Skip to main content

Exploratory data analysis and presentation tool

Project description

Data Oriented Report Automator (DORA)

DORA Logo

DORA Demo

An interactive command-line tool to automate Exploratory Data Analysis (EDA) and generate beautiful, insightful reports in seconds.

What is DORA?

DORA is a tool that does the heavy lifting of data analysis for you. Instead of writing code to create charts and calculate statistics, you give DORA your data file, and it builds a comprehensive, beautiful HTML report automatically.

If you have used tools like ydata-profiling and sweetviz, DORA lets you do more. It provides a way to process kaggle dataset as well without a lot of clutter.

Get started in 2 minutes

  1. Install DORA

Open your terminal and run the following command:

pip install dora-eda
  1. Run DORA

Simply run the following command: DORA supports the following file formats: .csv, .xlsx, .json, .parquet

dora

An interactive wizard will appear and ask a few simple questions:

  • What is the path to your data file? (You can type a path like data/raw/insurance or even a Kaggle dataset URL like https://www.kaggle.com/datasets/sakshisatre/tips-dataset)
  • Where should we save the report?
  • What kind of analysis do you want?

Sit back for a few seconds, and DORA will generate your report.

Example:

DORA Demo

Usage Examples

The Easy Way (Interactive Wizard) Best for first-time users or quick checks.

dora

Just follow the prompts on the screen. DORA will handle the rest.

The Automation Way If you run the same analysis often, you can save your configuration in a YAML file and run DORA with the --config flag.

dora --config config.yaml

What Do I Get?

After DORA finishes, check the output folder you selected to find:

  1. eda_report.html: The main report. double-click to open it in your browser.
  2. charts/: A folder containing all the charts generated by DORA.

Contribution

I love help from the community! If you are a developer and want to improve DORA, check out our contribution guide to get started with setting up the developer environment.

License

DORA is licensed under the MIT License. See LICENSE for details.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

dora_eda-3.2.2.tar.gz (20.0 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

dora_eda-3.2.2-py3-none-any.whl (25.3 kB view details)

Uploaded Python 3

File details

Details for the file dora_eda-3.2.2.tar.gz.

File metadata

  • Download URL: dora_eda-3.2.2.tar.gz
  • Upload date:
  • Size: 20.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.2.1 CPython/3.13.11 Linux/6.11.0-1018-azure

File hashes

Hashes for dora_eda-3.2.2.tar.gz
Algorithm Hash digest
SHA256 337d430fea7113f953d67830b03983614f8be284a4b89ed51151119523b73a7a
MD5 ea918a696802b8d669e14692e8ab5516
BLAKE2b-256 8a034accb62edafc0e12ca2d6da49e2596fe7c999320a7bb08d72c73ea45b152

See more details on using hashes here.

File details

Details for the file dora_eda-3.2.2-py3-none-any.whl.

File metadata

  • Download URL: dora_eda-3.2.2-py3-none-any.whl
  • Upload date:
  • Size: 25.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/2.2.1 CPython/3.13.11 Linux/6.11.0-1018-azure

File hashes

Hashes for dora_eda-3.2.2-py3-none-any.whl
Algorithm Hash digest
SHA256 b31abf5521ea999c884307c27058f7daac6a6b1d794f69ca8b0a681e980f56e3
MD5 9a87d571814274a3fb641cb922b9a26d
BLAKE2b-256 ce0d0578d3be69aa749a0aafa869b55944405ab645650bcb0ef8aa2804099987

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page