├── .gitmodules ├── 01_intro ├── all_code.txt └── queries.txt ├── 02_query ├── all_code.txt └── query_essentials.txt ├── 03_func ├── all_code.txt └── datatypes_functions.txt ├── 04_load ├── .gitignore ├── all_code.txt ├── bigtable │ ├── delete_instance.sh │ └── setup_data.sh ├── college_scorecard.csv.gz ├── dataflow.ipynb ├── load_external_gcs.sh ├── load_from_gcs.sh ├── load_from_local.sh ├── queries.txt ├── query_temp_table.sh ├── schema.json ├── setup_data_transfer.sh ├── sheets_data.csv └── students.csv ├── 05_devel ├── .gitignore ├── all_code.txt ├── bigquery_cloud_client.ipynb ├── bq_query.sh ├── bq_to_slides.gs ├── find_url.sh ├── google_api_client.ipynb ├── launch_notebook.sh ├── magics.ipynb ├── pandas.ipynb ├── requirements.txt ├── rest_list.sh ├── rest_query.sh ├── rest_query_async.sh └── statfit.ipynb ├── 06_arch └── all_code.txt ├── 07_perf ├── .gitignore ├── all_code.txt ├── get_job_details.sh ├── get_job_details_compressed.sh ├── get_recent_jobs.sh ├── google_analytics.sql ├── hurricanes.sql ├── install_workload_tester.sh ├── time_bqwt.sh └── time_query.sh ├── 08_advqueries ├── all_code.txt ├── param_array.py ├── param_named.py ├── param_positional.py ├── param_timestamp.py ├── script_loop.sql ├── script_seq.sql ├── script_temptbl.sql ├── script_var.sql ├── stored_procedure_def.sql └── stored_procedure_inout.sql ├── 09_bqml ├── .gitignore ├── all_code.txt ├── arr_to_input_16.sql ├── hybrid.sql ├── hyperparam.ipynb ├── image_embeddings.ipynb ├── storm_reports_clusters.png ├── swivel_schema.png └── text_embeddings.ipynb ├── 10_securing ├── all_code.txt ├── list_jobs.sh ├── recover_table.sh └── setup_cmek.sh ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── blogs ├── biengine │ └── bi_engine.ipynb ├── bigquery_backup │ ├── README.md │ ├── bigquery_backup.py │ ├── bigquery_restore.py │ └── helper_utils.py ├── bqml_arima │ ├── README.md │ └── bqml_arima.ipynb ├── bqml_model_export │ ├── README.md │ ├── deploy.sh │ ├── input.json │ └── queries.sql ├── bqml_recommendations │ ├── README.md │ ├── bqml_ga360.ipynb │ ├── create_table.sql │ ├── predict.sql │ └── train.sql ├── cloud_run │ ├── Dockerfile │ ├── README.md │ ├── bq_cloud_run.sh │ └── main.py ├── dataform │ └── .gitignore ├── dbt_load │ ├── .gitignore │ ├── README.md │ ├── college-scorecard │ │ ├── .gitignore │ │ ├── README.md │ │ ├── dbt_project.yml │ │ ├── macros │ │ │ └── cleanup_numeric.sql │ │ └── models │ │ │ ├── college_scorecard.sql │ │ │ ├── selective_firstgen.sql │ │ │ └── selective_firstgen_top10.sql │ ├── load_external_gcs.sh │ ├── profiles.yml │ └── setup.sh ├── flex_slots │ └── run_query_on_flex_slots.sh ├── graphdb │ ├── README.md │ └── find_routes.scala ├── remote_func │ └── README.md └── xmlload │ ├── orders.xml │ ├── xmlload.ipynb │ └── xmlload.py ├── cover.jpeg └── scripts ├── .gitignore ├── README.md ├── extract_all.sh ├── extract_code.py └── install.sh /.gitmodules: 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