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Merge pull request #2714 from freqtrade/sell_reason_counts

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backtesting - Sell reason counts
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hroff-1902 2019-12-25 13:35:11 +03:00 committed by GitHub
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3 changed files with 17 additions and 14 deletions
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13
docs/backtesting.md
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@ -137,12 +137,12 @@ A backtesting result will look like that:
| ZEC/BTC | 22 | -0.46 | -10.18 | -0.00050971 | -5.09 | 2:22:00 | 7 | 15 |
| TOTAL | 429 | 0.36 | 152.41 | 0.00762792 | 76.20 | 4:12:00 | 186 | 243 |
========================================================= SELL REASON STATS =========================================================
| Sell Reason | Count |
|:-------------------|--------:|
| trailing_stop_loss | 205 |
| stop_loss | 166 |
| sell_signal | 56 |
| force_sell | 2 |
| Sell Reason | Count | Profit | Loss |
|:-------------------|--------:|---------:|-------:|
| trailing_stop_loss | 205 | 150 | 55 |
| stop_loss | 166 | 0 | 166 |
| sell_signal | 56 | 36 | 20 |
| force_sell | 2 | 0 | 2 |
====================================================== LEFT OPEN TRADES REPORT ======================================================
| pair | buy count | avg profit % | cum profit % | tot profit BTC | tot profit % | avg duration | profit | loss |
|:---------|------------:|---------------:|---------------:|-----------------:|---------------:|:---------------|---------:|-------:|
@ -154,6 +154,7 @@ A backtesting result will look like that:
The 1st table contains all trades the bot made, including "left open trades".
The 2nd table contains a recap of sell reasons.
This table can tell you which area needs some additional work (i.e. all `sell_signal` trades are losses, so we should disable the sell-signal or work on improving that).
The 3rd table contains all trades the bot had to `forcesell` at the end of the backtest period to present a full picture.
This is necessary to simulate realistic behaviour, since the backtest period has to end at some point, while realistically, you could leave the bot running forever.

6
freqtrade/optimize/backtesting.py
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@ -183,9 +183,11 @@ class Backtesting:
Generate small table outlining Backtest results
"""
tabular_data = []
headers = ['Sell Reason', 'Count']
headers = ['Sell Reason', 'Count', 'Profit', 'Loss']
for reason, count in results['sell_reason'].value_counts().iteritems():
tabular_data.append([reason.value, count])
profit = len(results[(results['sell_reason'] == reason) & (results['profit_abs'] >= 0)])
loss = len(results[(results['sell_reason'] == reason) & (results['profit_abs'] < 0)])
tabular_data.append([reason.value, count, profit, loss])
return tabulate(tabular_data, headers=headers, tablefmt="pipe")
def _generate_text_table_strategy(self, all_results: dict) -> str:

12
tests/optimize/test_backtesting.py
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@ -394,8 +394,8 @@ def test_generate_text_table_sell_reason(default_conf, mocker):
results = pd.DataFrame(
{
'pair': ['ETH/BTC', 'ETH/BTC', 'ETH/BTC'],
'profit_percent': [0.1, 0.2, 0.3],
'profit_abs': [0.2, 0.4, 0.5],
'profit_percent': [0.1, 0.2, -0.3],
'profit_abs': [0.2, 0.4, -0.5],
'trade_duration': [10, 30, 10],
'profit': [2, 0, 0],
'loss': [0, 0, 1],
@ -404,10 +404,10 @@ def test_generate_text_table_sell_reason(default_conf, mocker):
)
result_str = (
'| Sell Reason | Count |\n'
'|:--------------|--------:|\n'
'| roi | 2 |\n'
'| stop_loss | 1 |'
'| Sell Reason | Count | Profit | Loss |\n'
'|:--------------|--------:|---------:|-------:|\n'
'| roi | 2 | 2 | 0 |\n'
'| stop_loss | 1 | 0 | 1 |'
)
assert backtesting._generate_text_table_sell_reason(
data={'ETH/BTC': {}}, results=results) == result_str