Dashboard/pages/gantt.py (70 lines of code) (raw):
#
# Licensed to the Apache Software Foundation (ASF) under one or more
# contributor license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright ownership.
# The ASF licenses this file to You under the Apache License, Version 2.0
# (the "License"); you may not use this file except in compliance with
# the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#Gantt Charts
import pandas as pd
import dash
from dash import Dash, dcc, html, Input, Output, callback, State
from dash import Dash, html, dcc
import plotly.express as px
from pandas import DataFrame
from pandas.io.parsers import TextFileReader
import plotly.figure_factory as ff
import dash_bootstrap_components as dbc
dash.register_page(__name__)
df = pd.read_csv("example_segments.csv")
#Overlapping segments data
fixed_time = df[df["Segment Type"].str.contains("Segment_Type.FIXED_TIME")]
generate = df[df["Segment Type"].str.contains("Segment_Type.GENERATE")]
deadspace = df[df["Segment Type"].str.contains("Segment_Type.DEADSPACE")]
deadspace = deadspace.head()
generate = generate.head()
fixed_time = fixed_time.head()
All = [fixed_time,generate, deadspace]
result = pd.concat(All)
#Time Between Segments Conversion
df["Start Time"] = pd.to_datetime(df["Start Time"])
df["End Time"] = pd.to_datetime(df["End Time"])
# Duration of segments
lst = []
for i in range(len(df["End Time"])):
lst.append((df["End Time"][i] - df["Start Time"][i]).total_seconds())
#print(lst)
df["Duration"] = lst
#Time Between Segments in a Gantt Chart
fig_gantt = px.timeline(df, x_start="Start Time", x_end="End Time", y="Segment Type", color="Duration")
fig_gantt.update_yaxes(autorange="reversed")
fig = px.timeline(result, x_start="Start Time", x_end="End Time", y="Segment Type", color="Segment Type")
fig.update_yaxes(autorange="reversed")
#Layout of Gantt Chart Page
app = Dash(__name__, external_stylesheets=[dbc.themes.SPACELAB])
layout = html.Div([
html.P("Gantt Chart"),
dcc.Tab(label='Segment Types Overlapping', children=[
dcc.Graph(
id='chrt-portfolio-main',
figure = fig.update_layout(template = 'plotly_dark'),
style={'height': 550}),
html.Hr(),
html.H5('Filtering By Segment Type', className='text-center'),
dcc.Tab(label='Filtering By Segment Type', children=[
dcc.Dropdown(id="Segment_Types",
options=[
{"label": "Fixed Times", "value": "Segment_Type.FIXED_TIME"},
{"label": "Generate", "value": "Segment_Type.GENERATE"},
{"label": "Deadspace", "value": "Segment_Type.DEADSPACE"}],
multi=False,
value="Segment_Type.FIXED_TIME"
),
html.Div(id='output_container', children=[]),
html.Br(),
dcc.Graph(id="segment", figure={}),
]),
])
])
@callback(
[
Output(component_id='output_container', component_property="children"),
Output(component_id='segment', component_property="figure")],
[Input(component_id='Segment_Types', component_property="value")]
)
def update_graph(option_segment):
print(option_segment)
print(type(option_segment))
container = "Segment Types is:{}".format(option_segment)
dff = df.copy()
dff = dff[dff['Segment Type'] == option_segment]
# Plotly Express
fig = px.timeline(dff.head(50), x_start="Start Time", x_end="End Time", y="Segment Name", color="Number of Logs")
fig.update_yaxes(autorange="reversed")
fig.update_layout(template = 'plotly_dark')
#fig.show()
return container, fig