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460 Commits

Author SHA1 Message Date
hroff-1902
52cd5f9127
Better use enumerate: more correct and more pythonic 2020-03-03 01:42:25 +03:00
hroff-1902
45c9496792
Do not run optimizer for 'jobs' epochs for the last iteration 2020-03-03 01:33:11 +03:00
hroff-1902
a7d4755859
optimize calculation of current_jobs 2020-03-03 01:20:14 +03:00
hroff-1902
92425642da
Fix config_jobs 2020-03-03 01:00:24 +03:00
Fredrik81
0e4862b0c8 Added logging if argument is miss-configured 2020-03-02 22:58:54 +01:00
Fredrik81
7713cfeb79 Corrected logic for -j + and - argument 2020-03-02 21:02:32 +01:00
Fredrik81
f08c7eedf1 Changed jobs to be dynamic for last loop 2020-03-01 14:35:13 +01:00
Fredrik81
75b4f1a442 Fix alignment of higher values 2020-03-01 14:12:27 +01:00
Fredrik81
e89fd33229 Fix for more arguments 2020-02-29 23:57:15 +01:00
Fredrik81
7a4edb1cd8 Fix: When total epochs is less than cpu cores 2020-02-29 23:41:59 +01:00
Fredrik81
23ae0653bd Changed table output to match hyperopt-list command 2020-02-29 23:24:08 +01:00
Fredrik81
349aa2f957 Added dynamic print table function to hyperopt 2020-02-28 21:54:04 +01:00
hroff-1902
893d9cde8d
Merge pull request #2943 from Fredrik81/add-print-table 
Added function to print hyperopt-list as table using tabulate
 2020-02-27 05:22:41 +03:00
Fredrik81
cd7efde6c0 Fixed coloring so it's only targeting the values not the table borders 2020-02-24 22:06:21 +01:00
Fredrik81
23bf135b8a Alignment of table content, changed coloring, changed 'Best' column to show if it's initial_point or best 2020-02-24 11:01:14 +01:00
Fredrik Rydin
2058b492eb Added function to print hyperopt-list as table using tabulate 2020-02-18 22:46:53 +01:00
Matthias
d65a06947d Merge branch 'develop' into data_handler 2020-02-09 15:16:43 +01:00
hroff-1902
d457d43999
Merge pull request #2833 from hroff-1902/type-hints 
Add some type hints
 2020-02-03 23:24:26 +03:00
hroff-1902
f3d500085c Add some type hints 2020-02-02 07:00:40 +03:00
Yazeed Al Oyoun
d038bcedb0 fixed some more line alignments 2020-01-31 22:37:05 +01:00
Matthias
1b9af9d2d8 Merge branch 'develop' into data_handler 2020-01-26 20:31:13 +01:00
hroff-1902
f4c7edf551 No args for backtest(), use arguments 2020-01-25 12:49:37 +01:00
Matthias
699c0d6bc3 Merge branch 'develop' into data_handler 2019-12-30 19:40:43 +01:00
Matthias
1ffda29fd2 Adjust improts to new exception location 2019-12-30 15:02:17 +01:00
Matthias
416517b0c9 Move trim_dataframe from history to converter 2019-12-28 11:01:41 +01:00
Matthias
6d5aca4f32 Convert hyperoptloss resolver to static loader 2019-12-23 10:09:08 +01:00
Matthias
248ef5a0ea Convert HyperoptResolver to static loader 2019-12-23 10:06:19 +01:00
hroff-1902
cf4c3642ce Minor improvements in data.history 2019-12-18 01:06:03 +03:00
Matthias
2f7181e236
Merge pull request #2648 from hroff-1902/hyperopt-random-state 
Seed hyperopt random_state if not passed
 2019-12-14 15:54:59 +01:00
hroff-1902
f2266ea9f4
Use shorter range for seeded random-state 2019-12-14 15:17:45 +03:00
Matthias
703924d6c4
Merge pull request #2643 from freqtrade/mins 
Remove min (plural) from codebase
 2019-12-12 14:27:39 +01:00
hroff-1902
6e778ad710 Seed hyperopt random_state if not passed 2019-12-12 03:12:28 +03:00
Matthias
f44e3dc319
Merge pull request #2642 from hroff-1902/fix-hyperopt-trailing 
Fix generation of hyperopt trailing params
 2019-12-11 19:53:42 +01:00
Matthias
7c7ca1cb90 Remove min (plural) from codebase 2019-12-11 07:12:37 +01:00
Matthias
b2a9b87be3
Merge pull request #2632 from freqtrade/dependabot/pip/develop/scikit-learn-0.22 
Bump scikit-learn from 0.21.3 to 0.22
 2019-12-10 16:20:39 +01:00
Matthias
3f9f29ba4e Fix Flake8 import error 2019-12-10 16:10:51 +01:00
hroff-1902
3448f86263 Suppress scikit-learn FutureWarnings from skopt imports 2019-12-10 15:46:29 +03:00
hroff-1902
641e3fdf7a Fix generation of hyperopt trailing params 2019-12-10 03:32:43 +03:00
hroff-1902
0e4ef33d6a
Merge pull request #2581 from hroff-1902/hyperopt-list 
Add hyperopt-list and hyperopt-show commands
 2019-12-10 00:30:26 +03:00
hroff-1902
d21ae4edd3 Add fixes for comments in the review 2019-12-05 23:29:31 +03:00
Matthias
4b0a4c936a Fix hyperopt with ticker_interval from strategy 2019-12-05 20:31:02 +01:00
hroff-1902
b61f43835d Make flake happy 2019-12-05 01:11:06 +03:00
hroff-1902
017a94adc1 Merge develop 2019-12-05 01:08:38 +03:00
hroff-1902
54694dd3a4 Manual merge of some conflicts in hyperopt 2019-12-04 23:14:47 +03:00
hroff-1902
668d42447f Refactor log_trials_result() 2019-12-01 16:15:00 +03:00
hroff-1902
69b0767165 Merge remote-tracking branch 'upstream/develop' into hyperopt-trailing-space 2019-12-01 03:28:23 +03:00
hroff-1902
8f9b5095b5 Fix some tests 2019-11-27 22:52:43 +03:00
hroff-1902
8e7512161a Add hyperopt-list and hyperopt-show commands 2019-11-26 15:01:42 +03:00
hroff-1902
067267f4cf Log messages improved (plural/singular) 2019-11-23 12:20:41 +03:00
hroff-1902
737c07c5b6 Make mypy happy 2019-11-23 11:51:52 +03:00
hroff-1902
097cdcb57a Save epochs at intermediate points 2019-11-23 11:32:33 +03:00
hroff-1902
31ab32f0b9 Always set trailing_stop=True with 'trailing' hyperspace 2019-11-08 12:47:28 +03:00
hroff-1902
f90676cfc5 Add trailing stoploss hyperspace 2019-11-08 03:07:43 +03:00
Matthias
ca77dbe8da Fix UnicodeError in hyperopt output 2019-11-06 19:33:15 +01:00
Matthias
132a4da7cf Small style fixes and adjusted tests 2019-10-27 10:56:38 +01:00
Matthias
33164ac78e Refactor loading of bt data to backtesting ... 2019-10-27 09:44:56 +01:00
hroff-1902
9b23376415 Move experimental settings to ask_strategy 2019-10-05 13:29:59 +03:00
Matthias
b994f5c273
Merge pull request #2294 from hroff-1902/fix-skopt-memory3 
Fix skopt memory exhaustion
 2019-09-25 19:55:27 +02:00
hroff-1902
665e0570ae Fix hyperopt position stacking 2019-09-25 03:41:22 +03:00
hroff-1902
6ffb8b7a70 Fix wordings in comment 2019-09-23 13:25:31 +03:00
hroff-1902
0c6164df7e Fix memory exhaustion in skopt models list 2019-09-23 13:03:43 +03:00
Matthias
1cd8ed0c1a Remove --refresh-pairs 2019-09-20 20:02:07 +02:00
hroff-1902
69f29e8907 minor: Cleanup for backtesting 2019-09-18 22:57:17 +03:00
hroff-1902
5cbc073dd1 minor: Cleanup hyperopt 2019-09-16 21:46:15 +03:00
Matthias
972b8a1726 Remove defaulting to test_data folder when no datadir is present 2019-09-07 21:06:20 +02:00
Matthias
7af445adf3
Merge pull request #2137 from hroff-1902/hyperopt-adaptive-roi-space 
Hyperopt: adaptive roi_space
 2019-09-06 06:26:52 +02:00
Matthias
513e84880e Don't escape ticks where it's not needed 2019-08-25 20:38:51 +02:00
hroff-1902
067208bc9d make backtesting an attribute of Hyperopt 2019-08-24 00:10:35 +03:00
hroff-1902
17b3f01b28
Merge branch 'develop' into hyperopt-adaptive-roi-space 2019-08-20 23:00:23 +03:00
hroff-1902
cadf573170 round printed stoploss value as well 2019-08-20 22:24:59 +03:00
hroff-1902
a12876da92 fine printing for floats in the roi tables (round to 5 digits after the decimal point) 2019-08-20 22:17:21 +03:00
Matthias
0a478bc0dc Merge branch 'develop' into align_userdata 2019-08-18 15:00:12 +02:00
hroff-1902
e525275d10 make flake and mypy happy 2019-08-15 23:13:46 +03:00
hroff-1902
4fa92ec0fa hyperopt: --print-json option added 2019-08-15 21:39:04 +03:00
hroff-1902
5b9711c002 adaptive roi_space 2019-08-14 13:25:49 +03:00
Matthias
51c3a31bb5 Correct imports and calls to parse_timerange 2019-08-14 10:07:32 +02:00
hroff-1902
8f92912852 final colorization schema 
colorization schema-2: red, green, bright/dim

colorization schema-3: red, green, bright only green bests

colorization schema-4: no red, green for profit, bright for bests
 2019-08-12 21:08:52 +03:00
hroff-1902
ae39f6fba5 use of termcolor eliminated 2019-08-09 14:51:03 +03:00
Matthias
383b24ab84 Merge branch 'develop' into align_userdata 2019-08-05 06:55:51 +02:00
hroff-1902
9cbab35de0 colorization by means of termcolor and colorama 2019-08-04 22:54:19 +03:00
hroff-1902
f200f52a16 hyperopt print colorized results 2019-08-03 19:09:42 +03:00
hroff-1902
13620df717 'with values:' line removed 2019-08-03 11:05:05 +03:00
hroff-1902
3b65c986ee wordings fixed 2019-08-03 10:20:20 +03:00
hroff-1902
aa8f44f68c improvements to hyperopt output 2019-08-02 22:22:58 +03:00
Matthias
39e8e507d9 Merge branch 'develop' into align_userdata 2019-08-02 20:08:26 +02:00
hroff-1902
065ebd39ef cleanup in hyperopt 2019-08-01 23:57:26 +03:00
Matthias
bcccdda7c0 Merge branch 'develop' into align_userdata 2019-08-01 19:33:45 +02:00
Matthias
8cef567abc create and use hyperopt-results folder 2019-07-31 07:10:17 +02:00
hroff-1902
8f1f416a52 hyperopt cleanup and output improvements 2019-07-30 11:47:28 +03:00
Matthias
2c7a248307 Use user_data_dir in hyperopt 2019-07-28 14:57:05 +02:00
Matthias
0a253d66d0 Remove os.path from hyperopt 2019-07-28 14:57:05 +02:00
Matthias
639a4d5cf7 Allow importing interface from hyperopt.py 2019-07-17 07:15:43 +02:00
Matthias
8ccfc0f316 Remove unused variables 2019-07-17 06:24:40 +02:00
Matthias
d23179e25c Update hyperopt-loss to use resolver 2019-07-16 06:27:43 +02:00
Matthias
7d62bb8c53 Revert --clean argument to --continue 2019-07-16 05:51:26 +02:00
Matthias
07a1c48e8c Fix wrong intendation for custom-hyperopt check 2019-07-15 23:14:07 +02:00
Matthias
7be25313a5 Add some mypy ignores 2019-07-15 22:59:28 +02:00
Matthias
55e8092cbf Add sharpe ratio as loss function 2019-07-15 22:52:33 +02:00
Matthias
e5170582de Adapt tests to new loss-function method 2019-07-15 22:45:14 +02:00
Matthias
710443d200 Add documentation for custom hyperopt 2019-07-15 21:38:49 +02:00
Matthias
2a20423be6 Allow loading custom hyperopt loss functions 2019-07-15 21:35:42 +02:00
Matthias
2fedae6060 Move unnecessary things out of generate_optimizer 2019-07-15 20:31:55 +02:00
Matthias
b1b4048f97 Add test for hyperopt 2019-07-15 20:28:02 +02:00
Matthias
107f00ff8f Add hyperopt option to clean temporary pickle files 2019-07-15 20:17:15 +02:00
Matthias
5144e98a82
Merge pull request #2015 from hroff-1902/refactor/config2 
Make configuration a module
 2019-07-15 19:41:57 +02:00
Matthias
cbe25178d7
Merge pull request #2009 from hroff-1902/fix-2008 
fix #2008
 2019-07-15 10:55:33 +02:00
hroff-1902
65f77306d3 using logger.debug, info was too noisy 2019-07-14 21:00:48 +03:00
hroff-1902
efbc7cccb1 enable --dmmp for hyperopt 2019-07-14 20:56:17 +03:00
hroff-1902
1bdffcc73b make configuration a sep. module, including arguments 2019-07-12 00:49:23 +03:00
hroff-1902
e993e010f4 Fix #2013 2019-07-11 23:02:57 +03:00
hroff-1902
c474e2ac86 fix #2008 2019-07-10 01:53:40 +03:00
Matthias
89ff614e1d Add pair as parameter, and warn when fillup was necessary 2019-06-15 13:46:19 +02:00
hroff-1902
90b0f1daa8 minor optimize cleanup 2019-06-10 02:08:54 +03:00
Matthias
236c392d28 Don't load hyperopts / optimize dependency tree if that module is not 
used
 2019-05-25 20:00:31 +02:00
Matthias
b38c43141c Adjust imports to new location 2019-05-25 16:53:35 +02:00
hroff-1902
8b95e12468 log message adjusted in backtesting and hyperopt 2019-05-15 12:05:35 +03:00
hroff-1902
5677c4882e minor: add ticker data validation; log backtesting interval 2019-05-13 23:56:59 +03:00
hroff-1902
00b4501c59 avg profit and total profit corrected (to be %, not ratio); comments cleaned up a bit; typo in the log msg fixed 2019-05-12 21:14:00 +03:00
hroff-1902
0f43e0bb7d minor hyperopt output improvements 2019-05-10 10:54:44 +03:00
hroff-1902
e7b81e4d46 hyperopt --min-trades parameter 2019-05-01 15:27:58 +03:00
hroff-1902
ea44bbff9f prevent hyperopt from running simultaneously 2019-04-25 11:11:04 +03:00
hroff-1902
6a0f527e0e
merge --job-workers and commit printing debug log messages with the opt state 2019-04-24 10:35:04 +03:00
hroff-1902
2898067318
Merge branch 'develop' into hyperopt-jobs 2019-04-24 10:31:03 +03:00
hroff-1902
fc4ef2b430
Merge branch 'develop' into hyperopt-opt-params 2019-04-23 21:58:27 +03:00
hroff-1902
e3b0474901
Merge branch 'develop' into hyperopt-jobs 2019-04-23 21:34:38 +03:00
hroff-1902
cc9f899cd6 removed explicit dependency on multiprocessing module 2019-04-23 21:25:36 +03:00
hroff-1902
a022b1a6c1 --random-state for optimzer to get reproducible results added 2019-04-23 21:18:52 +03:00
Matthias
4971b9fc39
Merge pull request #1793 from hroff-1902/hyperopt-debug-state 
hyperopt: print optimizer state in debug log messages
 2019-04-23 20:11:04 +02:00
hroff-1902
3e3fce5f38 print optimizer state in debug log messages 2019-04-23 09:49:24 +03:00
hroff-1902
7c8e26c717 -j/--job-workers option added for controlling the number of joblib parallel worker processes used in hyperopt 
docs refreshed
 2019-04-23 00:52:07 +03:00
hroff-1902
ad85ac3dde make --refresh-pairs-cached common option for optimization; added support for it into hyperopt 2019-04-22 21:24:45 +03:00
hroff-1902
6b87d94bb0 --print-all command line option added for hyperopt 2019-04-22 01:10:01 +03:00
Matthias
1340b71633 Add RunMode setting to determine bot state 2019-01-22 07:04:19 +01:00
Matthias
40b1d8f067 Fix CI problems 2019-01-06 14:57:14 +01:00
Matthias
dd2af86a41 pprint results 2019-01-06 14:47:38 +01:00
Matthias
a0df7b9d7c Use sell/buy trends from hyperopt file if available 2019-01-06 14:12:55 +01:00
Matthias
2147bd8847 Fix problem when no experimental dict is available 2019-01-06 13:29:14 +01:00
Matthias
68ba1e1f37 Add sell signal hyperopt 2019-01-06 13:29:14 +01:00
Matthias
6c02cc5993 Adjust test to pathlib 2018-12-15 14:14:38 +01:00
Matthias
21aba1620c Replace calls to load_data 2018-12-15 14:10:33 +01:00
Matthias
432cc00283 Adjust imports to data.history 2018-12-14 06:32:49 +01:00
Matthias
3ac2106a16
Merge pull request #1290 from freqtrade/fix/backtest_toomanyopen 
fix backtesting not respecting max_open_trades
 2018-11-30 19:17:09 +01:00
Matthias
cc7b820978 Move hyperoptresolver to resolvers package 2018-11-24 20:14:08 +01:00
Matthias
805f509498 Merge branch 'develop' into fix/backtest_toomanyopen 2018-11-24 10:39:16 +01:00
Matthias
7757c53b06 Small fixes 2018-11-20 17:43:49 +01:00
Matthias
5dd013c3b1 Rename hyperopt interface and resolver 2018-11-20 17:40:45 +01:00
Matthias
4f800bfbc8 Fix pickling-error 2018-11-14 20:25:43 +01:00
Matthias
9cd2ed5a16 fix hyperopt get_timeframe mock 2018-11-09 07:13:20 +01:00
Matthias
96efd12a31 add new options to hyperopt 2018-11-09 07:12:41 +01:00
Matthias
7b62e71f23 Fix some tests and rebase issues 2018-11-07 20:45:52 +01:00
Stephen Dade
477515c4b5 Now using resolver for custom hyperopts 2018-11-07 06:58:20 +01:00
Stephen Dade
469db0d434 Decoupled custom hyperopts from hyperopt.py 2018-11-07 06:26:16 +01:00
Matthias
8a3272e7c5 don't copy tickerdata_to_dataframe into backtesting 
it's used only once, so this does not make sense and hides the origin of
the function
 2018-10-17 19:47:19 +02:00
Matthias
84622dc84b Move test for strategy out of constructor 2018-09-29 14:23:53 +02:00
Matthias
1b290ffb5d Update hyperopt to show errors if non-supported variables are used 2018-09-29 13:49:38 +02:00
Matthias
787d6042de Switch from pair(str) to metadata(dict) 2018-07-29 20:56:23 +02:00
Matthias
5fbce13830 update hyperopt to use new methods 2018-07-29 20:55:40 +02:00
Matthias
98665dcef4 revert inadvertent wihtespace changes 2018-07-29 20:55:37 +02:00
Gert Wohlgemuth
0dcaa82c3b fixed test? 2018-07-29 20:55:06 +02:00
Gert Wohlgemuth
3dd7d209e9 more test fixes 2018-07-29 20:55:06 +02:00
Gert Wohlgemuth
abc55a6e6b fixing? hyperopt 2018-07-29 20:55:06 +02:00
Janne Sinivirta
0cc1b66ae7
Merge pull request #1037 from freqtrade/fix/backtest-comment 
replace --realistic with 2 separate flags
 2018-07-19 17:33:19 +03:00
Matthias
8f254031c6 Add short form for parameters, change default for hyperopt 2018-07-19 13:19:36 +02:00
Matthias
e17618407b Rename --realistic-simulation to --enable-position-stacking 2018-07-17 20:26:59 +02:00
Janne Sinivirta
aeb4102bcb refactor Analyze class methods to base Strategy class 2018-07-16 08:23:39 +03:00
Samuel Husso
7dca3c6d03 freqtradebot,main,hyperopt: fstrings in use 2018-07-05 10:11:29 -05:00
Janne Sinivirta
96bb2efe69 use joblib.dump and load for trials 2018-07-03 23:08:29 +03:00
Janne Sinivirta
c4a8435e00 change pickle file name to better suit it's current purpose 2018-07-03 22:17:43 +03:00
Janne Sinivirta
3a7056ea1b run at least one epoch 2018-07-03 21:55:22 +03:00
Janne Sinivirta
2cde540645 remove dead code 2018-07-03 21:50:45 +03:00
Janne Sinivirta
ef59f9ad24 sort imports in hyperopt.py 2018-07-03 21:50:24 +03:00
Janne Sinivirta
ee4754cfb9 avoid re-serialization of whole dataframe 2018-07-03 14:49:58 +03:00
Janne Sinivirta
2713fdb860 use cpu count explicitly in job count 2018-07-03 11:46:56 +03:00
Janne Sinivirta
79aab4cce2 use fstring 2018-07-03 11:44:54 +03:00
Janne Sinivirta
fa8fc3e4ce handle the case where we have zero buys 2018-07-02 11:46:55 +03:00
Janne Sinivirta
0ce08932ed mypy fixes 2018-06-30 09:54:31 +03:00
Janne Sinivirta
0bddc58ec4 extract loading previous results to a method 2018-06-25 11:38:14 +03:00
Janne Sinivirta
118a43cbb8 fixing tests for hyperopt 2018-06-24 15:27:53 +03:00
Janne Sinivirta
642ad02316 remove unused import 2018-06-23 15:56:38 +03:00
Janne Sinivirta
ab9e2fcea0 fix guard names to match search space 2018-06-23 15:47:19 +03:00
Janne Sinivirta
136456afc0 add three triggers to hyperopting 2018-06-23 15:44:51 +03:00
Janne Sinivirta
e8f2e6956d to avoid pickle problems, get rid of reference to exchange after initialization 2018-06-23 14:37:36 +03:00
Janne Sinivirta
a525cba8e9 switch signal handler to try catch. fix pickling and formatting output 2018-06-23 14:37:36 +03:00
Janne Sinivirta
8272120c3a convert stoploss and ROI search spaces to skopt format 2018-06-23 14:37:36 +03:00
Janne Sinivirta
8fee2e2409 move result logging out from optimizer 2018-06-23 14:37:36 +03:00
Janne Sinivirta
c415014153 use multiple jobs in acq 2018-06-23 14:37:36 +03:00
Janne Sinivirta
964cbdc262 increase initial sampling points 2018-06-23 14:37:36 +03:00
Janne Sinivirta
a46badd5c0 reuse pool workers 2018-06-23 14:37:36 +03:00
Janne Sinivirta
0cb1aedf5b problem with pickling 2018-06-23 14:37:36 +03:00
Janne Sinivirta
b485e6e0ba start small 2018-06-23 14:37:36 +03:00
gcarq
78f50a1471 move logic from hyperopt to freqtrade.strategy 2018-06-23 14:37:36 +03:00
gcarq
5aae215c94 wrap strategies with HyperoptStrategy for module lookups with pickle 2018-06-23 14:37:36 +03:00
Matthias
a5511e2e30
Merge pull request #894 from freqtrade/feature/force_close_backtest 
Display open trades after backtest period
 2018-06-16 12:49:08 +02:00
Janne Sinivirta
0c85febe76 remove all mongodb related code 2018-06-16 09:09:28 +03:00
Janne Sinivirta
c1f8f641e6 remove use of hyperopt_conf.py 2018-06-16 09:09:28 +03:00
xmatthias
4710210cff fix hyperopt to use new backtesting result tuple 2018-06-10 13:56:10 +02:00
xmatthias
7a34578b4d refactor timerange to named tuple 2018-06-05 23:34:26 +02:00
xmatthias
50fc5f91ca Merge branch 'develop' into mypy_typecheck 2018-06-03 10:35:56 +02:00
Janne Sinivirta
a657e3d24a
Merge pull request #826 from gcarq/fix/hyperopt-stake_currency 
Fix stake_currency returned by Hyperopt  …
 2018-06-03 07:19:24 +03:00
Gerald Lonlas
fe8ff1b929 Fix stake_currency return by Hyperopt 
Hyperopt had BTC hard coded in the result. This commit  will display
the real stake_currency used.

If you used `"stake_currency": "USDT",` in your config file.
Before this commit you saw a message like:
"2 trades. Avg profit  0.13%. Total profit  0.00002651 BTC (0.0027Σ%). Avg duration 142.5 mins."

Now with the commit, we fix the wrong BTC currency:
"2 trades. Avg profit  0.13%. Total profit  0.00002651 USDT (0.0027Σ%). Avg duration 142.5 mins."
 2018-06-02 14:07:31 -07:00