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docs: add snippet to forecast future time series in the Forecast a single time series with a univariate model tutorial #1271

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Merged
merged 14 commits into from
Jan 15, 2025
Merged

docs: add snippet to forecast future time series in the Forecast a single time series with a univariate model tutorial #1271

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docs: add snippet to forecast future time series for a univariate model
rey-esp Jan 8, 2025
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Merge branch 'main' into b338872698-bigframes-v0
rey-esp Jan 8, 2025
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quick fix
rey-esp Jan 8, 2025
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Merge branch 'main' into b338872698-bigframes-v0
rey-esp Jan 8, 2025
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merge main
rey-esp Jan 9, 2025
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Merge branch 'b338872698-bigframes-v0' of github.com:googleapis/pytho…
rey-esp Jan 9, 2025
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separate snippets
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merge main
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Merge branch 'main' into b338872698-bigframes-v0
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Merge branch 'main' into b338872698-bigframes-v0
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Merge branch 'main' into b338872698-bigframes-v0
rey-esp Jan 14, 2025
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Merge branch 'main' into b338872698-bigframes-v0
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Merge branch 'main' into b338872698-bigframes-v0
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Merge branch 'main' into b338872698-bigframes-v0
rey-esp Jan 15, 2025
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14 changes: 14 additions & 0 deletions 14 samples/snippets/create_single_timeseries_forecasting_model_test.py
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Original file line number Diff line number Diff line change
Expand Up @@ -91,8 +91,22 @@ def test_create_single_timeseries() -> None:
# 3 0 1 1 False -2470.632377 4945.264753 44319.379307 ['WEEKLY'] False False True
# 4 2 1 1 True -2463.671247 4937.342493 42633.299513 ['WEEKLY'] False False True
# [END bigquery_dataframes_single_timeseries_forecasting_model_tutorial_evaluate]

# [START bigquery_dataframes_single_timeseries_forecasting_model_tutorial_forecast]
prediction = model.predict(horizon=30, confidence_level=0.8)

print(prediction.peek())
# Expected output:
# forecast_timestamp forecast_value standard_error confidence_level prediction_interval_lower_bound prediction_interval_upper_bound confidence_interval_lower_bound confidence_interval_upper_bound
# 11 2017-08-13 00:00:00+00:00 1845.439732 328.060405 0.8 1424.772257 2266.107208 1424.772257 2266.107208
# 29 2017-08-31 00:00:00+00:00 2615.993932 431.286628 0.8 2062.960849 3169.027015 2062.960849 3169.027015
# 7 2017-08-09 00:00:00+00:00 2639.285993 300.301186 0.8 2254.213792 3024.358193 2254.213792 3024.358193
# 25 2017-08-27 00:00:00+00:00 1853.735689 410.596551 0.8 1327.233216 2380.238162 1327.233216 2380.238162
# 1 2017-08-03 00:00:00+00:00 2621.33159 241.093355 0.8 2312.180802 2930.482379 2312.180802 2930.482379
# [END bigquery_dataframes_single_timeseries_forecasting_model_tutorial_forecast]
assert coef is not None
assert summary is not None
assert model is not None
assert parsed_date is not None
assert prediction is not None
assert total_visits is not None
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