Skip to main content
Join the official Python Developers Survey 2018 and win valuable prizes: Start the survey!

Automated computational research notebook.

Project description

# Automatic Computational Research Notebook

acorn uses the mutability of python objects, together with decorators, to produce an automatic notebook for computational research. Common libraries like numpy, scipy, sklearn and pandas are mutated with decorators that enable logging of calls to important methods within those libraries.

This is really helpful for data science where experimenting with fits, pipelines and pre-processing transformations can result in hundreds of fits and predictions a day. At the end of the day, it is hard to remember which set of parameters produced that one fit, which (of course) you didn’t realize was important at the time.

## Basic Flow

1. Depending on the logging level, every time a method/function is called (whether bound or unbound), we log it into a JSON database. 2. The JSON database is analyzed using javascript by the browser to produce nice sets of objects, separated by project, task, date and specific object instances. 3. A nice UI using bootstrap populates the HTML dynamically.

## Synchronization

We recommend that the JSON database directory be configured on a Dropbox folder (later we will support Google Drive, etc.). The HTML notebook can be authorized (per session) to have access to Dropbox so that the JSON databases can be accessed from anywhere (and any device). There will also be a local django project that simulates the Dropbox REST API for local projects working off local databases. Otherwise, the HTML and javascript is completely standalone (i.e., no server backend required outside of the web service requests).

## Contribution

If this sparks your interest, please message us. The project is still in early development, so we can’t say more up front.

Project details


Supported by

Elastic Elastic Search Pingdom Pingdom Monitoring Google Google BigQuery Sentry Sentry Error logging AWS AWS Cloud computing DataDog DataDog Monitoring Fastly Fastly CDN SignalFx SignalFx Supporter DigiCert DigiCert EV certificate StatusPage StatusPage Status page