Percentage Volume Oscillator (PVO)
get_pvo(quotes, fast_periods=12, slow_periods=26, signal_periods=9)
Parameters
name | type | notes |
---|---|---|
quotes | Iterable[Quote] | Iterable of the Quote class or its sub-class. • See here for usage with pandas.DataFrame |
fast_periods | int, default 12 | Number of periods (F ) for the faster moving average. Must be greater than 0. |
slow_periods | int, default 26 | Number of periods (S ) for the slower moving average. Must be greater than fast_periods . |
signal_periods | int, default 9 | Number of periods (P ) for the moving average of PVO. Must be greater than or equal to 0. |
Historical quotes requirements
You must have at least 2×(S+P)
or S+P+100
worth of quotes
, whichever is more, to cover the convergence periods. Since this uses a smoothing technique, we recommend you use at least S+P+250
data points prior to the intended usage date for better precision.
quotes
is an Iterable[Quote]
collection of historical price quotes. It should have a consistent frequency (day, hour, minute, etc). See the Guide for more information.
Return
PVOResults[PVOResult]
- This method returns a time series of all available indicator values for the
quotes
provided. PVOResults
is just a list ofPVOResult
.- It always returns the same number of elements as there are in the historical quotes.
- It does not return a single incremental indicator value.
- The first
S-1
slow periods will haveNone
values since there’s not enough data to calculate.
⚞ Convergence warning: The first
S+P+250
periods will have decreasing magnitude, convergence-related precision errors that can be as high as ~5% deviation in indicator values for earlier periods.
PVOResult
name | type | notes |
---|---|---|
date | datetime | Date |
pvo | float, Optional | Normalized difference between two Volume moving averages |
signal | float, Optional | Moving average of the pvo line |
histogram | float, Optional | Gap between of the pvo and signal line |
Utilities
See Utilities and Helpers for more information.
Example
from stock_indicators import indicators
# This method is NOT a part of the library.
quotes = get_historical_quotes("SPY")
# Calculate Pvo(12,26,9)
results = indicators.get_pvo(quotes, 12, 26, 9);
About Percentage Volume Oscillator (PVO)
The Percentage Volume Oscillator is a simple oscillator view of two converging/diverging exponential moving averages of Volume. [Discuss] 💬