Introductory Tutorials

The nature and function of quantamental indicators

Introduction to a quantamental system architecture

How to download quantamental indicators

Introductory Notebooks

These introductory downloadable Jupyter notebooks provide researchers and investment professionals with a headstart to become more familiar with JPMaQS. They demonstrate how to import data through the J.P. Morgan DataQuery API into a standard Python environment, how to work with the standard pandas data frame format, and give examples of simple analysis using either standard packages or the specialized Macrosynergy package.

Using the Macrosynergy Package

Example notebooks with free data