715 Commits

Author	SHA1	Message	Date
robcaulk	387c905a86	merge develop into RL	2022-11-17 21:59:07 +01:00
robcaulk	60fcd8dce2	fix skipped mac test, fix RL bug in add_state_info, fix use of __import__, revise doc	2022-11-17 21:50:02 +01:00
robcaulk	91df79ff44	merge dev into backtest-live-predictions	2022-11-17 21:20:47 +01:00
Robert Caulk	cd6f87be17	Merge pull request #7728 from freqtrade/improve_timerange ... Simplify timerange handling	2022-11-17 19:57:48 +01:00
Wagner Costa Santos	3903b04d3f	save_live_data_backtest - added docs and tests	2022-11-17 15:20:07 -03:00
Wagner Costa Santos	99bff9cbfa	backtesting_from_live_saved_files - code refactoring	2022-11-17 10:30:51 -03:00
Wagner Costa Santos	913749c81b	backtesting_from_live_saved_files - code refactoring	2022-11-17 10:30:16 -03:00
Wagner Costa Santos	b01e4e3dbf	change default value - save_live_data_backtest as false	2022-11-17 10:14:30 -03:00
Wagner Costa Santos	1a19d90e2e	Merge branch 'develop' into backtest_fitlivepredictions	2022-11-17 10:13:11 -03:00
robcaulk	bf4d5b432a	ensure model_type is defined	2022-11-13 18:50:25 +01:00
robcaulk	6394ef4558	fix docstrings	2022-11-13 17:43:52 +01:00
robcaulk	96fafb7f56	remove limit_ram_use	2022-11-13 17:14:47 +01:00
robcaulk	b421521be3	help default ReinforcementLearner users by assigning the model_type automatically	2022-11-13 17:12:17 +01:00
robcaulk	90f168d1ff	remove more user references. cleanup dataprovider	2022-11-13 17:06:06 +01:00
robcaulk	388ca21200	update docs, fix bug in environment	2022-11-13 16:56:31 +01:00
robcaulk	af9e400562	add test coverage, fix bug in base environment. Ensure proper fee is used.	2022-11-13 15:31:37 +01:00
Matthias	942840da2d	Improve setting wording to keep future possibilities open	2022-11-13 15:22:44 +01:00
robcaulk	81f800a79b	switch to using FT calc_profi_pct, reverse entry/exit fees	2022-11-13 13:41:17 +01:00
robcaulk	e71a8b8ac1	add ability to integrate state info or not, and prevent state info integration during backtesting	2022-11-12 18:46:48 +01:00
Wagner Costa Santos	27fa9f1f4e	backtest saved dataframe from live	2022-11-12 14:37:23 -03:00
Wagner Costa Santos	f9c6c538be	Merge branch 'develop' into backtest_fitlivepredictions	2022-11-12 09:37:45 -03:00
robcaulk	9c6b97c678	ensure normalization acceleration methods are employed in RL	2022-11-12 12:01:59 +01:00
robcaulk	6746868ea7	store dataprovider to self instead of strategy	2022-11-12 11:33:03 +01:00
robcaulk	7a4bb040a5	merge develop into feat/freqai-rl-dev	2022-11-12 10:54:34 +01:00
robcaulk	214c622475	move dataframe converter to converter.py	2022-11-12 10:38:25 +01:00
robcaulk	9617d8143d	Merge remote-tracking branch 'origin/develop' into add-single-precision-freqai	2022-11-12 10:21:38 +01:00
Matthias	e6172a68d7	Merge pull request #7730 from freqtrade/fix-metric-tracker ... fix loading of metric tracker from disk	2022-11-11 20:01:26 +01:00
Robert Caulk	833578716c	Merge pull request #7644 from markdregan/multi-target-classifier ... Support for multi target multi-class classification (FreqaiMultiOutputRegressor for Classification)	2022-11-11 18:48:38 +01:00
robcaulk	790ff2a84b	merge develop into add-single-prec	2022-11-11 18:08:51 +01:00
robcaulk	e46a57bbd0	move mem logs to debug	2022-11-11 18:05:32 +01:00
robcaulk	66514e84e4	add LightGBMClassifierMultiTarget. add test	2022-11-11 17:45:53 +01:00
robcaulk	054133955b	fix loading of metric tracker from disk	2022-11-11 17:24:09 +01:00
Matthias	0f9c5f8d41	Simplify timerange handling	2022-11-10 18:28:18 +01:00
Matthias	57313dd961	Update some usages of timerange to new, simplified method	2022-11-10 18:11:39 +01:00
Wagner Costa Santos	4f0f3e5b64	removed unnecessary code	2022-11-09 10:07:24 -03:00
Wagner Costa Santos	8ee95db927	refactoring backtesting_fit_live_predictions function	2022-11-09 09:51:42 -03:00
Wagner Costa Santos	3e57c18ac6	add fix_live_predictions function to backtesting	2022-11-08 18:20:39 -03:00
Wagner Costa Santos	8d9988a942	enforce date column in backtesting freqai predictions files	2022-11-08 11:06:23 -03:00
Wagner Costa Santos	9c5ba0732a	save predictions with date and merge by date	2022-11-08 10:32:18 -03:00
Matthias	884014a4b9	Fix some minor typos	2022-11-07 18:35:28 +00:00
Wagner Costa Santos	6559384286	Merge branch 'develop' into backtest_live_models	2022-11-07 15:14:10 -03:00
Emre	43bdd34964	Optimize reduce_dataframe_footprint function	2022-11-05 19:13:02 +03:00
robcaulk	53df607067	avoid duplicating features with okx/gateio, ensure inference timer gets logged	2022-11-05 15:42:19 +01:00
robcaulk	257c833831	add doc for single precision, dont allow half precision, add test	2022-11-04 18:10:04 +01:00
robcaulk	3ccc120f92	add option to force single precision	2022-11-04 17:42:10 +01:00
robcaulk	8bdc99a3d6	fix self-imposed bug	2022-11-04 16:41:38 +01:00
robcaulk	19d90b813a	improve readibility in start_backtesting()	2022-11-04 16:10:46 +01:00
Wagner Costa Santos	8008c63319	Merge branch 'develop' into backtest_live_models	2022-11-04 09:09:39 -03:00
Wagner Costa Santos	a7acfb7ab7	fix dict key error	2022-11-04 09:02:28 -03:00
robcaulk	90c5bfb4b5	add default conv_width	2022-11-03 21:35:12 +01:00
robcaulk	05b309caf2	ensure colon replaced for cached attach	2022-11-03 21:17:48 +01:00
robcaulk	6938ed6584	change default conv_width to 1	2022-11-03 21:11:26 +01:00
robcaulk	444a068481	merge develop into track-current-candle	2022-11-03 21:09:08 +01:00
robcaulk	db942321ad	fix bug with lightgbm and colons	2022-11-03 21:03:48 +01:00
robcaulk	d721b50230	flake8	2022-11-03 19:13:24 +01:00
robcaulk	3ba1e221eb	fix typo	2022-11-03 19:08:33 +01:00
robcaulk	6c4bdb8f67	remove special characters from feature names	2022-11-03 18:49:39 +01:00
Wagner Costa Santos	17798b3397	Merge branch 'develop' into backtest_live_models	2022-11-03 13:29:25 -03:00
Wagner Costa Santos	356d79b38a	verify mean and std exists in model metadata	2022-11-03 13:27:56 -03:00
robcaulk	ce92731132	ensure backwards compatitibility	2022-11-02 20:20:35 +01:00
Wagner Costa Santos	23b6915dde	fix issue with different backtesting prediction size	2022-11-02 15:49:51 -03:00
robcaulk	1a38c10fc6	remove old code	2022-11-02 19:37:47 +01:00
robcaulk	255eb71270	start tracking the current candle in FreqAI, add robustness to corr_df caching and inference timer, add test for cache corr_df	2022-11-02 19:32:22 +01:00
robcaulk	97df232ac6	add a warning to __init__ for get_corr_dataframes	2022-10-31 18:18:00 +01:00
robcaulk	66d8ed6c0b	Merge remote-tracking branch 'origin/develop' into reduce-indicator-population	2022-10-31 09:42:01 +01:00
robcaulk	d59a7fa2f9	remove analysis_lock and realign example hybrid strat	2022-10-30 17:07:33 +01:00
Matthias	391c3f56f7	Add typehint to corr_pairlist	2022-10-30 13:28:01 +01:00
Mark Regan	7053f81fa8	simplified predict and predict_proba using super(). Added duplicate class label check.	2022-10-30 09:48:30 +00:00
Matthias	cf4af2175c	Merge pull request #7662 from markdregan/backtest_extra_returns_fix ... Fix missing f-string from PR #7611	2022-10-30 10:47:06 +01:00
robcaulk	a2843165e1	fix leftovers from merge	2022-10-30 10:31:38 +01:00
robcaulk	52e15b2070	Merge remote-tracking branch 'origin/develop' into feat/freqai-rl-dev	2022-10-30 10:16:39 +01:00
robcaulk	d1a0874683	merge develop into feat/freqai-rl-dev	2022-10-30 10:13:03 +01:00
robcaulk	fc53054d43	leverage list length knowledge, f-string change	2022-10-30 10:12:14 +01:00
Emre	f98c7a2423	Remove loop of normalization from metadata	2022-10-30 10:12:14 +01:00
Mark Regan	c26fda282f	fix missing f-string from PR #7611	2022-10-30 08:19:59 +00:00
robcaulk	650bb8b7d7	ensure full pair string is used for caching dataframes. If not, revert to old behavior. Update docs.	2022-10-29 22:26:49 +02:00
Matthias	801e91c39e	Merge pull request #7618 from wizrds/fix/docker-config-record ... Update function in FreqAI interface to record FreqAI config params	2022-10-29 08:56:20 +02:00
Mark Regan	6ef82dd8b6	minor change to return	2022-10-27 12:41:12 +01:00
Timothy Pogue	b9bf9edb02	update rapidjson opts	2022-10-25 14:12:13 -06:00
Mark Regan	217add70bd	add strat and config for testing on PR	2022-10-25 20:07:39 +01:00
Mark Regan	47056eded3	multi target classifier working but not for parallel	2022-10-25 18:24:27 +01:00
Matthias	1ef38f137d	Fix XGBoost regressor "used before assignment"	2022-10-25 13:37:04 +02:00
Timothy Pogue	51be45547f	remove np object, make default str	2022-10-24 12:23:54 -06:00
Matthias	6669714a73	Update mal-formatted docstrings	2022-10-24 18:12:17 +02:00
Robert Caulk	137aa1756b	Merge pull request #7593 from th0rntwig/prediction-shape ... Fix constant PCA	2022-10-24 08:33:36 +02:00
robcaulk	4d2b7a74f1	move record params to utils, use rapidjson	2022-10-23 20:51:32 +02:00
Timothy Pogue	07e813dfa0	change param record to only get certain params	2022-10-23 12:09:07 -06:00
th0rntwig	49ff51f11f	Change storage loc and fix test fail	2022-10-23 16:24:02 +02:00
Timothy Pogue	4464e91256	use self.identifier in full path	2022-10-21 19:53:33 -06:00
Timothy Pogue	5ee3b8cbbb	update config recording to use all configs, fix tests	2022-10-21 19:48:26 -06:00
Robert Caulk	a85826bf24	Merge pull request #7611 from markdregan/backtest_extra_returns ... Make extra_returns_per_train data available during backtest	2022-10-21 17:13:22 +02:00
Wagner Costa Santos	6606a0113f	refactoring - remove unnecessary config file	2022-10-20 14:53:25 -03:00
Wagner Costa Santos	589944055e	fix typos - live predictions candles	2022-10-20 12:15:41 -03:00
Wagner Costa Santos	52b60c5cbb	Merge branch 'develop' into backtest_live_models	2022-10-20 11:59:37 -03:00
rcaulk	a9db668082	avoid redundant indicator population for corr_pair list	2022-10-20 16:30:32 +02:00
Mark Regan	073ce1659e	remove un-used f-string	2022-10-20 14:26:10 +01:00
Mark Regan	295ba21389	Make extra_returns_per_train values available during backtest	2022-10-20 12:05:37 +01:00
th0rntwig	033c5bd441	Make check constant pred labels agnostic	2022-10-18 12:55:47 +02:00
Matthias	880ddccaa8	Merge pull request #7590 from freqtrade/list-models ... List models	2022-10-17 20:40:41 +02:00
Matthias	441032be25	Fix sys.stdout bug for CatboostRegressorMultiTarget	2022-10-17 19:48:27 +02:00
Matthias	6cb14148aa	Fix random test failure due to catboost bug ... https://github.com/catboost/catboost/issues/2195	2022-10-17 07:00:44 +02:00
Matthias	23a5a516f9	Merge pull request #7557 from freqtrade/add-metric-tracker ... Add metric tracker to FreqAI	2022-10-16 18:20:07 +02:00
th0rntwig	20fc521771	Fix constant PCA	2022-10-15 23:30:12 +02:00
Robert Caulk	62ca822597	Merge pull request #7569 from Silur/develop ... Add XGBoost random forest predictors to freqai	2022-10-15 16:09:26 +02:00
robcaulk	3b4402aaab	Merge branch 'move-disk-writing-to-ram' into add-metric-tracker	2022-10-15 13:52:14 +02:00
robcaulk	99dbba6cad	avoid reading from disk to instantiate large objects	2022-10-15 13:50:55 +02:00
robcaulk	d81eef0b70	add timestamps to each metric, use rapidjson	2022-10-15 13:23:01 +02:00
robcaulk	b236e362ba	Merge remote-tracking branch 'origin/develop' into add-metric-tracker	2022-10-14 19:00:49 +02:00
Emre	7f05b44376	Add eval set to CatboostClassifier	2022-10-13 23:01:09 +03:00
Wagner Costa Santos	6919f3aa75	Backtest live models - fix utc date convert issue	2022-10-13 15:03:27 -03:00
Wagner Costa Santos	93fe2b6446	Merge branch 'develop' into backtest_live_models	2022-10-13 11:22:58 -03:00
robcaulk	1e31be562e	remove whitespace	2022-10-11 21:05:42 +02:00
robcaulk	dba1b573bc	remove tensorboard dir from other pred models	2022-10-11 19:49:24 +02:00
robcaulk	5b5bb8aab5	catboost tensorboard bugfix	2022-10-11 19:05:46 +02:00
Robert Caulk	2e34aa9f04	Merge pull request #7544 from th0rntwig/prediction-shape ... Remove constant labels from prediction	2022-10-10 21:24:25 +02:00
Robert Caulk	7bcb7d9a1a	Merge pull request #7554 from initrv/add-catboost-tensorboard ... Add tensorboard for catboost	2022-10-10 21:03:45 +02:00
Wagner Costa Santos	3081e73f8a	Merge branch 'develop' into backtest_live_models	2022-10-10 14:53:45 -03:00
silur	2ad086dd7a	add XGBoost random forest predictors to freqai	2022-10-10 14:38:43 +02:00
Matthias	eaae9c9e03	Update docstring format	2022-10-10 12:19:29 +00:00
Matthias	60de192d47	Update Classifier docstrings	2022-10-10 12:13:41 +00:00
robcaulk	a4aa1b972c	isolate and standardize location of tensorboard files, add doc, ensure backtesting functionality	2022-10-09 21:11:37 +02:00
robcaulk	76b33359a9	add an optional metric tracker to collect train timings, inference timings, and cpu load data	2022-10-09 20:22:42 +02:00
th0rntwig	4daf0000c7	Move check and add log warning	2022-10-08 16:15:48 +02:00
robcaulk	8d7adfabe9	clean RL tests to avoid dir pollution and increase speed	2022-10-08 12:10:38 +02:00
Emre	e337d4b78a	Reset dataframe index after slice	2022-10-07 20:00:05 +02:00
Matthias	d42fb15608	Improve generic exception handler	2022-10-07 16:05:41 +02:00
th0rntwig	a9d5e04a43	Remove constant labels from prediction	2022-10-06 19:26:33 +02:00
initrv	86c781798a	Add сatboost train_dir for tensorboard	2022-10-06 19:59:35 +03:00
robcaulk	488739424d	fix reward inconsistency in template	2022-10-05 20:55:50 +02:00
robcaulk	936ca24482	separate RL install from general FAI install, update docs	2022-10-05 15:58:54 +02:00
robcaulk	9c73411ac2	Merge remote-tracking branch 'origin/develop' into dev-merge-rl	2022-10-05 15:21:45 +02:00
robcaulk	292d72d593	automatically handle model_save_type for user	2022-10-03 18:42:20 +02:00
Robert Caulk	3585742b43	remove trailing whitespace	2022-10-03 17:28:45 +02:00
Robert Caulk	265795824b	make default type for close_price and date_pred np.nan	2022-10-03 11:58:22 +02:00
Robert Caulk	6ecd92de4a	Allow updating without changing identifier	2022-10-03 09:55:57 +02:00
robcaulk	b70f18f4c3	add close price and date to historic_predictions	2022-10-02 18:33:39 +02:00
robcaulk	cf882fa84e	fix tests	2022-10-01 20:26:41 +02:00
robcaulk	048cb95bd6	Merge remote-tracking branch 'origin/develop' into dev-merge-rl	2022-10-01 17:48:47 +02:00
Robert Caulk	3e34f10e3d	Merge pull request #7508 from aemr3/fix-pca-errors ... Fix feature list match for PCA	2022-10-01 16:50:29 +02:00
robcaulk	f4c6b99d63	remove commented lines	2022-10-01 14:23:15 +02:00
robcaulk	cd514cf15d	fix inlier metric in backtesting	2022-10-01 14:18:46 +02:00
robcaulk	f2b875483f	ensure raw features match when PCA is employed	2022-10-01 13:14:59 +02:00
robcaulk	51556e08c3	Merge branch 'develop' into pr/th0rntwig/7495	2022-10-01 12:45:08 +02:00
Emre	cdc01a0781	Fix feature list match for pca	2022-09-30 15:22:05 -07:00
Matthias	cc06c60fd8	Fix pandas deprecation warnings from freqAI	2022-09-30 15:43:23 +02:00
robcaulk	be48131185	make shuffle false in constants	2022-09-30 00:33:08 +02:00
Robert Caulk	6e74d46660	Ensure 1 thread available	2022-09-29 14:02:00 +02:00
Robert Caulk	7ef56e3029	Ensure at least 1 thread is available	2022-09-29 14:01:22 +02:00
Robert Caulk	555cc42630	Ensure 1 thread is available (for testing purposes)	2022-09-29 14:00:09 +02:00
Wagner Costa Santos	6845a5c6ea	backtest_live_models - refactoring after PR review	2022-09-29 01:48:38 -03:00
Robert Caulk	dcf6ebe273	Update BaseReinforcementLearningModel.py	2022-09-29 00:37:03 +02:00
robcaulk	83343dc2f1	control number of threads, update doc	2022-09-29 00:10:18 +02:00
th0rntwig	683b084323	Set train-test-split shuffle=False as default and remove stratification	2022-09-28 18:23:56 +02:00
Wagner Costa Santos	55ebbeec18	backtest_live models tests refactoring	2022-09-28 08:48:32 -03:00
Timothy Pogue	099137adac	remove hasattr calls	2022-09-27 22:35:15 -06:00
Timothy Pogue	9e36b0d2ea	fix formatting	2022-09-27 22:02:33 -06:00
Timothy Pogue	caa47a2f47	close subproc env on shutdown	2022-09-28 03:06:05 +00:00
Wagner Costa Santos	0be115de9c	backtest_live_models - added new tests and refactoring	2022-09-27 10:26:57 -03:00
Wagner Costa Santos	72aa47fc51	backtest_live_models - fix issue with timerange BT and 2 trainings within same candle (no data)	2022-09-27 00:14:12 -03:00
Wagner Costa Santos	14b96aaa38	backtesting live models - fix ci issues	2022-09-26 19:52:59 -03:00
Wagner Costa Santos	290afd9699	backtest_live_models - fix typo	2022-09-26 19:21:53 -03:00
Wagner Costa Santos	0318ca9f12	backtest_live_models - fix typo	2022-09-26 19:08:25 -03:00
Wagner Costa Santos	22bef71d5d	backtest_live_models - add function comments and tests	2022-09-26 19:01:24 -03:00
Wagner Costa Santos	ec947ad65c	remove commented code - backtest_live_models	2022-09-25 23:47:27 -03:00
Wagner Costa Santos	5880f7a638	backtest_live_models - params validation and get timerange from live models in BT	2022-09-25 23:14:00 -03:00
Wagner Costa Santos	f3f3917da3	Merge branch 'develop' into backtest_live_models	2022-09-25 20:05:26 -03:00
robcaulk	48e89e68b9	fix typos	2022-09-25 20:22:19 +02:00
Wagner Costa Santos	0ed7b2bfc3	change start_backtesting to handle backtest_live_models	2022-09-25 10:35:55 -03:00
robcaulk	873d2a5069	no model save backtest, plot features backtest, ensure inlier plays nice, doc	2022-09-25 11:18:10 +02:00
Wagner Costa Santos	7f116db95e	added generic function to get timerange from existent models	2022-09-24 13:01:53 -03:00
Wagner Costa Santos	d9c16d4888	Merge branch 'develop' into backtest_live_models	2022-09-24 12:30:55 -03:00
Wagner Costa Santos	3ee7eb63f7	starting backtest live models	2022-09-24 12:28:52 -03:00
Matthias	585342f193	Merge pull request #7454 from freqtrade/fix_backtesting_dfsize_freqai ... Ensure the DF has the same size in backtesting FreqAI	2022-09-24 16:17:39 +02:00
paranoidandy	2cc00a1a2c	Allow use of --strategy-list with freqai, with warning (#7455) ... * Allow use of --strategy-list with freqai, with warning * ensure populate_any_indicators is identical for resused identifiers * use pair instead of metadata["pair"] Co-authored-by: robcaulk <rob.caulk@gmail.com>	2022-09-24 13:21:01 +02:00
Matthias	6643d90e64	simplify freqAI start_backtesting	2022-09-24 10:34:14 +02:00
robcaulk	647200e8a7	isort	2022-09-23 19:30:56 +02:00
robcaulk	77c360b264	improve typing, improve docstrings, ensure global tests pass	2022-09-23 19:17:27 +02:00
robcaulk	9c361f4422	increase test coverage for RL and FreqAI	2022-09-23 18:04:43 +02:00
Robert Caulk	f5cd8f62c6	Remove unused code from BaseEnv	2022-09-23 10:24:39 +02:00
Emre	a4eaff4da6	Add training elapsed time	2022-09-23 01:18:34 -07:00
robcaulk	7295ba0fb2	add test for Base4ActionEnv	2022-09-22 23:42:33 +02:00
robcaulk	eeebb78a5c	skip darwin in RL tests, remove example scripts, improve doc	2022-09-22 21:16:21 +02:00
robcaulk	ea8e34e192	Merge branch 'develop' into dev-merge-rl	2022-09-22 19:46:50 +02:00
th0rntwig	71e6c54ea4	Normalise distances before Weibull fit (#7432) ... * Normalise distances before Weibull * Track inlier-metric params	2022-09-22 18:11:50 +02:00
Wagner Costa Santos	b1dbc3a65f	remove function remove_training_from_backtesting and ensure BT period is correct with startup_candle_count	2022-09-22 12:13:51 -03:00
robcaulk	b5fd11f91b	protect against unforeseen issues in scanning thread	2022-09-19 21:18:31 +02:00
robcaulk	42c75b4a7b	combine log messages	2022-09-19 19:16:32 +02:00
Robert Caulk	9b66297cc0	Fix append	2022-09-19 12:47:20 +02:00
Robert Caulk	995396c775	Add useful log info	2022-09-19 11:42:56 +02:00
Robert Caulk	ad652817ef	Ensure train ordering after restart ... Ensure lowest timestamps get trained first after restart	2022-09-19 11:11:23 +02:00
Robert Caulk	f9460c80c2	Merge pull request #7434 from freqtrade/improve-train-queue ... improve train queue system in FreqAI	2022-09-19 10:55:53 +02:00
Matthias	ea58c29ded	Add plot_feature_importance to schema definition	2022-09-19 08:13:54 +00:00
Matthias	225f7cd5f8	Merge pull request #7431 from initrv/add-plot-feature-importance ... Add plot feature importance	2022-09-19 08:41:10 +02:00
Matthias	d930931000	Bring back sleep - it'll ensure we give up control over the thread.	2022-09-19 07:14:33 +02:00
robcaulk	470d5d8405	ensure full new pairlist is in the queue	2022-09-18 17:08:07 +02:00
robcaulk	eaa43337d2	improve train queue system, ensure crash resilience in train queue.	2022-09-18 17:00:55 +02:00
robcaulk	95457d23ca	escape freqai-specific characters from file naming	2022-09-18 13:59:30 +02:00
Matthias	667853c504	Use Alias to type config objects	2022-09-18 13:20:55 +02:00
robcaulk	188f75d8ec	set model in models dict	2022-09-18 12:50:44 +02:00
robcaulk	1ef875901a	maintian user privacy by keeping plotly offline	2022-09-18 00:01:42 +02:00