Databroom is a cross-language data cleaning tool with CLI, GUI, and API. Clean CSV, Excel, or JSON files and generate reproducible scripts in Python (pandas) or R (tidyverse). Now supports saving and loading cleaning pipelines as JSON for fully automated, shareable workflows.
The 'port4me' tool: (1) finds a free TCP port in [1024,65535] that the user can open, (2) is designed to work in multi-user environments, (3), gives different users, different ports, (4) gives the user the same port over time with high probability, (5) gives different ports for different software tools, and (6) requires no configuration.