Last updated
Last updated
Underlying data used to create signals can be very different (audited financials vs news articles vs images of parking lots), but all Signals submissions must use the same basic format - a list of stock tickers each with an associated numerical value between 0 and 1:
The list of stock tickers in your submission are defined by the Numerai Signals stock market universe. It covers roughly the top 5000 largest stocks in the world and it is updated every day. In general, only a couple low volume stocks will move in or out on a given day.
When you submit a signal, you must include at least two columns:
A cusip, sedol, bloomberg_ticker, composite_figi, or numerai_ticker column - values must be valid tickers associated with the ticker type in the header.
A signal column - values must be between 0 and 1 (exclusive).
Additionally, for a live submission to be valid:
There must be at least 100 tickers from our universe with valid values (0 to 1).
A ticker cannot appear in the current live time period more than once.
You can automate your submission workflow by using the API. Here is an example of how to make a submission once you've generated a CSV with your predictions:
You can use any of following
You can see the latest universe by downloading the .
Please refer to the to understand the basics of how and when submission windows take place.
(official Python client)
(unofficial R client)
Raw for other languages
Our open-source cloud automation tool
Everything you need to know to make your first Signals submission.
