def output_model() -> str:
df = get_hobolink_data('code_for_boston_export_21d')
df = process_data(df)
return '<br /><br />'.join(
map(stylize_model_output, [
reach_2_model(df),
reach_3_model(df),
reach_4_model(df),
reach_5_model(df)
]))
def index() -> str:
df_hobolink = get_hobolink_data('code_for_boston_export_21d')
df_usgs = get_usgs_data()
df = process_data(df_hobolink, df_usgs)
flags = {
2: reach_2_model(df, rows=1)['r2_safe'].iloc[0],
3: reach_3_model(df, rows=1)['r3_safe'].iloc[0],
4: reach_4_model(df, rows=1)['r4_safe'].iloc[0],
5: reach_5_model(df, rows=1)['r5_safe'].iloc[0]
}
return render_template('index.html', flags=flags)
def test_model_output_api_parameters(app):
"""test_model_output_api_parameters() should test that hours=10 returns 10 rows of data,
that setting the reach returns only that reach."""
with app.app_context():
df = reach_2_model(process_data(df_usgs=get_live_usgs_data(), df_hobolink=get_live_hobolink_data('code_for_boston_export_21d')), 10)
row_count = len(df)
assert row_count == 10
test_reach = model_api([3], 10)
test_reach = list(test_reach.values())
expected_reach = list(test_reach[2].items())[0][0]
assert 'reach_3' == expected_reach
def output_model() -> str:
df_hobolink = get_hobolink_data('code_for_boston_export_21d')
df_usgs = get_usgs_data()
df = process_data(df_hobolink, df_usgs)
table_html = '<br /><br />'.join(
map(stylize_model_output, [
reach_2_model(df),
reach_3_model(df),
reach_4_model(df),
reach_5_model(df)
]))
return render_template('output_model.html', tables=table_html)
def get_data() -> pd.DataFrame:
"""Retrieves the data that gets plugged into the the model."""
df_hobolink = get_hobolink_data('code_for_boston_export_21d')
df_usgs = get_usgs_data()
df = process_data(df_hobolink, df_usgs)
return df