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components.py
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import dash
from dash.dependencies import Output, Input
from dash import html
import dash_bootstrap_components as dbc
from dash import dcc
import plotly
import random
import plotly.graph_objs as go
import plotly.express as px
from collections import deque
import flask
from datetime import datetime
import pandas as pd
# Image selector related
filename = '/assets/rsz_network_diagram_mod.png'
upload_data = html.Div([
dcc.Upload(
id='upload-data',
children=html.Div([
'Drag and Drop or ',
html.A('Select Files')
]),
style={
'width': '100%',
'height': '60px',
'lineHeight': '60px',
'borderWidth': '1px',
'borderStyle': 'dashed',
'borderRadius': '5px',
'textAlign': 'center',
'margin': '5px'
},
# Allow multiple files to be uploaded
multiple=True
),
html.Div(id='output-data-upload', children=[
html.Div(id='upload-data-text', children='''
Upload data:
''')
]), dcc.Store(id='currentUpload', data=[], storage_type="local")
])
image_pane = html.Div([
html.MapEl([
html.Area(id="MELTEMI-choice", target='', alt='Test Network', title='Test Network', href='#',
coords='168,46,13', shape='circle'),
html.Area(id="ANSRO-choice", target='', alt='ANSRO', title='ANSRO', href='#', coords='238,154,13',
shape='circle'),
],
name='map'),
html.Img(src=filename, useMap='#map')
])
image_selector_pane = html.Div(className='image_selector_pane default-pane', children=[
html.H2('Select network point'),
dcc.Dropdown(
id='select_point_dropdown',
options=[
{'label': 'Test Network', 'value': 'MELTEMI'},
{'label': 'BUS1', 'value': 'BUS1'},
{'label': 'BUS1', 'value': 'BUS1'},
],
placeholder='Select network point',
),
image_pane
])
left_pane = html.Div(className='left-pane',
children=[
html.H2('Other useful information'),
html.P('''Refactor code for trace addition'''),
html.P('''Figure out a way to design page avoiding native Dash approach''')
])
load_decomposition_selector = html.Div(className='load-decomposition-selector', children=[
dcc.Dropdown(
id='select_load',
options=[
{'label': 'REAL', 'value': 'REAL'},
{'label': 'REACTIVE', 'value': 'REACTIVE'},
],
placeholder='Select type of load to examine',
),
])
upload_buttons = html.Div(
children=[
html.Button('Upload', id='Upload-Data-Button', n_clicks=0),
html.Div(id="upload_htmlDiv")
],
)
test_button = html.Div(
children=[
html.Button('Test', id='test-button', n_clicks=0),
html.Div(id="test-div")
],
)
forecast_button = html.Div(children=[
html.Button('Forecast', id='Forecast-Data-Button', n_clicks=0,
style={
'background-color': '#B5179E',
'width' : '180px',
'padding' : '4px 0',
'position': 'relative',
'left' : '0%',
'right' : '100%',
'border-radius': '3px',
'color': 'white',
'font-size': '30px',
'min-width': '100px'
}),
html.Div(id='forecast-htmldiv', children=[]),
dcc.Store(id='prediction-store-dd', data=[], storage_type="local"),dcc.Store(id='prediction-store-df', data=[], storage_type="local"),
dcc.Store(id='data-in-store',data=[], storage_type="local"),
]
)
dummyDiv= html.Div(id='dummy_div', children=[])
delete_data_button = html.Div(children=[
html.Button('Delete data', id='delete-data-button', n_clicks=0,
style={
'background-color': '#B5179E',
'width' : '180px',
'padding' : '4px 0',
'position': 'relative',
'left' : '0%',
'right' : '100%',
'border-radius': '3px',
'color': 'white',
'font-size': '30px',
'min-width': '100px'
}),
html.Div(id='forecast-htmldiv', children=[])]
)
forecast_text_loading = html.Div(children=[],id='forecast_tag_loading')
forecast_text_success = html.Div(children=[],id='forecast_tag_success')
train_text_loading = html.Div(children=[],id='train_tag_loading')
train_text_success = html.Div(children=[], id = 'train_tag_success')
train_button = html.Div(
html.Button('Train', id='Train-Data-Button', n_clicks=0,
style={
'background-color': '#B5179E',
'width': '180px',
'padding': '4px 0',
'position': 'relative',
'left' : '0%',
'right' : '100%',
'border-radius': '3px',
'color': 'white',
'font-size': '30px',
'min-width': '100px'
})
)
upload_dropdown = html.Div(children=[dcc.Dropdown(
id='dropdown-upload',
options=[
{'label': 'Solar input', 'value': 'Solar_input'},
{'label': 'Solar data', 'value': 'Solar_Data'},
{'label': 'Demand Decomposition input', 'value': 'DD_input'},
{'label': 'Demand Decomposition data', 'value': 'DD_data'},
{'label': 'Demand Forecast input', 'value': 'DF_input'},
{'label': 'Demand Forecast data', 'value': 'DF_data'},
{'label': 'Demand Forecast input', 'value': 'DF_input'},
{'label': 'Demand Forecast data', 'value': 'DF_data'},
{'label': 'Wind input', 'value': 'wind_input'},
{'label': 'Wind data', 'value': 'DF_data'},
]
)]
)
upload_dropdown_demand_decomposition = html.Div(children=[dcc.Dropdown(
id='dropdown-upload-DD',
options=[
{'label': 'Total P', 'value': 'total_P_new20'},
{'label': 'Total Q', 'value': 'total_Q_new20'},
{'label': 'Historical composition data', 'value': 'decomposition_new20'},
]
)]
)
load_decomposition_chart = html.Div(className='default-pane',
children=[
html.Div(className='chart-description',
children=[
html.H2('Load decomposition'),
load_decomposition_selector,
dcc.Graph(id='load-decomposition-graph',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='graph-update',
interval=5000,
n_intervals=0
),
])
])
load_chart_P = html.Div(className='default-pane',
children=[
html.Div(className='chart-description',
children=[
# html.H2('Power Demand Forecasting'),
dcc.Graph(id='load-graph-P',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='graph-update',
interval=5000,
n_intervals=0
),
])
])
load_chart_Q = html.Div(className='default-pane',
children=[
html.Div(className='chart-description',
children=[
# html.H2('Power Demand Forecasting'),
dcc.Graph(id='load-graph-Q',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='graph-update',
interval=5000,
n_intervals=0
),
])
])
solar_forecast_pane = html.Div(className='default-pane',
children=[
html.Div(className='solar-Class',
children=[
dcc.Graph(id='solar-power-graph',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='graph-update',
interval=5000,
n_intervals=0
),
])
])
wind_forecast_pane = html.Div(className='default-pane',
children=[
html.Div(className='wind-Class',
children=[
dcc.Graph(id='wind-power-graph',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='graph-update',
interval=5000,
n_intervals=0
),
])
])
pie_chart_pane = html.Div(className='default-pane', style={'max-width': 400, 'min-width': 400},
children=[
html.Div(className='chart-description',
children=[
dcc.Graph(id='pie-chart',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='graph-update',
interval=5000,
n_intervals=0
),
])
])
pie_chart_pane_P = html.Div(className='default-pane',
children=[
html.Div(className='chart-description',
children=[
dcc.Graph(id='pie-chart-P',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='graph-update',
interval=5000,
n_intervals=0
),
])
])
pie_chart_pane_Q = html.Div(className='default-pane',
children=[
html.Div(className='chart-description',
children=[
dcc.Graph(id='pie-chart-Q',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='graph-update',
interval=5000,
n_intervals=0
),
])
])
explanation_tab = html.Div(style={"marginLeft": 0,'width' : '180px'},
children=[
dbc.Button(
"Load Composition Legend",
id="legend-collapse-button",
className="mb-3",
color="primary",
),
dbc.Collapse(
dbc.Card(dbc.CardBody([
html.P([
"CTIM1 - Constant Torque Induction Motors", html.Br(),
"QTIM1 - Quadratic Torque Induction Motors", html.Br(),
"RC - Controllable Resistive Loads", html.Br(),
"RUC - Uncontrollable Resistive Loads", html.Br(),
"SMPS - Electronic Devices", html.Br(),
"L - Lightning"]
),
])),
id="collapse",
),
]
)
current_time_tab = html.Div(className='default-pane',
children=[
dcc.Interval(
id='time-update',
interval=1000,
n_intervals=0
),
html.Div(id="current-time"),
])
df_active_info_tab = html.Div(className='default-pane2',
children=[
html.Div(children=[
html.Div('Forecasted P (MW)'),
html.Div(className='numeric-pane', id="active-demand-forecasted"),
],
style={'display': 'inline-block', 'margin': 5}),
html.Div(children=[
html.Div('Actual P (MW)'),
html.Div(className='numeric-pane', id="active-demand-actual"),
],
style={'display': 'inline-block', 'margin': 5}),
html.Br(),
html.Div(children=[
html.Div('Error P (%)'),
html.Div(className='numeric-pane', id="active-demand-error"),
],
style={'display': 'inline-block', 'margin': 5}),
])
df_reactive_info_tab = html.Div(className='default-pane2',
children=[
html.Div(children=[
html.Div('Forecasted Q (MW)'),
html.Div(className='numeric-pane', id="reactive-demand-forecasted"),
],
style={'display': 'inline-block', 'margin': 5}),
html.Div(children=[
html.Div('Actual Q (MW)'),
html.Div(className='numeric-pane', id="reactive-demand-actual"),
],
style={'display': 'inline-block', 'margin': 5}),
html.Br(),
html.Div(children=[
html.Div('Error Q (%)'),
html.Div(className='numeric-pane', id="reactive-demand-error"),
],
style={'display': 'inline-block', 'margin': 5}),
])
dd_error_info_tab_P = html.Div(className='default-pane',
children=[
html.H4("P Errors %"),
html.Div(children=[
html.Div('CTIM1'),
html.Div(className='numeric-pane', id="p-ctim1-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'}),
html.Div(children=[
html.Div('QTIM1'),
html.Div(className='numeric-pane', id="p-qtim1-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'}),
html.Div(children=[
html.Div("RC"),
html.Div(className='numeric-pane', id="p-rc-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'}),
html.Br(),
html.Div(children=[
html.Div("RUC"),
html.Div(className='numeric-pane', id="p-ruc-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'}),
html.Div(children=[
html.Div("SMPS"),
html.Div(className='numeric-pane', id="p-smps-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'}),
html.Div(children=[
html.Div("L"),
html.Div(className='numeric-pane', id="p-l-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'}),
html.Div(
children=[
html.Div("Pc"),
html.Div(className='numeric-pane', id="p-controllable-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'},
),
], style = {'height':'560px'})
wind_solar_info_tab = html.Div(className='default-pane',
children=[
html.H4("Wind and Solar Errors"),
html.Div(children=[
html.Div('Wind '),
html.Div(className='numeric-pane', id="wind-error"),
],
style={'display': 'inline-block', 'margin': 5}),
html.Div(children=[
html.Div('Solar'),
html.Div(className='numeric-pane', id="solar-error"),
],
style={'display': 'inline-block', 'margin': 5}),
])
dd_error_info_tab_Q = html.Div(className='default-pane',
children=[
html.H4("Q Errors %"),
html.Div(children=[
html.Div('CTIM1'),
html.Div(className='numeric-pane', id="q-ctim1-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'},),
html.Div(children=[
html.Div('QTIM1'),
html.Div(className='numeric-pane', id="q-qtim1-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'},),
html.Div(children=[
html.Div("RC"),
html.Div(className='numeric-pane', id="q-rc-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'},),
html.Br(),
html.Div(children=[
html.Div("RUC"),
html.Div(className='numeric-pane', id="q-ruc-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'},),
html.Div(children=[
html.Div("SMPS"),
html.Div(className='numeric-pane', id="q-smps-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'},),
html.Div(children=[
html.Div("L"),
html.Div(className='numeric-pane', id="q-l-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'},),
html.Div(
children=[
html.Div("Qc"),
html.Div(className='numeric-pane', id="q-controllable-error"),
],
style={'display': 'inline-block', 'margin': 1, 'font-size': '21px'},
),
], style = {'height':'560px'})
df_info_tab = html.Div(children=[
df_active_info_tab,
html.Hr(),
df_reactive_info_tab,
])
df_info_tab_collapse = html.Div(style={"marginLeft": 10},
children=[
dbc.Button(
"Load Forecast Accuracy",
id="df-info-collapse-button",
className="mb-3",
color="primary",
),
dbc.Collapse(
dbc.Card(dbc.CardBody([
df_active_info_tab,
df_reactive_info_tab
])),
id="df-info-collapse",
),
]
)
real_bar_chart = html.Div(className='real-bar-description default-pane',
children=[
dcc.Graph(id='real-bar-chart',
config={'displayModeBar': False, },
animate=True,
),
dcc.Interval(
id='real-bar-update',
interval=5000,
n_intervals=0
),
])
reactive_bar_chart = html.Div(className='reactive-bar-description default-pane',
children=[
dcc.Graph(id='reactive-bar-chart',
config={'displayModeBar': False, },
animate=True,
),
])