├── .gitignore
├── LICENSE
├── README.md
├── omega_ui
├── __init__.py
├── app.py
├── backend.py
├── backtest.py
├── configuration.py
├── omega_ui.config
├── socket_logging.py
├── static
│ ├── script.js
│ └── stylesheet.css
├── tearsheet.py
├── tests
│ ├── AAPL.csv
│ ├── MSFT.csv
│ ├── TestData.csv
│ ├── test_backtest.py
│ └── test_tearsheet.ipynb
└── users.json
└── setup.py
/.gitignore:
--------------------------------------------------------------------------------
1 | # python generated files #
2 | ##########################
3 | *.pyc
4 | omega_ui.egg-info/
5 | omega_ui/tests/.ipynb_checkpoints/
6 |
7 | # OS generated files #
8 | ######################
9 | .DS_Store
10 | .DS_Store?
11 | ._*
12 | .Spotlight-V100
13 | .Trashes
14 | ehthumbs.db
15 | Thumbs.db
16 |
--------------------------------------------------------------------------------
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671 | may consider it more useful to permit linking proprietary applications with
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674 | .
675 |
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # Omega UI
2 |
3 | Backtesting Front End for backtrader (see: https://www.backtrader.com/). Built with Plotly/Dash.
4 |
5 | **Important:**
6 | * Before using, please make sure to update the file **omega-ui.config** at the root of the omega_ui folder.
7 | This file contains configuration parameters that are used throughout the application.
8 | * A Redis instance must be running (this is used to display logs) and the package folder needs to be in PythonPath.
9 |
10 | **What needs to be updated:**
11 | * Default/Module: This is the module where the class implementing the Backtest class is (make sure that the module is in
12 | PythonPath).
13 | * Default/Class: Name of the class implementing the Backtest class.
14 | * Default/Redis: IP address of the Redis datastore (Default port: 6379).
15 | * Logging/Root: Path to where logs will be stored.
16 | * Backtest/Cash: Default cash value.
17 | * Backtest/Modules: Modules where the strategies are located (several modules can be implemented using commas as
18 | a delimiter).
19 |
20 |
21 | ## 1. Installation:
22 | From source: Place the omega_ui directory found in the sources inside your project
23 |
24 | ## 2. Usage:
25 | * Before the UI can be used, the Backtest class needs to be implemented. This is done by inheriting the class Backtest
26 | from omega_ui.backtest and implementing the following methods:
27 | * get_symbols: Symbols that will be displayed on the UI and on which we can run a backtest.
28 | * get_parameters: Default parameters for a given strategy.
29 | * run: Run a backtest. Please note that this needs to return 2 items: returns and results from backtrader.
30 |
31 | * Before running the UI, the following command has to be running: 'python socket_logging.py flask run'. This is the
32 | server which redirects the logs to the UI.
33 |
34 | * To run the UI, run the following command: 'python app.py' and in your browser (tested only on Chrome), navigate to
35 | the specified address (should be http://127.0.0.1:8050/).
36 |
37 | ## 3. Example:
38 | An example has been included in the tests folder to give an idea on how to use the UI (see test_backtest.py). When
39 | using it, please make sure to select the strategy "TestStrategy" in the Strategy dropwdown as selecting ExampleBacktest
40 | would not work.
41 |
42 | ## Note:
43 | This project is designed for people already comfortable using and writing python code. I do not have time to provide
44 | support but am happy to help if you get in touch regarding the following topics:
45 | * Error messages
46 | * Documentation
47 | * Suggestions for extra features
48 | * Bugs
49 | I will try to reply to messages but can't guarantee it (as long as the message is properly formatted). This is a work
50 | in progress and also a project which I use for my research. Offers to contribute will be accepted.
51 |
52 | Also, if nothing happens while trying to run a backtest, this might be due to a problem with the Dash React part.
53 | I had an issue where I had to roll back Dash to a specific version and haven't tried to use the latest version again.
54 | To find out if there's a problem with React, right-click in Chrome and select Inspect, then navigate to the Console
55 | tab and look for errors. See below to know which dash packages work with this application:
56 | * dash==0.21.0
57 | * dash-auth==0.1.0
58 | * dash-core-components==0.20.2
59 | * dash-html-components==0.10.0
60 | * dash-renderer==0.11.3
61 | * dash-table-experiments==0.6.0
62 |
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/omega_ui/__init__.py:
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https://raw.githubusercontent.com/OmegaTrading/OmegaUI/dd99469a0356c64bd5c9a38f3ff6f99e67cf47ef/omega_ui/__init__.py
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/omega_ui/app.py:
--------------------------------------------------------------------------------
1 | import flask
2 | import json
3 | import logging
4 | import os
5 | import uuid
6 | import redis
7 |
8 | import dash
9 | import dash.dependencies as dd
10 | import dash_auth
11 | import dash_core_components as dcc
12 | import dash_html_components as dhc
13 | import dash_table_experiments as dtb
14 |
15 | import omega_ui.configuration as oc
16 | import omega_ui.backend as ob
17 |
18 |
19 | debug_mode = True # set False to deploy
20 |
21 | root_directory = os.getcwd()
22 | stylesheets = ['stylesheet.css']
23 | jss = ['script.js']
24 | static_route = '/static/'
25 |
26 |
27 | app = dash.Dash(__name__)
28 | server = app.server
29 | app.title = 'Omega - Backtest'
30 |
31 | level_marks = ['Debug', 'Info', 'Warning', 'Error']
32 |
33 |
34 | left_column = dhc.Div([
35 | dhc.Div([
36 | dhc.Div('Symbols:', className='four columns'),
37 | dcc.Dropdown(
38 | id='symbols',
39 | options=[{'label': name, 'value': name} for name in ob.backtest.get_symbols()],
40 | multi=True,
41 | className='eight columns u-pull-right')
42 | ], className='row mb-10'),
43 | dhc.Div([
44 | dhc.Div('Module:', className='four columns'),
45 | dcc.Dropdown(
46 | id='module',
47 | options=[{'label': name, 'value': name} for name in oc.cfg['backtest']['modules'].split(',')],
48 | className='eight columns u-pull-right')
49 | ], className='row mb-10'),
50 | dhc.Div([
51 | dhc.Div('Strategy:', className='four columns'),
52 | dcc.Dropdown(id='strategy', options=[], className='eight columns u-pull-right')
53 | ], className='row mb-10'),
54 | dhc.Div(
55 | dtb.DataTable( # https://github.com/plotly/dash-table-experiments/blob/master/usage-editable.py
56 | rows=ob.cash_param(),
57 | # optional - sets the order of columns
58 | columns=['Parameter', 'Value'],
59 | editable=True,
60 | id='params-table'
61 | ), className='row mb-10'),
62 |
63 | dhc.Div([
64 | dhc.Div('Notes:'),
65 | dhc.Textarea(id='notes-area', style={'width': '100%'})
66 | ], className='row', style={'vertical-align': 'bottom'}),
67 | ], className="three columns gray-block", style={'position': 'absolute', 'top': 0, 'bottom': '123px'})
68 |
69 | center = dhc.Div([
70 | dhc.Div([
71 | dhc.Div([dcc.Graph(id='charts')]),
72 | ], id='graph-container', className='row',
73 | style={'position': 'absolute', 'top': '0px', 'bottom': '0px', 'left': '0px', 'right': '0px'})
74 | ], className='offset-by-three six columns gray-block', style={'position': 'absolute', 'top': 0, 'bottom': '9.2em'})
75 |
76 | right_column = dhc.Div([
77 | dhc.Div(
78 | dhc.Div([
79 | dhc.Div([
80 | dhc.Div([
81 | dhc.Button('Backtest', id='backtest-btn', n_clicks=0, style={'width': '34%', 'margin-left': 0, 'margin-right': '3%'}),
82 | dhc.Button('Save', id='save-btn', n_clicks=0, style={'width': '30%', 'margin-left': 0, 'margin-right': '3%'}),
83 | dhc.Button('Load', id='load-btn', n_clicks=0, style={'width': '30%', 'margin-left': 0, 'margin-right': 0}),
84 | ]),
85 | dhc.Div(id='status-area', style={
86 | 'margin-top': '10px',
87 | 'padding-left': '10px',
88 | 'border': '1px solid black',
89 | 'line-height': '40px',
90 | 'min-height': '40px',
91 | })
92 | ], className='gray-block mb-10'),
93 | dhc.Div(id='stat-block', className='block',
94 | style={'position': 'absolute', 'top': '155px', 'bottom': '9.2em', 'left': '75.75%', 'right': 0}),
95 | ], className='twelve columns'), className='row'),
96 | ], className='offset-by-nine three columns')
97 |
98 | bottom = dhc.Div([
99 | dhc.Div([
100 | dhc.Div('Logs:', className='one columns'),
101 | dhc.Div('Level:', className='one columns'),
102 | dhc.Div([
103 | dcc.RangeSlider(
104 | id='level-slider',
105 | marks=level_marks,
106 | min=0,
107 | max=len(level_marks)-1,
108 | step=1,
109 | value=[0, len(level_marks)-1],
110 | )
111 | ], className='five columns', style={'margin-top': '-0.5em', 'margin-left': '-1em', })
112 | ], className='row mb-10'),
113 | dhc.Iframe(id='log-frame', style={
114 | 'width': '100%',
115 | 'background-color': 'white',
116 | 'border': '1px solid black',
117 | 'min-height': '20em',
118 | 'margin-bottom': '-1em'
119 | }, className='row'),
120 | ], className='gray-block')
121 |
122 | app.layout = dhc.Div([
123 | dhc.Div(
124 | dhc.Div(dhc.H1('Omega'), className='gray-block2 mb-10'),
125 | style={'position': 'absolute', 'right': '1em', 'width': '99%'}),
126 | dhc.Div([
127 | dhc.Div([
128 | left_column, center, right_column
129 | ], className='row', style={'position': 'absolute', 'bottom': '18em', 'top': '7em', 'right': '1em', 'width': '99%'}),
130 | dhc.Div(
131 | bottom
132 | , className='row', style={'position': 'absolute', 'bottom': '0.5em', 'right': '1em', 'width': '99%'})
133 | ]),
134 | dhc.Div(id='intermediate-value', style={'display': 'none'}),
135 | dhc.Div(id='intermediate-params', style={'display': 'none'}),
136 | dhc.Div(id='intermediate-status', style={'display': 'none'}),
137 | dhc.Div(id='level-log', contentEditable=True, style={'display': 'none'}),
138 | dcc.Input(id='log-uid', type='text', style={'display': 'none'})
139 | ])
140 |
141 |
142 | for stylesheet in stylesheets:
143 | app.css.append_css({"external_url": "/static/{}".format(stylesheet)})
144 |
145 | app.scripts.append_script({"external_url": "//code.jquery.com/jquery-1.4.2.min.js"})
146 | app.scripts.append_script({"external_url": "//cdnjs.cloudflare.com/ajax/libs/socket.io/1.3.5/socket.io.min.js"})
147 |
148 |
149 | for js in jss:
150 | app.scripts.append_script({"external_url": "/static/{}".format(js)})
151 |
152 |
153 | @app.server.route('{}'.format(static_route))
154 | def serve_file(file):
155 | if file not in stylesheets and file not in jss:
156 | raise Exception('"{}" is excluded from the allowed static css files'.format(file))
157 | static_directory = os.path.join(root_directory, 'static')
158 | return flask.send_from_directory(static_directory, file)
159 |
160 |
161 | @app.callback(dd.Output('strategy', 'options'), [dd.Input('module', 'value')])
162 | def update_strategy_list(module_name):
163 | data = ob.test_list(module_name)
164 | return [{'label': name, 'value': name} for name in data]
165 |
166 |
167 | @app.callback(dd.Output('params-table', 'rows'), [dd.Input('module', 'value'), dd.Input('strategy', 'value'), dd.Input('symbols', 'value')])
168 | def update_params_list(module_name, strategy_name, symbol):
169 | return ob.params_list(module_name, strategy_name, symbol)
170 |
171 |
172 | @app.callback(dd.Output('strategy', 'value'), [dd.Input('strategy', 'options')])
173 | def update_strategy_value(options):
174 | if len(options):
175 | return options[0]['value']
176 | return ''
177 |
178 |
179 | @app.callback(dd.Output('status-area', 'children'),
180 | [
181 | dd.Input('backtest-btn', 'n_clicks'),
182 | dd.Input('intermediate-params', 'children'),
183 | dd.Input('intermediate-value', 'children')
184 | ])
185 | def update_status_area(n_clicks, packed_params, result):
186 | if result:
187 | return 'Done!'
188 | if n_clicks == 0:
189 | return ''
190 | module, strategy, symbol = None, None, None
191 | try:
192 | params = json.loads(packed_params)
193 | if 'module_i' in params:
194 | module = params['module_i']
195 | if 'strategy_i' in params:
196 | strategy = None if params['strategy_i'] == '' else params['strategy_i']
197 | if 'symbols_i' in params:
198 | symbol = params['symbols_i']
199 | except:
200 | pass
201 | to_provide = []
202 | if module is None:
203 | to_provide.append('module')
204 | if strategy is None:
205 | to_provide.append('strategy')
206 | if symbol is None:
207 | to_provide.append('symbol')
208 | if len(to_provide):
209 | return 'Please provide a value for: {}!'.format(', '.join(to_provide))
210 |
211 | return 'Backtesting...'
212 |
213 |
214 | @app.callback(dd.Output('log-uid', 'value'), [dd.Input('symbols', 'options')])
215 | def create_uid(m):
216 | return uuid.uuid4().hex
217 |
218 |
219 | @app.callback(dd.Output('intermediate-value', 'children'),
220 | [dd.Input('intermediate-params', 'children'), dd.Input('log-uid', 'value')])
221 | def on_click_backtest_to_intermediate(json_packed, uid):
222 | try:
223 | unpacked = json.loads(json_packed)
224 | module = unpacked['module_i']
225 | strategy = unpacked['strategy_i']
226 | symbols = unpacked['symbols_i']
227 | params = unpacked['table_params']
228 | if module is None or strategy is None or symbols is None:
229 | return []
230 | return ob.create_ts(uid, module, strategy, symbols, params)
231 | except json.decoder.JSONDecodeError:
232 | # Ignoring this error (this is happening when inputting values in Module/Strategy boxes)
233 | return []
234 |
235 |
236 | @app.callback(dd.Output('backtest-btn', 'n_clicks'),
237 | [
238 | dd.Input('module', 'value'),
239 | dd.Input('strategy', 'value'),
240 | dd.Input('symbols', 'value'),
241 | dd.Input('params-table', 'rows')
242 | ])
243 | def reset_button(*args):
244 | return 0
245 |
246 |
247 | @app.callback(dd.Output('intermediate-params', 'children'),
248 | [
249 | dd.Input('backtest-btn', 'n_clicks'),
250 | dd.Input('module', 'value'),
251 | dd.Input('strategy', 'value'),
252 | dd.Input('symbols', 'value'),
253 | dd.Input('params-table', 'rows')
254 | ])
255 | def update_params(n_clicks, module, strategy, symbol, rows):
256 | if n_clicks == 0:
257 | return ''
258 | params = {'module_i': module, 'strategy_i': strategy, 'symbols_i': symbol}
259 | table_params = {}
260 | for row in rows:
261 | table_params[row['Parameter']] = str(row['Value'])
262 | params['table_params'] = table_params
263 | return json.dumps(params)
264 |
265 |
266 | @app.callback(dd.Output('charts', 'figure'),
267 | [dd.Input('intermediate-value', 'children'), dd.Input('log-uid', 'value')])
268 | def on_intermediate_to_chart(children, uid):
269 | r = redis.StrictRedis(oc.cfg['default']['redis'], 6379, db=0)
270 | size = r.get(uid + 'size')
271 | w, h = size.decode('utf8').split(',')
272 | return ob.extract_figure(children, w, h)
273 |
274 |
275 | @app.callback(
276 | dash.dependencies.Output('level-log', 'children'),
277 | [dash.dependencies.Input('level-slider', 'value')])
278 | def level_output(value):
279 | begin, end = value
280 | res = []
281 | for i in range(begin, end+1):
282 | res.append(level_marks[i].upper())
283 | return ','.join(res)
284 |
285 |
286 | @app.callback(dd.Output('stat-block', 'children'), [dd.Input('intermediate-value', 'children')])
287 | def on_intermediate_to_stat(children):
288 | statistic = ob.extract_statistic(children)
289 | ht = []
290 | for section in statistic:
291 | ht.append(dhc.Div(dhc.B(section, style={'font-size': '1.1em', 'line-height': '1.5m'}), className='row'))
292 | for stat in statistic[section]:
293 | ht.append(
294 | dhc.Div([
295 | dhc.Div(stat, className='u-pull-left'),
296 | dhc.Div(dhc.B(statistic[section].get(stat)), className='u-pull-right')
297 | ], className='row'))
298 | ht.append(dhc.Div(style={'border': '1px solid #999', 'margin': '10px 10px 5px'}))
299 | return dhc.Div(dhc.Div(ht[:-1], className='twelve columns', style={'line-height': '1.4em'}), className='row')
300 |
301 |
302 | if not debug_mode:
303 | auth = dash_auth.BasicAuth(
304 | app,
305 | ob.get_users()
306 | )
307 |
308 |
309 | # Before running the app, please run the following 'python socket_logged.py flask run'
310 | if __name__ == '__main__':
311 | logger = logging.getLogger('werkzeug')
312 | handler = logging.FileHandler(ob.LogFileCreator.werkzeug_log_file_name())
313 | logger.addHandler(handler)
314 | app.run_server(host='0.0.0.0', debug=debug_mode)
315 |
--------------------------------------------------------------------------------
/omega_ui/backend.py:
--------------------------------------------------------------------------------
1 | import glob
2 | import importlib
3 | import inspect
4 | import json
5 | import logging
6 | import os
7 | import pandas as pd
8 | import re
9 | import rlog
10 | import sys
11 |
12 | import omega_ui.configuration as oc
13 | import omega_ui.tearsheet as ots
14 |
15 | users_file = 'users.json'
16 | log_dir = oc.cfg['logging']['root']
17 | if not os.path.exists(log_dir):
18 | os.makedirs(log_dir)
19 |
20 |
21 | # Backtest class
22 | btm = importlib.import_module(oc.cfg['default']['module'])
23 | backtest = getattr(btm, oc.cfg['default']['class'])()
24 |
25 |
26 | class LogFileCreator:
27 | def __init__(self):
28 | files = glob.glob(os.path.join(log_dir, 'backtest*.txt'))
29 | if len(files) > 0:
30 | last = max(files, key=os.path.getctime)
31 | nb = re.findall(r'\d+', last)
32 | self.counter = int(nb[0]) + 1
33 | else:
34 | # If no files, start at 1
35 | self.counter = 1
36 |
37 | def next_file_name(self):
38 | self.counter += 1
39 | return os.path.join(log_dir, 'backtest{:03d}-logs.txt'.format(self.counter))
40 |
41 | @staticmethod
42 | def werkzeug_log_file_name():
43 | return os.path.join(log_dir, 'access.log')
44 |
45 |
46 | def test_list(module_name):
47 | try:
48 | result = []
49 | importlib.import_module(module_name)
50 | for name, obj in inspect.getmembers(sys.modules[module_name]):
51 | if inspect.isclass(obj):
52 | result.append(name)
53 | return result
54 | except:
55 | return []
56 |
57 |
58 | def cash_param():
59 | return [{'Parameter': 'Cash', 'Value': oc.cfg['backtest']['cash']}]
60 |
61 |
62 | def params_list(module_name, strategy_name, symbol):
63 | logger = logging.getLogger(__name__)
64 |
65 | params = cash_param()
66 | try:
67 | # Get strategy
68 | module = importlib.import_module(module_name)
69 | importlib.reload(module) # Always reload module in case some changes have been made to the strategies
70 | strategy = getattr(module, strategy_name)
71 | for key, value in backtest.get_parameters(strategy, symbol).items():
72 | if isinstance(value, dict):
73 | value = json.dumps(value)
74 | params.append({'Parameter': key, 'Value': value})
75 | except Exception as e:
76 | logger.log(logging.ERROR, 'Error in loading params: {}!'.format(str(e)))
77 | return params
78 |
79 |
80 | def create_ts(uid, module_name, strategy_name, symbols, params):
81 | result = []
82 | logger = logging.getLogger()
83 | logger.setLevel(logging.NOTSET)
84 | lfc = LogFileCreator()
85 | fh = logging.FileHandler(lfc.next_file_name())
86 | formatter = logging.Formatter('%(levelname)s - %(message)s')
87 | fh.setFormatter(formatter)
88 | fh.setLevel(logging.NOTSET)
89 | logger.addHandler(fh)
90 | rh = rlog.RedisHandler(channel='l' + uid)
91 | logger.addHandler(rh)
92 | logger.log(logging.DEBUG, 'start')
93 | try:
94 | # Get strategy
95 | module = importlib.import_module(module_name)
96 | importlib.reload(module) # Always reload module in case some changes have been made to the strategies
97 | strategy = getattr(module, strategy_name)
98 | # Backtest
99 | cash = float(params.pop('Cash', 1))
100 | for k, v in params.items():
101 | params[k] = json.loads(v)
102 | pnl, strat = backtest.run(symbols, cash, strategy, **params)
103 | pyfoliozer = strat.analyzers.getbyname('pyfolio')
104 | returns, _, _, _ = pyfoliozer.get_pf_items()
105 | result = json.dumps({
106 | 'returns': returns.to_json(),
107 | 'statistic': ots.create_statistic(returns,strat),
108 | 'title': '{}: {:,.2f}'.format(symbols, pnl)
109 | })
110 | logger.log(logging.DEBUG, 'done')
111 | except Exception as e:
112 | logger.log(logging.ERROR, 'Error in starting a backtest: {}'.format(str(e)))
113 | logger.removeHandler(fh)
114 | logger.removeHandler(rh)
115 | return result
116 |
117 |
118 | def extract_figure(json_ts, w, h):
119 | try:
120 | ts = json.loads(json_ts)
121 | df_r = pd.read_json(ts['returns'], typ='series').rename('return')
122 | fig = ots.create_figure(df_r, ts['title'])
123 | fig['layout'].update(autosize=True, width=w, height=h)
124 |
125 | return fig
126 | except:
127 | return []
128 |
129 |
130 | def extract_statistic(json_ts):
131 | try:
132 | ts = json.loads(json_ts)
133 | return ts['statistic']
134 | except:
135 | return dict(
136 | Curve={
137 | 'Total Return': 0,
138 | 'CAGR': 0,
139 | 'Sharpe Ratio': 0,
140 | 'Annual Volatility': 0,
141 | 'SQN': 0,
142 | 'R-Squared': 0,
143 | 'Max Daily Drawdown': 0,
144 | 'Max Drawdown Duration': 0,
145 | 'Trades Per Year': 0
146 | },
147 | Trade={
148 | 'Trade Winning %': 0,
149 | 'Average Trade': 0,
150 | 'Average Win': 0,
151 | 'Average Loss': 0,
152 | 'Best Trade': 0,
153 | 'Worst Trade': 0,
154 | 'Worst Trade Date': 0,
155 | 'Avg Days in Trade': 0,
156 | 'Trades': 0
157 | },
158 | Time={
159 | 'Winning Months %': 0,
160 | 'Average Winning Month %': 0,
161 | 'Average Losing Month %': 0,
162 | 'Best Month %': 0,
163 | 'Worst Month %': 0,
164 | 'Winning Years %': 0,
165 | 'Best Year %': 0,
166 | 'Worst Year %': 0
167 | })
168 |
169 |
170 | def get_users_list():
171 | try:
172 | with open(users_file) as data_file:
173 | data = json.load(data_file)
174 | return data
175 | except:
176 | return {}
177 |
178 |
179 | def add_user(username, password):
180 | users = get_users_list()
181 | users[username] = password
182 | with open(users_file, 'w') as outfile:
183 | json.dump(users, outfile, indent=2)
184 |
185 |
186 | def get_users():
187 | result = []
188 | users = get_users_list()
189 | for key in users:
190 | result.append([key, users[key]])
191 | return result
192 |
--------------------------------------------------------------------------------
/omega_ui/backtest.py:
--------------------------------------------------------------------------------
1 | import backtrader as bt
2 |
3 |
4 | class Backtest(object):
5 | """Backtest class - Inherit and implement this class to run a backtest."""
6 | def __init__(self):
7 | pass
8 |
9 | def get_symbols(self):
10 | """Get a list of symbols to run a backtest on
11 |
12 | :return: list - List of symbols for the backtest
13 | """
14 | pass
15 |
16 | def get_parameters(self, strategy, symbols):
17 | """Get parameters for the backtest
18 |
19 | :param strategy: object - Strategy to run the backtest on
20 | :param symbols: list - List of symbols
21 | :return: dict - Parameters dictionary to be displayed in the UI
22 | """
23 | pass
24 |
25 | def run(self, symbols, cash, strategy, **params):
26 | """Run a backtest
27 |
28 | :param symbols: list - List of symbols
29 | :param cash: float - Starting cash value
30 | :param strategy: object - Strategy to run the backtest on
31 | :param params: dict - Parameters dictionary to be displayed in the UI
32 | :return: float/results - Returns 2 items: PnL and Results from a cerebro backtest
33 | """
34 | pass
35 |
36 | @staticmethod
37 | def setup_cerebro(cash):
38 | """Setup a Cerebro instance with a starting cash value and all the necessary analyzers.
39 |
40 | :param cash: float - Starting cash value
41 | :return: object - Cerebro
42 | """
43 | # Setup Cerebro
44 | cerebro = bt.Cerebro()
45 | cerebro.broker.setcash(cash)
46 | cerebro.addanalyzer(bt.analyzers.PyFolio, _name='pyfolio')
47 | cerebro.addanalyzer(bt.analyzers.DrawDown, _name='drawdown')
48 | cerebro.addanalyzer(bt.analyzers.SQN, _name='SQN')
49 | cerebro.addanalyzer(bt.analyzers.TradeAnalyzer, _name='trades')
50 |
51 | return cerebro
52 |
--------------------------------------------------------------------------------
/omega_ui/configuration.py:
--------------------------------------------------------------------------------
1 | import os
2 | import sys
3 | import yaml
4 |
5 |
6 | """Configuration module
7 |
8 | This module is used to load the configuration as defined in the config file.
9 | """
10 | cfg = []
11 |
12 |
13 | def initialization():
14 | """Read and return configuration file."""
15 | global cfg
16 |
17 | # Configuration
18 | root = os.path.abspath(os.path.dirname(__file__))
19 | try:
20 | with open(os.path.join(root, 'omega_ui.config'), 'r') as y_cfg:
21 | cfg = yaml.load(y_cfg)
22 | except FileNotFoundError:
23 | print('Configuration file not found!')
24 | sys.exit(1)
25 |
26 |
27 | # Read configuration
28 | initialization()
29 |
--------------------------------------------------------------------------------
/omega_ui/omega_ui.config:
--------------------------------------------------------------------------------
1 | default:
2 | module: omega_ui.tests.test_backtest
3 | class: ExampleBacktest
4 | redis: 127.0.0.1
5 |
6 | logging:
7 | root: 'C:\Temp\Logs'
8 |
9 | backtest:
10 | cash: 100000.0
11 | modules: omega_ui.tests.test_backtest
12 |
--------------------------------------------------------------------------------
/omega_ui/socket_logging.py:
--------------------------------------------------------------------------------
1 | import eventlet
2 | import flask
3 | import flask_socketio as fsio
4 | import json
5 | import redis
6 |
7 | import omega_ui.configuration as oc
8 |
9 | eventlet.monkey_patch()
10 | pool = eventlet.GreenPool(1000) # number of available connections
11 | async_mode = 'eventlet'
12 |
13 | s_app = flask.Flask(__name__)
14 | s_app.config['SECRET_KEY'] = 'secret!'
15 | socketio = fsio.SocketIO(s_app, async_mode=None)
16 |
17 |
18 | def background_thread(uid_with_size):
19 | uid, size = uid_with_size.split(';')
20 | r = redis.StrictRedis(oc.cfg['default']['redis'], 6379, db=0)
21 | r.set(uid+'size', size)
22 | pubsub = r.pubsub()
23 | pubsub.subscribe('l'+uid)
24 | count = 0
25 | for message in pubsub.listen():
26 | # Filter out events like Redis connections.
27 | if message['type'] != 'message':
28 | continue
29 | count += 1
30 | socketio.sleep(0.01)
31 | try:
32 | data = json.loads(message['data'].decode('utf8'))
33 | msg = uid + data['name'] + ': ' + data['levelname'] + ': ' + data['msg']
34 | socketio.emit('log_response', {'data': msg, 'count': count}, namespace='/omega_log')
35 | except:
36 | pass
37 |
38 |
39 | @socketio.on('connect_event', namespace='/omega_log')
40 | def test_message(message):
41 | flask.session['receive_count'] = flask.session.get('receive_count', 0) + 1
42 | pool.spawn(background_thread, message['data'])
43 | fsio.emit('log_response', {'data': message['data'], 'count': flask.session['receive_count']})
44 |
45 |
46 | @socketio.on('connect', namespace='/omega_log')
47 | def connect():
48 | print('Client connected', flask.request.sid)
49 | fsio.emit('log_response', {'data': 'Connected', 'count': 0})
50 |
51 |
52 | @socketio.on('disconnect', namespace='/omega_log')
53 | def disconnect():
54 | print('Client disconnected', flask.request.sid)
55 |
56 |
57 | if __name__ == '__main__':
58 | socketio.run(s_app, host='0.0.0.0', debug=True)
59 |
--------------------------------------------------------------------------------
/omega_ui/static/script.js:
--------------------------------------------------------------------------------
1 | function onElementInserted(containerSelector, elementSelector, callback) {
2 |
3 | var onMutationsObserved = function(mutations) {
4 | mutations.forEach(function(mutation) {
5 | if (mutation.addedNodes.length) {
6 | var elements = $(mutation.addedNodes).find(elementSelector);
7 | for (var i = 0, len = elements.length; i < len; i++) {
8 | callback(elements[i]);
9 | }
10 | }
11 | });
12 | };
13 |
14 | var target = $(containerSelector)[0];
15 | var config = { childList: true, subtree: true };
16 | var MutationObserver = window.MutationObserver || window.WebKitMutationObserver;
17 | var observer = new MutationObserver(onMutationsObserved);
18 | observer.observe(target, config);
19 |
20 | }
21 |
22 | function on_child_change(mutations) {
23 | mutations.forEach(function(mutation) {
24 | var visible_levels = $('#level-log').html();
25 | $('#log-frame').contents().find("body").children().each(function(index) {
26 | var level = $(this).attr('class');
27 | if(visible_levels.indexOf(level) == -1)
28 | $(this).hide();
29 | else
30 | $(this).show()
31 | });
32 | });
33 | }
34 |
35 |
36 | function on_child_load(mutations) {
37 | mutations.forEach(function(mutation) {
38 | var target = document.querySelector('#level-log').childNodes[0];
39 | var obs = new MutationObserver( on_child_change );
40 | var config = { characterData: false, attributes: false, childList: false, subtree: false, characterData: true};
41 | obs.observe(target, config);
42 | });
43 | }
44 |
45 | $(document).ready(function() {
46 | onElementInserted('body', '#log-uid', function(element) {
47 | var socket = io.connect('http://' + document.domain + ':' + 5000+'/omega_log');
48 | socket.on('connect', function() {
49 | var graph = $('#graph-container');
50 | var text = $('#log-uid').val()+';'+graph.outerWidth()+','+graph.outerHeight();
51 | socket.emit('connect_event', {data: text});
52 | });
53 | socket.on('log_response', function(msg) {
54 | var str = msg.data;
55 | var uid = $('#log-uid').val();
56 | if(str.indexOf(uid)==0)
57 | {
58 | message = str.replace(uid,'');
59 | var iframe = $('#log-frame').contents();
60 | var iframeBody = iframe.find("body");
61 | var sub_mes = message.split(': ')[2];
62 | var level = message.split(': ')[1];
63 | if(level == 'ERROR')
64 | {
65 | $('#status-area').html('Error: '+sub_mes )
66 | }
67 | if(sub_mes == 'start')
68 | {
69 | iframeBody.html('')
70 | $('#status-area').html('Backtesting...')
71 | }
72 | else if(sub_mes == 'done')
73 | {
74 | $('#status-area').html('Done!')
75 | }
76 | else
77 | {
78 | var visible_levels = $('#level-log').html();
79 | iframeBody.append(''+message+'
');
80 | var item = iframeBody.children().last();
81 | if(visible_levels.indexOf(level) == -1)
82 | item.hide();
83 | else
84 | item.show();
85 | }
86 | iframe.scrollTop(iframe.height());
87 | }
88 | });
89 |
90 | });
91 | onElementInserted('body', '#level-log', function(element) {
92 | var target = document.querySelector('#level-log');
93 | var obs = new MutationObserver( on_child_load );
94 | var config = { characterData: false, attributes: false, childList: true, subtree: false};
95 | obs.observe(target, config);
96 | });
97 |
98 | });
--------------------------------------------------------------------------------
/omega_ui/static/stylesheet.css:
--------------------------------------------------------------------------------
1 | /* Table of contents
2 | ––––––––––––––––––––––––––––––––––––––––––––––––––
3 | - Plotly.js
4 | - Grid
5 | - Base Styles
6 | - Typography
7 | - Links
8 | - Buttons
9 | - Forms
10 | - Lists
11 | - Code
12 | - Tables
13 | - Spacing
14 | - Utilities
15 | - Clearing
16 | - Media Queries
17 | */
18 |
19 | /* PLotly.js
20 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
21 | /* plotly.js's modebar's z-index is 1001 by default
22 | * https://github.com/plotly/plotly.js/blob/7e4d8ab164258f6bd48be56589dacd9bdd7fded2/src/css/_modebar.scss#L5
23 | * In case a dropdown is above the graph, the dropdown's options
24 | * will be rendered below the modebar
25 | * Increase the select option's z-index
26 | */
27 |
28 | /* This was actually not quite right -
29 | dropdowns were overlapping each other (edited October 26)
30 |
31 | .Select {
32 | z-index: 1002;
33 | }*/
34 |
35 | ._dash-undo-redo {
36 | display: none;
37 | }
38 |
39 | /* Grid
40 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
41 | .container {
42 | position: relative;
43 | width: 100%;
44 | /*max-width: 960px;*/
45 | margin: 0 auto;
46 | padding: 0 0;
47 | box-sizing: border-box; }
48 | .column,
49 | .columns {
50 | width: 100%;
51 | float: left;
52 | box-sizing: border-box; }
53 |
54 | .columns-fix {
55 | width: 100%;
56 | float: left;
57 | box-sizing: border-box; }
58 |
59 | /* For devices larger than 400px */
60 | @media (min-width: 400px) {
61 | .container {
62 | width: 100%;
63 | padding: 0; }
64 | }
65 |
66 | /* For devices larger than 550px */
67 | @media (min-width: 550px) {
68 | .container {
69 | width: 100%; }
70 | .column,
71 | .columns {
72 | margin-left: 1%; }
73 | .column:first-child,
74 | .columns:first-child {
75 | margin-left: 0; }
76 |
77 | .one.column,
78 | .one.columns { width: 7.416666666666667%; }
79 | .two.columns { width: 15.833333333333334%; }
80 | .three.columns { width: 24.25%; }
81 | .four.columns { width: 32.66666666666667%; }
82 | .five.columns { width: 41.083333333333336%; }
83 | .six.columns { width: 49.5%; }
84 | .seven.columns { width: 57.91666666666667%; }
85 | .eight.columns { width: 66.33333333333334%; }
86 | .nine.columns { width: 74.75%; }
87 | .ten.columns { width: 83.16666666666667%; }
88 | .eleven.columns { width: 91.58333333333334%; }
89 | .twelve.columns { width: 100%; margin-left: 0; }
90 |
91 | .one-third.column { width: 30.6666666667%; }
92 | .two-thirds.column { width: 65.3333333333%; }
93 |
94 | .one-half.column { width: 48%; }
95 |
96 | /* Offsets */
97 | .offset-by-one.column,
98 | .offset-by-one.columns { margin-left: 8.66666666667%; }
99 | .offset-by-two.column,
100 | .offset-by-two.columns { margin-left: 17.3333333333%; }
101 | .offset-by-three.column,
102 | .offset-by-three.columns { margin-left: 25.25%; }
103 | .offset-by-four.column,
104 | .offset-by-four.columns { margin-left: 34.6666666667%; }
105 | .offset-by-five.column,
106 | .offset-by-five.columns { margin-left: 43.3333333333%; }
107 | .offset-by-six.column,
108 | .offset-by-six.columns { margin-left: 52%; }
109 | .offset-by-seven.column,
110 | .offset-by-seven.columns { margin-left: 60.6666666667%; }
111 | .offset-by-eight.column,
112 | .offset-by-eight.columns { margin-left: 69.3333333333%; }
113 | .offset-by-nine.column,
114 | .offset-by-nine.columns { margin-left: 75.75%; }
115 | .offset-by-ten.column,
116 | .offset-by-ten.columns { margin-left: 86.6666666667%; }
117 | .offset-by-eleven.column,
118 | .offset-by-eleven.columns { margin-left: 95.3333333333%; }
119 |
120 | .offset-by-one-third.column,
121 | .offset-by-one-third.columns { margin-left: 34.6666666667%; }
122 | .offset-by-two-thirds.column,
123 | .offset-by-two-thirds.columns { margin-left: 69.3333333333%; }
124 |
125 | .offset-by-one-half.column,
126 | .offset-by-one-half.columns { margin-left: 52%; }
127 |
128 | }
129 |
130 |
131 | /* Base Styles
132 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
133 | /* NOTE
134 | html is set to 62.5% so that all the REM measurements throughout Skeleton
135 | are based on 10px sizing. So basically 1.5rem = 15px :) */
136 | html {
137 | font-size: 62.5%; }
138 | body {
139 | font-size: 1.3em; /* currently ems cause chrome bug misinterpreting rems on body element */
140 | line-height: 2;
141 | font-weight: 400;
142 | font-family: "Open Sans", "HelveticaNeue", "Helvetica Neue", Helvetica, Arial, sans-serif;
143 | color: rgb(50, 50, 50); }
144 |
145 |
146 | /* Typography
147 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
148 | h1, h2, h3, h4, h5, h6 {
149 | margin-top: 0;
150 | margin-bottom: 0;
151 | font-weight: 300; }
152 | h1 { font-size: 4.5rem; line-height: 1.2; letter-spacing: -.1rem;}
153 | h2 { font-size: 3.6rem; line-height: 1.25; letter-spacing: -.1rem; margin-bottom: 1.8rem; margin-top: 1.8rem;}
154 | h3 { font-size: 3.0rem; line-height: 1.3; letter-spacing: -.1rem; margin-bottom: 1.5rem; margin-top: 1.5rem;}
155 | h4 { font-size: 2.6rem; line-height: 1.35; letter-spacing: -.08rem; margin-bottom: 1.2rem; margin-top: 1.2rem;}
156 | h5 { font-size: 2.2rem; line-height: 1.5; letter-spacing: -.05rem; margin-bottom: 0.6rem; margin-top: 0.6rem;}
157 | h6 { font-size: 2.0rem; line-height: 1.6; letter-spacing: 0; margin-bottom: 0.75rem; margin-top: 0.75rem;}
158 |
159 | p {
160 | margin-top: 0; }
161 |
162 |
163 | /* Blockquotes
164 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
165 | blockquote {
166 | border-left: 4px lightgrey solid;
167 | padding-left: 1rem;
168 | margin-top: 2rem;
169 | margin-bottom: 2rem;
170 | margin-left: 0rem;
171 | }
172 |
173 |
174 | /* Links
175 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
176 | a {
177 | color: #1EAEDB;
178 | text-decoration: underline;
179 | cursor: pointer;}
180 | a:hover {
181 | color: #0FA0CE; }
182 |
183 |
184 | /* Buttons
185 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
186 | .button,
187 | button,
188 | input[type="submit"],
189 | input[type="reset"],
190 | input[type="button"] {
191 | display: inline-block;
192 | height: 38px;
193 | /* padding: 0 30px; */
194 | color: #fff;
195 | text-align: center;
196 | font-size: 16px;
197 | font-weight: 800;
198 | line-height: 20px;
199 | letter-spacing: .1rem;
200 | text-decoration: none;
201 | white-space: nowrap;
202 | background-color: #777;
203 | border-radius: 0;
204 | border: 1px solid #000;
205 | cursor: pointer;
206 | box-sizing: border-box;
207 | margin: 5px
208 | }
209 | .button:hover,
210 | button:hover,
211 | input[type="submit"]:hover,
212 | input[type="reset"]:hover,
213 | input[type="button"]:hover,
214 | .button:focus,
215 | button:focus,
216 | input[type="submit"]:focus,
217 | input[type="reset"]:focus,
218 | input[type="button"]:focus {
219 | color: #333;
220 | border-color: #888;
221 | outline: 0; }
222 | .button.button-primary,
223 | button.button-primary,
224 | input[type="submit"].button-primary,
225 | input[type="reset"].button-primary,
226 | input[type="button"].button-primary {
227 | color: #FFF;
228 | background-color: rgb(153, 153, 153);
229 | border-color: #000; }
230 | .button.button-primary:hover,
231 | button.button-primary:hover,
232 | input[type="submit"].button-primary:hover,
233 | input[type="reset"].button-primary:hover,
234 | input[type="button"].button-primary:hover,
235 | .button.button-primary:focus,
236 | button.button-primary:focus,
237 | input[type="submit"].button-primary:focus,
238 | input[type="reset"].button-primary:focus,
239 | input[type="button"].button-primary:focus {
240 | color: #FFF;
241 | background-color: rgb(153, 153, 153);
242 | border-color: #000; }
243 |
244 |
245 | /* Forms
246 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
247 | input[type="email"],
248 | input[type="number"],
249 | input[type="search"],
250 | input[type="text"],
251 | input[type="tel"],
252 | input[type="url"],
253 | input[type="password"],
254 | textarea,
255 | select {
256 | height: 38px;
257 | padding: 6px 10px; /* The 6px vertically centers text on FF, ignored by Webkit */
258 | background-color: #fff;
259 | border: 1px solid #D1D1D1;
260 | border-radius: 4px;
261 | box-shadow: none;
262 | box-sizing: border-box;
263 | font-family: inherit;
264 | font-size: inherit; /*https://stackoverflow.com/questions/6080413/why-doesnt-input-inherit-the-font-from-body*/}
265 | /* Removes awkward default styles on some inputs for iOS */
266 | input[type="email"],
267 | input[type="number"],
268 | input[type="search"],
269 | input[type="text"],
270 | input[type="tel"],
271 | input[type="url"],
272 | input[type="password"],
273 | textarea {
274 | -webkit-appearance: none;
275 | -moz-appearance: none;
276 | appearance: none; }
277 | textarea {
278 | min-height: 160px;
279 | padding-top: 6px;
280 | padding-bottom: 6px; }
281 | input[type="email"]:focus,
282 | input[type="number"]:focus,
283 | input[type="search"]:focus,
284 | input[type="text"]:focus,
285 | input[type="tel"]:focus,
286 | input[type="url"]:focus,
287 | input[type="password"]:focus,
288 | textarea:focus,
289 | select:focus {
290 | border: 1px solid #33C3F0;
291 | outline: 0; }
292 | label,
293 | legend {
294 | display: block;
295 | margin-bottom: 0px; }
296 | fieldset {
297 | padding: 0;
298 | border-width: 0; }
299 | input[type="checkbox"],
300 | input[type="radio"] {
301 | display: inline; }
302 | label > .label-body {
303 | display: inline-block;
304 | margin-left: .5rem;
305 | font-weight: normal; }
306 |
307 |
308 | /* Lists
309 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
310 | ul {
311 | list-style: circle inside; }
312 | ol {
313 | list-style: decimal inside; }
314 | ol, ul {
315 | padding-left: 0;
316 | margin-top: 0; }
317 | ul ul,
318 | ul ol,
319 | ol ol,
320 | ol ul {
321 | margin: 1.5rem 0 1.5rem 3rem;
322 | font-size: 90%; }
323 | li {
324 | margin-bottom: 1rem; }
325 |
326 |
327 | /* Tables
328 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
329 | table {
330 | border-collapse: collapse;
331 | }
332 | th,
333 | td {
334 | padding: 12px 15px;
335 | text-align: left;
336 | border-bottom: 1px solid #E1E1E1; }
337 | th:first-child,
338 | td:first-child {
339 | padding-left: 0; }
340 | th:last-child,
341 | td:last-child {
342 | padding-right: 0; }
343 |
344 |
345 | /* Spacing
346 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
347 | button,
348 | .button {
349 | margin-bottom: 0rem; }
350 | input,
351 | textarea,
352 | select,
353 | fieldset {
354 | margin-bottom: 0rem; }
355 | pre,
356 | dl,
357 | figure,
358 | table,
359 | form {
360 | margin-bottom: 0rem; }
361 | p,
362 | ul,
363 | ol {
364 | margin-bottom: 0.75rem; }
365 |
366 | /* Utilities
367 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
368 | .u-full-width {
369 | width: 100%;
370 | box-sizing: border-box; }
371 | .u-max-full-width {
372 | max-width: 100%;
373 | box-sizing: border-box; }
374 | .u-pull-right {
375 | float: right; }
376 | .u-pull-left {
377 | float: left; }
378 |
379 |
380 | /* Misc
381 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
382 | hr {
383 | margin-top: 0.2rem;
384 | margin-bottom: 0.2rem;
385 | border-width: 0;
386 | border-top: 1px solid #E1E1E1; }
387 |
388 | .box {
389 | background-color: rgb(217, 217, 217);
390 | padding: 5px;
391 | border: solid 1px rgb(0, 0, 0);
392 | }
393 |
394 | .box-stats {
395 | background-color: rgb(255, 255, 255);
396 | padding: 5px;
397 | border: solid 1px rgb(0, 0, 0);
398 | margin-top: 10px;
399 | }
400 |
401 |
402 | /* Clearing
403 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
404 |
405 | /* Self Clearing Goodness */
406 | .container:after,
407 | .row:after,
408 | .u-cf {
409 | content: "";
410 | display: table;
411 | clear: both; }
412 |
413 |
414 | .block, .gray-block{
415 | border: 1px solid #000;
416 | padding:20px;
417 | }
418 | .gray-block{
419 | background:#bbb;
420 | }
421 | .gray-block2{
422 | border: 1px solid #000;
423 | background:#bbb;
424 | padding:5px;
425 | }
426 |
427 | .mt-10
428 | {
429 | margin-top:10px;
430 | }
431 | .mb-10
432 | {
433 | margin-bottom:10px;
434 | }
435 |
436 |
437 | /* Media Queries
438 | –––––––––––––––––––––––––––––––––––––––––––––––––– */
439 | /*
440 | Note: The best way to structure the use of media queries is to create the queries
441 | near the relevant code. For example, if you wanted to change the styles for buttons
442 | on small devices, paste the mobile query code up in the buttons section and style it
443 | there.
444 | */
445 |
446 |
447 | /* Larger than mobile */
448 | @media (min-width: 400px) {}
449 |
450 | /* Larger than phablet (also point when grid becomes active) */
451 | @media (min-width: 550px) {}
452 |
453 | /* Larger than tablet */
454 | @media (min-width: 750px) {}
455 |
456 | /* Larger than desktop */
457 | @media (min-width: 1000px) {}
458 |
459 | /* Larger than Desktop HD */
460 | @media (min-width: 1200px) {}
--------------------------------------------------------------------------------
/omega_ui/tearsheet.py:
--------------------------------------------------------------------------------
1 | import plotly.graph_objs as go
2 | import plotly.tools as pto
3 | import numpy as np
4 | import empyrical as ep
5 | import pandas as pd
6 |
7 |
8 | def create_figure(returns, title):
9 | """
10 | Creates figure with graphics: drawdown, underwater, heat map with month returns and revenue by year.
11 | :param returns: pd.Series or np.ndarray
12 | Daily returns of the strategy, noncumulative.
13 | :param title: string
14 | Header of tearsheet
15 | :return: Figure
16 | Plotly figure that could be displayed using plot or iplot
17 | """
18 | df = returns.to_frame()
19 | df['year'] = df.index.year
20 | df['month'] = df.index.month
21 |
22 | # plot drawdown
23 | df_cum_rets = ep.cum_returns(returns, starting_value=1.0)
24 | drawdown = go.Scatter(
25 | x=df_cum_rets.index,
26 | y=df_cum_rets,
27 | line=dict(
28 | color='#66B266',
29 | width=2),
30 | name=''
31 | )
32 |
33 | # plot underwater
34 | running_max = np.maximum.accumulate(df_cum_rets)
35 | underwater = -100 * ((running_max - df_cum_rets) / running_max)
36 | uw = go.Scatter(
37 | x=underwater.index,
38 | y=underwater,
39 | fill='tonexty',
40 | line=dict(
41 | color='#FF6A6A',
42 | width=2),
43 | name=''
44 | )
45 |
46 | pivot_for_hm = pd.pivot_table(
47 | df,
48 | index='year',
49 | columns='month',
50 | values='return',
51 | aggfunc=np.sum
52 | ).fillna(0).apply(lambda x: x * 100)
53 |
54 | custom_color_scale = [
55 | [0.0, '#C41E27'],
56 | [0.1111111111111111, '#EA5739'],
57 | [0.2222222222222222, '#FA9B58'],
58 | [0.3333333333333333, '#FCAA5F'],
59 | [0.4444444444444444, '#FEE28F'],
60 | [0.5555555555555556, '#FEFFBE'],
61 | [0.6666666666666666, '#C3E67D'],
62 | [0.7777777777777778, '#73C264'],
63 | [0.8888888888888888, '#0E8245'],
64 | [1.0, '#006837']
65 | ]
66 |
67 | months = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']
68 |
69 | hover = pivot_for_hm.values.astype(str)
70 | for x in range(len(pivot_for_hm.index)):
71 | for y in range(len(months)):
72 | hover[x][y] = '{} {}: {:,.2f}'.format(pivot_for_hm.index[x], months[y], pivot_for_hm.values[x][y])
73 |
74 | heat_map = go.Heatmap(
75 | z=pivot_for_hm.values.tolist(),
76 | colorscale=custom_color_scale,
77 | showscale=False,
78 | x=months,
79 | y=pivot_for_hm.index,
80 | text=hover,
81 | hoverinfo='text',
82 | name=''
83 | )
84 |
85 | annotations = []
86 | for n, row in enumerate(pivot_for_hm.values.tolist()):
87 | for m, val in enumerate(row):
88 | annotations.append(
89 | go.Annotation(
90 | text='%0.1f' % pivot_for_hm.values.tolist()[n][m],
91 | x=pivot_for_hm.columns[m] - 1,
92 | y=pivot_for_hm.index[n],
93 | xref='x3',
94 | yref='y3',
95 | font=dict(color='#000'),
96 | showarrow=False)
97 | )
98 |
99 | # plot revenue by year
100 | df_rby = df.groupby(['year'])[['return']].sum().apply(lambda x: x * 100)
101 | revenue_by_year = go.Bar(
102 | x=df_rby.index,
103 | y=df_rby['return'],
104 | marker=dict(color='#44F'),
105 | name=''
106 | )
107 |
108 | # draw all plots on the same figure
109 | fig = pto.make_subplots(
110 | rows=3,
111 | cols=4,
112 | specs=[
113 | [{'colspan': 4}, None, None, None],
114 | [{'colspan': 4}, None, None, None],
115 | [{'colspan': 3}, None, None, {}]
116 | ],
117 | subplot_titles=('', 'Drawdown (%)', 'Monthly Returns (%)', 'Yearly Returns (%)'),
118 | horizontal_spacing=0.05,
119 | vertical_spacing=0.05,
120 | print_grid=False,
121 | )
122 |
123 | # place graphs
124 | fig.append_trace(drawdown, 1, 1)
125 | fig.append_trace(uw, 2, 1)
126 | fig.append_trace(heat_map, 3, 1)
127 | fig.append_trace(revenue_by_year, 3, 4)
128 |
129 | fig['layout'].update(
130 | autosize=False,
131 | width=1000,
132 | height=1200
133 | )
134 |
135 | fig['layout'].update(showlegend=False, title=title)
136 | fig['layout']['yaxis1']['tickformat'] = '.2f'
137 | fig['layout']['xaxis1']['tickformat'] = '%Y-%m-%d'
138 | fig['layout']['yaxis2']['tickformat'] = '.2f'
139 | fig['layout']['xaxis2']['tickformat'] = '%Y-%m-%d'
140 | fig['layout']['yaxis4']['tickformat'] = '.2f'
141 | fig['layout']['yaxis3']['autorange'] = 'reversed' # direction of years on the heat map
142 | fig['layout']['yaxis3']['dtick'] = 1 # show all ticks
143 | fig['layout']['xaxis4']['dtick'] = 1 # show all ticks
144 | fig['layout']['xaxis4']['tickangle'] = -45 # rotate ticks
145 | fig['layout']['annotations'].extend(annotations)
146 | fig['layout']['margin']['l'] = 40
147 | fig['layout']['margin']['r'] = 20
148 | fig['layout']['margin']['t'] = 40
149 | fig['layout']['margin']['b'] = 40
150 |
151 | return fig
152 |
153 |
154 | def create_statistic(returns, results):
155 | """
156 | Calculates different metrics for strategy
157 | :param returns: pd.Series or np.ndarray
158 | Daily returns of the strategy, noncumulative.
159 | :param results: object
160 | Results from a backtrader backtest
161 | :return: metrics based on returns and trades
162 | """
163 | df = returns.to_frame()
164 | df['year'] = df.index.year
165 | df['month'] = df.index.month
166 | # Analysis
167 | sqn_analysis = results.analyzers.SQN.get_analysis()
168 | dd_analysis = results.analyzers.drawdown.get_analysis()
169 | trades = results.analyzers.trades.get_analysis()
170 | df_cum_rets = ep.cum_returns(returns, starting_value=1.0)
171 | returns_by_month = df.groupby(['year', 'month'])['return'].sum()
172 | df_rby = df.groupby(['year'])[['return']].sum().apply(lambda x: x * 100)
173 | return dict(
174 | Curve={
175 | 'Total Return': round((df_cum_rets.iloc[-1] - 1) * 100, 2),
176 | 'CAGR': round(ep.cagr(returns) * 100, 2),
177 | 'Sharpe Ratio': round(ep.sharpe_ratio(returns), 2),
178 | 'Annual Volatility': round(ep.annual_volatility(returns) * 100, 2),
179 | 'SQN': round(sqn_analysis['sqn'], 2),
180 | 'R-Squared': round(ep.stability_of_timeseries(returns), 2),
181 | 'Max Daily Drawdown': round(dd_analysis['max']['drawdown'], 2),
182 | 'Max Drawdown Duration': dd_analysis['max']['len'],
183 | 'Trades Per Year': 0 # TODO
184 | },
185 | Trade={
186 | 'Trade Winning %': round(trades['won']['total'] / trades['total']['total'] * 100, 2),
187 | 'Average Trade': round(trades['pnl']['net']['average'], 2),
188 | 'Average Win': round(trades['won']['pnl']['average'], 2),
189 | 'Average Loss': round(trades['lost']['pnl']['average'], 2),
190 | 'Best Trade': round(trades['won']['pnl']['max'], 2),
191 | 'Worst Trade': round(trades['lost']['pnl']['max'], 2),
192 | 'Worst Trade Date': 0, # TODO
193 | 'Avg Days in Trade': round(trades['len']['average'], 2),
194 | 'Trades': trades['total']['total']
195 | },
196 | Time={
197 | 'Winning Months %': round(len(returns_by_month.loc[lambda x: x > 0]) / len(returns_by_month.index) * 100, 2),
198 | 'Average Winning Month %': round(returns_by_month.loc[lambda x: x > 0].mean() * 100, 2),
199 | 'Average Losing Month %': round(returns_by_month.loc[lambda x: x < 0].mean() * 100, 2),
200 | 'Best Month %': round(returns_by_month.max() * 100, 2),
201 | 'Worst Month %': round(returns_by_month.min() * 100, 2),
202 | 'Winning Years %': round(len(df_rby[df_rby['return'] > 0].index) / len(df_rby.index) * 100, 2),
203 | 'Best Year %': round(df_rby.max()['return'], 2),
204 | 'Worst Year %': round(df_rby.min()['return'], 2),
205 | }
206 | )
207 |
208 |
209 | def create_tearsheet(results, title):
210 | """
211 | Creates tearsheet with graphics: drawdown, underwater, heat map with month returns, revenue by year and also,
212 | calculates different metrics for strategy
213 | :param results: object
214 | Results from a backtrader backtest
215 | :param title: string
216 | Header of tearsheet
217 | :return: Dictionary
218 | Dictionary with two records
219 | fig: plotly figure that could be displayed using plot or iplot
220 | statistics: metrics based on returns and trades
221 | """
222 | pyfoliozer = results.analyzers.getbyname('pyfolio')
223 | returns, _, _, _ = pyfoliozer.get_pf_items()
224 |
225 | return {'fig': create_figure(returns, title), 'statistics': create_statistic(returns, results)}
226 |
--------------------------------------------------------------------------------
/omega_ui/tests/TestData.csv:
--------------------------------------------------------------------------------
1 | Date,Open,High,Low,Close,Volume
2 | 2018-01-02,1,2,0.5,1,10
3 | 2018-01-03,1,2,0.5,1,20
4 | 2018-01-04,1,11,4,10,30
5 | 2018-01-05,10,16,9,15,40
6 | 2018-01-08,15,21,14,20,50
7 | 2018-01-09,20,26,19,25,60
8 | 2018-01-10,25,31,24,30,70
9 | 2018-01-11,30,36,29,35,80
10 | 2018-01-12,35,41,34,40,90
11 | 2018-01-16,40,46,39,45,80
12 | 2018-01-17,45,51,44,50,90
13 | 2018-01-18,50,56,49,55,80
14 | 2018-01-19,55,61,54,60,70
15 | 2018-01-22,60,66,59,65,80
16 | 2018-01-23,65,71,64,70,90
17 | 2018-01-24,70,76,69,75,100
18 | 2018-01-25,75,81,74,80,110
19 | 2018-01-26,80,86,79,85,120
20 | 2018-01-29,85,91,84,90,130
21 | 2018-01-30,90,102,89,101,140
22 | 2018-01-31,101,102,100,101,150
23 | 2018-02-01,101,102,100,90,150
24 | 2018-02-02,90,91,84,85,140
25 | 2018-02-05,85,86,79,80,130
26 | 2018-02-06,80,81,74,75,120
27 | 2018-02-07,75,76,69,70,110
28 | 2018-02-08,70,71,64,65,100
29 | 2018-02-09,65,66,59,60,90
30 | 2018-02-12,60,61,54,55,80
31 | 2018-02-13,55,56,49,50,75
32 | 2018-02-14,50,51,44,45,70
33 | 2018-02-15,45,46,39,40,60
34 | 2018-02-16,40,41,34,35,50
35 | 2018-02-20,35,36,29,30,40
36 | 2018-02-21,30,31,24,25,30
37 | 2018-02-22,25,26,19,20,20
38 | 2018-02-23,20,21,14,15,10
39 | 2018-02-26,15,16,9,10,10
40 | 2018-02-27,10,2,0.5,1,5
41 | 2018-02-28,1,2,0.5,1,1
42 | 2018-03-01,1,2,0.5,1,10
43 | 2018-03-02,1,2,0.5,1,20
44 | 2018-03-05,1,11,4,10,30
45 | 2018-03-06,10,16,9,15,40
46 | 2018-03-07,15,21,14,20,50
47 | 2018-03-08,20,26,19,25,60
48 | 2018-03-09,25,31,24,30,70
49 | 2018-03-12,30,36,29,35,80
50 | 2018-03-13,35,41,34,40,90
51 | 2018-03-14,40,46,39,45,80
52 | 2018-03-15,45,51,44,50,90
53 | 2018-03-16,50,56,49,55,80
54 | 2018-03-19,55,61,54,60,70
55 | 2018-03-20,60,66,59,65,80
56 | 2018-03-21,65,71,64,70,90
57 | 2018-03-22,70,76,69,75,100
58 | 2018-03-23,75,81,74,80,110
59 | 2018-03-26,80,86,79,85,120
60 | 2018-03-27,85,91,84,90,130
61 | 2018-03-28,90,102,89,101,140
62 | 2018-03-29,101,102,100,101,150
63 | 2018-04-02,101,102,100,90,150
64 | 2018-04-03,90,91,84,85,140
65 | 2018-04-04,85,86,79,80,130
66 | 2018-04-05,80,81,74,75,120
67 | 2018-04-06,75,76,69,70,110
68 | 2018-04-09,70,71,64,65,100
69 | 2018-04-10,65,66,59,60,90
70 | 2018-04-11,60,61,54,55,80
71 | 2018-04-12,55,56,49,50,75
72 | 2018-04-13,50,51,44,45,70
73 | 2018-04-16,45,46,39,40,60
74 | 2018-04-17,40,41,34,35,50
75 | 2018-04-18,35,36,29,30,40
76 | 2018-04-19,30,31,24,25,30
77 | 2018-04-20,25,26,19,20,20
78 | 2018-04-21,20,21,14,15,10
79 | 2018-04-22,15,16,9,10,10
80 | 2018-04-23,10,2,0.5,1,5
81 | 2018-04-24,1,2,0.5,1,1
82 | 2018-04-25,1,2,0.5,1,10
83 | 2018-04-26,1,2,0.5,1,20
84 | 2018-04-27,1,11,4,10,30
85 | 2018-04-28,10,16,9,15,40
86 | 2018-04-29,15,21,14,20,50
87 | 2018-04-30,20,26,19,25,60
88 | 2018-05-01,25,31,24,30,70
89 | 2018-05-02,30,36,29,35,80
90 | 2018-05-03,35,41,34,40,90
91 | 2018-05-04,40,46,39,45,80
92 | 2018-05-05,45,51,44,50,90
93 | 2018-05-06,50,56,49,55,80
94 | 2018-05-07,55,61,54,60,70
95 | 2018-05-08,60,66,59,65,80
96 | 2018-05-09,65,71,64,70,90
97 | 2018-05-10,70,76,69,75,100
98 | 2018-05-11,75,81,74,80,110
99 | 2018-05-12,80,86,79,85,120
100 | 2018-05-13,85,91,84,90,130
101 | 2018-05-14,90,102,89,101,140
102 | 2018-05-15,101,102,100,101,150
103 | 2018-05-16,101,102,100,90,150
104 | 2018-05-17,90,91,84,85,140
105 | 2018-05-18,85,86,79,80,130
106 | 2018-05-19,80,81,74,75,120
107 | 2018-05-20,75,76,69,70,110
108 | 2018-05-21,70,71,64,65,100
109 | 2018-05-22,65,66,59,60,90
110 | 2018-05-23,60,61,54,55,80
111 | 2018-05-24,55,56,49,50,75
112 | 2018-05-25,50,51,44,45,70
113 | 2018-05-26,45,46,39,40,60
114 | 2018-05-27,40,41,34,35,50
115 | 2018-05-28,35,36,29,30,40
116 | 2018-05-29,30,31,24,25,30
117 | 2018-05-30,25,26,19,20,20
118 | 2018-05-31,20,21,14,15,10
119 | 2018-06-01,15,16,9,10,10
120 | 2018-06-02,10,2,0.5,1,5
121 | 2018-06-03,1,2,0.5,1,1
122 | 2018-06-04,1,2,0.5,1,10
123 | 2018-06-05,1,2,0.5,1,20
124 | 2018-06-06,1,11,4,10,30
125 | 2018-06-07,10,16,9,15,40
126 | 2018-06-08,15,21,14,20,50
127 | 2018-06-09,20,26,19,25,60
128 | 2018-06-10,25,31,24,30,70
129 | 2018-06-11,30,36,29,35,80
130 | 2018-06-12,35,41,34,40,90
131 | 2018-06-13,40,46,39,45,80
132 | 2018-06-14,45,51,44,50,90
133 | 2018-06-15,50,56,49,55,80
134 | 2018-06-16,55,61,54,60,70
135 | 2018-06-17,60,66,59,65,80
136 | 2018-06-18,65,71,64,70,90
137 | 2018-06-19,70,76,69,75,100
138 | 2018-06-20,75,81,74,80,110
139 | 2018-06-21,80,86,79,85,120
140 | 2018-06-22,85,91,84,90,130
141 | 2018-06-23,90,102,89,101,140
142 | 2018-06-24,101,102,100,101,150
143 | 2018-06-25,101,102,100,90,150
144 | 2018-06-26,90,91,84,85,140
145 | 2018-06-27,85,86,79,80,130
146 | 2018-06-28,80,81,74,75,120
147 | 2018-06-29,75,76,69,70,110
148 | 2018-06-30,70,71,64,65,100
149 | 2018-07-01,65,66,59,60,90
150 | 2018-07-02,60,61,54,55,80
151 | 2018-07-03,55,56,49,50,75
152 | 2018-07-04,50,51,44,45,70
153 | 2018-07-05,45,46,39,40,60
154 | 2018-07-06,40,41,34,35,50
155 | 2018-07-07,35,36,29,30,40
156 | 2018-07-08,30,31,24,25,30
157 | 2018-07-09,25,26,19,20,20
158 | 2018-07-10,20,21,14,15,10
159 | 2018-07-11,15,16,9,10,10
160 | 2018-07-12,10,2,0.5,1,5
161 | 2018-07-13,1,2,0.5,1,1
162 | 2018-07-14,1,2,0.5,1,10
163 | 2018-07-15,1,2,0.5,1,20
164 | 2018-07-16,1,11,4,10,30
165 | 2018-07-17,10,16,9,15,40
166 | 2018-07-18,15,21,14,20,50
167 | 2018-07-19,20,26,19,25,60
168 | 2018-07-20,25,31,24,30,70
169 | 2018-07-21,30,36,29,35,80
170 | 2018-07-22,35,41,34,40,90
171 | 2018-07-23,40,46,39,45,80
172 | 2018-07-24,45,51,44,50,90
173 | 2018-07-25,50,56,49,55,80
174 | 2018-07-26,55,61,54,60,70
175 | 2018-07-27,60,66,59,65,80
176 | 2018-07-28,65,71,64,70,90
177 | 2018-07-29,70,76,69,75,100
178 | 2018-07-30,75,81,74,80,110
179 | 2018-07-31,80,86,79,85,120
180 | 2018-08-01,85,91,84,90,130
181 | 2018-08-02,90,102,89,101,140
182 | 2018-08-03,101,102,100,101,150
183 | 2018-08-04,101,102,100,90,150
184 | 2018-08-05,90,91,84,85,140
185 | 2018-08-06,85,86,79,80,130
186 | 2018-08-07,80,81,74,75,120
187 | 2018-08-08,75,76,69,70,110
188 | 2018-08-09,70,71,64,65,100
189 | 2018-08-10,65,66,59,60,90
190 | 2018-08-11,60,61,54,55,80
191 | 2018-08-12,55,56,49,50,75
192 | 2018-08-13,50,51,44,45,70
193 | 2018-08-14,45,46,39,40,60
194 | 2018-08-15,40,41,34,35,50
195 | 2018-08-16,35,36,29,30,40
196 | 2018-08-17,30,31,24,25,30
197 | 2018-08-18,25,26,19,20,20
198 | 2018-08-19,20,21,14,15,10
199 | 2018-08-20,15,16,9,10,10
200 | 2018-08-21,10,2,0.5,1,5
201 | 2018-08-22,1,2,0.5,1,1
202 | 2018-08-23,1,2,0.5,1,10
203 | 2018-08-24,1,2,0.5,1,20
204 | 2018-08-25,1,11,4,10,30
205 | 2018-08-26,10,16,9,15,40
206 | 2018-08-27,15,21,14,20,50
207 | 2018-08-28,20,26,19,25,60
208 | 2018-08-29,25,31,24,30,70
209 | 2018-08-30,30,36,29,35,80
210 | 2018-08-31,35,41,34,40,90
211 | 2018-09-01,40,46,39,45,80
212 | 2018-09-02,45,51,44,50,90
213 | 2018-09-03,50,56,49,55,80
214 | 2018-09-04,55,61,54,60,70
215 | 2018-09-05,60,66,59,65,80
216 | 2018-09-06,65,71,64,70,90
217 | 2018-09-07,70,76,69,75,100
218 | 2018-09-08,75,81,74,80,110
219 | 2018-09-09,80,86,79,85,120
220 | 2018-09-10,85,91,84,90,130
221 | 2018-09-11,90,102,89,101,140
222 | 2018-09-12,101,102,100,101,150
223 | 2018-09-13,101,102,100,90,150
224 | 2018-09-14,90,91,84,85,140
225 | 2018-09-15,85,86,79,80,130
226 | 2018-09-16,80,81,74,75,120
227 | 2018-09-17,75,76,69,70,110
228 | 2018-09-18,70,71,64,65,100
229 | 2018-09-19,65,66,59,60,90
230 | 2018-09-20,60,61,54,55,80
231 | 2018-09-21,55,56,49,50,75
232 | 2018-09-22,50,51,44,45,70
233 | 2018-09-23,45,46,39,40,60
234 | 2018-09-24,40,41,34,35,50
235 | 2018-09-25,35,36,29,30,40
236 | 2018-09-26,30,31,24,25,30
237 | 2018-09-27,25,26,19,20,20
238 | 2018-09-28,20,21,14,15,10
239 | 2018-09-29,15,16,9,10,10
240 | 2018-09-30,10,2,0.5,1,5
241 | 2018-10-01,1,2,0.5,1,1
242 | 2018-10-02,1,2,0.5,1,10
243 | 2018-10-03,1,2,0.5,1,20
244 | 2018-10-04,1,11,4,10,30
245 | 2018-10-05,10,16,9,15,40
246 | 2018-10-06,15,21,14,20,50
247 | 2018-10-07,20,26,19,25,60
248 | 2018-10-08,25,31,24,30,70
249 | 2018-10-09,30,36,29,35,80
250 | 2018-10-10,35,41,34,40,90
251 | 2018-10-11,40,46,39,45,80
252 | 2018-10-12,45,51,44,50,90
253 | 2018-10-13,50,56,49,55,80
254 | 2018-10-14,55,61,54,60,70
255 | 2018-10-15,60,66,59,65,80
256 | 2018-10-16,65,71,64,70,90
257 | 2018-10-17,70,76,69,75,100
258 | 2018-10-18,75,81,74,80,110
259 | 2018-10-19,80,86,79,85,120
260 | 2018-10-20,85,91,84,90,130
261 | 2018-10-21,90,102,89,101,140
262 | 2018-10-22,101,102,100,101,150
263 | 2018-10-23,101,102,100,90,150
264 | 2018-10-24,90,91,84,85,140
265 | 2018-10-25,85,86,79,80,130
266 | 2018-10-26,80,81,74,75,120
267 | 2018-10-27,75,76,69,70,110
268 | 2018-10-28,70,71,64,65,100
269 | 2018-10-29,65,66,59,60,90
270 | 2018-10-30,60,61,54,55,80
271 | 2018-10-31,55,56,49,50,75
272 | 2018-11-01,50,51,44,45,70
273 | 2018-11-02,45,46,39,40,60
274 | 2018-11-03,40,41,34,35,50
275 | 2018-11-04,35,36,29,30,40
276 | 2018-11-05,30,31,24,25,30
277 | 2018-11-06,25,26,19,20,20
278 | 2018-11-07,20,21,14,15,10
279 | 2018-11-08,15,16,9,10,10
280 | 2018-11-09,10,2,0.5,1,5
281 | 2018-11-10,1,2,0.5,1,1
282 | 2018-11-11,1,2,0.5,1,10
283 | 2018-11-12,1,2,0.5,1,20
284 | 2018-11-13,1,11,4,10,30
285 | 2018-11-14,10,16,9,15,40
286 | 2018-11-15,15,21,14,20,50
287 | 2018-11-16,20,26,19,25,60
288 | 2018-11-17,25,31,24,30,70
289 | 2018-11-18,30,36,29,35,80
290 | 2018-11-19,35,41,34,40,90
291 | 2018-11-20,40,46,39,45,80
292 | 2018-11-21,45,51,44,50,90
293 | 2018-11-22,50,56,49,55,80
294 | 2018-11-23,55,61,54,60,70
295 | 2018-11-24,60,66,59,65,80
296 | 2018-11-25,65,71,64,70,90
297 | 2018-11-26,70,76,69,75,100
298 | 2018-11-27,75,81,74,80,110
299 | 2018-11-28,80,86,79,85,120
300 | 2018-11-29,85,91,84,90,130
301 | 2018-11-30,90,102,89,101,140
302 | 2018-12-01,101,102,100,101,150
303 | 2018-12-02,101,102,100,90,150
304 | 2018-12-03,90,91,84,85,140
305 | 2018-12-04,85,86,79,80,130
306 | 2018-12-05,80,81,74,75,120
307 | 2018-12-06,75,76,69,70,110
308 | 2018-12-07,70,71,64,65,100
309 | 2018-12-08,65,66,59,60,90
310 | 2018-12-09,60,61,54,55,80
311 | 2018-12-10,55,56,49,50,75
312 | 2018-12-11,50,51,44,45,70
313 | 2018-12-12,45,46,39,40,60
314 | 2018-12-13,40,41,34,35,50
315 | 2018-12-14,35,36,29,30,40
316 | 2018-12-15,30,31,24,25,30
317 | 2018-12-16,25,26,19,20,20
318 | 2018-12-17,20,21,14,15,10
319 | 2018-12-18,15,16,9,10,10
320 | 2018-12-19,10,2,0.5,1,5
321 | 2018-12-20,1,2,0.5,1,1
322 | 2018-12-21,1,2,0.5,1,10
323 | 2018-12-22,1,2,0.5,1,20
324 | 2018-12-23,1,11,4,10,30
325 | 2018-12-24,10,16,9,15,40
326 | 2018-12-25,15,21,14,20,50
327 | 2018-12-26,20,26,19,25,60
328 | 2018-12-27,25,31,24,30,70
329 | 2018-12-28,30,36,29,35,80
330 | 2018-12-29,35,41,34,40,90
331 | 2018-12-30,40,46,39,45,80
332 | 2018-12-31,45,51,44,50,90
333 | 2019-01-01,50,56,49,55,80
334 | 2019-01-02,55,61,54,60,70
335 | 2019-01-03,60,66,59,65,80
336 | 2019-01-04,65,71,64,70,90
337 | 2019-01-05,70,76,69,75,100
338 | 2019-01-06,75,81,74,80,110
339 | 2019-01-07,80,86,79,85,120
340 | 2019-01-08,85,91,84,90,130
341 | 2019-01-09,90,102,89,101,140
342 | 2019-01-10,101,102,100,101,150
343 | 2019-01-11,101,102,100,90,150
344 | 2019-01-12,90,91,84,85,140
345 | 2019-01-13,85,86,79,80,130
346 | 2019-01-14,80,81,74,75,120
347 | 2019-01-15,75,76,69,70,110
348 | 2019-01-16,70,71,64,65,100
349 | 2019-01-17,65,66,59,60,90
350 | 2019-01-18,60,61,54,55,80
351 | 2019-01-19,55,56,49,50,75
352 | 2019-01-20,50,51,44,45,70
353 | 2019-01-21,45,46,39,40,60
354 | 2019-01-22,40,41,34,35,50
355 | 2019-01-23,35,36,29,30,40
356 | 2019-01-24,30,31,24,25,30
357 | 2019-01-25,25,26,19,20,20
358 | 2019-01-26,20,21,14,15,10
359 | 2019-01-27,15,16,9,10,10
360 | 2019-01-28,10,2,0.5,1,5
361 | 2019-01-29,1,2,0.5,1,1
362 | 2019-01-30,1,2,0.5,1,10
363 | 2019-01-31,1,2,0.5,1,20
364 | 2019-02-01,1,11,4,10,30
365 | 2019-02-02,10,16,9,15,40
366 | 2019-02-03,15,21,14,20,50
367 | 2019-02-04,20,26,19,25,60
368 | 2019-02-05,25,31,24,30,70
369 | 2019-02-06,30,36,29,35,80
370 | 2019-02-07,35,41,34,40,90
371 | 2019-02-08,40,46,39,45,80
372 | 2019-02-09,45,51,44,50,90
373 | 2019-02-10,50,56,49,55,80
374 | 2019-02-11,55,61,54,60,70
375 | 2019-02-12,60,66,59,65,80
376 | 2019-02-13,65,71,64,70,90
377 | 2019-02-14,70,76,69,75,100
378 | 2019-02-15,75,81,74,80,110
379 | 2019-02-16,80,86,79,85,120
380 | 2019-02-17,85,91,84,90,130
381 | 2019-02-18,90,102,89,101,140
382 | 2019-02-19,101,102,100,101,150
383 | 2019-02-20,101,102,100,90,150
384 | 2019-02-21,90,91,84,85,140
385 | 2019-02-22,85,86,79,80,130
386 | 2019-02-23,80,81,74,75,120
387 | 2019-02-24,75,76,69,70,110
388 | 2019-02-25,70,71,64,65,100
389 | 2019-02-26,65,66,59,60,90
390 | 2019-02-27,60,61,54,55,80
391 | 2019-02-28,55,56,49,50,75
392 | 2019-03-01,50,51,44,45,70
393 | 2019-03-02,45,46,39,40,60
394 | 2019-03-03,40,41,34,35,50
395 | 2019-03-04,35,36,29,30,40
396 | 2019-03-05,30,31,24,25,30
397 | 2019-03-06,25,26,19,20,20
398 | 2019-03-07,20,21,14,15,10
399 | 2019-03-08,15,16,9,10,10
400 | 2019-03-09,10,2,0.5,1,5
401 | 2019-03-10,1,2,0.5,1,1
402 | 2019-03-11,1,2,0.5,1,10
403 | 2019-03-12,1,2,0.5,1,20
404 | 2019-03-13,1,11,4,10,30
405 | 2019-03-14,10,16,9,15,40
406 | 2019-03-15,15,21,14,20,50
407 | 2019-03-16,20,26,19,25,60
408 | 2019-03-17,25,31,24,30,70
409 | 2019-03-18,30,36,29,35,80
410 | 2019-03-19,35,41,34,40,90
411 | 2019-03-20,40,46,39,45,80
412 | 2019-03-21,45,51,44,50,90
413 | 2019-03-22,50,56,49,55,80
414 | 2019-03-23,55,61,54,60,70
415 | 2019-03-24,60,66,59,65,80
416 | 2019-03-25,65,71,64,70,90
417 | 2019-03-26,70,76,69,75,100
418 | 2019-03-27,75,81,74,80,110
419 | 2019-03-28,80,86,79,85,120
420 | 2019-03-29,85,91,84,90,130
421 | 2019-03-30,90,102,89,101,140
422 | 2019-03-31,101,102,100,101,150
423 | 2019-04-01,101,102,100,90,150
424 | 2019-04-02,90,91,84,85,140
425 | 2019-04-03,85,86,79,80,130
426 | 2019-04-04,80,81,74,75,120
427 | 2019-04-05,75,76,69,70,110
428 | 2019-04-06,70,71,64,65,100
429 | 2019-04-07,65,66,59,60,90
430 | 2019-04-08,60,61,54,55,80
431 | 2019-04-09,55,56,49,50,75
432 | 2019-04-10,50,51,44,45,70
433 | 2019-04-11,45,46,39,40,60
434 | 2019-04-12,40,41,34,35,50
435 | 2019-04-13,35,36,29,30,40
436 | 2019-04-14,30,31,24,25,30
437 | 2019-04-15,25,26,19,20,20
438 | 2019-04-16,20,21,14,15,10
439 | 2019-04-17,15,16,9,10,10
440 | 2019-04-18,10,2,0.5,1,5
441 | 2019-04-19,1,2,0.5,1,1
442 | 2019-04-20,1,2,0.5,1,10
443 | 2019-04-21,1,2,0.5,1,20
444 | 2019-04-22,1,11,4,10,30
445 | 2019-04-23,10,16,9,15,40
446 | 2019-04-24,15,21,14,20,50
447 | 2019-04-25,20,26,19,25,60
448 | 2019-04-26,25,31,24,30,70
449 | 2019-04-27,30,36,29,35,80
450 | 2019-04-28,35,41,34,40,90
451 | 2019-04-29,40,46,39,45,80
452 | 2019-04-30,45,51,44,50,90
453 | 2019-05-01,50,56,49,55,80
454 | 2019-05-02,55,61,54,60,70
455 | 2019-05-03,60,66,59,65,80
456 | 2019-05-04,65,71,64,70,90
457 | 2019-05-05,70,76,69,75,100
458 | 2019-05-06,75,81,74,80,110
459 | 2019-05-07,80,86,79,85,120
460 | 2019-05-08,85,91,84,90,130
461 | 2019-05-09,90,102,89,101,140
462 | 2019-05-10,101,102,100,101,150
463 | 2019-05-11,101,102,100,90,150
464 | 2019-05-12,90,91,84,85,140
465 | 2019-05-13,85,86,79,80,130
466 | 2019-05-14,80,81,74,75,120
467 | 2019-05-15,75,76,69,70,110
468 | 2019-05-16,70,71,64,65,100
469 | 2019-05-17,65,66,59,60,90
470 | 2019-05-18,60,61,54,55,80
471 | 2019-05-19,55,56,49,50,75
472 | 2019-05-20,50,51,44,45,70
473 | 2019-05-21,45,46,39,40,60
474 | 2019-05-22,40,41,34,35,50
475 | 2019-05-23,35,36,29,30,40
476 | 2019-05-24,30,31,24,25,30
477 | 2019-05-25,25,26,19,20,20
478 | 2019-05-26,20,21,14,15,10
479 | 2019-05-27,15,16,9,10,10
480 | 2019-05-28,10,2,0.5,1,5
481 | 2019-05-29,1,2,0.5,1,1
482 | 2019-05-30,1,2,0.5,1,10
483 | 2019-05-31,1,2,0.5,1,20
484 | 2019-06-01,1,11,4,10,30
485 | 2019-06-02,10,16,9,15,40
486 | 2019-06-03,15,21,14,20,50
487 | 2019-06-04,20,26,19,25,60
488 | 2019-06-05,25,31,24,30,70
489 | 2019-06-06,30,36,29,35,80
490 | 2019-06-07,35,41,34,40,90
491 | 2019-06-08,40,46,39,45,80
492 | 2019-06-09,45,51,44,50,90
493 | 2019-06-10,50,56,49,55,80
494 | 2019-06-11,55,61,54,60,70
495 | 2019-06-12,60,66,59,65,80
496 | 2019-06-13,65,71,64,70,90
497 | 2019-06-14,70,76,69,75,100
498 | 2019-06-15,75,81,74,80,110
499 | 2019-06-16,80,86,79,85,120
500 | 2019-06-17,85,91,84,90,130
501 | 2019-06-18,90,102,89,101,140
502 | 2019-06-19,101,102,100,101,150
503 | 2019-06-20,101,102,100,90,150
504 | 2019-06-21,90,91,84,85,140
505 | 2019-06-22,85,86,79,80,130
506 | 2019-06-23,80,81,74,75,120
507 | 2019-06-24,75,76,69,70,110
508 | 2019-06-25,70,71,64,65,100
509 | 2019-06-26,65,66,59,60,90
510 | 2019-06-27,60,61,54,55,80
511 | 2019-06-28,55,56,49,50,75
512 | 2019-06-29,50,51,44,45,70
513 | 2019-06-30,45,46,39,40,60
514 | 2019-07-01,40,41,34,35,50
515 | 2019-07-02,35,36,29,30,40
516 | 2019-07-03,30,31,24,25,30
517 | 2019-07-04,25,26,19,20,20
518 | 2019-07-05,20,21,14,15,10
519 | 2019-07-06,15,16,9,10,10
520 | 2019-07-07,10,2,0.5,1,5
521 | 2019-07-08,1,2,0.5,1,1
522 | 2019-07-09,1,2,0.5,1,10
523 | 2019-07-10,1,2,0.5,1,20
524 | 2019-07-11,1,11,4,10,30
525 | 2019-07-12,10,16,9,15,40
526 | 2019-07-13,15,21,14,20,50
527 | 2019-07-14,20,26,19,25,60
528 | 2019-07-15,25,31,24,30,70
529 | 2019-07-16,30,36,29,35,80
530 | 2019-07-17,35,41,34,40,90
531 | 2019-07-18,40,46,39,45,80
532 | 2019-07-19,45,51,44,50,90
533 | 2019-07-20,50,56,49,55,80
534 | 2019-07-21,55,61,54,60,70
535 | 2019-07-22,60,66,59,65,80
536 | 2019-07-23,65,71,64,70,90
537 | 2019-07-24,70,76,69,75,100
538 | 2019-07-25,75,81,74,80,110
539 | 2019-07-26,80,86,79,85,120
540 | 2019-07-27,85,91,84,90,130
541 | 2019-07-28,90,102,89,101,140
542 | 2019-07-29,101,102,100,101,150
543 | 2019-07-30,101,102,100,90,150
544 | 2019-07-31,90,91,84,85,140
545 | 2019-08-01,85,86,79,80,130
546 | 2019-08-02,80,81,74,75,120
547 | 2019-08-03,75,76,69,70,110
548 | 2019-08-04,70,71,64,65,100
549 | 2019-08-05,65,66,59,60,90
550 | 2019-08-06,60,61,54,55,80
551 | 2019-08-07,55,56,49,50,75
552 | 2019-08-08,50,51,44,45,70
553 | 2019-08-09,45,46,39,40,60
554 | 2019-08-10,40,41,34,35,50
555 | 2019-08-11,35,36,29,30,40
556 | 2019-08-12,30,31,24,25,30
557 | 2019-08-13,25,26,19,20,20
558 | 2019-08-14,20,21,14,15,10
559 | 2019-08-15,15,16,9,10,10
560 | 2019-08-16,10,2,0.5,1,5
561 | 2019-08-17,1,2,0.5,1,1
562 | 2019-08-18,1,2,0.5,1,10
563 | 2019-08-19,1,2,0.5,1,20
564 | 2019-08-20,1,11,4,10,30
565 | 2019-08-21,10,16,9,15,40
566 | 2019-08-22,15,21,14,20,50
567 | 2019-08-23,20,26,19,25,60
568 | 2019-08-24,25,31,24,30,70
569 | 2019-08-25,30,36,29,35,80
570 | 2019-08-26,35,41,34,40,90
571 | 2019-08-27,40,46,39,45,80
572 | 2019-08-28,45,51,44,50,90
573 | 2019-08-29,50,56,49,55,80
574 | 2019-08-30,55,61,54,60,70
575 | 2019-08-31,60,66,59,65,80
576 | 2019-09-01,65,71,64,70,90
577 | 2019-09-02,70,76,69,75,100
578 | 2019-09-03,75,81,74,80,110
579 | 2019-09-04,80,86,79,85,120
580 | 2019-09-05,85,91,84,90,130
581 | 2019-09-06,90,102,89,101,140
582 | 2019-09-07,101,102,100,101,150
583 | 2019-09-08,101,102,100,90,150
584 | 2019-09-09,90,91,84,85,140
585 | 2019-09-10,85,86,79,80,130
586 | 2019-09-11,80,81,74,75,120
587 | 2019-09-12,75,76,69,70,110
588 | 2019-09-13,70,71,64,65,100
589 | 2019-09-14,65,66,59,60,90
590 | 2019-09-15,60,61,54,55,80
591 | 2019-09-16,55,56,49,50,75
592 | 2019-09-17,50,51,44,45,70
593 | 2019-09-18,45,46,39,40,60
594 | 2019-09-19,40,41,34,35,50
595 | 2019-09-20,35,36,29,30,40
596 | 2019-09-21,30,31,24,25,30
597 | 2019-09-22,25,26,19,20,20
598 | 2019-09-23,20,21,14,15,10
599 | 2019-09-24,15,16,9,10,10
600 | 2019-09-25,10,2,0.5,1,5
601 | 2019-09-26,1,2,0.5,1,1
602 | 2019-09-27,1,2,0.5,1,10
603 | 2019-09-28,1,2,0.5,1,20
604 | 2019-09-29,1,11,4,10,30
605 | 2019-09-30,10,16,9,15,40
606 | 2019-10-01,15,21,14,20,50
607 | 2019-10-02,20,26,19,25,60
608 | 2019-10-03,25,31,24,30,70
609 | 2019-10-04,30,36,29,35,80
610 | 2019-10-05,35,41,34,40,90
611 | 2019-10-06,40,46,39,45,80
612 | 2019-10-07,45,51,44,50,90
613 | 2019-10-08,50,56,49,55,80
614 | 2019-10-09,55,61,54,60,70
615 | 2019-10-10,60,66,59,65,80
616 | 2019-10-11,65,71,64,70,90
617 | 2019-10-12,70,76,69,75,100
618 | 2019-10-13,75,81,74,80,110
619 | 2019-10-14,80,86,79,85,120
620 | 2019-10-15,85,91,84,90,130
621 | 2019-10-16,90,102,89,101,140
622 | 2019-10-17,101,102,100,101,150
623 | 2019-10-18,101,102,100,90,150
624 | 2019-10-19,90,91,84,85,140
625 | 2019-10-20,85,86,79,80,130
626 | 2019-10-21,80,81,74,75,120
627 | 2019-10-22,75,76,69,70,110
628 | 2019-10-23,70,71,64,65,100
629 | 2019-10-24,65,66,59,60,90
630 | 2019-10-25,60,61,54,55,80
631 | 2019-10-26,55,56,49,50,75
632 | 2019-10-27,50,51,44,45,70
633 | 2019-10-28,45,46,39,40,60
634 | 2019-10-29,40,41,34,35,50
635 | 2019-10-30,35,36,29,30,40
636 | 2019-10-31,30,31,24,25,30
637 | 2019-11-01,25,26,19,20,20
638 | 2019-11-02,20,21,14,15,10
639 | 2019-11-03,15,16,9,10,10
640 | 2019-11-04,10,2,0.5,1,5
641 | 2019-11-05,1,2,0.5,1,1
642 | 2019-11-06,1,2,0.5,1,10
643 | 2019-11-07,1,2,0.5,1,20
644 | 2019-11-08,1,11,4,10,30
645 | 2019-11-09,10,16,9,15,40
646 | 2019-11-10,15,21,14,20,50
647 | 2019-11-11,20,26,19,25,60
648 | 2019-11-12,25,31,24,30,70
649 | 2019-11-13,30,36,29,35,80
650 | 2019-11-14,35,41,34,40,90
651 | 2019-11-15,40,46,39,45,80
652 | 2019-11-16,45,51,44,50,90
653 | 2019-11-17,50,56,49,55,80
654 | 2019-11-18,55,61,54,60,70
655 | 2019-11-19,60,66,59,65,80
656 | 2019-11-20,65,71,64,70,90
657 | 2019-11-21,70,76,69,75,100
658 | 2019-11-22,75,81,74,80,110
659 | 2019-11-23,80,86,79,85,120
660 | 2019-11-24,85,91,84,90,130
661 | 2019-11-25,90,102,89,101,140
662 | 2019-11-26,101,102,100,101,150
663 | 2019-11-27,101,102,100,90,150
664 | 2019-11-28,90,91,84,85,140
665 | 2019-11-29,85,86,79,80,130
666 | 2019-11-30,80,81,74,75,120
667 | 2019-12-01,75,76,69,70,110
668 | 2019-12-02,70,71,64,65,100
669 | 2019-12-03,65,66,59,60,90
670 | 2019-12-04,60,61,54,55,80
671 | 2019-12-05,55,56,49,50,75
672 | 2019-12-06,50,51,44,45,70
673 | 2019-12-07,45,46,39,40,60
674 | 2019-12-08,40,41,34,35,50
675 | 2019-12-09,35,36,29,30,40
676 | 2019-12-10,30,31,24,25,30
677 | 2019-12-11,25,26,19,20,20
678 | 2019-12-12,20,21,14,15,10
679 | 2019-12-13,15,16,9,10,10
680 | 2019-12-14,10,2,0.5,1,5
681 | 2019-12-15,1,2,0.5,1,1
682 | 2019-12-16,1,2,0.5,1,10
683 | 2019-12-17,1,2,0.5,1,20
684 | 2019-12-18,1,11,4,10,30
685 | 2019-12-19,10,16,9,15,40
686 | 2019-12-20,15,21,14,20,50
687 | 2019-12-21,20,26,19,25,60
688 | 2019-12-22,25,31,24,30,70
689 | 2019-12-23,30,36,29,35,80
690 | 2019-12-24,35,41,34,40,90
691 | 2019-12-25,40,46,39,45,80
692 | 2019-12-26,45,51,44,50,90
693 | 2019-12-27,50,56,49,55,80
694 | 2019-12-28,55,61,54,60,70
695 | 2019-12-29,60,66,59,65,80
696 | 2019-12-30,65,71,64,70,90
697 | 2019-12-31,70,76,69,75,100
698 | 2020-01-01,75,81,74,80,110
699 | 2020-01-02,80,86,79,85,120
700 | 2020-01-03,85,91,84,90,130
701 | 2020-01-04,90,102,89,101,140
702 | 2020-01-05,101,102,100,101,150
703 | 2020-01-06,101,102,100,90,150
704 | 2020-01-07,90,91,84,85,140
705 | 2020-01-08,85,86,79,80,130
706 | 2020-01-09,80,81,74,75,120
707 | 2020-01-10,75,76,69,70,110
708 | 2020-01-11,70,71,64,65,100
709 | 2020-01-12,65,66,59,60,90
710 | 2020-01-13,60,61,54,55,80
711 | 2020-01-14,55,56,49,50,75
712 | 2020-01-15,50,51,44,45,70
713 | 2020-01-16,45,46,39,40,60
714 | 2020-01-17,40,41,34,35,50
715 | 2020-01-18,35,36,29,30,40
716 | 2020-01-19,30,31,24,25,30
717 | 2020-01-20,25,26,19,20,20
718 | 2020-01-21,20,21,14,15,10
719 | 2020-01-22,15,16,9,10,10
720 | 2020-01-23,10,2,0.5,1,5
721 | 2020-01-24,1,2,0.5,1,1
722 | 2020-01-25,1,2,0.5,1,10
723 | 2020-01-26,1,2,0.5,1,20
724 | 2020-01-27,1,11,4,10,30
725 | 2020-01-28,10,16,9,15,40
726 | 2020-01-29,15,21,14,20,50
727 | 2020-01-30,20,26,19,25,60
728 | 2020-01-31,25,31,24,30,70
729 | 2020-02-01,30,36,29,35,80
730 | 2020-02-02,35,41,34,40,90
731 | 2020-02-03,40,46,39,45,80
732 | 2020-02-04,45,51,44,50,90
733 | 2020-02-05,50,56,49,55,80
734 | 2020-02-06,55,61,54,60,70
735 | 2020-02-07,60,66,59,65,80
736 | 2020-02-08,65,71,64,70,90
737 | 2020-02-09,70,76,69,75,100
738 | 2020-02-10,75,81,74,80,110
739 | 2020-02-11,80,86,79,85,120
740 | 2020-02-12,85,91,84,90,130
741 | 2020-02-13,90,102,89,101,140
742 | 2020-02-14,101,102,100,101,150
743 | 2020-02-15,101,102,100,90,150
744 | 2020-02-16,90,91,84,85,140
745 | 2020-02-17,85,86,79,80,130
746 | 2020-02-18,80,81,74,75,120
747 | 2020-02-19,75,76,69,70,110
748 | 2020-02-20,70,71,64,65,100
749 | 2020-02-21,65,66,59,60,90
750 | 2020-02-22,60,61,54,55,80
751 | 2020-02-23,55,56,49,50,75
752 | 2020-02-24,50,51,44,45,70
753 | 2020-02-25,45,46,39,40,60
754 | 2020-02-26,40,41,34,35,50
755 | 2020-02-27,35,36,29,30,40
756 | 2020-02-28,30,31,24,25,30
757 | 2020-02-29,25,26,19,20,20
758 | 2020-03-01,20,21,14,15,10
759 | 2020-03-02,15,16,9,10,10
760 | 2020-03-03,10,2,0.5,1,5
761 | 2020-03-04,1,2,0.5,1,1
762 | 2020-03-05,1,2,0.5,1,10
763 | 2020-03-06,1,2,0.5,1,20
764 | 2020-03-07,1,11,4,10,30
765 | 2020-03-08,10,16,9,15,40
766 | 2020-03-09,15,21,14,20,50
767 | 2020-03-10,20,26,19,25,60
768 | 2020-03-11,25,31,24,30,70
769 | 2020-03-12,30,36,29,35,80
770 | 2020-03-13,35,41,34,40,90
771 | 2020-03-14,40,46,39,45,80
772 | 2020-03-15,45,51,44,50,90
773 | 2020-03-16,50,56,49,55,80
774 | 2020-03-17,55,61,54,60,70
775 | 2020-03-18,60,66,59,65,80
776 | 2020-03-19,65,71,64,70,90
777 | 2020-03-20,70,76,69,75,100
778 | 2020-03-21,75,81,74,80,110
779 | 2020-03-22,80,86,79,85,120
780 | 2020-03-23,85,91,84,90,130
781 | 2020-03-24,90,102,89,101,140
782 | 2020-03-25,101,102,100,101,150
783 | 2020-03-26,101,102,100,90,150
784 | 2020-03-27,90,91,84,85,140
785 | 2020-03-28,85,86,79,80,130
786 | 2020-03-29,80,81,74,75,120
787 | 2020-03-30,75,76,69,70,110
788 | 2020-03-31,70,71,64,65,100
789 | 2020-04-01,65,66,59,60,90
790 | 2020-04-02,60,61,54,55,80
791 | 2020-04-03,55,56,49,50,75
792 | 2020-04-04,50,51,44,45,70
793 | 2020-04-05,45,46,39,40,60
794 | 2020-04-06,40,41,34,35,50
795 | 2020-04-07,35,36,29,30,40
796 | 2020-04-08,30,31,24,25,30
797 | 2020-04-09,25,26,19,20,20
798 | 2020-04-10,20,21,14,15,10
799 | 2020-04-11,15,16,9,10,10
800 | 2020-04-12,10,2,0.5,1,5
801 | 2020-04-13,1,2,0.5,1,1
802 | 2020-04-14,1,2,0.5,1,10
803 | 2020-04-15,1,2,0.5,1,20
804 | 2020-04-16,1,11,4,10,30
805 | 2020-04-17,10,16,9,15,40
806 | 2020-04-18,15,21,14,20,50
807 | 2020-04-19,20,26,19,25,60
808 | 2020-04-20,25,31,24,30,70
809 | 2020-04-21,30,36,29,35,80
810 | 2020-04-22,35,41,34,40,90
811 | 2020-04-23,40,46,39,45,80
812 | 2020-04-24,45,51,44,50,90
813 | 2020-04-25,50,56,49,55,80
814 | 2020-04-26,55,61,54,60,70
815 | 2020-04-27,60,66,59,65,80
816 | 2020-04-28,65,71,64,70,90
817 | 2020-04-29,70,76,69,75,100
818 | 2020-04-30,75,81,74,80,110
819 | 2020-05-01,80,86,79,85,120
820 | 2020-05-02,85,91,84,90,130
821 | 2020-05-03,90,102,89,101,140
822 | 2020-05-04,101,102,100,101,150
823 | 2020-05-05,101,102,100,90,150
824 | 2020-05-06,90,91,84,85,140
825 | 2020-05-07,85,86,79,80,130
826 | 2020-05-08,80,81,74,75,120
827 | 2020-05-09,75,76,69,70,110
828 | 2020-05-10,70,71,64,65,100
829 | 2020-05-11,65,66,59,60,90
830 | 2020-05-12,60,61,54,55,80
831 | 2020-05-13,55,56,49,50,75
832 | 2020-05-14,50,51,44,45,70
833 | 2020-05-15,45,46,39,40,60
834 | 2020-05-16,40,41,34,35,50
835 | 2020-05-17,35,36,29,30,40
836 | 2020-05-18,30,31,24,25,30
837 | 2020-05-19,25,26,19,20,20
838 | 2020-05-20,20,21,14,15,10
839 | 2020-05-21,15,16,9,10,10
840 | 2020-05-22,10,2,0.5,1,5
841 | 2020-05-23,1,2,0.5,1,1
842 | 2020-05-24,1,2,0.5,1,10
843 | 2020-05-25,1,2,0.5,1,20
844 | 2020-05-26,1,11,4,10,30
845 | 2020-05-27,10,16,9,15,40
846 | 2020-05-28,15,21,14,20,50
847 | 2020-05-29,20,26,19,25,60
848 | 2020-05-30,25,31,24,30,70
849 | 2020-05-31,30,36,29,35,80
850 | 2020-06-01,35,41,34,40,90
851 | 2020-06-02,40,46,39,45,80
852 | 2020-06-03,45,51,44,50,90
853 | 2020-06-04,50,56,49,55,80
854 | 2020-06-05,55,61,54,60,70
855 | 2020-06-06,60,66,59,65,80
856 | 2020-06-07,65,71,64,70,90
857 | 2020-06-08,70,76,69,75,100
858 | 2020-06-09,75,81,74,80,110
859 | 2020-06-10,80,86,79,85,120
860 | 2020-06-11,85,91,84,90,130
861 | 2020-06-12,90,102,89,101,140
862 | 2020-06-13,101,102,100,101,150
863 | 2020-06-14,101,102,100,90,150
864 | 2020-06-15,90,91,84,85,140
865 | 2020-06-16,85,86,79,80,130
866 | 2020-06-17,80,81,74,75,120
867 | 2020-06-18,75,76,69,70,110
868 | 2020-06-19,70,71,64,65,100
869 | 2020-06-20,65,66,59,60,90
870 | 2020-06-21,60,61,54,55,80
871 | 2020-06-22,55,56,49,50,75
872 | 2020-06-23,50,51,44,45,70
873 | 2020-06-24,45,46,39,40,60
874 | 2020-06-25,40,41,34,35,50
875 | 2020-06-26,35,36,29,30,40
876 | 2020-06-27,30,31,24,25,30
877 | 2020-06-28,25,26,19,20,20
878 | 2020-06-29,20,21,14,15,10
879 | 2020-06-30,15,16,9,10,10
880 | 2020-07-01,10,2,0.5,1,5
881 | 2020-07-02,1,2,0.5,1,1
882 | 2020-07-03,1,2,0.5,1,10
883 | 2020-07-04,1,2,0.5,1,20
884 | 2020-07-05,1,11,4,10,30
885 | 2020-07-06,10,16,9,15,40
886 | 2020-07-07,15,21,14,20,50
887 | 2020-07-08,20,26,19,25,60
888 | 2020-07-09,25,31,24,30,70
889 | 2020-07-10,30,36,29,35,80
890 | 2020-07-11,35,41,34,40,90
891 | 2020-07-12,40,46,39,45,80
892 | 2020-07-13,45,51,44,50,90
893 | 2020-07-14,50,56,49,55,80
894 | 2020-07-15,55,61,54,60,70
895 | 2020-07-16,60,66,59,65,80
896 | 2020-07-17,65,71,64,70,90
897 | 2020-07-18,70,76,69,75,100
898 | 2020-07-19,75,81,74,80,110
899 | 2020-07-20,80,86,79,85,120
900 | 2020-07-21,85,91,84,90,130
901 | 2020-07-22,90,102,89,101,140
902 | 2020-07-23,101,102,100,101,150
903 | 2020-07-24,101,102,100,90,150
904 | 2020-07-25,90,91,84,85,140
905 | 2020-07-26,85,86,79,80,130
906 | 2020-07-27,80,81,74,75,120
907 | 2020-07-28,75,76,69,70,110
908 | 2020-07-29,70,71,64,65,100
909 | 2020-07-30,65,66,59,60,90
910 | 2020-07-31,60,61,54,55,80
911 | 2020-08-01,55,56,49,50,75
912 | 2020-08-02,50,51,44,45,70
913 | 2020-08-03,45,46,39,40,60
914 | 2020-08-04,40,41,34,35,50
915 | 2020-08-05,35,36,29,30,40
916 | 2020-08-06,30,31,24,25,30
917 | 2020-08-07,25,26,19,20,20
918 | 2020-08-08,20,21,14,15,10
919 | 2020-08-09,15,16,9,10,10
920 | 2020-08-10,10,2,0.5,1,5
921 | 2020-08-11,1,2,0.5,1,1
922 | 2020-08-12,1,2,0.5,1,10
923 | 2020-08-13,1,2,0.5,1,20
924 | 2020-08-14,1,11,4,10,30
925 | 2020-08-15,10,16,9,15,40
926 | 2020-08-16,15,21,14,20,50
927 | 2020-08-17,20,26,19,25,60
928 | 2020-08-18,25,31,24,30,70
929 | 2020-08-19,30,36,29,35,80
930 | 2020-08-20,35,41,34,40,90
931 | 2020-08-21,40,46,39,45,80
932 | 2020-08-22,45,51,44,50,90
933 | 2020-08-23,50,56,49,55,80
934 | 2020-08-24,55,61,54,60,70
935 | 2020-08-25,60,66,59,65,80
936 | 2020-08-26,65,71,64,70,90
937 | 2020-08-27,70,76,69,75,100
938 | 2020-08-28,75,81,74,80,110
939 | 2020-08-29,80,86,79,85,120
940 | 2020-08-30,85,91,84,90,130
941 | 2020-08-31,90,102,89,101,140
942 | 2020-09-01,101,102,100,101,150
943 | 2020-09-02,101,102,100,90,150
944 | 2020-09-03,90,91,84,85,140
945 | 2020-09-04,85,86,79,80,130
946 | 2020-09-05,80,81,74,75,120
947 | 2020-09-06,75,76,69,70,110
948 | 2020-09-07,70,71,64,65,100
949 | 2020-09-08,65,66,59,60,90
950 | 2020-09-09,60,61,54,55,80
951 | 2020-09-10,55,56,49,50,75
952 | 2020-09-11,50,51,44,45,70
953 | 2020-09-12,45,46,39,40,60
954 | 2020-09-13,40,41,34,35,50
955 | 2020-09-14,35,36,29,30,40
956 | 2020-09-15,30,31,24,25,30
957 | 2020-09-16,25,26,19,20,20
958 | 2020-09-17,20,21,14,15,10
959 | 2020-09-18,15,16,9,10,10
960 | 2020-09-19,10,2,0.5,1,5
961 | 2020-09-20,1,2,0.5,1,1
962 | 2020-09-21,1,2,0.5,1,10
963 | 2020-09-22,1,2,0.5,1,20
964 | 2020-09-23,1,11,4,10,30
965 | 2020-09-24,10,16,9,15,40
966 | 2020-09-25,15,21,14,20,50
967 | 2020-09-26,20,26,19,25,60
968 | 2020-09-27,25,31,24,30,70
969 | 2020-09-28,30,36,29,35,80
970 | 2020-09-29,35,41,34,40,90
971 | 2020-09-30,40,46,39,45,80
972 | 2020-10-01,45,51,44,50,90
973 | 2020-10-02,50,56,49,55,80
974 | 2020-10-03,55,61,54,60,70
975 | 2020-10-04,60,66,59,65,80
976 | 2020-10-05,65,71,64,70,90
977 | 2020-10-06,70,76,69,75,100
978 | 2020-10-07,75,81,74,80,110
979 | 2020-10-08,80,86,79,85,120
980 | 2020-10-09,85,91,84,90,130
981 | 2020-10-10,90,102,89,101,140
982 | 2020-10-11,101,102,100,101,150
983 | 2020-10-12,101,102,100,90,150
984 | 2020-10-13,90,91,84,85,140
985 | 2020-10-14,85,86,79,80,130
986 | 2020-10-15,80,81,74,75,120
987 | 2020-10-16,75,76,69,70,110
988 | 2020-10-17,70,71,64,65,100
989 | 2020-10-18,65,66,59,60,90
990 | 2020-10-19,60,61,54,55,80
991 | 2020-10-20,55,56,49,50,75
992 | 2020-10-21,50,51,44,45,70
993 | 2020-10-22,45,46,39,40,60
994 | 2020-10-23,40,41,34,35,50
995 | 2020-10-24,35,36,29,30,40
996 | 2020-10-25,30,31,24,25,30
997 | 2020-10-26,25,26,19,20,20
998 | 2020-10-27,20,21,14,15,10
999 | 2020-10-28,15,16,9,10,10
1000 | 2020-10-29,10,2,0.5,1,5
1001 | 2020-10-30,1,2,0.5,1,1
1002 | 2020-10-31,1,2,0.5,1,10
1003 | 2020-11-01,1,2,0.5,1,20
1004 | 2020-11-02,1,11,4,10,30
1005 | 2020-11-03,10,16,9,15,40
1006 | 2020-11-04,15,21,14,20,50
1007 | 2020-11-05,20,26,19,25,60
1008 | 2020-11-06,25,31,24,30,70
1009 | 2020-11-07,30,36,29,35,80
1010 | 2020-11-08,35,41,34,40,90
1011 | 2020-11-09,40,46,39,45,80
1012 | 2020-11-10,45,51,44,50,90
1013 | 2020-11-11,50,56,49,55,80
1014 | 2020-11-12,55,61,54,60,70
1015 | 2020-11-13,60,66,59,65,80
1016 | 2020-11-14,65,71,64,70,90
1017 | 2020-11-15,70,76,69,75,100
1018 | 2020-11-16,75,81,74,80,110
1019 | 2020-11-17,80,86,79,85,120
1020 | 2020-11-18,85,91,84,90,130
1021 | 2020-11-19,90,102,89,101,140
1022 | 2020-11-20,101,102,100,101,150
1023 | 2020-11-21,101,102,100,90,150
1024 | 2020-11-22,90,91,84,85,140
1025 | 2020-11-23,85,86,79,80,130
1026 | 2020-11-24,80,81,74,75,120
1027 | 2020-11-25,75,76,69,70,110
1028 | 2020-11-26,70,71,64,65,100
1029 | 2020-11-27,65,66,59,60,90
1030 | 2020-11-28,60,61,54,55,80
1031 | 2020-11-29,55,56,49,50,75
1032 | 2020-11-30,50,51,44,45,70
1033 | 2020-12-01,45,46,39,40,60
1034 | 2020-12-02,40,41,34,35,50
1035 | 2020-12-03,35,36,29,30,40
1036 | 2020-12-04,30,31,24,25,30
1037 | 2020-12-05,25,26,19,20,20
1038 | 2020-12-06,20,21,14,15,10
1039 | 2020-12-07,15,16,9,10,10
1040 | 2020-12-08,10,2,0.5,1,5
1041 | 2020-12-09,1,2,0.5,1,1
1042 | 2020-12-10,1,2,0.5,1,10
1043 | 2020-12-11,1,2,0.5,1,20
1044 | 2020-12-12,1,11,4,10,30
1045 | 2020-12-13,10,16,9,15,40
1046 | 2020-12-14,15,21,14,20,50
1047 | 2020-12-15,20,26,19,25,60
1048 | 2020-12-16,25,31,24,30,70
1049 | 2020-12-17,30,36,29,35,80
1050 | 2020-12-18,35,41,34,40,90
1051 | 2020-12-19,40,46,39,45,80
1052 | 2020-12-20,45,51,44,50,90
1053 | 2020-12-21,50,56,49,55,80
1054 | 2020-12-22,55,61,54,60,70
1055 | 2020-12-23,60,66,59,65,80
1056 | 2020-12-24,65,71,64,70,90
1057 | 2020-12-25,70,76,69,75,100
1058 | 2020-12-26,75,81,74,80,110
1059 | 2020-12-27,80,86,79,85,120
1060 | 2020-12-28,85,91,84,90,130
1061 | 2020-12-29,90,102,89,101,140
1062 | 2020-12-30,101,102,100,101,150
1063 | 2020-12-31,101,102,100,90,150
1064 | 2021-01-01,90,91,84,85,140
1065 | 2021-01-02,85,86,79,80,130
1066 | 2021-01-03,80,81,74,75,120
1067 | 2021-01-04,75,76,69,70,110
1068 | 2021-01-05,70,71,64,65,100
1069 | 2021-01-06,65,66,59,60,90
1070 | 2021-01-07,60,61,54,55,80
1071 | 2021-01-08,55,56,49,50,75
1072 | 2021-01-09,50,51,44,45,70
1073 | 2021-01-10,45,46,39,40,60
1074 | 2021-01-11,40,41,34,35,50
1075 | 2021-01-12,35,36,29,30,40
1076 | 2021-01-13,30,31,24,25,30
1077 | 2021-01-14,25,26,19,20,20
1078 | 2021-01-15,20,21,14,15,10
1079 | 2021-01-16,15,16,9,10,10
1080 | 2021-01-17,10,2,0.5,1,5
1081 | 2021-01-18,1,2,0.5,1,1
1082 | 2021-01-19,1,2,0.5,1,10
1083 | 2021-01-20,1,2,0.5,1,20
1084 | 2021-01-21,1,11,4,10,30
1085 | 2021-01-22,10,16,9,15,40
1086 | 2021-01-23,15,21,14,20,50
1087 | 2021-01-24,20,26,19,25,60
1088 | 2021-01-25,25,31,24,30,70
1089 | 2021-01-26,30,36,29,35,80
1090 | 2021-01-27,35,41,34,40,90
1091 | 2021-01-28,40,46,39,45,80
1092 | 2021-01-29,45,51,44,50,90
1093 | 2021-01-30,50,56,49,55,80
1094 | 2021-01-31,55,61,54,60,70
1095 | 2021-02-01,60,66,59,65,80
1096 | 2021-02-02,65,71,64,70,90
1097 | 2021-02-03,70,76,69,75,100
1098 | 2021-02-04,75,81,74,80,110
1099 | 2021-02-05,80,86,79,85,120
1100 | 2021-02-06,85,91,84,90,130
1101 | 2021-02-07,90,102,89,101,140
1102 | 2021-02-08,101,102,100,101,150
1103 | 2021-02-09,101,102,100,90,150
1104 | 2021-02-10,90,91,84,85,140
1105 | 2021-02-11,85,86,79,80,130
1106 | 2021-02-12,80,81,74,75,120
1107 | 2021-02-13,75,76,69,70,110
1108 | 2021-02-14,70,71,64,65,100
1109 | 2021-02-15,65,66,59,60,90
1110 | 2021-02-16,60,61,54,55,80
1111 | 2021-02-17,55,56,49,50,75
1112 | 2021-02-18,50,51,44,45,70
1113 | 2021-02-19,45,46,39,40,60
1114 | 2021-02-20,40,41,34,35,50
1115 | 2021-02-21,35,36,29,30,40
1116 | 2021-02-22,30,31,24,25,30
1117 | 2021-02-23,25,26,19,20,20
1118 | 2021-02-24,20,21,14,15,10
1119 | 2021-02-25,15,16,9,10,10
1120 | 2021-02-26,10,2,0.5,1,5
1121 | 2021-02-27,1,2,0.5,1,1
1122 | 2021-02-28,1,2,0.5,1,10
1123 | 2021-03-01,1,2,0.5,1,20
1124 | 2021-03-02,1,11,4,10,30
1125 | 2021-03-03,10,16,9,15,40
1126 | 2021-03-04,15,21,14,20,50
1127 | 2021-03-05,20,26,19,25,60
1128 | 2021-03-06,25,31,24,30,70
1129 | 2021-03-07,30,36,29,35,80
1130 | 2021-03-08,35,41,34,40,90
1131 | 2021-03-09,40,46,39,45,80
1132 | 2021-03-10,45,51,44,50,90
1133 | 2021-03-11,50,56,49,55,80
1134 | 2021-03-12,55,61,54,60,70
1135 | 2021-03-13,60,66,59,65,80
1136 | 2021-03-14,65,71,64,70,90
1137 | 2021-03-15,70,76,69,75,100
1138 | 2021-03-16,75,81,74,80,110
1139 | 2021-03-17,80,86,79,85,120
1140 | 2021-03-18,85,91,84,90,130
1141 | 2021-03-19,90,102,89,101,140
1142 | 2021-03-20,101,102,100,101,150
1143 | 2021-03-21,101,102,100,90,150
1144 | 2021-03-22,90,91,84,85,140
1145 | 2021-03-23,85,86,79,80,130
1146 | 2021-03-24,80,81,74,75,120
1147 | 2021-03-25,75,76,69,70,110
1148 | 2021-03-26,70,71,64,65,100
1149 | 2021-03-27,65,66,59,60,90
1150 | 2021-03-28,60,61,54,55,80
1151 | 2021-03-29,55,56,49,50,75
1152 | 2021-03-30,50,51,44,45,70
1153 | 2021-03-31,45,46,39,40,60
1154 | 2021-04-01,40,41,34,35,50
1155 | 2021-04-02,35,36,29,30,40
1156 | 2021-04-03,30,31,24,25,30
1157 | 2021-04-04,25,26,19,20,20
1158 | 2021-04-05,20,21,14,15,10
1159 | 2021-04-06,15,16,9,10,10
1160 | 2021-04-07,10,2,0.5,1,5
1161 | 2021-04-08,1,2,0.5,1,1
1162 | 2021-04-09,1,2,0.5,1,10
1163 | 2021-04-10,1,2,0.5,1,20
1164 | 2021-04-11,1,11,4,10,30
1165 | 2021-04-12,10,16,9,15,40
1166 | 2021-04-13,15,21,14,20,50
1167 | 2021-04-14,20,26,19,25,60
1168 | 2021-04-15,25,31,24,30,70
1169 | 2021-04-16,30,36,29,35,80
1170 | 2021-04-17,35,41,34,40,90
1171 | 2021-04-18,40,46,39,45,80
1172 | 2021-04-19,45,51,44,50,90
1173 | 2021-04-20,50,56,49,55,80
1174 | 2021-04-21,55,61,54,60,70
1175 | 2021-04-22,60,66,59,65,80
1176 | 2021-04-23,65,71,64,70,90
1177 | 2021-04-24,70,76,69,75,100
1178 | 2021-04-25,75,81,74,80,110
1179 | 2021-04-26,80,86,79,85,120
1180 | 2021-04-27,85,91,84,90,130
1181 | 2021-04-28,90,102,89,101,140
1182 | 2021-04-29,101,102,100,101,150
1183 | 2021-04-30,101,102,100,90,150
1184 | 2021-05-01,90,91,84,85,140
1185 | 2021-05-02,85,86,79,80,130
1186 | 2021-05-03,80,81,74,75,120
1187 | 2021-05-04,75,76,69,70,110
1188 | 2021-05-05,70,71,64,65,100
1189 | 2021-05-06,65,66,59,60,90
1190 | 2021-05-07,60,61,54,55,80
1191 | 2021-05-08,55,56,49,50,75
1192 | 2021-05-09,50,51,44,45,70
1193 | 2021-05-10,45,46,39,40,60
1194 | 2021-05-11,40,41,34,35,50
1195 | 2021-05-12,35,36,29,30,40
1196 | 2021-05-13,30,31,24,25,30
1197 | 2021-05-14,25,26,19,20,20
1198 | 2021-05-15,20,21,14,15,10
1199 | 2021-05-16,15,16,9,10,10
1200 | 2021-05-17,10,2,0.5,1,5
1201 | 2021-05-18,1,2,0.5,1,1
1202 | 2021-05-19,1,2,0.5,1,10
1203 | 2021-05-20,1,2,0.5,1,20
1204 | 2021-05-21,1,11,4,10,30
1205 | 2021-05-22,10,16,9,15,40
1206 | 2021-05-23,15,21,14,20,50
1207 | 2021-05-24,20,26,19,25,60
1208 | 2021-05-25,25,31,24,30,70
1209 | 2021-05-26,30,36,29,35,80
1210 | 2021-05-27,35,41,34,40,90
1211 | 2021-05-28,40,46,39,45,80
1212 | 2021-05-29,45,51,44,50,90
1213 | 2021-05-30,50,56,49,55,80
1214 | 2021-05-31,55,61,54,60,70
1215 | 2021-06-01,60,66,59,65,80
1216 | 2021-06-02,65,71,64,70,90
1217 | 2021-06-03,70,76,69,75,100
1218 | 2021-06-04,75,81,74,80,110
1219 | 2021-06-05,80,86,79,85,120
1220 | 2021-06-06,85,91,84,90,130
1221 | 2021-06-07,90,102,89,101,140
1222 | 2021-06-08,101,102,100,101,150
1223 | 2021-06-09,101,102,100,90,150
1224 | 2021-06-10,90,91,84,85,140
1225 | 2021-06-11,85,86,79,80,130
1226 | 2021-06-12,80,81,74,75,120
1227 | 2021-06-13,75,76,69,70,110
1228 | 2021-06-14,70,71,64,65,100
1229 | 2021-06-15,65,66,59,60,90
1230 | 2021-06-16,60,61,54,55,80
1231 | 2021-06-17,55,56,49,50,75
1232 | 2021-06-18,50,51,44,45,70
1233 | 2021-06-19,45,46,39,40,60
1234 | 2021-06-20,40,41,34,35,50
1235 | 2021-06-21,35,36,29,30,40
1236 | 2021-06-22,30,31,24,25,30
1237 | 2021-06-23,25,26,19,20,20
1238 | 2021-06-24,20,21,14,15,10
1239 | 2021-06-25,15,16,9,10,10
1240 | 2021-06-26,10,2,0.5,1,5
1241 | 2021-06-27,1,2,0.5,1,1
1242 | 2021-06-28,1,2,0.5,1,10
1243 | 2021-06-29,1,2,0.5,1,20
1244 | 2021-06-30,1,11,4,10,30
1245 | 2021-07-01,10,16,9,15,40
1246 | 2021-07-02,15,21,14,20,50
1247 | 2021-07-03,20,26,19,25,60
1248 | 2021-07-04,25,31,24,30,70
1249 | 2021-07-05,30,36,29,35,80
1250 | 2021-07-06,35,41,34,40,90
1251 | 2021-07-07,40,46,39,45,80
1252 | 2021-07-08,45,51,44,50,90
1253 | 2021-07-09,50,56,49,55,80
1254 | 2021-07-10,55,61,54,60,70
1255 | 2021-07-11,60,66,59,65,80
1256 | 2021-07-12,65,71,64,70,90
1257 | 2021-07-13,70,76,69,75,100
1258 | 2021-07-14,75,81,74,80,110
1259 | 2021-07-15,80,86,79,85,120
1260 | 2021-07-16,85,91,84,90,130
1261 | 2021-07-17,90,102,89,101,140
1262 | 2021-07-18,101,102,100,101,150
1263 | 2021-07-19,101,102,100,90,150
1264 | 2021-07-20,90,91,84,85,140
1265 | 2021-07-21,85,86,79,80,130
1266 | 2021-07-22,80,81,74,75,120
1267 | 2021-07-23,75,76,69,70,110
1268 | 2021-07-24,70,71,64,65,100
1269 | 2021-07-25,65,66,59,60,90
1270 | 2021-07-26,60,61,54,55,80
1271 | 2021-07-27,55,56,49,50,75
1272 | 2021-07-28,50,51,44,45,70
1273 | 2021-07-29,45,46,39,40,60
1274 | 2021-07-30,40,41,34,35,50
1275 | 2021-07-31,35,36,29,30,40
1276 | 2021-08-01,30,31,24,25,30
1277 | 2021-08-02,25,26,19,20,20
1278 | 2021-08-03,20,21,14,15,10
1279 | 2021-08-04,15,16,9,10,10
1280 | 2021-08-05,10,2,0.5,1,5
1281 | 2021-08-06,1,2,0.5,1,1
1282 | 2021-08-07,1,2,0.5,1,10
1283 | 2021-08-08,1,2,0.5,1,20
1284 | 2021-08-09,1,11,4,10,30
1285 | 2021-08-10,10,16,9,15,40
1286 | 2021-08-11,15,21,14,20,50
1287 | 2021-08-12,20,26,19,25,60
1288 | 2021-08-13,25,31,24,30,70
1289 | 2021-08-14,30,36,29,35,80
1290 | 2021-08-15,35,41,34,40,90
1291 | 2021-08-16,40,46,39,45,80
1292 | 2021-08-17,45,51,44,50,90
1293 | 2021-08-18,50,56,49,55,80
1294 | 2021-08-19,55,61,54,60,70
1295 | 2021-08-20,60,66,59,65,80
1296 | 2021-08-21,65,71,64,70,90
1297 | 2021-08-22,70,76,69,75,100
1298 | 2021-08-23,75,81,74,80,110
1299 | 2021-08-24,80,86,79,85,120
1300 | 2021-08-25,85,91,84,90,130
1301 | 2021-08-26,90,102,89,101,140
1302 | 2021-08-27,101,102,100,101,150
1303 | 2021-08-28,101,102,100,90,150
1304 | 2021-08-29,90,91,84,85,140
1305 | 2021-08-30,85,86,79,80,130
1306 | 2021-08-31,80,81,74,75,120
1307 | 2021-09-01,75,76,69,70,110
1308 | 2021-09-02,70,71,64,65,100
1309 | 2021-09-03,65,66,59,60,90
1310 | 2021-09-04,60,61,54,55,80
1311 | 2021-09-05,55,56,49,50,75
1312 | 2021-09-06,50,51,44,45,70
1313 | 2021-09-07,45,46,39,40,60
1314 | 2021-09-08,40,41,34,35,50
1315 | 2021-09-09,35,36,29,30,40
1316 | 2021-09-10,30,31,24,25,30
1317 | 2021-09-11,25,26,19,20,20
1318 | 2021-09-12,20,21,14,15,10
1319 | 2021-09-13,15,16,9,10,10
1320 | 2021-09-14,10,2,0.5,1,5
1321 | 2021-09-15,1,2,0.5,1,1
1322 | 2021-09-16,1,2,0.5,1,10
1323 | 2021-09-17,1,2,0.5,1,20
1324 | 2021-09-18,1,11,4,10,30
1325 | 2021-09-19,10,16,9,15,40
1326 | 2021-09-20,15,21,14,20,50
1327 | 2021-09-21,20,26,19,25,60
1328 | 2021-09-22,25,31,24,30,70
1329 | 2021-09-23,30,36,29,35,80
1330 | 2021-09-24,35,41,34,40,90
1331 | 2021-09-25,40,46,39,45,80
1332 | 2021-09-26,45,51,44,50,90
1333 | 2021-09-27,50,56,49,55,80
1334 | 2021-09-28,55,61,54,60,70
1335 | 2021-09-29,60,66,59,65,80
1336 | 2021-09-30,65,71,64,70,90
1337 | 2021-10-01,70,76,69,75,100
1338 | 2021-10-02,75,81,74,80,110
1339 | 2021-10-03,80,86,79,85,120
1340 | 2021-10-04,85,91,84,90,130
1341 | 2021-10-05,90,102,89,101,140
1342 | 2021-10-06,101,102,100,101,150
1343 | 2021-10-07,101,102,100,90,150
1344 | 2021-10-08,90,91,84,85,140
1345 | 2021-10-09,85,86,79,80,130
1346 | 2021-10-10,80,81,74,75,120
1347 | 2021-10-11,75,76,69,70,110
1348 | 2021-10-12,70,71,64,65,100
1349 | 2021-10-13,65,66,59,60,90
1350 | 2021-10-14,60,61,54,55,80
1351 | 2021-10-15,55,56,49,50,75
1352 | 2021-10-16,50,51,44,45,70
1353 | 2021-10-17,45,46,39,40,60
1354 | 2021-10-18,40,41,34,35,50
1355 | 2021-10-19,35,36,29,30,40
1356 | 2021-10-20,30,31,24,25,30
1357 | 2021-10-21,25,26,19,20,20
1358 | 2021-10-22,20,21,14,15,10
1359 | 2021-10-23,15,16,9,10,10
1360 | 2021-10-24,10,2,0.5,1,5
1361 | 2021-10-25,1,2,0.5,1,1
1362 | 2021-10-26,1,2,0.5,1,10
1363 | 2021-10-27,1,2,0.5,1,20
1364 | 2021-10-28,1,11,4,10,30
1365 | 2021-10-29,10,16,9,15,40
1366 | 2021-10-30,15,21,14,20,50
1367 | 2021-10-31,20,26,19,25,60
1368 | 2021-11-01,25,31,24,30,70
1369 | 2021-11-02,30,36,29,35,80
1370 | 2021-11-03,35,41,34,40,90
1371 | 2021-11-04,40,46,39,45,80
1372 | 2021-11-05,45,51,44,50,90
1373 | 2021-11-06,50,56,49,55,80
1374 | 2021-11-07,55,61,54,60,70
1375 | 2021-11-08,60,66,59,65,80
1376 | 2021-11-09,65,71,64,70,90
1377 | 2021-11-10,70,76,69,75,100
1378 | 2021-11-11,75,81,74,80,110
1379 | 2021-11-12,80,86,79,85,120
1380 | 2021-11-13,85,91,84,90,130
1381 | 2021-11-14,90,102,89,101,140
1382 | 2021-11-15,101,102,100,101,150
1383 | 2021-11-16,101,102,100,90,150
1384 | 2021-11-17,90,91,84,85,140
1385 | 2021-11-18,85,86,79,80,130
1386 | 2021-11-19,80,81,74,75,120
1387 | 2021-11-20,75,76,69,70,110
1388 | 2021-11-21,70,71,64,65,100
1389 | 2021-11-22,65,66,59,60,90
1390 | 2021-11-23,60,61,54,55,80
1391 | 2021-11-24,55,56,49,50,75
1392 | 2021-11-25,50,51,44,45,70
1393 | 2021-11-26,45,46,39,40,60
1394 | 2021-11-27,40,41,34,35,50
1395 | 2021-11-28,35,36,29,30,40
1396 | 2021-11-29,30,31,24,25,30
1397 | 2021-11-30,25,26,19,20,20
1398 | 2021-12-01,20,21,14,15,10
1399 | 2021-12-02,15,16,9,10,10
1400 | 2021-12-03,10,2,0.5,1,5
1401 | 2021-12-04,1,2,0.5,1,1
1402 | 2021-12-05,1,2,0.5,1,10
1403 | 2021-12-06,1,2,0.5,1,20
1404 | 2021-12-07,1,11,4,10,30
1405 | 2021-12-08,10,16,9,15,40
1406 | 2021-12-09,15,21,14,20,50
1407 | 2021-12-10,20,26,19,25,60
1408 | 2021-12-11,25,31,24,30,70
1409 | 2021-12-12,30,36,29,35,80
1410 | 2021-12-13,35,41,34,40,90
1411 | 2021-12-14,40,46,39,45,80
1412 | 2021-12-15,45,51,44,50,90
1413 | 2021-12-16,50,56,49,55,80
1414 | 2021-12-17,55,61,54,60,70
1415 | 2021-12-18,60,66,59,65,80
1416 | 2021-12-19,65,71,64,70,90
1417 | 2021-12-20,70,76,69,75,100
1418 | 2021-12-21,75,81,74,80,110
1419 | 2021-12-22,80,86,79,85,120
1420 | 2021-12-23,85,91,84,90,130
1421 | 2021-12-24,90,102,89,101,140
1422 | 2021-12-25,101,102,100,101,150
1423 | 2021-12-26,101,102,100,90,150
1424 | 2021-12-27,90,91,84,85,140
1425 | 2021-12-28,85,86,79,80,130
1426 | 2021-12-29,80,81,74,75,120
1427 | 2021-12-30,75,76,69,70,110
1428 | 2021-12-31,70,71,64,65,100
1429 | 2022-01-01,65,66,59,60,90
1430 | 2022-01-02,60,61,54,55,80
1431 | 2022-01-03,55,56,49,50,75
1432 | 2022-01-04,50,51,44,45,70
1433 | 2022-01-05,45,46,39,40,60
1434 | 2022-01-06,40,41,34,35,50
1435 | 2022-01-07,35,36,29,30,40
1436 | 2022-01-08,30,31,24,25,30
1437 | 2022-01-09,25,26,19,20,20
1438 | 2022-01-10,20,21,14,15,10
1439 | 2022-01-11,15,16,9,10,10
1440 | 2022-01-12,10,2,0.5,1,5
1441 | 2022-01-13,1,2,0.5,1,1
1442 | 2022-01-14,1,2,0.5,1,10
1443 | 2022-01-15,1,2,0.5,1,20
1444 | 2022-01-16,1,11,4,10,30
1445 | 2022-01-17,10,16,9,15,40
1446 | 2022-01-18,15,21,14,20,50
1447 | 2022-01-19,20,26,19,25,60
1448 | 2022-01-20,25,31,24,30,70
1449 | 2022-01-21,30,36,29,35,80
1450 | 2022-01-22,35,41,34,40,90
1451 | 2022-01-23,40,46,39,45,80
1452 | 2022-01-24,45,51,44,50,90
1453 | 2022-01-25,50,56,49,55,80
1454 | 2022-01-26,55,61,54,60,70
1455 | 2022-01-27,60,66,59,65,80
1456 | 2022-01-28,65,71,64,70,90
1457 | 2022-01-29,70,76,69,75,100
1458 | 2022-01-30,75,81,74,80,110
1459 | 2022-01-31,80,86,79,85,120
1460 | 2022-02-01,85,91,84,90,130
1461 | 2022-02-02,90,102,89,101,140
1462 | 2022-02-03,101,102,100,101,150
1463 | 2022-02-04,101,102,100,90,150
1464 | 2022-02-05,90,91,84,85,140
1465 | 2022-02-06,85,86,79,80,130
1466 | 2022-02-07,80,81,74,75,120
1467 | 2022-02-08,75,76,69,70,110
1468 | 2022-02-09,70,71,64,65,100
1469 | 2022-02-10,65,66,59,60,90
1470 | 2022-02-11,60,61,54,55,80
1471 | 2022-02-12,55,56,49,50,75
1472 | 2022-02-13,50,51,44,45,70
1473 | 2022-02-14,45,46,39,40,60
1474 | 2022-02-15,40,41,34,35,50
1475 | 2022-02-16,35,36,29,30,40
1476 | 2022-02-17,30,31,24,25,30
1477 | 2022-02-18,25,26,19,20,20
1478 | 2022-02-19,20,21,14,15,10
1479 | 2022-02-20,15,16,9,10,10
1480 | 2022-02-21,10,2,0.5,1,5
1481 | 2022-02-22,1,2,0.5,1,1
1482 | 2022-02-23,1,2,0.5,1,10
1483 | 2022-02-24,1,2,0.5,1,20
1484 | 2022-02-25,1,11,4,10,30
1485 | 2022-02-26,10,16,9,15,40
1486 | 2022-02-27,15,21,14,20,50
1487 | 2022-02-28,20,26,19,25,60
1488 | 2022-03-01,25,31,24,30,70
1489 | 2022-03-02,30,36,29,35,80
1490 | 2022-03-03,35,41,34,40,90
1491 | 2022-03-04,40,46,39,45,80
1492 | 2022-03-05,45,51,44,50,90
1493 | 2022-03-06,50,56,49,55,80
1494 | 2022-03-07,55,61,54,60,70
1495 | 2022-03-08,60,66,59,65,80
1496 | 2022-03-09,65,71,64,70,90
1497 | 2022-03-10,70,76,69,75,100
1498 | 2022-03-11,75,81,74,80,110
1499 | 2022-03-12,80,86,79,85,120
1500 | 2022-03-13,85,91,84,90,130
1501 | 2022-03-14,90,102,89,101,140
1502 | 2022-03-15,101,102,100,101,150
1503 | 2022-03-16,101,102,100,90,150
1504 | 2022-03-17,90,91,84,85,140
1505 | 2022-03-18,85,86,79,80,130
1506 | 2022-03-19,80,81,74,75,120
1507 | 2022-03-20,75,76,69,70,110
1508 | 2022-03-21,70,71,64,65,100
1509 | 2022-03-22,65,66,59,60,90
1510 | 2022-03-23,60,61,54,55,80
1511 | 2022-03-24,55,56,49,50,75
1512 | 2022-03-25,50,51,44,45,70
1513 | 2022-03-26,45,46,39,40,60
1514 | 2022-03-27,40,41,34,35,50
1515 | 2022-03-28,35,36,29,30,40
1516 | 2022-03-29,30,31,24,25,30
1517 | 2022-03-30,25,26,19,20,20
1518 | 2022-03-31,20,21,14,15,10
1519 | 2022-04-01,15,16,9,10,10
1520 | 2022-04-02,10,2,0.5,1,5
1521 | 2022-04-03,1,2,0.5,1,1
1522 | 2022-04-04,1,2,0.5,1,10
1523 | 2022-04-05,1,2,0.5,1,20
1524 | 2022-04-06,1,11,4,10,30
1525 | 2022-04-07,10,16,9,15,40
1526 | 2022-04-08,15,21,14,20,50
1527 | 2022-04-09,20,26,19,25,60
1528 | 2022-04-10,25,31,24,30,70
1529 | 2022-04-11,30,36,29,35,80
1530 | 2022-04-12,35,41,34,40,90
1531 | 2022-04-13,40,46,39,45,80
1532 | 2022-04-14,45,51,44,50,90
1533 | 2022-04-15,50,56,49,55,80
1534 | 2022-04-16,55,61,54,60,70
1535 | 2022-04-17,60,66,59,65,80
1536 | 2022-04-18,65,71,64,70,90
1537 | 2022-04-19,70,76,69,75,100
1538 | 2022-04-20,75,81,74,80,110
1539 | 2022-04-21,80,86,79,85,120
1540 | 2022-04-22,85,91,84,90,130
1541 | 2022-04-23,90,102,89,101,140
1542 | 2022-04-24,101,102,100,101,150
1543 | 2022-04-25,101,102,100,90,150
1544 | 2022-04-26,90,91,84,85,140
1545 | 2022-04-27,85,86,79,80,130
1546 | 2022-04-28,80,81,74,75,120
1547 | 2022-04-29,75,76,69,70,110
1548 | 2022-04-30,70,71,64,65,100
1549 | 2022-05-01,65,66,59,60,90
1550 | 2022-05-02,60,61,54,55,80
1551 | 2022-05-03,55,56,49,50,75
1552 | 2022-05-04,50,51,44,45,70
1553 | 2022-05-05,45,46,39,40,60
1554 | 2022-05-06,40,41,34,35,50
1555 | 2022-05-07,35,36,29,30,40
1556 | 2022-05-08,30,31,24,25,30
1557 | 2022-05-09,25,26,19,20,20
1558 | 2022-05-10,20,21,14,15,10
1559 | 2022-05-11,15,16,9,10,10
1560 | 2022-05-12,10,2,0.5,1,5
1561 | 2022-05-13,1,2,0.5,1,1
1562 | 2022-05-14,1,2,0.5,1,10
1563 | 2022-05-15,1,2,0.5,1,20
1564 | 2022-05-16,1,11,4,10,30
1565 | 2022-05-17,10,16,9,15,40
1566 | 2022-05-18,15,21,14,20,50
1567 | 2022-05-19,20,26,19,25,60
1568 | 2022-05-20,25,31,24,30,70
1569 | 2022-05-21,30,36,29,35,80
1570 | 2022-05-22,35,41,34,40,90
1571 | 2022-05-23,40,46,39,45,80
1572 | 2022-05-24,45,51,44,50,90
1573 | 2022-05-25,50,56,49,55,80
1574 | 2022-05-26,55,61,54,60,70
1575 | 2022-05-27,60,66,59,65,80
1576 | 2022-05-28,65,71,64,70,90
1577 | 2022-05-29,70,76,69,75,100
1578 | 2022-05-30,75,81,74,80,110
1579 | 2022-05-31,80,86,79,85,120
1580 | 2022-06-01,85,91,84,90,130
1581 | 2022-06-02,90,102,89,101,140
1582 | 2022-06-03,101,102,100,101,150
1583 | 2022-06-04,101,102,100,90,150
1584 | 2022-06-05,90,91,84,85,140
1585 | 2022-06-06,85,86,79,80,130
1586 | 2022-06-07,80,81,74,75,120
1587 | 2022-06-08,75,76,69,70,110
1588 | 2022-06-09,70,71,64,65,100
1589 | 2022-06-10,65,66,59,60,90
1590 | 2022-06-11,60,61,54,55,80
1591 | 2022-06-12,55,56,49,50,75
1592 | 2022-06-13,50,51,44,45,70
1593 | 2022-06-14,45,46,39,40,60
1594 | 2022-06-15,40,41,34,35,50
1595 | 2022-06-16,35,36,29,30,40
1596 | 2022-06-17,30,31,24,25,30
1597 | 2022-06-18,25,26,19,20,20
1598 | 2022-06-19,20,21,14,15,10
1599 | 2022-06-20,15,16,9,10,10
1600 | 2022-06-21,10,2,0.5,1,5
1601 | 2022-06-22,1,2,0.5,1,1
1602 | 2022-06-23,1,2,0.5,1,10
1603 | 2022-06-24,1,2,0.5,1,20
1604 | 2022-06-25,1,11,4,10,30
1605 | 2022-06-26,10,16,9,15,40
1606 | 2022-06-27,15,21,14,20,50
1607 | 2022-06-28,20,26,19,25,60
1608 | 2022-06-29,25,31,24,30,70
1609 | 2022-06-30,30,36,29,35,80
1610 | 2022-07-01,35,41,34,40,90
1611 | 2022-07-02,40,46,39,45,80
1612 | 2022-07-03,45,51,44,50,90
1613 | 2022-07-04,50,56,49,55,80
1614 | 2022-07-05,55,61,54,60,70
1615 | 2022-07-06,60,66,59,65,80
1616 | 2022-07-07,65,71,64,70,90
1617 | 2022-07-08,70,76,69,75,100
1618 | 2022-07-09,75,81,74,80,110
1619 | 2022-07-10,80,86,79,85,120
1620 | 2022-07-11,85,91,84,90,130
1621 | 2022-07-12,90,102,89,101,140
1622 | 2022-07-13,101,102,100,101,150
1623 | 2022-07-14,101,102,100,90,150
1624 | 2022-07-15,90,91,84,85,140
1625 | 2022-07-16,85,86,79,80,130
1626 | 2022-07-17,80,81,74,75,120
1627 | 2022-07-18,75,76,69,70,110
1628 | 2022-07-19,70,71,64,65,100
1629 | 2022-07-20,65,66,59,60,90
1630 | 2022-07-21,60,61,54,55,80
1631 | 2022-07-22,55,56,49,50,75
1632 | 2022-07-23,50,51,44,45,70
1633 | 2022-07-24,45,46,39,40,60
1634 | 2022-07-25,40,41,34,35,50
1635 | 2022-07-26,35,36,29,30,40
1636 | 2022-07-27,30,31,24,25,30
1637 | 2022-07-28,25,26,19,20,20
1638 | 2022-07-29,20,21,14,15,10
1639 | 2022-07-30,15,16,9,10,10
1640 | 2022-07-31,10,2,0.5,1,5
1641 | 2022-08-01,1,2,0.5,1,1
1642 | 2022-08-02,1,2,0.5,1,10
1643 | 2022-08-03,1,2,0.5,1,20
1644 | 2022-08-04,1,11,4,10,30
1645 | 2022-08-05,10,16,9,15,40
1646 | 2022-08-06,15,21,14,20,50
1647 | 2022-08-07,20,26,19,25,60
1648 | 2022-08-08,25,31,24,30,70
1649 | 2022-08-09,30,36,29,35,80
1650 | 2022-08-10,35,41,34,40,90
1651 | 2022-08-11,40,46,39,45,80
1652 | 2022-08-12,45,51,44,50,90
1653 | 2022-08-13,50,56,49,55,80
1654 | 2022-08-14,55,61,54,60,70
1655 | 2022-08-15,60,66,59,65,80
1656 | 2022-08-16,65,71,64,70,90
1657 | 2022-08-17,70,76,69,75,100
1658 | 2022-08-18,75,81,74,80,110
1659 | 2022-08-19,80,86,79,85,120
1660 | 2022-08-20,85,91,84,90,130
1661 | 2022-08-21,90,102,89,101,140
1662 | 2022-08-22,101,102,100,101,150
1663 | 2022-08-23,101,102,100,90,150
1664 | 2022-08-24,90,91,84,85,140
1665 | 2022-08-25,85,86,79,80,130
1666 | 2022-08-26,80,81,74,75,120
1667 | 2022-08-27,75,76,69,70,110
1668 | 2022-08-28,70,71,64,65,100
1669 | 2022-08-29,65,66,59,60,90
1670 | 2022-08-30,60,61,54,55,80
1671 | 2022-08-31,55,56,49,50,75
1672 | 2022-09-01,50,51,44,45,70
1673 | 2022-09-02,45,46,39,40,60
1674 | 2022-09-03,40,41,34,35,50
1675 | 2022-09-04,35,36,29,30,40
1676 | 2022-09-05,30,31,24,25,30
1677 | 2022-09-06,25,26,19,20,20
1678 | 2022-09-07,20,21,14,15,10
1679 | 2022-09-08,15,16,9,10,10
1680 | 2022-09-09,10,2,0.5,1,5
1681 | 2022-09-10,1,2,0.5,1,1
1682 | 2022-09-11,1,2,0.5,1,10
1683 | 2022-09-12,1,2,0.5,1,20
1684 | 2022-09-13,1,11,4,10,30
1685 | 2022-09-14,10,16,9,15,40
1686 | 2022-09-15,15,21,14,20,50
1687 | 2022-09-16,20,26,19,25,60
1688 | 2022-09-17,25,31,24,30,70
1689 | 2022-09-18,30,36,29,35,80
1690 | 2022-09-19,35,41,34,40,90
1691 | 2022-09-20,40,46,39,45,80
1692 | 2022-09-21,45,51,44,50,90
1693 | 2022-09-22,50,56,49,55,80
1694 | 2022-09-23,55,61,54,60,70
1695 | 2022-09-24,60,66,59,65,80
1696 | 2022-09-25,65,71,64,70,90
1697 | 2022-09-26,70,76,69,75,100
1698 | 2022-09-27,75,81,74,80,110
1699 | 2022-09-28,80,86,79,85,120
1700 | 2022-09-29,85,91,84,90,130
1701 | 2022-09-30,90,102,89,101,140
1702 | 2022-10-01,101,102,100,101,150
1703 | 2022-10-02,101,102,100,90,150
1704 | 2022-10-03,90,91,84,85,140
1705 | 2022-10-04,85,86,79,80,130
1706 | 2022-10-05,80,81,74,75,120
1707 | 2022-10-06,75,76,69,70,110
1708 | 2022-10-07,70,71,64,65,100
1709 | 2022-10-08,65,66,59,60,90
1710 | 2022-10-09,60,61,54,55,80
1711 | 2022-10-10,55,56,49,50,75
1712 | 2022-10-11,50,51,44,45,70
1713 | 2022-10-12,45,46,39,40,60
1714 | 2022-10-13,40,41,34,35,50
1715 | 2022-10-14,35,36,29,30,40
1716 | 2022-10-15,30,31,24,25,30
1717 | 2022-10-16,25,26,19,20,20
1718 | 2022-10-17,20,21,14,15,10
1719 | 2022-10-18,15,16,9,10,10
1720 | 2022-10-19,10,2,0.5,1,5
1721 | 2022-10-20,1,2,0.5,1,1
1722 | 2022-10-21,1,2,0.5,1,10
1723 | 2022-10-22,1,2,0.5,1,20
1724 | 2022-10-23,1,11,4,10,30
1725 | 2022-10-24,10,16,9,15,40
1726 | 2022-10-25,15,21,14,20,50
1727 | 2022-10-26,20,26,19,25,60
1728 | 2022-10-27,25,31,24,30,70
1729 | 2022-10-28,30,36,29,35,80
1730 | 2022-10-29,35,41,34,40,90
1731 | 2022-10-30,40,46,39,45,80
1732 | 2022-10-31,45,51,44,50,90
1733 | 2022-11-01,50,56,49,55,80
1734 | 2022-11-02,55,61,54,60,70
1735 | 2022-11-03,60,66,59,65,80
1736 | 2022-11-04,65,71,64,70,90
1737 | 2022-11-05,70,76,69,75,100
1738 | 2022-11-06,75,81,74,80,110
1739 | 2022-11-07,80,86,79,85,120
1740 | 2022-11-08,85,91,84,90,130
1741 | 2022-11-09,90,102,89,101,140
1742 | 2022-11-10,101,102,100,101,150
1743 | 2022-11-11,101,102,100,90,150
1744 | 2022-11-12,90,91,84,85,140
1745 | 2022-11-13,85,86,79,80,130
1746 | 2022-11-14,80,81,74,75,120
1747 | 2022-11-15,75,76,69,70,110
1748 | 2022-11-16,70,71,64,65,100
1749 | 2022-11-17,65,66,59,60,90
1750 | 2022-11-18,60,61,54,55,80
1751 | 2022-11-19,55,56,49,50,75
1752 | 2022-11-20,50,51,44,45,70
1753 | 2022-11-21,45,46,39,40,60
1754 | 2022-11-22,40,41,34,35,50
1755 | 2022-11-23,35,36,29,30,40
1756 | 2022-11-24,30,31,24,25,30
1757 | 2022-11-25,25,26,19,20,20
1758 | 2022-11-26,20,21,14,15,10
1759 | 2022-11-27,15,16,9,10,10
1760 | 2022-11-28,10,2,0.5,1,5
1761 | 2022-11-29,1,2,0.5,1,1
1762 | 2022-11-30,1,2,0.5,1,10
1763 | 2022-12-01,1,2,0.5,1,20
1764 | 2022-12-02,1,11,4,10,30
1765 | 2022-12-03,10,16,9,15,40
1766 | 2022-12-04,15,21,14,20,50
1767 | 2022-12-05,20,26,19,25,60
1768 | 2022-12-06,25,31,24,30,70
1769 | 2022-12-07,30,36,29,35,80
1770 | 2022-12-08,35,41,34,40,90
1771 | 2022-12-09,40,46,39,45,80
1772 | 2022-12-10,45,51,44,50,90
1773 | 2022-12-11,50,56,49,55,80
1774 | 2022-12-12,55,61,54,60,70
1775 | 2022-12-13,60,66,59,65,80
1776 | 2022-12-14,65,71,64,70,90
1777 | 2022-12-15,70,76,69,75,100
1778 | 2022-12-16,75,81,74,80,110
1779 | 2022-12-17,80,86,79,85,120
1780 | 2022-12-18,85,91,84,90,130
1781 | 2022-12-19,90,102,89,101,140
1782 | 2022-12-20,101,102,100,101,150
1783 | 2022-12-21,101,102,100,90,150
1784 | 2022-12-22,90,91,84,85,140
1785 | 2022-12-23,85,86,79,80,130
1786 | 2022-12-24,80,81,74,75,120
1787 | 2022-12-25,75,76,69,70,110
1788 | 2022-12-26,70,71,64,65,100
1789 | 2022-12-27,65,66,59,60,90
1790 | 2022-12-28,60,61,54,55,80
1791 | 2022-12-29,55,56,49,50,75
1792 | 2022-12-30,50,51,44,45,70
1793 | 2022-12-31,45,46,39,40,60
1794 | 2023-01-01,40,41,34,35,50
1795 | 2023-01-02,35,36,29,30,40
1796 | 2023-01-03,30,31,24,25,30
1797 | 2023-01-04,25,26,19,20,20
1798 | 2023-01-05,20,21,14,15,10
1799 | 2023-01-06,15,16,9,10,10
1800 | 2023-01-07,10,2,0.5,1,5
1801 | 2023-01-08,1,2,0.5,1,1
1802 |
--------------------------------------------------------------------------------
/omega_ui/tests/test_backtest.py:
--------------------------------------------------------------------------------
1 | import logging
2 | import os
3 | import pandas as pd
4 |
5 | import backtrader as bt
6 |
7 | import omega_ui.backtest as ob
8 |
9 |
10 | class StatsTest(bt.Strategy):
11 | """
12 | Test Strategy to check some statistics
13 |
14 | This strategy should be used with TestData.csv
15 |
16 | TestData.csv will rise from 1 dollar to 101 dollars over 20 bars then fall
17 | from 101 to 1 over the next 20 bars. (40 bar round trip). The pattern will
18 | repeat in a loop until the end of the data set.
19 |
20 | The first two bars close/open at 1 dollar to ease testing with market orders
21 | """
22 | def __init__(self):
23 | self.logger = logging.getLogger(__name__)
24 | self.date = self.datas[0].datetime.date
25 | self.dataclose = self.datas[0].close
26 | self.buy_bars = [1, 21, 41, 61]
27 | self.close_bars = [20, 40, 60, 80]
28 | self.sell_bars = []
29 | self.log(logging.INFO, 'Strategy Initialized!')
30 |
31 | def next(self):
32 | bar = len(self.data)
33 | if bar in self.buy_bars:
34 | print('Buying On Bar {} Price = {}'.format(bar, self.dataclose[0]))
35 | self.buy(stake=1)
36 | self.log(logging.INFO, 'Buy @ {}'.format(self.dataclose[0]))
37 | elif bar in self.close_bars:
38 | print('Closing On Bar {} Price = {}'.format(bar, self.dataclose[0]))
39 | self.close(stake=1)
40 | self.log(logging.INFO, 'Exit @ {}'.format(self.dataclose[0]))
41 | else:
42 | pass
43 |
44 | def log(self, level, message):
45 | self.logger.log(level, '{} - {}'.format(self.date(0), message))
46 |
47 |
48 | class TestStrategy(bt.Strategy):
49 | """Test Strategy to check data is loaded correctly"""
50 | params = (('param1', 10), ('param2', 20))
51 |
52 | def __init__(self):
53 | self.logger = logging.getLogger(__name__)
54 |
55 | self.date = self.datas[0].datetime.date
56 | self.dataclose = self.datas[0].close
57 | self.order = None # To keep track of pending orders
58 | self.log(logging.INFO, 'Strategy Initialized!')
59 | self.log(logging.INFO, 'Param1: {} - Param2: {}'.format(self.p.param1, self.p.param2))
60 |
61 | def log(self, level, message):
62 | self.logger.log(level, '{} - {}'.format(self.date(0), message))
63 |
64 | def next(self):
65 | if self.order:
66 | return
67 | # Debugging
68 | self.log(logging.DEBUG, 'Close price: {}'.format(self.dataclose[0]))
69 |
70 | # Current close less than previous close
71 | if self.dataclose[0] < self.dataclose[-1]:
72 | # Previous close less than the previous close
73 | if self.dataclose[-1] < self.dataclose[-2]:
74 | self.log(logging.INFO, 'Buy @ {}'.format(self.dataclose[0]))
75 | self.order_target_percent(target=0.25)
76 | # Current close greater than previous close
77 | if self.dataclose[0] > self.dataclose[-1]:
78 | # Previous close greater than the previous close
79 | if self.dataclose[-1] > self.dataclose[-2]:
80 | self.log(logging.INFO, 'Sell @ {}'.format(self.dataclose[0]))
81 | self.order_target_percent(target=-0.25)
82 |
83 |
84 | class ExampleBacktest(ob.Backtest):
85 | def get_symbols(self):
86 | return ['AAPL', 'MSFT', 'TestData']
87 |
88 | def get_parameters(self, strategy, symbols):
89 | return {'param1': 10, 'param2': 20}
90 |
91 | def run(self, symbols, cash, strategy, **params):
92 | path_dir = os.path.dirname(os.path.realpath(__file__))
93 | # Setup Cerebro
94 | cerebro = ob.Backtest.setup_cerebro(cash)
95 | # Add Data
96 | for s in symbols:
97 | df = pd.read_csv(os.path.join(path_dir, '{}.csv'.format(s)), parse_dates=True, index_col=0)
98 | data = bt.feeds.PandasData(dataname=df)
99 | cerebro.adddata(data)
100 | # Strategy
101 | cerebro.addstrategy(strategy, **params)
102 | # Backtest
103 | results = cerebro.run()
104 | pnl = cerebro.broker.getvalue() - cash
105 |
106 | return pnl, results[0]
107 |
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/omega_ui/tests/test_tearsheet.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "code",
5 | "execution_count": null,
6 | "metadata": {},
7 | "outputs": [],
8 | "source": [
9 | "import importlib as ilib\n",
10 | "import logging\n",
11 | "import plotly.offline as plo\n",
12 | "import time"
13 | ]
14 | },
15 | {
16 | "cell_type": "code",
17 | "execution_count": null,
18 | "metadata": {},
19 | "outputs": [],
20 | "source": [
21 | "import omega_ui.backtest as ob\n",
22 | "import omega_ui.tearsheet as ots\n",
23 | "import omega_ui.tests.test_backtest as ottb\n",
24 | "\n",
25 | "plo.init_notebook_mode(connected=True)"
26 | ]
27 | },
28 | {
29 | "cell_type": "code",
30 | "execution_count": null,
31 | "metadata": {},
32 | "outputs": [],
33 | "source": [
34 | "# Disable logging output\n",
35 | "log = logging.getLogger()\n",
36 | "log.setLevel(logging.WARNING)"
37 | ]
38 | },
39 | {
40 | "cell_type": "markdown",
41 | "metadata": {},
42 | "source": [
43 | "# Backtest"
44 | ]
45 | },
46 | {
47 | "cell_type": "code",
48 | "execution_count": null,
49 | "metadata": {},
50 | "outputs": [],
51 | "source": [
52 | "#ilib.reload(ort)\n",
53 | "start = time.time()\n",
54 | "btm = ottb.ExampleBacktest()\n",
55 | "# Parameters\n",
56 | "symbols = ['TestData']\n",
57 | "cash = 100000.0\n",
58 | "# Strategy\n",
59 | "strategy = ottb.StatsTest\n",
60 | "pnl, results = btm.run(symbols, cash, strategy)\n",
61 | "print('Total Profit: {:,.2f}'.format(pnl))\n",
62 | "print('Backtest - Execution time: {:.0f} seconds!'.format(time.time() - start))"
63 | ]
64 | },
65 | {
66 | "cell_type": "markdown",
67 | "metadata": {},
68 | "source": [
69 | "## Tearsheet & Statistics"
70 | ]
71 | },
72 | {
73 | "cell_type": "code",
74 | "execution_count": null,
75 | "metadata": {},
76 | "outputs": [],
77 | "source": [
78 | "ilib.reload(ots)\n",
79 | "ts = ots.create_tearsheet(results, symbols)"
80 | ]
81 | },
82 | {
83 | "cell_type": "code",
84 | "execution_count": null,
85 | "metadata": {},
86 | "outputs": [],
87 | "source": [
88 | "plo.iplot(ts['fig'])"
89 | ]
90 | },
91 | {
92 | "cell_type": "code",
93 | "execution_count": null,
94 | "metadata": {},
95 | "outputs": [],
96 | "source": [
97 | "ts['statistics']"
98 | ]
99 | }
100 | ],
101 | "metadata": {
102 | "kernelspec": {
103 | "display_name": "Python 3",
104 | "language": "python",
105 | "name": "python3"
106 | },
107 | "language_info": {
108 | "codemirror_mode": {
109 | "name": "ipython",
110 | "version": 3
111 | },
112 | "file_extension": ".py",
113 | "mimetype": "text/x-python",
114 | "name": "python",
115 | "nbconvert_exporter": "python",
116 | "pygments_lexer": "ipython3",
117 | "version": "3.6.0"
118 | }
119 | },
120 | "nbformat": 4,
121 | "nbformat_minor": 2
122 | }
123 |
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/omega_ui/users.json:
--------------------------------------------------------------------------------
1 | {
2 | "test": "test"
3 | }
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/setup.py:
--------------------------------------------------------------------------------
1 | import setuptools as st
2 |
3 | st.setup(
4 | name='omega_ui',
5 | version='0.0.8',
6 | packages=['omega_ui'],
7 | url='https://github.com/OmegaTrading/OmegaUI',
8 | license='GPL-3.0',
9 | author='OmegaUI',
10 | author_email='omegaui.trading@gmail.com',
11 | description='Front End for backtrader. Built with Plotly/Dash.',
12 | requires=[
13 | 'backtrader', 'dash', 'dash_auth', 'dash_core_components', 'dash_html_components', 'dash_table_experiments',
14 | 'eventlet', 'empyrical', 'flask', 'flask_socketio', 'numpy', 'pandas', 'plotly', 'redis', 'rlog', 'yaml'
15 | ]
16 | )
17 |
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