test: add a bigquery usage report to notebook test session

[milkshakeiii]

This will enable before/after comparisons of wide notebook-affecting optimizations

[milkshakeiii]

---BIGQUERY USAGE REPORT---
test_model_selection.bytesprocessed - query count: 54, bytes processed sum: 1052284
test_preprocessing.bytesprocessed - query count: 560, bytes processed sum: 2607478
test_progress_bar.bytesprocessed - query count: 14, bytes processed sum: 347364
test_core.bytesprocessed - query count: 127, bytes processed sum: 631994
test_forecasting.bytesprocessed - query count: 83, bytes processed sum: 964700
test_datetimes.bytesprocessed - query count: 82, bytes processed sum: 9472
test_window.bytesprocessed - query count: 112, bytes processed sum: 19712
test_issue355_merge_after_filter.bytesprocessed - query count: 24, bytes processed sum: 13987368
test_series.bytesprocessed - query count: 1096, bytes processed sum: 139709
test_pandas.bytesprocessed - query count: 140, bytes processed sum: 34420
test_scalar.bytesprocessed - query count: 2, bytes processed sum: 128
test_encryption.bytesprocessed - query count: 86, bytes processed sum: 818380
test_index.bytesprocessed - query count: 84, bytes processed sum: 9136
test_llm.bytesprocessed - query count: 169, bytes processed sum: 166403
test_multiindex.bytesprocessed - query count: 260, bytes processed sum: 102168
test_imported.bytesprocessed - query count: 32, bytes processed sum: 66643824
test_pandas_options.bytesprocessed - query count: 48, bytes processed sum: 0
test_dataframe_io.bytesprocessed - query count: 108, bytes processed sum: 68720
test_decomposition.bytesprocessed - query count: 77, bytes processed sum: 268838
test_ipython.bytesprocessed - query count: 8, bytes processed sum: 5560
test_plotting.bytesprocessed - query count: 129, bytes processed sum: 2892850
test_location.bytesprocessed - query count: 184, bytes processed sum: 3588
test_metrics.bytesprocessed - query count: 208, bytes processed sum: 0
test_register.bytesprocessed - query count: 10, bytes processed sum: 0
test_groupby.bytesprocessed - query count: 72, bytes processed sum: 17824
test_metrics_pairwise.bytesprocessed - query count: 24, bytes processed sum: 1200
test_session.bytesprocessed - query count: 332, bytes processed sum: 1325089158
test_remote.bytesprocessed - query count: 12, bytes processed sum: 672
test_numpy.bytesprocessed - query count: 86, bytes processed sum: 133120
test_ensemble.bytesprocessed - query count: 168, bytes processed sum: 80538743044
test_remote_function.bytesprocessed - query count: 144, bytes processed sum: 25524
test_compose.bytesprocessed - query count: 24, bytes processed sum: 59908
test_pipeline.bytesprocessed - query count: 135, bytes processed sum: 13994057751
test_cluster.bytesprocessed - query count: 51, bytes processed sum: 126738
test_dataframe.bytesprocessed - query count: 1258, bytes processed sum: 63632916
test_strings.bytesprocessed - query count: 116, bytes processed sum: 31690
test_linear_model.bytesprocessed - query count: 84, bytes processed sum: 1494414
---total queries: 6203, total bytes: 96014188055---
nox > Session notebook-3.9 was successful.

This is not correct due to dry runs. Updating PR.

[milkshakeiii]

---BIGQUERY USAGE REPORT---
test_metrics_pairwise.py - query count: 24, bytes processed sum: 816
test_window.py - query count: 112, bytes processed sum: 19712
test_multiindex.py - query count: 260, bytes processed sum: 102168
test_series.py - query count: 1095, bytes processed sum: 138253
test_index.py - query count: 84, bytes processed sum: 9064
test_location.py - query count: 184, bytes processed sum: 0
test_core.py - query count: 127, bytes processed sum: 274872
test_preprocessing.py - query count: 560, bytes processed sum: 1444226
test_remote_function.py - query count: 144, bytes processed sum: 20180
test_metrics.py - query count: 208, bytes processed sum: 0
test_dataframe_io.py - query count: 108, bytes processed sum: 58074
test_register.py - query count: 10, bytes processed sum: 0
test_ensemble.py - query count: 176, bytes processed sum: 141910355971
test_datetimes.py - query count: 82, bytes processed sum: 9472
test_ipython.py - query count: 8, bytes processed sum: 3402
test_pandas.py - query count: 140, bytes processed sum: 34420
test_cluster.py - query count: 51, bytes processed sum: 64680
test_llm.py - query count: 164, bytes processed sum: 162720
test_session.py - query count: 332, bytes processed sum: 697506136
test_linear_model.py - query count: 84, bytes processed sum: 748382
test_progress_bar.py - query count: 14, bytes processed sum: 347364
test_numpy.py - query count: 86, bytes processed sum: 133120
test_decomposition.py - query count: 77, bytes processed sum: 134330
test_dataframe.py - query count: 1258, bytes processed sum: 63603613
test_forecasting.py - query count: 83, bytes processed sum: 395368
test_strings.py - query count: 115, bytes processed sum: 30890
test_scalar.py - query count: 2, bytes processed sum: 128
test_encryption.py - query count: 86, bytes processed sum: 690146
test_issue355_merge_after_filter.py - query count: 24, bytes processed sum: 13987368
test_groupby.py - query count: 72, bytes processed sum: 17824
test_plotting.py - query count: 134, bytes processed sum: 2896287
test_compose.py - query count: 24, bytes processed sum: 30182
test_model_selection.py - query count: 54, bytes processed sum: 1052284
test_pipeline.py - query count: 135, bytes processed sum: 58349854394
test_remote.py - query count: 12, bytes processed sum: 672
test_imported.py - query count: 32, bytes processed sum: 33322578
test_pandas_options.py - query count: 48, bytes processed sum: 0
---total queries: 6209, total bytes: 201077449096---
nox > Session notebook-3.9 was successful.

[milkshakeiii]

---BIGQUERY USAGE REPORT---
remote_function.ipynb - query count: 16, bytes processed sum: 86086638598
easy_linear_regression.ipynb - query count: 24, bytes processed sum: 160225
sklearn_linear_regression.ipynb - query count: 25, bytes processed sum: 139053
getting_started_bq_dataframes.ipynb - query count: 24, bytes processed sum: 204521
bq_dataframes_llm_kmeans.ipynb - query count: 29, bytes processed sum: 4133565995
large_language_models.ipynb - query count: 6, bytes processed sum: 5567
dataframe.ipynb - query count: 57, bytes processed sum: 4036591
integrations.ipynb - query count: 7, bytes processed sum: 270
bq_dataframes_covid_line_graphs.ipynb - query count: 2, bytes processed sum: 12948886977
regionalized.ipynb - query count: 270, bytes processed sum: 1933764
---total queries: 460, total bytes: 103175571561---

[milkshakeiii]

---BIGQUERY USAGE REPORT---
regionalized.ipynb - query count: 270, bytes processed sum: 1933764
bq_dataframes_llm_kmeans.ipynb - query count: 29, bytes processed sum: 4135762331
large_language_models.ipynb - query count: 6, bytes processed sum: 6381
integrations.ipynb - query count: 7, bytes processed sum: 270
dataframe.ipynb - query count: 57, bytes processed sum: 4036591
remote_function.ipynb - query count: 16, bytes processed sum: 86086638598
easy_linear_regression.ipynb - query count: 24, bytes processed sum: 160225
sklearn_linear_regression.ipynb - query count: 25, bytes processed sum: 139053
bq_dataframes_covid_line_graphs.ipynb - query count: 2, bytes processed sum: 12948886977
getting_started_bq_dataframes.ipynb - query count: 24, bytes processed sum: 204521
---total queries: 460, total bytes: 103177768711---

[chelsea-lin]

Discussed offline.