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Update app.py
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app.py
CHANGED
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@@ -17,59 +17,9 @@ st.text("The URL for this app is: https://huggingface.co/spaces/445final/final2.
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df['Period Pay Rate'] = df['Period Pay Rate'].str.replace(",", "")
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df['YTD Gross'] = df['YTD Gross'].str.replace(",", "")
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df['Period Pay Rate'] = df['Period Pay Rate'].astype(int)
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df['YTD Gross'] = df['YTD Gross'].astype(int)
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df = df.dropna()
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df = df[df['YTD Gross']!= 0]
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df['Agency'] = df['Agency'].str.lower()
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df['Agency Division'] = df['Agency Division'].str.lower()
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df['Employee Name'] = df['Employee Name'].str.lower()
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df['Position Title'] = df['Position Title'].str.lower()
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df_c = df[df['Agency'] == 'corrections']
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df_t = df[df['Agency'] == 'transportation']
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df1 = df_t
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#agency_division_list = df1['Agency Division'].value_counts().tolist()
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agency_division_list = df1['Agency Division'].unique().tolist()
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selected_division = st.selectbox('Agency Division:',
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options=agency_division_list,
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index=0)
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# horizontal bar chart
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def division_positions(selected_division):
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df_db = df1[df1['Agency Division'] == selected_division]
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bar_chart_data = df_db.groupby('Position Title').agg(
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employeeCount=('Employee Name', 'count'),
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meanYTDGross=('YTD Gross', 'mean')).reset_index()
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bar_chart_data = bar_chart_data.sort_values('meanYTDGross', ascending=False)
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chart_bar = alt.Chart(bar_chart_data).mark_bar().encode(
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x=alt.X('employeeCount', title = '# of Employees'),
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y=alt.Y('Position Title:O',axis=alt.Axis(labelLimit=0, title='Position Title')),
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tooltip=['Position Title', 'employeeCount', alt.Tooltip(
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'meanYTDGross:Q', format='$,.0f', title='Avg YTD Gross')]
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).properties(title=f'Employee Count by Position in: {selected_division}',
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height=alt.Step(20)).interactive()
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return chart_bar
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if selected_division:
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final_chart = division_positions(selected_division)
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st.altair_chart(final_chart, use_container_width=True)
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st.text('Overall Future Edits: Figure out what to do with positions with 1 employee (if anything), Decide whether to use transportation or corrections data, Re-capitalize agency departments')
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st.text('Chart A Future Edits: Order bars by mean YTD Gross, Make all position titles readable, add title')
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#st.text('Overall Future Edits: Figure out what to do with positions with 1 employee (if anything), Decide whether to use transportation or corrections data, Re-capitalize agency departments')
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#st.text('Chart A Future Edits: Order bars by mean YTD Gross, Make all position titles readable, add title')
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