Community & professional networks

Conferences and events

• NICAR
• Dataharvest
• CIJ Summer School
• Malofiej

Discussion platforms and associations

• Investigative Reporters and Editors
• Society for News Design
• Online News Association
• Online News Association

Social media and hashtags

• Data Driven Journalism

Data analysis

Notebooks and interactive computing

• Jupyter
• Quarto - format publishing (documents, presentations, sites)
• Google Colab
• Kaggle Notebooks
• Observable - native reactive notebooks
• Posit (RStudio)

Python ecosystem

• pandas
• NumPy
• matplotlib
• scikit-learn
• statsmodels
• NLTK

R ecosystem

• tidyverse
• ggplot2
• shiny
• sf
• tidytext

Data cleaning

PDF and document parsers

• CSV Lint
• GoodTables

Data collection tools

Browser-based and no-code scrapers

• Data Miner
• Chrome Scraper extension
• Chrome Scraper extension

PDF and document parsers

• Tabula
• Amazon Textract - based OCR and form recognition
• Camelot

Programming libraries

• Beautiful Soup
• rvest

Data Sets

• UK Government open data portal

Data sources

Government and international open data

• World Bank Open Data
• UN Data
• HDX - time updates
• Data.europa.eu

Specialized databases and APIs

• OpenCorporates
• OpenSecrets
• Global Forest Watch - real-time forest change data
• Epstein Exposed - text search, network graph, REST API)
• Pew Research Center — Download datasets
• IPUMS

Data visualization

Code-based visualization libraries

• D3.js - Driven Documents; maximum flexibility
• Vega-Lite
• Observable Plot - based, concise
• Chart.js
• Periodic table of Visualization
• Chartmaker — comparison of data visualisation tools

Online chart and graph builders

• Flourish

Timelines

• Preceden - Toki](http://www.tiki-toki.com/), Hstry

Education & learning

Formal education

• Specialization in data @ Columbia Journalism School
• Data journalism @ Sciences Po Paris

MOOCs and online learning

• Codecademy — Web API courses
• Doing Journalism with Data
• Python for Journalists

Facebook Accounts

• Data Driven Journalism
• Data journalism blog
• Data Driven Journalism

Fact-checking & verification

Claim and source verification

• Google Fact Check Tools - checks, API
• Duke Reporters' Lab — Fact-checking database
• Bellingcat Toolkit - source investigation techniques
• Check (Meedan)

Data integrity and provenance

• SecureDrop
• OpenTimestamps - evident documentation
• DocumentCloud

Image and media verification

• Google Images
• ExifTool
• Forensically
• Sensity

Formal education

• Specialization in data @ Columbia Journalism School
• Stanford Journalism Program. Data journalism and storytelling
• Data journalism @ City University London
• Training the Journalists of Tomorrow @ Tiburg University
• Data journalism in Russia, magister program @ High School of Economy

Handbooks and books

• CIJ Data Journalism Book
• Data Journalism Heist
• Data + Design
• Finding Stories in Spreadsheets
• Scraping for Journalists
• Organising an Online Investigation Team
• The Functional Art
• Facts are Sacred
• The Information Capital
• Knowledge is beautiful
• Knowledge is beautiful

Handbooks & guides

Foundational handbooks

• The Functional Art
• The Data Journalism Handbook - access guide with global case studies
• The Functional Art

Investigative methods

• GIJN Guide to Data Journalism
• Verification Handbook

Specialized manuals

• How Charts Lie
• Finding Stories in Spreadsheets
• Scraping for Journalists

Interactive storytelling

Annotation and diagramming

• Excalidraw - drawn style diagrams, collaborative
• Figma
• Miro
• FigJam - integrated whiteboarding

Audio and video

• Whisper (OpenAI)
• Descript - based audio/video editing, Overdub, collaboration
• Remotion

Immersive and 3D

• Three.js - based 3D for globes and scenes
• A-Frame - like markup

Scrollytelling and narrative platforms

• Shorthand
• ArcGIS StoryMaps - centric narratives

Journals, Publications and Magazines

• A short list of online articles and references on data journalism
• How to get started with GitHub for Dummies Journalists
• A short list of online articles and references on data journalism

MOOC's

• Learno.net data courses

Newsrooms & publications

Industry and academic publications

• Source (OpenNews)
• Nieman Lab
• Columbia Journalism Review
• Digital Journalism - reviewed

Research centers and institutes

• OpenNews
• GIJN
• ICIJ

Other Awesome Lists

• awesome-awesomeness
• Awesome Machine Learning
• awesome-python
• awesome-r
• lists
• awesome-dataviz
• Data Science IPython Notebooks.

Other resources

• Periodic table of Visualization
• Chartmaker - comparison of data visualisation tools
• MaryJo Webster's training materials
• Global Data Journalists Directory

Related resources

Curated datasets and tool directories

• FiveThirtyEight Data
• BuzzFeed News GitHub
• Kaggle Datasets
• Google Dataset Search
• Dateno
• Journalism Tools
• Source Guides
• Journalism Tools
• Journalism Tools
• Journalism Tools
• Journalism Tools
• Journalism Tools

Other awesome lists

• awesome-datascience
• awesome-d3
• awesome-opendata-rus
• awesome-public-datasets

Twitter Accounts

• Guardian Data
• Data Journalism Blog
• Data Driven Journalsim
• Simon Rogers @ Guardian Data Blog
• Daten Journalist
• Paurl Bradshaw

Visualization Online Tools

• Canva
• Charted
• Data Illustrator
• Datawrapper
• Datacopia
• InfoActive
• Venngage
• Data Illustrator
• Data Illustrator
• Data Illustrator
• Data Illustrator
• Data Illustrator
• Data Illustrator
• Data Illustrator
• Data Illustrator

Visualization Tools

• addepar
• capsidea
• datahero
• exhibit
• Gatherplot
• ggplot2
• Glue
• Google Chart Gallery
• jqplot
• Opendata-tools - list of open source data visualization tools
• r2d3
• rcharts
• tenxer
• Timeline
• variancecharts
• vida
• Wrangler
• ECharts
• cartodb
• Cube
• d3plus
• Glue
• Opendata-tools - list of open source data visualization tools
• rcharts
• Wrangler
• Matplotlib
• anychart
• highcarts
• nvd3

Visualization Tools (Timelines)

• Time Glider
• Tiki-Toki
• Hstry