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Plotting
This page explains how to plot prices, indicators and profits.
Installation
Plotting scripts use Plotly library. Install/upgrade it with:
pip install -U -r requirements-plot.txt
Plot price and indicators
Usage for the price plotter:
python3 script/plot_dataframe.py [-h] [-p pairs]
Example
python3 scripts/plot_dataframe.py -p BTC/ETH
The -p
pairs argument can be used to specify pairs you would like to plot.
Specify custom indicators.
Use --indicators1
for the main plot and --indicators2
for the subplot below (if values are in a different range than prices).
python3 scripts/plot_dataframe.py -p BTC/ETH --indicators1 sma,ema --indicators2 macd
Advanced use
To plot multiple pairs, separate them with a comma:
python3 scripts/plot_dataframe.py -p BTC/ETH,XRP/ETH
To plot a timerange (to zoom in):
python3 scripts/plot_dataframe.py -p BTC/ETH --timerange=20180801-20180805
To plot trades stored in a database use --db-url
argument:
python3 scripts/plot_dataframe.py --db-url sqlite:///tradesv3.dry_run.sqlite -p BTC/ETH --trade-source DB
To plot trades from a backtesting result, use --export-filename <filename>
python3 scripts/plot_dataframe.py --export-filename user_data/backtest_results/backtest-result.json -p BTC/ETH
To plot a custom strategy the strategy should have first be backtested. The results may then be plotted with the -s argument:
python3 scripts/plot_dataframe.py -s Strategy_Name -p BTC/ETH --datadir user_data/data/<exchange_name>/
Plot profit
The profit plotter shows a picture with three plots:
- Average closing price for all pairs
- The summarized profit made by backtesting. Note that this is not the real-world profit, but more of an estimate.
- Each pair individually profit
The first graph is good to get a grip of how the overall market progresses.
The second graph will show how your algorithm works or doesn't. Perhaps you want an algorithm that steadily makes small profits, or one that acts less seldom, but makes big swings.
The third graph can be useful to spot outliers, events in pairs that makes profit spikes.
Usage for the profit plotter:
python3 script/plot_profit.py [-h] [-p pair] [--datadir directory] [--ticker_interval num]
The -p
pair argument, can be used to plot a single pair
Example
python3 scripts/plot_profit.py --datadir ../freqtrade/freqtrade/tests/testdata-20171221/ -p LTC/BTC