Agile_Data_Code_2

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Code for Agile Data Science 2.0, O'Reilly 2017, Second Edition

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최종 버전 다운로드 (.zip)

- block.device.mappings.json
- ec2_bootstrap.sh
- download_list.txt
- get_files_from_ec2.sh
- get_student_work.sh
- send_files_to_ec2.sh
- start_notebook.sh
- stop_flask.sh
- stop_notebook.sh
- upgrade.sh
- - ads2_0201.png
  - ads2_0202.png
  - ads2_0209.png
  - ads2_0211.png
  - ads2_0212.png
  - ads2_0215.png
  - ads2_0217.png
  - ads2_0219.png
  - ads2_0220.png
  - ads2_0401.png
  - ads2_0402.png
  - ads2_0403.png
  - ads2_0405.png
  - ads2_0406.png
  - ads2_0408.png
  - ads_bootstrap.png
  - faa_table.png
  - flask_terminal.png
  - json.png
- - flask_pymongo.py
  - test_flask.py
  - test_flask_bootstrap.py
  - test_flask_pymongo.py
- Agile_Tools.ipynb
- airflow_test.py
- elasticsearch.sh
- flatmap.py
- groupby.py
- histogram.py
- Introduction_to_PySpark.ipynb
- load_on_time_performance.py
- mongo.js
- pyspark_elasticsearch.py
- pyspark_mongodb.py
- pyspark_streaming.py
- pyspark_task_one.py
- pyspark_task_two.py
- python_kafka.py
- setup_airflow_test.sh
- spark.py
- sql.py
- test_elasticsearch.py
- test_elasticsearch.sh
- test_json.py
- test_pymongo.py
- test_pymongo_2.py
- - ads2_0201.png
  - ads2_0202.png
  - ads2_0209.png
  - ads2_0211.png
  - ads2_0212.png
  - ads2_0215.png
  - ads2_0217.png
  - ads2_0219.png
  - ads2_0220.png
  - ads2_0401.png
  - ads2_0402.png
  - ads2_0403.png
  - ads2_0405.png
  - ads2_0406.png
  - ads2_0408.png
  - ads2_0409.png
  - ads_bootstrap.png
  - ags2_0402.png
  - airline_data_fields.png
  - faa_table.png
  - flask_terminal.png
  - json.png
  - parquet_logo.jpg
  - row_format_column_format.png
- - config.py
  - on_time_flask.py
  - on_time_flask_template.py
- Collecting_and_Displaying_Records.ipynb
- convert_data.py
- download.sh
- load_on_time_pyspark.py
- mongo.js
- pyspark_to_elasticsearch.py
- pyspark_to_mongo.py
- - ads2_0501.png
  - ads2_0502.png
  - ads2_0503.png
  - ads2_0504.png
  - ads2_0505.png
  - ads2_0507.png
  - ads2_0508.png
  - ads2_0509.png
  - ads2_0510.png
  - ads2_0511.png
  - ads2_0512.png
  - first_order_form.png
  - flight_search_with_tail_num_link.png
  - mapreduce.png
  - total_flights_2.png
- - chart_flask.py
  - config.py
  - flights_per_airplane.html
- assess_airplanes.py
- assess_faa.py
- extract_airplanes.py
- install.sh
- mongo.js
- save_tail_numbers.py
- total_flights.py
- Visualizing_Data_with_Charts_and_Tables.ipynb
- - ads2_0601.png
  - ads2_0602.png
  - ads2_0603.png
  - ads2_0604.png
  - ads2_0605.png
  - ads2_0606.png
  - ads2_0607.png
  - ads2_0608.png
  - ads2_0609.png
- - __init__.py
  - config.py
  - report_flask.py
  - search_helpers.py
- add_name_to_airlines.py
- airplanes_mapping.json
- airplanes_to_elasticsearch.py
- analyze_airplanes.py
- analyze_airplanes_again.py
- create_airplanes_index.sh
- enrich_airlines_wikipedia.py
- Exploring_Data_with_Reports.ipynb
- extract_airlines.py
- extract_airports.py
- import_airlines.sh
- prepare_airplanes.py
- resolve_airplane_manufacturers.py
- scrape_faa.py
- test_elastic_airplanes.sh
- - ads2_0701.png
  - ads2_0702.png
- explore_delays.py
- extract_features.py
- Making_Predictions.ipynb
- Predicting flight delays with sklearn.ipynb
- train_sklearn_model.py
- train_spark_mllib_model.py
- - setup.py
- - ads2_0807.png
  - ads2_0808.png
  - ads2_0809.png
  - ads2_0810.png
  - ads2_0811.png
- - __init__.py
  - config.py
  - predict_flask.py
  - predict_utils.py
- Deploying_Predictive_Systems.ipynb
- download_data.sh
- extract_features.py
- fetch_prediction_requests.py
- import_distances.sh
- kafka_test.py
- links.txt
- load_prediction_results.py
- make_predictions.py
- make_predictions_streaming.py
- origin_dest_distances.py
- python_kafka_consumer.py
- python_kafka_producer.py
- streaming_test.py
- test_airflow.sh
- test_classification_api.sh
- test_regression_api.sh
- train_spark_mllib_model.py
- baseline_spark_mllib_model.py
- Debugging Prediction Problems.ipynb
- explore_delays.py
- extract_features.py
- extract_features_with_airplanes.py
- extract_features_with_flight_time.py
- improve_sklearn_model.py
- improved_spark_mllib_model.py
- Improving flight delay predictions with sklearn.ipynb
- Improving_Predictions.ipynb
- make_predictions_final.py
- make_predictions_streaming_final.py
- spark_model_with_airplanes.py
- spark_model_with_flight_time.py
- train_spark_mllib_model.py
- - __init__.py
  - config.py
  - predict_flask.py
  - predict_utils.py
- convert_observations.py
- explore_weather.py
- load_weather.py
- match_airport_with_weather_station.py
- match_reports_with_flights.py
- spark_model_with_weather.py
- .exists
- create.sh
- drop.sh
- query.sh
- airline_page_enriched_wikipedia.png
- airplanes_page_chart_v1_v2.png
- back_end_realtime_architecture.png
- climbing_the_pyramid_chapter_intro.png
- data_syndrome_logo.png
- DeepDiscoveryTechnicalLogo.png
- flight_delay_chart_2.0.png
- front_end_realtime_architecture.png
- predicting_flight_kafka_waiting.png
- ubuntu_images.png
- video_course_cover.png
- phantomjs.sh
- - example.csv
  - faa_tail_number_inquiry.jsonl
- pyspark_csv.py
- setup_spark.py
- utils.py
- .exists
- .exists
.bashrc
.dockerignore
.gitignore
airflow.env
docker-compose.yml
Dockerfile
download.sh
download_weather.sh
intro_download.sh
jupyter_notebook_config.py
LICENSE
old.Dockerfile
Part_II_-_Climbing_the_Pyramid.ipynb
poetry.lock
pyproject.toml
README.md
requirements.txt
Welcome.ipynb

// repository documentation

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