Merge pull request #2825 from yazeed/better_backtesting_tables
more consistent backtesting and sell reasons tables
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commit
4a80c47fd1
@ -426,7 +426,10 @@ class Backtesting:
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results=results))
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print(' SELL REASON STATS '.center(133, '='))
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print(generate_text_table_sell_reason(data, results))
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print(generate_text_table_sell_reason(data,
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stake_currency=self.config['stake_currency'],
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max_open_trades=self.config['max_open_trades'],
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results=results))
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print(' LEFT OPEN TRADES REPORT '.center(133, '='))
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print(generate_text_table(data,
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@ -19,9 +19,17 @@ def generate_text_table(data: Dict[str, Dict], stake_currency: str, max_open_tra
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floatfmt = ('s', 'd', '.2f', '.2f', '.8f', '.2f', 'd', '.1f', '.1f')
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tabular_data = []
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headers = ['pair', 'buy count', 'avg profit %', 'cum profit %',
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f'tot profit {stake_currency}', 'tot profit %', 'avg duration',
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'profit', 'loss']
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headers = [
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'Pair',
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'Buy Count',
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'Avg Profit %',
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'Cum Profit %',
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f'Tot Profit {stake_currency}',
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'Tot Profit %',
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'Avg Duration',
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'Wins',
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'Losses'
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]
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for pair in data:
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result = results[results.pair == pair]
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if skip_nan and result.profit_abs.isnull().all():
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@ -58,7 +66,9 @@ def generate_text_table(data: Dict[str, Dict], stake_currency: str, max_open_tra
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floatfmt=floatfmt, tablefmt="pipe") # type: ignore
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def generate_text_table_sell_reason(data: Dict[str, Dict], results: DataFrame) -> str:
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def generate_text_table_sell_reason(
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data: Dict[str, Dict], stake_currency: str, max_open_trades: int, results: DataFrame
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) -> str:
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"""
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Generate small table outlining Backtest results
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:param data: Dict of <pair: dataframe> containing data that was used during backtesting.
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@ -66,13 +76,36 @@ def generate_text_table_sell_reason(data: Dict[str, Dict], results: DataFrame) -
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:return: pretty printed table with tabulate as string
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"""
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tabular_data = []
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headers = ['Sell Reason', 'Count', 'Profit', 'Loss', 'Profit %']
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headers = [
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"Sell Reason",
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"Sell Count",
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"Wins",
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"Losses",
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"Avg Profit %",
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"Cum Profit %",
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f"Tot Profit {stake_currency}",
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"Tot Profit %",
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]
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for reason, count in results['sell_reason'].value_counts().iteritems():
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result = results.loc[results['sell_reason'] == reason]
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profit = len(result[result['profit_abs'] >= 0])
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loss = len(result[result['profit_abs'] < 0])
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profit_mean = round(result['profit_percent'].mean() * 100.0, 2)
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tabular_data.append([reason.value, count, profit, loss, profit_mean])
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profit_sum = round(result["profit_percent"].sum() * 100.0, 2)
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profit_tot = result['profit_abs'].sum()
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profit_percent_tot = round(result['profit_percent'].sum() * 100.0 / max_open_trades, 2)
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tabular_data.append(
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[
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reason.value,
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count,
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profit,
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loss,
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profit_mean,
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profit_sum,
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profit_tot,
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profit_percent_tot,
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]
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)
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return tabulate(tabular_data, headers=headers, tablefmt="pipe")
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@ -21,14 +21,14 @@ def test_generate_text_table(default_conf, mocker):
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)
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result_str = (
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'| pair | buy count | avg profit % | cum profit % | '
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'tot profit BTC | tot profit % | avg duration | profit | loss |\n'
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'|:--------|------------:|---------------:|---------------:|'
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'-----------------:|---------------:|:---------------|---------:|-------:|\n'
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'| ETH/BTC | 2 | 15.00 | 30.00 | '
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'0.60000000 | 15.00 | 0:20:00 | 2 | 0 |\n'
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'| TOTAL | 2 | 15.00 | 30.00 | '
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'0.60000000 | 15.00 | 0:20:00 | 2 | 0 |'
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'| Pair | Buy Count | Avg Profit % | Cum Profit % | Tot Profit BTC '
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'| Tot Profit % | Avg Duration | Wins | Losses |\n'
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'|:--------|------------:|---------------:|---------------:|-----------------:'
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'|---------------:|:---------------|-------:|---------:|\n'
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'| ETH/BTC | 2 | 15.00 | 30.00 | 0.60000000 '
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'| 15.00 | 0:20:00 | 2 | 0 |\n'
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'| TOTAL | 2 | 15.00 | 30.00 | 0.60000000 '
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'| 15.00 | 0:20:00 | 2 | 0 |'
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)
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assert generate_text_table(data={'ETH/BTC': {}},
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stake_currency='BTC', max_open_trades=2,
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@ -50,13 +50,19 @@ def test_generate_text_table_sell_reason(default_conf, mocker):
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)
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result_str = (
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'| Sell Reason | Count | Profit | Loss | Profit % |\n'
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'|:--------------|--------:|---------:|-------:|-----------:|\n'
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'| roi | 2 | 2 | 0 | 15 |\n'
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'| Sell Reason | Sell Count | Wins | Losses | Avg Profit % |'
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' Cum Profit % | Tot Profit BTC | Tot Profit % |\n'
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'|:--------------|-------------:|-------:|---------:|---------------:|'
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'---------------:|-----------------:|---------------:|\n'
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'| roi | 2 | 2 | 0 | 15 |'
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' 30 | 0.6 | 15 |\n'
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'| stop_loss | 1 | 0 | 1 | -10 |'
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' -10 | -0.2 | -5 |'
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)
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assert generate_text_table_sell_reason(
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data={'ETH/BTC': {}}, results=results) == result_str
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data={'ETH/BTC': {}},
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stake_currency='BTC', max_open_trades=2,
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results=results) == result_str
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def test_generate_text_table_strategy(default_conf, mocker):
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