Skip to main content

Alpha#41

Type: alpha_41 • Category: indicators

Description

Alpha#41 - geometric mean minus VWAP.

Parameters

NameTypeDescriptionRequiredDefault
dataExpstringprice datano
highstringselect the column with highest pricesno
lowstringselect the column with lowest pricesno
vwapstringselect the column with VWAPno

Help

Alpha#41

Description

Alpha#41 is an indicator from Alpha 101, a set of formulaic alphas used in investing strategies. This indicator calculates the geometric mean minus VWAP.

What does this worker do?

This worker calculates the Alpha#41 indicator, which is a measure of the difference between the geometric mean of price movements and the Volume-Weighted Average Price (VWAP).

How to interpret the results

The results of this worker can be interpreted as a measure of the deviation of the geometric mean of price movements from the VWAP. A positive value indicates that the geometric mean is higher than the VWAP, while a negative value indicates that the geometric mean is lower than the VWAP.

Parameters

The following parameters are required to calculate the Alpha#41 indicator:

  • dataExp: price data
    • Type: pandas.DataFrame
    • Description: Price data used to calculate the geometric mean.
  • high: select the column with highest prices
    • Type: string
    • Description: Column name with the highest prices.
  • low: select the column with lowest prices
    • Type: string
    • Description: Column name with the lowest prices.
  • vwap: select the column with VWAP
    • Type: string
    • Description: Column name with the Volume-Weighted Average Price (VWAP).

Usage

To use this worker, simply provide the required parameters and run the calculation. The result will be the Alpha#41 indicator value.

For a visual guide on how to use this worker, please see the following GIFs:

Full GIF Short GIF

Reference

This indicator is part of the 101 Formulaic Alphas developed by Zura Kakushadze. For more information, please see the publication:

101 Formulaic Alphas by Zura Kakushadze.