Hey guys, i would like to show 2 dataframe table, one is the dataset and the other one is statistical calculation of the dataframe (pandas describe()) of the dataframe. but I couldn't manage to show it. here is my code:
# Define App Layout
app.layout = html.Div([
# Title
html.H2('Analytics Dashboard'),
# Dropdown to choose the dataset
html.Div([
html.Label('Choose Your Data'),
dcc.Dropdown(
options = [{'label':i, 'value':i} for i in onlyfiles],
value = " ",
id="field-dropdown"
),
],
style = {'width':'25%', 'display':'inline-block'}
),
# Visualize Dataframe using Dash's Data Table Experiments
dt.DataTable(
# initialize rows
rows = [{}],
# selection feature in dash table
row_selectable = True,
# filter feature in dash table
filterable = True,
# sort feature in dash table
sortable = True,
# initialize row selection array
selected_row_indices = [],
# data table id (for referencing)
id = 'datatable'
),
dt.DataTable(
rows = [{}],
row_selectable = False,
filterable = False,
sortable = False,
id = 'statisticalTable'
),
# Hidden div inside the app that stores the intermediate value
# Use for sharing data between callback
html.Div(id='intermediate-value', style={'display':'none'})
])
# Callback to read state change in dropdown
@app.callback(Output('intermediate-value','children'),[Input('field-dropdown', 'value')])
def updateTable(field_dropdown): # update function in dropdown change
# pandas dataframe construct
df = pd.read_csv(datapath+field_dropdown)
return df.to_json(date_format='iso', orient='split')
@app.callback(Output('datatable','rows'),[Input('intermediate-value', 'children')])
def updateTable(jsonified_clean_data):
print('update 1st table')
dff = pd.read_json(jsonified_clean_data, orient='split')
return dff.to_dict('record')
@app.callback(Output('statisticalTable','rows'),[Input('intermediate-value', 'children')])
def updateStatTable(jsonified_clean_data):
print('update 2nd table')
dff = pd.read_json(jsonified_clean_data, orient='split')
stat = dff.describe()
print(stat)
return stat.to_dict('record')
# server main
if __name__ == '__main__':
app.run_server(debug=True)
Hey guys, i would like to show 2 dataframe table, one is the dataset and the other one is statistical calculation of the dataframe (pandas describe()) of the dataframe. but I couldn't manage to show it. here is my code: