我偶然发现了this帖子,并使用了我自己的程序最终答案评论中提到的修改。但在我尝试使用以下代码进行测试之前:
import dash
import dash_core_components as dcc
import dash_html_components as html
import plotly.graph_objs as go
import pandas as pd
app = dash.Dash()
daterange = pd.date_range(start='1994',end='2018',freq='W')
app.layout = html.Div(children=[
html.H1('Range Slider Testing'),
html.Div(
[
html.Label('From 1994 to 2018', id='time-range-label'),
dcc.RangeSlider(
id='year_slider',
min=daterange.min (),
max=daterange.max (),
value = [daterange.min(), daterange.max()],
step='W',
),
],
style={'margin-top': '20'}
),
html.Hr(),
dcc.Graph(id='my-graph')
])
@app.callback(
dash.dependencies.Output('my-graph', 'figure'),
[dash.dependencies.Input('year_slider', 'value')])
def _update_graph(year_range):
date_start = '{}'.format(year_range[0])
date_end = '{}'.format(year_range[1])
@app.callback(
dash.dependencies.Output('time-range-label', 'children'),
[dash.dependencies.Input('year_slider', 'value')])
def _update_time_range_label(year_range):
return 'From {} to {}'.format(year_range[0], year_range[1])
if __name__ == '__main__':
app.run_server()
因此它不会引发任何Python错误,但是由Dash创建的HTML上有一个错误加载依赖文本...
答案 0 :(得分:3)
默认情况下,看起来像破折号的不支持日期时间对象。
您可以通过将datetime对象转换为unix时间戳来解决此问题。
我为您解决的问题的解决方案是:
import dash
import dash_core_components as dcc
import dash_html_components as html
import plotly.graph_objs as go
import pandas as pd
import time
app = dash.Dash()
daterange = pd.date_range(start='1994',end='2018',freq='W')
def unixTimeMillis(dt):
''' Convert datetime to unix timestamp '''
return int(time.mktime(dt.timetuple()))
def unixToDatetime(unix):
''' Convert unix timestamp to datetime. '''
return pd.to_datetime(unix,unit='s')
def getMarks(start, end, Nth=100):
''' Returns the marks for labeling.
Every Nth value will be used.
'''
result = {}
for i, date in enumerate(daterange):
if(i%Nth == 1):
# Append value to dict
result[unixTimeMillis(date)] = str(date.strftime('%Y-%m-%d'))
return result
app.layout = html.Div(children=[
html.H1('Range Slider Testing'),
html.Div(
[
html.Label('From 1994 to 2018', id='time-range-label'),
dcc.RangeSlider(
id='year_slider',
min = unixTimeMillis(daterange.min()),
max = unixTimeMillis(daterange.max()),
value = [unixTimeMillis(daterange.min()),
unixTimeMillis(daterange.max())],
marks=getMarks(daterange.min(),
daterange.max()),
),
],
style={'margin-top': '20'}
),
html.Hr(),
dcc.Graph(id='my-graph')
])
@app.callback(
dash.dependencies.Output('time-range-label', 'children'),
[dash.dependencies.Input('year_slider', 'value')])
def _update_time_range_label(year_range):
return 'From {} to {}'.format(unixToDatetime(year_range[0]),
unixToDatetime(year_range[1]))
if __name__ == '__main__':
app.run_server()