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Create app.py
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app.py
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from dash import Dash, html, dcc, Input, Output
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import pandas as pd
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import plotly.express as px
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# Load the dataset
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df = pd.read_csv('C:/Users/aammann/OneDrive - Great American Insurance Group/Documents/cincinnati_traffic_crash_data__cpd.csv')
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# Preprocess the data
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df_grouped = df.groupby('SNA_NEIGHBORHOOD')['DATECRASHREPORTED'].count().reset_index()
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df_grouped.columns = ['Neighborhood', 'Total Crashes']
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# Initialize the Dash app
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app = Dash(__name__)
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# Create a bar chart
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fig = px.bar(df_grouped, x='Neighborhood', y='Total Crashes', title='Total Traffic Crashes by Neighborhood in Cincinnati')
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# Define the layout of the app
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app.layout = html.Div(children=[
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html.H1(children='Cincinnati Traffic Crashes Dashboard'),
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html.Div(children='''Dash: A web application framework for your data.'''),
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dcc.Dropdown(
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id='neighborhood-dropdown',
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options=[{'label': n, 'value': n} for n in df_grouped['Neighborhood']],
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value=df_grouped['Neighborhood'][0]
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),
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dcc.Graph(
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id='example-graph',
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figure=fig
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)
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])
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# Callback to update graph based on dropdown selection
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@app.callback(
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Output('example-graph', 'figure'),
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[Input('neighborhood-dropdown', 'value')]
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)
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def update_graph(selected_neighborhood):
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filtered_df = df_grouped[df_grouped['Neighborhood'] == selected_neighborhood]
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fig = px.bar(filtered_df, x='Neighborhood', y='Total Crashes', title=f'Total Traffic Crashes in {selected_neighborhood}')
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return fig
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# Run the app
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if __name__ == '__main__':
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app.run(debug=True, port=8051)
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