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225 lines
9.0 KiB
Markdown
225 lines
9.0 KiB
Markdown
# Plotting
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This page explains how to plot prices, indicators and profits.
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## Installation / Setup
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Plotting modules use the Plotly library. You can install / upgrade this by running the following command:
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``` bash
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pip install -U -r requirements-plot.txt
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```
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## Plot price and indicators
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The `freqtrade plot-dataframe` subcommand shows an interactive graph with three subplots:
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* Main plot with candlestics and indicators following price (sma/ema)
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* Volume bars
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* Additional indicators as specified by `--indicators2`
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Possible arguments:
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```
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usage: freqtrade plot-dataframe [-h] [-v] [--logfile FILE] [-V] [-c PATH]
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[-d PATH] [--userdir PATH] [-s NAME]
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[--strategy-path PATH] [-p PAIRS [PAIRS ...]]
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[--indicators1 INDICATORS1 [INDICATORS1 ...]]
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[--indicators2 INDICATORS2 [INDICATORS2 ...]]
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[--plot-limit INT] [--db-url PATH]
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[--trade-source {DB,file}] [--export EXPORT]
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[--export-filename PATH]
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[--timerange TIMERANGE] [-i TICKER_INTERVAL]
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optional arguments:
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-h, --help show this help message and exit
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-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
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Show profits for only these pairs. Pairs are space-
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separated.
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--indicators1 INDICATORS1 [INDICATORS1 ...]
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Set indicators from your strategy you want in the
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first row of the graph. Space-separated list. Example:
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`ema3 ema5`. Default: `['sma', 'ema3', 'ema5']`.
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--indicators2 INDICATORS2 [INDICATORS2 ...]
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Set indicators from your strategy you want in the
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third row of the graph. Space-separated list. Example:
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`fastd fastk`. Default: `['macd', 'macdsignal']`.
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--plot-limit INT Specify tick limit for plotting. Notice: too high
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values cause huge files. Default: 750.
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--db-url PATH Override trades database URL, this is useful in custom
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deployments (default: `sqlite:///tradesv3.sqlite` for
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Live Run mode, `sqlite://` for Dry Run).
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--trade-source {DB,file}
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Specify the source for trades (Can be DB or file
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(backtest file)) Default: file
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--export EXPORT Export backtest results, argument are: trades.
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Example: `--export=trades`
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--export-filename PATH
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Save backtest results to the file with this filename
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(default: `user_data/backtest_results/backtest-
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result.json`). Requires `--export` to be set as well.
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Example: `--export-filename=user_data/backtest_results
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/backtest_today.json`
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--timerange TIMERANGE
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Specify what timerange of data to use.
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-i TICKER_INTERVAL, --ticker-interval TICKER_INTERVAL
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Specify ticker interval (`1m`, `5m`, `30m`, `1h`,
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`1d`).
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Common arguments:
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-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
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--logfile FILE Log to the file specified.
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-V, --version show program's version number and exit
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-c PATH, --config PATH
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Specify configuration file (default: `config.json`).
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Multiple --config options may be used. Can be set to
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`-` to read config from stdin.
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-d PATH, --datadir PATH
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Path to directory with historical backtesting data.
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--userdir PATH, --user-data-dir PATH
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Path to userdata directory.
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Strategy arguments:
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-s NAME, --strategy NAME
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Specify strategy class name (default:
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`DefaultStrategy`).
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--strategy-path PATH Specify additional strategy lookup path.
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```
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Example:
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``` bash
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freqtrade plot-dataframe -p BTC/ETH
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```
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The `-p/--pairs` argument can be used to specify pairs you would like to plot.
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!!! Note
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The `freqtrade plot-dataframe` subcommand generates one plot-file per pair.
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Specify custom indicators.
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Use `--indicators1` for the main plot and `--indicators2` for the subplot below (if values are in a different range than prices).
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!!! tip
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You will almost certainly want to specify a custom strategy! This can be done by adding `-s Classname` / `--strategy ClassName` to the command.
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``` bash
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freqtrade plot-dataframe --strategy AwesomeStrategy -p BTC/ETH --indicators1 sma ema --indicators2 macd
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```
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### Further usage examples
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To plot multiple pairs, separate them with a space:
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``` bash
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freqtrade plot-dataframe --strategy AwesomeStrategy -p BTC/ETH XRP/ETH
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```
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To plot a timerange (to zoom in)
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``` bash
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freqtrade plot-dataframe --strategy AwesomeStrategy -p BTC/ETH --timerange=20180801-20180805
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```
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To plot trades stored in a database use `--db-url` in combination with `--trade-source DB`:
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``` bash
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freqtrade plot-dataframe --strategy AwesomeStrategy --db-url sqlite:///tradesv3.dry_run.sqlite -p BTC/ETH --trade-source DB
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```
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To plot trades from a backtesting result, use `--export-filename <filename>`
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``` bash
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freqtrade plot-dataframe --strategy AwesomeStrategy --export-filename user_data/backtest_results/backtest-result.json -p BTC/ETH
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```
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## Plot profit
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The `freqtrade plot-profit` subcommand shows an interactive graph with three plots:
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1) Average closing price for all pairs
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2) The summarized profit made by backtesting.
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Note that this is not the real-world profit, but more of an estimate.
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3) Profit for each individual pair
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The first graph is good to get a grip of how the overall market progresses.
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The second graph will show if your algorithm works or doesn't.
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Perhaps you want an algorithm that steadily makes small profits, or one that acts less often, but makes big swings.
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The third graph can be useful to spot outliers, events in pairs that cause profit spikes.
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Possible options for the `freqtrade plot-profit` subcommand:
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```
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usage: freqtrade plot-profit [-h] [-v] [--logfile FILE] [-V] [-c PATH]
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[-d PATH] [--userdir PATH] [-p PAIRS [PAIRS ...]]
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[--timerange TIMERANGE] [--export EXPORT]
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[--export-filename PATH] [--db-url PATH]
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[--trade-source {DB,file}] [-i TICKER_INTERVAL]
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optional arguments:
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-h, --help show this help message and exit
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-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
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Show profits for only these pairs. Pairs are space-
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separated.
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--timerange TIMERANGE
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Specify what timerange of data to use.
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--export EXPORT Export backtest results, argument are: trades.
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Example: `--export=trades`
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--export-filename PATH
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Save backtest results to the file with this filename
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(default: `user_data/backtest_results/backtest-
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result.json`). Requires `--export` to be set as well.
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Example: `--export-filename=user_data/backtest_results
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/backtest_today.json`
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--db-url PATH Override trades database URL, this is useful in custom
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deployments (default: `sqlite:///tradesv3.sqlite` for
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Live Run mode, `sqlite://` for Dry Run).
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--trade-source {DB,file}
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Specify the source for trades (Can be DB or file
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(backtest file)) Default: file
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-i TICKER_INTERVAL, --ticker-interval TICKER_INTERVAL
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Specify ticker interval (`1m`, `5m`, `30m`, `1h`,
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`1d`).
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Common arguments:
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-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
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--logfile FILE Log to the file specified.
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-V, --version show program's version number and exit
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-c PATH, --config PATH
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Specify configuration file (default: `config.json`).
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Multiple --config options may be used. Can be set to
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`-` to read config from stdin.
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-d PATH, --datadir PATH
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Path to directory with historical backtesting data.
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--userdir PATH, --user-data-dir PATH
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Path to userdata directory.
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```
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The `-p/--pairs` argument, can be used to limit the pairs that are considered for this calculation.
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Examples:
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Use custom backtest-export file
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``` bash
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freqtrade plot-profit -p LTC/BTC --export-filename user_data/backtest_results/backtest-result-Strategy005.json
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```
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Use custom database
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``` bash
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freqtrade plot-profit -p LTC/BTC --db-url sqlite:///tradesv3.sqlite --trade-source DB
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```
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``` bash
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freqtrade plot-profit --datadir user_data/data/binance_save/ -p LTC/BTC
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```
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