocomputation with R Libro y Código
• Introduction to Data Science Libro y Código
• Mastering Apache Spark with R Libro y Código
• R for Data Science. Inglés y Castellano
• R for Statistical Learning Libro y Código
• sits: Satellite Image Time Series Analysis on Earth Observation Data Cubes Libro y Kaggle