Commit Graph

10429 Commits

Author SHA1 Message Date
Stefano Ariestasia
329d95366a
Merge branch 'freqtrade:develop' into bt-metrics 2023-01-06 08:04:00 +08:00
Matthias
787d292ba0 Move "drop_candle" decision to coroutine 2023-01-05 22:31:32 +01:00
Wagner Costa
d82264ced9 Merge branch 'develop' into freqai_feature_engineering_functions 2023-01-05 17:55:35 -03:00
Matthias
bdf6537c60 Remove unused (and pointless) exchange method 2023-01-05 11:45:15 +01:00
Matthias
4bac66ff0e Type ohlcv coroutine 2023-01-05 11:33:47 +01:00
Matthias
75b0a3e63d Use dedicated type for OHLCV response 2023-01-05 11:30:15 +01:00
Matthias
92800930e9 Improve backtest detail speed 2023-01-05 10:14:58 +01:00
Wagner Costa
ed99e7f857 fix corr_pairs startup candle count bug 2023-01-04 14:21:37 -03:00
Matthias
8e5b4750d6 Continue in "regular backtest" case (no detail-data available).
link to #7967
2023-01-04 18:08:45 +01:00
Matthias
6470635753 In cases of no losing trade, sortino ratio can't be calculated.
closes #7977
2023-01-04 17:55:24 +01:00
Matthias
7a43f37eb7
Merge pull request #7972 from Undertoned/develop
Fix Backtesting  Analysis Column Wrong
2023-01-04 16:38:29 +01:00
Antonio Della Fortuna
f2fa476dc6 max_open_trades should be an integer
Max open trades will be always an integer in the strategy (-1 for infinity), but in the config -1 will be parsed as infinity
2023-01-04 16:09:27 +01:00
Wagner Costa
ed2b1b1ed1 Merge branch 'develop' into freqai_feature_engineering_functions 2023-01-04 10:40:20 -03:00
Wagner Costa
801ab39a24 fix get dataframe data to include startup_candle 2023-01-04 10:36:19 -03:00
Antonio Della Fortuna
ce661cb58b Merge branch 'develop' of https://github.com/freqtrade/freqtrade into max-open-trades 2023-01-04 10:35:09 +01:00
Antonio Della Fortuna
5fd85368a9 Added support for max_open_trades hyperopting 2023-01-04 10:34:44 +01:00
Robert Caulk
c384d1357e
Update FreqaiExampleStrategy.py 2023-01-03 21:52:16 +01:00
Matthias
6f031f005d Fix flake error 2023-01-03 20:29:08 +01:00
zhanglei14
63db1fd894 Fix Backtesting Analysis Column Wrong 2023-01-04 01:38:07 +08:00
Wagner Costa
314c0925bf fix get dataframe data to include startup_candle 2023-01-03 14:02:42 -03:00
paranoidandy
73114b93c2
Update FreqaiExampleStrategy.py
Change can_short to True to enable shorting
2023-01-03 15:11:46 +00:00
Matthias
cd7bd9bf9a Update gate liquidation price link 2022-12-31 10:25:21 +01:00
Matthias
6498e352c1 Remove pointless default 2022-12-31 10:23:39 +01:00
Stefano Ariestasia
5188464fc0 fix typo 2022-12-31 02:03:02 +09:00
Wagner Costa
c8aa7720a2 added again feature check in BT from pred files 2022-12-30 11:16:35 -03:00
Wagner Costa
b39fc6b924 remove add pair to column from docs, fix keyerror bug and adjust hybrid strategy example 2022-12-30 10:42:31 -03:00
robcaulk
b2bab68fba move price assignment to feature_engineering_standard() to reduce un-requested feature additions in RL. Ensure old method of price assignment still works, add deprecation warning to help users migrate their strategies 2022-12-30 13:02:39 +01:00
Matthias
798438df9d Extract funding-rate call to separate method
this will allow overwriting in subclasses.
2022-12-30 07:32:59 +01:00
Matthias
499cc5bae1 Better visualize downloaded candletype in debug mode 2022-12-30 07:15:24 +01:00
Wagner Costa
2e30bdb9b2 freqai bt - fix tests 2022-12-29 16:35:11 -03:00
Wagner Costa
2b89f643b7 adjust backtest to new feature engineering functions 2022-12-28 19:03:41 -03:00
Matthias
973cfd0182
Merge pull request #7810 from stash86/bt-metrics
Add more calculations for backtest metrics
2022-12-28 15:57:07 +01:00
Matthias
2805e83c9f Bump Develop version to 2023.1 2022-12-28 15:53:43 +01:00
Matthias
c52910f28b Improve resiliance against invalid data
closes #7947
2022-12-28 15:30:57 +01:00
Matthias
32bbe603cb Fix sortino std calculation 2022-12-28 14:59:49 +01:00
robcaulk
6f7eb71bbb ensure RL works with new naming scheme 2022-12-28 14:52:33 +01:00
Matthias
d5b516842c Fix 2 docstrings 2022-12-28 14:44:23 +01:00
Matthias
02eb00fa33 Merge branch 'develop' into pr/stash86/7810 2022-12-28 14:04:54 +01:00
robcaulk
c2936d551b improve doc, update test strats, change function names 2022-12-28 13:25:40 +01:00
Matthias
cd4faa9c59 keep max_stake_amount through backtests 2022-12-27 18:08:20 +01:00
Wagner Costa
8227b4aafe freqAI Strategy - improve user experience 2022-12-27 11:37:01 -03:00
Matthias
62c4675e29 Remove some deprecated fields from the API 2022-12-27 14:28:07 +01:00
Matthias
cb66663fd2 show max_stake_amount in API 2022-12-27 14:28:07 +01:00
Matthias
55001bf321 Keep max_stake_amount (only relevant for DCA orders). 2022-12-27 14:28:07 +01:00
Matthias
63f114395a is_short should be a boolean 2022-12-26 14:02:47 +01:00
Stefano Ariestasia
6353f3ac1a fix formulas and implement new metrics 2022-12-26 08:19:51 +09:00
Matthias
7a5439321c Show new metrics in backtesting 2022-12-25 21:29:37 +01:00
Matthias
ce13ce4b10 Update binance stoploss order types
closes #7927
an update to the most recent ccxt version (>2.4.55) would have the same effect.
2022-12-25 09:05:53 +01:00
Matthias
4601705814
Merge pull request #7923 from freqtrade/freqai_backtest
Freqai backtest
2022-12-23 19:17:12 +01:00
Matthias
ad0d7c9a9e Don't allow DCA trades to go beyond max order size
closes  #7924
2022-12-23 16:09:35 +01:00
Matthias
73792fd6ce Don't attempt to convert None to dict 2022-12-21 06:28:55 +01:00
Matthias
70531224e6 Allow setting identifier via UI 2022-12-20 19:44:01 +01:00
Matthias
07606a9e23 Simplify APi backtest config merging 2022-12-20 19:32:29 +01:00
Matthias
6d9f1fafb7 allow backtest_cache to be provided via backtest API 2022-12-20 19:20:39 +01:00
Matthias
5dbd5c235a Add endpoint for freqAI models 2022-12-20 07:24:54 +01:00
Matthias
3012c55ec5
Merge pull request #7867 from Bloodhunter4rc/remotepairlist
Add Remotepairlist
2022-12-19 19:28:49 +01:00
Matthias
a119fbd895 Small error-message finetuning 2022-12-19 18:19:55 +01:00
Bloodhunter4rc
ebf60d85da self._init_done placed wrong. fixed 2022-12-19 16:25:22 +01:00
Bloodhunter4rc
43f5a16006 parse exception handling, remove info, cache change 2022-12-19 15:36:28 +01:00
Robert Caulk
cc30210b3f
Merge pull request #7908 from freqtrade/add-3action-rl-env
Add 3 Action RL Env
2022-12-19 14:47:57 +01:00
Bloodhunter4rc
6380c3d462 reduce duplicate code, fix cache check 2022-12-18 23:37:18 +01:00
Bloodhunter4rc
bb33b96ba7 init cache on first iteration, init checks, limit length and charmap to info replace if invalid, move filter logic 2022-12-18 22:28:12 +01:00
Matthias
bad6fe77d3 Remove deprecated trade property 2022-12-18 17:21:50 +01:00
Emre
c293401b22
Add can_short to freqai base model 2022-12-16 23:19:08 +03:00
Emre
7727f31507
Add 3 Action RL env 2022-12-16 22:18:49 +03:00
Emre
dde363343c
Add can_short param to base env 2022-12-16 22:16:19 +03:00
initrv
36948e2a74 fix base4 env done condition 2022-12-16 14:14:05 +03:00
robcaulk
c9bc91c75b add shuffle_after_split option 2022-12-16 11:20:37 +01:00
Sam Germain
32d57f624e delisted bibox following ccxt PR https://github.com/ccxt/ccxt/pull/16067 2022-12-15 15:00:27 -05:00
Matthias
2828255435
Merge pull request #7842 from wizrds/feat/refactor-emc
Change to broadcasting single candles in Producer/Consumer
2022-12-15 19:47:29 +01:00
Matthias
b915872f66
Merge pull request #7899 from freqtrade/fix/multiproc-dp
Ensure data provider is passed to multiproc envs
2022-12-15 19:31:23 +01:00
Bloodhunter4rc
9e20d13e50
Merge branch 'freqtrade:develop' into remotepairlist 2022-12-15 17:38:56 +01:00
robcaulk
581a5296cc fix docstrings to reflect new env_info changes 2022-12-15 16:50:08 +01:00
robcaulk
7b4abd5ef5 use a dictionary to make code more readable 2022-12-15 12:25:33 +01:00
Matthias
7a0eadbdf5 Don't recalc profit on closed trades 2022-12-15 07:05:07 +01:00
Matthias
ca2a878b86 Update test naming 2022-12-14 20:06:55 +01:00
Emre
3af2251ce8
Fix add_state_info backtesting bug 2022-12-14 22:03:23 +03:00
Emre
2018da0767
Add env_info dict to base environment 2022-12-14 22:03:05 +03:00
Matthias
fa260e6560 Move "replace or append" decision to dataprovider 2022-12-14 19:56:54 +01:00
robcaulk
2285ca7d2a add dp to multiproc 2022-12-14 18:22:20 +01:00
Matthias
97fee37072 Improve emc test 2022-12-14 07:22:51 +01:00
Bloodhunter4rc
7f3524949c - print 2022-12-13 21:00:23 +01:00
Bloodhunter4rc
d52c1c7554 Add unit tests 2022-12-13 20:21:06 +01:00
Robert Caulk
e6da646e2f
Merge pull request #7866 from initrv/cleanup-tensorboard-callback
Cleanup tensorboard callback
2022-12-13 09:05:46 +01:00
Timothy Pogue
0dd3836cc7 fix rpc method docstring 2022-12-12 22:47:35 -07:00
Matthias
a693495a6d Improve external_candle aggregation 2022-12-12 22:47:35 -07:00
Timothy Pogue
414c0ce050 change unused var 2022-12-12 22:47:35 -07:00
Timothy Pogue
6717dff19b update overlapping candle handling, move append to misc 2022-12-12 22:47:35 -07:00
Timothy Pogue
0602479f7d minor changes, update candle appending to support overlaps 2022-12-12 22:47:35 -07:00
Timothy Pogue
f1ebaf4730 fix tests 2022-12-12 22:47:35 -07:00
Timothy Pogue
49f6f40662 remove comment 2022-12-12 22:47:35 -07:00
Timothy Pogue
0d5b2eed94 fix same candle handling 2022-12-12 22:47:35 -07:00
Timothy Pogue
d376bf4052 fix indefinite reconnecting 2022-12-12 22:47:35 -07:00
Timothy Pogue
ccd1aa70a2 change log calls to debug, handle already received candle 2022-12-12 22:47:35 -07:00
Timothy Pogue
c050eb8b8b add candle difference calculation to dataprovider 2022-12-12 22:47:35 -07:00
Timothy Pogue
89338fa677 allow specifying channel send throttle 2022-12-12 22:47:35 -07:00
Timothy Pogue
d2c8487ecf update add_external_candle, fix breaking on ping error, handle empty dataframes 2022-12-12 22:47:35 -07:00
Timothy Pogue
fce1e9d6d0 update analyzed df request to allow specifying a single pair 2022-12-12 22:47:35 -07:00
Timothy Pogue
36a00e8de0 update add_external_candle returns 2022-12-12 22:47:35 -07:00
Timothy Pogue
4cbb3341d7 change how missing candles will be handled 2022-12-12 22:47:35 -07:00
Timothy Pogue
9660e445b8 use new channel apis in emc, extend analyzed df to include list of dates for candles 2022-12-12 22:47:35 -07:00
Matthias
abc3badfb5 Improve shutdown behavior
closes #7882
2022-12-12 20:01:54 +01:00
Bloodhunter4rc
6f92c58e33 add docs, add bearer token. 2022-12-12 13:24:33 +01:00
initrv
f9b7d35900 add increment param for tensorboard_log 2022-12-12 14:14:23 +03:00
Bloodhunter4rc
f6b90595fa remove html. change var names. 2022-12-12 11:05:03 +01:00
robcaulk
0f6b98b69a merge develop into tensorboard cleanup 2022-12-11 15:38:32 +01:00
robcaulk
0fd8e214e4 add documentation for tensorboard_log, change how users interact with tensorboard_log 2022-12-11 15:31:29 +01:00
Matthias
888ba65367
Merge branch 'develop' into fix/multioutput-bug 2022-12-11 15:23:53 +01:00
initrv
cb8fc3c8c7 custom info to tensorboard_metrics 2022-12-11 15:37:45 +03:00
robcaulk
8c7ec07951 ensure predict_proba follows suit. Remove all lib specific params from example config 2022-12-11 12:39:31 +01:00
robcaulk
85f22b5c30 fix bug in MultiOutput* with conv_width = 1 2022-12-11 12:15:19 +01:00
Emre
6b9f3f2795
Fix test validation 2022-12-11 13:24:24 +03:00
Emre
272c3302e3
Merge remote-tracking branch 'origin/develop' into update-freqai-tf-handling 2022-12-11 13:12:45 +03:00
Matthias
980a5a9b52 Fix docs typo 2022-12-10 19:54:04 +01:00
Matthias
da4914513a
Merge pull request #7835 from rzhb/patch-1
update strategy_analysis_example.ipynb
2022-12-08 14:17:50 +01:00
Bloodhunter4rc
66412bfa58 Remove unnecessary loop 2022-12-08 01:51:12 +01:00
Bloodhunter4rc
7efcbbb457 Local File Loading 2022-12-08 01:09:17 +01:00
Bloodhunter4rc
da2747d487 Add Local .json file Loading 2022-12-08 00:52:54 +01:00
robcaulk
7b3406914c flip add_state_info 2022-12-07 19:49:39 +01:00
robcaulk
9b4364ddc3 ensure that add_state_info is deactivated during backtesting 2022-12-07 19:49:14 +01:00
Bloodhunter4rc
b144a6357d Remove Duplicate 2022-12-07 18:24:55 +01:00
Bloodhunter4rc
547a75d9c1 Fix Info 2022-12-07 17:49:21 +01:00
Bloodhunter4rc
607d5b2f8f Split to fetch_pairlist function, Info Message 2022-12-07 17:47:38 +01:00
Bloodhunter4rc
48160f3fe9 Flake 8 fix, Json Fetching 2022-12-07 17:01:45 +01:00
Bloodhunter4rc
199fd2d074 +Remote Pairlist 2022-12-07 15:08:33 +01:00
initrv
58604c747e cleanup tensorboard callback 2022-12-07 14:37:55 +03:00
Stefano Ariestasia
89c7c2fec6 isort fix 2022-12-07 18:09:57 +09:00
Stefano Ariestasia
611e35ed81 flake8 fix 2022-12-07 15:47:58 +09:00
Robert Caulk
b9f6911a6a
Merge pull request #7843 from smarmau/develop
freqai RL agent info during training
2022-12-06 20:06:41 +01:00
Matthias
e7195b7bfb
Merge pull request #7862 from freqtrade/ws_newcandle
New websocket message "new_candle"
2022-12-06 07:07:32 +01:00
Wagner Costa
c81b00fb37 Merge branch 'develop' into freqai_bt_from_predictions_improvement 2022-12-05 18:00:55 -03:00
Emre
227cdb0938
Change dict update order 2022-12-05 23:58:04 +03:00
Emre
26a61afa15
Move base tf logic to config validation 2022-12-05 23:54:15 +03:00
Emre
bc48099e48
Revert changes 2022-12-05 23:52:48 +03:00
robcaulk
62c69bf2b5 fix custom_info 2022-12-05 20:22:54 +01:00
Matthias
7c27eedda5 Bump API version 2022-12-05 19:56:33 +01:00
Matthias
24edc276ea Simplify new_candle message 2022-12-05 19:46:39 +01:00
Matthias
d30a872ed4 Move message-silencing list next to enum 2022-12-05 19:23:03 +01:00
Matthias
5e533b550f Emit a simple "new candle" message to allow UI's to refresh charts 2022-12-05 18:19:19 +01:00
Matthias
189fa64052 Add more dynamic to directory change 2022-12-05 18:14:16 +01:00
Emre
730fba956b
Ensure base tf included in include_timeframes 2022-12-05 16:16:17 +03:00
Emre
e734b39929
Make model_training_parameters optional 2022-12-05 14:54:42 +03:00
robcaulk
d8565261e1 ignore initializer type 2022-12-04 14:10:33 +01:00
robcaulk
24766928ba reorganize/generalize tensorboard callback 2022-12-04 13:54:30 +01:00
Matthias
310eba5932
Merge pull request #7735 from freqtrade/gc_improvements
Improve python GC behavior
2022-12-03 15:54:59 +01:00
smarmau
b2edc58089
fix flake8 2022-12-03 22:31:02 +11:00
smarmau
d6f45a12ae
add multiproc fix flake8 2022-12-03 22:30:04 +11:00
smarmau
469aa0d43f
add state/action info to callbacks 2022-12-03 21:16:46 +11:00
smarmau
075c8c23c8
add state/action info to callbacks 2022-12-03 21:16:04 +11:00
Matthias
4dc591a170
Merge pull request #7834 from freqtrade/fix-data-drawer-model-load
Fix sb3_contrib loading issue
2022-12-02 06:29:23 +01:00
Wagner Costa
77dc2c92a7 performance improvevemnts - backtest freqai from saved predictions 2022-12-01 12:53:19 -03:00
robcaulk
aceee67e2b Merge remote-tracking branch 'origin/develop' into gc_improvements 2022-12-01 14:32:19 +01:00
robcaulk
2b3e166dc2 fix fees RL 2022-12-01 10:10:28 +01:00
k
eb81cccede add download-data command
change directory
fix relative config path
2022-12-01 16:37:24 +08:00
Emre
396e666e9b
Keep old behavior of model loading 2022-12-01 11:03:51 +03:00
Emre
4a9982f86b
Fix sb3_contrib loading issue 2022-12-01 10:08:42 +03:00
Matthias
95651fcd5a Improve/simplify telegram exception handling
Move exceptionhandling to the decorator.
2022-12-01 06:27:25 +01:00
Matthias
dac4a35be2
Merge pull request #7828 from freqtrade/fix-state-info-rl
bring back market side setting in get_state_info
2022-11-30 19:57:28 +01:00
Wagner Costa
79821ebb33 fix flake8 errors 2022-11-30 08:41:44 -03:00
robcaulk
e7f72d52b8 bring back market side setting in get_state_info 2022-11-30 12:36:26 +01:00
Wagner Costa
26e8a5766f Merge branch 'develop' into backtest_fitlivepredictions 2022-11-30 08:29:28 -03:00
Wagner Costa
17cf3c7e83 bug fixes and removed fillna from fit_live_predictions 2022-11-30 08:28:45 -03:00
robcaulk
4571aedb33 consolidate and clean code 2022-11-30 00:53:35 +01:00
Matthias
3c322bf7df Improve forceenter validation messages 2022-11-29 18:27:08 +01:00
Matthias
e6b8cb8ea9
Merge pull request #7795 from froggleston/entry_exit_date_print
Add date selection arguments to backtest-analysis printout
2022-11-29 16:56:58 +01:00
Wagner Costa
8ea58ab352 change BT prediction files to feather format 2022-11-29 10:38:35 -03:00
Wagner Costa
df979ece33 Merge branch 'develop' into backtest_fitlivepredictions 2022-11-29 09:39:15 -03:00
Matthias
c3daddc629
Merge pull request #7809 from richardjozsa/develop
Improve the RL learning process
2022-11-29 06:28:36 +01:00
Matthias
100d65b20b
Merge pull request #7822 from eltociear/patch-1
Fix typo in strategy_analysis_example.md
2022-11-29 06:24:36 +01:00
Matthias
e891c41760 Fix typo in ipynb, too. 2022-11-28 18:20:30 +01:00
Emre
9cbfa12011
Directly set model_type in base RL model 2022-11-28 16:02:17 +03:00
Matthias
40b274351c
Merge pull request #7813 from freqtrade/dependabot/pip/develop/flake8-6.0.0
Bump flake8 from 5.0.4 to 6.0.0
2022-11-28 08:00:45 +01:00
Matthias
d73fd42769 Fix flake8 error introduced with 6.0 update 2022-11-28 06:38:35 +01:00
Stefano Ariestasia
f410b1b14d Update metrics.py 2022-11-28 08:56:49 +09:00
robcaulk
56518def42 isort 2022-11-27 21:06:01 +01:00
robcaulk
7fd6bc526e add randomize_starting_position to the rl_config 2022-11-27 21:03:13 +01:00
robcaulk
25e041b98e sneak in small change to FreqaiExampleHybridStrategy docstring and startup count 2022-11-27 20:50:03 +01:00
richardjozsa
64d4a52a56 Improve the RL learning process
Improve the RL learning process by selecting random start point for the agent, it can help to block the agent to only learn on the selected period of time, while improving the quality of the model.
2022-11-27 20:43:50 +01:00
Matthias
f4025ee5de
Merge pull request #7289 from freqtrade/feat/freqai-rl-dev
Add reinforcement learning module to FreqAI
2022-11-27 17:15:21 +01:00
Matthias
2219d2f491
Merge pull request #7707 from freqtrade/bt/full_detail
backtesting - use full detail timeframe
2022-11-27 16:09:23 +01:00
Matthias
cf000a4c00 Bump develop version to 2022.12-dev 2022-11-27 16:08:54 +01:00
Matthias
e4a3efc7d4 Don't use strategy.stoploss too often
discovered in #7760
2022-11-27 15:54:35 +01:00
Matthias
3fc367f536
Merge pull request #7771 from wizrds/feat/refactor-ws
Refactor WebSocket API for performance
2022-11-27 15:49:34 +01:00
Matthias
21d7406291 Temporary fix for kraken download
closes #7790
will be removed once the patch is in ccxt.
2022-11-27 15:16:43 +01:00
froggleston
1a3f88c7b9 Replace separate start/end date option with usual timerange option 2022-11-27 11:30:13 +00:00
stm
51d21b413d
Fix 4ac update_total_profit
_update_total_profit() must be executed before "self._position = Positions.Neutral" because _update_total_profit() calls get_unrealized_profit(), which returns 0 if position is neutral and total_profit is not updated
2022-11-26 23:35:20 +03:00
robcaulk
dba30393fb ensure extra_returns_per_train are set properly on first hist_preds build 2022-11-26 18:04:47 +01:00
froggleston
706bc9ebea Merge branch 'entry_exit_date_print' of github.com:froggleston/freqtrade into entry_exit_date_print 2022-11-26 16:59:27 +00:00
froggleston
4790aaaae1 Implement cli options for backtesting-analysis date filtering 2022-11-26 16:58:56 +00:00
Robert Davey
e1456e407b
Merge branch 'freqtrade:develop' into entry_exit_date_print 2022-11-26 16:53:48 +00:00
Timothy Pogue
a26b3a9ca8 change sleep call back to 0.01 2022-11-26 09:40:22 -07:00
Matthias
ce213b55a2 Bybit fix candle limit 2022-11-26 13:58:22 +01:00
robcaulk
b52f05923a fix list to array in constants.py 2022-11-26 13:47:47 +01:00
robcaulk
be890b52fd remove np import 2022-11-26 13:44:58 +01:00
robcaulk
aaaa5a5f64 add documentation for net_arch, other small changes 2022-11-26 13:44:58 +01:00
Matthias
fcf13580f1 Revert "offload initial df computation to thread"
This reverts commit f268187e9b.
2022-11-26 13:33:54 +01:00
Matthias
7b0a76fb70 Improve typehint 2022-11-26 13:33:26 +01:00
Matthias
7ebc8ee169 Fix missing Optional typehint 2022-11-26 13:32:18 +01:00
Matthias
bdfedb5fcb Improve typehints / reduce warnings from mypy 2022-11-26 13:03:07 +01:00
robcaulk
81fd2e588f ensure typing, remove unsued code 2022-11-26 12:11:59 +01:00