From b244e6a82234526542c169ab802107a5811646a8 Mon Sep 17 00:00:00 2001 From: teerasak-tk <129150372+teerasak-tk@users.noreply.github.com> Date: Sat, 20 May 2023 07:37:52 +0000 Subject: [PATCH 1/6] Pending changes exported from your codespace --- 00-bootcamp-project/dags/addresses.csv | 151 ++ .../dags/deb-2023-eb731094ca12-bq-gcs.json | 12 + .../dags/events-2021-02-01.csv | 0 .../dags/events-2021-02-02.csv | 0 .../dags/events-2021-02-03.csv | 0 .../dags/events-2021-02-04.csv | 0 .../dags/events-2021-02-05.csv | 0 .../dags/events-2021-02-06.csv | 0 .../dags/events-2021-02-07.csv | 0 .../dags/events-2021-02-08.csv | 0 .../dags/events-2021-02-09.csv | 11 + .../dags/events-2021-02-10.csv | 1430 ++++++++++++ .../dags/events-2021-02-11.csv | 2069 +++++++++++++++++ .../dags/events-2021-02-12.csv | 47 + .../dags/events-2021-02-13.csv | 0 .../dags/events-2021-02-14.csv | 0 .../dags/events-2021-02-15.csv | 0 .../dags/events-2021-02-16.csv | 0 .../dags/events-2023-05-19.csv | 0 .../dags/greenery_addresses_data_pipeline.py | 144 ++ .../dags/greenery_events_data_pipeline.py | 125 + .../dags/greenery_oder_items_data_pipeline.py | 143 ++ .../dags/greenery_orders_data_pipeline.py | 124 + .../dags/greenery_products_data_pipeline.py | 142 ++ .../dags/greenery_promos_data_pipeline.py | 144 ++ .../dags/greenery_users_data_pipeline.py | 124 + 00-bootcamp-project/dags/order_items.csv | 863 +++++++ .../dags/orders-2021-02-10.csv | 178 ++ .../dags/orders-2021-02-11.csv | 185 ++ .../dags/orders-2023-05-19.csv | 0 00-bootcamp-project/dags/products.csv | 31 + 00-bootcamp-project/dags/promos.csv | 7 + 00-bootcamp-project/dags/users-2020-01-05.csv | 2 + 00-bootcamp-project/dags/users-2020-01-06.csv | 0 00-bootcamp-project/dags/users-2020-01-07.csv | 0 00-bootcamp-project/dags/users-2020-01-08.csv | 2 + 00-bootcamp-project/dags/users-2020-01-09.csv | 0 00-bootcamp-project/dags/users-2020-01-10.csv | 0 00-bootcamp-project/dags/users-2020-01-11.csv | 2 + 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00-bootcamp-project/dags/users-2020-01-31.csv | 0 00-bootcamp-project/dags/users-2020-02-01.csv | 0 00-bootcamp-project/dags/users-2020-02-02.csv | 0 00-bootcamp-project/dags/users-2020-02-03.csv | 0 00-bootcamp-project/dags/users-2020-02-04.csv | 0 00-bootcamp-project/dags/users-2023-05-19.csv | 0 00-bootcamp-project/data/addresses.csv | 151 ++ 00-bootcamp-project/data/events.csv | 1430 ++++++++++++ 00-bootcamp-project/data/order_items.csv | 863 +++++++ 00-bootcamp-project/data/orders.csv | 178 ++ 00-bootcamp-project/data/products.csv | 31 + 00-bootcamp-project/data/promos.csv | 7 + 00-bootcamp-project/data/users.csv | 3 + .../deb-2023-181e69c62d56-bq.json | 12 + .../deb-2023-b452984b2fbe-gcs.json | 12 + .../deb-2023-eb731094ca12-bq&gcs.json | 12 + 00-bootcamp-project/docker-compose.yml | 312 +++ 00-bootcamp-project/labs/addresses_export | 150 ++ 00-bootcamp-project/labs/rd.ipynb | 218 ++ 00-bootcamp-project/load | 97 + .../load_data_to_gcs_then_bigquery.py | 264 +++ .../load_data_to_gcs_then_bq_improve.py | 129 + 00-bootcamp-project/logs/scheduler/latest | 1 + 00-bootcamp-project/main-api.py | 52 + 00-bootcamp-project/main-postgresql.py | 46 + 00-bootcamp-project/main-sftp.py | 28 + 00-bootcamp-project/pipeline.conf | 16 + 00-bootcamp-project/poetry.lock | 992 ++++++++ 00-bootcamp-project/products.csv | 31 + 00-bootcamp-project/promos.csv | 7 + 00-bootcamp-project/pyproject.toml | 23 + 00-bootcamp-project/requirements.txt | 42 + 00-bootcamp-project/test.ipynb | 226 ++ .../scraping/gold_price.csv | 8 + .../scraping/main_gold.py | 3 + .../scraping/scrapy.ipynb | 175 ++ .../data-engineering-lifecycle/dogs.json | 1 + .../data-engineering-lifecycle/extract.py | 8 +- .../data-engineering-lifecycle/load.sh | 2 +- .../data-engineering-lifecycle/poetry.lock | 154 ++ .../data-engineering-lifecycle/pyproject.toml | 1 + .../requirements.txt | 5 + .../deb-2023-181e69c62d56.json | 12 + .../load_table_from_dataframe.py | 4 +- .../workshops/data/addresses.csv | 151 ++ .../workshops/data/events.csv | 1430 ++++++++++++ .../workshops/data/order_items.csv | 863 +++++++ .../workshops/data/orders.csv | 178 ++ .../workshops/data/products.csv | 31 + .../workshops/data/promos.csv | 7 + .../workshops/data/users.csv | 3 + .../workshops/deb-2023-181e69c62d56.json | 12 + .../workshops/load_data_to_bigquery.py | 163 ++ .../load_data_to_bigquery_improve.py | 89 + .../workshops/load_table_from_csv.py | 39 + .../workshops/poetry.lock | 839 +++++++ .../workshops/pyproject.toml | 18 + .../deb-2023-b452984b2fbe-gcs.json | 12 + .../examples/uploading-to-gcs/main.py | 2 +- .../dags/8-30_tuesdays.py | 27 + .../dags/data/products_export | 30 + .../dags/day_3_18-00_everymonth.py | 27 + .../dags/every_monday.py | 27 + .../dags/everyday.py | 27 + .../dags/everymonth.py | 27 + .../dags/my_first_dag.py | 16 + .../dags/my_task_dependencies.py | 25 + ...play_with_airflow_connections_and_hooks.py | 69 + .../dags/play_with_templating.py | 25 + .../dags/products_export | 30 + .../workshop/greenery/.gitignore | 4 + .../workshop/greenery/README.md | 15 + .../workshop/greenery/analyses/.gitkeep | 0 .../workshop/greenery/dbt_project.yml | 37 + .../workshop/greenery/macros/.gitkeep | 0 .../models/example/my_first_dbt_model.sql | 27 + .../models/example/my_second_dbt_model.sql | 6 + .../greenery/models/example/schema.yml | 21 + .../workshop/greenery/models/my_events.sql | 12 + .../greenery/models/staging/_models.yml | 33 + .../greenery/models/staging/greenery/_src.yml | 23 + .../staging/greenery/stg_greenery__users.sql | 1 + .../workshop/greenery/packages.yml | 3 + .../workshop/greenery/profiles.yml | 42 + .../workshop/greenery/seeds/.gitkeep | 0 .../workshop/greenery/snapshots/.gitkeep | 0 .../workshop/greenery/tests/.gitkeep | 0 ...ssert_phone_number_length_should_be_12.sql | 5 + 146 files changed, 16043 insertions(+), 6 deletions(-) create mode 100644 00-bootcamp-project/dags/addresses.csv create mode 100644 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mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/greenery_addresses_data_pipeline.py b/00-bootcamp-project/dags/greenery_addresses_data_pipeline.py new file mode 100644 index 000000000..89afafc91 --- /dev/null +++ b/00-bootcamp-project/dags/greenery_addresses_data_pipeline.py @@ -0,0 +1,144 @@ +from airflow import DAG +from airflow.operators.python import PythonOperator +from airflow.providers.postgres.hooks.postgres import PostgresHook +from airflow.utils import timezone +import pandas as pd +import os +import json +from google.cloud import bigquery, storage +from google.oauth2 import service_account + +BUSINESS_DOMAIN = "greenery" +LOCATION = "asia-southeast1" +PROJECT_ID = "dataengineercafe" +DAGS_FOLDER = "/opt/airflow/dags" +DATA = "addresses" +project_id = "deb-2023" +bucket_name = "deb-bootcamp-100018" + +# Import modules regarding GCP service account, BigQuery, and GCS +# Your code here +header = ["address_id", "address", "zipcode", "state", "country"] + +def _extract_data(): + # Your code below + pg_hook = PostgresHook(postgres_conn_id="my_postgres_conn", schema="greenery") + connection = pg_hook.get_conn() + cursor = connection.cursor() + sql = """select {} from {}""".format(', '.join(header), DATA) + cursor.execute(sql) + rows = cursor.fetchall() + for each in rows: + print(each) + +def _dump_data(table: str): + pg_hook = PostgresHook(postgres_conn_id="my_postgres_conn", schema="greenery") + out_file = f"{DAGS_FOLDER}/{table}" + pg_hook.bulk_dump(table, out_file) + return {'out_file': out_file, 'tb_name': table} + +def _data_to_csv(pull_task, **kwargs): + pull_data = kwargs['ti'].xcom_pull(task_ids=pull_task) + input_file = pull_data['out_file'] + df = pd.read_csv(input_file, delimiter='\t', header=None) + df.columns = header + df.to_csv(f'{input_file}.csv', index=None) + os.remove(input_file) + +def _get_credentials(): + keyfile = "/opt/airflow/dags/deb-2023-eb731094ca12-bq-gcs.json" + service_account_info = json.load(open(keyfile)) + credentials = service_account.Credentials.from_service_account_info(service_account_info) + return credentials + +def _load_data_to_gcs(): + # Your code below + credentials=_get_credentials() + storage_client = storage.Client( + project=project_id, + credentials=credentials, + ) + bucket = storage_client.bucket(bucket_name) + + # addresses + + file_path = f"{DAGS_FOLDER}/{DATA}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{DATA}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + # pass + + +def _load_data_from_gcs_to_bigquery(): + # Your code below + credentials=_get_credentials() + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=LOCATION, + ) + table_id = f"{project_id}.deb_bootcamp.{DATA}" + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + ) + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{DATA}.csv" + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=LOCATION, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + # pass + + +default_args = { + "owner": "airflow", + "start_date": timezone.datetime(2023, 5, 1), # Set an appropriate start date here +} +with DAG( + dag_id="greenery_addresses_data_pipeline", # Replace xxx with the data name + default_args=default_args, + schedule=None, # Set your schedule here + catchup=False, + tags=["DEB", "2023", "greenery"], +): + + # Extract data from Postgres, API, or SFTP + extract_data = PythonOperator( + task_id="extract_data", + python_callable=_extract_data, + ) + + dump_data = PythonOperator( + task_id="dump_data", + python_callable=_dump_data, + op_kwargs={"table": DATA}, + ) + + data_to_csv = PythonOperator( + task_id="data_to_csv", + python_callable=_data_to_csv, + op_kwargs={"pull_task": "dump_data"}, + ) + + # Load data to GCS + load_data_to_gcs = PythonOperator( + task_id="load_data_to_gcs", + python_callable=_load_data_to_gcs, + ) + + # Load data from GCS to BigQuery + load_data_from_gcs_to_bigquery = PythonOperator( + task_id="load_data_from_gcs_to_bigquery", + python_callable=_load_data_from_gcs_to_bigquery, + ) + + # Task dependencies + extract_data >> dump_data >> data_to_csv >> load_data_to_gcs >> load_data_from_gcs_to_bigquery \ No newline at end of file diff --git a/00-bootcamp-project/dags/greenery_events_data_pipeline.py b/00-bootcamp-project/dags/greenery_events_data_pipeline.py new file mode 100644 index 000000000..ba7050266 --- /dev/null +++ b/00-bootcamp-project/dags/greenery_events_data_pipeline.py @@ -0,0 +1,125 @@ +from airflow import DAG +from airflow.operators.python import PythonOperator +from airflow.utils import timezone +from google.cloud import bigquery, storage +from google.oauth2 import service_account +import os +import json +import requests +import csv + +BUSINESS_DOMAIN = "greenery" +LOCATION = "asia-southeast1" +DAGS_FOLDER = "/opt/airflow/dags" +DATA = "events" +project_id = "deb-2023" +bucket_name = "deb-bootcamp-100018" + +# Import modules regarding GCP service account, BigQuery, and GCS +# Your code here + +def _extract_data(ds): + # Your code below + url = f"http://34.87.139.82:8000/{DATA}/?created_at={ds}" + response = requests.get(url) + data = response.json() + with open(f"{DAGS_FOLDER}/{DATA}-{ds}.csv", "w") as f: + writer = csv.writer(f) + header = data[0].keys() + writer.writerow(header) + + for each in data: + writer.writerow(each.values()) + +def _get_credentials(): + keyfile = "/opt/airflow/dags/deb-2023-eb731094ca12-bq-gcs.json" + service_account_info = json.load(open(keyfile)) + credentials = service_account.Credentials.from_service_account_info(service_account_info) + return credentials + +def _load_data_to_gcs(ds): + # Your code below + credentials=_get_credentials() + storage_client = storage.Client( + project=project_id, + credentials=credentials, + ) + bucket = storage_client.bucket(bucket_name) + + # events + file_path = f"{DAGS_FOLDER}/{DATA}-{ds}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{ds}/{DATA}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + + +def _load_data_from_gcs_to_bigquery(ds): + # Your code below + credentials=_get_credentials() + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=LOCATION, + ) + partition = ds.replace("-","") + table_id = f"{project_id}.deb_bootcamp.{DATA}${partition}" + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + ) + + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{ds}/{DATA}.csv" + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=LOCATION, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + # pass + + +default_args = { + "owner": "airflow", + "start_date": timezone.datetime(2023, 5, 1), # Set an appropriate start date here +} +with DAG( + dag_id="greenery_events_data_pipeline", # Replace xxx with the data name + default_args=default_args, + schedule="@daily", # Set your schedule here + catchup=False, + tags=["DEB", "2023", "greenery"], +): + + # Extract data from Postgres, API, or SFTP + extract_data = PythonOperator( + task_id="extract_data", + python_callable=_extract_data, + # op_kwargs={"ds": "{{ ds }}"}, + ) + + # Load data to GCS + load_data_to_gcs = PythonOperator( + task_id="load_data_to_gcs", + python_callable=_load_data_to_gcs, + # op_kwargs={"ds": "{{ ds }}"}, + ) + + # Load data from GCS to BigQuery + load_data_from_gcs_to_bigquery = PythonOperator( + task_id="load_data_from_gcs_to_bigquery", + python_callable=_load_data_from_gcs_to_bigquery, + # op_kwargs={"ds": "{{ ds }}"}, + ) + + # Task dependencies + extract_data >> load_data_to_gcs >> load_data_from_gcs_to_bigquery \ No newline at end of file diff --git a/00-bootcamp-project/dags/greenery_oder_items_data_pipeline.py b/00-bootcamp-project/dags/greenery_oder_items_data_pipeline.py new file mode 100644 index 000000000..022fdf655 --- /dev/null +++ b/00-bootcamp-project/dags/greenery_oder_items_data_pipeline.py @@ -0,0 +1,143 @@ +from airflow import DAG +from airflow.operators.python import PythonOperator +from airflow.providers.postgres.hooks.postgres import PostgresHook +from airflow.utils import timezone +import pandas as pd +import os +import json +from google.cloud import bigquery, storage +from google.oauth2 import service_account + +BUSINESS_DOMAIN = "greenery" +LOCATION = "asia-southeast1" +PROJECT_ID = "dataengineercafe" +DAGS_FOLDER = "/opt/airflow/dags" +DATA = "order_items" +project_id = "deb-2023" +bucket_name = "deb-bootcamp-100018" + +# Import modules regarding GCP service account, BigQuery, and GCS +# Your code here +header = ["order_id", "product_id", "quantity"] + +def _extract_data(): + pg_hook = PostgresHook(postgres_conn_id="my_postgres_conn", schema="greenery") + connection = pg_hook.get_conn() + cursor = connection.cursor() + sql = """select {} from {}""".format(', '.join(header), DATA) + cursor.execute(sql) + rows = cursor.fetchall() + for each in rows: + print(each) + +def _dump_data(table: str): + pg_hook = PostgresHook(postgres_conn_id="my_postgres_conn", schema="greenery") + out_file = f"{DAGS_FOLDER}/{table}" + pg_hook.bulk_dump(table, out_file) + return {'out_file': out_file, 'tb_name': table} + +def _data_to_csv(pull_task, **kwargs): + pull_data = kwargs['ti'].xcom_pull(task_ids=pull_task) + input_file = pull_data['out_file'] + df = pd.read_csv(input_file, delimiter='\t', header=None) + df.columns = header + df.to_csv(f'{input_file}.csv', index=None) + os.remove(input_file) + +def _get_credentials(): + keyfile = "/opt/airflow/dags/deb-2023-eb731094ca12-bq-gcs.json" + service_account_info = json.load(open(keyfile)) + credentials = service_account.Credentials.from_service_account_info(service_account_info) + return credentials + +def _load_data_to_gcs(): + # Your code below + credentials=_get_credentials() + storage_client = storage.Client( + project=project_id, + credentials=credentials, + ) + bucket = storage_client.bucket(bucket_name) + + # addresses + + file_path = f"{DAGS_FOLDER}/{DATA}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{DATA}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + # pass + + +def _load_data_from_gcs_to_bigquery(): + # Your code below + credentials=_get_credentials() + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=LOCATION, + ) + table_id = f"{project_id}.deb_bootcamp.{DATA}" + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + ) + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{DATA}.csv" + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=LOCATION, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + # pass + + +default_args = { + "owner": "airflow", + "start_date": timezone.datetime(2023, 5, 1), # Set an appropriate start date here +} +with DAG( + dag_id="greenery_order_items_data_pipeline", # Replace xxx with the data name + default_args=default_args, + schedule=None, # Set your schedule here + catchup=False, + tags=["DEB", "2023", "greenery"], +): + + # Extract data from Postgres, API, or SFTP + extract_data = PythonOperator( + task_id="extract_data", + python_callable=_extract_data, + ) + + dump_data = PythonOperator( + task_id="dump_data", + python_callable=_dump_data, + op_kwargs={"table": DATA}, + ) + + data_to_csv = PythonOperator( + task_id="data_to_csv", + python_callable=_data_to_csv, + op_kwargs={"pull_task": "dump_data"}, + ) + + # Load data to GCS + load_data_to_gcs = PythonOperator( + task_id="load_data_to_gcs", + python_callable=_load_data_to_gcs, + ) + + # Load data from GCS to BigQuery + load_data_from_gcs_to_bigquery = PythonOperator( + task_id="load_data_from_gcs_to_bigquery", + python_callable=_load_data_from_gcs_to_bigquery, + ) + + # Task dependencies + extract_data >> dump_data >> data_to_csv >> load_data_to_gcs >> load_data_from_gcs_to_bigquery \ No newline at end of file diff --git a/00-bootcamp-project/dags/greenery_orders_data_pipeline.py b/00-bootcamp-project/dags/greenery_orders_data_pipeline.py new file mode 100644 index 000000000..51819c60b --- /dev/null +++ b/00-bootcamp-project/dags/greenery_orders_data_pipeline.py @@ -0,0 +1,124 @@ +from airflow import DAG +from airflow.operators.python import PythonOperator +from airflow.utils import timezone +from google.cloud import bigquery, storage +from google.oauth2 import service_account +import os +import json +import requests +import csv + +BUSINESS_DOMAIN = "greenery" +LOCATION = "asia-southeast1" +DAGS_FOLDER = "/opt/airflow/dags" +DATA = "orders" +project_id = "deb-2023" +bucket_name = "deb-bootcamp-100018" + +# Import modules regarding GCP service account, BigQuery, and GCS +# Your code here + +def _extract_data(ds): + # Your code below + url = f"http://34.87.139.82:8000/{DATA}/?created_at={ds}" + response = requests.get(url) + data = response.json() + with open(f"{DAGS_FOLDER}/{DATA}-{ds}.csv", "w") as f: + writer = csv.writer(f) + header = data[0].keys() + writer.writerow(header) + + for each in data: + writer.writerow(each.values()) + +def _get_credentials(): + keyfile = "/opt/airflow/dags/deb-2023-eb731094ca12-bq-gcs.json" + service_account_info = json.load(open(keyfile)) + credentials = service_account.Credentials.from_service_account_info(service_account_info) + return credentials + +def _load_data_to_gcs(ds): + # Your code below + credentials=_get_credentials() + storage_client = storage.Client( + project=project_id, + credentials=credentials, + ) + bucket = storage_client.bucket(bucket_name) + + # events + file_path = f"{DAGS_FOLDER}/{DATA}-{ds}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{ds}/{DATA}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + + +def _load_data_from_gcs_to_bigquery(ds): + # Your code below + credentials=_get_credentials() + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=LOCATION, + ) + partition = ds.replace("-","") + table_id = f"{project_id}.deb_bootcamp.{DATA}${partition}" + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + ) + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{ds}/{DATA}.csv" + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=LOCATION, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + # pass + + +default_args = { + "owner": "airflow", + "start_date": timezone.datetime(2023, 5, 1), # Set an appropriate start date here +} +with DAG( + dag_id="greenery_orders_data_pipeline", # Replace xxx with the data name + default_args=default_args, + schedule="@daily", # Set your schedule here + catchup=False, + tags=["DEB", "2023", "greenery"], +): + + # Extract data from Postgres, API, or SFTP + extract_data = PythonOperator( + task_id="extract_data", + python_callable=_extract_data, + # op_kwargs={"ds": "{{ ds }}"}, + ) + + # Load data to GCS + load_data_to_gcs = PythonOperator( + task_id="load_data_to_gcs", + python_callable=_load_data_to_gcs, + # op_kwargs={"ds": "{{ ds }}"}, + ) + + # Load data from GCS to BigQuery + load_data_from_gcs_to_bigquery = PythonOperator( + task_id="load_data_from_gcs_to_bigquery", + python_callable=_load_data_from_gcs_to_bigquery, + # op_kwargs={"ds": "{{ ds }}"}, + ) + + # Task dependencies + extract_data >> load_data_to_gcs >> load_data_from_gcs_to_bigquery \ No newline at end of file diff --git a/00-bootcamp-project/dags/greenery_products_data_pipeline.py b/00-bootcamp-project/dags/greenery_products_data_pipeline.py new file mode 100644 index 000000000..df37bae60 --- /dev/null +++ b/00-bootcamp-project/dags/greenery_products_data_pipeline.py @@ -0,0 +1,142 @@ +from airflow import DAG +from airflow.operators.python import PythonOperator +from airflow.providers.postgres.hooks.postgres import PostgresHook +from airflow.utils import timezone +import pandas as pd +import os +import json +from google.cloud import bigquery, storage +from google.oauth2 import service_account + +BUSINESS_DOMAIN = "greenery" +LOCATION = "asia-southeast1" +PROJECT_ID = "dataengineercafe" +DAGS_FOLDER = "/opt/airflow/dags" +DATA = "products" +project_id = "deb-2023" +bucket_name = "deb-bootcamp-100018" +header = ["product_id", "name", "price", "inventory"] + +# Import modules regarding GCP service account, BigQuery, and GCS +# Your code here + +def _extract_data(): + # Your code below + pg_hook = PostgresHook(postgres_conn_id="my_postgres_conn", schema="greenery") + connection = pg_hook.get_conn() + cursor = connection.cursor() + sql = """select {} from {}""".format(', '.join(header), DATA) + cursor.execute(sql) + rows = cursor.fetchall() + for each in rows: + print(each) + +def _dump_data(table: str): + pg_hook = PostgresHook(postgres_conn_id="my_postgres_conn", schema="greenery") + out_file = f"{DAGS_FOLDER}/{table}" + pg_hook.bulk_dump(table, out_file) + return {'out_file': out_file, 'tb_name': table} + +def _data_to_csv(pull_task, **kwargs): + pull_data = kwargs['ti'].xcom_pull(task_ids=pull_task) + input_file = pull_data['out_file'] + df = pd.read_csv(input_file, delimiter='\t', header=None) + df.columns = header + df.to_csv(f'{input_file}.csv', index=None) + os.remove(input_file) + +def _get_credentials(): + keyfile = "/opt/airflow/dags/deb-2023-eb731094ca12-bq-gcs.json" + service_account_info = json.load(open(keyfile)) + credentials = service_account.Credentials.from_service_account_info(service_account_info) + return credentials + +def _load_data_to_gcs(): + # Your code below + credentials=_get_credentials() + storage_client = storage.Client( + project=project_id, + credentials=credentials, + ) + bucket = storage_client.bucket(bucket_name) + + # order_items + file_path = f"{DAGS_FOLDER}/{DATA}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{DATA}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + + +def _load_data_from_gcs_to_bigquery(): + # Your code below + credentials=_get_credentials() + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=LOCATION, + ) + table_id = f"{project_id}.deb_bootcamp.{DATA}" + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + ) + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{DATA}.csv" + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=LOCATION, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + # pass + + +default_args = { + "owner": "airflow", + "start_date": timezone.datetime(2023, 5, 1), # Set an appropriate start date here +} +with DAG( + dag_id="greenery_products_data_pipeline", # Replace xxx with the data name + default_args=default_args, + schedule=None, # Set your schedule here + catchup=False, + tags=["DEB", "2023", "greenery"], +): + + # Extract data from Postgres, API, or SFTP + extract_data = PythonOperator( + task_id="extract_data", + python_callable=_extract_data, + ) + + dump_data = PythonOperator( + task_id="dump_data", + python_callable=_dump_data, + op_kwargs={"table": DATA}, + ) + + data_to_csv = PythonOperator( + task_id="data_to_csv", + python_callable=_data_to_csv, + op_kwargs={"pull_task": "dump_data"}, + ) + + # Load data to GCS + load_data_to_gcs = PythonOperator( + task_id="load_data_to_gcs", + python_callable=_load_data_to_gcs, + ) + + # Load data from GCS to BigQuery + load_data_from_gcs_to_bigquery = PythonOperator( + task_id="load_data_from_gcs_to_bigquery", + python_callable=_load_data_from_gcs_to_bigquery, + ) + + # Task dependencies + extract_data >> dump_data >> data_to_csv >> load_data_to_gcs >> load_data_from_gcs_to_bigquery \ No newline at end of file diff --git a/00-bootcamp-project/dags/greenery_promos_data_pipeline.py b/00-bootcamp-project/dags/greenery_promos_data_pipeline.py new file mode 100644 index 000000000..a55ad59db --- /dev/null +++ b/00-bootcamp-project/dags/greenery_promos_data_pipeline.py @@ -0,0 +1,144 @@ +from airflow import DAG +from airflow.operators.python import PythonOperator +from airflow.providers.postgres.hooks.postgres import PostgresHook +from airflow.utils import timezone +from google.cloud import bigquery, storage +from google.oauth2 import service_account +import pandas as pd +import os +import json +import csv +import requests + +BUSINESS_DOMAIN = "greenery" +LOCATION = "asia-southeast1" +PROJECT_ID = "dataengineercafe" +DAGS_FOLDER = "/opt/airflow/dags" +DATA = "promos" +project_id = "deb-2023" +bucket_name = "deb-bootcamp-100018" +header = ["promo_id", "discount", "status"] + +# Import modules regarding GCP service account, BigQuery, and GCS +# Your code here + +def _extract_data(): + # Your code below + pg_hook = PostgresHook(postgres_conn_id="my_postgres_conn", schema="greenery") + connection = pg_hook.get_conn() + cursor = connection.cursor() + sql = """select {} from {}""".format(', '.join(header), DATA) + cursor.execute(sql) + rows = cursor.fetchall() + for each in rows: + print(each) + +def _dump_data(table: str): + pg_hook = PostgresHook(postgres_conn_id="my_postgres_conn", schema="greenery") + out_file = f"{DAGS_FOLDER}/{table}" + pg_hook.bulk_dump(table, out_file) + return {'out_file': out_file, 'tb_name': table} + +def _data_to_csv(pull_task, **kwargs): + pull_data = kwargs['ti'].xcom_pull(task_ids=pull_task) + input_file = pull_data['out_file'] + df = pd.read_csv(input_file, delimiter='\t', header=None) + df.columns = header + df.to_csv(f'{input_file}.csv', index=None) + os.remove(input_file) + +def _get_credentials(): + keyfile = "/opt/airflow/dags/deb-2023-eb731094ca12-bq-gcs.json" + service_account_info = json.load(open(keyfile)) + credentials = service_account.Credentials.from_service_account_info(service_account_info) + return credentials + +def _load_data_to_gcs(): + # Your code below + credentials=_get_credentials() + storage_client = storage.Client( + project=project_id, + credentials=credentials, + ) + bucket = storage_client.bucket(bucket_name) + + # order_items + file_path = f"{DAGS_FOLDER}/{DATA}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{DATA}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + + +def _load_data_from_gcs_to_bigquery(): + # Your code below + credentials=_get_credentials() + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=LOCATION, + ) + table_id = f"{project_id}.deb_bootcamp.{DATA}" + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + ) + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{DATA}.csv" + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=LOCATION, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + # pass + + +default_args = { + "owner": "airflow", + "start_date": timezone.datetime(2023, 5, 1), # Set an appropriate start date here +} +with DAG( + dag_id="greenery_promos_data_pipeline", # Replace xxx with the data name + default_args=default_args, + schedule=None, # Set your schedule here + catchup=False, + tags=["DEB", "2023", "greenery"], +): + + # Extract data from Postgres, API, or SFTP + extract_data = PythonOperator( + task_id="extract_data", + python_callable=_extract_data, + ) + + dump_data = PythonOperator( + task_id="dump_data", + python_callable=_dump_data, + op_kwargs={"table": DATA}, + ) + + data_to_csv = PythonOperator( + task_id="data_to_csv", + python_callable=_data_to_csv, + op_kwargs={"pull_task": "dump_data"}, + ) + + # Load data to GCS + load_data_to_gcs = PythonOperator( + task_id="load_data_to_gcs", + python_callable=_load_data_to_gcs, + ) + + # Load data from GCS to BigQuery + load_data_from_gcs_to_bigquery = PythonOperator( + task_id="load_data_from_gcs_to_bigquery", + python_callable=_load_data_from_gcs_to_bigquery, + ) + + # Task dependencies + extract_data >> dump_data >> data_to_csv >> load_data_to_gcs >> load_data_from_gcs_to_bigquery \ No newline at end of file diff --git a/00-bootcamp-project/dags/greenery_users_data_pipeline.py b/00-bootcamp-project/dags/greenery_users_data_pipeline.py new file mode 100644 index 000000000..9ab875292 --- /dev/null +++ b/00-bootcamp-project/dags/greenery_users_data_pipeline.py @@ -0,0 +1,124 @@ +from airflow import DAG +from airflow.operators.python import PythonOperator +from airflow.utils import timezone +from google.cloud import bigquery, storage +from google.oauth2 import service_account +import os +import json +import requests +import csv + +BUSINESS_DOMAIN = "greenery" +LOCATION = "asia-southeast1" +DAGS_FOLDER = "/opt/airflow/dags" +DATA = "users" +project_id = "deb-2023" +bucket_name = "deb-bootcamp-100018" + +# Import modules regarding GCP service account, BigQuery, and GCS +# Your code here + +def _extract_data(ds): + # Your code below + url = f"http://34.87.139.82:8000/{DATA}/?created_at={ds}" + response = requests.get(url) + data = response.json() + with open(f"{DAGS_FOLDER}/{DATA}-{ds}.csv", "w") as f: + writer = csv.writer(f) + header = data[0].keys() + writer.writerow(header) + + for each in data: + writer.writerow(each.values()) + +def _get_credentials(): + keyfile = "/opt/airflow/dags/deb-2023-eb731094ca12-bq-gcs.json" + service_account_info = json.load(open(keyfile)) + credentials = service_account.Credentials.from_service_account_info(service_account_info) + return credentials + +def _load_data_to_gcs(ds): + # Your code below + credentials=_get_credentials() + storage_client = storage.Client( + project=project_id, + credentials=credentials, + ) + bucket = storage_client.bucket(bucket_name) + + # events + file_path = f"{DAGS_FOLDER}/{DATA}-{ds}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{ds}/{DATA}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + + +def _load_data_from_gcs_to_bigquery(ds): + # Your code below + credentials=_get_credentials() + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=LOCATION, + ) + partition = ds.replace("-","") + table_id = f"{project_id}.deb_bootcamp.{DATA}${partition}" + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + ) + destination_blob_name = f"{BUSINESS_DOMAIN}/{DATA}/{ds}/{DATA}.csv" + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=LOCATION, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + # pass + + +default_args = { + "owner": "airflow", + "start_date": timezone.datetime(2023, 5, 1), # Set an appropriate start date here +} +with DAG( + dag_id="greenery_users_data_pipeline", # Replace xxx with the data name + default_args=default_args, + schedule="@daily", # Set your schedule here + catchup=False, + tags=["DEB", "2023", "greenery"], +): + + # Extract data from Postgres, API, or SFTP + extract_data = PythonOperator( + task_id="extract_data", + python_callable=_extract_data, + op_kwargs={"ds": "{{ ds }}"}, + ) + + # Load data to GCS + load_data_to_gcs = PythonOperator( + task_id="load_data_to_gcs", + python_callable=_load_data_to_gcs, + op_kwargs={"ds": "{{ ds }}"}, + ) + + # Load data from GCS to BigQuery + load_data_from_gcs_to_bigquery = PythonOperator( + task_id="load_data_from_gcs_to_bigquery", + python_callable=_load_data_from_gcs_to_bigquery, + op_kwargs={"ds": "{{ ds }}"}, + ) + + # Task dependencies + extract_data >> load_data_to_gcs >> load_data_from_gcs_to_bigquery \ No newline at end of file diff --git a/00-bootcamp-project/dags/order_items.csv b/00-bootcamp-project/dags/order_items.csv new file mode 100644 index 000000000..f23abc297 --- /dev/null +++ b/00-bootcamp-project/dags/order_items.csv @@ -0,0 +1,863 @@ +order_id,product_id,quantity +5e75b8f4-e03e-462f-8a91-027bfaf3e8b4,c7050c3b-a898-424d-8d98-ab0aaad7bef4,3 +c615ea16-2b87-471c-a40e-f1a1b81df308,e18f33a6-b89a-4fbc-82ad-ccba5bb261cc,2 +1747e0c2-2649-4b8b-8048-540425302a8f,80eda933-749d-4fc6-91d5-613d29eb126f,2 +44f19d9b-6f8d-4c04-8c1e-ee05a171a48a,689fb64e-a4a2-45c5-b9f2-480c2155624d,4 +906ac891-d7a7-4d50-b4c6-c982fae2fc2d,e18f33a6-b89a-4fbc-82ad-ccba5bb261cc,4 +885ebd5d-6a82-4802-a241-2e52e223df5a,64d39754-03e4-4fa0-b1ea-5f4293315f67,2 +05202733-0e17-4726-97c2-0520c024ab85,689fb64e-a4a2-45c5-b9f2-480c2155624d,4 +97c51e08-8026-44cb-af4b-15f8011e4931,bb19d194-e1bd-4358-819e-cd1f1b401c0c,4 +44f19d9b-6f8d-4c04-8c1e-ee05a171a48a,b66a7143-c18a-43bb-b5dc-06bb5d1d3160,2 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+order_id,created_at,order_cost,shipping_cost,order_total,tracking_id,shipping_service,estimated_delivery_at,delivered_at,status,user,promo,address +1747e0c2-2649-4b8b-8048-540425302a8f,2021-02-10T10:35:38Z,562.9,6.11,569.01,fcf6a653-9018-4469-8b5f-4f0013accc40,ups,2021-02-13T10:35:38Z,2021-02-12T10:35:38Z,delivered,e512189a-15a2-4325-b41d-6092f5c03bc9,,2c7bd191-c7c9-45d3-9dd0-612320bd9817 +1eb77dda-3387-4242-ba28-0b371ea785cf,2021-02-10T15:22:56Z,373.85,3.23,377.08,6c36bdd9-d673-459b-932c-0a290b5a040c,fedex,2021-02-13T15:22:56Z,,shipped,393de08c-725c-457a-a591-16030480eb80,,06dd400a-9d9e-48f3-9312-5a41f6038c8e +529bcc4d-8fcc-42b5-b4c5-a0e2c8886686,2021-02-10T07:33:27Z,82.0,6.37,88.37,063a7d43-ce96-4706-9be7-b92bea08910c,fedex,2021-02-11T07:33:27Z,2021-02-15T07:33:27Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,,e6572a36-e4ae-4daa-8c05-692490c310a1 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+e85b50e8-357e-45ff-8b8d-1890b9b7d0f0,2021-02-10T09:11:47Z,205.3,5.69,210.99,080d8966-d058-4476-921e-19ee95bbd681,ups,2021-02-12T09:11:47Z,2021-02-14T09:11:47Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,53983579-4a64-432a-941e-c3d9c886bd77 +08a14677-500a-4814-a60a-d83c3f6a8a37,2021-02-10T13:22:13Z,457.0,7.06,464.06,45273ecc-4321-4063-bc7c-786ea0f57634,ups,2021-02-13T13:22:13Z,2021-02-13T13:22:13Z,delivered,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,280bb1a8-d59e-4ada-b479-a4d47163130e +7d0f805e-b354-4c27-b55d-310e49d06e4e,2021-02-10T17:49:57Z,288.75,5.44,294.19,2270a0a4-e44c-4e18-a441-7dd943e06c30,fedex,2021-02-11T17:49:57Z,2021-02-12T17:49:57Z,delivered,48fd8fef-ef87-4609-aac6-a8495b2feb50,,1d3482c6-e56b-47df-91f8-4b32bc908b2b +71eb1669-8706-4ef4-8a4c-0def78871dc4,2021-02-10T17:25:21Z,150.75,2.83,153.58,3927cfbf-0cb1-4dac-a73c-e627d740c94d,fedex,2021-02-15T17:25:21Z,2021-02-16T17:25:21Z,delivered,1550e197-9073-408e-a1ca-08f9dbac7f7a,,e21cfbf8-4b71-4028-a00f-83d79b8d1745 +8a7d1bfe-b9b2-4aae-9455-9533214ce43e,2021-02-10T10:26:05Z,389.35,6.91,396.26,7fd3a2f2-3189-4c82-85e4-71b38c4d8f6a,fedex,2021-02-11T10:26:05Z,2021-02-15T10:26:05Z,delivered,c0f02267-3aca-4878-a0f9-3fe516f9ec17,,63fdd7ef-51f3-49e2-bdf2-22d46f68aacf +ef4b32fb-3859-441a-a4cc-1ca197f78aeb,2021-02-10T01:58:09Z,71.5,2.92,74.42,b350fe12-c39e-4cb3-abd8-dc38887a796a,ups,,2021-02-12T01:58:09Z,delivered,30a46555-66f8-4dd3-946f-dacc9bd6d0c2,,6d31baf0-1ecd-42e0-b32f-645d084c3109 +8b006054-ad90-49c4-9685-2adabaf29fcc,2021-02-10T01:25:20Z,95.5,9.71,105.21,f630f43b-b95a-497d-9c12-8c2dabe67d5a,fedex,2021-02-11T01:25:20Z,2021-02-12T01:25:20Z,delivered,b6b40cce-8d02-4fe5-8bee-5eadbcb56a01,,2ccdea45-e41c-4845-8252-50c2f568e0db +e60286de-ae1c-4427-8b3c-3f019e93ac7a,2021-02-10T00:05:59Z,162.0,5.27,167.27,2f77808e-dc8d-4be0-9d71-3b3143e94c27,fedex,2021-02-12T00:05:59Z,2021-02-17T00:05:59Z,delivered,2816d806-e7b2-4721-a197-a60bd3082f35,,e40b6557-536e-478e-a405-eed9959aa9f7 +095cd54c-8568-4245-9d7a-9c2f79c6a19e,2021-02-10T21:34:59Z,30.5,6.7,27.2,4b80bdbc-8aa1-45ec-a2b0-9dac783ab978,usps,2021-02-15T21:34:59Z,2021-02-16T21:34:59Z,delivered,edbbae4b-6354-4a0b-9d43-d74c3f67b5de,leverage,609af927-16f8-450a-ade4-1e06724e9feb +b7e548f6-8f59-4552-8577-e0b895c858b4,2021-02-10T10:15:40Z,85.0,3.36,88.36,eb73ab98-588d-44af-8a0e-02af97f31661,ups,2021-02-12T10:15:40Z,2021-02-14T10:15:40Z,delivered,02414bff-285d-4008-9352-ad50839b729f,,4747877b-fb7d-4ec1-b42d-6b8f8707c984 +7cbec68e-07c8-4476-86b4-90549db95454,2021-02-10T01:52:22Z,561.5,2.92,564.42,5108cc8a-e99c-445e-adc2-10298c053c1a,fedex,2021-02-13T01:52:22Z,2021-02-15T01:52:22Z,delivered,d055abf7-ba8e-463b-975a-c5cb10f6d8eb,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +e2510e94-b61f-4d8f-bf5f-7c13f609f272,2021-02-10T23:57:07Z,605.3,9.97,615.27,9935815e-8420-436b-ac7d-87294e2b5d41,ups,2021-02-15T23:57:07Z,2021-02-16T23:57:07Z,delivered,dc41b3dc-c270-46ce-a7b7-1f27c178765c,,4983fb6f-b53f-4022-95ca-d17eb4974093 +0a5be7a1-f4b1-4833-b4fa-72a9276c63bf,2021-02-10T19:19:53Z,123.8,4.98,128.78,591e0d3a-b935-4d5c-bf31-e6a2cb75f103,ups,2021-02-12T19:19:53Z,2021-02-14T19:19:53Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +1559d243-a71a-4568-ac1b-a6175099e006,2021-02-10T03:22:09Z,122.0,6.67,128.67,e88410ac-0042-4305-9661-bf63b17236b0,usps,2021-02-15T03:22:09Z,2021-02-17T03:22:09Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,302bfd3c-795c-4eef-b1e7-627897f6861e +0b926971-0595-47de-a881-26c82d880ed4,2021-02-10T12:42:49Z,296.0,5.71,301.71,90ab8662-a7d0-4b2f-aaa4-3c8c1eefb772,ups,,2021-02-17T12:42:49Z,delivered,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,edd6e563-bce1-4c84-859d-31cae681f40b +fafde59f-fc4a-4d5f-865e-ff13c8ab6d06,2021-02-10T14:33:34Z,202.0,4.75,206.75,b0867a83-05d3-4288-8975-f23617c27aa9,ups,2021-02-12T14:33:34Z,2021-02-17T14:33:34Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,ff8d0181-f21e-4235-bf7c-e5f917c6b55f +497e5ef8-5bf6-424c-9d05-f5a467c2d23a,2021-02-10T16:55:52Z,186.5,8.35,194.85,51e132a1-3045-4648-bb6e-fa56c4dbcc76,ups,,2021-02-17T16:55:52Z,delivered,5de439eb-6bc7-4fc2-ba0e-a3bf8a286d63,,28d7931e-b044-49f6-ac58-fabf1151055a +fa41614e-38dc-4cfb-ade8-4ffb9d1fed72,2021-02-10T14:17:38Z,410.75,8.28,419.03,60418ca5-9737-4e16-a7c2-286ad5ab5665,usps,2021-02-12T14:17:38Z,2021-02-16T14:17:38Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,2ccdea45-e41c-4845-8252-50c2f568e0db +e2281b91-8575-4da9-9a3a-ab0f19ec584e,2021-02-10T18:39:59Z,30.0,7.37,37.37,0007698e-0b78-469e-a761-4cfeebd10067,ups,2021-02-13T18:39:59Z,2021-02-14T18:39:59Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +c20d15c3-b463-49d9-a114-905c83bbf357,2021-02-10T00:46:35Z,240.5,5.4,232.9,70360c85-b89d-4333-8066-26cdda56a9af,fedex,2021-02-14T00:46:35Z,2021-02-16T00:46:35Z,delivered,85362f90-0066-4b3b-b0d5-2e919acda80d,instruction set,71aa45c1-ce05-43b5-a52a-6145ab435c69 +a7cf9a95-2f89-4c41-bc7d-1ba891946f76,2021-02-10T09:59:41Z,122.0,3.96,125.96,a6e167c5-3924-4b71-89d5-fe46145c27b2,usps,2021-02-14T09:59:41Z,2021-02-15T09:59:41Z,delivered,17c49262-1f0c-46d1-a6ba-bacc19f08a86,,609af927-16f8-450a-ade4-1e06724e9feb +d915aef6-3ddc-465a-a27d-e9a9f01eae18,2021-02-10T00:24:21Z,101.5,2.19,103.69,301a8e99-cfec-41c9-9964-866645a10078,ups,2021-02-13T00:24:21Z,2021-02-17T00:24:21Z,delivered,19ac513f-b77e-4808-ade4-284ece721d91,,fc458964-6e05-46e7-8717-c8c7798e78aa +191f7ddb-6fac-4ced-905c-307b6b8a1f29,2021-02-10T04:25:15Z,105.75,4.65,110.4,528a581e-8b45-4070-9359-8a9ed56f2f90,fedex,2021-02-14T04:25:15Z,2021-02-16T04:25:15Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,a6dd4d60-8756-4967-8dd6-e7deaa538bc6 +bd1b29ee-5f35-4a9f-94a5-9faaae412e12,2021-02-10T22:18:42Z,445.55,6.83,432.38,98aea485-2e9f-4f8f-a067-3d3be6ee55e3,ups,2021-02-15T22:18:42Z,2021-02-11T22:18:42Z,delivered,4340de09-99b5-451b-ada3-168228a08cf9,Mandatory,d7f05c8c-d055-481f-a427-77aded0fd4ce +f6b6807a-864d-4fed-b22d-3f2638f21b74,2021-02-10T08:19:35Z,61.9,1.26,63.16,2d812246-7139-4437-a0a8-6dbc7b172dbb,ups,2021-02-12T08:19:35Z,2021-02-16T08:19:35Z,delivered,85362f90-0066-4b3b-b0d5-2e919acda80d,,3a286955-76c1-4b50-b5fc-61e4e4e3be4d +5b13b820-a450-42d2-aaaa-a8a9c5fbd48c,2021-02-10T20:45:48Z,90.75,4.83,95.58,582632b4-2889-469a-a417-4342889c7552,ups,2021-02-12T20:45:48Z,2021-02-16T20:45:48Z,delivered,db41a6d4-70fc-43b1-82a5-393b46a2bdfa,,9b6a4ed6-6c27-4102-8d5f-5db7435e80ee +06b914dd-d6fc-44ea-a52e-10eadebb5183,2021-02-10T17:29:55Z,95.0,7.5,102.5,3330f149-af55-4680-a2c6-35501df5687b,ups,2021-02-13T17:29:55Z,2021-02-15T17:29:55Z,delivered,58367695-0c22-415d-9704-bd8f73bb2e8f,,131db634-55f8-4fb6-98f3-624ec32a94b8 +e9891ca7-3306-4f75-93fd-c04b976f9641,2021-02-10T19:21:18Z,483.5,1.69,485.19,66088a06-958d-47e2-baf3-0324c5198e8e,fedex,2021-02-13T19:21:18Z,2021-02-16T19:21:18Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,4a9bcc05-a07b-4507-9d42-a2325a4844fa +0669a520-9c7e-424d-a279-ee96f6f25aec,2021-02-10T13:37:32Z,86.25,4.35,90.6,cf87b5ba-1e2f-4e3c-9102-eef6c220c5d1,ups,,2021-02-14T13:37:32Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,c8e06217-c625-471f-8cdc-88c3e39f6b2c +0976f5e0-829b-4111-9ae8-3c444a1b26eb,2021-02-10T16:47:23Z,278.25,8.93,287.18,4983aff2-fccb-4c9d-951e-884e9ef7e7f5,usps,2021-02-15T16:47:23Z,,shipped,ee92f1cf-3bcf-4cea-a8d4-ac5ce812de46,,a4fbed7c-7bdd-465d-bdcd-ab0c4c68f300 +da8cbe31-46f8-4b5c-806a-11ba9c40df9a,2021-02-10T11:38:51Z,516.0,8.7,524.7,41b5dfbf-786f-46c8-91db-3988301d3c0f,ups,2021-02-14T11:38:51Z,2021-02-11T11:38:51Z,delivered,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,994b670f-e529-4a97-9826-448f7f9fbf80 +a2c0226b-46d1-4100-9eff-f9d5b3255850,2021-02-10T06:17:21Z,212.0,7.37,219.37,455d4f5f-9b48-42b2-89ba-bfb63c55fbf9,ups,2021-02-13T06:17:21Z,2021-02-17T06:17:21Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,be95b20d-a774-4572-b1ff-fd2c2c657568 +7148959b-5081-4702-83c5-d262cc357eae,2021-02-10T05:32:12Z,101.5,6.16,107.66,e386d0e1-2eba-4046-94c4-24ab656b0521,ups,2021-02-15T05:32:12Z,2021-02-11T05:32:12Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +942af8de-9bef-48e3-8fda-2341f20d2fbe,2021-02-10T11:26:45Z,276.75,4.8,281.55,6da0f9a4-1d8e-47d5-b3ed-8be1edb34e93,usps,2021-02-15T11:26:45Z,2021-02-13T11:26:45Z,delivered,0babae9e-2656-4dcb-b454-47d88d47c920,,4d9d28c3-6e38-48e7-9960-f244a3e72d9d +bbd9db3c-9553-43b8-8223-c8d204ba5129,2021-02-10T18:24:45Z,161.5,6.94,168.44,94ae9c7f-7bfa-4449-9419-d0435fed7be0,fedex,2021-02-12T18:24:45Z,2021-02-13T18:24:45Z,delivered,8f61f71f-2321-4365-a17d-8e808b3151d2,,ff8d0181-f21e-4235-bf7c-e5f917c6b55f +63505de8-b2e8-4588-8f0d-b1121bfb75f8,2021-02-10T13:05:57Z,573.75,3.16,576.91,e70ccf15-dd64-4aef-bfe4-2821f8241f23,ups,2021-02-15T13:05:57Z,2021-02-17T13:05:57Z,delivered,b49e6c79-09ad-41b2-9ed6-44570f83a3f8,,e080edb5-bf24-43dd-a9cd-f1419a240fa7 +90ffdce6-ac7d-46e1-b2b1-310b41b2c789,2021-02-10T15:26:12Z,15.0,2.59,17.59,980b08d8-142e-4a45-ab9c-77d0e7b2a169,usps,2021-02-11T15:26:12Z,2021-02-17T15:26:12Z,delivered,4dae48a6-8206-46eb-b629-fec4a99306ec,,d7f05c8c-d055-481f-a427-77aded0fd4ce +71c94abb-281b-44d8-b082-7848ae8e88d8,2021-02-10T23:55:17Z,91.5,7.53,99.03,2282603e-5bd6-447b-95df-acd21f8707ce,fedex,2021-02-15T23:55:17Z,2021-02-13T23:55:17Z,delivered,d78268b1-7168-49f4-8f6f-db436afb5a6f,,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +29d20dcd-d0c4-4bca-a52d-fc9363b5d7c6,2021-02-10T02:37:36Z,543.0,2.06,545.06,,,,,preparing,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +6b2a45d9-fe4f-4b4d-896d-54c08a71a80f,2021-02-10T11:49:46Z,201.5,4.59,196.09,4e7bf7b3-d3fd-486f-8a9d-368dc83ea8bd,ups,,2021-02-11T11:49:46Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,leverage,89ab3752-1119-4f9e-9766-0d6883501434 +1829f967-79c8-4998-ba9f-9d381728cedd,2021-02-10T21:22:42Z,451.5,7.44,438.94,63c66301-a47f-462b-b6f3-7e981d030ee2,fedex,2021-02-13T21:22:42Z,,shipped,db41a6d4-70fc-43b1-82a5-393b46a2bdfa,Mandatory,6b49d7c6-6ede-4a8a-ade1-ec5888c7ce14 +9d24b74d-0aaf-45ab-954e-5d8e435a3366,2021-02-10T17:46:27Z,121.5,4.74,126.24,b0e50484-6d2e-437b-acf8-b36ca0558774,fedex,,2021-02-12T17:46:27Z,delivered,20e2eaa5-e8b9-4675-bc3b-11c048b060d9,,fe794a2d-aa57-4ef1-8948-e0491e1ca3c1 +e2729b7d-e313-4a6f-9444-f7f65ae8db9a,2021-02-10T11:25:33Z,380.0,7.5,387.5,,,,,preparing,2bfd97fc-be3c-4137-8996-b44907a368d2,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +27897d11-f7a3-424a-bc4b-50c0487d12d1,2021-02-10T17:15:59Z,577.0,6.18,583.18,90ff417d-90e2-4a2e-8e64-a950e63c2157,ups,2021-02-14T17:15:59Z,2021-02-11T17:15:59Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +c8ec734f-2f92-4d17-80bf-71de0afd713d,2021-02-10T13:01:59Z,135.0,3.14,138.14,222af431-baed-4b39-bf00-32c768a6a992,ups,2021-02-14T13:01:59Z,2021-02-14T13:01:59Z,delivered,467a047e-c8df-4304-8fc9-949acd7bcf4a,,582148c7-44d6-4247-83ab-cd65557569b5 +f7379c32-fa41-43e5-b979-26053b9a60a3,2021-02-10T07:32:20Z,60.75,6.08,66.83,9e897f6a-1e71-4a12-8841-31ca73af745c,usps,2021-02-11T07:32:20Z,2021-02-12T07:32:20Z,delivered,48c5ab18-4e44-40cb-8776-a19da0a86ffa,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +3af487e1-401f-4269-a6a8-afd4d88c780c,2021-02-10T13:05:01Z,336.75,8.68,345.43,90507393-38e1-4bb0-84b3-6b2a49e13a98,ups,2021-02-14T13:05:01Z,2021-02-14T13:05:01Z,delivered,1fada2e4-1018-48f1-84dc-802dc99171fe,,902bcb47-051b-4375-9dc0-485b3172b89b +b245fe74-2070-4203-848c-85d4b59f8eef,2021-02-10T12:43:17Z,641.5,1.3,642.8,,,,,preparing,96ca8e55-2cbd-4c9b-9540-ff0ac6309797,,b3315b61-f1a6-4dbc-b08b-d65b38aa6f77 +3c6072c0-399c-4250-86f4-86024e4a18c5,2021-02-10T01:31:19Z,150.75,6.88,157.63,4a762117-eca8-4a36-bfb5-400be2b805f4,ups,2021-02-13T01:31:19Z,2021-02-13T01:31:19Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,d7f05c8c-d055-481f-a427-77aded0fd4ce +4c0ffd68-11fc-4dcd-b979-c910412a16bf,2021-02-10T02:30:40Z,236.25,2.32,238.57,5182441a-739a-4bb6-b59e-8cf8babd3fee,ups,2021-02-13T02:30:40Z,2021-02-15T02:30:40Z,delivered,29246f52-de26-4867-b464-7c5973526202,,71c60b11-0457-40c4-91ca-b86e0631f1eb +4d1f5b81-0ccc-4204-a6c8-f78c74882ded,2021-02-10T14:23:19Z,602.0,5.11,607.11,2081aed9-4dc7-45d7-87ee-e489a0006d1c,fedex,2021-02-12T14:23:19Z,2021-02-15T14:23:19Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +871d9861-ea19-47a1-950d-c3198128acef,2021-02-10T13:55:26Z,101.75,3.65,105.4,017466a0-6d53-471e-8848-c10ef7317658,ups,2021-02-12T13:55:26Z,2021-02-14T13:55:26Z,delivered,bf7367be-d029-4255-81a1-3a295eeb9c56,,3b7ecb69-bf20-41be-b69f-59685b249be2 +951d80a3-2947-4ec2-a5a4-c633662d25e9,2021-02-10T23:09:28Z,459.15,8.69,467.84,5e5d91a5-e1d8-4e3c-9165-0ee0a27f0de9,ups,2021-02-14T23:09:28Z,2021-02-16T23:09:28Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,0314fc1b-d832-4562-bda4-7dbe09d2868c +bbb8264e-cb71-4967-8033-60d7a52ad2fc,2021-02-10T14:34:24Z,241.2,9.05,250.25,7e3fd3fc-be84-4bee-a878-e1dc6e421424,fedex,2021-02-14T14:34:24Z,2021-02-13T14:34:24Z,delivered,ab6cf98c-c16e-41b7-88ab-31f4db64caa2,,d7f05c8c-d055-481f-a427-77aded0fd4ce +7f999c60-f004-4b75-8851-72498dfa47fc,2021-02-10T11:19:51Z,583.5,3.62,587.12,038766c7-6b8f-4297-87f5-158efc010015,usps,2021-02-12T11:19:51Z,2021-02-14T11:19:51Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,6b49d7c6-6ede-4a8a-ade1-ec5888c7ce14 +2795df92-ee7d-4992-bab2-15dbb2b2ab36,2021-02-10T11:26:57Z,444.65,6.78,451.43,a57de08b-2fea-4488-84ff-bedf458342af,ups,2021-02-14T11:26:57Z,2021-02-16T11:26:57Z,delivered,9208a361-ea2f-4f75-a2b4-281b55df08a9,,dc7345f9-9c6b-45d5-a633-a07a4a355104 +4d84f125-234d-4f3c-a54d-41172b453510,2021-02-10T03:45:36Z,45.0,4.4,49.4,8a0cd48b-e92c-4c49-98ad-2e981aeb3df5,dhl,2021-02-15T03:45:36Z,2021-02-17T03:45:36Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,302bfd3c-795c-4eef-b1e7-627897f6861e +e3965ae6-8792-422f-bae0-ecbce4da50aa,2021-02-10T18:41:39Z,107.85,5.76,113.61,7306f1b7-cf80-4332-9af7-bd3f89a75479,fedex,,,shipped,2c696f6a-3988-4cdb-a9a0-5c464e2ce19a,,18e90fce-7517-42c3-bd20-7028608da7df +b6f9c559-8c79-409f-963f-2499e5ad315e,2021-02-10T14:02:56Z,81.5,9.66,91.16,36c8391f-5a3e-459b-8127-61f1366ccf5e,usps,2021-02-11T14:02:56Z,2021-02-14T14:02:56Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +88971e55-2d81-493c-bd7f-2e1efc4c0153,2021-02-10T13:27:11Z,247.65,2.72,250.37,816279c6-4a1f-4535-8a03-671a51e7c7e5,fedex,2021-02-11T13:27:11Z,2021-02-12T13:27:11Z,delivered,2c696f6a-3988-4cdb-a9a0-5c464e2ce19a,,4a30ec6b-111e-4142-9079-956394e1e4c7 +973443f0-e2ff-472c-8469-f452d0beeeda,2021-02-10T10:55:44Z,456.0,5.04,461.04,8c408064-fe11-4e33-8801-6df7fba0452f,fedex,,,shipped,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,25caf41f-ca5a-4cbb-bc2c-b5d9fcebe66b +74bae4ca-0322-4e54-ac94-ba84bc63657e,2021-02-10T05:43:24Z,433.75,2.66,436.41,d51f8ff3-a7c9-4b26-a06a-46aca6785b4d,ups,2021-02-11T05:43:24Z,2021-02-14T05:43:24Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,a4fbed7c-7bdd-465d-bdcd-ab0c4c68f300 +4f4b3ac9-1308-4115-b7d7-abe956e17565,2021-02-10T10:47:36Z,203.5,3.74,207.24,388e7b9a-3a39-4819-8888-ea88970a8ec5,ups,2021-02-14T10:47:36Z,2021-02-11T10:47:36Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,5eadcadd-a524-443f-8fcb-d0ef1981da0a +3f0de386-c2df-4cfe-98c1-bd986fdbd4c2,2021-02-10T13:57:47Z,20.0,5.71,25.71,7ff28b48-9e18-4f9c-8d29-c1c836527796,ups,2021-02-14T13:57:47Z,2021-02-15T13:57:47Z,delivered,b84e37bd-016f-4bd7-ab63-0ba81c57ea9a,,a8fa71b5-5d47-410f-b0c1-a16d20a05937 +2affb750-b1d9-4b84-b612-8381435bc669,2021-02-10T15:53:34Z,220.0,9.87,229.87,2248ec46-bb3e-41ba-855e-c8da997df072,ups,2021-02-15T15:53:34Z,2021-02-16T15:53:34Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,26f11eae-4214-4e99-8fc2-acc4718e30b7 +b08fa5c7-cb20-415f-ad6d-e0dfd1a23c65,2021-02-10T16:49:51Z,120.75,5.54,126.29,26a2a633-e8d0-4537-878a-401cb2ae023a,ups,2021-02-14T16:49:51Z,2021-02-12T16:49:51Z,delivered,ee92f1cf-3bcf-4cea-a8d4-ac5ce812de46,,902bcb47-051b-4375-9dc0-485b3172b89b +3772cac5-2ea2-4278-9166-f0703935a671,2021-02-10T09:28:00Z,141.7,4.44,144.14,,,,,preparing,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,task-force,5b281207-9295-4a31-a1bb-5ac383acca2a +f684e5fd-154c-4b52-9b35-1ccc7e74190f,2021-02-10T05:29:13Z,767.9,7.64,775.54,f7e65ca3-e3b5-4b3d-8fba-881ed897cb6d,fedex,2021-02-12T05:29:13Z,2021-02-14T05:29:13Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,994b670f-e529-4a97-9826-448f7f9fbf80 +cb9cd4d2-3bce-4173-8303-62e581e91ac7,2021-02-10T08:58:39Z,535.0,1.99,536.99,9b345a92-0ed4-4b72-b2e0-26d43d0566f8,usps,2021-02-15T08:58:39Z,2021-02-17T08:58:39Z,delivered,bbe51ac6-6687-4cbe-9178-27d96f90836b,,63fdd7ef-51f3-49e2-bdf2-22d46f68aacf +175d8fb5-2c45-45b5-9fe3-7b3987d05b2d,2021-02-10T17:08:27Z,162.5,1.57,164.07,45e46aff-5482-486f-bc92-109706aaacd7,fedex,2021-02-12T17:08:27Z,2021-02-13T17:08:27Z,delivered,6875a4d9-cdc6-43bc-a700-f6916e049e46,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +349b5ed3-cac3-401f-aef3-290bc0b8d5d7,2021-02-10T21:53:19Z,40.0,5.97,45.97,35726bdf-0a6a-40e3-856d-7cdb0354e15a,ups,2021-02-13T21:53:19Z,2021-02-17T21:53:19Z,delivered,20e2eaa5-e8b9-4675-bc3b-11c048b060d9,,0314fc1b-d832-4562-bda4-7dbe09d2868c +727e8c88-6cf8-497a-ae3c-3a781c5b70c3,2021-02-10T10:16:11Z,280.0,8.12,288.12,77b56eab-02b8-46ae-ae88-986149b26f02,usps,2021-02-13T10:16:11Z,2021-02-15T10:16:11Z,delivered,b49e6c79-09ad-41b2-9ed6-44570f83a3f8,,dfe1082c-cb08-497f-9af9-9a7cf0aa70b5 +b8674a2e-e825-4cde-8885-959b55d86c1a,2021-02-10T09:39:44Z,322.0,4.98,326.98,97a82682-a2ba-42ec-8ece-241adce6331d,ups,2021-02-15T09:39:44Z,2021-02-12T09:39:44Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,8a46a3e5-4428-4744-855c-19d435fcf7af +3944bd76-a630-4f50-9f41-b4e985b520ca,2021-02-10T03:44:13Z,135.25,9.3,144.55,69be42e0-8eb9-4c92-9358-a65d25c85f72,fedex,2021-02-12T03:44:13Z,2021-02-16T03:44:13Z,delivered,b60b4bf2-44e4-4232-902b-79a50d448f8b,,5b760361-9ef1-49bd-a672-9acc2431d384 +667f2f4e-4262-425d-bf66-9b600af692a6,2021-02-10T11:04:14Z,81.45,5.46,86.91,3a9f5e6d-598d-4932-bd00-f1d4eb482df7,ups,2021-02-15T11:04:14Z,2021-02-11T11:04:14Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,,27b514cc-7ff4-4451-b1ba-27bb2f5011c8 +12a416f6-08d4-4db5-953e-d683ca9081f6,2021-02-10T20:23:20Z,226.25,1.63,216.88,58d39872-599c-4b1e-8cd3-baac98958b67,usps,,2021-02-11T20:23:20Z,delivered,7f89df2d-6f1e-4f67-83a1-40d2b8ec56b0,Digitized,a96cbe83-ad12-4457-af40-1b5b5f373937 +09431ff6-b550-4301-8d46-fde372e87af9,2021-02-10T00:01:02Z,383.75,8.14,391.89,afd17de9-1c7f-4233-8ead-ef97750526dc,fedex,2021-02-11T00:01:02Z,2021-02-14T00:01:02Z,delivered,5a9d6641-6ca6-48f0-af45-f411750f611a,,582148c7-44d6-4247-83ab-cd65557569b5 +ec9be902-7557-431c-824d-5c157c191697,2021-02-10T07:04:30Z,708.5,4.55,713.05,4d7ba4d1-ba37-4b02-989a-ddd83833f15f,ups,,2021-02-11T07:04:30Z,delivered,489039b3-4092-4ed0-9065-b87573c26f21,,4983fb6f-b53f-4022-95ca-d17eb4974093 +c23de9da-73a2-437f-a2c2-bd257bc692c3,2021-02-10T20:54:20Z,162.95,9.84,172.79,ab97ca64-d046-43bd-a2ee-233530f5dabc,usps,2021-02-13T20:54:20Z,2021-02-12T20:54:20Z,delivered,7193aa74-ca9f-4769-b290-a817bd2e4266,,b3db1ec9-17b7-4b15-8f04-b2077048f428 +b9523b83-4b6f-41d3-8681-b946313ac6c3,2021-02-10T18:05:26Z,227.95,6.59,234.54,79849414-2459-4de0-8702-48e961562938,fedex,2021-02-15T18:05:26Z,2021-02-13T18:05:26Z,delivered,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,f2dfb1e6-43bf-49ac-8d17-e1498079e08b +fd47d88b-69d6-403b-bf53-b108819098f0,2021-02-10T00:57:30Z,485.65,1.01,466.66,84f19be3-581c-4f35-b1a7-27299103389a,usps,2021-02-12T00:57:30Z,2021-02-15T00:57:30Z,delivered,02414bff-285d-4008-9352-ad50839b729f,Mandatory,a96cbe83-ad12-4457-af40-1b5b5f373937 +8f024856-4bf8-4117-81ac-d61f62c91158,2021-02-10T20:13:51Z,206.25,1.1,207.35,a1e01da9-d348-459e-a9cc-54e56324c3b9,usps,2021-02-11T20:13:51Z,2021-02-13T20:13:51Z,delivered,dbc936d7-51da-4dfa-9dd9-7ce399b466df,,d502f2e1-d34c-4b82-9834-15e50ab41a1b +032b02a8-84fe-4c54-950a-e5757021ecc2,2021-02-10T06:01:02Z,30.5,3.65,34.15,88ba004e-c17e-4587-bf3e-c76fe71731d7,usps,2021-02-12T06:01:02Z,2021-02-17T06:01:02Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,bfee6b0f-d8ea-4626-9786-a0e1497bd07b +9eb8e518-6851-453b-98b9-cd5c38f4f80f,2021-02-10T09:47:26Z,283.0,7.98,290.98,766c0030-6a03-41c3-911b-6a35370ad582,ups,2021-02-12T09:47:26Z,2021-02-13T09:47:26Z,delivered,93908a68-20b7-44ba-b6c1-6f4cc57d7726,,d6e4e3d2-9e7c-454a-bae6-2339d80d23fd +b3773cdd-b925-4eda-906c-57fa5d0e5a55,2021-02-10T21:54:18Z,143.0,3.39,146.39,16f18722-4d60-4098-80e1-90a9c4d628f2,ups,2021-02-11T21:54:18Z,2021-02-11T21:54:18Z,delivered,30a46555-66f8-4dd3-946f-dacc9bd6d0c2,,cdac5d06-ad99-49f6-abb0-df87017dccfd +f9d41e2a-81fa-400d-930f-a960c3135db9,2021-02-10T12:14:46Z,262.5,4.51,267.01,e0a6e97c-a33f-4c6b-a213-fba6262c430d,usps,2021-02-12T12:14:46Z,2021-02-14T12:14:46Z,delivered,2d90a679-c85d-4299-86dd-2319424fcc15,,dd1048ba-46a5-4d80-a7e1-b1592c161a4c +93a40bfd-c161-47be-8659-714ca706b514,2021-02-10T00:57:16Z,161.5,7.1,168.6,9eb2148a-12f7-4da9-adbb-009186cf2093,ups,2021-02-15T00:57:16Z,2021-02-12T00:57:16Z,delivered,f9178203-61c0-4597-9070-6dc453ada601,,d2fbe240-64ac-4feb-a360-8a9197f8b8ae +92d3887f-6f9e-4e3f-85a8-3da52d46cd45,2021-02-10T23:11:17Z,453.0,7.05,460.05,d81e299e-1d9f-4779-8987-2feb5b55bbae,fedex,2021-02-13T23:11:17Z,2021-02-16T23:11:17Z,delivered,7f7ce164-75dd-4d50-ad3f-e4d8846f3d60,,71c60b11-0457-40c4-91ca-b86e0631f1eb +5e75b8f4-e03e-462f-8a91-027bfaf3e8b4,2021-02-10T04:24:05Z,152.25,4.74,156.99,846b988b-b09f-471d-8ef0-dd922fad5d1f,ups,2021-02-15T04:24:05Z,,shipped,1690815f-a96f-4f41-af89-bde6e90ad560,,fc458964-6e05-46e7-8717-c8c7798e78aa +5a00119e-674a-4f04-8b87-d8d48129a771,2021-02-10T06:10:12Z,80.75,7.84,75.59,7a32b358-55b6-42a3-bb32-21b838d1e5f7,ups,2021-02-15T06:10:12Z,2021-02-14T06:10:12Z,delivered,467a047e-c8df-4304-8fc9-949acd7bcf4a,instruction set,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +cc5d3269-258b-4661-b83e-6aaba676fb46,2021-02-10T12:32:10Z,50.0,2.0,52.0,fa6cc08e-1993-4f08-b06b-b6a2df7b9a8c,fedex,2021-02-13T12:32:10Z,2021-02-17T12:32:10Z,delivered,8d8916e6-9820-49aa-bde8-8657dcfa7395,,11f9f0ec-0cd6-4944-9dff-b577da0cc535 +19644506-d739-4f1b-baf7-3ecc8833c329,2021-02-10T07:59:44Z,40.0,6.28,46.28,be3cf326-410a-402c-8e40-f672f59170e3,ups,2021-02-13T07:59:44Z,2021-02-12T07:59:44Z,delivered,e879df28-ff9c-4900-b99c-c769ec349316,,68a5c312-2205-45ec-ace1-166ff3f4b572 +87a0f788-bba9-40b9-8c39-7df9d4dece24,2021-02-10T06:39:04Z,126.0,4.75,130.75,a2cf018e-2829-4e95-984c-5610caf39bc4,ups,2021-02-11T06:39:04Z,,shipped,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,d7f05c8c-d055-481f-a427-77aded0fd4ce +59c79883-a968-49af-833b-7305f181c669,2021-02-10T17:20:42Z,390.95,2.05,393.0,ee87ce66-155d-46bf-9a7a-383b25b9949c,usps,2021-02-13T17:20:42Z,2021-02-15T17:20:42Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +b3cb4101-b1c4-40d0-89e6-a029f1dcce5b,2021-02-10T12:42:31Z,205.0,7.4,212.4,3d4cad71-8403-4e9b-b205-10e30dcac8e4,ups,2021-02-11T12:42:31Z,2021-02-13T12:42:31Z,delivered,9208a361-ea2f-4f75-a2b4-281b55df08a9,,bffd2205-2234-4d52-8ec6-60ca76d18cf0 +50c99578-5773-4467-ab2b-3105a8f51645,2021-02-10T13:52:38Z,130.75,1.85,132.6,7e635f3c-292b-42bd-8e90-34b97f4295b3,fedex,2021-02-14T13:52:38Z,2021-02-15T13:52:38Z,delivered,19ac513f-b77e-4808-ade4-284ece721d91,,df4fbdd5-d7f9-4711-b1b6-2517808df91a +6056966f-4515-4b6c-b1a6-7f55ca774b78,2021-02-10T20:19:54Z,302.0,8.56,310.56,552d3868-65e0-4beb-91ab-a2503c89281b,ups,2021-02-11T20:19:54Z,2021-02-16T20:19:54Z,delivered,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,d0042646-63e0-434e-874c-aec1d434f2df +3e28eae3-bfb3-4f56-aeea-5a8d8fd399d2,2021-02-10T18:54:48Z,203.0,7.9,210.9,e0f1f726-9450-4f34-9edc-bc897a364b8e,ups,2021-02-15T18:54:48Z,2021-02-11T18:54:48Z,delivered,bbe518c7-5ea8-444e-acef-6c18be8336bc,,edd6e563-bce1-4c84-859d-31cae681f40b +b0d93ef1-d63c-4f47-b3d6-8c20ff25e4e2,2021-02-10T16:45:26Z,235.85,9.54,245.39,a309e1c1-14be-455f-8e3f-e31b4dea1423,fedex,2021-02-11T16:45:26Z,2021-02-15T16:45:26Z,delivered,6cbe0665-0001-43b3-98af-7cd3909b1b28,,dfe1082c-cb08-497f-9af9-9a7cf0aa70b5 +b3bbc1b2-11bf-4a7f-8424-8c6fb14d753b,2021-02-10T15:38:36Z,158.0,5.52,163.52,1ba54bba-7dbf-4ec7-a2f4-8c6c5cb06f0c,fedex,2021-02-13T15:38:36Z,2021-02-12T15:38:36Z,delivered,63b87683-1c30-49e0-86f0-54d00b32052f,,9285957a-e1fd-4205-960e-f739a9c7dfd2 +d29fbe48-4cb7-46ef-b3ea-67a28a0cd8c0,2021-02-10T17:51:26Z,80.5,5.86,86.36,fd855a19-52b8-4530-82b5-f4b88b932578,usps,2021-02-12T17:51:26Z,2021-02-16T17:51:26Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,632eadda-3e81-492c-8108-d5982aeac84d +c49ed1e6-c56b-4681-bef8-cf8d99404832,2021-02-10T09:10:28Z,201.95,5.55,207.5,53aec537-6a8e-4a84-9db4-ec332895ebdf,dhl,2021-02-13T09:10:28Z,2021-02-11T09:10:28Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,e71bd22e-7711-405f-9d7e-2a7824d68a6a +3895ef3d-4e4f-4793-ba7f-66743b7a7d39,2021-02-10T09:24:56Z,106.0,3.97,109.97,e2a68f30-dcff-4b1a-8218-e114187709fc,ups,2021-02-14T09:24:56Z,2021-02-15T09:24:56Z,delivered,7c11eccd-15a9-4b87-875e-b84f39dfe3d6,,d3dfe1e5-6826-49fe-9bfb-ef1022a20520 +551f91e6-bce3-4fb5-8dd6-782ff140480d,2021-02-10T18:05:43Z,430.75,7.67,438.42,8205a994-da3c-463a-94df-1ec8ecd7abcb,ups,2021-02-12T18:05:43Z,2021-02-12T18:05:43Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,76f13d82-1273-4144-8a41-45fc836c3540 +db90b250-70b2-44d1-b20c-4d795edd020c,2021-02-10T03:09:58Z,384.0,9.41,393.41,6086a515-9087-4f1b-9470-d5ba9f93a53f,ups,2021-02-15T03:09:58Z,2021-02-16T03:09:58Z,delivered,7be40e37-7a40-40ce-81c8-a5048c8befb1,,2aaf2e91-8735-4def-82ca-31dce98ff634 +99127f5a-b3a4-440e-87c1-c78861ac2ca8,2021-02-10T15:03:34Z,51.25,1.03,52.28,33b8f750-e3ad-40eb-b3a3-38563df17a4f,fedex,2021-02-12T15:03:34Z,2021-02-17T15:03:34Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,f79a5736-1e58-436a-aca9-bc4cf21fef09 +859841a2-a2fa-4d7b-a749-8cd37b31b1ed,2021-02-10T15:21:51Z,588.25,2.12,590.37,d789a22d-6296-4ba5-a9f6-38a3a843c2fb,usps,2021-02-13T15:21:51Z,,shipped,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,56078786-b8da-47a0-8a7c-befda74f8cd8 +8502b2de-ada6-4a20-8625-092835744bd8,2021-02-10T22:16:00Z,201.0,3.83,204.83,df722c16-8370-484f-a0ff-a8f809275d65,ups,2021-02-13T22:16:00Z,2021-02-16T22:16:00Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +56d043f8-afaf-4a6e-a4d3-8fbd01d8858b,2021-02-10T16:17:24Z,223.25,4.07,227.32,94a358dc-e33c-4fbd-8b73-9b0dbd5c20cc,ups,2021-02-13T16:17:24Z,2021-02-11T16:17:24Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,609af927-16f8-450a-ade4-1e06724e9feb +73bfa842-99f9-4181-883f-08b7795cb167,2021-02-10T13:59:30Z,333.75,5.6,339.35,0139102a-ff94-489c-ad4b-5ca09a8e8041,usps,2021-02-14T13:59:30Z,2021-02-11T13:59:30Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,0314fc1b-d832-4562-bda4-7dbe09d2868c +4aca1a9f-2fdc-49ce-8055-f178ffaff195,2021-02-10T15:44:40Z,494.0,7.48,491.48,bef01686-1cc6-44f9-8603-d5c993481034,ups,2021-02-13T15:44:40Z,2021-02-13T15:44:40Z,delivered,29246f52-de26-4867-b464-7c5973526202,leverage,4747877b-fb7d-4ec1-b42d-6b8f8707c984 +96a0cf17-5d93-4476-b836-ec6c8c7a9b21,2021-02-10T07:08:52Z,71.0,2.09,73.09,1533c886-30bb-4114-acfb-42d3f0fa5795,ups,2021-02-12T07:08:52Z,2021-02-15T07:08:52Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,4983fb6f-b53f-4022-95ca-d17eb4974093 +906ac891-d7a7-4d50-b4c6-c982fae2fc2d,2021-02-10T19:19:18Z,780.25,7.91,788.16,f6384293-fa2d-4599-bbfd-43639ab9043f,ups,2021-02-13T19:19:18Z,2021-02-11T19:19:18Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,abf50534-9e5b-4e95-9548-2008505f40a2 +d38de9c0-789c-4527-99ff-30a23f550d88,2021-02-10T07:35:24Z,61.5,8.34,69.84,3dd70994-1c45-4b62-97ac-b5cc7c25060b,fedex,2021-02-13T07:35:24Z,2021-02-13T07:35:24Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,47e8e06d-0612-4af0-89ed-48deafa4857a +b047e850-a4f1-4227-94b6-2222d2ff87c2,2021-02-10T08:03:59Z,156.5,4.48,160.98,a93da04c-10f2-4928-8aff-5d3344b3733f,fedex,2021-02-11T08:03:59Z,2021-02-11T08:03:59Z,delivered,6aff561d-fbd9-4130-8242-8b9073cc3a03,,058563af-f1de-48fe-a5ad-4514fe8964f4 +002f22d6-25a3-48e4-aaa9-36be31e57185,2021-02-10T14:15:40Z,75.5,9.58,85.08,0a40d2fd-12bc-4a3a-94b0-50fd69bda883,ups,2021-02-11T14:15:40Z,2021-02-12T14:15:40Z,delivered,48ebf150-7cb7-4358-a5ef-1a2b0aa831b9,,184b47dd-af07-4299-b872-5cfb6e4e7ac1 +2434b44d-0df9-4d54-99ad-e259cbf9efa6,2021-02-10T16:20:17Z,537.0,1.41,538.41,af75d945-6234-44cf-9a9e-9f480da55824,ups,2021-02-12T16:20:17Z,2021-02-16T16:20:17Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,b5d85492-b403-4f52-a42b-4363716f4cfb +0ecabdf2-fe92-4d66-ad87-6e693748d682,2021-02-10T09:07:54Z,234.25,1.81,236.06,398eebcf-a343-4350-a1af-ddc42c2a647b,ups,2021-02-13T09:07:54Z,2021-02-13T09:07:54Z,delivered,5555f2b6-d408-419f-aa60-22c0f0440f50,,23f4d3fc-7192-44eb-a1c6-c3d93eed0a42 +b6d916e6-da31-4145-9edd-8fc76677b55b,2021-02-10T06:43:23Z,612.25,6.35,618.6,af811f7c-4029-464d-a696-bc377d5e7286,ups,2021-02-12T06:43:23Z,2021-02-11T06:43:23Z,delivered,bbe51ac6-6687-4cbe-9178-27d96f90836b,,d7f05c8c-d055-481f-a427-77aded0fd4ce +d7454480-4fa0-416d-b904-aebdbcdd378c,2021-02-10T01:36:56Z,190.0,3.73,193.73,2c654818-2466-438a-9719-2f6559eb621b,fedex,2021-02-15T01:36:56Z,,shipped,6875a4d9-cdc6-43bc-a700-f6916e049e46,,47e8e06d-0612-4af0-89ed-48deafa4857a +ea907a0e-c27d-4d44-878c-1d2a9e54b740,2021-02-10T21:23:33Z,332.0,9.05,341.05,57787487-9be9-4057-865a-9d993d814b6e,ups,2021-02-12T21:23:33Z,2021-02-14T21:23:33Z,delivered,baaf00b6-da56-44af-8c70-97269472e6f3,,44f03e5e-c121-44dd-80e2-b2d18860d57a +f4b472f8-f344-4abe-a7dd-5b3cc983301b,2021-02-10T14:20:50Z,127.5,3.02,130.52,f3d31752-1fba-4e52-af8d-47732313d42a,ups,2021-02-12T14:20:50Z,2021-02-11T14:20:50Z,delivered,4fe02f4f-f3d6-4068-853d-158cc64f0c65,,177f1c47-e34a-4c5d-b704-330376ba6ae2 +eddb6163-e96d-4f8f-98c6-76393a96dbbf,2021-02-10T18:20:16Z,150.0,1.86,151.86,fd30e0dc-11f6-484d-80cd-d0aa1c1ea643,fedex,2021-02-15T18:20:16Z,2021-02-14T18:20:16Z,delivered,525d85ad-6277-4500-9701-9afbf9785ad3,,44f03e5e-c121-44dd-80e2-b2d18860d57a +d9cc0f2f-0be3-4cfc-bec0-fd97eb7977d6,2021-02-10T06:48:23Z,146.0,3.21,149.21,990eec7b-a47d-4d34-8157-fa4531453365,ups,2021-02-14T06:48:23Z,,shipped,707a74bd-593f-4bdc-85e3-b8ff6b538399,,f785f0ae-f5d7-49a8-a4b7-95b470f7cb63 +a96878e4-9618-4f85-8fe0-6e2e938e0b24,2021-02-10T21:34:09Z,31.0,8.27,39.27,fb62fcd6-68a8-4e9c-8b01-2f356916717d,dhl,2021-02-12T21:34:09Z,2021-02-15T21:34:09Z,delivered,e3302139-c0ba-4715-9c35-68dde8347b56,,de7f84bd-9386-41a6-8dd0-cbafd5b58945 +3321aeb4-f209-48bf-ba63-84f3a14eaa50,2021-02-10T11:37:28Z,61.0,1.86,62.86,b2e4742d-d125-49dc-a189-e4cedc843510,ups,2021-02-14T11:37:28Z,2021-02-12T11:37:28Z,delivered,7091fe90-07da-424c-8da6-24e024503be2,,fe794a2d-aa57-4ef1-8948-e0491e1ca3c1 +180dc7bb-b42a-4aa6-b52a-9fe5864e3190,2021-02-10T01:48:20Z,50.0,8.59,58.59,62862913-88fd-4f4a-9441-92d7a743f55e,ups,2021-02-12T01:48:20Z,2021-02-16T01:48:20Z,delivered,b9287f6c-c865-49bb-a3c9-da47bbdf3a90,,5a6a5b60-d54a-4ef7-9ae3-6bd9fd21a807 +fed6ed02-4791-48e0-8cc4-c127dceca8ca,2021-02-10T10:27:52Z,70.0,1.17,71.17,a78352a6-a610-4f1b-91fc-9cde37ecd05c,usps,2021-02-13T10:27:52Z,2021-02-12T10:27:52Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,c9a6e260-e379-4b26-a36d-cf97e0eb03bc +32726aa6-2175-4fc7-856b-512f61c70dc1,2021-02-10T22:42:40Z,181.0,3.07,184.07,97a0d995-0583-415e-920c-063420947ace,ups,2021-02-14T22:42:40Z,2021-02-11T22:42:40Z,delivered,02414bff-285d-4008-9352-ad50839b729f,,7986bf80-2ce5-4fac-8e06-fc6db16dd2d9 +a5db4fd7-bc7c-47d6-a162-e613d905ec82,2021-02-10T06:30:48Z,317.0,2.18,319.18,4e335a59-b273-4a2d-987c-06f7ff2ceaef,fedex,2021-02-14T06:30:48Z,2021-02-16T06:30:48Z,delivered,520baa4f-ee70-420b-96c9-37e3c4238f43,,5a6a5b60-d54a-4ef7-9ae3-6bd9fd21a807 +eb27dbeb-ffe0-439c-a9cd-f32c221330d9,2021-02-10T02:06:38Z,190.0,6.87,196.87,5c176ce7-b1b6-4ab7-87dc-c878a321f5a4,fedex,2021-02-14T02:06:38Z,2021-02-14T02:06:38Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,dfc2941f-aef1-4c70-a7f6-8105dda578f5 +290e43d7-2768-47e8-9037-94d08ddc4345,2021-02-10T00:07:42Z,287.5,4.13,291.63,c91f2f0f-ed46-48f2-b61b-2ee460fe7548,fedex,2021-02-12T00:07:42Z,2021-02-12T00:07:42Z,delivered,5a9d6641-6ca6-48f0-af45-f411750f611a,,118d2c47-6c92-44b3-a52a-c58dac57adf2 +d99f88df-891d-4dc9-8750-aa77271a72d4,2021-02-10T09:45:53Z,136.5,2.51,139.01,87577f45-3fe7-4b08-872b-32d6afcc4bc9,usps,2021-02-12T09:45:53Z,2021-02-12T09:45:53Z,delivered,6cbe0665-0001-43b3-98af-7cd3909b1b28,,edd6e563-bce1-4c84-859d-31cae681f40b +f9cdbb13-c633-4867-bcb0-284d9a583781,2021-02-10T00:45:44Z,210.95,6.38,217.33,,,,,preparing,e512189a-15a2-4325-b41d-6092f5c03bc9,,959fc946-4baf-457f-8290-2a7d0e7fc3f7 +1fa7bc74-ee64-4aa8-8df3-f8066532eb9c,2021-02-10T20:32:32Z,162.15,8.24,170.39,c6175b1d-4272-44b3-8593-af0b6a9ec418,ups,2021-02-15T20:32:32Z,2021-02-15T20:32:32Z,delivered,5de439eb-6bc7-4fc2-ba0e-a3bf8a286d63,,c9a6e260-e379-4b26-a36d-cf97e0eb03bc +937b130d-c75f-47c6-913f-ca7717e82dae,2021-02-10T00:00:05Z,145.0,3.67,148.67,bac4ac7d-6f22-44f5-a0ec-417135ffcee4,ups,2021-02-14T00:00:05Z,2021-02-11T00:00:05Z,delivered,6b116938-3785-4983-a5d7-33f6af32f0ba,,4da64e4e-655c-4fbe-bee2-3eb1014ace1b +2fafb5c6-5200-4d9a-af6b-b6517667a1ea,2021-02-10T22:09:43Z,364.45,5.35,369.8,cabaf4a8-06a5-431f-be95-a57b28700ad7,fedex,2021-02-11T22:09:43Z,2021-02-13T22:09:43Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,9b6a4ed6-6c27-4102-8d5f-5db7435e80ee +9f640f78-93eb-46d3-b4c8-41ef69b03d8b,2021-02-10T20:26:15Z,91.5,5.18,96.68,29b030bf-bca6-4ece-a0f7-23e1a88a1a79,fedex,2021-02-11T20:26:15Z,2021-02-16T20:26:15Z,delivered,96ca8e55-2cbd-4c9b-9540-ff0ac6309797,,1d3482c6-e56b-47df-91f8-4b32bc908b2b +1e68f64e-1365-489e-8cf4-b56f8cf13fd7,2021-02-10T00:39:31Z,182.0,6.76,188.76,cbae44b9-ceec-4a58-af34-fabe17cd4582,fedex,2021-02-12T00:39:31Z,,shipped,4dae48a6-8206-46eb-b629-fec4a99306ec,,7ae529bf-b9d0-47ee-acd0-d55e0e6a0d32 +cc2d40a9-dc85-481f-b027-9d1198187b70,2021-02-10T21:55:47Z,135.0,9.23,144.23,9f7b9afe-ef0b-4f52-9443-0378bfb71279,ups,2021-02-12T21:55:47Z,2021-02-11T21:55:47Z,delivered,f37282a8-5c04-44bb-a9e6-fe9ed2eed6e2,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +2ebd594f-3b44-4b66-87f0-5b2c321086d1,2021-02-10T16:16:55Z,312.25,9.58,321.83,2bd82041-5932-40db-98ac-c1611d77790a,fedex,2021-02-14T16:16:55Z,2021-02-15T16:16:55Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,902bcb47-051b-4375-9dc0-485b3172b89b +d9ec4e76-e7c0-4457-b6e2-a025abea6b9a,2021-02-10T03:40:03Z,192.45,7.14,199.59,f55ea701-bc8e-4ae4-a3e0-e4eef060d388,usps,2021-02-12T03:40:03Z,,shipped,6d37adeb-4c53-4167-b170-c89e4bd1764a,,06dd400a-9d9e-48f3-9312-5a41f6038c8e +299145f7-2b7f-484d-9dde-cc20602ed5f5,2021-02-10T10:13:30Z,15.5,3.02,18.52,03dbc7cf-6da7-4dfd-8ee9-e3cefdc731ca,usps,2021-02-11T10:13:30Z,2021-02-12T10:13:30Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,82ef2b98-79dc-461c-855b-95c5d38ad6d3 +35b4cbc7-b92f-400f-b292-8494dbb23567,2021-02-10T03:05:25Z,219.4,9.73,229.13,14a41310-80f4-4138-82cf-cbb219baf751,fedex,2021-02-12T03:05:25Z,2021-02-12T03:05:25Z,delivered,dbc936d7-51da-4dfa-9dd9-7ce399b466df,,63260a1e-947f-42fe-b11f-12cea08830b6 +0f3fb208-95e1-4d3b-8f09-ae6088d41938,2021-02-10T19:06:10Z,60.0,9.29,69.29,f877d9f7-f9c2-42a8-86ab-24c948bf46f9,fedex,2021-02-14T19:06:10Z,2021-02-15T19:06:10Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,be95b20d-a774-4572-b1ff-fd2c2c657568 +fca7f7c7-e7cb-4207-b3c3-dcca5f4b633b,2021-02-10T17:16:44Z,121.9,3.15,125.05,79f5daf0-9d4a-4b2e-9006-57b21496dabf,ups,2021-02-11T17:16:44Z,2021-02-14T17:16:44Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,de7f84bd-9386-41a6-8dd0-cbafd5b58945 +373c221e-275c-41aa-a334-0b2d73171fa4,2021-02-10T11:53:44Z,285.0,1.72,286.72,1df22555-5e95-4d68-b917-0667a2737f26,ups,2021-02-13T11:53:44Z,2021-02-14T11:53:44Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,d3dfe1e5-6826-49fe-9bfb-ef1022a20520 +939767ac-357a-4bec-91f8-a7b25edd46c9,2021-02-10T07:25:48Z,243.8,8.55,252.35,,,,,preparing,6cf2751f-d815-4fbc-b04a-245c1301574c,,965dbeea-a6d5-467d-9683-914b744ad1ef +12d71a1a-3762-4e17-a508-6e11b5629852,2021-02-10T20:31:00Z,46.5,6.77,53.27,c02b8944-9875-4ef1-b866-79e706fb4c46,fedex,,2021-02-17T20:31:00Z,delivered,89dd1d56-f177-4b28-86c8-b7d1beeff4a8,,2c7bd191-c7c9-45d3-9dd0-612320bd9817 +b249a133-9d0d-4897-9ee3-0226e76914dc,2021-02-10T11:49:22Z,268.0,9.39,277.39,adbf8cea-bddb-4d2c-aefe-bce9dc247cd1,ups,2021-02-14T11:49:22Z,2021-02-15T11:49:22Z,delivered,1df78ad9-9493-4ce9-b1ad-776f26650417,,47e8e06d-0612-4af0-89ed-48deafa4857a +f0f5f852-5c81-4f33-a415-15b660486918,2021-02-10T11:12:15Z,146.5,7.71,154.21,631e1967-164a-4a7b-995a-32d0a110dc48,dhl,2021-02-11T11:12:15Z,2021-02-15T11:12:15Z,delivered,1550e197-9073-408e-a1ca-08f9dbac7f7a,,d502f2e1-d34c-4b82-9834-15e50ab41a1b +f6eed630-9b01-4f64-81eb-f13be001f2b6,2021-02-10T08:42:08Z,624.85,4.9,629.75,f5437725-c379-4e9b-80f0-ee48e62463c6,fedex,2021-02-13T08:42:08Z,2021-02-17T08:42:08Z,delivered,68e0c8f7-9546-42ed-b327-f67debec10cf,,56078786-b8da-47a0-8a7c-befda74f8cd8 +7023672d-7f59-4b86-be86-4d4621ad06ae,2021-02-10T07:06:45Z,354.75,6.65,361.4,10384bef-cbb7-43db-9f4f-0e8f2a040e7f,fedex,2021-02-12T07:06:45Z,,shipped,4d3c9f53-0667-4a80-8259-12200fe75761,,34ddaf50-006e-47e6-b387-49d1544dd512 +40dceee3-31ce-450b-b55d-09099de1a8fb,2021-02-10T10:30:07Z,182.75,4.78,174.53,22accd82-50eb-4be0-ad64-afd85aca0d4f,fedex,2021-02-15T10:30:07Z,2021-02-11T10:30:07Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,instruction set,fb0c8410-558a-4a65-bc50-6f82c32c7d1a +71d7653c-9386-42df-afef-6d9d44bb53c4,2021-02-10T22:10:21Z,61.0,6.6,67.6,6494ab5e-a765-4027-9377-97be68a71df1,ups,2021-02-14T22:10:21Z,2021-02-11T22:10:21Z,delivered,520baa4f-ee70-420b-96c9-37e3c4238f43,,47e8e06d-0612-4af0-89ed-48deafa4857a +84aac39f-68ae-4e5f-a2c7-b5ad0b820a09,2021-02-10T23:45:32Z,20.5,2.63,23.13,ff475d51-6ea0-487c-bfe8-56e47c4f3057,ups,2021-02-14T23:45:32Z,2021-02-12T23:45:32Z,delivered,4115e7da-5892-4eef-9f39-705626158c7f,,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +5b8caca4-14fb-4813-b0bc-b768c8217a19,2021-02-10T22:44:36Z,349.0,8.1,344.1,237dca84-0088-4eea-b40e-ab509ff31c11,ups,2021-02-14T22:44:36Z,2021-02-14T22:44:36Z,delivered,eafe1c71-6ae0-4add-b9d9-34d9c5d00c50,instruction set,aa61ded6-4588-48dd-9759-1bd36ec5d787 +5c309f46-440b-4cd5-a908-862c72e008b2,2021-02-10T10:15:26Z,15.25,2.22,17.47,d445e749-4c38-4ec7-a148-7995525afc59,ups,2021-02-15T10:15:26Z,2021-02-13T10:15:26Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,db3e2e70-32f5-4f13-8302-63127ca0e3a8 +44f19d9b-6f8d-4c04-8c1e-ee05a171a48a,2021-02-10T20:05:05Z,554.5,8.79,553.29,7d4ea18c-a7cc-446c-bce9-ac92206b1ed6,usps,2021-02-12T20:05:05Z,2021-02-15T20:05:05Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,leverage,9285957a-e1fd-4205-960e-f739a9c7dfd2 diff --git a/00-bootcamp-project/dags/orders-2021-02-11.csv b/00-bootcamp-project/dags/orders-2021-02-11.csv new file mode 100644 index 000000000..6418bab9b --- /dev/null +++ b/00-bootcamp-project/dags/orders-2021-02-11.csv @@ -0,0 +1,185 @@ +order_id,created_at,order_cost,shipping_cost,order_total,tracking_id,shipping_service,estimated_delivery_at,delivered_at,status,user,promo,address +8329a65b-7ddf-4250-aeee-bd625f8a401a,2021-02-11T23:30:34Z,551.9,5.16,557.06,1b2b3cff-dec1-47f6-a507-a64de9ddc663,ups,2021-02-12T23:30:34Z,2021-02-17T23:30:34Z,delivered,b3367c91-53bd-4aac-ab6d-0a596fe382c2,,d2fbe240-64ac-4feb-a360-8a9197f8b8ae +f3ab84e6-dec5-43b4-9aa7-45b9988bff58,2021-02-11T15:13:09Z,121.0,2.72,123.72,02039212-f3fa-4bac-abf3-d2ea8365b837,usps,2021-02-16T15:13:09Z,2021-02-13T15:13:09Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,4a9bcc05-a07b-4507-9d42-a2325a4844fa +8385cfcd-2b3f-443a-a676-9756f7eb5404,2021-02-11T02:19:17Z,205.5,1.44,206.94,,,,,preparing,96aa719e-c5a3-4645-ba89-16c304fb59b0,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +55164b42-78d3-4c4e-9dd3-cce61b956403,2021-02-11T23:35:14Z,45.0,8.07,53.07,23c92052-e262-45bf-86af-312cb12ac472,usps,2021-02-14T23:35:14Z,2021-02-15T23:35:14Z,delivered,aa2bd310-8be1-4b6c-a852-2789d8652ac7,,c8e06217-c625-471f-8cdc-88c3e39f6b2c +e1ecd50e-033d-4d0c-bcff-137c2eb494dd,2021-02-11T07:08:04Z,150.0,3.18,153.18,5613e809-7492-416f-9b18-14d9371d2cb7,fedex,2021-02-16T07:08:04Z,,shipped,97fec509-ddfd-468b-8c39-ece964fdbcf1,,23f4d3fc-7192-44eb-a1c6-c3d93eed0a42 +e24985f3-2fb3-456e-a1aa-aaf88f490d70,2021-02-11T10:11:14Z,256.25,7.94,264.19,,,,,preparing,b9287f6c-c865-49bb-a3c9-da47bbdf3a90,,027e0a9d-2bb0-4247-8989-365339741a93 +96b4a784-2348-428c-bf1a-b1622c88d0d7,2021-02-11T14:47:12Z,121.9,7.71,129.61,12bc4385-869c-4533-8c05-47afbaec6e09,ups,2021-02-15T14:47:12Z,2021-02-13T14:47:12Z,delivered,4136ab42-d31d-4f07-b3ef-6d63526b769b,,609af927-16f8-450a-ade4-1e06724e9feb +38c516e8-b23a-493a-8a5c-bf7b2b9ea995,2021-02-11T16:11:14Z,213.85,8.88,202.73,,,,,preparing,96ca8e55-2cbd-4c9b-9540-ff0ac6309797,Mandatory,0314fc1b-d832-4562-bda4-7dbe09d2868c +19c066e5-c505-4814-8e68-ac6ab2971a67,2021-02-11T10:25:50Z,441.0,2.52,443.52,49d89a2e-a177-42c8-95cf-37570edf5b08,ups,2021-02-14T10:25:50Z,2021-02-12T10:25:50Z,delivered,d055abf7-ba8e-463b-975a-c5cb10f6d8eb,,cc3b5481-169f-4fa0-8818-8d8e728773cd +f5df9a3a-9a21-4648-a03f-bdaf633969e4,2021-02-11T04:49:17Z,398.05,4.92,402.97,fb2c538e-c110-47a1-9337-0a1a7687f922,ups,2021-02-13T04:49:17Z,2021-02-16T04:49:17Z,delivered,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,c1661061-176f-4e18-96a3-3ae16fdee80b +d1f27bac-ff50-489e-a5e0-12fd99fcf3e8,2021-02-11T06:23:40Z,241.5,4.77,246.27,d9b38782-2b75-4fd7-9652-c6011b2e4fba,fedex,2021-02-16T06:23:40Z,2021-02-14T06:23:40Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,7986bf80-2ce5-4fac-8e06-fc6db16dd2d9 +dbfaf983-63e8-4246-899b-f0689e54ea56,2021-02-11T20:21:38Z,325.0,6.92,331.92,1a0aed25-71fb-4596-85ef-c4790d2e3048,fedex,2021-02-12T20:21:38Z,2021-02-14T20:21:38Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +f5e96989-b540-486f-bb13-1f4297c194bd,2021-02-11T10:22:46Z,367.0,2.27,369.27,99870825-fa59-4d25-98ba-4fbe0d26e08f,fedex,,2021-02-14T10:22:46Z,delivered,e3302139-c0ba-4715-9c35-68dde8347b56,,4983fb6f-b53f-4022-95ca-d17eb4974093 +4eae9c6e-4c96-430f-b103-21203c72064f,2021-02-11T15:50:51Z,135.0,8.55,143.55,18189a49-83c4-4afc-8e5c-d5d376c6c52b,ups,2021-02-14T15:50:51Z,2021-02-13T15:50:51Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +38893be1-b3c0-4460-ab69-f83f6ac95c6a,2021-02-11T11:00:59Z,196.5,2.28,198.78,bd2aaf67-98f8-42e3-9558-560974400f0b,usps,2021-02-12T11:00:59Z,,shipped,bbe518c7-5ea8-444e-acef-6c18be8336bc,,27b514cc-7ff4-4451-b1ba-27bb2f5011c8 +b2b891d1-56c5-4876-a24f-a7961b3e1b3b,2021-02-11T14:53:52Z,145.75,7.49,153.24,35b3fc7e-8cac-4760-8bc5-f980f9b6377f,usps,2021-02-15T14:53:52Z,,shipped,20e2eaa5-e8b9-4675-bc3b-11c048b060d9,,48ee18eb-8ee7-4cd7-819b-a9c65184e4ac +45319e78-6d23-4728-a135-75dbda6bde49,2021-02-11T11:00:45Z,100.75,6.95,107.7,901004b6-66a9-4c77-9aea-364d28211e36,usps,2021-02-12T11:00:45Z,2021-02-12T11:00:45Z,delivered,7193aa74-ca9f-4769-b290-a817bd2e4266,,632eadda-3e81-492c-8108-d5982aeac84d +e2b27601-37f6-413d-9377-ed9a3a8a5ac8,2021-02-11T22:55:16Z,35.5,6.03,41.53,ef8a13fe-99e5-41ca-9f49-04b04f796895,ups,2021-02-14T22:55:16Z,2021-02-13T22:55:16Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,2466034c-a22b-4b0e-95af-2d34160779bc +8899a38e-2c99-46ea-adb4-526c3a1fac38,2021-02-11T14:56:45Z,161.5,9.21,170.71,069d4b43-4d46-4c5c-88a0-04f8841117ec,ups,2021-02-16T14:56:45Z,2021-02-14T14:56:45Z,delivered,467a047e-c8df-4304-8fc9-949acd7bcf4a,,5eadcadd-a524-443f-8fcb-d0ef1981da0a +0ac61965-6392-4fe3-bb4f-292438c37de0,2021-02-11T07:45:00Z,372.75,4.92,377.67,0c59fc80-862a-418a-ac64-93093d8edea8,ups,2021-02-15T07:45:00Z,2021-02-17T07:45:00Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,1d3482c6-e56b-47df-91f8-4b32bc908b2b +4650242f-8513-49dd-b2e8-4df3c388fd22,2021-02-11T18:43:30Z,457.0,1.58,458.58,989f31d6-d932-494a-9ec6-233b66f3756a,ups,2021-02-13T18:43:30Z,2021-02-14T18:43:30Z,delivered,48ebf150-7cb7-4358-a5ef-1a2b0aa831b9,,56078786-b8da-47a0-8a7c-befda74f8cd8 +cfd3e3f3-2b77-4858-b3ed-683496b33cfa,2021-02-11T13:48:32Z,91.5,2.97,94.47,24b536c6-d20c-4c56-b20d-bf30b2285a82,fedex,2021-02-12T13:48:32Z,2021-02-16T13:48:32Z,delivered,aa2bd310-8be1-4b6c-a852-2789d8652ac7,,d0042646-63e0-434e-874c-aec1d434f2df +19f1c3c5-3840-4d33-8d88-30fad93fa25e,2021-02-11T06:14:33Z,160.25,3.72,153.97,870fae93-822b-4b4a-b4ad-923fe2684c03,fedex,2021-02-14T06:14:33Z,2021-02-14T06:14:33Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,leverage,b8f77f86-d46a-412a-9dce-7b458a34618d +4187e4d5-0629-4725-8ff5-1e88bf584dc2,2021-02-11T13:24:29Z,482.75,3.97,486.72,5e1a9911-135c-4224-97e1-dd160833794e,ups,2021-02-16T13:24:29Z,2021-02-13T13:24:29Z,delivered,c4706c3b-a72a-4a8e-8a54-55c6b0238f86,,42e017a2-ca97-4f71-bf3c-d32605ef9d43 +484655dc-c294-4f4a-9ac4-de88a2e440e3,2021-02-11T14:09:11Z,343.25,6.87,350.12,a67ee95f-0f4c-4ab9-84ca-0d77dc8adf13,ups,2021-02-13T14:09:11Z,2021-02-14T14:09:11Z,delivered,1690815f-a96f-4f41-af89-bde6e90ad560,,2aaf2e91-8735-4def-82ca-31dce98ff634 +e86dab74-f840-482c-b833-0e60b4e58a27,2021-02-11T23:49:14Z,165.0,7.52,172.52,8fc43e60-b2db-4d6b-aa14-5f654884b4d0,dhl,2021-02-12T23:49:14Z,2021-02-17T23:49:14Z,delivered,bf7367be-d029-4255-81a1-3a295eeb9c56,,2c7bd191-c7c9-45d3-9dd0-612320bd9817 +f41a7205-5a93-4d93-8988-ad1ee619ae2a,2021-02-11T09:26:20Z,15.0,5.22,20.22,63b705e6-ef0b-45ff-a7ad-64549a3bff9d,ups,2021-02-13T09:26:20Z,2021-02-17T09:26:20Z,delivered,393de08c-725c-457a-a591-16030480eb80,,b77fd02e-2ad1-4235-8ea9-d9ea509d9c04 +431ed9a0-8475-4928-a7b2-81db3f1a2dea,2021-02-11T08:07:21Z,120.5,2.32,122.82,12993296-fe5f-426b-9b3b-b256e0bfdd33,usps,2021-02-12T08:07:21Z,2021-02-16T08:07:21Z,delivered,8af678e5-c051-4ca2-88f3-4c903d77a3f6,,28d7931e-b044-49f6-ac58-fabf1151055a +5741e351-3124-4de7-9dff-01a448e7dfd4,2021-02-11T18:11:14Z,462.0,8.05,470.05,,,,,preparing,bbe518c7-5ea8-444e-acef-6c18be8336bc,,f2dfb1e6-43bf-49ac-8d17-e1498079e08b +fae3a36e-1707-441b-8ff8-7b6afeb278f6,2021-02-11T20:15:37Z,431.0,6.35,437.35,07401235-5b6e-4b55-89e8-7f267358145f,ups,2021-02-16T20:15:37Z,2021-02-12T20:15:37Z,delivered,58367695-0c22-415d-9704-bd8f73bb2e8f,,de7f84bd-9386-41a6-8dd0-cbafd5b58945 +cf9e7988-a925-4015-baf3-7a0f9e494291,2021-02-11T08:30:24Z,100.5,2.54,103.04,f43d4579-0753-406e-b5ad-e8f211529b93,ups,2021-02-15T08:30:24Z,2021-02-16T08:30:24Z,delivered,63b87683-1c30-49e0-86f0-54d00b32052f,,131db634-55f8-4fb6-98f3-624ec32a94b8 +e4926154-3efe-4c30-860a-5cbb7f97490b,2021-02-11T12:20:49Z,196.9,3.82,200.72,d10945a2-8d96-4494-b8a4-8fcba7e55763,fedex,2021-02-13T12:20:49Z,2021-02-13T12:20:49Z,delivered,e512189a-15a2-4325-b41d-6092f5c03bc9,,a96cbe83-ad12-4457-af40-1b5b5f373937 +bff70480-5298-4218-8cac-4f825b082bf5,2021-02-11T07:28:06Z,411.95,1.28,413.23,b21831e8-d37e-4246-a200-f64d58da375d,fedex,2021-02-13T07:28:06Z,2021-02-18T07:28:06Z,delivered,525d85ad-6277-4500-9701-9afbf9785ad3,,3a286955-76c1-4b50-b5fc-61e4e4e3be4d +0b43de27-5e08-4c20-a21d-44e786835265,2021-02-11T23:11:42Z,152.25,6.26,158.51,44349fc6-f978-4b75-8dbf-4e1f45dc21a6,ups,2021-02-13T23:11:42Z,2021-02-12T23:11:42Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,a81e134c-8135-44ab-bda4-66b29e5175ca +6f89159f-8046-4bae-a680-34ca13c9d4fa,2021-02-11T13:20:59Z,565.0,6.35,571.35,c883c90e-8e4b-4aca-a393-a1380136d86b,usps,2021-02-16T13:20:59Z,2021-02-17T13:20:59Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,3a286955-76c1-4b50-b5fc-61e4e4e3be4d +1ee4b2c1-1928-49aa-8552-88d946853143,2021-02-11T14:14:49Z,101.5,1.62,103.12,4b157d74-dbe5-4648-ae86-591ce856e0b4,usps,2021-02-15T14:14:49Z,2021-02-18T14:14:49Z,delivered,baaf00b6-da56-44af-8c70-97269472e6f3,,957af504-cee3-4f3a-8f5a-eb5a5bd23b16 +c57a3e41-2e01-4529-a904-054657859dd7,2021-02-11T15:02:07Z,273.9,5.89,279.79,aeca343b-0aaf-46e5-ace5-df8cffa319e7,fedex,2021-02-12T15:02:07Z,2021-02-13T15:02:07Z,delivered,c42fc8e5-9ab6-4fbf-84bf-40ff309bf24c,,dc7345f9-9c6b-45d5-a633-a07a4a355104 +d1020671-7cdf-493c-b008-c48535415611,2021-02-11T04:51:15Z,161.0,6.55,167.55,,,,,preparing,1df78ad9-9493-4ce9-b1ad-776f26650417,,48ee18eb-8ee7-4cd7-819b-a9c65184e4ac +c5a71045-9dfe-4345-8021-200a01481367,2021-02-11T23:48:34Z,15.25,3.64,1.89,c9c63e8d-2ee7-41c3-bd5d-1f7f27c3c7a1,fedex,2021-02-12T23:48:34Z,,shipped,6875a4d9-cdc6-43bc-a700-f6916e049e46,Optional,d3dfe1e5-6826-49fe-9bfb-ef1022a20520 +eb047506-bf59-4d29-b134-6a9d80235f3f,2021-02-11T18:46:38Z,236.25,4.26,240.51,4c0cd4a4-47c0-423b-aa63-85281d7fda2b,fedex,2021-02-13T18:46:38Z,2021-02-15T18:46:38Z,delivered,58367695-0c22-415d-9704-bd8f73bb2e8f,,96a40097-0030-4509-bb52-b3251fdef2b6 +915a50e8-2ca3-434b-aacb-7d633ba1bef1,2021-02-11T23:34:16Z,256.75,4.92,261.67,74a4ffcc-ecc8-4a79-abd1-71e870a4f54d,ups,2021-02-16T23:34:16Z,2021-02-13T23:34:16Z,delivered,ee92f1cf-3bcf-4cea-a8d4-ac5ce812de46,,b5d85492-b403-4f52-a42b-4363716f4cfb +7456d2d4-95f8-4725-bcd3-78ec79467149,2021-02-11T16:56:50Z,15.0,2.81,17.81,d06d904b-8fd6-4c6a-800d-22cd37f162d5,ups,2021-02-14T16:56:50Z,2021-02-17T16:56:50Z,delivered,d1f08820-32e6-4a31-abba-5aa533bc15a9,,df4fbdd5-d7f9-4711-b1b6-2517808df91a +b10167f6-1753-4208-b79b-cba9ace4b6be,2021-02-11T21:01:26Z,271.0,4.62,275.62,770428a5-36ec-4319-aa34-d6064e31a777,ups,2021-02-12T21:01:26Z,2021-02-14T21:01:26Z,delivered,51d453ca-8147-49eb-a874-8139855727e7,,dd1048ba-46a5-4d80-a7e1-b1592c161a4c +aafb9fbd-56e1-4dcc-b6b2-a3fd91381bb6,2021-02-11T11:44:42Z,45.0,5.13,50.13,,,,,preparing,e879df28-ff9c-4900-b99c-c769ec349316,,959fc946-4baf-457f-8290-2a7d0e7fc3f7 +f61a095b-7537-4869-aeff-1433277fa898,2021-02-11T01:00:11Z,305.5,8.82,314.32,ccb866e8-95b3-4894-9cd4-d5db65c3cd16,dhl,2021-02-14T01:00:11Z,2021-02-16T01:00:11Z,delivered,62c29c95-e8ec-4b77-a7fa-550820017bff,,4983fb6f-b53f-4022-95ca-d17eb4974093 +09853043-de2b-4ab4-a47a-4cb90a13a27e,2021-02-11T10:12:41Z,60.5,3.76,64.26,b611857e-7414-4621-b487-619b0d5a2436,fedex,2021-02-14T10:12:41Z,2021-02-12T10:12:41Z,delivered,d78268b1-7168-49f4-8f6f-db436afb5a6f,,24b83ef4-4f28-408a-bea9-171ddaf094a7 +ac999da3-2fbb-40e8-94cc-30d61d765b07,2021-02-11T10:50:00Z,418.0,4.64,422.64,8d909da1-b5b5-4245-abb1-a387b98d649b,ups,2021-02-16T10:50:00Z,2021-02-18T10:50:00Z,delivered,ac8cea7f-30b1-498d-8baa-d5ea2b32d138,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +e4132e2f-e65c-407f-87f1-27c416702bf2,2021-02-11T02:54:39Z,30.0,9.55,39.55,727ad67d-8713-4771-80e6-8146ec975ff2,ups,2021-02-14T02:54:39Z,2021-02-14T02:54:39Z,delivered,1e06f0d8-776e-4309-92ec-f9f54d1d1679,,994b670f-e529-4a97-9826-448f7f9fbf80 +5b3044cb-20cd-4a2c-9226-c3d24d488557,2021-02-11T02:46:22Z,342.0,8.52,350.52,e0ff8be9-55cb-47de-a5f3-a260571b837c,fedex,2021-02-12T02:46:22Z,2021-02-17T02:46:22Z,delivered,7193aa74-ca9f-4769-b290-a817bd2e4266,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +265f9aae-561a-4232-a78a-7052466e46b7,2021-02-11T05:06:33Z,167.4,1.18,168.58,,,,,preparing,5555f2b6-d408-419f-aa60-22c0f0440f50,,4d9d28c3-6e38-48e7-9960-f244a3e72d9d +af1c67f7-bbde-4f2f-99d0-2e19242141c2,2021-02-11T22:51:46Z,121.0,1.97,122.97,6729514d-0b66-4440-8092-ba22fae0d5d4,usps,2021-02-13T22:51:46Z,2021-02-15T22:51:46Z,delivered,e0d9d6a2-d95a-4c56-b2df-654eca4d3bae,,23f4d3fc-7192-44eb-a1c6-c3d93eed0a42 +e42ba9a9-986a-4f00-8dd2-5cf8462c74ea,2021-02-11T10:11:14Z,246.0,7.88,253.88,,,,,preparing,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,fb0c8410-558a-4a65-bc50-6f82c32c7d1a +76198fb9-1fa6-4fe6-9053-1cbad61c4730,2021-02-11T03:56:47Z,241.5,5.1,246.6,6cf159eb-799c-4b74-8896-675d12f72750,ups,2021-02-15T03:56:47Z,2021-02-16T03:56:47Z,delivered,eb8ac155-9558-47a2-ad5d-3a2518ec563c,,abf50534-9e5b-4e95-9548-2008505f40a2 +b4eec587-6bca-4b2a-b3d3-ef2db72c4a4f,2021-02-11T12:10:50Z,116.5,6.22,111.72,,,,,preparing,393de08c-725c-457a-a591-16030480eb80,Digitized,b77fd02e-2ad1-4235-8ea9-d9ea509d9c04 +55288bb6-9a28-483f-a005-ceef70079c72,2021-02-11T10:47:31Z,15.0,9.98,24.98,7f8207cf-2db6-485c-90b7-bcbedb8c4fbd,usps,2021-02-14T10:47:31Z,2021-02-18T10:47:31Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,e6572a36-e4ae-4daa-8c05-692490c310a1 +cc2bd924-fb17-408c-93b5-cc01cf8e9ef0,2021-02-11T15:31:40Z,244.55,6.73,251.28,6b427193-762c-4768-9d9d-ae3f4a02933b,usps,2021-02-12T15:31:40Z,2021-02-16T15:31:40Z,delivered,b6b40cce-8d02-4fe5-8bee-5eadbcb56a01,,e71bd22e-7711-405f-9d7e-2a7824d68a6a +db7957ce-8b32-41bb-868f-c8e9cce8f1a3,2021-02-11T04:20:00Z,221.75,3.89,225.64,2f3a45b8-b856-4228-91f8-7bbeaad4dcd5,ups,2021-02-13T04:20:00Z,2021-02-17T04:20:00Z,delivered,d055abf7-ba8e-463b-975a-c5cb10f6d8eb,,abf50534-9e5b-4e95-9548-2008505f40a2 +67ae065f-0e88-4dcd-bf78-95f5f4613c69,2021-02-11T11:11:14Z,383.0,2.37,372.37,,,,,preparing,0babae9e-2656-4dcb-b454-47d88d47c920,instruction set,abf50534-9e5b-4e95-9548-2008505f40a2 +08cbcbdc-781b-434d-a70b-4955117596a1,2021-02-11T09:59:37Z,273.25,2.93,276.18,03b4b7c8-e8e6-4cf5-b43f-06bc819eb230,ups,2021-02-12T09:59:37Z,2021-02-13T09:59:37Z,delivered,93908a68-20b7-44ba-b6c1-6f4cc57d7726,,cdac5d06-ad99-49f6-abb0-df87017dccfd +5dbde056-632e-484a-a30b-67665cec51ee,2021-02-11T10:22:33Z,679.35,5.81,685.16,89822572-41fb-421f-a450-c63f237c8b4b,ups,2021-02-15T10:22:33Z,2021-02-16T10:22:33Z,delivered,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,b3315b61-f1a6-4dbc-b08b-d65b38aa6f77 +d01dd09a-42bf-4987-af15-960fda67b02a,2021-02-11T21:10:31Z,111.5,9.25,120.75,d96f116e-cd40-47f3-91a2-814a00765b67,ups,2021-02-16T21:10:31Z,2021-02-17T21:10:31Z,delivered,78955b0f-6e77-44d6-89b5-18097afb0580,,177f1c47-e34a-4c5d-b704-330376ba6ae2 +692abf44-42fb-4cd3-8076-d9346d57211c,2021-02-11T00:38:58Z,210.5,8.39,218.89,0cd76fd4-03c9-4f43-9f07-6eaf6326bbe3,usps,2021-02-14T00:38:58Z,2021-02-18T00:38:58Z,delivered,dbc936d7-51da-4dfa-9dd9-7ce399b466df,,280bb1a8-d59e-4ada-b479-a4d47163130e +333db7e3-aba5-4988-b61f-ced40037b5c8,2021-02-11T18:01:25Z,177.0,1.61,178.61,d373b271-7296-4e49-8db1-45021d47a222,ups,2021-02-13T18:01:25Z,2021-02-15T18:01:25Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +4fe7882d-a063-4afc-95c5-a80430305a22,2021-02-11T16:12:05Z,298.25,7.08,305.33,6ad98e61-54d0-4343-9398-91c2af780281,fedex,2021-02-12T16:12:05Z,,shipped,79bdfd27-a0a7-4e4f-9d75-0c12c72ce7f1,,b77fd02e-2ad1-4235-8ea9-d9ea509d9c04 +a132ed5c-7140-41f5-8eb1-992b7aeae11b,2021-02-11T11:51:28Z,323.5,8.95,332.45,98f445e4-7953-4028-9f66-a8805b97756a,fedex,2021-02-15T11:51:28Z,2021-02-14T11:51:28Z,delivered,48fd8fef-ef87-4609-aac6-a8495b2feb50,,cdac5d06-ad99-49f6-abb0-df87017dccfd +69804412-006d-40a8-909a-d68710725db6,2021-02-11T00:29:14Z,50.25,8.56,58.81,f11d6036-b3f3-4380-a03d-a18a8752cf6a,fedex,2021-02-16T00:29:14Z,2021-02-12T00:29:14Z,delivered,6514b5a0-6388-4940-b6db-ed6f4e010ad5,,89ab3752-1119-4f9e-9766-0d6883501434 +8298fb27-518c-4b2c-9fd8-391737ceb777,2021-02-11T14:09:20Z,90.0,1.89,91.89,49f10900-730f-4cf9-b084-4b5c3c206ea8,fedex,2021-02-12T14:09:20Z,2021-02-12T14:09:20Z,delivered,8ac6bb3e-7dc0-4cdb-90f2-a31db50547db,,71c60b11-0457-40c4-91ca-b86e0631f1eb +42ec61e5-e1ff-4dee-b507-3e466e5d1768,2021-02-11T05:52:18Z,122.85,5.07,127.92,eb66cdbf-bda3-4ccf-884c-1bb5dc580f4d,ups,2021-02-15T05:52:18Z,2021-02-16T05:52:18Z,delivered,6cbe0665-0001-43b3-98af-7cd3909b1b28,,280bb1a8-d59e-4ada-b479-a4d47163130e +c08e2beb-24ee-4915-8668-dabe2306c6ca,2021-02-11T22:43:50Z,323.0,9.15,332.15,48e73678-2069-4d6c-a802-fecdf345f3ab,ups,2021-02-13T22:43:50Z,,shipped,5943d612-56e1-449a-b891-c501bcea5c34,,4a30ec6b-111e-4142-9079-956394e1e4c7 +c0873253-7827-4831-aa92-19c38372e58d,2021-02-11T17:11:14Z,336.75,9.52,346.27,,,,,preparing,48ebf150-7cb7-4358-a5ef-1a2b0aa831b9,,4934ebb8-8950-4bd0-87ba-a1532716e54d +d6ae6182-1c85-4b8e-a7a0-d150b08cab27,2021-02-11T12:49:19Z,172.75,8.38,181.13,ca6b1726-8e04-4016-8743-53e598917255,usps,2021-02-12T12:49:19Z,2021-02-14T12:49:19Z,delivered,ab21c3fa-34c7-4858-bee5-193775913caf,,b3315b61-f1a6-4dbc-b08b-d65b38aa6f77 +843b5729-e193-4a16-834e-7447e35a37c8,2021-02-11T07:08:41Z,161.0,9.99,170.99,ed0da0c5-298b-40ec-a382-a0038c9e5eb7,ups,2021-02-15T07:08:41Z,2021-02-13T07:08:41Z,delivered,1690815f-a96f-4f41-af89-bde6e90ad560,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +e77a9f5e-a3d7-4eed-ba0b-50893cb38f00,2021-02-11T03:54:07Z,383.8,7.16,390.96,19d1c8c0-2446-4282-88f8-bd1079a43037,fedex,2021-02-12T03:54:07Z,2021-02-13T03:54:07Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,b2b4d6cd-3c94-40e0-99aa-9dd9ba011ca6 +3332bd19-5807-4a5f-8894-8f1fee628adf,2021-02-11T03:04:28Z,517.75,3.8,501.55,2184f126-3a9e-4dfd-9fd9-d5da1bfd06bc,ups,2021-02-13T03:04:28Z,,shipped,1fada2e4-1018-48f1-84dc-802dc99171fe,Mandatory,a81e134c-8135-44ab-bda4-66b29e5175ca +2bfad5b6-b4ad-47e2-a316-8b7dc7fbc246,2021-02-11T11:51:45Z,293.5,6.09,299.59,4cc535d1-8f2d-4cd2-907c-abbdb98c7236,ups,2021-02-13T11:51:45Z,2021-02-12T11:51:45Z,delivered,8ac6bb3e-7dc0-4cdb-90f2-a31db50547db,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +912c0b79-532d-4710-bf23-0f9e227b5864,2021-02-11T21:39:37Z,508.4,2.09,510.49,a4b4c21e-cf53-49ab-8c59-2c1af8a66618,usps,2021-02-13T21:39:37Z,2021-02-12T21:39:37Z,delivered,e93257ac-2915-409b-a527-f8d5a089f155,,b5d85492-b403-4f52-a42b-4363716f4cfb +e03c0b27-dcb0-4b48-a36e-1c5f013d11d9,2021-02-11T04:49:12Z,268.45,2.63,258.08,174ee4bf-b4ce-4399-b6a2-cbb9d00608ac,ups,2021-02-13T04:49:12Z,2021-02-13T04:49:12Z,delivered,b49e6c79-09ad-41b2-9ed6-44570f83a3f8,instruction set,26a10637-982b-4f9d-a243-de56b194427e +0322c87a-dccc-4c1d-a639-2404c00c7871,2021-02-11T23:45:41Z,229.0,1.37,230.37,89b43e10-0740-4c67-bf4b-e4c15677182d,ups,2021-02-16T23:45:41Z,2021-02-15T23:45:41Z,delivered,44b36e47-f501-4328-9df5-927222167a3d,,184b47dd-af07-4299-b872-5cfb6e4e7ac1 +85a88715-9eef-486b-9494-82989ee3b483,2021-02-11T04:28:56Z,779.5,9.34,788.84,66d9d668-f4db-4aba-9f7e-ca8987ed0b97,fedex,2021-02-12T04:28:56Z,2021-02-14T04:28:56Z,delivered,e512189a-15a2-4325-b41d-6092f5c03bc9,,bee5bf4a-6525-4ef0-bdb2-fc1d8efe0570 +5f16fb3f-aa26-4cdc-8de6-e86c96dc842f,2021-02-11T06:26:15Z,210.0,9.78,202.78,,,,,preparing,9208a361-ea2f-4f75-a2b4-281b55df08a9,Optional,dc7345f9-9c6b-45d5-a633-a07a4a355104 +f1236409-b5f6-4e40-961c-797b850e225b,2021-02-11T09:20:53Z,201.5,8.21,209.71,c5096b6d-91c3-4387-8f83-cbe55f1a7323,ups,2021-02-15T09:20:53Z,2021-02-12T09:20:53Z,delivered,65b34b30-f96d-4230-b595-0c7c249de7e5,,b2b4d6cd-3c94-40e0-99aa-9dd9ba011ca6 +bc247c35-1e4f-453a-af60-f14218a219b5,2021-02-11T15:42:24Z,303.5,9.55,313.05,58a79a2d-41c0-40b1-9be0-f0dba6e7deae,ups,2021-02-14T15:42:24Z,2021-02-18T15:42:24Z,delivered,63b87683-1c30-49e0-86f0-54d00b32052f,,5a6a5b60-d54a-4ef7-9ae3-6bd9fd21a807 +89e6f87a-1347-4670-9cb6-8873c4ae0bca,2021-02-11T10:27:32Z,355.0,8.46,363.46,96f045af-0dd4-4b09-956d-d9d27f0c36d7,usps,2021-02-12T10:27:32Z,2021-02-15T10:27:32Z,delivered,1084cc0c-3ee1-42d2-aa29-368474bd1579,,b75f3aaf-a993-400a-af77-389c1d1187a9 +7db78274-d998-408b-9c97-83f22373c9ea,2021-02-11T21:19:45Z,637.4,7.31,644.71,55acac02-456c-4a50-9d4f-fb53debecad8,usps,2021-02-13T21:19:45Z,2021-02-14T21:19:45Z,delivered,baaf00b6-da56-44af-8c70-97269472e6f3,,c1661061-176f-4e18-96a3-3ae16fdee80b +0e9b8ee9-ad0a-42f4-a778-e1dd3e6f6c51,2021-02-11T08:11:14Z,60.0,1.52,61.52,,,,,preparing,7091fe90-07da-424c-8da6-24e024503be2,,965dbeea-a6d5-467d-9683-914b744ad1ef +fd804ab1-fa33-49b5-97a4-5c29d28a5101,2021-02-11T11:01:19Z,121.5,8.69,130.19,3c5ed5d0-6122-440b-9958-abf6ecedac02,ups,2021-02-15T11:01:19Z,2021-02-13T11:01:19Z,delivered,b84e37bd-016f-4bd7-ab63-0ba81c57ea9a,,959fc946-4baf-457f-8290-2a7d0e7fc3f7 +841074bf-571a-43a6-963c-ba7cbdb26c85,2021-02-11T16:11:14Z,76.25,1.14,77.39,,,,,preparing,dbc936d7-51da-4dfa-9dd9-7ce399b466df,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +44551048-9048-4764-91f1-5c2bb6928f8a,2021-02-11T10:10:41Z,60.0,1.99,61.99,442ed3b7-f750-473b-befe-74521da1e3c8,ups,2021-02-14T10:10:41Z,2021-02-15T10:10:41Z,delivered,e3302139-c0ba-4715-9c35-68dde8347b56,,2ccdea45-e41c-4845-8252-50c2f568e0db +778f8864-d993-4118-b7d6-1ea836ec6791,2021-02-11T16:48:09Z,437.25,2.33,439.58,1155f710-9574-4b2f-a48d-3954b5f05bbb,fedex,2021-02-12T16:48:09Z,2021-02-15T16:48:09Z,delivered,4340de09-99b5-451b-ada3-168228a08cf9,,6d31baf0-1ecd-42e0-b32f-645d084c3109 +2db8d59b-1470-4cd3-8be6-c96a82480240,2021-02-11T11:47:45Z,369.35,1.01,370.36,66e97e94-da5c-4051-8a89-92da8622634b,usps,2021-02-13T11:47:45Z,,shipped,5951d1d2-614e-4557-a2de-8298a1e4b179,,44f03e5e-c121-44dd-80e2-b2d18860d57a +2e40bfc1-f035-4617-a12b-da047e4578c3,2021-02-11T02:29:55Z,45.0,4.07,49.07,e355d4af-4b0c-461f-97c9-2f2bd4120403,usps,2021-02-15T02:29:55Z,2021-02-17T02:29:55Z,delivered,c9d5048d-4879-4c2f-865f-3a971f3eea4e,,6155419f-3b93-43ef-a11a-b1dece0e7a37 +459c78e2-335c-47c9-9c9e-cf4d11a3e1fe,2021-02-11T03:09:04Z,50.75,8.98,59.73,96f176d5-77d5-4712-b1ab-bdafda4895a7,fedex,2021-02-14T03:09:04Z,2021-02-15T03:09:04Z,delivered,5555f2b6-d408-419f-aa60-22c0f0440f50,,a4214945-dbfc-4bc2-afe6-ab00f33edcfe +1b8feb77-03cf-4414-a652-544fa364c008,2021-02-11T05:35:20Z,323.0,9.39,332.39,f497ae05-3ce3-4226-ae5c-5b8ff6126ecb,fedex,2021-02-13T05:35:20Z,2021-02-17T05:35:20Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,dd1048ba-46a5-4d80-a7e1-b1592c161a4c +d99dab56-7aa3-4eca-869c-946bca5e6811,2021-02-11T01:50:56Z,105.95,9.6,105.55,729b26f9-cd82-4084-af51-719fc987e733,ups,2021-02-12T01:50:56Z,2021-02-13T01:50:56Z,delivered,8ac6bb3e-7dc0-4cdb-90f2-a31db50547db,leverage,b75f3aaf-a993-400a-af77-389c1d1187a9 +86302f5c-4879-4056-8c99-b3721e83829d,2021-02-11T02:58:50Z,368.0,1.37,369.37,878b9f58-8c0c-4d94-b251-f43e13db3acb,usps,2021-02-12T02:58:50Z,2021-02-18T02:58:50Z,delivered,d550fa36-ab93-4a07-a7ad-bb6f395b5a50,,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +ae526f89-1faf-4ae8-90b2-06b996b51b31,2021-02-11T18:17:21Z,100.0,7.23,107.23,489ef774-9774-44b4-91b2-6788b207e936,ups,2021-02-16T18:17:21Z,2021-02-12T18:17:21Z,delivered,eb8ac155-9558-47a2-ad5d-3a2518ec563c,,1d3482c6-e56b-47df-91f8-4b32bc908b2b +ba6390f1-e352-4fd5-9f1e-b350214c4124,2021-02-11T16:39:27Z,403.0,1.0,404.0,02d30678-243c-4cb2-9dc8-a121c0574f06,fedex,2021-02-16T16:39:27Z,2021-02-17T16:39:27Z,delivered,7f89df2d-6f1e-4f67-83a1-40d2b8ec56b0,,2ccdea45-e41c-4845-8252-50c2f568e0db +97c51e08-8026-44cb-af4b-15f8011e4931,2021-02-11T01:52:43Z,410.0,9.19,419.19,f89da4ad-0287-471a-a4bf-6d654c742996,usps,2021-02-13T01:52:43Z,2021-02-14T01:52:43Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,e21cfbf8-4b71-4028-a00f-83d79b8d1745 +df91aa85-bfc7-4c31-93ef-4cee8d00a343,2021-02-11T16:20:27Z,277.0,7.17,284.17,,,,,preparing,bbe51ac6-6687-4cbe-9178-27d96f90836b,,e71bd22e-7711-405f-9d7e-2a7824d68a6a +6280af33-1ec6-4e8b-bc9e-6ed331ccb5da,2021-02-11T08:39:03Z,182.5,9.68,179.18,1ed463b2-495a-4b32-9c53-2ea8d8e58ab7,ups,,2021-02-12T08:39:03Z,delivered,5de439eb-6bc7-4fc2-ba0e-a3bf8a286d63,instruction set,a8fa71b5-5d47-410f-b0c1-a16d20a05937 +f6881473-8927-4504-8ba0-3acecf098b5c,2021-02-11T11:28:42Z,232.5,1.74,221.24,d252e680-abea-44ba-9a0e-cb425705d9f5,ups,2021-02-14T11:28:42Z,2021-02-12T11:28:42Z,delivered,2bfd97fc-be3c-4137-8996-b44907a368d2,instruction set,8a46a3e5-4428-4744-855c-19d435fcf7af +c46b8091-59e1-49de-a505-f1c98023a65a,2021-02-11T14:17:37Z,432.25,1.82,434.07,80f9fdf7-e92a-4294-a20a-e2dbde5108d3,ups,2021-02-14T14:17:37Z,2021-02-14T14:17:37Z,delivered,4115e7da-5892-4eef-9f39-705626158c7f,,e080edb5-bf24-43dd-a9cd-f1419a240fa7 +dcf4ab8d-ee51-4dd4-953d-557d413100fa,2021-02-11T05:28:02Z,50.0,5.64,55.64,bd10fd7c-e849-451d-8b0e-0620e5104d3d,usps,2021-02-13T05:28:02Z,2021-02-17T05:28:02Z,delivered,f37282a8-5c04-44bb-a9e6-fe9ed2eed6e2,,2ccdea45-e41c-4845-8252-50c2f568e0db +0db4263a-5b43-488c-b9d8-9592c9f4d549,2021-02-11T21:11:38Z,226.0,2.38,211.38,6646f2d3-265e-46da-8a0a-4dd216da9ecf,dhl,2021-02-13T21:11:38Z,2021-02-13T21:11:38Z,delivered,edbbae4b-6354-4a0b-9d43-d74c3f67b5de,Optional,b3db1ec9-17b7-4b15-8f04-b2077048f428 +a3bc2320-2520-43fc-8a33-7d126e06e324,2021-02-11T02:01:41Z,15.25,5.32,20.57,3917ca7e-1873-4b35-8883-6be083bde22f,ups,2021-02-12T02:01:41Z,2021-02-17T02:01:41Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,bfee6b0f-d8ea-4626-9786-a0e1497bd07b +9da202ba-64b2-4c8c-bab7-7cfc56a3410c,2021-02-11T01:01:59Z,145.95,4.31,150.26,559a1b81-43d6-4476-84f8-df3312a97eb7,ups,2021-02-15T01:01:59Z,2021-02-15T01:01:59Z,delivered,7091fe90-07da-424c-8da6-24e024503be2,,1a61a755-cf38-43cd-be0d-7babfe8aaa26 +81617893-be66-4c1e-b73e-a71ece089732,2021-02-11T08:03:44Z,597.55,3.95,601.5,d730d888-8180-49ad-9ad6-93a2fe38cb14,fedex,,2021-02-16T08:03:44Z,delivered,4340de09-99b5-451b-ada3-168228a08cf9,,6155419f-3b93-43ef-a11a-b1dece0e7a37 +f67806e3-1791-404d-a445-6467318f3a0d,2021-02-11T10:57:58Z,561.5,9.3,570.8,ef7ac151-3536-479a-82d1-933af79f3bd5,ups,2021-02-15T10:57:58Z,2021-02-13T10:57:58Z,delivered,1df78ad9-9493-4ce9-b1ad-776f26650417,,62e197da-130d-48f9-95d1-8f67b5be1784 +3fb5a1fd-bf02-4ca0-bb26-4ff4c4a4af74,2021-02-11T04:05:52Z,960.15,5.63,965.78,534dbac2-f4db-42d0-95ec-d14d12fdcaa5,fedex,2021-02-16T04:05:52Z,2021-02-15T04:05:52Z,delivered,1fada2e4-1018-48f1-84dc-802dc99171fe,,058563af-f1de-48fe-a5ad-4514fe8964f4 +09fc1bc7-215a-4987-96a1-9e3e079a3707,2021-02-11T12:15:58Z,75.0,2.94,77.94,3f8401b3-9525-4e83-b1c6-64d2341f3e0b,ups,2021-02-14T12:15:58Z,2021-02-15T12:15:58Z,delivered,7f7ce164-75dd-4d50-ad3f-e4d8846f3d60,,b2b4d6cd-3c94-40e0-99aa-9dd9ba011ca6 +b15964ec-1e59-4258-9ecb-bcaac33cd071,2021-02-11T19:42:05Z,466.35,7.85,474.2,78ff424e-befd-4172-800c-6aca96b99524,fedex,2021-02-14T19:42:05Z,2021-02-13T19:42:05Z,delivered,4340de09-99b5-451b-ada3-168228a08cf9,,cdc9b750-8081-441d-9905-339732cbdc4a +15f26002-ee82-4855-a9d7-d55ff3f1a85b,2021-02-11T17:46:36Z,184.0,3.91,187.91,84e491af-c2c3-406a-a71d-97456149fece,ups,2021-02-15T17:46:36Z,2021-02-17T17:46:36Z,delivered,8af678e5-c051-4ca2-88f3-4c903d77a3f6,,4da64e4e-655c-4fbe-bee2-3eb1014ace1b +6abeb560-cfb9-4726-8d7d-612f3cd3763e,2021-02-11T14:25:20Z,327.25,7.98,335.23,f1cd7b1c-aba9-4619-b9ce-87c172f0fdd4,ups,2021-02-12T14:25:20Z,,shipped,b49e6c79-09ad-41b2-9ed6-44570f83a3f8,,a8fa71b5-5d47-410f-b0c1-a16d20a05937 +e2c5c29c-2e3c-4e56-9db0-98f13c20b59d,2021-02-11T21:21:21Z,90.0,3.44,93.44,309db5b5-982e-4f4a-bd20-7f52f3a25413,fedex,2021-02-12T21:21:21Z,2021-02-15T21:21:21Z,delivered,eafe1c71-6ae0-4add-b9d9-34d9c5d00c50,,9285957a-e1fd-4205-960e-f739a9c7dfd2 +098a1247-5524-4d73-8523-551582ba39f1,2021-02-11T16:54:42Z,75.0,9.06,84.06,b8cd58c1-e65f-4912-88a2-e6f4f32e4bbe,ups,2021-02-13T16:54:42Z,2021-02-15T16:54:42Z,delivered,19ac513f-b77e-4808-ade4-284ece721d91,,609af927-16f8-450a-ade4-1e06724e9feb +ffd7d39a-e3b5-43dc-97b7-f6f5443ae314,2021-02-11T14:34:59Z,292.5,1.04,293.54,0a5a9f69-0528-44f9-b341-8662d886e2d8,fedex,2021-02-15T14:34:59Z,2021-02-13T14:34:59Z,delivered,7f7ce164-75dd-4d50-ad3f-e4d8846f3d60,,53983579-4a64-432a-941e-c3d9c886bd77 +fe655286-6400-456f-ad0f-c61554d8988b,2021-02-11T09:50:26Z,182.75,2.56,183.31,10a59f4c-8032-4c19-be79-932ef3651bb7,ups,2021-02-16T09:50:26Z,2021-02-17T09:50:26Z,delivered,aa2bd310-8be1-4b6c-a852-2789d8652ac7,task-force,62e197da-130d-48f9-95d1-8f67b5be1784 +a484481e-ee94-486a-ab20-50c70f8c6674,2021-02-11T01:23:39Z,142.5,7.71,150.21,7c1c1ece-d6fc-4b28-81df-80ea6908863d,ups,2021-02-12T01:23:39Z,2021-02-12T01:23:39Z,delivered,ab21c3fa-34c7-4858-bee5-193775913caf,,3b7ecb69-bf20-41be-b69f-59685b249be2 +a5030657-135a-454a-b17e-1014c1b53852,2021-02-11T04:08:26Z,121.0,5.35,126.35,3e3e265f-5fe7-4cd2-b1ea-1a4d07719012,ups,,2021-02-13T04:08:26Z,delivered,29246f52-de26-4867-b464-7c5973526202,,965dbeea-a6d5-467d-9683-914b744ad1ef +f47e999f-0933-4903-bd76-2154b7fdc18c,2021-02-11T20:00:16Z,260.0,2.3,262.3,4307ad1b-4f29-420d-8c41-f14e18f868b8,fedex,2021-02-14T20:00:16Z,2021-02-18T20:00:16Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,e71bd22e-7711-405f-9d7e-2a7824d68a6a +911cf158-a9f8-47f9-a8f0-900b113fc41a,2021-02-11T15:30:21Z,92.85,9.12,101.97,28ded7db-2557-4676-a0a8-bab5af3487a8,dhl,2021-02-12T15:30:21Z,2021-02-18T15:30:21Z,delivered,8d8916e6-9820-49aa-bde8-8657dcfa7395,,609af927-16f8-450a-ade4-1e06724e9feb +0f7d97e4-6093-489d-b338-e98397482ff3,2021-02-11T02:30:04Z,225.0,4.4,229.4,5e88b8b2-220a-4dbf-9e86-e7179d0aaf84,dhl,2021-02-16T02:30:04Z,2021-02-15T02:30:04Z,delivered,ab6cf98c-c16e-41b7-88ab-31f4db64caa2,,df4fbdd5-d7f9-4711-b1b6-2517808df91a +08f64f64-8cd5-491a-a5a9-80ffd3321fc9,2021-02-11T17:09:56Z,203.75,7.01,210.76,073b4e8f-bf2e-47c5-a1d8-d01df6a84772,ups,2021-02-15T17:09:56Z,2021-02-17T17:09:56Z,delivered,1fada2e4-1018-48f1-84dc-802dc99171fe,,72f36ef2-3c89-413d-a2c0-f91e8221a052 +53aa67bb-9718-44bf-8b08-dc5e853a7166,2021-02-11T16:48:30Z,468.0,5.86,473.86,7fd7718e-ded5-44d6-aa21-5afc97734d0e,usps,2021-02-16T16:48:30Z,2021-02-14T16:48:30Z,delivered,6875a4d9-cdc6-43bc-a700-f6916e049e46,,dc7345f9-9c6b-45d5-a633-a07a4a355104 +4c128667-aa7c-41be-b9dd-bb5a1164e6f0,2021-02-11T17:30:04Z,440.35,8.7,449.05,cf0efa4f-99b3-4b5f-988c-161d90c3e59e,ups,2021-02-15T17:30:04Z,2021-02-13T17:30:04Z,delivered,2c696f6a-3988-4cdb-a9a0-5c464e2ce19a,,47becc4c-db6c-4809-8562-c88a044ebfc9 +d6c0fab7-7510-49cc-bd20-c4d139cc63b7,2021-02-11T23:34:48Z,161.0,2.52,163.52,6854d441-e2b6-40e3-902d-8b5429310a57,ups,2021-02-12T23:34:48Z,2021-02-14T23:34:48Z,delivered,4dae48a6-8206-46eb-b629-fec4a99306ec,,11f9f0ec-0cd6-4944-9dff-b577da0cc535 +62f9cc25-a60a-4a87-a7d8-79f9f70ef6a3,2021-02-11T09:58:35Z,733.5,9.1,742.6,c39a975d-b2c0-4b59-8fac-af77b5dd01e9,fedex,2021-02-14T09:58:35Z,2021-02-18T09:58:35Z,delivered,b6b40cce-8d02-4fe5-8bee-5eadbcb56a01,,d502f2e1-d34c-4b82-9834-15e50ab41a1b +c98cb399-9f31-47e9-8394-80b6962cbdae,2021-02-11T15:59:38Z,311.9,7.17,319.07,8fe59010-dc90-44d2-99e1-5d66b726f4d0,fedex,2021-02-15T15:59:38Z,2021-02-14T15:59:38Z,delivered,5a9d6641-6ca6-48f0-af45-f411750f611a,,72f36ef2-3c89-413d-a2c0-f91e8221a052 +80768346-2426-4f4a-a8ba-4f7768139f94,2021-02-11T16:33:52Z,517.55,6.58,524.13,d6dc1452-f9dd-4626-84e0-2bbfb51ab0ad,ups,,2021-02-15T16:33:52Z,delivered,89dd1d56-f177-4b28-86c8-b7d1beeff4a8,,4a9bcc05-a07b-4507-9d42-a2325a4844fa +a86318cc-892b-4ea0-a031-da15ad2e52ed,2021-02-11T13:11:14Z,130.0,5.68,135.68,,,,,preparing,edbbae4b-6354-4a0b-9d43-d74c3f67b5de,,8a46a3e5-4428-4744-855c-19d435fcf7af +a926376d-6261-45af-89bf-36cbee1f8cda,2021-02-11T05:04:22Z,91.5,1.68,93.18,34135222-a789-47de-885e-e814ce5c75f0,fedex,2021-02-16T05:04:22Z,,shipped,63b87683-1c30-49e0-86f0-54d00b32052f,,118d2c47-6c92-44b3-a52a-c58dac57adf2 +db46d023-4a2b-43f2-aac8-d9d73284eddc,2021-02-11T10:39:35Z,190.0,2.55,192.55,9fd66ee9-b691-4790-a12a-4a233294c240,ups,2021-02-12T10:39:35Z,2021-02-17T10:39:35Z,delivered,1084cc0c-3ee1-42d2-aa29-368474bd1579,,26a10637-982b-4f9d-a243-de56b194427e +c36d3573-1c28-4240-8c17-c874a80cca6c,2021-02-11T08:25:53Z,20.5,2.23,2.73,76a3d99e-a8b2-4635-b1a9-9feba8829687,usps,2021-02-16T08:25:53Z,2021-02-16T08:25:53Z,delivered,0babae9e-2656-4dcb-b454-47d88d47c920,Mandatory,48ee18eb-8ee7-4cd7-819b-a9c65184e4ac +041ecc00-a968-4118-afd5-84093c4e7356,2021-02-11T08:18:07Z,90.5,7.5,96.0,482a1ea5-17e2-4e41-94e1-df428fedbd19,ups,2021-02-15T08:18:07Z,,shipped,93908a68-20b7-44ba-b6c1-6f4cc57d7726,task-force,d6e4e3d2-9e7c-454a-bae6-2339d80d23fd +34d36019-85bf-4260-9b15-1ed4d4ae3ada,2021-02-11T19:41:26Z,549.5,4.18,553.68,4bd6a494-e7f0-469d-a8fd-eeded124bde2,ups,2021-02-13T19:41:26Z,,shipped,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,027e0a9d-2bb0-4247-8989-365339741a93 +8438becb-0cf6-4add-b15d-b4f44b724b53,2021-02-11T10:13:12Z,91.5,9.19,100.69,e4faf78c-0c47-4604-8efd-11dc9a99e9c4,usps,2021-02-16T10:13:12Z,2021-02-18T10:13:12Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +914b8929-e04a-40f8-86ee-357f2be3a2a2,2021-02-11T20:54:54Z,50.0,6.23,56.23,,,,,preparing,6aff561d-fbd9-4130-8242-8b9073cc3a03,,b3db1ec9-17b7-4b15-8f04-b2077048f428 +ec11cc26-50d8-47bd-8ed0-20587214ba7d,2021-02-11T03:28:47Z,155.75,5.42,161.17,6411ee23-ba0b-40f8-a1d2-31b35769c9f3,fedex,2021-02-13T03:28:47Z,2021-02-13T03:28:47Z,delivered,7f89df2d-6f1e-4f67-83a1-40d2b8ec56b0,,131db634-55f8-4fb6-98f3-624ec32a94b8 +4a67cffa-e7bc-4d30-bc97-f2c9a71334d1,2021-02-11T12:59:25Z,167.25,6.81,174.06,,,,,preparing,366bd18f-6a16-4f39-9177-080c11ce9f25,,76f13d82-1273-4144-8a41-45fc836c3540 +82e2a7d2-d8c2-4b37-9f18-bba82f31c5b2,2021-02-11T20:24:19Z,224.25,9.64,233.89,fe560e00-2501-4ae2-91f0-1c2398717a01,ups,2021-02-15T20:24:19Z,2021-02-14T20:24:19Z,delivered,bf7367be-d029-4255-81a1-3a295eeb9c56,,4da64e4e-655c-4fbe-bee2-3eb1014ace1b +867b34a7-c143-45ec-81db-705506a9578b,2021-02-11T00:54:07Z,274.75,1.48,276.23,a71ba84d-fd3c-48cd-9220-fa5648cd51da,ups,,2021-02-12T00:54:07Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,b75f3aaf-a993-400a-af77-389c1d1187a9 +58d89e41-48a4-49a5-944e-28b4e349288d,2021-02-11T10:31:16Z,298.45,7.3,305.75,260ea248-39b1-4b6c-af95-f87693711dc1,usps,2021-02-16T10:31:16Z,2021-02-15T10:31:16Z,delivered,b3367c91-53bd-4aac-ab6d-0a596fe382c2,,ea7dd7ad-1905-4873-9890-f1aa90439a29 +9e4f5468-05ff-4dd3-af20-fcd8c4730ab5,2021-02-11T20:10:35Z,20.5,5.54,26.04,66f9f723-aec2-499d-9476-d9a68762833a,fedex,2021-02-15T20:10:35Z,2021-02-15T20:10:35Z,delivered,6875a4d9-cdc6-43bc-a700-f6916e049e46,,89ab3752-1119-4f9e-9766-0d6883501434 +3ca15482-7645-4af2-bb53-7a853432a492,2021-02-11T20:42:32Z,120.0,9.12,129.12,8204ddc7-59f7-44af-89d8-3c81ea4a8a41,ups,2021-02-15T20:42:32Z,2021-02-15T20:42:32Z,delivered,1df78ad9-9493-4ce9-b1ad-776f26650417,,b8f77f86-d46a-412a-9dce-7b458a34618d +7edd0cc1-e72c-4463-86c9-e7758c6fd2f6,2021-02-11T18:47:45Z,206.25,3.11,209.36,0e332726-456d-4b5f-b246-a3ded8ab1963,ups,2021-02-14T18:47:45Z,,shipped,78955b0f-6e77-44d6-89b5-18097afb0580,,02331e89-1736-4f12-85b9-ddd62545214b +3dd8be7e-c2c0-4141-953f-1ce79cff87b8,2021-02-11T11:51:30Z,659.15,6.03,665.18,6f6b12db-babc-42e8-b8a3-d8f1e110f982,fedex,2021-02-15T11:51:30Z,2021-02-15T11:51:30Z,delivered,7091fe90-07da-424c-8da6-24e024503be2,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +224b19e0-eaef-4749-8ca7-72e9d99e07e8,2021-02-11T04:31:06Z,171.0,7.91,176.91,4b7c92b8-72c0-447e-b8a7-1b726427f561,ups,2021-02-16T04:31:06Z,2021-02-13T04:31:06Z,delivered,b9287f6c-c865-49bb-a3c9-da47bbdf3a90,task-force,44f03e5e-c121-44dd-80e2-b2d18860d57a +5a87daee-97d3-4676-9f53-58bfb7042ca4,2021-02-11T03:37:33Z,186.0,8.75,194.75,ede9af9d-049f-440d-aea2-99a66074a29d,fedex,2021-02-13T03:37:33Z,2021-02-14T03:37:33Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,25caf41f-ca5a-4cbb-bc2c-b5d9fcebe66b +10408b83-26cc-4eb8-bd08-38435207099e,2021-02-11T11:54:29Z,287.0,1.34,288.34,32d62bcb-8ff2-4773-a5b0-32be0bde4305,ups,,2021-02-13T11:54:29Z,delivered,4115e7da-5892-4eef-9f39-705626158c7f,,a4fbed7c-7bdd-465d-bdcd-ab0c4c68f300 +32bd64c8-5e08-472f-b41e-f8af1d345763,2021-02-11T23:36:55Z,162.85,7.03,169.88,26f75497-7e5e-4a41-8a12-f72747f15ab1,usps,2021-02-14T23:36:55Z,2021-02-18T23:36:55Z,delivered,ac8cea7f-30b1-498d-8baa-d5ea2b32d138,,cdc9b750-8081-441d-9905-339732cbdc4a +fc78eeaa-1ffc-480d-910d-02b487109fa8,2021-02-11T23:20:51Z,106.5,4.26,110.76,a39d79e4-f145-4f1c-b95a-3bdc71e70992,ups,2021-02-13T23:20:51Z,2021-02-17T23:20:51Z,delivered,6b116938-3785-4983-a5d7-33f6af32f0ba,,4747877b-fb7d-4ec1-b42d-6b8f8707c984 +2a4ce69d-8db6-48d7-b48f-719d09b0b91f,2021-02-11T22:40:42Z,400.25,5.53,405.78,211f93ad-3932-44ff-a4da-3d0a4035a16c,ups,2021-02-14T22:40:42Z,,shipped,d78268b1-7168-49f4-8f6f-db436afb5a6f,,cdc9b750-8081-441d-9905-339732cbdc4a +4c19a2cf-ac71-4c7b-b629-b61373a75db6,2021-02-11T23:55:36Z,231.0,5.76,236.76,69a785d8-d678-4498-9e89-6c757155a54a,ups,2021-02-13T23:55:36Z,2021-02-15T23:55:36Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,4a30ec6b-111e-4142-9079-956394e1e4c7 +1e5fa971-3c0e-4ae8-b5bb-63d6176b82b2,2021-02-11T00:16:56Z,311.0,8.01,319.01,938dc7e4-7df2-452a-9895-5ec9addcb18d,fedex,2021-02-13T00:16:56Z,2021-02-15T00:16:56Z,delivered,4fe02f4f-f3d6-4068-853d-158cc64f0c65,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +c615ea16-2b87-471c-a40e-f1a1b81df308,2021-02-11T09:19:11Z,181.75,6.21,187.96,8b942995-487b-4eb7-856e-a5469f35c220,ups,2021-02-16T09:19:11Z,2021-02-15T09:19:11Z,delivered,e3302139-c0ba-4715-9c35-68dde8347b56,,3a286955-76c1-4b50-b5fc-61e4e4e3be4d +9dfcd309-494d-49bb-8e85-ad176efff081,2021-02-11T14:32:04Z,217.9,5.65,223.55,06e764ff-8656-47f0-8ed4-08c7b907e086,ups,2021-02-13T14:32:04Z,2021-02-14T14:32:04Z,delivered,2c696f6a-3988-4cdb-a9a0-5c464e2ce19a,,632eadda-3e81-492c-8108-d5982aeac84d +aab22458-eebe-4f90-b563-d1eda139e78d,2021-02-11T21:04:02Z,135.5,6.35,128.85,c29d5912-f3cf-42b4-aee4-b727786370b1,ups,2021-02-13T21:04:02Z,2021-02-16T21:04:02Z,delivered,2bfd97fc-be3c-4137-8996-b44907a368d2,instruction set,23f4d3fc-7192-44eb-a1c6-c3d93eed0a42 +8742e74e-c54e-4264-a3f2-7dd301072523,2021-02-11T23:27:17Z,372.25,7.08,379.33,b341346b-72da-48d8-a589-9b2b571b4ad2,ups,2021-02-15T23:27:17Z,2021-02-18T23:27:17Z,delivered,bbe518c7-5ea8-444e-acef-6c18be8336bc,,c8e06217-c625-471f-8cdc-88c3e39f6b2c +05202733-0e17-4726-97c2-0520c024ab85,2021-02-11T05:29:28Z,441.0,9.71,450.71,,,,,preparing,5951d1d2-614e-4557-a2de-8298a1e4b179,,3a286955-76c1-4b50-b5fc-61e4e4e3be4d +ab62de1b-c41d-4dd0-a723-cbadfe62e864,2021-02-11T01:10:04Z,201.05,1.95,192.0,66cf3122-f463-4459-99c4-8bdc025d1dc8,fedex,2021-02-15T01:10:04Z,2021-02-14T01:10:04Z,delivered,8af678e5-c051-4ca2-88f3-4c903d77a3f6,Digitized,34ddaf50-006e-47e6-b387-49d1544dd512 +d13a5859-35dd-4e23-9601-6bfef26a0ded,2021-02-11T23:41:54Z,127.75,9.78,137.53,33dc1b75-4a01-4389-b12b-6c325696db95,ups,,2021-02-12T23:41:54Z,delivered,8af678e5-c051-4ca2-88f3-4c903d77a3f6,,68a5c312-2205-45ec-ace1-166ff3f4b572 +23a3e7b2-abb0-4642-9291-4af619ae2d3c,2021-02-11T16:01:32Z,183.5,3.0,186.5,924ee64a-4d67-447c-afbc-78dd60727f08,ups,2021-02-16T16:01:32Z,2021-02-15T16:01:32Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,f79a5736-1e58-436a-aca9-bc4cf21fef09 +e36cd6af-75e4-4182-8ce4-e3a5323bbf2b,2021-02-11T17:16:06Z,374.0,8.72,382.72,2cc8a810-577a-4a97-8d79-ddf51adc493b,usps,2021-02-12T17:16:06Z,2021-02-18T17:16:06Z,delivered,f37282a8-5c04-44bb-a9e6-fe9ed2eed6e2,,1c7f374e-04f5-4739-b791-e358d7cdd65a +bd760d86-5051-4418-86cc-d97e4deac8af,2021-02-11T10:16:54Z,355.0,8.48,363.48,230bed13-750c-4c57-9fa6-e4f9a5e1668f,ups,2021-02-12T10:16:54Z,2021-02-12T10:16:54Z,delivered,f9178203-61c0-4597-9070-6dc453ada601,,47e8e06d-0612-4af0-89ed-48deafa4857a +8a4b88e8-7b27-4023-8134-93c6b05b2c6e,2021-02-11T05:31:48Z,176.5,8.96,185.46,9574d45d-cf4c-441f-a6dd-029e34a6e289,ups,2021-02-12T05:31:48Z,2021-02-17T05:31:48Z,delivered,db41a6d4-70fc-43b1-82a5-393b46a2bdfa,,902bcb47-051b-4375-9dc0-485b3172b89b +671aa103-6918-4d9a-89f6-3bd3861f4a9b,2021-02-11T22:31:13Z,281.5,5.73,287.23,762f4eeb-0403-4628-9ee7-700f11cce9fa,usps,2021-02-16T22:31:13Z,2021-02-16T22:31:13Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,7193c797-ae37-4347-89b8-5564e93645f6 +22767af6-bb3e-4d35-b11c-05c12aa38138,2021-02-11T11:23:52Z,122.0,8.98,117.98,345138a1-cdba-4f7e-9343-ec3a90cda923,fedex,2021-02-13T11:23:52Z,2021-02-18T11:23:52Z,delivered,9208a361-ea2f-4f75-a2b4-281b55df08a9,instruction set,02331e89-1736-4f12-85b9-ddd62545214b +885ebd5d-6a82-4802-a241-2e52e223df5a,2021-02-11T20:26:30Z,195.0,4.85,199.85,51fd4c43-78b4-4f08-9fd1-0ab4ae6695d5,fedex,2021-02-13T20:26:30Z,,shipped,8af678e5-c051-4ca2-88f3-4c903d77a3f6,,3b7ecb69-bf20-41be-b69f-59685b249be2 +ba9fa0c5-4631-42dc-9e4f-1dbbaafcb85c,2021-02-11T11:29:59Z,748.3,4.37,732.67,9da1fa31-fec6-4a36-9889-4969b4d35486,ups,2021-02-14T11:29:59Z,2021-02-16T11:29:59Z,delivered,48fd8fef-ef87-4609-aac6-a8495b2feb50,Mandatory,e40b6557-536e-478e-a405-eed9959aa9f7 +273c575f-a41c-428f-80b0-a97985793b00,2021-02-11T08:11:14Z,569.5,5.96,575.46,,,,,preparing,8af678e5-c051-4ca2-88f3-4c903d77a3f6,,de7f84bd-9386-41a6-8dd0-cbafd5b58945 +cec02b6d-c997-4cad-8ab8-141c7a30aaf0,2021-02-11T20:41:11Z,444.0,3.45,447.45,f39c86e7-caf3-4cb8-a4b8-f9f9d53488dd,usps,2021-02-13T20:41:11Z,2021-02-16T20:41:11Z,delivered,7091fe90-07da-424c-8da6-24e024503be2,,76f13d82-1273-4144-8a41-45fc836c3540 +03b5ede7-4f3e-4d17-a326-be5e27338501,2021-02-11T16:33:57Z,771.3,1.69,772.99,16795524-50f3-4d09-b79d-6d41726445a7,fedex,2021-02-13T16:33:57Z,2021-02-13T16:33:57Z,delivered,65b34b30-f96d-4230-b595-0c7c249de7e5,,e6572a36-e4ae-4daa-8c05-692490c310a1 +29feab11-0894-43f4-bb2b-502453a49f23,2021-02-11T23:04:24Z,167.0,3.32,170.32,6c1298a0-0a47-4c78-ac05-64c5941fd507,usps,2021-02-16T23:04:24Z,2021-02-18T23:04:24Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +adfbf8f4-16df-4e8e-845c-1c1efa5f69d9,2021-02-11T22:01:30Z,45.5,3.91,49.41,56e5470d-d528-4fa4-9bc8-c231c8759e57,fedex,2021-02-15T22:01:30Z,,shipped,b3367c91-53bd-4aac-ab6d-0a596fe382c2,,5b760361-9ef1-49bd-a672-9acc2431d384 +fe1144d9-15c7-4d10-a533-fee0c06b0bcb,2021-02-11T11:35:47Z,440.0,6.86,446.86,4682fafb-40e2-4471-b2a1-bc563d20fcd0,fedex,2021-02-15T11:35:47Z,2021-02-13T11:35:47Z,delivered,29246f52-de26-4867-b464-7c5973526202,,ff8d0181-f21e-4235-bf7c-e5f917c6b55f +0b0d8f13-ca94-4686-b3d3-68ae3aa4bad3,2021-02-11T15:16:08Z,161.5,8.28,152.78,78be17d1-b510-40c2-a729-ea77b22c5738,usps,2021-02-15T15:16:08Z,2021-02-16T15:16:08Z,delivered,48ebf150-7cb7-4358-a5ef-1a2b0aa831b9,Optional,957af504-cee3-4f3a-8f5a-eb5a5bd23b16 +6be78159-b492-4440-8bcb-950297636c0f,2021-02-11T21:12:33Z,80.0,6.18,86.18,c5444713-1080-4ee9-bf4c-ef5d6622ed93,ups,2021-02-12T21:12:33Z,2021-02-14T21:12:33Z,delivered,489039b3-4092-4ed0-9065-b87573c26f21,,b75f3aaf-a993-400a-af77-389c1d1187a9 +967f96c9-adcf-4304-9295-73a9766fe51f,2021-02-11T19:34:49Z,125.95,5.48,131.43,2431562e-f456-4537-aa94-b22c21660ced,ups,2021-02-16T19:34:49Z,2021-02-18T19:34:49Z,delivered,1fada2e4-1018-48f1-84dc-802dc99171fe,,3a286955-76c1-4b50-b5fc-61e4e4e3be4d +b12b922c-5b91-4dff-a7c5-839e42584ef3,2021-02-11T06:20:43Z,60.0,8.33,68.33,f2c7c210-15ae-43be-bd34-a2062fc8b325,fedex,2021-02-14T06:20:43Z,2021-02-17T06:20:43Z,delivered,4115e7da-5892-4eef-9f39-705626158c7f,,ff8d0181-f21e-4235-bf7c-e5f917c6b55f +47254e22-09a8-4661-b2db-1a7e8d80b746,2021-02-11T02:25:27Z,278.0,7.41,285.41,4274035f-e186-4ae4-9ef4-db46f911de1c,fedex,2021-02-12T02:25:27Z,2021-02-12T02:25:27Z,delivered,17c49262-1f0c-46d1-a6ba-bacc19f08a86,,cdc9b750-8081-441d-9905-339732cbdc4a +cad92df1-0b1a-4827-a1fc-f20cece591dd,2021-02-11T18:46:58Z,497.75,2.69,500.44,d9132cfa-d10e-4993-b8f6-37a48e8b067e,ups,2021-02-15T18:46:58Z,,shipped,b8e0e25a-412e-4b8c-aaa2-eb1b46036424,,184b47dd-af07-4299-b872-5cfb6e4e7ac1 +1be71a60-1e61-4b97-aa13-1a6886f50ef3,2021-02-11T20:05:49Z,383.0,6.03,372.03,e1ae4d8f-53cb-4398-8eeb-6445665e606d,fedex,2021-02-13T20:05:49Z,2021-02-14T20:05:49Z,delivered,7be40e37-7a40-40ce-81c8-a5048c8befb1,Optional,82ef2b98-79dc-461c-855b-95c5d38ad6d3 +dc3c0681-9e42-4041-a2eb-576324037da3,2021-02-11T18:50:46Z,260.75,8.3,269.05,8634198c-da40-457f-b758-2f6163be3e16,ups,2021-02-15T18:50:46Z,2021-02-14T18:50:46Z,delivered,e0d9d6a2-d95a-4c56-b2df-654eca4d3bae,,65ef7b5a-11db-4544-89a8-44e15f1a986f +538284dd-13b3-44b9-94a6-28aeb4f04475,2021-02-11T14:25:56Z,120.0,5.07,125.07,a959a2d9-903b-4177-ace8-a02649dcb481,ups,,2021-02-18T14:25:56Z,delivered,d1f08820-32e6-4a31-abba-5aa533bc15a9,,2466034c-a22b-4b0e-95af-2d34160779bc diff --git a/00-bootcamp-project/dags/orders-2023-05-19.csv b/00-bootcamp-project/dags/orders-2023-05-19.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/products.csv b/00-bootcamp-project/dags/products.csv new file mode 100644 index 000000000..ad77d08a8 --- /dev/null +++ b/00-bootcamp-project/dags/products.csv @@ -0,0 +1,31 @@ +product_id,name,price,inventory +4cda01b9-62e2-46c5-830f-b7f262a58fb1,Pothos,30.5,40 +689fb64e-a4a2-45c5-b9f2-480c2155624d,Bamboo,15.25,56 +55c6a062-5f4a-4a8b-a8e5-05ea5e6715a3,Philodendron,45.0,51 +be49171b-9f72-4fc9-bf7a-9a52e259836b,Monstera,50.75,77 +fb0e8be7-5ac4-4a76-a1fa-2cc4bf0b2d80,String of pearls,80.5,58 +b66a7143-c18a-43bb-b5dc-06bb5d1d3160,ZZ Plant,25.0,89 +e8b6528e-a830-4d03-a027-473b411c7f02,Snake Plant,25.5,48 +c7050c3b-a898-424d-8d98-ab0aaad7bef4,Orchid,50.75,58 +bb19d194-e1bd-4358-819e-cd1f1b401c0c,Birds Nest Fern,15.5,49 +b86ae24b-6f59-47e8-8adc-b17d88cbd367,Calathea Makoyana,40.25,94 +e5ee99b6-519f-4218-8b41-62f48f59f700,Peace Lily,60.5,99 +05df0866-1a66-41d8-9ed7-e2bbcddd6a3d,Bird of Paradise,65.0,97 +e706ab70-b396-4d30-a6b2-a1ccf3625b52,Fiddle Leaf Fig,85.5,82 +843b6553-dc6a-4fc4-bceb-02cd39af0168,Ficus,20.25,44 +5b50b820-1d0a-4231-9422-75e7f6b0cecf,Pilea Peperomioides,20.5,85 +58b575f2-2192-4a53-9d21-df9a0c14fc25,Angel Wings Begonia,95.0,65 +a88a23ef-679c-4743-b151-dc7722040d8c,Jade Plant,15.0,94 +74aeb414-e3dd-4e8a-beef-0fa45225214d,Arrow Head,30.95,100 +5ceddd13-cf00-481f-9285-8340ab95d06d,Majesty Palm,70.0,74 +64d39754-03e4-4fa0-b1ea-5f4293315f67,Spider Plant,15.0,67 +d3e228db-8ca5-42ad-bb0a-2148e876cc59,Money Tree,30.5,59 +c17e63f7-0d28-4a95-8248-b01ea354840e,Cactus,15.0,81 +35550082-a52d-4301-8f06-05b30f6f3616,Devil's Ivy,15.25,88 +6f3a3072-a24d-4d11-9cef-25b0b5f8a4af,Alocasia Polly,95.0,83 +80eda933-749d-4fc6-91d5-613d29eb126f,Pink Anthurium,60.95,95 +37e0062f-bd15-4c3e-b272-558a86d90598,Dragon Tree,50.25,73 +615695d3-8ffd-4850-bcf7-944cf6d3685b,Aloe Vera,15.0,47 +579f4cd0-1f45-49d2-af55-9ab2b72c3b35,Rubber Plant,20.5,92 +e18f33a6-b89a-4fbc-82ad-ccba5bb261cc,Ponytail Palm,80.75,93 +e2e78dfc-f25c-4fec-a002-8e280d61a2f2,Boston Fern,20.0,77 diff --git a/00-bootcamp-project/dags/promos.csv b/00-bootcamp-project/dags/promos.csv new file mode 100644 index 000000000..b78128183 --- /dev/null +++ b/00-bootcamp-project/dags/promos.csv @@ -0,0 +1,7 @@ +promo_id,discount,status +task-force,2,inactive +instruction set,13,inactive +leverage,10,active +Optional,17,inactive +Mandatory,20,inactive +Digitized,11,inactive diff --git a/00-bootcamp-project/dags/users-2020-01-05.csv b/00-bootcamp-project/dags/users-2020-01-05.csv new file mode 100644 index 000000000..ec3921f8d --- /dev/null +++ b/00-bootcamp-project/dags/users-2020-01-05.csv @@ -0,0 +1,2 @@ +user_id,first_name,last_name,email,phone_number,created_at,updated_at,address +1df78ad9-9493-4ce9-b1ad-776f26650417,Monro,Chamberlen,mchamberleng@msn.com,659-441-8682,2020-01-05T03:27:27Z,2020-01-15T03:39:23Z,7ae529bf-b9d0-47ee-acd0-d55e0e6a0d32 diff --git a/00-bootcamp-project/dags/users-2020-01-06.csv b/00-bootcamp-project/dags/users-2020-01-06.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-07.csv b/00-bootcamp-project/dags/users-2020-01-07.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-08.csv b/00-bootcamp-project/dags/users-2020-01-08.csv new file mode 100644 index 000000000..74503dcc5 --- /dev/null +++ b/00-bootcamp-project/dags/users-2020-01-08.csv @@ -0,0 +1,2 @@ +user_id,first_name,last_name,email,phone_number,created_at,updated_at,address 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a/00-bootcamp-project/dags/users-2020-01-12.csv b/00-bootcamp-project/dags/users-2020-01-12.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-13.csv b/00-bootcamp-project/dags/users-2020-01-13.csv new file mode 100644 index 000000000..5fe6b8bfa --- /dev/null +++ b/00-bootcamp-project/dags/users-2020-01-13.csv @@ -0,0 +1,2 @@ +user_id,first_name,last_name,email,phone_number,created_at,updated_at,address +2d90a679-c85d-4299-86dd-2319424fcc15,Margareta,McCart,mmccart2x@nature.com,154-207-6444,2020-01-13T22:12:46Z,2020-03-28T23:47:23Z,89ab3752-1119-4f9e-9766-0d6883501434 diff --git a/00-bootcamp-project/dags/users-2020-01-14.csv b/00-bootcamp-project/dags/users-2020-01-14.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-15.csv b/00-bootcamp-project/dags/users-2020-01-15.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-16.csv b/00-bootcamp-project/dags/users-2020-01-16.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-17.csv b/00-bootcamp-project/dags/users-2020-01-17.csv new file mode 100644 index 000000000..23a56475c --- /dev/null +++ b/00-bootcamp-project/dags/users-2020-01-17.csv @@ -0,0 +1,3 @@ +user_id,first_name,last_name,email,phone_number,created_at,updated_at,address +82a0b2f1-4124-4330-977b-9bddba44ec13,Egan,Gorini,egorinie@yolasite.com,198-746-1391,2020-01-17T04:30:01Z,2020-03-31T05:53:00Z,bfee6b0f-d8ea-4626-9786-a0e1497bd07b +69d962db-8bf2-4122-a42c-a708e1cc0cab,Turner,Yacobsohn,tyacobsohnt@t-online.de,182-997-6046,2020-01-17T13:07:38Z,2020-01-27T14:45:59Z,4747877b-fb7d-4ec1-b42d-6b8f8707c984 diff --git a/00-bootcamp-project/dags/users-2020-01-18.csv b/00-bootcamp-project/dags/users-2020-01-18.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-19.csv b/00-bootcamp-project/dags/users-2020-01-19.csv new file mode 100644 index 000000000..c948fe784 --- /dev/null +++ b/00-bootcamp-project/dags/users-2020-01-19.csv @@ -0,0 +1,4 @@ +user_id,first_name,last_name,email,phone_number,created_at,updated_at,address +96ca8e55-2cbd-4c9b-9540-ff0ac6309797,Chaddy,Lowdiane,clowdiane12@flickr.com,228-161-8846,2020-01-19T12:54:22Z,2020-03-23T14:26:20Z,27b514cc-7ff4-4451-b1ba-27bb2f5011c8 +48fd8fef-ef87-4609-aac6-a8495b2feb50,Washington,Shearer,wshearer17@mail.ru,545-220-4390,2020-01-19T12:49:10Z,2020-02-16T12:52:34Z,edd6e563-bce1-4c84-859d-31cae681f40b +b60b4bf2-44e4-4232-902b-79a50d448f8b,Izak,Joule,ijoule1p@delicious.com,278-429-1961,2020-01-19T05:01:40Z,2020-04-19T06:37:21Z,4da64e4e-655c-4fbe-bee2-3eb1014ace1b diff --git a/00-bootcamp-project/dags/users-2020-01-20.csv b/00-bootcamp-project/dags/users-2020-01-20.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-21.csv b/00-bootcamp-project/dags/users-2020-01-21.csv new file mode 100644 index 000000000..c3c4c708b --- /dev/null +++ b/00-bootcamp-project/dags/users-2020-01-21.csv @@ -0,0 +1,2 @@ +user_id,first_name,last_name,email,phone_number,created_at,updated_at,address +4fe02f4f-f3d6-4068-853d-158cc64f0c65,Matty,Rays,mraysk@vinaora.com,980-177-3162,2020-01-21T03:34:40Z,2020-04-02T05:38:57Z,b5d85492-b403-4f52-a42b-4363716f4cfb diff --git a/00-bootcamp-project/dags/users-2020-01-22.csv b/00-bootcamp-project/dags/users-2020-01-22.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-23.csv b/00-bootcamp-project/dags/users-2020-01-23.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-24.csv b/00-bootcamp-project/dags/users-2020-01-24.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-25.csv b/00-bootcamp-project/dags/users-2020-01-25.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-26.csv b/00-bootcamp-project/dags/users-2020-01-26.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-27.csv b/00-bootcamp-project/dags/users-2020-01-27.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-28.csv b/00-bootcamp-project/dags/users-2020-01-28.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-29.csv b/00-bootcamp-project/dags/users-2020-01-29.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-30.csv b/00-bootcamp-project/dags/users-2020-01-30.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-01-31.csv b/00-bootcamp-project/dags/users-2020-01-31.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-02-01.csv b/00-bootcamp-project/dags/users-2020-02-01.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-02-02.csv b/00-bootcamp-project/dags/users-2020-02-02.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-02-03.csv b/00-bootcamp-project/dags/users-2020-02-03.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2020-02-04.csv b/00-bootcamp-project/dags/users-2020-02-04.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/dags/users-2023-05-19.csv b/00-bootcamp-project/dags/users-2023-05-19.csv new file mode 100644 index 000000000..e69de29bb diff --git a/00-bootcamp-project/data/addresses.csv b/00-bootcamp-project/data/addresses.csv new file mode 100644 index 000000000..c2787a9a0 --- /dev/null +++ b/00-bootcamp-project/data/addresses.csv @@ -0,0 +1,151 @@ 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+2973c405-100e-4ece-af7f-077783132b3c,2021-02-10T04:30:24Z,254.0,7.63,261.63,bdff250d-3d01-49e9-a4cd-4ae18bed9cb5,dhl,2021-02-12T04:30:24Z,2021-02-11T04:30:24Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,299ec70d-f1e7-4807-9d0e-6fd86e3ebcab +01e059c6-9aee-4dfe-b5b5-8c403bb21a82,2021-02-10T12:51:19Z,45.75,9.72,38.47,b3dcd35d-2d18-4e48-b35f-57ddacbcb8d0,usps,2021-02-14T12:51:19Z,2021-02-11T12:51:19Z,delivered,db41a6d4-70fc-43b1-82a5-393b46a2bdfa,Optional,9285957a-e1fd-4205-960e-f739a9c7dfd2 +40f5d51c-0a3c-481a-96e8-0784818e082d,2021-02-10T17:47:04Z,191.75,5.31,197.06,9a9f20cc-e4f1-46d8-8fb3-96afc46d1824,fedex,2021-02-12T17:47:04Z,2021-02-11T17:47:04Z,delivered,6b116938-3785-4983-a5d7-33f6af32f0ba,,18e90fce-7517-42c3-bd20-7028608da7df +a11ec73d-efcb-4918-be37-fa6f812d22de,2021-02-10T19:10:46Z,726.75,7.28,734.03,6904e80a-7ac3-47c9-80ae-79f1e0e7401f,ups,2021-02-15T19:10:46Z,2021-02-16T19:10:46Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,bc355137-f7dd-4461-83d3-f288994d450a +0ec01f36-fc49-456b-8ca5-7a7d5ea50df5,2021-02-10T06:45:40Z,45.5,8.89,54.39,732d71e6-3811-4867-a00f-2058c0d148cd,ups,,2021-02-11T06:45:40Z,delivered,c42fc8e5-9ab6-4fbf-84bf-40ff309bf24c,,d0042646-63e0-434e-874c-aec1d434f2df +bb219a8e-f747-4cc5-ac19-9f505baed9ff,2021-02-10T06:06:56Z,358.0,4.73,362.73,859c2d79-309b-4fc5-8133-78a0b2787950,ups,2021-02-12T06:06:56Z,2021-02-13T06:06:56Z,delivered,6b116938-3785-4983-a5d7-33f6af32f0ba,,6b49d7c6-6ede-4a8a-ade1-ec5888c7ce14 +03232fbc-033a-4ba9-b0d7-195b987682ef,2021-02-10T01:30:52Z,342.0,5.83,347.83,824da197-861b-4e3f-be1a-3abad6af5eb7,ups,2021-02-15T01:30:52Z,2021-02-17T01:30:52Z,delivered,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,632eadda-3e81-492c-8108-d5982aeac84d +5f994f7e-2e13-4720-99ed-cfbdcdfd6e2a,2021-02-10T04:51:03Z,228.6,8.65,227.25,f1e5ee01-bd53-49da-b285-79aea19ec95e,ups,2021-02-13T04:51:03Z,2021-02-16T04:51:03Z,delivered,5555f2b6-d408-419f-aa60-22c0f0440f50,leverage,25caf41f-ca5a-4cbb-bc2c-b5d9fcebe66b +608b352f-dc9d-4f97-bcd3-a6f0d9b567f4,2021-02-10T01:56:15Z,203.0,5.76,208.76,52056c0d-c476-43e4-be74-d4bc28c48b3b,ups,2021-02-11T01:56:15Z,2021-02-16T01:56:15Z,delivered,79bdfd27-a0a7-4e4f-9d75-0c12c72ce7f1,,131db634-55f8-4fb6-98f3-624ec32a94b8 +630bc8fb-239e-49e8-9911-90f5ee5637c6,2021-02-10T00:06:54Z,203.0,8.71,201.71,b794e761-fa97-461b-aa7b-b2d9b5c96de8,ups,2021-02-11T00:06:54Z,2021-02-17T00:06:54Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,leverage,63fdd7ef-51f3-49e2-bdf2-22d46f68aacf +682824be-efb5-4ff6-a61b-70342f7d7606,2021-02-10T12:28:15Z,270.5,6.25,266.75,425c0e55-9655-4e31-86a9-6c3cc1584ebb,ups,2021-02-13T12:28:15Z,2021-02-11T12:28:15Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,leverage,4747877b-fb7d-4ec1-b42d-6b8f8707c984 +12c0a32d-2471-465f-9337-14b221af4fc3,2021-02-10T04:29:17Z,96.75,7.68,104.43,d5d92e88-1640-42f5-9617-411774869eff,fedex,2021-02-12T04:29:17Z,2021-02-14T04:29:17Z,delivered,bbe518c7-5ea8-444e-acef-6c18be8336bc,,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +adbf3aa7-d301-46ea-873a-d8bc0d84d285,2021-02-10T23:45:52Z,70.0,6.72,76.72,4f0b2205-72ce-4c12-820f-88ffc4aad8c5,usps,2021-02-15T23:45:52Z,2021-02-16T23:45:52Z,delivered,376bc5b4-cb91-4fa3-9083-7dd7f1caa872,,02331e89-1736-4f12-85b9-ddd62545214b +e85b50e8-357e-45ff-8b8d-1890b9b7d0f0,2021-02-10T09:11:47Z,205.3,5.69,210.99,080d8966-d058-4476-921e-19ee95bbd681,ups,2021-02-12T09:11:47Z,2021-02-14T09:11:47Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,53983579-4a64-432a-941e-c3d9c886bd77 +08a14677-500a-4814-a60a-d83c3f6a8a37,2021-02-10T13:22:13Z,457.0,7.06,464.06,45273ecc-4321-4063-bc7c-786ea0f57634,ups,2021-02-13T13:22:13Z,2021-02-13T13:22:13Z,delivered,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,280bb1a8-d59e-4ada-b479-a4d47163130e +7d0f805e-b354-4c27-b55d-310e49d06e4e,2021-02-10T17:49:57Z,288.75,5.44,294.19,2270a0a4-e44c-4e18-a441-7dd943e06c30,fedex,2021-02-11T17:49:57Z,2021-02-12T17:49:57Z,delivered,48fd8fef-ef87-4609-aac6-a8495b2feb50,,1d3482c6-e56b-47df-91f8-4b32bc908b2b +71eb1669-8706-4ef4-8a4c-0def78871dc4,2021-02-10T17:25:21Z,150.75,2.83,153.58,3927cfbf-0cb1-4dac-a73c-e627d740c94d,fedex,2021-02-15T17:25:21Z,2021-02-16T17:25:21Z,delivered,1550e197-9073-408e-a1ca-08f9dbac7f7a,,e21cfbf8-4b71-4028-a00f-83d79b8d1745 +8a7d1bfe-b9b2-4aae-9455-9533214ce43e,2021-02-10T10:26:05Z,389.35,6.91,396.26,7fd3a2f2-3189-4c82-85e4-71b38c4d8f6a,fedex,2021-02-11T10:26:05Z,2021-02-15T10:26:05Z,delivered,c0f02267-3aca-4878-a0f9-3fe516f9ec17,,63fdd7ef-51f3-49e2-bdf2-22d46f68aacf +ef4b32fb-3859-441a-a4cc-1ca197f78aeb,2021-02-10T01:58:09Z,71.5,2.92,74.42,b350fe12-c39e-4cb3-abd8-dc38887a796a,ups,,2021-02-12T01:58:09Z,delivered,30a46555-66f8-4dd3-946f-dacc9bd6d0c2,,6d31baf0-1ecd-42e0-b32f-645d084c3109 +8b006054-ad90-49c4-9685-2adabaf29fcc,2021-02-10T01:25:20Z,95.5,9.71,105.21,f630f43b-b95a-497d-9c12-8c2dabe67d5a,fedex,2021-02-11T01:25:20Z,2021-02-12T01:25:20Z,delivered,b6b40cce-8d02-4fe5-8bee-5eadbcb56a01,,2ccdea45-e41c-4845-8252-50c2f568e0db +e60286de-ae1c-4427-8b3c-3f019e93ac7a,2021-02-10T00:05:59Z,162.0,5.27,167.27,2f77808e-dc8d-4be0-9d71-3b3143e94c27,fedex,2021-02-12T00:05:59Z,2021-02-17T00:05:59Z,delivered,2816d806-e7b2-4721-a197-a60bd3082f35,,e40b6557-536e-478e-a405-eed9959aa9f7 +095cd54c-8568-4245-9d7a-9c2f79c6a19e,2021-02-10T21:34:59Z,30.5,6.7,27.2,4b80bdbc-8aa1-45ec-a2b0-9dac783ab978,usps,2021-02-15T21:34:59Z,2021-02-16T21:34:59Z,delivered,edbbae4b-6354-4a0b-9d43-d74c3f67b5de,leverage,609af927-16f8-450a-ade4-1e06724e9feb +b7e548f6-8f59-4552-8577-e0b895c858b4,2021-02-10T10:15:40Z,85.0,3.36,88.36,eb73ab98-588d-44af-8a0e-02af97f31661,ups,2021-02-12T10:15:40Z,2021-02-14T10:15:40Z,delivered,02414bff-285d-4008-9352-ad50839b729f,,4747877b-fb7d-4ec1-b42d-6b8f8707c984 +7cbec68e-07c8-4476-86b4-90549db95454,2021-02-10T01:52:22Z,561.5,2.92,564.42,5108cc8a-e99c-445e-adc2-10298c053c1a,fedex,2021-02-13T01:52:22Z,2021-02-15T01:52:22Z,delivered,d055abf7-ba8e-463b-975a-c5cb10f6d8eb,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +e2510e94-b61f-4d8f-bf5f-7c13f609f272,2021-02-10T23:57:07Z,605.3,9.97,615.27,9935815e-8420-436b-ac7d-87294e2b5d41,ups,2021-02-15T23:57:07Z,2021-02-16T23:57:07Z,delivered,dc41b3dc-c270-46ce-a7b7-1f27c178765c,,4983fb6f-b53f-4022-95ca-d17eb4974093 +0a5be7a1-f4b1-4833-b4fa-72a9276c63bf,2021-02-10T19:19:53Z,123.8,4.98,128.78,591e0d3a-b935-4d5c-bf31-e6a2cb75f103,ups,2021-02-12T19:19:53Z,2021-02-14T19:19:53Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +1559d243-a71a-4568-ac1b-a6175099e006,2021-02-10T03:22:09Z,122.0,6.67,128.67,e88410ac-0042-4305-9661-bf63b17236b0,usps,2021-02-15T03:22:09Z,2021-02-17T03:22:09Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,302bfd3c-795c-4eef-b1e7-627897f6861e +0b926971-0595-47de-a881-26c82d880ed4,2021-02-10T12:42:49Z,296.0,5.71,301.71,90ab8662-a7d0-4b2f-aaa4-3c8c1eefb772,ups,,2021-02-17T12:42:49Z,delivered,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,edd6e563-bce1-4c84-859d-31cae681f40b +fafde59f-fc4a-4d5f-865e-ff13c8ab6d06,2021-02-10T14:33:34Z,202.0,4.75,206.75,b0867a83-05d3-4288-8975-f23617c27aa9,ups,2021-02-12T14:33:34Z,2021-02-17T14:33:34Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,ff8d0181-f21e-4235-bf7c-e5f917c6b55f +497e5ef8-5bf6-424c-9d05-f5a467c2d23a,2021-02-10T16:55:52Z,186.5,8.35,194.85,51e132a1-3045-4648-bb6e-fa56c4dbcc76,ups,,2021-02-17T16:55:52Z,delivered,5de439eb-6bc7-4fc2-ba0e-a3bf8a286d63,,28d7931e-b044-49f6-ac58-fabf1151055a +fa41614e-38dc-4cfb-ade8-4ffb9d1fed72,2021-02-10T14:17:38Z,410.75,8.28,419.03,60418ca5-9737-4e16-a7c2-286ad5ab5665,usps,2021-02-12T14:17:38Z,2021-02-16T14:17:38Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,2ccdea45-e41c-4845-8252-50c2f568e0db +e2281b91-8575-4da9-9a3a-ab0f19ec584e,2021-02-10T18:39:59Z,30.0,7.37,37.37,0007698e-0b78-469e-a761-4cfeebd10067,ups,2021-02-13T18:39:59Z,2021-02-14T18:39:59Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +c20d15c3-b463-49d9-a114-905c83bbf357,2021-02-10T00:46:35Z,240.5,5.4,232.9,70360c85-b89d-4333-8066-26cdda56a9af,fedex,2021-02-14T00:46:35Z,2021-02-16T00:46:35Z,delivered,85362f90-0066-4b3b-b0d5-2e919acda80d,instruction set,71aa45c1-ce05-43b5-a52a-6145ab435c69 +a7cf9a95-2f89-4c41-bc7d-1ba891946f76,2021-02-10T09:59:41Z,122.0,3.96,125.96,a6e167c5-3924-4b71-89d5-fe46145c27b2,usps,2021-02-14T09:59:41Z,2021-02-15T09:59:41Z,delivered,17c49262-1f0c-46d1-a6ba-bacc19f08a86,,609af927-16f8-450a-ade4-1e06724e9feb +d915aef6-3ddc-465a-a27d-e9a9f01eae18,2021-02-10T00:24:21Z,101.5,2.19,103.69,301a8e99-cfec-41c9-9964-866645a10078,ups,2021-02-13T00:24:21Z,2021-02-17T00:24:21Z,delivered,19ac513f-b77e-4808-ade4-284ece721d91,,fc458964-6e05-46e7-8717-c8c7798e78aa +191f7ddb-6fac-4ced-905c-307b6b8a1f29,2021-02-10T04:25:15Z,105.75,4.65,110.4,528a581e-8b45-4070-9359-8a9ed56f2f90,fedex,2021-02-14T04:25:15Z,2021-02-16T04:25:15Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,a6dd4d60-8756-4967-8dd6-e7deaa538bc6 +bd1b29ee-5f35-4a9f-94a5-9faaae412e12,2021-02-10T22:18:42Z,445.55,6.83,432.38,98aea485-2e9f-4f8f-a067-3d3be6ee55e3,ups,2021-02-15T22:18:42Z,2021-02-11T22:18:42Z,delivered,4340de09-99b5-451b-ada3-168228a08cf9,Mandatory,d7f05c8c-d055-481f-a427-77aded0fd4ce +f6b6807a-864d-4fed-b22d-3f2638f21b74,2021-02-10T08:19:35Z,61.9,1.26,63.16,2d812246-7139-4437-a0a8-6dbc7b172dbb,ups,2021-02-12T08:19:35Z,2021-02-16T08:19:35Z,delivered,85362f90-0066-4b3b-b0d5-2e919acda80d,,3a286955-76c1-4b50-b5fc-61e4e4e3be4d +5b13b820-a450-42d2-aaaa-a8a9c5fbd48c,2021-02-10T20:45:48Z,90.75,4.83,95.58,582632b4-2889-469a-a417-4342889c7552,ups,2021-02-12T20:45:48Z,2021-02-16T20:45:48Z,delivered,db41a6d4-70fc-43b1-82a5-393b46a2bdfa,,9b6a4ed6-6c27-4102-8d5f-5db7435e80ee +06b914dd-d6fc-44ea-a52e-10eadebb5183,2021-02-10T17:29:55Z,95.0,7.5,102.5,3330f149-af55-4680-a2c6-35501df5687b,ups,2021-02-13T17:29:55Z,2021-02-15T17:29:55Z,delivered,58367695-0c22-415d-9704-bd8f73bb2e8f,,131db634-55f8-4fb6-98f3-624ec32a94b8 +e9891ca7-3306-4f75-93fd-c04b976f9641,2021-02-10T19:21:18Z,483.5,1.69,485.19,66088a06-958d-47e2-baf3-0324c5198e8e,fedex,2021-02-13T19:21:18Z,2021-02-16T19:21:18Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,4a9bcc05-a07b-4507-9d42-a2325a4844fa +0669a520-9c7e-424d-a279-ee96f6f25aec,2021-02-10T13:37:32Z,86.25,4.35,90.6,cf87b5ba-1e2f-4e3c-9102-eef6c220c5d1,ups,,2021-02-14T13:37:32Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,c8e06217-c625-471f-8cdc-88c3e39f6b2c +0976f5e0-829b-4111-9ae8-3c444a1b26eb,2021-02-10T16:47:23Z,278.25,8.93,287.18,4983aff2-fccb-4c9d-951e-884e9ef7e7f5,usps,2021-02-15T16:47:23Z,,shipped,ee92f1cf-3bcf-4cea-a8d4-ac5ce812de46,,a4fbed7c-7bdd-465d-bdcd-ab0c4c68f300 +da8cbe31-46f8-4b5c-806a-11ba9c40df9a,2021-02-10T11:38:51Z,516.0,8.7,524.7,41b5dfbf-786f-46c8-91db-3988301d3c0f,ups,2021-02-14T11:38:51Z,2021-02-11T11:38:51Z,delivered,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,994b670f-e529-4a97-9826-448f7f9fbf80 +a2c0226b-46d1-4100-9eff-f9d5b3255850,2021-02-10T06:17:21Z,212.0,7.37,219.37,455d4f5f-9b48-42b2-89ba-bfb63c55fbf9,ups,2021-02-13T06:17:21Z,2021-02-17T06:17:21Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,be95b20d-a774-4572-b1ff-fd2c2c657568 +7148959b-5081-4702-83c5-d262cc357eae,2021-02-10T05:32:12Z,101.5,6.16,107.66,e386d0e1-2eba-4046-94c4-24ab656b0521,ups,2021-02-15T05:32:12Z,2021-02-11T05:32:12Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +942af8de-9bef-48e3-8fda-2341f20d2fbe,2021-02-10T11:26:45Z,276.75,4.8,281.55,6da0f9a4-1d8e-47d5-b3ed-8be1edb34e93,usps,2021-02-15T11:26:45Z,2021-02-13T11:26:45Z,delivered,0babae9e-2656-4dcb-b454-47d88d47c920,,4d9d28c3-6e38-48e7-9960-f244a3e72d9d +bbd9db3c-9553-43b8-8223-c8d204ba5129,2021-02-10T18:24:45Z,161.5,6.94,168.44,94ae9c7f-7bfa-4449-9419-d0435fed7be0,fedex,2021-02-12T18:24:45Z,2021-02-13T18:24:45Z,delivered,8f61f71f-2321-4365-a17d-8e808b3151d2,,ff8d0181-f21e-4235-bf7c-e5f917c6b55f +63505de8-b2e8-4588-8f0d-b1121bfb75f8,2021-02-10T13:05:57Z,573.75,3.16,576.91,e70ccf15-dd64-4aef-bfe4-2821f8241f23,ups,2021-02-15T13:05:57Z,2021-02-17T13:05:57Z,delivered,b49e6c79-09ad-41b2-9ed6-44570f83a3f8,,e080edb5-bf24-43dd-a9cd-f1419a240fa7 +90ffdce6-ac7d-46e1-b2b1-310b41b2c789,2021-02-10T15:26:12Z,15.0,2.59,17.59,980b08d8-142e-4a45-ab9c-77d0e7b2a169,usps,2021-02-11T15:26:12Z,2021-02-17T15:26:12Z,delivered,4dae48a6-8206-46eb-b629-fec4a99306ec,,d7f05c8c-d055-481f-a427-77aded0fd4ce +71c94abb-281b-44d8-b082-7848ae8e88d8,2021-02-10T23:55:17Z,91.5,7.53,99.03,2282603e-5bd6-447b-95df-acd21f8707ce,fedex,2021-02-15T23:55:17Z,2021-02-13T23:55:17Z,delivered,d78268b1-7168-49f4-8f6f-db436afb5a6f,,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +29d20dcd-d0c4-4bca-a52d-fc9363b5d7c6,2021-02-10T02:37:36Z,543.0,2.06,545.06,,,,,preparing,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +6b2a45d9-fe4f-4b4d-896d-54c08a71a80f,2021-02-10T11:49:46Z,201.5,4.59,196.09,4e7bf7b3-d3fd-486f-8a9d-368dc83ea8bd,ups,,2021-02-11T11:49:46Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,leverage,89ab3752-1119-4f9e-9766-0d6883501434 +1829f967-79c8-4998-ba9f-9d381728cedd,2021-02-10T21:22:42Z,451.5,7.44,438.94,63c66301-a47f-462b-b6f3-7e981d030ee2,fedex,2021-02-13T21:22:42Z,,shipped,db41a6d4-70fc-43b1-82a5-393b46a2bdfa,Mandatory,6b49d7c6-6ede-4a8a-ade1-ec5888c7ce14 +9d24b74d-0aaf-45ab-954e-5d8e435a3366,2021-02-10T17:46:27Z,121.5,4.74,126.24,b0e50484-6d2e-437b-acf8-b36ca0558774,fedex,,2021-02-12T17:46:27Z,delivered,20e2eaa5-e8b9-4675-bc3b-11c048b060d9,,fe794a2d-aa57-4ef1-8948-e0491e1ca3c1 +e2729b7d-e313-4a6f-9444-f7f65ae8db9a,2021-02-10T11:25:33Z,380.0,7.5,387.5,,,,,preparing,2bfd97fc-be3c-4137-8996-b44907a368d2,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +27897d11-f7a3-424a-bc4b-50c0487d12d1,2021-02-10T17:15:59Z,577.0,6.18,583.18,90ff417d-90e2-4a2e-8e64-a950e63c2157,ups,2021-02-14T17:15:59Z,2021-02-11T17:15:59Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +c8ec734f-2f92-4d17-80bf-71de0afd713d,2021-02-10T13:01:59Z,135.0,3.14,138.14,222af431-baed-4b39-bf00-32c768a6a992,ups,2021-02-14T13:01:59Z,2021-02-14T13:01:59Z,delivered,467a047e-c8df-4304-8fc9-949acd7bcf4a,,582148c7-44d6-4247-83ab-cd65557569b5 +f7379c32-fa41-43e5-b979-26053b9a60a3,2021-02-10T07:32:20Z,60.75,6.08,66.83,9e897f6a-1e71-4a12-8841-31ca73af745c,usps,2021-02-11T07:32:20Z,2021-02-12T07:32:20Z,delivered,48c5ab18-4e44-40cb-8776-a19da0a86ffa,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +3af487e1-401f-4269-a6a8-afd4d88c780c,2021-02-10T13:05:01Z,336.75,8.68,345.43,90507393-38e1-4bb0-84b3-6b2a49e13a98,ups,2021-02-14T13:05:01Z,2021-02-14T13:05:01Z,delivered,1fada2e4-1018-48f1-84dc-802dc99171fe,,902bcb47-051b-4375-9dc0-485b3172b89b +b245fe74-2070-4203-848c-85d4b59f8eef,2021-02-10T12:43:17Z,641.5,1.3,642.8,,,,,preparing,96ca8e55-2cbd-4c9b-9540-ff0ac6309797,,b3315b61-f1a6-4dbc-b08b-d65b38aa6f77 +3c6072c0-399c-4250-86f4-86024e4a18c5,2021-02-10T01:31:19Z,150.75,6.88,157.63,4a762117-eca8-4a36-bfb5-400be2b805f4,ups,2021-02-13T01:31:19Z,2021-02-13T01:31:19Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,d7f05c8c-d055-481f-a427-77aded0fd4ce +4c0ffd68-11fc-4dcd-b979-c910412a16bf,2021-02-10T02:30:40Z,236.25,2.32,238.57,5182441a-739a-4bb6-b59e-8cf8babd3fee,ups,2021-02-13T02:30:40Z,2021-02-15T02:30:40Z,delivered,29246f52-de26-4867-b464-7c5973526202,,71c60b11-0457-40c4-91ca-b86e0631f1eb +4d1f5b81-0ccc-4204-a6c8-f78c74882ded,2021-02-10T14:23:19Z,602.0,5.11,607.11,2081aed9-4dc7-45d7-87ee-e489a0006d1c,fedex,2021-02-12T14:23:19Z,2021-02-15T14:23:19Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +871d9861-ea19-47a1-950d-c3198128acef,2021-02-10T13:55:26Z,101.75,3.65,105.4,017466a0-6d53-471e-8848-c10ef7317658,ups,2021-02-12T13:55:26Z,2021-02-14T13:55:26Z,delivered,bf7367be-d029-4255-81a1-3a295eeb9c56,,3b7ecb69-bf20-41be-b69f-59685b249be2 +951d80a3-2947-4ec2-a5a4-c633662d25e9,2021-02-10T23:09:28Z,459.15,8.69,467.84,5e5d91a5-e1d8-4e3c-9165-0ee0a27f0de9,ups,2021-02-14T23:09:28Z,2021-02-16T23:09:28Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,0314fc1b-d832-4562-bda4-7dbe09d2868c +bbb8264e-cb71-4967-8033-60d7a52ad2fc,2021-02-10T14:34:24Z,241.2,9.05,250.25,7e3fd3fc-be84-4bee-a878-e1dc6e421424,fedex,2021-02-14T14:34:24Z,2021-02-13T14:34:24Z,delivered,ab6cf98c-c16e-41b7-88ab-31f4db64caa2,,d7f05c8c-d055-481f-a427-77aded0fd4ce +7f999c60-f004-4b75-8851-72498dfa47fc,2021-02-10T11:19:51Z,583.5,3.62,587.12,038766c7-6b8f-4297-87f5-158efc010015,usps,2021-02-12T11:19:51Z,2021-02-14T11:19:51Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,6b49d7c6-6ede-4a8a-ade1-ec5888c7ce14 +2795df92-ee7d-4992-bab2-15dbb2b2ab36,2021-02-10T11:26:57Z,444.65,6.78,451.43,a57de08b-2fea-4488-84ff-bedf458342af,ups,2021-02-14T11:26:57Z,2021-02-16T11:26:57Z,delivered,9208a361-ea2f-4f75-a2b4-281b55df08a9,,dc7345f9-9c6b-45d5-a633-a07a4a355104 +4d84f125-234d-4f3c-a54d-41172b453510,2021-02-10T03:45:36Z,45.0,4.4,49.4,8a0cd48b-e92c-4c49-98ad-2e981aeb3df5,dhl,2021-02-15T03:45:36Z,2021-02-17T03:45:36Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,302bfd3c-795c-4eef-b1e7-627897f6861e +e3965ae6-8792-422f-bae0-ecbce4da50aa,2021-02-10T18:41:39Z,107.85,5.76,113.61,7306f1b7-cf80-4332-9af7-bd3f89a75479,fedex,,,shipped,2c696f6a-3988-4cdb-a9a0-5c464e2ce19a,,18e90fce-7517-42c3-bd20-7028608da7df +b6f9c559-8c79-409f-963f-2499e5ad315e,2021-02-10T14:02:56Z,81.5,9.66,91.16,36c8391f-5a3e-459b-8127-61f1366ccf5e,usps,2021-02-11T14:02:56Z,2021-02-14T14:02:56Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +88971e55-2d81-493c-bd7f-2e1efc4c0153,2021-02-10T13:27:11Z,247.65,2.72,250.37,816279c6-4a1f-4535-8a03-671a51e7c7e5,fedex,2021-02-11T13:27:11Z,2021-02-12T13:27:11Z,delivered,2c696f6a-3988-4cdb-a9a0-5c464e2ce19a,,4a30ec6b-111e-4142-9079-956394e1e4c7 +973443f0-e2ff-472c-8469-f452d0beeeda,2021-02-10T10:55:44Z,456.0,5.04,461.04,8c408064-fe11-4e33-8801-6df7fba0452f,fedex,,,shipped,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,25caf41f-ca5a-4cbb-bc2c-b5d9fcebe66b +74bae4ca-0322-4e54-ac94-ba84bc63657e,2021-02-10T05:43:24Z,433.75,2.66,436.41,d51f8ff3-a7c9-4b26-a06a-46aca6785b4d,ups,2021-02-11T05:43:24Z,2021-02-14T05:43:24Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,a4fbed7c-7bdd-465d-bdcd-ab0c4c68f300 +4f4b3ac9-1308-4115-b7d7-abe956e17565,2021-02-10T10:47:36Z,203.5,3.74,207.24,388e7b9a-3a39-4819-8888-ea88970a8ec5,ups,2021-02-14T10:47:36Z,2021-02-11T10:47:36Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,5eadcadd-a524-443f-8fcb-d0ef1981da0a +3f0de386-c2df-4cfe-98c1-bd986fdbd4c2,2021-02-10T13:57:47Z,20.0,5.71,25.71,7ff28b48-9e18-4f9c-8d29-c1c836527796,ups,2021-02-14T13:57:47Z,2021-02-15T13:57:47Z,delivered,b84e37bd-016f-4bd7-ab63-0ba81c57ea9a,,a8fa71b5-5d47-410f-b0c1-a16d20a05937 +2affb750-b1d9-4b84-b612-8381435bc669,2021-02-10T15:53:34Z,220.0,9.87,229.87,2248ec46-bb3e-41ba-855e-c8da997df072,ups,2021-02-15T15:53:34Z,2021-02-16T15:53:34Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,26f11eae-4214-4e99-8fc2-acc4718e30b7 +b08fa5c7-cb20-415f-ad6d-e0dfd1a23c65,2021-02-10T16:49:51Z,120.75,5.54,126.29,26a2a633-e8d0-4537-878a-401cb2ae023a,ups,2021-02-14T16:49:51Z,2021-02-12T16:49:51Z,delivered,ee92f1cf-3bcf-4cea-a8d4-ac5ce812de46,,902bcb47-051b-4375-9dc0-485b3172b89b +3772cac5-2ea2-4278-9166-f0703935a671,2021-02-10T09:28:00Z,141.7,4.44,144.14,,,,,preparing,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,task-force,5b281207-9295-4a31-a1bb-5ac383acca2a +f684e5fd-154c-4b52-9b35-1ccc7e74190f,2021-02-10T05:29:13Z,767.9,7.64,775.54,f7e65ca3-e3b5-4b3d-8fba-881ed897cb6d,fedex,2021-02-12T05:29:13Z,2021-02-14T05:29:13Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,994b670f-e529-4a97-9826-448f7f9fbf80 +cb9cd4d2-3bce-4173-8303-62e581e91ac7,2021-02-10T08:58:39Z,535.0,1.99,536.99,9b345a92-0ed4-4b72-b2e0-26d43d0566f8,usps,2021-02-15T08:58:39Z,2021-02-17T08:58:39Z,delivered,bbe51ac6-6687-4cbe-9178-27d96f90836b,,63fdd7ef-51f3-49e2-bdf2-22d46f68aacf +175d8fb5-2c45-45b5-9fe3-7b3987d05b2d,2021-02-10T17:08:27Z,162.5,1.57,164.07,45e46aff-5482-486f-bc92-109706aaacd7,fedex,2021-02-12T17:08:27Z,2021-02-13T17:08:27Z,delivered,6875a4d9-cdc6-43bc-a700-f6916e049e46,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +349b5ed3-cac3-401f-aef3-290bc0b8d5d7,2021-02-10T21:53:19Z,40.0,5.97,45.97,35726bdf-0a6a-40e3-856d-7cdb0354e15a,ups,2021-02-13T21:53:19Z,2021-02-17T21:53:19Z,delivered,20e2eaa5-e8b9-4675-bc3b-11c048b060d9,,0314fc1b-d832-4562-bda4-7dbe09d2868c +727e8c88-6cf8-497a-ae3c-3a781c5b70c3,2021-02-10T10:16:11Z,280.0,8.12,288.12,77b56eab-02b8-46ae-ae88-986149b26f02,usps,2021-02-13T10:16:11Z,2021-02-15T10:16:11Z,delivered,b49e6c79-09ad-41b2-9ed6-44570f83a3f8,,dfe1082c-cb08-497f-9af9-9a7cf0aa70b5 +b8674a2e-e825-4cde-8885-959b55d86c1a,2021-02-10T09:39:44Z,322.0,4.98,326.98,97a82682-a2ba-42ec-8ece-241adce6331d,ups,2021-02-15T09:39:44Z,2021-02-12T09:39:44Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,8a46a3e5-4428-4744-855c-19d435fcf7af +3944bd76-a630-4f50-9f41-b4e985b520ca,2021-02-10T03:44:13Z,135.25,9.3,144.55,69be42e0-8eb9-4c92-9358-a65d25c85f72,fedex,2021-02-12T03:44:13Z,2021-02-16T03:44:13Z,delivered,b60b4bf2-44e4-4232-902b-79a50d448f8b,,5b760361-9ef1-49bd-a672-9acc2431d384 +667f2f4e-4262-425d-bf66-9b600af692a6,2021-02-10T11:04:14Z,81.45,5.46,86.91,3a9f5e6d-598d-4932-bd00-f1d4eb482df7,ups,2021-02-15T11:04:14Z,2021-02-11T11:04:14Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,,27b514cc-7ff4-4451-b1ba-27bb2f5011c8 +12a416f6-08d4-4db5-953e-d683ca9081f6,2021-02-10T20:23:20Z,226.25,1.63,216.88,58d39872-599c-4b1e-8cd3-baac98958b67,usps,,2021-02-11T20:23:20Z,delivered,7f89df2d-6f1e-4f67-83a1-40d2b8ec56b0,Digitized,a96cbe83-ad12-4457-af40-1b5b5f373937 +09431ff6-b550-4301-8d46-fde372e87af9,2021-02-10T00:01:02Z,383.75,8.14,391.89,afd17de9-1c7f-4233-8ead-ef97750526dc,fedex,2021-02-11T00:01:02Z,2021-02-14T00:01:02Z,delivered,5a9d6641-6ca6-48f0-af45-f411750f611a,,582148c7-44d6-4247-83ab-cd65557569b5 +ec9be902-7557-431c-824d-5c157c191697,2021-02-10T07:04:30Z,708.5,4.55,713.05,4d7ba4d1-ba37-4b02-989a-ddd83833f15f,ups,,2021-02-11T07:04:30Z,delivered,489039b3-4092-4ed0-9065-b87573c26f21,,4983fb6f-b53f-4022-95ca-d17eb4974093 +c23de9da-73a2-437f-a2c2-bd257bc692c3,2021-02-10T20:54:20Z,162.95,9.84,172.79,ab97ca64-d046-43bd-a2ee-233530f5dabc,usps,2021-02-13T20:54:20Z,2021-02-12T20:54:20Z,delivered,7193aa74-ca9f-4769-b290-a817bd2e4266,,b3db1ec9-17b7-4b15-8f04-b2077048f428 +b9523b83-4b6f-41d3-8681-b946313ac6c3,2021-02-10T18:05:26Z,227.95,6.59,234.54,79849414-2459-4de0-8702-48e961562938,fedex,2021-02-15T18:05:26Z,2021-02-13T18:05:26Z,delivered,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,f2dfb1e6-43bf-49ac-8d17-e1498079e08b +fd47d88b-69d6-403b-bf53-b108819098f0,2021-02-10T00:57:30Z,485.65,1.01,466.66,84f19be3-581c-4f35-b1a7-27299103389a,usps,2021-02-12T00:57:30Z,2021-02-15T00:57:30Z,delivered,02414bff-285d-4008-9352-ad50839b729f,Mandatory,a96cbe83-ad12-4457-af40-1b5b5f373937 +8f024856-4bf8-4117-81ac-d61f62c91158,2021-02-10T20:13:51Z,206.25,1.1,207.35,a1e01da9-d348-459e-a9cc-54e56324c3b9,usps,2021-02-11T20:13:51Z,2021-02-13T20:13:51Z,delivered,dbc936d7-51da-4dfa-9dd9-7ce399b466df,,d502f2e1-d34c-4b82-9834-15e50ab41a1b +032b02a8-84fe-4c54-950a-e5757021ecc2,2021-02-10T06:01:02Z,30.5,3.65,34.15,88ba004e-c17e-4587-bf3e-c76fe71731d7,usps,2021-02-12T06:01:02Z,2021-02-17T06:01:02Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,bfee6b0f-d8ea-4626-9786-a0e1497bd07b +9eb8e518-6851-453b-98b9-cd5c38f4f80f,2021-02-10T09:47:26Z,283.0,7.98,290.98,766c0030-6a03-41c3-911b-6a35370ad582,ups,2021-02-12T09:47:26Z,2021-02-13T09:47:26Z,delivered,93908a68-20b7-44ba-b6c1-6f4cc57d7726,,d6e4e3d2-9e7c-454a-bae6-2339d80d23fd +b3773cdd-b925-4eda-906c-57fa5d0e5a55,2021-02-10T21:54:18Z,143.0,3.39,146.39,16f18722-4d60-4098-80e1-90a9c4d628f2,ups,2021-02-11T21:54:18Z,2021-02-11T21:54:18Z,delivered,30a46555-66f8-4dd3-946f-dacc9bd6d0c2,,cdac5d06-ad99-49f6-abb0-df87017dccfd +f9d41e2a-81fa-400d-930f-a960c3135db9,2021-02-10T12:14:46Z,262.5,4.51,267.01,e0a6e97c-a33f-4c6b-a213-fba6262c430d,usps,2021-02-12T12:14:46Z,2021-02-14T12:14:46Z,delivered,2d90a679-c85d-4299-86dd-2319424fcc15,,dd1048ba-46a5-4d80-a7e1-b1592c161a4c +93a40bfd-c161-47be-8659-714ca706b514,2021-02-10T00:57:16Z,161.5,7.1,168.6,9eb2148a-12f7-4da9-adbb-009186cf2093,ups,2021-02-15T00:57:16Z,2021-02-12T00:57:16Z,delivered,f9178203-61c0-4597-9070-6dc453ada601,,d2fbe240-64ac-4feb-a360-8a9197f8b8ae +92d3887f-6f9e-4e3f-85a8-3da52d46cd45,2021-02-10T23:11:17Z,453.0,7.05,460.05,d81e299e-1d9f-4779-8987-2feb5b55bbae,fedex,2021-02-13T23:11:17Z,2021-02-16T23:11:17Z,delivered,7f7ce164-75dd-4d50-ad3f-e4d8846f3d60,,71c60b11-0457-40c4-91ca-b86e0631f1eb +5e75b8f4-e03e-462f-8a91-027bfaf3e8b4,2021-02-10T04:24:05Z,152.25,4.74,156.99,846b988b-b09f-471d-8ef0-dd922fad5d1f,ups,2021-02-15T04:24:05Z,,shipped,1690815f-a96f-4f41-af89-bde6e90ad560,,fc458964-6e05-46e7-8717-c8c7798e78aa +5a00119e-674a-4f04-8b87-d8d48129a771,2021-02-10T06:10:12Z,80.75,7.84,75.59,7a32b358-55b6-42a3-bb32-21b838d1e5f7,ups,2021-02-15T06:10:12Z,2021-02-14T06:10:12Z,delivered,467a047e-c8df-4304-8fc9-949acd7bcf4a,instruction set,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +cc5d3269-258b-4661-b83e-6aaba676fb46,2021-02-10T12:32:10Z,50.0,2.0,52.0,fa6cc08e-1993-4f08-b06b-b6a2df7b9a8c,fedex,2021-02-13T12:32:10Z,2021-02-17T12:32:10Z,delivered,8d8916e6-9820-49aa-bde8-8657dcfa7395,,11f9f0ec-0cd6-4944-9dff-b577da0cc535 +19644506-d739-4f1b-baf7-3ecc8833c329,2021-02-10T07:59:44Z,40.0,6.28,46.28,be3cf326-410a-402c-8e40-f672f59170e3,ups,2021-02-13T07:59:44Z,2021-02-12T07:59:44Z,delivered,e879df28-ff9c-4900-b99c-c769ec349316,,68a5c312-2205-45ec-ace1-166ff3f4b572 +87a0f788-bba9-40b9-8c39-7df9d4dece24,2021-02-10T06:39:04Z,126.0,4.75,130.75,a2cf018e-2829-4e95-984c-5610caf39bc4,ups,2021-02-11T06:39:04Z,,shipped,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,d7f05c8c-d055-481f-a427-77aded0fd4ce +59c79883-a968-49af-833b-7305f181c669,2021-02-10T17:20:42Z,390.95,2.05,393.0,ee87ce66-155d-46bf-9a7a-383b25b9949c,usps,2021-02-13T17:20:42Z,2021-02-15T17:20:42Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +b3cb4101-b1c4-40d0-89e6-a029f1dcce5b,2021-02-10T12:42:31Z,205.0,7.4,212.4,3d4cad71-8403-4e9b-b205-10e30dcac8e4,ups,2021-02-11T12:42:31Z,2021-02-13T12:42:31Z,delivered,9208a361-ea2f-4f75-a2b4-281b55df08a9,,bffd2205-2234-4d52-8ec6-60ca76d18cf0 +50c99578-5773-4467-ab2b-3105a8f51645,2021-02-10T13:52:38Z,130.75,1.85,132.6,7e635f3c-292b-42bd-8e90-34b97f4295b3,fedex,2021-02-14T13:52:38Z,2021-02-15T13:52:38Z,delivered,19ac513f-b77e-4808-ade4-284ece721d91,,df4fbdd5-d7f9-4711-b1b6-2517808df91a +6056966f-4515-4b6c-b1a6-7f55ca774b78,2021-02-10T20:19:54Z,302.0,8.56,310.56,552d3868-65e0-4beb-91ab-a2503c89281b,ups,2021-02-11T20:19:54Z,2021-02-16T20:19:54Z,delivered,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,d0042646-63e0-434e-874c-aec1d434f2df +3e28eae3-bfb3-4f56-aeea-5a8d8fd399d2,2021-02-10T18:54:48Z,203.0,7.9,210.9,e0f1f726-9450-4f34-9edc-bc897a364b8e,ups,2021-02-15T18:54:48Z,2021-02-11T18:54:48Z,delivered,bbe518c7-5ea8-444e-acef-6c18be8336bc,,edd6e563-bce1-4c84-859d-31cae681f40b +b0d93ef1-d63c-4f47-b3d6-8c20ff25e4e2,2021-02-10T16:45:26Z,235.85,9.54,245.39,a309e1c1-14be-455f-8e3f-e31b4dea1423,fedex,2021-02-11T16:45:26Z,2021-02-15T16:45:26Z,delivered,6cbe0665-0001-43b3-98af-7cd3909b1b28,,dfe1082c-cb08-497f-9af9-9a7cf0aa70b5 +b3bbc1b2-11bf-4a7f-8424-8c6fb14d753b,2021-02-10T15:38:36Z,158.0,5.52,163.52,1ba54bba-7dbf-4ec7-a2f4-8c6c5cb06f0c,fedex,2021-02-13T15:38:36Z,2021-02-12T15:38:36Z,delivered,63b87683-1c30-49e0-86f0-54d00b32052f,,9285957a-e1fd-4205-960e-f739a9c7dfd2 +d29fbe48-4cb7-46ef-b3ea-67a28a0cd8c0,2021-02-10T17:51:26Z,80.5,5.86,86.36,fd855a19-52b8-4530-82b5-f4b88b932578,usps,2021-02-12T17:51:26Z,2021-02-16T17:51:26Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,632eadda-3e81-492c-8108-d5982aeac84d +c49ed1e6-c56b-4681-bef8-cf8d99404832,2021-02-10T09:10:28Z,201.95,5.55,207.5,53aec537-6a8e-4a84-9db4-ec332895ebdf,dhl,2021-02-13T09:10:28Z,2021-02-11T09:10:28Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,e71bd22e-7711-405f-9d7e-2a7824d68a6a +3895ef3d-4e4f-4793-ba7f-66743b7a7d39,2021-02-10T09:24:56Z,106.0,3.97,109.97,e2a68f30-dcff-4b1a-8218-e114187709fc,ups,2021-02-14T09:24:56Z,2021-02-15T09:24:56Z,delivered,7c11eccd-15a9-4b87-875e-b84f39dfe3d6,,d3dfe1e5-6826-49fe-9bfb-ef1022a20520 +551f91e6-bce3-4fb5-8dd6-782ff140480d,2021-02-10T18:05:43Z,430.75,7.67,438.42,8205a994-da3c-463a-94df-1ec8ecd7abcb,ups,2021-02-12T18:05:43Z,2021-02-12T18:05:43Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,76f13d82-1273-4144-8a41-45fc836c3540 +db90b250-70b2-44d1-b20c-4d795edd020c,2021-02-10T03:09:58Z,384.0,9.41,393.41,6086a515-9087-4f1b-9470-d5ba9f93a53f,ups,2021-02-15T03:09:58Z,2021-02-16T03:09:58Z,delivered,7be40e37-7a40-40ce-81c8-a5048c8befb1,,2aaf2e91-8735-4def-82ca-31dce98ff634 +99127f5a-b3a4-440e-87c1-c78861ac2ca8,2021-02-10T15:03:34Z,51.25,1.03,52.28,33b8f750-e3ad-40eb-b3a3-38563df17a4f,fedex,2021-02-12T15:03:34Z,2021-02-17T15:03:34Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,f79a5736-1e58-436a-aca9-bc4cf21fef09 +859841a2-a2fa-4d7b-a749-8cd37b31b1ed,2021-02-10T15:21:51Z,588.25,2.12,590.37,d789a22d-6296-4ba5-a9f6-38a3a843c2fb,usps,2021-02-13T15:21:51Z,,shipped,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,56078786-b8da-47a0-8a7c-befda74f8cd8 +8502b2de-ada6-4a20-8625-092835744bd8,2021-02-10T22:16:00Z,201.0,3.83,204.83,df722c16-8370-484f-a0ff-a8f809275d65,ups,2021-02-13T22:16:00Z,2021-02-16T22:16:00Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +56d043f8-afaf-4a6e-a4d3-8fbd01d8858b,2021-02-10T16:17:24Z,223.25,4.07,227.32,94a358dc-e33c-4fbd-8b73-9b0dbd5c20cc,ups,2021-02-13T16:17:24Z,2021-02-11T16:17:24Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,609af927-16f8-450a-ade4-1e06724e9feb +73bfa842-99f9-4181-883f-08b7795cb167,2021-02-10T13:59:30Z,333.75,5.6,339.35,0139102a-ff94-489c-ad4b-5ca09a8e8041,usps,2021-02-14T13:59:30Z,2021-02-11T13:59:30Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,0314fc1b-d832-4562-bda4-7dbe09d2868c +4aca1a9f-2fdc-49ce-8055-f178ffaff195,2021-02-10T15:44:40Z,494.0,7.48,491.48,bef01686-1cc6-44f9-8603-d5c993481034,ups,2021-02-13T15:44:40Z,2021-02-13T15:44:40Z,delivered,29246f52-de26-4867-b464-7c5973526202,leverage,4747877b-fb7d-4ec1-b42d-6b8f8707c984 +96a0cf17-5d93-4476-b836-ec6c8c7a9b21,2021-02-10T07:08:52Z,71.0,2.09,73.09,1533c886-30bb-4114-acfb-42d3f0fa5795,ups,2021-02-12T07:08:52Z,2021-02-15T07:08:52Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,4983fb6f-b53f-4022-95ca-d17eb4974093 +906ac891-d7a7-4d50-b4c6-c982fae2fc2d,2021-02-10T19:19:18Z,780.25,7.91,788.16,f6384293-fa2d-4599-bbfd-43639ab9043f,ups,2021-02-13T19:19:18Z,2021-02-11T19:19:18Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,abf50534-9e5b-4e95-9548-2008505f40a2 +d38de9c0-789c-4527-99ff-30a23f550d88,2021-02-10T07:35:24Z,61.5,8.34,69.84,3dd70994-1c45-4b62-97ac-b5cc7c25060b,fedex,2021-02-13T07:35:24Z,2021-02-13T07:35:24Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,47e8e06d-0612-4af0-89ed-48deafa4857a +b047e850-a4f1-4227-94b6-2222d2ff87c2,2021-02-10T08:03:59Z,156.5,4.48,160.98,a93da04c-10f2-4928-8aff-5d3344b3733f,fedex,2021-02-11T08:03:59Z,2021-02-11T08:03:59Z,delivered,6aff561d-fbd9-4130-8242-8b9073cc3a03,,058563af-f1de-48fe-a5ad-4514fe8964f4 +002f22d6-25a3-48e4-aaa9-36be31e57185,2021-02-10T14:15:40Z,75.5,9.58,85.08,0a40d2fd-12bc-4a3a-94b0-50fd69bda883,ups,2021-02-11T14:15:40Z,2021-02-12T14:15:40Z,delivered,48ebf150-7cb7-4358-a5ef-1a2b0aa831b9,,184b47dd-af07-4299-b872-5cfb6e4e7ac1 +2434b44d-0df9-4d54-99ad-e259cbf9efa6,2021-02-10T16:20:17Z,537.0,1.41,538.41,af75d945-6234-44cf-9a9e-9f480da55824,ups,2021-02-12T16:20:17Z,2021-02-16T16:20:17Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,b5d85492-b403-4f52-a42b-4363716f4cfb +0ecabdf2-fe92-4d66-ad87-6e693748d682,2021-02-10T09:07:54Z,234.25,1.81,236.06,398eebcf-a343-4350-a1af-ddc42c2a647b,ups,2021-02-13T09:07:54Z,2021-02-13T09:07:54Z,delivered,5555f2b6-d408-419f-aa60-22c0f0440f50,,23f4d3fc-7192-44eb-a1c6-c3d93eed0a42 +b6d916e6-da31-4145-9edd-8fc76677b55b,2021-02-10T06:43:23Z,612.25,6.35,618.6,af811f7c-4029-464d-a696-bc377d5e7286,ups,2021-02-12T06:43:23Z,2021-02-11T06:43:23Z,delivered,bbe51ac6-6687-4cbe-9178-27d96f90836b,,d7f05c8c-d055-481f-a427-77aded0fd4ce +d7454480-4fa0-416d-b904-aebdbcdd378c,2021-02-10T01:36:56Z,190.0,3.73,193.73,2c654818-2466-438a-9719-2f6559eb621b,fedex,2021-02-15T01:36:56Z,,shipped,6875a4d9-cdc6-43bc-a700-f6916e049e46,,47e8e06d-0612-4af0-89ed-48deafa4857a +ea907a0e-c27d-4d44-878c-1d2a9e54b740,2021-02-10T21:23:33Z,332.0,9.05,341.05,57787487-9be9-4057-865a-9d993d814b6e,ups,2021-02-12T21:23:33Z,2021-02-14T21:23:33Z,delivered,baaf00b6-da56-44af-8c70-97269472e6f3,,44f03e5e-c121-44dd-80e2-b2d18860d57a +f4b472f8-f344-4abe-a7dd-5b3cc983301b,2021-02-10T14:20:50Z,127.5,3.02,130.52,f3d31752-1fba-4e52-af8d-47732313d42a,ups,2021-02-12T14:20:50Z,2021-02-11T14:20:50Z,delivered,4fe02f4f-f3d6-4068-853d-158cc64f0c65,,177f1c47-e34a-4c5d-b704-330376ba6ae2 +eddb6163-e96d-4f8f-98c6-76393a96dbbf,2021-02-10T18:20:16Z,150.0,1.86,151.86,fd30e0dc-11f6-484d-80cd-d0aa1c1ea643,fedex,2021-02-15T18:20:16Z,2021-02-14T18:20:16Z,delivered,525d85ad-6277-4500-9701-9afbf9785ad3,,44f03e5e-c121-44dd-80e2-b2d18860d57a +d9cc0f2f-0be3-4cfc-bec0-fd97eb7977d6,2021-02-10T06:48:23Z,146.0,3.21,149.21,990eec7b-a47d-4d34-8157-fa4531453365,ups,2021-02-14T06:48:23Z,,shipped,707a74bd-593f-4bdc-85e3-b8ff6b538399,,f785f0ae-f5d7-49a8-a4b7-95b470f7cb63 +a96878e4-9618-4f85-8fe0-6e2e938e0b24,2021-02-10T21:34:09Z,31.0,8.27,39.27,fb62fcd6-68a8-4e9c-8b01-2f356916717d,dhl,2021-02-12T21:34:09Z,2021-02-15T21:34:09Z,delivered,e3302139-c0ba-4715-9c35-68dde8347b56,,de7f84bd-9386-41a6-8dd0-cbafd5b58945 +3321aeb4-f209-48bf-ba63-84f3a14eaa50,2021-02-10T11:37:28Z,61.0,1.86,62.86,b2e4742d-d125-49dc-a189-e4cedc843510,ups,2021-02-14T11:37:28Z,2021-02-12T11:37:28Z,delivered,7091fe90-07da-424c-8da6-24e024503be2,,fe794a2d-aa57-4ef1-8948-e0491e1ca3c1 +180dc7bb-b42a-4aa6-b52a-9fe5864e3190,2021-02-10T01:48:20Z,50.0,8.59,58.59,62862913-88fd-4f4a-9441-92d7a743f55e,ups,2021-02-12T01:48:20Z,2021-02-16T01:48:20Z,delivered,b9287f6c-c865-49bb-a3c9-da47bbdf3a90,,5a6a5b60-d54a-4ef7-9ae3-6bd9fd21a807 +fed6ed02-4791-48e0-8cc4-c127dceca8ca,2021-02-10T10:27:52Z,70.0,1.17,71.17,a78352a6-a610-4f1b-91fc-9cde37ecd05c,usps,2021-02-13T10:27:52Z,2021-02-12T10:27:52Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,c9a6e260-e379-4b26-a36d-cf97e0eb03bc +32726aa6-2175-4fc7-856b-512f61c70dc1,2021-02-10T22:42:40Z,181.0,3.07,184.07,97a0d995-0583-415e-920c-063420947ace,ups,2021-02-14T22:42:40Z,2021-02-11T22:42:40Z,delivered,02414bff-285d-4008-9352-ad50839b729f,,7986bf80-2ce5-4fac-8e06-fc6db16dd2d9 +a5db4fd7-bc7c-47d6-a162-e613d905ec82,2021-02-10T06:30:48Z,317.0,2.18,319.18,4e335a59-b273-4a2d-987c-06f7ff2ceaef,fedex,2021-02-14T06:30:48Z,2021-02-16T06:30:48Z,delivered,520baa4f-ee70-420b-96c9-37e3c4238f43,,5a6a5b60-d54a-4ef7-9ae3-6bd9fd21a807 +eb27dbeb-ffe0-439c-a9cd-f32c221330d9,2021-02-10T02:06:38Z,190.0,6.87,196.87,5c176ce7-b1b6-4ab7-87dc-c878a321f5a4,fedex,2021-02-14T02:06:38Z,2021-02-14T02:06:38Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,dfc2941f-aef1-4c70-a7f6-8105dda578f5 +290e43d7-2768-47e8-9037-94d08ddc4345,2021-02-10T00:07:42Z,287.5,4.13,291.63,c91f2f0f-ed46-48f2-b61b-2ee460fe7548,fedex,2021-02-12T00:07:42Z,2021-02-12T00:07:42Z,delivered,5a9d6641-6ca6-48f0-af45-f411750f611a,,118d2c47-6c92-44b3-a52a-c58dac57adf2 +d99f88df-891d-4dc9-8750-aa77271a72d4,2021-02-10T09:45:53Z,136.5,2.51,139.01,87577f45-3fe7-4b08-872b-32d6afcc4bc9,usps,2021-02-12T09:45:53Z,2021-02-12T09:45:53Z,delivered,6cbe0665-0001-43b3-98af-7cd3909b1b28,,edd6e563-bce1-4c84-859d-31cae681f40b +f9cdbb13-c633-4867-bcb0-284d9a583781,2021-02-10T00:45:44Z,210.95,6.38,217.33,,,,,preparing,e512189a-15a2-4325-b41d-6092f5c03bc9,,959fc946-4baf-457f-8290-2a7d0e7fc3f7 +1fa7bc74-ee64-4aa8-8df3-f8066532eb9c,2021-02-10T20:32:32Z,162.15,8.24,170.39,c6175b1d-4272-44b3-8593-af0b6a9ec418,ups,2021-02-15T20:32:32Z,2021-02-15T20:32:32Z,delivered,5de439eb-6bc7-4fc2-ba0e-a3bf8a286d63,,c9a6e260-e379-4b26-a36d-cf97e0eb03bc +937b130d-c75f-47c6-913f-ca7717e82dae,2021-02-10T00:00:05Z,145.0,3.67,148.67,bac4ac7d-6f22-44f5-a0ec-417135ffcee4,ups,2021-02-14T00:00:05Z,2021-02-11T00:00:05Z,delivered,6b116938-3785-4983-a5d7-33f6af32f0ba,,4da64e4e-655c-4fbe-bee2-3eb1014ace1b +2fafb5c6-5200-4d9a-af6b-b6517667a1ea,2021-02-10T22:09:43Z,364.45,5.35,369.8,cabaf4a8-06a5-431f-be95-a57b28700ad7,fedex,2021-02-11T22:09:43Z,2021-02-13T22:09:43Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,9b6a4ed6-6c27-4102-8d5f-5db7435e80ee +9f640f78-93eb-46d3-b4c8-41ef69b03d8b,2021-02-10T20:26:15Z,91.5,5.18,96.68,29b030bf-bca6-4ece-a0f7-23e1a88a1a79,fedex,2021-02-11T20:26:15Z,2021-02-16T20:26:15Z,delivered,96ca8e55-2cbd-4c9b-9540-ff0ac6309797,,1d3482c6-e56b-47df-91f8-4b32bc908b2b +1e68f64e-1365-489e-8cf4-b56f8cf13fd7,2021-02-10T00:39:31Z,182.0,6.76,188.76,cbae44b9-ceec-4a58-af34-fabe17cd4582,fedex,2021-02-12T00:39:31Z,,shipped,4dae48a6-8206-46eb-b629-fec4a99306ec,,7ae529bf-b9d0-47ee-acd0-d55e0e6a0d32 +cc2d40a9-dc85-481f-b027-9d1198187b70,2021-02-10T21:55:47Z,135.0,9.23,144.23,9f7b9afe-ef0b-4f52-9443-0378bfb71279,ups,2021-02-12T21:55:47Z,2021-02-11T21:55:47Z,delivered,f37282a8-5c04-44bb-a9e6-fe9ed2eed6e2,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +2ebd594f-3b44-4b66-87f0-5b2c321086d1,2021-02-10T16:16:55Z,312.25,9.58,321.83,2bd82041-5932-40db-98ac-c1611d77790a,fedex,2021-02-14T16:16:55Z,2021-02-15T16:16:55Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,902bcb47-051b-4375-9dc0-485b3172b89b +d9ec4e76-e7c0-4457-b6e2-a025abea6b9a,2021-02-10T03:40:03Z,192.45,7.14,199.59,f55ea701-bc8e-4ae4-a3e0-e4eef060d388,usps,2021-02-12T03:40:03Z,,shipped,6d37adeb-4c53-4167-b170-c89e4bd1764a,,06dd400a-9d9e-48f3-9312-5a41f6038c8e +299145f7-2b7f-484d-9dde-cc20602ed5f5,2021-02-10T10:13:30Z,15.5,3.02,18.52,03dbc7cf-6da7-4dfd-8ee9-e3cefdc731ca,usps,2021-02-11T10:13:30Z,2021-02-12T10:13:30Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,82ef2b98-79dc-461c-855b-95c5d38ad6d3 +35b4cbc7-b92f-400f-b292-8494dbb23567,2021-02-10T03:05:25Z,219.4,9.73,229.13,14a41310-80f4-4138-82cf-cbb219baf751,fedex,2021-02-12T03:05:25Z,2021-02-12T03:05:25Z,delivered,dbc936d7-51da-4dfa-9dd9-7ce399b466df,,63260a1e-947f-42fe-b11f-12cea08830b6 +0f3fb208-95e1-4d3b-8f09-ae6088d41938,2021-02-10T19:06:10Z,60.0,9.29,69.29,f877d9f7-f9c2-42a8-86ab-24c948bf46f9,fedex,2021-02-14T19:06:10Z,2021-02-15T19:06:10Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,be95b20d-a774-4572-b1ff-fd2c2c657568 +fca7f7c7-e7cb-4207-b3c3-dcca5f4b633b,2021-02-10T17:16:44Z,121.9,3.15,125.05,79f5daf0-9d4a-4b2e-9006-57b21496dabf,ups,2021-02-11T17:16:44Z,2021-02-14T17:16:44Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,de7f84bd-9386-41a6-8dd0-cbafd5b58945 +373c221e-275c-41aa-a334-0b2d73171fa4,2021-02-10T11:53:44Z,285.0,1.72,286.72,1df22555-5e95-4d68-b917-0667a2737f26,ups,2021-02-13T11:53:44Z,2021-02-14T11:53:44Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,d3dfe1e5-6826-49fe-9bfb-ef1022a20520 +939767ac-357a-4bec-91f8-a7b25edd46c9,2021-02-10T07:25:48Z,243.8,8.55,252.35,,,,,preparing,6cf2751f-d815-4fbc-b04a-245c1301574c,,965dbeea-a6d5-467d-9683-914b744ad1ef +12d71a1a-3762-4e17-a508-6e11b5629852,2021-02-10T20:31:00Z,46.5,6.77,53.27,c02b8944-9875-4ef1-b866-79e706fb4c46,fedex,,2021-02-17T20:31:00Z,delivered,89dd1d56-f177-4b28-86c8-b7d1beeff4a8,,2c7bd191-c7c9-45d3-9dd0-612320bd9817 +b249a133-9d0d-4897-9ee3-0226e76914dc,2021-02-10T11:49:22Z,268.0,9.39,277.39,adbf8cea-bddb-4d2c-aefe-bce9dc247cd1,ups,2021-02-14T11:49:22Z,2021-02-15T11:49:22Z,delivered,1df78ad9-9493-4ce9-b1ad-776f26650417,,47e8e06d-0612-4af0-89ed-48deafa4857a +f0f5f852-5c81-4f33-a415-15b660486918,2021-02-10T11:12:15Z,146.5,7.71,154.21,631e1967-164a-4a7b-995a-32d0a110dc48,dhl,2021-02-11T11:12:15Z,2021-02-15T11:12:15Z,delivered,1550e197-9073-408e-a1ca-08f9dbac7f7a,,d502f2e1-d34c-4b82-9834-15e50ab41a1b +f6eed630-9b01-4f64-81eb-f13be001f2b6,2021-02-10T08:42:08Z,624.85,4.9,629.75,f5437725-c379-4e9b-80f0-ee48e62463c6,fedex,2021-02-13T08:42:08Z,2021-02-17T08:42:08Z,delivered,68e0c8f7-9546-42ed-b327-f67debec10cf,,56078786-b8da-47a0-8a7c-befda74f8cd8 +7023672d-7f59-4b86-be86-4d4621ad06ae,2021-02-10T07:06:45Z,354.75,6.65,361.4,10384bef-cbb7-43db-9f4f-0e8f2a040e7f,fedex,2021-02-12T07:06:45Z,,shipped,4d3c9f53-0667-4a80-8259-12200fe75761,,34ddaf50-006e-47e6-b387-49d1544dd512 +40dceee3-31ce-450b-b55d-09099de1a8fb,2021-02-10T10:30:07Z,182.75,4.78,174.53,22accd82-50eb-4be0-ad64-afd85aca0d4f,fedex,2021-02-15T10:30:07Z,2021-02-11T10:30:07Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,instruction set,fb0c8410-558a-4a65-bc50-6f82c32c7d1a +71d7653c-9386-42df-afef-6d9d44bb53c4,2021-02-10T22:10:21Z,61.0,6.6,67.6,6494ab5e-a765-4027-9377-97be68a71df1,ups,2021-02-14T22:10:21Z,2021-02-11T22:10:21Z,delivered,520baa4f-ee70-420b-96c9-37e3c4238f43,,47e8e06d-0612-4af0-89ed-48deafa4857a +84aac39f-68ae-4e5f-a2c7-b5ad0b820a09,2021-02-10T23:45:32Z,20.5,2.63,23.13,ff475d51-6ea0-487c-bfe8-56e47c4f3057,ups,2021-02-14T23:45:32Z,2021-02-12T23:45:32Z,delivered,4115e7da-5892-4eef-9f39-705626158c7f,,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +5b8caca4-14fb-4813-b0bc-b768c8217a19,2021-02-10T22:44:36Z,349.0,8.1,344.1,237dca84-0088-4eea-b40e-ab509ff31c11,ups,2021-02-14T22:44:36Z,2021-02-14T22:44:36Z,delivered,eafe1c71-6ae0-4add-b9d9-34d9c5d00c50,instruction set,aa61ded6-4588-48dd-9759-1bd36ec5d787 +5c309f46-440b-4cd5-a908-862c72e008b2,2021-02-10T10:15:26Z,15.25,2.22,17.47,d445e749-4c38-4ec7-a148-7995525afc59,ups,2021-02-15T10:15:26Z,2021-02-13T10:15:26Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,db3e2e70-32f5-4f13-8302-63127ca0e3a8 +44f19d9b-6f8d-4c04-8c1e-ee05a171a48a,2021-02-10T20:05:05Z,554.5,8.79,553.29,7d4ea18c-a7cc-446c-bce9-ac92206b1ed6,usps,2021-02-12T20:05:05Z,2021-02-15T20:05:05Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,leverage,9285957a-e1fd-4205-960e-f739a9c7dfd2 diff --git a/00-bootcamp-project/data/products.csv b/00-bootcamp-project/data/products.csv new file mode 100644 index 000000000..414904e7b --- /dev/null +++ b/00-bootcamp-project/data/products.csv @@ -0,0 +1,31 @@ +product_id,name,price,inventory +4cda01b9-62e2-46c5-830f-b7f262a58fb1,Pothos,30.5,40 +689fb64e-a4a2-45c5-b9f2-480c2155624d,Bamboo,15.25,56 +55c6a062-5f4a-4a8b-a8e5-05ea5e6715a3,Philodendron,45.0,51 +be49171b-9f72-4fc9-bf7a-9a52e259836b,Monstera,50.75,77 +fb0e8be7-5ac4-4a76-a1fa-2cc4bf0b2d80,String of pearls,80.5,58 +b66a7143-c18a-43bb-b5dc-06bb5d1d3160,ZZ Plant,25.0,89 +e8b6528e-a830-4d03-a027-473b411c7f02,Snake Plant,25.5,48 +c7050c3b-a898-424d-8d98-ab0aaad7bef4,Orchid,50.75,58 +bb19d194-e1bd-4358-819e-cd1f1b401c0c,Birds Nest Fern,15.5,49 +b86ae24b-6f59-47e8-8adc-b17d88cbd367,Calathea Makoyana,40.25,94 +e5ee99b6-519f-4218-8b41-62f48f59f700,Peace Lily,60.5,99 +05df0866-1a66-41d8-9ed7-e2bbcddd6a3d,Bird of Paradise,65.0,97 +e706ab70-b396-4d30-a6b2-a1ccf3625b52,Fiddle Leaf Fig,85.5,82 +843b6553-dc6a-4fc4-bceb-02cd39af0168,Ficus,20.25,44 +5b50b820-1d0a-4231-9422-75e7f6b0cecf,Pilea Peperomioides,20.5,85 +58b575f2-2192-4a53-9d21-df9a0c14fc25,Angel Wings Begonia,95.0,65 +a88a23ef-679c-4743-b151-dc7722040d8c,Jade Plant,15.0,94 +74aeb414-e3dd-4e8a-beef-0fa45225214d,Arrow Head,30.95,100 +5ceddd13-cf00-481f-9285-8340ab95d06d,Majesty Palm,70.0,74 +64d39754-03e4-4fa0-b1ea-5f4293315f67,Spider Plant,15.0,67 +d3e228db-8ca5-42ad-bb0a-2148e876cc59,Money Tree,30.5,59 +c17e63f7-0d28-4a95-8248-b01ea354840e,Cactus,15.0,81 +35550082-a52d-4301-8f06-05b30f6f3616,Devil's Ivy,15.25,88 +6f3a3072-a24d-4d11-9cef-25b0b5f8a4af,Alocasia Polly,95.0,83 +80eda933-749d-4fc6-91d5-613d29eb126f,Pink Anthurium,60.95,95 +37e0062f-bd15-4c3e-b272-558a86d90598,Dragon Tree,50.25,73 +615695d3-8ffd-4850-bcf7-944cf6d3685b,Aloe Vera,15.0,47 +579f4cd0-1f45-49d2-af55-9ab2b72c3b35,Rubber Plant,20.5,92 +e18f33a6-b89a-4fbc-82ad-ccba5bb261cc,Ponytail Palm,80.75,93 +e2e78dfc-f25c-4fec-a002-8e280d61a2f2,Boston Fern,20.0,77 \ No newline at end of file diff --git a/00-bootcamp-project/data/promos.csv b/00-bootcamp-project/data/promos.csv new file mode 100644 index 000000000..78e2261ba --- /dev/null +++ b/00-bootcamp-project/data/promos.csv @@ -0,0 +1,7 @@ +promo_id,discount,status +task-force,2,inactive +instruction set,13,inactive +leverage,10,active +Optional,17,inactive +Mandatory,20,inactive +Digitized,11,inactive \ No newline at end of file diff --git a/00-bootcamp-project/data/users.csv b/00-bootcamp-project/data/users.csv new file mode 100644 index 000000000..83a334934 --- /dev/null +++ b/00-bootcamp-project/data/users.csv @@ -0,0 +1,3 @@ +user_id,first_name,last_name,email,phone_number,created_at,updated_at,address +bbe51ac6-6687-4cbe-9178-27d96f90836b,Keslie,Hearmon,khearmon0@netvibes.com,831-155-1615,2020-10-23T20:21:57Z,2021-01-30T22:49:31Z,7a4821e6-4e7a-4894-bb35-70ffcf0c3aa8 +2816d806-e7b2-4721-a197-a60bd3082f35,Catie,Grelik,cgrelik1h@webeden.co.uk,695-724-4222,2020-10-23T22:33:32Z,2020-12-31T23:04:33Z,fb0c8410-558a-4a65-bc50-6f82c32c7d1a diff --git a/00-bootcamp-project/deb-2023-181e69c62d56-bq.json b/00-bootcamp-project/deb-2023-181e69c62d56-bq.json new file mode 100644 index 000000000..7b0ef858c --- /dev/null +++ b/00-bootcamp-project/deb-2023-181e69c62d56-bq.json @@ -0,0 +1,12 @@ +{ + "type": "service_account", + "project_id": "deb-2023", + "private_key_id": "181e69c62d567c0a3d25e8b1461ff9b9ffdb39c7", + "private_key": "-----BEGIN PRIVATE KEY-----\nMIIEvgIBADANBgkqhkiG9w0BAQEFAASCBKgwggSkAgEAAoIBAQC85tECMcaZCrgM\nbC1+sExlOBPI9wn4bcawrqbb3AfQ57cL3FDYD2CfN3yjKEcV+MOz1E0bOJpLQb6L\nt+yc0ZSKIOUtrIjHwpSfUqlv6IAGMHw5awSArgXDxYSGy9n7loHxcUNAQVOzPEqz\nDkYfUJ+sjGammpxN5Jw7QXJo3znaa+o3YYVLOXsBdNYpEwdUxX7187zsWL94bw5D\nnHTWimRbgLPDXnSDb2NINRPf0ehzsqZPUgXmka4yWp0SLTdyXG/U200+/0AulLaJ\naOrj0BhEZkLyqh8uAgmCcAqPZoKpIAbdjQHgVHjTJbDqcsx4ZWDWnkuSIxEsolLS\n8hEB2gSRAgMBAAECggEAFWWx1CVOQSSpL2MLjjerF6YP+6ob+4N3x6io5uuYCQ5O\nOi41DBxFzhMrb5HO54q7pEGOkGBLfe3PByWIzESjJjhOrWtHPRVp31guMCpuYgUY\n9SoNowPTTFcxyVEK+ogUZQR24S7lK77PGVQrFj38MD/hGssVnG8iUUX7Dy0F8Rsp\nZVvTi1j6BcDuamJ103FrsxjbMg/aQ8cFLQYYQYJEm+Czfa6IN9XkiksLKyicTRvJ\naeZM08EyzIISuSC2Pk8WREGO0oo/PYxmJYsuewnWTjHb8I2JA5UlPa21l9BrQXSY\ntOuM2oWmA0QIQWG6Zf+FwpOyJ12gLn9N4l2sqjG24QKBgQDctYyQ4PJnIxSgP2ki\nVIlFrbrDO0DqI6g4XbttTvZuNyAEb+uCf2unuwyCtCRrxp9Twe8stnh4VzysTfFT\ns8YfFpGHc4CYa7dok5YZl0SUuaiR6KQ6+NJJb1QjSyFjJ42mURX3OrFLqtvUxY0/\nTsJHekDeqX7k+QRFqG2D77G2CQKBgQDbG0P7mWsD+vcuMca3gE3o4Sl210ieUq42\n/Tu7lwJchfWzDe0hJORsqQ3TQRm8sKitNQcpd56hnVvMezbKT566JwIXumNDtbQf\nY98PFrPrIlCB1QUzDcglXQeMPhRb15UqMxr0/ObekZ8kDGmwRyRORlSbRZYRDsDZ\n2K7Cfis8SQKBgQDS/W+aVKEGvb+LDfN4kS4FgXZoCq4c5ud6swhpD7J/XI1sEH4o\n65zD5QmprYKf0WogzOXTbcCu8l6bLYvFg7ejopSO03kcvOTBwU0du8EhGHcwvSC7\nC4EkGJxrfPg27On6E8wW43H4LycmOZC085rAb/uxoIEhbXiLCt9e4HaX2QKBgQDY\nRKFlxpkK5Lz2q8spdUtxgk4bL4ROQe4T+QDsuLFsAg3zHtvgyzlsx7ENxERTK0xT\nKvRWyeuaOmhR/YynRM+3jqlSIne4bbHNChcyHYaZoNU2Ub1AF2pm9txsYRpXTQO/\nE5KYHskDB1m9i0MG7DG50VHRsW3eiGFypZ5Z+49RgQKBgBLJ+HYPH1MpJT0HGLXN\nm+fTKeMXB5NFCZVV8yz4Manj4jHzQDw+u9F5mxeXFA1xS/xuQB5QBMThCOKPF3Bl\n8edz2xfBXHB3spy9wBJbu2nE/8n3+S8iQSK5n1nUJFLq+EsWj+d8xtvvzYIR+sEf\nyPY9uoysdMIdMu99rK/zNU9H\n-----END PRIVATE KEY-----\n", + "client_email": "codespace-serviceaccount@deb-2023.iam.gserviceaccount.com", + "client_id": "118425999856058133655", + "auth_uri": "https://accounts.google.com/o/oauth2/auth", + "token_uri": "https://oauth2.googleapis.com/token", + "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs", + "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/codespace-serviceaccount%40deb-2023.iam.gserviceaccount.com" +} diff --git a/00-bootcamp-project/deb-2023-b452984b2fbe-gcs.json b/00-bootcamp-project/deb-2023-b452984b2fbe-gcs.json new file mode 100644 index 000000000..f78578654 --- /dev/null +++ b/00-bootcamp-project/deb-2023-b452984b2fbe-gcs.json @@ -0,0 +1,12 @@ +{ + "type": "service_account", + "project_id": "deb-2023", + "private_key_id": "b452984b2fbec33a692d5c8cb96ca8107026b20d", + "private_key": "-----BEGIN PRIVATE KEY-----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\nrSszMkfDxOsdOWe8LfeEEmg=\n-----END PRIVATE KEY-----\n", + "client_email": "deb-workshop-day-3-gcs@deb-2023.iam.gserviceaccount.com", + "client_id": "109092981486308968814", + "auth_uri": "https://accounts.google.com/o/oauth2/auth", + "token_uri": "https://oauth2.googleapis.com/token", + "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs", + "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/deb-workshop-day-3-gcs%40deb-2023.iam.gserviceaccount.com" +} diff --git a/00-bootcamp-project/deb-2023-eb731094ca12-bq&gcs.json b/00-bootcamp-project/deb-2023-eb731094ca12-bq&gcs.json new file mode 100644 index 000000000..3e1db88f5 --- /dev/null +++ b/00-bootcamp-project/deb-2023-eb731094ca12-bq&gcs.json @@ -0,0 +1,12 @@ +{ + "type": "service_account", + "project_id": "deb-2023", + "private_key_id": "eb731094ca1288ba70d47a9b1beea7ae4b0b8668", + "private_key": "-----BEGIN PRIVATE KEY-----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\naNbJruLR+TedtPXxeGg3q2ih\n-----END PRIVATE KEY-----\n", + "client_email": "deb-for-bigquery-and-gcs@deb-2023.iam.gserviceaccount.com", + "client_id": "108844952534591705635", + "auth_uri": "https://accounts.google.com/o/oauth2/auth", + "token_uri": "https://oauth2.googleapis.com/token", + "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs", + "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/deb-for-bigquery-and-gcs%40deb-2023.iam.gserviceaccount.com" +} diff --git a/00-bootcamp-project/docker-compose.yml b/00-bootcamp-project/docker-compose.yml new file mode 100644 index 000000000..15591503d --- /dev/null +++ b/00-bootcamp-project/docker-compose.yml @@ -0,0 +1,312 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you under the Apache License, Version 2.0 (the +# "License"); you may not use this file except in compliance +# with the License. You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, +# software distributed under the License is distributed on an +# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +# KIND, either express or implied. See the License for the +# specific language governing permissions and limitations +# under the License. +# + +# Basic Airflow cluster configuration for CeleryExecutor with Redis and PostgreSQL. +# +# WARNING: This configuration is for local development. Do not use it in a production deployment. +# +# This configuration supports basic configuration using environment variables or an .env file +# The following variables are supported: +# +# AIRFLOW_IMAGE_NAME - Docker image name used to run Airflow. +# Default: apache/airflow:2.6.0 +# AIRFLOW_UID - User ID in Airflow containers +# Default: 50000 +# AIRFLOW_PROJ_DIR - Base path to which all the files will be volumed. +# Default: . +# Those configurations are useful mostly in case of standalone testing/running Airflow in test/try-out mode +# +# _AIRFLOW_WWW_USER_USERNAME - Username for the administrator account (if requested). +# Default: airflow +# _AIRFLOW_WWW_USER_PASSWORD - Password for the administrator account (if requested). +# Default: airflow +# _PIP_ADDITIONAL_REQUIREMENTS - Additional PIP requirements to add when starting all containers. +# Use this option ONLY for quick checks. Installing requirements at container +# startup is done EVERY TIME the service is started. +# A better way is to build a custom image or extend the official image +# as described in https://airflow.apache.org/docs/docker-stack/build.html. +# Default: '' +# +# Feel free to modify this file to suit your needs. +--- +version: '3.8' +x-airflow-common: + # In order to add custom dependencies or upgrade provider packages you can use your extended image. + # Comment the image line, place your Dockerfile in the directory where you placed the docker-compose.yaml + # and uncomment the "build" line below, Then run `docker-compose build` to build the images. + &airflow-common + image: ${AIRFLOW_IMAGE_NAME:-apache/airflow:2.6.0} + # build: . + environment: + &airflow-common-env + AIRFLOW__CORE__EXECUTOR: LocalExecutor + #AIRFLOW__CORE__EXECUTOR: CeleryExecutor + AIRFLOW__DATABASE__SQL_ALCHEMY_CONN: postgresql+psycopg2://airflow:airflow@postgres/airflow + # For backward compatibility, with Airflow <2.3 + AIRFLOW__CORE__SQL_ALCHEMY_CONN: postgresql+psycopg2://airflow:airflow@postgres/airflow + #AIRFLOW__CELERY__RESULT_BACKEND: db+postgresql://airflow:airflow@postgres/airflow + #AIRFLOW__CELERY__BROKER_URL: redis://:@redis:6379/0 + AIRFLOW__CORE__FERNET_KEY: '' + AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION: 'true' + AIRFLOW__CORE__LOAD_EXAMPLES: 'false' + AIRFLOW__API__AUTH_BACKENDS: 'airflow.api.auth.backend.basic_auth,airflow.api.auth.backend.session' + # yamllint disable rule:line-length + # Use simple http server on scheduler for health checks + # See https://airflow.apache.org/docs/apache-airflow/stable/administration-and-deployment/logging-monitoring/check-health.html#scheduler-health-check-server + # yamllint enable rule:line-length + AIRFLOW__SCHEDULER__ENABLE_HEALTH_CHECK: 'true' + # WARNING: Use _PIP_ADDITIONAL_REQUIREMENTS option ONLY for a quick checks + # for other purpose (development, test and especially production usage) build/extend Airflow image. + _PIP_ADDITIONAL_REQUIREMENTS: ${_PIP_ADDITIONAL_REQUIREMENTS:-} + volumes: + - ${AIRFLOW_PROJ_DIR:-.}/dags:/opt/airflow/dags + - ${AIRFLOW_PROJ_DIR:-.}/logs:/opt/airflow/logs + - ${AIRFLOW_PROJ_DIR:-.}/plugins:/opt/airflow/plugins + - ${AIRFLOW_PROJ_DIR:-.}/tests:/opt/airflow/tests + user: "${AIRFLOW_UID:-50000}:0" + depends_on: + #redis: + # condition: service_healthy + + &airflow-common-depends-on + postgres: + condition: service_healthy + +services: + postgres: + image: postgres:13 + environment: + POSTGRES_USER: airflow + POSTGRES_PASSWORD: airflow + POSTGRES_DB: airflow + volumes: + - postgres-db-volume:/var/lib/postgresql/data + healthcheck: + test: [ "CMD", "pg_isready", "-U", "airflow" ] + interval: 10s + retries: 5 + start_period: 5s + restart: always + + #redis: + # image: redis:latest + # expose: + # - 6379 + # healthcheck: + # test: ["CMD", "redis-cli", "ping"] + # interval: 10s + # timeout: 30s + # retries: 50 + # start_period: 30s + # restart: always + + airflow-webserver: + <<: *airflow-common + command: webserver + ports: + - "8080:8080" + healthcheck: + test: + [ + "CMD", + "curl", + "--fail", + "http://localhost:8080/health" + ] + interval: 30s + timeout: 10s + retries: 5 + start_period: 30s + restart: always + depends_on: + <<: *airflow-common-depends-on + airflow-init: + condition: service_completed_successfully + + airflow-scheduler: + <<: *airflow-common + command: scheduler + healthcheck: + test: + [ + "CMD", + "curl", + "--fail", + "http://localhost:8974/health" + ] + interval: 30s + timeout: 10s + retries: 5 + start_period: 30s + restart: always + depends_on: + <<: *airflow-common-depends-on + airflow-init: + condition: service_completed_successfully + + #airflow-worker: + # <<: *airflow-common + # command: celery worker + # healthcheck: + # test: + # - "CMD-SHELL" + # - 'celery --app airflow.executors.celery_executor.app inspect ping -d "celery@$${HOSTNAME}"' + # interval: 30s + # timeout: 10s + # retries: 5 + # start_period: 30s + # environment: + # <<: *airflow-common-env + # # Required to handle warm shutdown of the celery workers properly + # # See https://airflow.apache.org/docs/docker-stack/entrypoint.html#signal-propagation + # DUMB_INIT_SETSID: "0" + # restart: always + # depends_on: + # <<: *airflow-common-depends-on + # airflow-init: + # condition: service_completed_successfully + + #airflow-triggerer: + # <<: *airflow-common + # command: triggerer + # healthcheck: + # test: ["CMD-SHELL", 'airflow jobs check --job-type TriggererJob --hostname "$${HOSTNAME}"'] + # interval: 30s + # timeout: 10s + # retries: 5 + # start_period: 30s + # restart: always + # depends_on: + # <<: *airflow-common-depends-on + # airflow-init: + # condition: service_completed_successfully + + airflow-init: + <<: *airflow-common + entrypoint: /bin/bash + # yamllint disable rule:line-length + command: + - -c + - | + function ver() { + printf "%04d%04d%04d%04d" $${1//./ } + } + airflow_version=$$(AIRFLOW__LOGGING__LOGGING_LEVEL=INFO && gosu airflow airflow version) + airflow_version_comparable=$$(ver $${airflow_version}) + min_airflow_version=2.2.0 + min_airflow_version_comparable=$$(ver $${min_airflow_version}) + if (( airflow_version_comparable < min_airflow_version_comparable )); then + echo + echo -e "\033[1;31mERROR!!!: Too old Airflow version $${airflow_version}!\e[0m" + echo "The minimum Airflow version supported: $${min_airflow_version}. Only use this or higher!" + echo + exit 1 + fi + if [[ -z "${AIRFLOW_UID}" ]]; then + echo + echo -e "\033[1;33mWARNING!!!: AIRFLOW_UID not set!\e[0m" + echo "If you are on Linux, you SHOULD follow the instructions below to set " + echo "AIRFLOW_UID environment variable, otherwise files will be owned by root." + echo "For other operating systems you can get rid of the warning with manually created .env file:" + echo " See: https://airflow.apache.org/docs/apache-airflow/stable/howto/docker-compose/index.html#setting-the-right-airflow-user" + echo + fi + one_meg=1048576 + mem_available=$$(($$(getconf _PHYS_PAGES) * $$(getconf PAGE_SIZE) / one_meg)) + cpus_available=$$(grep -cE 'cpu[0-9]+' /proc/stat) + disk_available=$$(df / | tail -1 | awk '{print $$4}') + warning_resources="false" + if (( mem_available < 4000 )) ; then + echo + echo -e "\033[1;33mWARNING!!!: Not enough memory available for Docker.\e[0m" + echo "At least 4GB of memory required. You have $$(numfmt --to iec $$((mem_available * one_meg)))" + echo + warning_resources="true" + fi + if (( cpus_available < 2 )); then + echo + echo -e "\033[1;33mWARNING!!!: Not enough CPUS available for Docker.\e[0m" + echo "At least 2 CPUs recommended. You have $${cpus_available}" + echo + warning_resources="true" + fi + if (( disk_available < one_meg * 10 )); then + echo + echo -e "\033[1;33mWARNING!!!: Not enough Disk space available for Docker.\e[0m" + echo "At least 10 GBs recommended. You have $$(numfmt --to iec $$((disk_available * 1024 )))" + echo + warning_resources="true" + fi + if [[ $${warning_resources} == "true" ]]; then + echo + echo -e "\033[1;33mWARNING!!!: You have not enough resources to run Airflow (see above)!\e[0m" + echo "Please follow the instructions to increase amount of resources available:" + echo " https://airflow.apache.org/docs/apache-airflow/stable/howto/docker-compose/index.html#before-you-begin" + echo + fi + mkdir -p /sources/logs /sources/dags /sources/plugins + chown -R "${AIRFLOW_UID}:0" /sources/{logs,dags,plugins} + exec /entrypoint airflow version + # yamllint enable rule:line-length + environment: + <<: *airflow-common-env + _AIRFLOW_DB_UPGRADE: 'true' + _AIRFLOW_WWW_USER_CREATE: 'true' + _AIRFLOW_WWW_USER_USERNAME: ${_AIRFLOW_WWW_USER_USERNAME:-airflow} + _AIRFLOW_WWW_USER_PASSWORD: ${_AIRFLOW_WWW_USER_PASSWORD:-airflow} + _PIP_ADDITIONAL_REQUIREMENTS: '' + user: "0:0" + volumes: + - ${AIRFLOW_PROJ_DIR:-.}:/sources + + airflow-cli: + <<: *airflow-common + profiles: + - debug + environment: + <<: *airflow-common-env + CONNECTION_CHECK_MAX_COUNT: "0" + # Workaround for entrypoint issue. See: https://github.com/apache/airflow/issues/16252 + command: + - bash + - -c + - airflow + # You can enable flower by adding "--profile flower" option e.g. docker-compose --profile flower up + # or by explicitly targeted on the command line e.g. docker-compose up flower. + # See: https://docs.docker.com/compose/profiles/ + # flower: + # <<: *airflow-common + # command: celery flower + # profiles: + # - flower + # ports: + # - "5555:5555" + # healthcheck: + # test: [ "CMD", "curl", "--fail", "http://localhost:5555/" ] + # interval: 30s + # timeout: 10s + # retries: 5 + # start_period: 30s + # restart: always + # depends_on: + # <<: *airflow-common-depends-on + # airflow-init: + # condition: service_completed_successfully + +volumes: + postgres-db-volume: diff --git a/00-bootcamp-project/labs/addresses_export b/00-bootcamp-project/labs/addresses_export new file mode 100644 index 000000000..bcc091fe6 --- /dev/null +++ b/00-bootcamp-project/labs/addresses_export @@ -0,0 +1,150 @@ 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a/00-bootcamp-project/labs/rd.ipynb b/00-bootcamp-project/labs/rd.ipynb new file mode 100644 index 000000000..c990446c3 --- /dev/null +++ b/00-bootcamp-project/labs/rd.ipynb @@ -0,0 +1,218 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('/workspaces/data-engineering-bootcamp/00-bootcamp-project/dags/addresses_export', delimiter='\\t', header=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Minnesota United States \n", + "146 Washington United States \n", + "147 Minnesota United States \n", + "148 California United States \n", + "149 California United States \n", + "\n", + "[150 rows x 5 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/00-bootcamp-project/load b/00-bootcamp-project/load new file mode 100644 index 000000000..b955ee7df --- /dev/null +++ b/00-bootcamp-project/load @@ -0,0 +1,97 @@ +import json +import os + +from google.cloud import bigquery, storage +from google.oauth2 import service_account + + +DATA_FOLDER = "data" +BUSINESS_DOMAIN = "greenery" +location = "asia-southeast1" + +# keyfile = os.environ.get("KEYFILE_PATH") + +keyfile_gcs = "dataengineercafe-admin-bfd4db61182a.json" +service_account_info_gcs = json.load(open(keyfile_gcs)) +credentials_gcs = service_account.Credentials.from_service_account_info( + service_account_info_gcs +) + +keyfile_bigquery = "dataengineercafe-admin-bfd4db61182a.json" +service_account_info_bigquery = json.load(open(keyfile_bigquery)) +credentials_bigquery = service_account.Credentials.from_service_account_info( + service_account_info_bigquery +) + +project_id = "dataengineercafe" + +# Load data from Local to GCS +bucket_name = "deb-bootcamp-100000" +storage_client = storage.Client( + project=project_id, + credentials=credentials_gcs, +) +bucket = storage_client.bucket(bucket_name) + +data = "addresses" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials_bigquery, + location=location, +) +table_id = f"{project_id}.deb_bootcamp.{data}" +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + + +data = "events" +dt = "2021-02-10" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{dt}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials_bigquery, + location=location, +) +partition = dt.replace("-", "") +table_id = f"{project_id}.deb_bootcamp.{data}${partition}" +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") \ No newline at end of file diff --git a/00-bootcamp-project/load_data_to_gcs_then_bigquery.py b/00-bootcamp-project/load_data_to_gcs_then_bigquery.py new file mode 100644 index 000000000..91783bb24 --- /dev/null +++ b/00-bootcamp-project/load_data_to_gcs_then_bigquery.py @@ -0,0 +1,264 @@ +import json +import os + +from google.cloud import bigquery, storage +from google.oauth2 import service_account + + +DATA_FOLDER = "data" +BUSINESS_DOMAIN = "greenery" +location = "asia-southeast1" + +# keyfile = os.environ.get("KEYFILE_PATH") +keyfile = "deb-2023-eb731094ca12-bq&gcs.json" +service_account_info = json.load(open(keyfile)) +credentials = service_account.Credentials.from_service_account_info(service_account_info) +project_id = "deb-2023" + +# Load data from Local to GCS +bucket_name = "deb-bootcamp-100018" +storage_client = storage.Client( + project=project_id, + credentials=credentials, +) +bucket = storage_client.bucket(bucket_name) + +# addresses +data = "addresses" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, +) +table_id = f"{project_id}.deb_bootcamp.{data}" +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# order_items +data = "order_items" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, +) +table_id = f"{project_id}.deb_bootcamp.{data}" +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# products +data = "products" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, +) +table_id = f"{project_id}.deb_bootcamp.{data}" +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# promos +data = "promos" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, +) +table_id = f"{project_id}.deb_bootcamp.{data}" +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# events +data = "events" +dt = "2021-02-10" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{dt}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, +) + +partition = dt.replace("-", "") +table_id = f"{project_id}.deb_bootcamp.{data}${partition}" +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# order +data = "orders" +dt = "2021-02-10" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{dt}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, +) + +partition = dt.replace("-", "") +table_id = f"{project_id}.deb_bootcamp.{data}${partition}" +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + + +# users +data = "users" +dt = "2020-10-23" +file_path = f"{DATA_FOLDER}/{data}.csv" +destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{dt}/{data}.csv" +blob = bucket.blob(destination_blob_name) +blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery +bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, +) + +partition = dt.replace("-", "") +table_id = f"{project_id}.deb_bootcamp.{data}${partition}" # $ เป็น feature ของ bigquery +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + clustering_fields=["first_name", "last_name"], +) +job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, +) +job.result() + +table = bigquery_client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") \ No newline at end of file diff --git a/00-bootcamp-project/load_data_to_gcs_then_bq_improve.py b/00-bootcamp-project/load_data_to_gcs_then_bq_improve.py new file mode 100644 index 000000000..4146a7093 --- /dev/null +++ b/00-bootcamp-project/load_data_to_gcs_then_bq_improve.py @@ -0,0 +1,129 @@ +# %% +import json +import os + +from google.cloud import bigquery, storage +from google.oauth2 import service_account + + +# %% +DATA_FOLDER = "data" +BUSINESS_DOMAIN = "greenery" +location = "asia-southeast1" + +# %% +# keyfile = os.environ.get("KEYFILE_PATH") +keyfile = "deb-2023-eb731094ca12-bq&gcs.json" +service_account_info = json.load(open(keyfile)) +credentials = service_account.Credentials.from_service_account_info(service_account_info) +project_id = "deb-2023" + +# %% +# Load data from Local to GCS +bucket_name = "deb-bootcamp-100018" +storage_client = storage.Client( + project=project_id, + credentials=credentials, +) +bucket = storage_client.bucket(bucket_name) + +# %% +def load_data_without_partition(data): + file_path = f"{DATA_FOLDER}/{data}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{data}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + +# Load data from GCS to BigQuery + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, + ) + table_id = f"{project_id}.deb_bootcamp.{data}" + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + ) + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# %% +data = [ + "addresses", + "promos", + "products", + "order_items", +] +for each in data: + load_data_without_partition(each) + +# %% +def load_data_with_partition(data, dt, clustering_fields=[]): + file_path = f"{DATA_FOLDER}/{data}.csv" + destination_blob_name = f"{BUSINESS_DOMAIN}/{data}/{dt}/{data}.csv" + blob = bucket.blob(destination_blob_name) + blob.upload_from_filename(file_path) + + # Load data from GCS to BigQuery + bigquery_client = bigquery.Client( + project=project_id, + credentials=credentials, + location=location, + ) + + partition = dt.replace("-", "") + table_id = f"{project_id}.deb_bootcamp.{data}${partition}" + if clustering_fields: + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + clustering_fields=clustering_fields, + ) + else: + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + ) + job = bigquery_client.load_table_from_uri( + f"gs://{bucket_name}/{destination_blob_name}", + table_id, + job_config=job_config, + location=location, + ) + job.result() + + table = bigquery_client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# %% +load_data_with_partition("events", "2021-02-10") +load_data_with_partition("orders", "2021-02-10") +load_data_with_partition("users", "2020-10-23", ["first_name", "last_name"]) + +# %% + + + diff --git a/00-bootcamp-project/logs/scheduler/latest b/00-bootcamp-project/logs/scheduler/latest new file mode 120000 index 000000000..f177d708b --- /dev/null +++ b/00-bootcamp-project/logs/scheduler/latest @@ -0,0 +1 @@ +/opt/airflow/logs/scheduler/2023-05-20 \ No newline at end of file diff --git a/00-bootcamp-project/main-api.py b/00-bootcamp-project/main-api.py new file mode 100644 index 000000000..e22fd4b36 --- /dev/null +++ b/00-bootcamp-project/main-api.py @@ -0,0 +1,52 @@ +import configparser +import csv + +import requests + + +parser = configparser.ConfigParser() +parser.read("pipeline.conf") +host = parser.get("api_config", "host") +port = parser.get("api_config", "port") + +API_URL = f"http://{host}:{port}" +DATA_FOLDER = "data" + +### Events +data = "events" +date = "2021-02-10" +response = requests.get(f"{API_URL}/{data}/?created_at={date}") +data = response.json() +with open(f"{DATA_FOLDER}/events.csv", "w") as f: + writer = csv.writer(f) + header = data[0].keys() + writer.writerow(header) + + for each in data: + writer.writerow(each.values()) + +### Users +data = "users" +date = "2020-10-23" +response = requests.get(f"{API_URL}/{data}/?created_at={date}") +data = response.json() +with open(f"{DATA_FOLDER}/users.csv", "w") as f: + writer = csv.writer(f) + header = data[0].keys() + writer.writerow(header) + + for each in data: + writer.writerow(each.values()) + +### Orders +data = "orders" +date = "2021-02-10" +response = requests.get(f"{API_URL}/{data}/?created_at={date}") +data = response.json() +with open(f"{DATA_FOLDER}/orders.csv", "w") as f: + writer = csv.writer(f) + header = data[0].keys() + writer.writerow(header) + + for each in data: + writer.writerow(each.values()) \ No newline at end of file diff --git a/00-bootcamp-project/main-postgresql.py b/00-bootcamp-project/main-postgresql.py new file mode 100644 index 000000000..726424295 --- /dev/null +++ b/00-bootcamp-project/main-postgresql.py @@ -0,0 +1,46 @@ +import csv +import configparser + +import psycopg2 + + +parser = configparser.ConfigParser() +parser.read("pipeline.conf") +dbname = parser.get("postgres_config", "database") +user = parser.get("postgres_config", "username") +password = parser.get("postgres_config", "password") +host = parser.get("postgres_config", "host") +port = parser.get("postgres_config", "port") + +conn_str = f"dbname={dbname} user={user} password={password} host={host} port={port}" +conn = psycopg2.connect(conn_str) +cursor = conn.cursor() + +DATA_FOLDER = "data" + +table = "addresses" +header = ["address_id", "address", "zipcode", "state", "country"] +with open(f"{DATA_FOLDER}/addresses.csv", "w") as f: + writer = csv.writer(f) + writer.writerow(header) + + query = f"select * from {table}" + cursor.execute(query) + + results = cursor.fetchall() + for each in results: + writer.writerow(each) + + +table = "order_items" +header = ["order_id", "product_id", "quantity"] +with open(f"{DATA_FOLDER}/{table}.csv", "w") as f: + writer = csv.writer(f) + writer.writerow(header) + + query = f"select * from {table}" + cursor.execute(query) + + results = cursor.fetchall() + for each in results: + writer.writerow(each) \ No newline at end of file diff --git a/00-bootcamp-project/main-sftp.py b/00-bootcamp-project/main-sftp.py new file mode 100644 index 000000000..c16cbff8a --- /dev/null +++ b/00-bootcamp-project/main-sftp.py @@ -0,0 +1,28 @@ +import configparser + +import pysftp + + +parser = configparser.ConfigParser() +parser.read("pipeline.conf") +username = parser.get("sftp_config", "username") +password = parser.get("sftp_config", "password") +host = parser.get("sftp_config", "host") +port = parser.getint("sftp_config", "port") + + +# Security risk! Don't do this on production +# You lose a protection against Man-in-the-middle attacks +cnopts = pysftp.CnOpts() +cnopts.hostkeys = None + +DATA_FOLDER = "data" + +files = [ + "products.csv", + "promos.csv", +] +with pysftp.Connection(host, username=username, password=password, port=port, cnopts=cnopts) as sftp: + for f in files: + sftp.get(f, f"{DATA_FOLDER}/{f}") + print(f"Finished downloading: {f}") \ No newline at end of file diff --git a/00-bootcamp-project/pipeline.conf b/00-bootcamp-project/pipeline.conf new file mode 100644 index 000000000..af8826c34 --- /dev/null +++ b/00-bootcamp-project/pipeline.conf @@ -0,0 +1,16 @@ +[sftp_config] +host = 34.87.139.82 +port = 2222 +username = greenery +password = hardpassword + +[postgres_config] +host = 34.87.139.82 +port = 5432 +username = postgres +password = postgres +database = greenery + +[api_config] +host = 34.87.139.82 +port = 8000 \ No newline at end of file diff --git a/00-bootcamp-project/poetry.lock 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"1884f064a02da8c5eb8d2c016dd1b67486ea0deaa2b7b324616126123acbefb6" diff --git a/00-bootcamp-project/products.csv b/00-bootcamp-project/products.csv new file mode 100644 index 000000000..414904e7b --- /dev/null +++ b/00-bootcamp-project/products.csv @@ -0,0 +1,31 @@ +product_id,name,price,inventory +4cda01b9-62e2-46c5-830f-b7f262a58fb1,Pothos,30.5,40 +689fb64e-a4a2-45c5-b9f2-480c2155624d,Bamboo,15.25,56 +55c6a062-5f4a-4a8b-a8e5-05ea5e6715a3,Philodendron,45.0,51 +be49171b-9f72-4fc9-bf7a-9a52e259836b,Monstera,50.75,77 +fb0e8be7-5ac4-4a76-a1fa-2cc4bf0b2d80,String of pearls,80.5,58 +b66a7143-c18a-43bb-b5dc-06bb5d1d3160,ZZ Plant,25.0,89 +e8b6528e-a830-4d03-a027-473b411c7f02,Snake Plant,25.5,48 +c7050c3b-a898-424d-8d98-ab0aaad7bef4,Orchid,50.75,58 +bb19d194-e1bd-4358-819e-cd1f1b401c0c,Birds Nest Fern,15.5,49 +b86ae24b-6f59-47e8-8adc-b17d88cbd367,Calathea Makoyana,40.25,94 +e5ee99b6-519f-4218-8b41-62f48f59f700,Peace Lily,60.5,99 +05df0866-1a66-41d8-9ed7-e2bbcddd6a3d,Bird of Paradise,65.0,97 +e706ab70-b396-4d30-a6b2-a1ccf3625b52,Fiddle Leaf Fig,85.5,82 +843b6553-dc6a-4fc4-bceb-02cd39af0168,Ficus,20.25,44 +5b50b820-1d0a-4231-9422-75e7f6b0cecf,Pilea Peperomioides,20.5,85 +58b575f2-2192-4a53-9d21-df9a0c14fc25,Angel Wings Begonia,95.0,65 +a88a23ef-679c-4743-b151-dc7722040d8c,Jade Plant,15.0,94 +74aeb414-e3dd-4e8a-beef-0fa45225214d,Arrow Head,30.95,100 +5ceddd13-cf00-481f-9285-8340ab95d06d,Majesty Palm,70.0,74 +64d39754-03e4-4fa0-b1ea-5f4293315f67,Spider Plant,15.0,67 +d3e228db-8ca5-42ad-bb0a-2148e876cc59,Money Tree,30.5,59 +c17e63f7-0d28-4a95-8248-b01ea354840e,Cactus,15.0,81 +35550082-a52d-4301-8f06-05b30f6f3616,Devil's Ivy,15.25,88 +6f3a3072-a24d-4d11-9cef-25b0b5f8a4af,Alocasia Polly,95.0,83 +80eda933-749d-4fc6-91d5-613d29eb126f,Pink Anthurium,60.95,95 +37e0062f-bd15-4c3e-b272-558a86d90598,Dragon Tree,50.25,73 +615695d3-8ffd-4850-bcf7-944cf6d3685b,Aloe Vera,15.0,47 +579f4cd0-1f45-49d2-af55-9ab2b72c3b35,Rubber Plant,20.5,92 +e18f33a6-b89a-4fbc-82ad-ccba5bb261cc,Ponytail Palm,80.75,93 +e2e78dfc-f25c-4fec-a002-8e280d61a2f2,Boston Fern,20.0,77 \ No newline at end of file diff --git a/00-bootcamp-project/promos.csv b/00-bootcamp-project/promos.csv new file mode 100644 index 000000000..78e2261ba --- /dev/null +++ b/00-bootcamp-project/promos.csv @@ -0,0 +1,7 @@ +promo_id,discount,status +task-force,2,inactive +instruction set,13,inactive +leverage,10,active +Optional,17,inactive +Mandatory,20,inactive +Digitized,11,inactive \ No newline at end of file diff --git a/00-bootcamp-project/pyproject.toml b/00-bootcamp-project/pyproject.toml new file mode 100644 index 000000000..56f852f93 --- /dev/null +++ b/00-bootcamp-project/pyproject.toml @@ -0,0 +1,23 @@ +[tool.poetry] +name = "apis" +version = "0.1.0" +description = "" +authors = ["zkan "] + +[tool.poetry.dependencies] +python = "^3.9" +Django = "^4.2" +djangorestframework = "^3.14.0" +psycopg2 = "^2.9.6" +django-environ = "^0.10.0" +django-filter = "^23.1" +requests = "^2.28.2" +pysftp = "^0.2.9" +google-cloud-bigquery = "^3.9.0" +google-cloud-storage = "^2.8.0" + +[tool.poetry.dev-dependencies] + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/00-bootcamp-project/requirements.txt b/00-bootcamp-project/requirements.txt new file mode 100644 index 000000000..79ec0f2d3 --- /dev/null +++ b/00-bootcamp-project/requirements.txt @@ -0,0 +1,42 @@ +asgiref==3.6.0 +bcrypt==4.0.1 +cachetools==5.3.0 +certifi==2023.5.7 +cffi==1.15.1 +charset-normalizer==3.1.0 +cryptography==40.0.2 +Django==4.2.1 +django-environ==0.10.0 +django-filter==23.2 +djangorestframework==3.14.0 +google-api-core==2.11.0 +google-auth==2.17.3 +google-cloud-bigquery==3.10.0 +google-cloud-core==2.3.2 +google-cloud-storage==2.9.0 +google-crc32c==1.5.0 +google-resumable-media==2.5.0 +googleapis-common-protos==1.59.0 +grpcio==1.54.0 +grpcio-status==1.54.0 +idna==3.4 +numpy==1.24.2 +packaging==23.1 +pandas==2.0.0 +paramiko==3.1.0 +proto-plus==1.22.2 +protobuf==4.22.4 +psycopg2==2.9.6 +pyasn1==0.5.0 +pyasn1-modules==0.3.0 +pycparser==2.21 +PyNaCl==1.5.0 +pysftp==0.2.9 +python-dateutil==2.8.2 +pytz==2023.3 +requests==2.30.0 +rsa==4.9 +six==1.16.0 +sqlparse==0.4.4 +tzdata==2023.3 +urllib3==2.0.2 diff --git a/00-bootcamp-project/test.ipynb b/00-bootcamp-project/test.ipynb new file mode 100644 index 000000000..e4ecdc66b --- /dev/null +++ b/00-bootcamp-project/test.ipynb @@ -0,0 +1,226 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import os\n", + "\n", + "from google.cloud import bigquery, storage\n", + "from google.oauth2 import service_account\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "DATA_FOLDER = \"data\"\n", + "BUSINESS_DOMAIN = \"greenery\"\n", + "location = \"asia-southeast1\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# keyfile = os.environ.get(\"KEYFILE_PATH\")\n", + "keyfile = \"deb-2023-eb731094ca12-bq&gcs.json\"\n", + "service_account_info = json.load(open(keyfile))\n", + "credentials = service_account.Credentials.from_service_account_info(service_account_info)\n", + "project_id = \"deb-2023\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Load data from Local to GCS\n", + "bucket_name = \"deb-bootcamp-100018\"\n", + "storage_client = storage.Client(\n", + " project=project_id,\n", + " credentials=credentials,\n", + ")\n", + "bucket = storage_client.bucket(bucket_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data_without_partition(data):\n", + " file_path = f\"{DATA_FOLDER}/{data}.csv\"\n", + " destination_blob_name = f\"{BUSINESS_DOMAIN}/{data}/{data}.csv\"\n", + " blob = bucket.blob(destination_blob_name)\n", + " blob.upload_from_filename(file_path)\n", + "\n", + "# Load data from GCS to BigQuery\n", + " bigquery_client = bigquery.Client(\n", + " project=project_id,\n", + " credentials=credentials,\n", + " location=location,\n", + " )\n", + " table_id = f\"{project_id}.deb_bootcamp.{data}\"\n", + " job_config = bigquery.LoadJobConfig(\n", + " skip_leading_rows=1,\n", + " write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE,\n", + " source_format=bigquery.SourceFormat.CSV,\n", + " autodetect=True,\n", + " )\n", + " job = bigquery_client.load_table_from_uri(\n", + " f\"gs://{bucket_name}/{destination_blob_name}\",\n", + " table_id,\n", + " job_config=job_config,\n", + " location=location,\n", + " )\n", + " job.result()\n", + "\n", + " table = bigquery_client.get_table(table_id)\n", + " print(f\"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded 150 rows and 5 columns to deb-2023.deb_bootcamp.addresses\n", + "Loaded 6 rows and 3 columns to deb-2023.deb_bootcamp.promos\n", + "Loaded 30 rows and 4 columns to deb-2023.deb_bootcamp.products\n", + "Loaded 862 rows and 3 columns to deb-2023.deb_bootcamp.order_items\n" + ] + } + ], + "source": [ + "data = [\n", + " \"addresses\",\n", + " \"promos\",\n", + " \"products\",\n", + " \"order_items\",\n", + "]\n", + "for each in data:\n", + " load_data_without_partition(each)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data_with_partition(data, dt, clustering_fields=[]):\n", + " file_path = f\"{DATA_FOLDER}/{data}.csv\"\n", + " destination_blob_name = f\"{BUSINESS_DOMAIN}/{data}/{dt}/{data}.csv\"\n", + " blob = bucket.blob(destination_blob_name)\n", + " blob.upload_from_filename(file_path)\n", + "\n", + " # Load data from GCS to BigQuery\n", + " bigquery_client = bigquery.Client(\n", + " project=project_id,\n", + " credentials=credentials,\n", + " location=location,\n", + " )\n", + "\n", + " partition = dt.replace(\"-\", \"\")\n", + " table_id = f\"{project_id}.deb_bootcamp.{data}${partition}\"\n", + " if clustering_fields:\n", + " job_config = bigquery.LoadJobConfig(\n", + " skip_leading_rows=1,\n", + " write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE,\n", + " source_format=bigquery.SourceFormat.CSV,\n", + " autodetect=True,\n", + " time_partitioning=bigquery.TimePartitioning(\n", + " type_=bigquery.TimePartitioningType.DAY,\n", + " field=\"created_at\",\n", + " ),\n", + " clustering_fields=clustering_fields,\n", + " )\n", + " else:\n", + " job_config = bigquery.LoadJobConfig(\n", + " skip_leading_rows=1,\n", + " write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE,\n", + " source_format=bigquery.SourceFormat.CSV,\n", + " autodetect=True,\n", + " time_partitioning=bigquery.TimePartitioning(\n", + " type_=bigquery.TimePartitioningType.DAY,\n", + " field=\"created_at\",\n", + " ),\n", + " )\n", + " job = bigquery_client.load_table_from_uri(\n", + " f\"gs://{bucket_name}/{destination_blob_name}\",\n", + " table_id,\n", + " job_config=job_config,\n", + " location=location,\n", + " )\n", + " job.result()\n", + "\n", + " table = bigquery_client.get_table(table_id)\n", + " print(f\"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded 1429 rows and 8 columns to deb-2023.deb_bootcamp.events$20210210\n", + "Loaded 177 rows and 13 columns to deb-2023.deb_bootcamp.orders$20210210\n", + "Loaded 2 rows and 8 columns to deb-2023.deb_bootcamp.users$20201023\n" + ] + } + ], + "source": [ + "load_data_with_partition(\"events\", \"2021-02-10\")\n", + "load_data_with_partition(\"orders\", \"2021-02-10\")\n", + "load_data_with_partition(\"users\", \"2020-10-23\", [\"first_name\", \"last_name\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/gold_price.csv b/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/gold_price.csv new file mode 100644 index 000000000..80c8926c7 --- /dev/null +++ b/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/gold_price.csv @@ -0,0 +1,8 @@ +ชนิดความบริสุทธิ์ของทอง,ราคาขาย/บาท,ราคารับซื้อ/บาท,ราคารับซื้อ/กรัม +ทองคำแท่ง 96.5%,"32,350.00","32,250.00",n/a +ทองรูปพรรณ 96.5%,"32,850.00","31,669.24","2,089.00" +ทองรูปพรรณ 99.99%,n/a,"32,821.40","2,165.00" +ทองรูปพรรณ 90%,n/a,"28,502.32","1,880.10" +ทองรูปพรรณ 80%,n/a,"25,335.39","1,671.20" +ทองรูปพรรณ 50%,n/a,"14,250.40",940.00 +ทองรูปพรรณ 40%,n/a,"11,081.96",731.00 diff --git a/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/main_gold.py b/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/main_gold.py index 61d1e5223..b512da333 100644 --- a/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/main_gold.py +++ b/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/main_gold.py @@ -28,6 +28,9 @@ def parse(self, response): # Write to CSV # YOUR CODE HERE + with open('gold_price.csv', 'w') as f: + writer = csv.writer(f) + for g in rows if __name__ == "__main__": diff --git a/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/scrapy.ipynb b/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/scrapy.ipynb new file mode 100644 index 000000000..ddf72880b --- /dev/null +++ b/01-introduction-to-data-engineering/examples/extracting-data-from-sources/scraping/scrapy.ipynb @@ -0,0 +1,175 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import csv\n", + "\n", + "import scrapy\n", + "from scrapy.crawler import CrawlerProcess\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "URL = \"https://ทองคําราคา.com/\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "class MySpider(scrapy.Spider):\n", + " name = \"gold_price_spider\"\n", + " start_urls = [URL,]\n", + "\n", + " def parse(self, response):\n", + " header = response.css(\"#divDaily h3::text\").get().strip()\n", + " # print(header)\n", + "\n", + " table = response.css(\"#divDaily .pdtable\")\n", + " # print(table)\n", + "\n", + " rows = table.css(\"tr\")\n", + " # rows = table.xpath(\"//tr\")\n", + " # print(rows)\n", + "\n", + " # for row in rows:\n", + " # print(row.css(\"td::text\").extract())\n", + " # # print(row.xpath(\"td//text()\").extract())\n", + "\n", + " # Write to CSV\n", + " # YOUR CODE HERE\n", + " with open('gold_price.csv', 'w') as f:\n", + " writer = csv.writer(f)\n", + " for row in rows:\n", + " writer.writerow(row.css(\"td::text\").extract())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-05-09 15:07:20 [scrapy.utils.log] INFO: Scrapy 2.8.0 started (bot: scrapybot)\n", + "2023-05-09 15:07:20 [scrapy.utils.log] INFO: Versions: lxml 4.9.2.0, libxml2 2.9.14, cssselect 1.2.0, parsel 1.8.1, w3lib 2.1.1, Twisted 22.10.0, Python 3.10.4 (main, Apr 3 2023, 22:35:52) [GCC 9.4.0], pyOpenSSL 23.1.1 (OpenSSL 3.1.0 14 Mar 2023), cryptography 40.0.2, Platform Linux-5.4.0-1106-azure-x86_64-with-glibc2.31\n", + "2023-05-09 15:07:20 [scrapy.crawler] INFO: Overridden settings:\n", + "{}\n", + "2023-05-09 15:07:20 [py.warnings] WARNING: /home/codespace/.python/current/lib/python3.10/site-packages/scrapy/utils/request.py:232: ScrapyDeprecationWarning: '2.6' is a deprecated value for the 'REQUEST_FINGERPRINTER_IMPLEMENTATION' setting.\n", + "\n", + "It is also the default value. In other words, it is normal to get this warning if you have not defined a value for the 'REQUEST_FINGERPRINTER_IMPLEMENTATION' setting. This is so for backward compatibility reasons, but it will change in a future version of Scrapy.\n", + "\n", + "See the documentation of the 'REQUEST_FINGERPRINTER_IMPLEMENTATION' setting for information on how to handle this deprecation.\n", + " return cls(crawler)\n", + "\n", + "2023-05-09 15:07:20 [scrapy.utils.log] DEBUG: Using reactor: twisted.internet.epollreactor.EPollReactor\n", + "2023-05-09 15:07:20 [scrapy.extensions.telnet] INFO: Telnet Password: ceb0afc425639472\n", + "2023-05-09 15:07:20 [scrapy.middleware] INFO: Enabled extensions:\n", + "['scrapy.extensions.corestats.CoreStats',\n", + " 'scrapy.extensions.telnet.TelnetConsole',\n", + " 'scrapy.extensions.memusage.MemoryUsage',\n", + " 'scrapy.extensions.logstats.LogStats']\n", + "2023-05-09 15:07:21 [scrapy.middleware] INFO: Enabled downloader middlewares:\n", + "['scrapy.downloadermiddlewares.httpauth.HttpAuthMiddleware',\n", + " 'scrapy.downloadermiddlewares.downloadtimeout.DownloadTimeoutMiddleware',\n", + " 'scrapy.downloadermiddlewares.defaultheaders.DefaultHeadersMiddleware',\n", + " 'scrapy.downloadermiddlewares.useragent.UserAgentMiddleware',\n", + " 'scrapy.downloadermiddlewares.retry.RetryMiddleware',\n", + " 'scrapy.downloadermiddlewares.redirect.MetaRefreshMiddleware',\n", + " 'scrapy.downloadermiddlewares.httpcompression.HttpCompressionMiddleware',\n", + " 'scrapy.downloadermiddlewares.redirect.RedirectMiddleware',\n", + " 'scrapy.downloadermiddlewares.cookies.CookiesMiddleware',\n", + " 'scrapy.downloadermiddlewares.httpproxy.HttpProxyMiddleware',\n", + " 'scrapy.downloadermiddlewares.stats.DownloaderStats']\n", + "2023-05-09 15:07:21 [scrapy.middleware] INFO: Enabled spider middlewares:\n", + "['scrapy.spidermiddlewares.httperror.HttpErrorMiddleware',\n", + " 'scrapy.spidermiddlewares.offsite.OffsiteMiddleware',\n", + " 'scrapy.spidermiddlewares.referer.RefererMiddleware',\n", + " 'scrapy.spidermiddlewares.urllength.UrlLengthMiddleware',\n", + " 'scrapy.spidermiddlewares.depth.DepthMiddleware']\n", + "2023-05-09 15:07:21 [scrapy.middleware] INFO: Enabled item pipelines:\n", + "[]\n", + "2023-05-09 15:07:21 [scrapy.core.engine] INFO: Spider opened\n", + "2023-05-09 15:07:21 [scrapy.extensions.logstats] INFO: Crawled 0 pages (at 0 pages/min), scraped 0 items (at 0 items/min)\n", + "2023-05-09 15:07:21 [scrapy.extensions.telnet] INFO: Telnet console listening on 127.0.0.1:6027\n", + "2023-05-09 15:07:21 [scrapy.core.engine] DEBUG: Crawled (200) (referer: None)\n", + "2023-05-09 15:07:21 [py.warnings] WARNING: /home/codespace/.python/current/lib/python3.10/site-packages/scrapy/selector/unified.py:83: UserWarning: Selector got both text and root, root is being ignored.\n", + " super().__init__(text=text, type=st, root=root, **kwargs)\n", + "\n", + "2023-05-09 15:07:21 [scrapy.core.engine] INFO: Closing spider (finished)\n", + "2023-05-09 15:07:21 [scrapy.statscollectors] INFO: Dumping Scrapy stats:\n", + "{'downloader/request_bytes': 225,\n", + " 'downloader/request_count': 1,\n", + " 'downloader/request_method_count/GET': 1,\n", + " 'downloader/response_bytes': 17148,\n", + " 'downloader/response_count': 1,\n", + " 'downloader/response_status_count/200': 1,\n", + " 'elapsed_time_seconds': 0.300647,\n", + " 'finish_reason': 'finished',\n", + " 'finish_time': datetime.datetime(2023, 5, 9, 15, 7, 21, 498180),\n", + " 'httpcompression/response_bytes': 111268,\n", + " 'httpcompression/response_count': 1,\n", + " 'log_count/DEBUG': 2,\n", + " 'log_count/INFO': 10,\n", + " 'log_count/WARNING': 2,\n", + " 'memusage/max': 430821376,\n", + " 'memusage/startup': 430821376,\n", + " 'response_received_count': 1,\n", + " 'scheduler/dequeued': 1,\n", + " 'scheduler/dequeued/memory': 1,\n", + " 'scheduler/enqueued': 1,\n", + " 'scheduler/enqueued/memory': 1,\n", + " 'start_time': datetime.datetime(2023, 5, 9, 15, 7, 21, 197533)}\n", + "2023-05-09 15:07:21 [scrapy.core.engine] INFO: Spider closed (finished)\n" + ] + } + ], + "source": [ + "process = CrawlerProcess()\n", + "process.crawl(MySpider)\n", + "process.start()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/dogs.json b/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/dogs.json new file mode 100644 index 000000000..593189422 --- /dev/null +++ b/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/dogs.json @@ -0,0 +1 @@ +{"message": "https://images.dog.ceo/breeds/dalmatian/cooper1.jpg", "status": "success"} \ No newline at end of file diff --git a/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/extract.py b/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/extract.py index 951096823..dd852586f 100644 --- a/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/extract.py +++ b/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/extract.py @@ -4,8 +4,12 @@ if __name__ == "__main__": - url = "" + url = "https://dog.ceo/api/breeds/image/random" response = requests.get(url) data = response.json() - # Your code here \ No newline at end of file + # Your code here + print(data) + + with open("dogs.json", "w") as f: + json.dump(data, f) \ No newline at end of file diff --git a/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/load.sh b/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/load.sh index e3cc6cd30..0b0b0e3a8 100644 --- a/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/load.sh +++ b/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/load.sh @@ -1,3 +1,3 @@ #!/bin/bash -curl -XPOST -H "Content-type: application/json" -d @dogs.json "https://getpantry.cloud/apiv1/pantry//basket/randomDogs" \ No newline at end of file +curl -XPOST -H "Content-type: application/json" -d @dogs.json "https://getpantry.cloud/apiv1/pantry/0e00ee76-ed66-426c-ac18-2ccc8a9f3168/basket/randomDogs" \ No newline at end of file diff --git a/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/poetry.lock b/01-introduction-to-data-engineering/workshops/data-engineering-lifecycle/poetry.lock new file mode 100644 index 000000000..96f0bcaa8 --- /dev/null +++ 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b/02-data-warehouse-and-google-bigquery/examples/loading-data-to-bigquery-from-local/deb-2023-181e69c62d56.json new file mode 100644 index 000000000..7b0ef858c --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/examples/loading-data-to-bigquery-from-local/deb-2023-181e69c62d56.json @@ -0,0 +1,12 @@ +{ + "type": "service_account", + "project_id": "deb-2023", + "private_key_id": "181e69c62d567c0a3d25e8b1461ff9b9ffdb39c7", + "private_key": "-----BEGIN PRIVATE 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PRIVATE KEY-----\n", + "client_email": "codespace-serviceaccount@deb-2023.iam.gserviceaccount.com", + "client_id": "118425999856058133655", + "auth_uri": "https://accounts.google.com/o/oauth2/auth", + "token_uri": "https://oauth2.googleapis.com/token", + "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs", + "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/codespace-serviceaccount%40deb-2023.iam.gserviceaccount.com" +} diff --git a/02-data-warehouse-and-google-bigquery/examples/loading-data-to-bigquery-from-local/load_table_from_dataframe.py b/02-data-warehouse-and-google-bigquery/examples/loading-data-to-bigquery-from-local/load_table_from_dataframe.py index 99b4063af..81ae789c4 100644 --- a/02-data-warehouse-and-google-bigquery/examples/loading-data-to-bigquery-from-local/load_table_from_dataframe.py +++ b/02-data-warehouse-and-google-bigquery/examples/loading-data-to-bigquery-from-local/load_table_from_dataframe.py @@ -12,7 +12,7 @@ keyfile = os.environ.get("KEYFILE_PATH") service_account_info = json.load(open(keyfile)) credentials = service_account.Credentials.from_service_account_info(service_account_info) -project_id = "dataengineercafe" +project_id = "deb-2023" client = bigquery.Client( project=project_id, credentials=credentials, @@ -41,7 +41,7 @@ df = pd.read_csv(file_path, parse_dates=["created_at", "updated_at"]) df.info() -table_id = f"{project_id}.dbt_zkan.users_df" +table_id = f"{project_id}.deb_workshop.users_df" job = client.load_table_from_dataframe(df, table_id, job_config=job_config) job.result() diff --git a/02-data-warehouse-and-google-bigquery/workshops/data/addresses.csv b/02-data-warehouse-and-google-bigquery/workshops/data/addresses.csv new file mode 100644 index 000000000..c2787a9a0 --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/workshops/data/addresses.csv @@ -0,0 +1,151 @@ +address_id,address,zipcode,state,country +299ec70d-f1e7-4807-9d0e-6fd86e3ebcab,220 Artisan Park,92056,California,United States +957af504-cee3-4f3a-8f5a-eb5a5bd23b16,85717 Carberry Street,85062,Arizona,United States +ff8d0181-f21e-4235-bf7c-e5f917c6b55f,5423 Tennyson Alley,21282,Maryland,United States +b5d85492-b403-4f52-a42b-4363716f4cfb,4 Sutherland Alley,62723,Illinois,United States +e71bd22e-7711-405f-9d7e-2a7824d68a6a,226 Sherman Pass,33169,Florida,United States +cf12c9e1-2f85-47d7-b91e-2b0134b5ab2b,292 Chive Point,24029,Virginia,United States +959fc946-4baf-457f-8290-2a7d0e7fc3f7,6817 Red Cloud Lane,19172,Pennsylvania,United States +1c7f374e-04f5-4739-b791-e358d7cdd65a,3816 Brown Lane,35220,Alabama,United States +f79a5736-1e58-436a-aca9-bc4cf21fef09,3 Miller Point,75044,Texas,United States +28d7931e-b044-49f6-ac58-fabf1151055a,3 Harbort Hill,90805,California,United States +280bb1a8-d59e-4ada-b479-a4d47163130e,40 Farragut Crossing,25716,West Virginia,United States +609af927-16f8-450a-ade4-1e06724e9feb,78 Donald Crossing,23464,Virginia,United States +a4fbed7c-7bdd-465d-bdcd-ab0c4c68f300,2 Evergreen Hill,24009,Virginia,United States +53983579-4a64-432a-941e-c3d9c886bd77,59 Victoria Road,80005,Colorado,United States +4d9d28c3-6e38-48e7-9960-f244a3e72d9d,121 Meadow Ridge Drive,22093,Virginia,United States +18e90fce-7517-42c3-bd20-7028608da7df,410 Pierstorff Trail,14263,New York,United States +302bfd3c-795c-4eef-b1e7-627897f6861e,8 Bluejay Parkway,20046,District of Columbia,United States +a6dd4d60-8756-4967-8dd6-e7deaa538bc6,181 Kipling Street,52804,Iowa,United States +6155419f-3b93-43ef-a11a-b1dece0e7a37,1 Sullivan Plaza,35263,Alabama,United States +aa61ded6-4588-48dd-9759-1bd36ec5d787,90989 Pankratz Terrace,14604,New York,United States +1a61a755-cf38-43cd-be0d-7babfe8aaa26,4 Stone Corner Way,6912,Connecticut,United States +a8fa71b5-5d47-410f-b0c1-a16d20a05937,7 Corry Parkway,94705,California,United States +63260a1e-947f-42fe-b11f-12cea08830b6,19020 Clyde Gallagher Center,77240,Texas,United States 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+08a14677-500a-4814-a60a-d83c3f6a8a37,2021-02-10T13:22:13Z,457.0,7.06,464.06,45273ecc-4321-4063-bc7c-786ea0f57634,ups,2021-02-13T13:22:13Z,2021-02-13T13:22:13Z,delivered,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,280bb1a8-d59e-4ada-b479-a4d47163130e +7d0f805e-b354-4c27-b55d-310e49d06e4e,2021-02-10T17:49:57Z,288.75,5.44,294.19,2270a0a4-e44c-4e18-a441-7dd943e06c30,fedex,2021-02-11T17:49:57Z,2021-02-12T17:49:57Z,delivered,48fd8fef-ef87-4609-aac6-a8495b2feb50,,1d3482c6-e56b-47df-91f8-4b32bc908b2b +71eb1669-8706-4ef4-8a4c-0def78871dc4,2021-02-10T17:25:21Z,150.75,2.83,153.58,3927cfbf-0cb1-4dac-a73c-e627d740c94d,fedex,2021-02-15T17:25:21Z,2021-02-16T17:25:21Z,delivered,1550e197-9073-408e-a1ca-08f9dbac7f7a,,e21cfbf8-4b71-4028-a00f-83d79b8d1745 +8a7d1bfe-b9b2-4aae-9455-9533214ce43e,2021-02-10T10:26:05Z,389.35,6.91,396.26,7fd3a2f2-3189-4c82-85e4-71b38c4d8f6a,fedex,2021-02-11T10:26:05Z,2021-02-15T10:26:05Z,delivered,c0f02267-3aca-4878-a0f9-3fe516f9ec17,,63fdd7ef-51f3-49e2-bdf2-22d46f68aacf 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+b7e548f6-8f59-4552-8577-e0b895c858b4,2021-02-10T10:15:40Z,85.0,3.36,88.36,eb73ab98-588d-44af-8a0e-02af97f31661,ups,2021-02-12T10:15:40Z,2021-02-14T10:15:40Z,delivered,02414bff-285d-4008-9352-ad50839b729f,,4747877b-fb7d-4ec1-b42d-6b8f8707c984 +7cbec68e-07c8-4476-86b4-90549db95454,2021-02-10T01:52:22Z,561.5,2.92,564.42,5108cc8a-e99c-445e-adc2-10298c053c1a,fedex,2021-02-13T01:52:22Z,2021-02-15T01:52:22Z,delivered,d055abf7-ba8e-463b-975a-c5cb10f6d8eb,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +e2510e94-b61f-4d8f-bf5f-7c13f609f272,2021-02-10T23:57:07Z,605.3,9.97,615.27,9935815e-8420-436b-ac7d-87294e2b5d41,ups,2021-02-15T23:57:07Z,2021-02-16T23:57:07Z,delivered,dc41b3dc-c270-46ce-a7b7-1f27c178765c,,4983fb6f-b53f-4022-95ca-d17eb4974093 +0a5be7a1-f4b1-4833-b4fa-72a9276c63bf,2021-02-10T19:19:53Z,123.8,4.98,128.78,591e0d3a-b935-4d5c-bf31-e6a2cb75f103,ups,2021-02-12T19:19:53Z,2021-02-14T19:19:53Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +1559d243-a71a-4568-ac1b-a6175099e006,2021-02-10T03:22:09Z,122.0,6.67,128.67,e88410ac-0042-4305-9661-bf63b17236b0,usps,2021-02-15T03:22:09Z,2021-02-17T03:22:09Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,302bfd3c-795c-4eef-b1e7-627897f6861e +0b926971-0595-47de-a881-26c82d880ed4,2021-02-10T12:42:49Z,296.0,5.71,301.71,90ab8662-a7d0-4b2f-aaa4-3c8c1eefb772,ups,,2021-02-17T12:42:49Z,delivered,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,edd6e563-bce1-4c84-859d-31cae681f40b +fafde59f-fc4a-4d5f-865e-ff13c8ab6d06,2021-02-10T14:33:34Z,202.0,4.75,206.75,b0867a83-05d3-4288-8975-f23617c27aa9,ups,2021-02-12T14:33:34Z,2021-02-17T14:33:34Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,ff8d0181-f21e-4235-bf7c-e5f917c6b55f +497e5ef8-5bf6-424c-9d05-f5a467c2d23a,2021-02-10T16:55:52Z,186.5,8.35,194.85,51e132a1-3045-4648-bb6e-fa56c4dbcc76,ups,,2021-02-17T16:55:52Z,delivered,5de439eb-6bc7-4fc2-ba0e-a3bf8a286d63,,28d7931e-b044-49f6-ac58-fabf1151055a +fa41614e-38dc-4cfb-ade8-4ffb9d1fed72,2021-02-10T14:17:38Z,410.75,8.28,419.03,60418ca5-9737-4e16-a7c2-286ad5ab5665,usps,2021-02-12T14:17:38Z,2021-02-16T14:17:38Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,2ccdea45-e41c-4845-8252-50c2f568e0db +e2281b91-8575-4da9-9a3a-ab0f19ec584e,2021-02-10T18:39:59Z,30.0,7.37,37.37,0007698e-0b78-469e-a761-4cfeebd10067,ups,2021-02-13T18:39:59Z,2021-02-14T18:39:59Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +c20d15c3-b463-49d9-a114-905c83bbf357,2021-02-10T00:46:35Z,240.5,5.4,232.9,70360c85-b89d-4333-8066-26cdda56a9af,fedex,2021-02-14T00:46:35Z,2021-02-16T00:46:35Z,delivered,85362f90-0066-4b3b-b0d5-2e919acda80d,instruction set,71aa45c1-ce05-43b5-a52a-6145ab435c69 +a7cf9a95-2f89-4c41-bc7d-1ba891946f76,2021-02-10T09:59:41Z,122.0,3.96,125.96,a6e167c5-3924-4b71-89d5-fe46145c27b2,usps,2021-02-14T09:59:41Z,2021-02-15T09:59:41Z,delivered,17c49262-1f0c-46d1-a6ba-bacc19f08a86,,609af927-16f8-450a-ade4-1e06724e9feb +d915aef6-3ddc-465a-a27d-e9a9f01eae18,2021-02-10T00:24:21Z,101.5,2.19,103.69,301a8e99-cfec-41c9-9964-866645a10078,ups,2021-02-13T00:24:21Z,2021-02-17T00:24:21Z,delivered,19ac513f-b77e-4808-ade4-284ece721d91,,fc458964-6e05-46e7-8717-c8c7798e78aa +191f7ddb-6fac-4ced-905c-307b6b8a1f29,2021-02-10T04:25:15Z,105.75,4.65,110.4,528a581e-8b45-4070-9359-8a9ed56f2f90,fedex,2021-02-14T04:25:15Z,2021-02-16T04:25:15Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,a6dd4d60-8756-4967-8dd6-e7deaa538bc6 +bd1b29ee-5f35-4a9f-94a5-9faaae412e12,2021-02-10T22:18:42Z,445.55,6.83,432.38,98aea485-2e9f-4f8f-a067-3d3be6ee55e3,ups,2021-02-15T22:18:42Z,2021-02-11T22:18:42Z,delivered,4340de09-99b5-451b-ada3-168228a08cf9,Mandatory,d7f05c8c-d055-481f-a427-77aded0fd4ce +f6b6807a-864d-4fed-b22d-3f2638f21b74,2021-02-10T08:19:35Z,61.9,1.26,63.16,2d812246-7139-4437-a0a8-6dbc7b172dbb,ups,2021-02-12T08:19:35Z,2021-02-16T08:19:35Z,delivered,85362f90-0066-4b3b-b0d5-2e919acda80d,,3a286955-76c1-4b50-b5fc-61e4e4e3be4d +5b13b820-a450-42d2-aaaa-a8a9c5fbd48c,2021-02-10T20:45:48Z,90.75,4.83,95.58,582632b4-2889-469a-a417-4342889c7552,ups,2021-02-12T20:45:48Z,2021-02-16T20:45:48Z,delivered,db41a6d4-70fc-43b1-82a5-393b46a2bdfa,,9b6a4ed6-6c27-4102-8d5f-5db7435e80ee +06b914dd-d6fc-44ea-a52e-10eadebb5183,2021-02-10T17:29:55Z,95.0,7.5,102.5,3330f149-af55-4680-a2c6-35501df5687b,ups,2021-02-13T17:29:55Z,2021-02-15T17:29:55Z,delivered,58367695-0c22-415d-9704-bd8f73bb2e8f,,131db634-55f8-4fb6-98f3-624ec32a94b8 +e9891ca7-3306-4f75-93fd-c04b976f9641,2021-02-10T19:21:18Z,483.5,1.69,485.19,66088a06-958d-47e2-baf3-0324c5198e8e,fedex,2021-02-13T19:21:18Z,2021-02-16T19:21:18Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,4a9bcc05-a07b-4507-9d42-a2325a4844fa +0669a520-9c7e-424d-a279-ee96f6f25aec,2021-02-10T13:37:32Z,86.25,4.35,90.6,cf87b5ba-1e2f-4e3c-9102-eef6c220c5d1,ups,,2021-02-14T13:37:32Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,c8e06217-c625-471f-8cdc-88c3e39f6b2c +0976f5e0-829b-4111-9ae8-3c444a1b26eb,2021-02-10T16:47:23Z,278.25,8.93,287.18,4983aff2-fccb-4c9d-951e-884e9ef7e7f5,usps,2021-02-15T16:47:23Z,,shipped,ee92f1cf-3bcf-4cea-a8d4-ac5ce812de46,,a4fbed7c-7bdd-465d-bdcd-ab0c4c68f300 +da8cbe31-46f8-4b5c-806a-11ba9c40df9a,2021-02-10T11:38:51Z,516.0,8.7,524.7,41b5dfbf-786f-46c8-91db-3988301d3c0f,ups,2021-02-14T11:38:51Z,2021-02-11T11:38:51Z,delivered,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,994b670f-e529-4a97-9826-448f7f9fbf80 +a2c0226b-46d1-4100-9eff-f9d5b3255850,2021-02-10T06:17:21Z,212.0,7.37,219.37,455d4f5f-9b48-42b2-89ba-bfb63c55fbf9,ups,2021-02-13T06:17:21Z,2021-02-17T06:17:21Z,delivered,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,be95b20d-a774-4572-b1ff-fd2c2c657568 +7148959b-5081-4702-83c5-d262cc357eae,2021-02-10T05:32:12Z,101.5,6.16,107.66,e386d0e1-2eba-4046-94c4-24ab656b0521,ups,2021-02-15T05:32:12Z,2021-02-11T05:32:12Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +942af8de-9bef-48e3-8fda-2341f20d2fbe,2021-02-10T11:26:45Z,276.75,4.8,281.55,6da0f9a4-1d8e-47d5-b3ed-8be1edb34e93,usps,2021-02-15T11:26:45Z,2021-02-13T11:26:45Z,delivered,0babae9e-2656-4dcb-b454-47d88d47c920,,4d9d28c3-6e38-48e7-9960-f244a3e72d9d +bbd9db3c-9553-43b8-8223-c8d204ba5129,2021-02-10T18:24:45Z,161.5,6.94,168.44,94ae9c7f-7bfa-4449-9419-d0435fed7be0,fedex,2021-02-12T18:24:45Z,2021-02-13T18:24:45Z,delivered,8f61f71f-2321-4365-a17d-8e808b3151d2,,ff8d0181-f21e-4235-bf7c-e5f917c6b55f +63505de8-b2e8-4588-8f0d-b1121bfb75f8,2021-02-10T13:05:57Z,573.75,3.16,576.91,e70ccf15-dd64-4aef-bfe4-2821f8241f23,ups,2021-02-15T13:05:57Z,2021-02-17T13:05:57Z,delivered,b49e6c79-09ad-41b2-9ed6-44570f83a3f8,,e080edb5-bf24-43dd-a9cd-f1419a240fa7 +90ffdce6-ac7d-46e1-b2b1-310b41b2c789,2021-02-10T15:26:12Z,15.0,2.59,17.59,980b08d8-142e-4a45-ab9c-77d0e7b2a169,usps,2021-02-11T15:26:12Z,2021-02-17T15:26:12Z,delivered,4dae48a6-8206-46eb-b629-fec4a99306ec,,d7f05c8c-d055-481f-a427-77aded0fd4ce +71c94abb-281b-44d8-b082-7848ae8e88d8,2021-02-10T23:55:17Z,91.5,7.53,99.03,2282603e-5bd6-447b-95df-acd21f8707ce,fedex,2021-02-15T23:55:17Z,2021-02-13T23:55:17Z,delivered,d78268b1-7168-49f4-8f6f-db436afb5a6f,,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +29d20dcd-d0c4-4bca-a52d-fc9363b5d7c6,2021-02-10T02:37:36Z,543.0,2.06,545.06,,,,,preparing,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +6b2a45d9-fe4f-4b4d-896d-54c08a71a80f,2021-02-10T11:49:46Z,201.5,4.59,196.09,4e7bf7b3-d3fd-486f-8a9d-368dc83ea8bd,ups,,2021-02-11T11:49:46Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,leverage,89ab3752-1119-4f9e-9766-0d6883501434 +1829f967-79c8-4998-ba9f-9d381728cedd,2021-02-10T21:22:42Z,451.5,7.44,438.94,63c66301-a47f-462b-b6f3-7e981d030ee2,fedex,2021-02-13T21:22:42Z,,shipped,db41a6d4-70fc-43b1-82a5-393b46a2bdfa,Mandatory,6b49d7c6-6ede-4a8a-ade1-ec5888c7ce14 +9d24b74d-0aaf-45ab-954e-5d8e435a3366,2021-02-10T17:46:27Z,121.5,4.74,126.24,b0e50484-6d2e-437b-acf8-b36ca0558774,fedex,,2021-02-12T17:46:27Z,delivered,20e2eaa5-e8b9-4675-bc3b-11c048b060d9,,fe794a2d-aa57-4ef1-8948-e0491e1ca3c1 +e2729b7d-e313-4a6f-9444-f7f65ae8db9a,2021-02-10T11:25:33Z,380.0,7.5,387.5,,,,,preparing,2bfd97fc-be3c-4137-8996-b44907a368d2,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +27897d11-f7a3-424a-bc4b-50c0487d12d1,2021-02-10T17:15:59Z,577.0,6.18,583.18,90ff417d-90e2-4a2e-8e64-a950e63c2157,ups,2021-02-14T17:15:59Z,2021-02-11T17:15:59Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +c8ec734f-2f92-4d17-80bf-71de0afd713d,2021-02-10T13:01:59Z,135.0,3.14,138.14,222af431-baed-4b39-bf00-32c768a6a992,ups,2021-02-14T13:01:59Z,2021-02-14T13:01:59Z,delivered,467a047e-c8df-4304-8fc9-949acd7bcf4a,,582148c7-44d6-4247-83ab-cd65557569b5 +f7379c32-fa41-43e5-b979-26053b9a60a3,2021-02-10T07:32:20Z,60.75,6.08,66.83,9e897f6a-1e71-4a12-8841-31ca73af745c,usps,2021-02-11T07:32:20Z,2021-02-12T07:32:20Z,delivered,48c5ab18-4e44-40cb-8776-a19da0a86ffa,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +3af487e1-401f-4269-a6a8-afd4d88c780c,2021-02-10T13:05:01Z,336.75,8.68,345.43,90507393-38e1-4bb0-84b3-6b2a49e13a98,ups,2021-02-14T13:05:01Z,2021-02-14T13:05:01Z,delivered,1fada2e4-1018-48f1-84dc-802dc99171fe,,902bcb47-051b-4375-9dc0-485b3172b89b +b245fe74-2070-4203-848c-85d4b59f8eef,2021-02-10T12:43:17Z,641.5,1.3,642.8,,,,,preparing,96ca8e55-2cbd-4c9b-9540-ff0ac6309797,,b3315b61-f1a6-4dbc-b08b-d65b38aa6f77 +3c6072c0-399c-4250-86f4-86024e4a18c5,2021-02-10T01:31:19Z,150.75,6.88,157.63,4a762117-eca8-4a36-bfb5-400be2b805f4,ups,2021-02-13T01:31:19Z,2021-02-13T01:31:19Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,d7f05c8c-d055-481f-a427-77aded0fd4ce +4c0ffd68-11fc-4dcd-b979-c910412a16bf,2021-02-10T02:30:40Z,236.25,2.32,238.57,5182441a-739a-4bb6-b59e-8cf8babd3fee,ups,2021-02-13T02:30:40Z,2021-02-15T02:30:40Z,delivered,29246f52-de26-4867-b464-7c5973526202,,71c60b11-0457-40c4-91ca-b86e0631f1eb +4d1f5b81-0ccc-4204-a6c8-f78c74882ded,2021-02-10T14:23:19Z,602.0,5.11,607.11,2081aed9-4dc7-45d7-87ee-e489a0006d1c,fedex,2021-02-12T14:23:19Z,2021-02-15T14:23:19Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +871d9861-ea19-47a1-950d-c3198128acef,2021-02-10T13:55:26Z,101.75,3.65,105.4,017466a0-6d53-471e-8848-c10ef7317658,ups,2021-02-12T13:55:26Z,2021-02-14T13:55:26Z,delivered,bf7367be-d029-4255-81a1-3a295eeb9c56,,3b7ecb69-bf20-41be-b69f-59685b249be2 +951d80a3-2947-4ec2-a5a4-c633662d25e9,2021-02-10T23:09:28Z,459.15,8.69,467.84,5e5d91a5-e1d8-4e3c-9165-0ee0a27f0de9,ups,2021-02-14T23:09:28Z,2021-02-16T23:09:28Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,0314fc1b-d832-4562-bda4-7dbe09d2868c +bbb8264e-cb71-4967-8033-60d7a52ad2fc,2021-02-10T14:34:24Z,241.2,9.05,250.25,7e3fd3fc-be84-4bee-a878-e1dc6e421424,fedex,2021-02-14T14:34:24Z,2021-02-13T14:34:24Z,delivered,ab6cf98c-c16e-41b7-88ab-31f4db64caa2,,d7f05c8c-d055-481f-a427-77aded0fd4ce +7f999c60-f004-4b75-8851-72498dfa47fc,2021-02-10T11:19:51Z,583.5,3.62,587.12,038766c7-6b8f-4297-87f5-158efc010015,usps,2021-02-12T11:19:51Z,2021-02-14T11:19:51Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,6b49d7c6-6ede-4a8a-ade1-ec5888c7ce14 +2795df92-ee7d-4992-bab2-15dbb2b2ab36,2021-02-10T11:26:57Z,444.65,6.78,451.43,a57de08b-2fea-4488-84ff-bedf458342af,ups,2021-02-14T11:26:57Z,2021-02-16T11:26:57Z,delivered,9208a361-ea2f-4f75-a2b4-281b55df08a9,,dc7345f9-9c6b-45d5-a633-a07a4a355104 +4d84f125-234d-4f3c-a54d-41172b453510,2021-02-10T03:45:36Z,45.0,4.4,49.4,8a0cd48b-e92c-4c49-98ad-2e981aeb3df5,dhl,2021-02-15T03:45:36Z,2021-02-17T03:45:36Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,302bfd3c-795c-4eef-b1e7-627897f6861e +e3965ae6-8792-422f-bae0-ecbce4da50aa,2021-02-10T18:41:39Z,107.85,5.76,113.61,7306f1b7-cf80-4332-9af7-bd3f89a75479,fedex,,,shipped,2c696f6a-3988-4cdb-a9a0-5c464e2ce19a,,18e90fce-7517-42c3-bd20-7028608da7df +b6f9c559-8c79-409f-963f-2499e5ad315e,2021-02-10T14:02:56Z,81.5,9.66,91.16,36c8391f-5a3e-459b-8127-61f1366ccf5e,usps,2021-02-11T14:02:56Z,2021-02-14T14:02:56Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,2b514c51-d01b-4d26-be99-4a1fa99bf322 +88971e55-2d81-493c-bd7f-2e1efc4c0153,2021-02-10T13:27:11Z,247.65,2.72,250.37,816279c6-4a1f-4535-8a03-671a51e7c7e5,fedex,2021-02-11T13:27:11Z,2021-02-12T13:27:11Z,delivered,2c696f6a-3988-4cdb-a9a0-5c464e2ce19a,,4a30ec6b-111e-4142-9079-956394e1e4c7 +973443f0-e2ff-472c-8469-f452d0beeeda,2021-02-10T10:55:44Z,456.0,5.04,461.04,8c408064-fe11-4e33-8801-6df7fba0452f,fedex,,,shipped,f36630d8-e3d9-4e23-acc0-ffd86e661c26,,25caf41f-ca5a-4cbb-bc2c-b5d9fcebe66b +74bae4ca-0322-4e54-ac94-ba84bc63657e,2021-02-10T05:43:24Z,433.75,2.66,436.41,d51f8ff3-a7c9-4b26-a06a-46aca6785b4d,ups,2021-02-11T05:43:24Z,2021-02-14T05:43:24Z,delivered,6f0c43cb-42af-45e0-83ae-f0ed3b4e2e8e,,a4fbed7c-7bdd-465d-bdcd-ab0c4c68f300 +4f4b3ac9-1308-4115-b7d7-abe956e17565,2021-02-10T10:47:36Z,203.5,3.74,207.24,388e7b9a-3a39-4819-8888-ea88970a8ec5,ups,2021-02-14T10:47:36Z,2021-02-11T10:47:36Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,5eadcadd-a524-443f-8fcb-d0ef1981da0a +3f0de386-c2df-4cfe-98c1-bd986fdbd4c2,2021-02-10T13:57:47Z,20.0,5.71,25.71,7ff28b48-9e18-4f9c-8d29-c1c836527796,ups,2021-02-14T13:57:47Z,2021-02-15T13:57:47Z,delivered,b84e37bd-016f-4bd7-ab63-0ba81c57ea9a,,a8fa71b5-5d47-410f-b0c1-a16d20a05937 +2affb750-b1d9-4b84-b612-8381435bc669,2021-02-10T15:53:34Z,220.0,9.87,229.87,2248ec46-bb3e-41ba-855e-c8da997df072,ups,2021-02-15T15:53:34Z,2021-02-16T15:53:34Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,26f11eae-4214-4e99-8fc2-acc4718e30b7 +b08fa5c7-cb20-415f-ad6d-e0dfd1a23c65,2021-02-10T16:49:51Z,120.75,5.54,126.29,26a2a633-e8d0-4537-878a-401cb2ae023a,ups,2021-02-14T16:49:51Z,2021-02-12T16:49:51Z,delivered,ee92f1cf-3bcf-4cea-a8d4-ac5ce812de46,,902bcb47-051b-4375-9dc0-485b3172b89b +3772cac5-2ea2-4278-9166-f0703935a671,2021-02-10T09:28:00Z,141.7,4.44,144.14,,,,,preparing,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,task-force,5b281207-9295-4a31-a1bb-5ac383acca2a +f684e5fd-154c-4b52-9b35-1ccc7e74190f,2021-02-10T05:29:13Z,767.9,7.64,775.54,f7e65ca3-e3b5-4b3d-8fba-881ed897cb6d,fedex,2021-02-12T05:29:13Z,2021-02-14T05:29:13Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,994b670f-e529-4a97-9826-448f7f9fbf80 +cb9cd4d2-3bce-4173-8303-62e581e91ac7,2021-02-10T08:58:39Z,535.0,1.99,536.99,9b345a92-0ed4-4b72-b2e0-26d43d0566f8,usps,2021-02-15T08:58:39Z,2021-02-17T08:58:39Z,delivered,bbe51ac6-6687-4cbe-9178-27d96f90836b,,63fdd7ef-51f3-49e2-bdf2-22d46f68aacf +175d8fb5-2c45-45b5-9fe3-7b3987d05b2d,2021-02-10T17:08:27Z,162.5,1.57,164.07,45e46aff-5482-486f-bc92-109706aaacd7,fedex,2021-02-12T17:08:27Z,2021-02-13T17:08:27Z,delivered,6875a4d9-cdc6-43bc-a700-f6916e049e46,,1ceb9167-9852-45a7-8109-57b077d8a2e0 +349b5ed3-cac3-401f-aef3-290bc0b8d5d7,2021-02-10T21:53:19Z,40.0,5.97,45.97,35726bdf-0a6a-40e3-856d-7cdb0354e15a,ups,2021-02-13T21:53:19Z,2021-02-17T21:53:19Z,delivered,20e2eaa5-e8b9-4675-bc3b-11c048b060d9,,0314fc1b-d832-4562-bda4-7dbe09d2868c +727e8c88-6cf8-497a-ae3c-3a781c5b70c3,2021-02-10T10:16:11Z,280.0,8.12,288.12,77b56eab-02b8-46ae-ae88-986149b26f02,usps,2021-02-13T10:16:11Z,2021-02-15T10:16:11Z,delivered,b49e6c79-09ad-41b2-9ed6-44570f83a3f8,,dfe1082c-cb08-497f-9af9-9a7cf0aa70b5 +b8674a2e-e825-4cde-8885-959b55d86c1a,2021-02-10T09:39:44Z,322.0,4.98,326.98,97a82682-a2ba-42ec-8ece-241adce6331d,ups,2021-02-15T09:39:44Z,2021-02-12T09:39:44Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,8a46a3e5-4428-4744-855c-19d435fcf7af +3944bd76-a630-4f50-9f41-b4e985b520ca,2021-02-10T03:44:13Z,135.25,9.3,144.55,69be42e0-8eb9-4c92-9358-a65d25c85f72,fedex,2021-02-12T03:44:13Z,2021-02-16T03:44:13Z,delivered,b60b4bf2-44e4-4232-902b-79a50d448f8b,,5b760361-9ef1-49bd-a672-9acc2431d384 +667f2f4e-4262-425d-bf66-9b600af692a6,2021-02-10T11:04:14Z,81.45,5.46,86.91,3a9f5e6d-598d-4932-bd00-f1d4eb482df7,ups,2021-02-15T11:04:14Z,2021-02-11T11:04:14Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,,27b514cc-7ff4-4451-b1ba-27bb2f5011c8 +12a416f6-08d4-4db5-953e-d683ca9081f6,2021-02-10T20:23:20Z,226.25,1.63,216.88,58d39872-599c-4b1e-8cd3-baac98958b67,usps,,2021-02-11T20:23:20Z,delivered,7f89df2d-6f1e-4f67-83a1-40d2b8ec56b0,Digitized,a96cbe83-ad12-4457-af40-1b5b5f373937 +09431ff6-b550-4301-8d46-fde372e87af9,2021-02-10T00:01:02Z,383.75,8.14,391.89,afd17de9-1c7f-4233-8ead-ef97750526dc,fedex,2021-02-11T00:01:02Z,2021-02-14T00:01:02Z,delivered,5a9d6641-6ca6-48f0-af45-f411750f611a,,582148c7-44d6-4247-83ab-cd65557569b5 +ec9be902-7557-431c-824d-5c157c191697,2021-02-10T07:04:30Z,708.5,4.55,713.05,4d7ba4d1-ba37-4b02-989a-ddd83833f15f,ups,,2021-02-11T07:04:30Z,delivered,489039b3-4092-4ed0-9065-b87573c26f21,,4983fb6f-b53f-4022-95ca-d17eb4974093 +c23de9da-73a2-437f-a2c2-bd257bc692c3,2021-02-10T20:54:20Z,162.95,9.84,172.79,ab97ca64-d046-43bd-a2ee-233530f5dabc,usps,2021-02-13T20:54:20Z,2021-02-12T20:54:20Z,delivered,7193aa74-ca9f-4769-b290-a817bd2e4266,,b3db1ec9-17b7-4b15-8f04-b2077048f428 +b9523b83-4b6f-41d3-8681-b946313ac6c3,2021-02-10T18:05:26Z,227.95,6.59,234.54,79849414-2459-4de0-8702-48e961562938,fedex,2021-02-15T18:05:26Z,2021-02-13T18:05:26Z,delivered,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,f2dfb1e6-43bf-49ac-8d17-e1498079e08b +fd47d88b-69d6-403b-bf53-b108819098f0,2021-02-10T00:57:30Z,485.65,1.01,466.66,84f19be3-581c-4f35-b1a7-27299103389a,usps,2021-02-12T00:57:30Z,2021-02-15T00:57:30Z,delivered,02414bff-285d-4008-9352-ad50839b729f,Mandatory,a96cbe83-ad12-4457-af40-1b5b5f373937 +8f024856-4bf8-4117-81ac-d61f62c91158,2021-02-10T20:13:51Z,206.25,1.1,207.35,a1e01da9-d348-459e-a9cc-54e56324c3b9,usps,2021-02-11T20:13:51Z,2021-02-13T20:13:51Z,delivered,dbc936d7-51da-4dfa-9dd9-7ce399b466df,,d502f2e1-d34c-4b82-9834-15e50ab41a1b +032b02a8-84fe-4c54-950a-e5757021ecc2,2021-02-10T06:01:02Z,30.5,3.65,34.15,88ba004e-c17e-4587-bf3e-c76fe71731d7,usps,2021-02-12T06:01:02Z,2021-02-17T06:01:02Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,bfee6b0f-d8ea-4626-9786-a0e1497bd07b +9eb8e518-6851-453b-98b9-cd5c38f4f80f,2021-02-10T09:47:26Z,283.0,7.98,290.98,766c0030-6a03-41c3-911b-6a35370ad582,ups,2021-02-12T09:47:26Z,2021-02-13T09:47:26Z,delivered,93908a68-20b7-44ba-b6c1-6f4cc57d7726,,d6e4e3d2-9e7c-454a-bae6-2339d80d23fd +b3773cdd-b925-4eda-906c-57fa5d0e5a55,2021-02-10T21:54:18Z,143.0,3.39,146.39,16f18722-4d60-4098-80e1-90a9c4d628f2,ups,2021-02-11T21:54:18Z,2021-02-11T21:54:18Z,delivered,30a46555-66f8-4dd3-946f-dacc9bd6d0c2,,cdac5d06-ad99-49f6-abb0-df87017dccfd +f9d41e2a-81fa-400d-930f-a960c3135db9,2021-02-10T12:14:46Z,262.5,4.51,267.01,e0a6e97c-a33f-4c6b-a213-fba6262c430d,usps,2021-02-12T12:14:46Z,2021-02-14T12:14:46Z,delivered,2d90a679-c85d-4299-86dd-2319424fcc15,,dd1048ba-46a5-4d80-a7e1-b1592c161a4c +93a40bfd-c161-47be-8659-714ca706b514,2021-02-10T00:57:16Z,161.5,7.1,168.6,9eb2148a-12f7-4da9-adbb-009186cf2093,ups,2021-02-15T00:57:16Z,2021-02-12T00:57:16Z,delivered,f9178203-61c0-4597-9070-6dc453ada601,,d2fbe240-64ac-4feb-a360-8a9197f8b8ae +92d3887f-6f9e-4e3f-85a8-3da52d46cd45,2021-02-10T23:11:17Z,453.0,7.05,460.05,d81e299e-1d9f-4779-8987-2feb5b55bbae,fedex,2021-02-13T23:11:17Z,2021-02-16T23:11:17Z,delivered,7f7ce164-75dd-4d50-ad3f-e4d8846f3d60,,71c60b11-0457-40c4-91ca-b86e0631f1eb +5e75b8f4-e03e-462f-8a91-027bfaf3e8b4,2021-02-10T04:24:05Z,152.25,4.74,156.99,846b988b-b09f-471d-8ef0-dd922fad5d1f,ups,2021-02-15T04:24:05Z,,shipped,1690815f-a96f-4f41-af89-bde6e90ad560,,fc458964-6e05-46e7-8717-c8c7798e78aa +5a00119e-674a-4f04-8b87-d8d48129a771,2021-02-10T06:10:12Z,80.75,7.84,75.59,7a32b358-55b6-42a3-bb32-21b838d1e5f7,ups,2021-02-15T06:10:12Z,2021-02-14T06:10:12Z,delivered,467a047e-c8df-4304-8fc9-949acd7bcf4a,instruction set,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +cc5d3269-258b-4661-b83e-6aaba676fb46,2021-02-10T12:32:10Z,50.0,2.0,52.0,fa6cc08e-1993-4f08-b06b-b6a2df7b9a8c,fedex,2021-02-13T12:32:10Z,2021-02-17T12:32:10Z,delivered,8d8916e6-9820-49aa-bde8-8657dcfa7395,,11f9f0ec-0cd6-4944-9dff-b577da0cc535 +19644506-d739-4f1b-baf7-3ecc8833c329,2021-02-10T07:59:44Z,40.0,6.28,46.28,be3cf326-410a-402c-8e40-f672f59170e3,ups,2021-02-13T07:59:44Z,2021-02-12T07:59:44Z,delivered,e879df28-ff9c-4900-b99c-c769ec349316,,68a5c312-2205-45ec-ace1-166ff3f4b572 +87a0f788-bba9-40b9-8c39-7df9d4dece24,2021-02-10T06:39:04Z,126.0,4.75,130.75,a2cf018e-2829-4e95-984c-5610caf39bc4,ups,2021-02-11T06:39:04Z,,shipped,c4f8645d-471d-4c3b-aa5c-dd2f30115669,,d7f05c8c-d055-481f-a427-77aded0fd4ce +59c79883-a968-49af-833b-7305f181c669,2021-02-10T17:20:42Z,390.95,2.05,393.0,ee87ce66-155d-46bf-9a7a-383b25b9949c,usps,2021-02-13T17:20:42Z,2021-02-15T17:20:42Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,8b7e7226-a1e0-4fbf-a0a9-60c38d3e3347 +b3cb4101-b1c4-40d0-89e6-a029f1dcce5b,2021-02-10T12:42:31Z,205.0,7.4,212.4,3d4cad71-8403-4e9b-b205-10e30dcac8e4,ups,2021-02-11T12:42:31Z,2021-02-13T12:42:31Z,delivered,9208a361-ea2f-4f75-a2b4-281b55df08a9,,bffd2205-2234-4d52-8ec6-60ca76d18cf0 +50c99578-5773-4467-ab2b-3105a8f51645,2021-02-10T13:52:38Z,130.75,1.85,132.6,7e635f3c-292b-42bd-8e90-34b97f4295b3,fedex,2021-02-14T13:52:38Z,2021-02-15T13:52:38Z,delivered,19ac513f-b77e-4808-ade4-284ece721d91,,df4fbdd5-d7f9-4711-b1b6-2517808df91a +6056966f-4515-4b6c-b1a6-7f55ca774b78,2021-02-10T20:19:54Z,302.0,8.56,310.56,552d3868-65e0-4beb-91ab-a2503c89281b,ups,2021-02-11T20:19:54Z,2021-02-16T20:19:54Z,delivered,2a6f290c-40f8-4705-89d9-e8aeb6a4fa7b,,d0042646-63e0-434e-874c-aec1d434f2df +3e28eae3-bfb3-4f56-aeea-5a8d8fd399d2,2021-02-10T18:54:48Z,203.0,7.9,210.9,e0f1f726-9450-4f34-9edc-bc897a364b8e,ups,2021-02-15T18:54:48Z,2021-02-11T18:54:48Z,delivered,bbe518c7-5ea8-444e-acef-6c18be8336bc,,edd6e563-bce1-4c84-859d-31cae681f40b +b0d93ef1-d63c-4f47-b3d6-8c20ff25e4e2,2021-02-10T16:45:26Z,235.85,9.54,245.39,a309e1c1-14be-455f-8e3f-e31b4dea1423,fedex,2021-02-11T16:45:26Z,2021-02-15T16:45:26Z,delivered,6cbe0665-0001-43b3-98af-7cd3909b1b28,,dfe1082c-cb08-497f-9af9-9a7cf0aa70b5 +b3bbc1b2-11bf-4a7f-8424-8c6fb14d753b,2021-02-10T15:38:36Z,158.0,5.52,163.52,1ba54bba-7dbf-4ec7-a2f4-8c6c5cb06f0c,fedex,2021-02-13T15:38:36Z,2021-02-12T15:38:36Z,delivered,63b87683-1c30-49e0-86f0-54d00b32052f,,9285957a-e1fd-4205-960e-f739a9c7dfd2 +d29fbe48-4cb7-46ef-b3ea-67a28a0cd8c0,2021-02-10T17:51:26Z,80.5,5.86,86.36,fd855a19-52b8-4530-82b5-f4b88b932578,usps,2021-02-12T17:51:26Z,2021-02-16T17:51:26Z,delivered,707a74bd-593f-4bdc-85e3-b8ff6b538399,,632eadda-3e81-492c-8108-d5982aeac84d +c49ed1e6-c56b-4681-bef8-cf8d99404832,2021-02-10T09:10:28Z,201.95,5.55,207.5,53aec537-6a8e-4a84-9db4-ec332895ebdf,dhl,2021-02-13T09:10:28Z,2021-02-11T09:10:28Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,e71bd22e-7711-405f-9d7e-2a7824d68a6a +3895ef3d-4e4f-4793-ba7f-66743b7a7d39,2021-02-10T09:24:56Z,106.0,3.97,109.97,e2a68f30-dcff-4b1a-8218-e114187709fc,ups,2021-02-14T09:24:56Z,2021-02-15T09:24:56Z,delivered,7c11eccd-15a9-4b87-875e-b84f39dfe3d6,,d3dfe1e5-6826-49fe-9bfb-ef1022a20520 +551f91e6-bce3-4fb5-8dd6-782ff140480d,2021-02-10T18:05:43Z,430.75,7.67,438.42,8205a994-da3c-463a-94df-1ec8ecd7abcb,ups,2021-02-12T18:05:43Z,2021-02-12T18:05:43Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,76f13d82-1273-4144-8a41-45fc836c3540 +db90b250-70b2-44d1-b20c-4d795edd020c,2021-02-10T03:09:58Z,384.0,9.41,393.41,6086a515-9087-4f1b-9470-d5ba9f93a53f,ups,2021-02-15T03:09:58Z,2021-02-16T03:09:58Z,delivered,7be40e37-7a40-40ce-81c8-a5048c8befb1,,2aaf2e91-8735-4def-82ca-31dce98ff634 +99127f5a-b3a4-440e-87c1-c78861ac2ca8,2021-02-10T15:03:34Z,51.25,1.03,52.28,33b8f750-e3ad-40eb-b3a3-38563df17a4f,fedex,2021-02-12T15:03:34Z,2021-02-17T15:03:34Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,f79a5736-1e58-436a-aca9-bc4cf21fef09 +859841a2-a2fa-4d7b-a749-8cd37b31b1ed,2021-02-10T15:21:51Z,588.25,2.12,590.37,d789a22d-6296-4ba5-a9f6-38a3a843c2fb,usps,2021-02-13T15:21:51Z,,shipped,2f0a3789-41ac-4732-bf29-b3ea5f4ed831,,56078786-b8da-47a0-8a7c-befda74f8cd8 +8502b2de-ada6-4a20-8625-092835744bd8,2021-02-10T22:16:00Z,201.0,3.83,204.83,df722c16-8370-484f-a0ff-a8f809275d65,ups,2021-02-13T22:16:00Z,2021-02-16T22:16:00Z,delivered,5faf7aa9-ca1a-44b6-bc00-5954bc39cc91,,be19b416-2a93-4ad7-8fdd-f0ae8f4eec2a +56d043f8-afaf-4a6e-a4d3-8fbd01d8858b,2021-02-10T16:17:24Z,223.25,4.07,227.32,94a358dc-e33c-4fbd-8b73-9b0dbd5c20cc,ups,2021-02-13T16:17:24Z,2021-02-11T16:17:24Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,609af927-16f8-450a-ade4-1e06724e9feb +73bfa842-99f9-4181-883f-08b7795cb167,2021-02-10T13:59:30Z,333.75,5.6,339.35,0139102a-ff94-489c-ad4b-5ca09a8e8041,usps,2021-02-14T13:59:30Z,2021-02-11T13:59:30Z,delivered,9cfa05e2-606b-4080-8bac-96e3986f1704,,0314fc1b-d832-4562-bda4-7dbe09d2868c +4aca1a9f-2fdc-49ce-8055-f178ffaff195,2021-02-10T15:44:40Z,494.0,7.48,491.48,bef01686-1cc6-44f9-8603-d5c993481034,ups,2021-02-13T15:44:40Z,2021-02-13T15:44:40Z,delivered,29246f52-de26-4867-b464-7c5973526202,leverage,4747877b-fb7d-4ec1-b42d-6b8f8707c984 +96a0cf17-5d93-4476-b836-ec6c8c7a9b21,2021-02-10T07:08:52Z,71.0,2.09,73.09,1533c886-30bb-4114-acfb-42d3f0fa5795,ups,2021-02-12T07:08:52Z,2021-02-15T07:08:52Z,delivered,96aa719e-c5a3-4645-ba89-16c304fb59b0,,4983fb6f-b53f-4022-95ca-d17eb4974093 +906ac891-d7a7-4d50-b4c6-c982fae2fc2d,2021-02-10T19:19:18Z,780.25,7.91,788.16,f6384293-fa2d-4599-bbfd-43639ab9043f,ups,2021-02-13T19:19:18Z,2021-02-11T19:19:18Z,delivered,d165b2ff-dfe1-40d0-bda0-a25e82b95870,,abf50534-9e5b-4e95-9548-2008505f40a2 +d38de9c0-789c-4527-99ff-30a23f550d88,2021-02-10T07:35:24Z,61.5,8.34,69.84,3dd70994-1c45-4b62-97ac-b5cc7c25060b,fedex,2021-02-13T07:35:24Z,2021-02-13T07:35:24Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,47e8e06d-0612-4af0-89ed-48deafa4857a +b047e850-a4f1-4227-94b6-2222d2ff87c2,2021-02-10T08:03:59Z,156.5,4.48,160.98,a93da04c-10f2-4928-8aff-5d3344b3733f,fedex,2021-02-11T08:03:59Z,2021-02-11T08:03:59Z,delivered,6aff561d-fbd9-4130-8242-8b9073cc3a03,,058563af-f1de-48fe-a5ad-4514fe8964f4 +002f22d6-25a3-48e4-aaa9-36be31e57185,2021-02-10T14:15:40Z,75.5,9.58,85.08,0a40d2fd-12bc-4a3a-94b0-50fd69bda883,ups,2021-02-11T14:15:40Z,2021-02-12T14:15:40Z,delivered,48ebf150-7cb7-4358-a5ef-1a2b0aa831b9,,184b47dd-af07-4299-b872-5cfb6e4e7ac1 +2434b44d-0df9-4d54-99ad-e259cbf9efa6,2021-02-10T16:20:17Z,537.0,1.41,538.41,af75d945-6234-44cf-9a9e-9f480da55824,ups,2021-02-12T16:20:17Z,2021-02-16T16:20:17Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,b5d85492-b403-4f52-a42b-4363716f4cfb +0ecabdf2-fe92-4d66-ad87-6e693748d682,2021-02-10T09:07:54Z,234.25,1.81,236.06,398eebcf-a343-4350-a1af-ddc42c2a647b,ups,2021-02-13T09:07:54Z,2021-02-13T09:07:54Z,delivered,5555f2b6-d408-419f-aa60-22c0f0440f50,,23f4d3fc-7192-44eb-a1c6-c3d93eed0a42 +b6d916e6-da31-4145-9edd-8fc76677b55b,2021-02-10T06:43:23Z,612.25,6.35,618.6,af811f7c-4029-464d-a696-bc377d5e7286,ups,2021-02-12T06:43:23Z,2021-02-11T06:43:23Z,delivered,bbe51ac6-6687-4cbe-9178-27d96f90836b,,d7f05c8c-d055-481f-a427-77aded0fd4ce +d7454480-4fa0-416d-b904-aebdbcdd378c,2021-02-10T01:36:56Z,190.0,3.73,193.73,2c654818-2466-438a-9719-2f6559eb621b,fedex,2021-02-15T01:36:56Z,,shipped,6875a4d9-cdc6-43bc-a700-f6916e049e46,,47e8e06d-0612-4af0-89ed-48deafa4857a +ea907a0e-c27d-4d44-878c-1d2a9e54b740,2021-02-10T21:23:33Z,332.0,9.05,341.05,57787487-9be9-4057-865a-9d993d814b6e,ups,2021-02-12T21:23:33Z,2021-02-14T21:23:33Z,delivered,baaf00b6-da56-44af-8c70-97269472e6f3,,44f03e5e-c121-44dd-80e2-b2d18860d57a +f4b472f8-f344-4abe-a7dd-5b3cc983301b,2021-02-10T14:20:50Z,127.5,3.02,130.52,f3d31752-1fba-4e52-af8d-47732313d42a,ups,2021-02-12T14:20:50Z,2021-02-11T14:20:50Z,delivered,4fe02f4f-f3d6-4068-853d-158cc64f0c65,,177f1c47-e34a-4c5d-b704-330376ba6ae2 +eddb6163-e96d-4f8f-98c6-76393a96dbbf,2021-02-10T18:20:16Z,150.0,1.86,151.86,fd30e0dc-11f6-484d-80cd-d0aa1c1ea643,fedex,2021-02-15T18:20:16Z,2021-02-14T18:20:16Z,delivered,525d85ad-6277-4500-9701-9afbf9785ad3,,44f03e5e-c121-44dd-80e2-b2d18860d57a +d9cc0f2f-0be3-4cfc-bec0-fd97eb7977d6,2021-02-10T06:48:23Z,146.0,3.21,149.21,990eec7b-a47d-4d34-8157-fa4531453365,ups,2021-02-14T06:48:23Z,,shipped,707a74bd-593f-4bdc-85e3-b8ff6b538399,,f785f0ae-f5d7-49a8-a4b7-95b470f7cb63 +a96878e4-9618-4f85-8fe0-6e2e938e0b24,2021-02-10T21:34:09Z,31.0,8.27,39.27,fb62fcd6-68a8-4e9c-8b01-2f356916717d,dhl,2021-02-12T21:34:09Z,2021-02-15T21:34:09Z,delivered,e3302139-c0ba-4715-9c35-68dde8347b56,,de7f84bd-9386-41a6-8dd0-cbafd5b58945 +3321aeb4-f209-48bf-ba63-84f3a14eaa50,2021-02-10T11:37:28Z,61.0,1.86,62.86,b2e4742d-d125-49dc-a189-e4cedc843510,ups,2021-02-14T11:37:28Z,2021-02-12T11:37:28Z,delivered,7091fe90-07da-424c-8da6-24e024503be2,,fe794a2d-aa57-4ef1-8948-e0491e1ca3c1 +180dc7bb-b42a-4aa6-b52a-9fe5864e3190,2021-02-10T01:48:20Z,50.0,8.59,58.59,62862913-88fd-4f4a-9441-92d7a743f55e,ups,2021-02-12T01:48:20Z,2021-02-16T01:48:20Z,delivered,b9287f6c-c865-49bb-a3c9-da47bbdf3a90,,5a6a5b60-d54a-4ef7-9ae3-6bd9fd21a807 +fed6ed02-4791-48e0-8cc4-c127dceca8ca,2021-02-10T10:27:52Z,70.0,1.17,71.17,a78352a6-a610-4f1b-91fc-9cde37ecd05c,usps,2021-02-13T10:27:52Z,2021-02-12T10:27:52Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,c9a6e260-e379-4b26-a36d-cf97e0eb03bc +32726aa6-2175-4fc7-856b-512f61c70dc1,2021-02-10T22:42:40Z,181.0,3.07,184.07,97a0d995-0583-415e-920c-063420947ace,ups,2021-02-14T22:42:40Z,2021-02-11T22:42:40Z,delivered,02414bff-285d-4008-9352-ad50839b729f,,7986bf80-2ce5-4fac-8e06-fc6db16dd2d9 +a5db4fd7-bc7c-47d6-a162-e613d905ec82,2021-02-10T06:30:48Z,317.0,2.18,319.18,4e335a59-b273-4a2d-987c-06f7ff2ceaef,fedex,2021-02-14T06:30:48Z,2021-02-16T06:30:48Z,delivered,520baa4f-ee70-420b-96c9-37e3c4238f43,,5a6a5b60-d54a-4ef7-9ae3-6bd9fd21a807 +eb27dbeb-ffe0-439c-a9cd-f32c221330d9,2021-02-10T02:06:38Z,190.0,6.87,196.87,5c176ce7-b1b6-4ab7-87dc-c878a321f5a4,fedex,2021-02-14T02:06:38Z,2021-02-14T02:06:38Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,dfc2941f-aef1-4c70-a7f6-8105dda578f5 +290e43d7-2768-47e8-9037-94d08ddc4345,2021-02-10T00:07:42Z,287.5,4.13,291.63,c91f2f0f-ed46-48f2-b61b-2ee460fe7548,fedex,2021-02-12T00:07:42Z,2021-02-12T00:07:42Z,delivered,5a9d6641-6ca6-48f0-af45-f411750f611a,,118d2c47-6c92-44b3-a52a-c58dac57adf2 +d99f88df-891d-4dc9-8750-aa77271a72d4,2021-02-10T09:45:53Z,136.5,2.51,139.01,87577f45-3fe7-4b08-872b-32d6afcc4bc9,usps,2021-02-12T09:45:53Z,2021-02-12T09:45:53Z,delivered,6cbe0665-0001-43b3-98af-7cd3909b1b28,,edd6e563-bce1-4c84-859d-31cae681f40b +f9cdbb13-c633-4867-bcb0-284d9a583781,2021-02-10T00:45:44Z,210.95,6.38,217.33,,,,,preparing,e512189a-15a2-4325-b41d-6092f5c03bc9,,959fc946-4baf-457f-8290-2a7d0e7fc3f7 +1fa7bc74-ee64-4aa8-8df3-f8066532eb9c,2021-02-10T20:32:32Z,162.15,8.24,170.39,c6175b1d-4272-44b3-8593-af0b6a9ec418,ups,2021-02-15T20:32:32Z,2021-02-15T20:32:32Z,delivered,5de439eb-6bc7-4fc2-ba0e-a3bf8a286d63,,c9a6e260-e379-4b26-a36d-cf97e0eb03bc +937b130d-c75f-47c6-913f-ca7717e82dae,2021-02-10T00:00:05Z,145.0,3.67,148.67,bac4ac7d-6f22-44f5-a0ec-417135ffcee4,ups,2021-02-14T00:00:05Z,2021-02-11T00:00:05Z,delivered,6b116938-3785-4983-a5d7-33f6af32f0ba,,4da64e4e-655c-4fbe-bee2-3eb1014ace1b +2fafb5c6-5200-4d9a-af6b-b6517667a1ea,2021-02-10T22:09:43Z,364.45,5.35,369.8,cabaf4a8-06a5-431f-be95-a57b28700ad7,fedex,2021-02-11T22:09:43Z,2021-02-13T22:09:43Z,delivered,60bc96e0-dcf5-438d-8e11-7ab3f6ac6e96,,9b6a4ed6-6c27-4102-8d5f-5db7435e80ee +9f640f78-93eb-46d3-b4c8-41ef69b03d8b,2021-02-10T20:26:15Z,91.5,5.18,96.68,29b030bf-bca6-4ece-a0f7-23e1a88a1a79,fedex,2021-02-11T20:26:15Z,2021-02-16T20:26:15Z,delivered,96ca8e55-2cbd-4c9b-9540-ff0ac6309797,,1d3482c6-e56b-47df-91f8-4b32bc908b2b +1e68f64e-1365-489e-8cf4-b56f8cf13fd7,2021-02-10T00:39:31Z,182.0,6.76,188.76,cbae44b9-ceec-4a58-af34-fabe17cd4582,fedex,2021-02-12T00:39:31Z,,shipped,4dae48a6-8206-46eb-b629-fec4a99306ec,,7ae529bf-b9d0-47ee-acd0-d55e0e6a0d32 +cc2d40a9-dc85-481f-b027-9d1198187b70,2021-02-10T21:55:47Z,135.0,9.23,144.23,9f7b9afe-ef0b-4f52-9443-0378bfb71279,ups,2021-02-12T21:55:47Z,2021-02-11T21:55:47Z,delivered,f37282a8-5c04-44bb-a9e6-fe9ed2eed6e2,,aa61ded6-4588-48dd-9759-1bd36ec5d787 +2ebd594f-3b44-4b66-87f0-5b2c321086d1,2021-02-10T16:16:55Z,312.25,9.58,321.83,2bd82041-5932-40db-98ac-c1611d77790a,fedex,2021-02-14T16:16:55Z,2021-02-15T16:16:55Z,delivered,4d3c9f53-0667-4a80-8259-12200fe75761,,902bcb47-051b-4375-9dc0-485b3172b89b +d9ec4e76-e7c0-4457-b6e2-a025abea6b9a,2021-02-10T03:40:03Z,192.45,7.14,199.59,f55ea701-bc8e-4ae4-a3e0-e4eef060d388,usps,2021-02-12T03:40:03Z,,shipped,6d37adeb-4c53-4167-b170-c89e4bd1764a,,06dd400a-9d9e-48f3-9312-5a41f6038c8e +299145f7-2b7f-484d-9dde-cc20602ed5f5,2021-02-10T10:13:30Z,15.5,3.02,18.52,03dbc7cf-6da7-4dfd-8ee9-e3cefdc731ca,usps,2021-02-11T10:13:30Z,2021-02-12T10:13:30Z,delivered,6cf2751f-d815-4fbc-b04a-245c1301574c,,82ef2b98-79dc-461c-855b-95c5d38ad6d3 +35b4cbc7-b92f-400f-b292-8494dbb23567,2021-02-10T03:05:25Z,219.4,9.73,229.13,14a41310-80f4-4138-82cf-cbb219baf751,fedex,2021-02-12T03:05:25Z,2021-02-12T03:05:25Z,delivered,dbc936d7-51da-4dfa-9dd9-7ce399b466df,,63260a1e-947f-42fe-b11f-12cea08830b6 +0f3fb208-95e1-4d3b-8f09-ae6088d41938,2021-02-10T19:06:10Z,60.0,9.29,69.29,f877d9f7-f9c2-42a8-86ab-24c948bf46f9,fedex,2021-02-14T19:06:10Z,2021-02-15T19:06:10Z,delivered,366bd18f-6a16-4f39-9177-080c11ce9f25,,be95b20d-a774-4572-b1ff-fd2c2c657568 +fca7f7c7-e7cb-4207-b3c3-dcca5f4b633b,2021-02-10T17:16:44Z,121.9,3.15,125.05,79f5daf0-9d4a-4b2e-9006-57b21496dabf,ups,2021-02-11T17:16:44Z,2021-02-14T17:16:44Z,delivered,78fe6452-8a56-4226-ae22-f372116b12ff,,de7f84bd-9386-41a6-8dd0-cbafd5b58945 +373c221e-275c-41aa-a334-0b2d73171fa4,2021-02-10T11:53:44Z,285.0,1.72,286.72,1df22555-5e95-4d68-b917-0667a2737f26,ups,2021-02-13T11:53:44Z,2021-02-14T11:53:44Z,delivered,5eb03e58-d3d1-47f9-87bc-b0184556c02d,,d3dfe1e5-6826-49fe-9bfb-ef1022a20520 +939767ac-357a-4bec-91f8-a7b25edd46c9,2021-02-10T07:25:48Z,243.8,8.55,252.35,,,,,preparing,6cf2751f-d815-4fbc-b04a-245c1301574c,,965dbeea-a6d5-467d-9683-914b744ad1ef +12d71a1a-3762-4e17-a508-6e11b5629852,2021-02-10T20:31:00Z,46.5,6.77,53.27,c02b8944-9875-4ef1-b866-79e706fb4c46,fedex,,2021-02-17T20:31:00Z,delivered,89dd1d56-f177-4b28-86c8-b7d1beeff4a8,,2c7bd191-c7c9-45d3-9dd0-612320bd9817 +b249a133-9d0d-4897-9ee3-0226e76914dc,2021-02-10T11:49:22Z,268.0,9.39,277.39,adbf8cea-bddb-4d2c-aefe-bce9dc247cd1,ups,2021-02-14T11:49:22Z,2021-02-15T11:49:22Z,delivered,1df78ad9-9493-4ce9-b1ad-776f26650417,,47e8e06d-0612-4af0-89ed-48deafa4857a +f0f5f852-5c81-4f33-a415-15b660486918,2021-02-10T11:12:15Z,146.5,7.71,154.21,631e1967-164a-4a7b-995a-32d0a110dc48,dhl,2021-02-11T11:12:15Z,2021-02-15T11:12:15Z,delivered,1550e197-9073-408e-a1ca-08f9dbac7f7a,,d502f2e1-d34c-4b82-9834-15e50ab41a1b +f6eed630-9b01-4f64-81eb-f13be001f2b6,2021-02-10T08:42:08Z,624.85,4.9,629.75,f5437725-c379-4e9b-80f0-ee48e62463c6,fedex,2021-02-13T08:42:08Z,2021-02-17T08:42:08Z,delivered,68e0c8f7-9546-42ed-b327-f67debec10cf,,56078786-b8da-47a0-8a7c-befda74f8cd8 +7023672d-7f59-4b86-be86-4d4621ad06ae,2021-02-10T07:06:45Z,354.75,6.65,361.4,10384bef-cbb7-43db-9f4f-0e8f2a040e7f,fedex,2021-02-12T07:06:45Z,,shipped,4d3c9f53-0667-4a80-8259-12200fe75761,,34ddaf50-006e-47e6-b387-49d1544dd512 +40dceee3-31ce-450b-b55d-09099de1a8fb,2021-02-10T10:30:07Z,182.75,4.78,174.53,22accd82-50eb-4be0-ad64-afd85aca0d4f,fedex,2021-02-15T10:30:07Z,2021-02-11T10:30:07Z,delivered,f47ac0f5-2afa-4e71-8328-bd881947159b,instruction set,fb0c8410-558a-4a65-bc50-6f82c32c7d1a +71d7653c-9386-42df-afef-6d9d44bb53c4,2021-02-10T22:10:21Z,61.0,6.6,67.6,6494ab5e-a765-4027-9377-97be68a71df1,ups,2021-02-14T22:10:21Z,2021-02-11T22:10:21Z,delivered,520baa4f-ee70-420b-96c9-37e3c4238f43,,47e8e06d-0612-4af0-89ed-48deafa4857a +84aac39f-68ae-4e5f-a2c7-b5ad0b820a09,2021-02-10T23:45:32Z,20.5,2.63,23.13,ff475d51-6ea0-487c-bfe8-56e47c4f3057,ups,2021-02-14T23:45:32Z,2021-02-12T23:45:32Z,delivered,4115e7da-5892-4eef-9f39-705626158c7f,,89f9c593-3ac8-4f50-ab01-01b4a2e27eaa +5b8caca4-14fb-4813-b0bc-b768c8217a19,2021-02-10T22:44:36Z,349.0,8.1,344.1,237dca84-0088-4eea-b40e-ab509ff31c11,ups,2021-02-14T22:44:36Z,2021-02-14T22:44:36Z,delivered,eafe1c71-6ae0-4add-b9d9-34d9c5d00c50,instruction set,aa61ded6-4588-48dd-9759-1bd36ec5d787 +5c309f46-440b-4cd5-a908-862c72e008b2,2021-02-10T10:15:26Z,15.25,2.22,17.47,d445e749-4c38-4ec7-a148-7995525afc59,ups,2021-02-15T10:15:26Z,2021-02-13T10:15:26Z,delivered,e09e27fe-72e3-4359-809e-43acf4976f55,,db3e2e70-32f5-4f13-8302-63127ca0e3a8 +44f19d9b-6f8d-4c04-8c1e-ee05a171a48a,2021-02-10T20:05:05Z,554.5,8.79,553.29,7d4ea18c-a7cc-446c-bce9-ac92206b1ed6,usps,2021-02-12T20:05:05Z,2021-02-15T20:05:05Z,delivered,6d37adeb-4c53-4167-b170-c89e4bd1764a,leverage,9285957a-e1fd-4205-960e-f739a9c7dfd2 diff --git a/02-data-warehouse-and-google-bigquery/workshops/data/products.csv b/02-data-warehouse-and-google-bigquery/workshops/data/products.csv new file mode 100644 index 000000000..414904e7b --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/workshops/data/products.csv @@ -0,0 +1,31 @@ +product_id,name,price,inventory +4cda01b9-62e2-46c5-830f-b7f262a58fb1,Pothos,30.5,40 +689fb64e-a4a2-45c5-b9f2-480c2155624d,Bamboo,15.25,56 +55c6a062-5f4a-4a8b-a8e5-05ea5e6715a3,Philodendron,45.0,51 +be49171b-9f72-4fc9-bf7a-9a52e259836b,Monstera,50.75,77 +fb0e8be7-5ac4-4a76-a1fa-2cc4bf0b2d80,String of pearls,80.5,58 +b66a7143-c18a-43bb-b5dc-06bb5d1d3160,ZZ Plant,25.0,89 +e8b6528e-a830-4d03-a027-473b411c7f02,Snake Plant,25.5,48 +c7050c3b-a898-424d-8d98-ab0aaad7bef4,Orchid,50.75,58 +bb19d194-e1bd-4358-819e-cd1f1b401c0c,Birds Nest Fern,15.5,49 +b86ae24b-6f59-47e8-8adc-b17d88cbd367,Calathea Makoyana,40.25,94 +e5ee99b6-519f-4218-8b41-62f48f59f700,Peace Lily,60.5,99 +05df0866-1a66-41d8-9ed7-e2bbcddd6a3d,Bird of Paradise,65.0,97 +e706ab70-b396-4d30-a6b2-a1ccf3625b52,Fiddle Leaf Fig,85.5,82 +843b6553-dc6a-4fc4-bceb-02cd39af0168,Ficus,20.25,44 +5b50b820-1d0a-4231-9422-75e7f6b0cecf,Pilea Peperomioides,20.5,85 +58b575f2-2192-4a53-9d21-df9a0c14fc25,Angel Wings Begonia,95.0,65 +a88a23ef-679c-4743-b151-dc7722040d8c,Jade Plant,15.0,94 +74aeb414-e3dd-4e8a-beef-0fa45225214d,Arrow Head,30.95,100 +5ceddd13-cf00-481f-9285-8340ab95d06d,Majesty Palm,70.0,74 +64d39754-03e4-4fa0-b1ea-5f4293315f67,Spider Plant,15.0,67 +d3e228db-8ca5-42ad-bb0a-2148e876cc59,Money Tree,30.5,59 +c17e63f7-0d28-4a95-8248-b01ea354840e,Cactus,15.0,81 +35550082-a52d-4301-8f06-05b30f6f3616,Devil's Ivy,15.25,88 +6f3a3072-a24d-4d11-9cef-25b0b5f8a4af,Alocasia Polly,95.0,83 +80eda933-749d-4fc6-91d5-613d29eb126f,Pink Anthurium,60.95,95 +37e0062f-bd15-4c3e-b272-558a86d90598,Dragon Tree,50.25,73 +615695d3-8ffd-4850-bcf7-944cf6d3685b,Aloe Vera,15.0,47 +579f4cd0-1f45-49d2-af55-9ab2b72c3b35,Rubber Plant,20.5,92 +e18f33a6-b89a-4fbc-82ad-ccba5bb261cc,Ponytail Palm,80.75,93 +e2e78dfc-f25c-4fec-a002-8e280d61a2f2,Boston Fern,20.0,77 \ No newline at end of file diff --git a/02-data-warehouse-and-google-bigquery/workshops/data/promos.csv b/02-data-warehouse-and-google-bigquery/workshops/data/promos.csv new file mode 100644 index 000000000..78e2261ba --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/workshops/data/promos.csv @@ -0,0 +1,7 @@ +promo_id,discount,status +task-force,2,inactive +instruction set,13,inactive +leverage,10,active +Optional,17,inactive +Mandatory,20,inactive +Digitized,11,inactive \ No newline at end of file diff --git a/02-data-warehouse-and-google-bigquery/workshops/data/users.csv b/02-data-warehouse-and-google-bigquery/workshops/data/users.csv new file mode 100644 index 000000000..83a334934 --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/workshops/data/users.csv @@ -0,0 +1,3 @@ +user_id,first_name,last_name,email,phone_number,created_at,updated_at,address +bbe51ac6-6687-4cbe-9178-27d96f90836b,Keslie,Hearmon,khearmon0@netvibes.com,831-155-1615,2020-10-23T20:21:57Z,2021-01-30T22:49:31Z,7a4821e6-4e7a-4894-bb35-70ffcf0c3aa8 +2816d806-e7b2-4721-a197-a60bd3082f35,Catie,Grelik,cgrelik1h@webeden.co.uk,695-724-4222,2020-10-23T22:33:32Z,2020-12-31T23:04:33Z,fb0c8410-558a-4a65-bc50-6f82c32c7d1a diff --git a/02-data-warehouse-and-google-bigquery/workshops/deb-2023-181e69c62d56.json b/02-data-warehouse-and-google-bigquery/workshops/deb-2023-181e69c62d56.json new file mode 100644 index 000000000..7b0ef858c --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/workshops/deb-2023-181e69c62d56.json @@ -0,0 +1,12 @@ +{ + "type": "service_account", + "project_id": "deb-2023", + "private_key_id": "181e69c62d567c0a3d25e8b1461ff9b9ffdb39c7", + "private_key": "-----BEGIN PRIVATE KEY-----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\nyPY9uoysdMIdMu99rK/zNU9H\n-----END PRIVATE KEY-----\n", + "client_email": "codespace-serviceaccount@deb-2023.iam.gserviceaccount.com", + "client_id": "118425999856058133655", + "auth_uri": "https://accounts.google.com/o/oauth2/auth", + "token_uri": "https://oauth2.googleapis.com/token", + "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs", + "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/codespace-serviceaccount%40deb-2023.iam.gserviceaccount.com" +} diff --git a/02-data-warehouse-and-google-bigquery/workshops/load_data_to_bigquery.py b/02-data-warehouse-and-google-bigquery/workshops/load_data_to_bigquery.py new file mode 100644 index 000000000..d2df0fb5e --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/workshops/load_data_to_bigquery.py @@ -0,0 +1,163 @@ +import json +import os + +from google.cloud import bigquery +from google.oauth2 import service_account + + +DATA_FOLDER = "data" + +# keyfile = os.environ.get("KEYFILE_PATH") +keyfile = "dataengineercafe-admin-bfd4db61182a.json" +service_account_info = json.load(open(keyfile)) +credentials = service_account.Credentials.from_service_account_info(service_account_info) +project_id = "dataengineercafe" +client = bigquery.Client( + project=project_id, + credentials=credentials, +) + +# Addressess +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) + +data = "addresses" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Events +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), +) + +dt = "2021-02-10" +partition = dt.replace("-", "") +data = "events" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}${partition}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Order Items +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) + +data = "order_items" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Orders +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), +) + +dt = "2021-02-10" +partition = dt.replace("-", "") +data = "orders" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}${partition}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Products +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) + +data = "products" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Promos +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, +) + +data = "promos" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + +# Users +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + clustering_fields=["first_name", "last_name"], +) + +dt = "2020-10-23" +partition = dt.replace("-", "") +data = "users" +file_path = f"{DATA_FOLDER}/{data}.csv" +with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_bootcamp.{data}${partition}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + +table = client.get_table(table_id) +print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") \ No newline at end of file diff --git a/02-data-warehouse-and-google-bigquery/workshops/load_data_to_bigquery_improve.py b/02-data-warehouse-and-google-bigquery/workshops/load_data_to_bigquery_improve.py new file mode 100644 index 000000000..10d0ec0de --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/workshops/load_data_to_bigquery_improve.py @@ -0,0 +1,89 @@ +import json +import os + +from google.cloud import bigquery +from google.oauth2 import service_account + + +DATA_FOLDER = "data" + + +# keyfile = os.environ.get("KEYFILE_PATH") +keyfile = 'deb-2023-181e69c62d56.json' +service_account_info = json.load(open(keyfile)) +credentials = service_account.Credentials.from_service_account_info(service_account_info) +project_id = "deb-2023" # deb-2023.deb_workshop +client = bigquery.Client( + project=project_id, + credentials=credentials, +) + + +def load_data_without_partition(data): + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + ) + + file_path = f"{DATA_FOLDER}/{data}.csv" + with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_workshop.{data}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + + table = client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + + +data = [ + "addresses", + "promos", + "products", + "order_items", +] +for each in data: + load_data_without_partition(each) + + + +def load_data_with_partition(data, dt, clustering_fields=[]): + if clustering_fields: + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + clustering_fields=clustering_fields, + ) + else: + job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True, + time_partitioning=bigquery.TimePartitioning( + type_=bigquery.TimePartitioningType.DAY, + field="created_at", + ), + ) + + partition = dt.replace("-", "") + file_path = f"{DATA_FOLDER}/{data}.csv" + with open(file_path, "rb") as f: + table_id = f"{project_id}.deb_workshop.{data}${partition}" + job = client.load_table_from_file(f, table_id, job_config=job_config) + job.result() + + table = client.get_table(table_id) + print(f"Loaded {table.num_rows} rows and {len(table.schema)} columns to {table_id}") + + +load_data_with_partition("events", "2021-02-10") +load_data_with_partition("orders", "2021-02-10") +load_data_with_partition("users", "2020-10-23", ["first_name", "last_name"]) \ No newline at end of file diff --git a/02-data-warehouse-and-google-bigquery/workshops/load_table_from_csv.py b/02-data-warehouse-and-google-bigquery/workshops/load_table_from_csv.py new file mode 100644 index 000000000..7090cf073 --- /dev/null +++ b/02-data-warehouse-and-google-bigquery/workshops/load_table_from_csv.py @@ -0,0 +1,39 @@ +# Ref: https://cloud.google.com/bigquery/docs/samples/bigquery-load-table-gcs-csv + +import json +import os + +from google.cloud import bigquery +from google.oauth2 import service_account + + +# keyfile = os.environ.get("KEYFILE_PATH") +keyfile = 'deb-2023-181e69c62d56.json' +service_account_info = json.load(open(keyfile)) +credentials = service_account.Credentials.from_service_account_info(service_account_info) +project_id = "deb-2023" # deb-2023.deb_workshop +client = bigquery.Client( + project=project_id, + credentials=credentials, +) + +job_config = bigquery.LoadJobConfig( + skip_leading_rows=1, + write_disposition=bigquery.WriteDisposition.WRITE_TRUNCATE, + source_format=bigquery.SourceFormat.CSV, + autodetect=True +) + +#load data without partition +listfile = os.listdir('data') +for l in listfile: + file_path = 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+[tool.poetry.dependencies] +python = "^3.9" +google-cloud-bigquery = "^3.9.0" +google-api-python-client = "^2.86.0" +pandas = "^2.0.0" +pyarrow = "^11.0.0" + +[tool.poetry.dev-dependencies] + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/03-data-lake-with-google-cloud-storage/examples/uploading-to-gcs/deb-2023-b452984b2fbe-gcs.json b/03-data-lake-with-google-cloud-storage/examples/uploading-to-gcs/deb-2023-b452984b2fbe-gcs.json new file mode 100644 index 000000000..f78578654 --- /dev/null +++ b/03-data-lake-with-google-cloud-storage/examples/uploading-to-gcs/deb-2023-b452984b2fbe-gcs.json @@ -0,0 +1,12 @@ +{ + "type": "service_account", + "project_id": "deb-2023", + "private_key_id": "b452984b2fbec33a692d5c8cb96ca8107026b20d", + "private_key": "-----BEGIN PRIVATE KEY-----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\nrSszMkfDxOsdOWe8LfeEEmg=\n-----END PRIVATE KEY-----\n", + "client_email": "deb-workshop-day-3-gcs@deb-2023.iam.gserviceaccount.com", + "client_id": "109092981486308968814", + "auth_uri": "https://accounts.google.com/o/oauth2/auth", + "token_uri": "https://oauth2.googleapis.com/token", + "auth_provider_x509_cert_url": "https://www.googleapis.com/oauth2/v1/certs", + "client_x509_cert_url": "https://www.googleapis.com/robot/v1/metadata/x509/deb-workshop-day-3-gcs%40deb-2023.iam.gserviceaccount.com" +} diff --git a/03-data-lake-with-google-cloud-storage/examples/uploading-to-gcs/main.py b/03-data-lake-with-google-cloud-storage/examples/uploading-to-gcs/main.py index f2814419e..70b6cdb77 100644 --- a/03-data-lake-with-google-cloud-storage/examples/uploading-to-gcs/main.py +++ b/03-data-lake-with-google-cloud-storage/examples/uploading-to-gcs/main.py @@ -19,7 +19,7 @@ def upload_blob(bucket_name, source_file_name, destination_blob_name): keyfile = os.environ.get("KEYFILE_PATH") service_account_info = json.load(open(keyfile)) credentials = service_account.Credentials.from_service_account_info(service_account_info) - project_id = "dataengineercafe" + project_id = "deb-2023" storage_client = storage.Client( project=project_id, diff --git a/04-data-pipelines-with-apache-airflow/dags/8-30_tuesdays.py b/04-data-pipelines-with-apache-airflow/dags/8-30_tuesdays.py new file mode 100644 index 000000000..15d365533 --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/8-30_tuesdays.py @@ -0,0 +1,27 @@ +from airflow import DAG +from airflow.operators.bash import BashOperator +from airflow.operators.python import PythonOperator +from airflow.utils import timezone + +def _world(): + print("world") + +with DAG( + dag_id="8-30_tuesdays", + schedule="30 8 * * 2", + start_date=timezone.datetime(2023, 5, 1), + tags=["DEB", "Skooldio"], + catchup=False, +): + + hello = BashOperator( + task_id="hello", + bash_command="echo 'hello'", + ) + + world = PythonOperator( + task_id="world", + python_callable=_world, + ) + + hello >> world diff --git a/04-data-pipelines-with-apache-airflow/dags/data/products_export b/04-data-pipelines-with-apache-airflow/dags/data/products_export new file mode 100644 index 000000000..123f64e7c --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/data/products_export @@ -0,0 +1,30 @@ +4cda01b9-62e2-46c5-830f-b7f262a58fb1 Pothos 30.5 40 +689fb64e-a4a2-45c5-b9f2-480c2155624d Bamboo 15.25 56 +55c6a062-5f4a-4a8b-a8e5-05ea5e6715a3 Philodendron 45 51 +be49171b-9f72-4fc9-bf7a-9a52e259836b Monstera 50.75 77 +fb0e8be7-5ac4-4a76-a1fa-2cc4bf0b2d80 String of pearls 80.5 58 +b66a7143-c18a-43bb-b5dc-06bb5d1d3160 ZZ Plant 25 89 +e8b6528e-a830-4d03-a027-473b411c7f02 Snake Plant 25.5 48 +c7050c3b-a898-424d-8d98-ab0aaad7bef4 Orchid 50.75 58 +bb19d194-e1bd-4358-819e-cd1f1b401c0c Birds Nest Fern 15.5 49 +b86ae24b-6f59-47e8-8adc-b17d88cbd367 Calathea Makoyana 40.25 94 +e5ee99b6-519f-4218-8b41-62f48f59f700 Peace Lily 60.5 99 +05df0866-1a66-41d8-9ed7-e2bbcddd6a3d Bird of Paradise 65 97 +e706ab70-b396-4d30-a6b2-a1ccf3625b52 Fiddle Leaf Fig 85.5 82 +843b6553-dc6a-4fc4-bceb-02cd39af0168 Ficus 20.25 44 +5b50b820-1d0a-4231-9422-75e7f6b0cecf Pilea Peperomioides 20.5 85 +58b575f2-2192-4a53-9d21-df9a0c14fc25 Angel Wings Begonia 95 65 +a88a23ef-679c-4743-b151-dc7722040d8c Jade Plant 15 94 +74aeb414-e3dd-4e8a-beef-0fa45225214d Arrow Head 30.95 100 +5ceddd13-cf00-481f-9285-8340ab95d06d Majesty Palm 70 74 +64d39754-03e4-4fa0-b1ea-5f4293315f67 Spider Plant 15 67 +d3e228db-8ca5-42ad-bb0a-2148e876cc59 Money Tree 30.5 59 +c17e63f7-0d28-4a95-8248-b01ea354840e Cactus 15 81 +35550082-a52d-4301-8f06-05b30f6f3616 Devil's Ivy 15.25 88 +6f3a3072-a24d-4d11-9cef-25b0b5f8a4af Alocasia Polly 95 83 +80eda933-749d-4fc6-91d5-613d29eb126f Pink Anthurium 60.95 95 +37e0062f-bd15-4c3e-b272-558a86d90598 Dragon Tree 50.25 73 +615695d3-8ffd-4850-bcf7-944cf6d3685b Aloe Vera 15 47 +579f4cd0-1f45-49d2-af55-9ab2b72c3b35 Rubber Plant 20.5 92 +e18f33a6-b89a-4fbc-82ad-ccba5bb261cc Ponytail Palm 80.75 93 +e2e78dfc-f25c-4fec-a002-8e280d61a2f2 Boston Fern 20 77 diff --git a/04-data-pipelines-with-apache-airflow/dags/day_3_18-00_everymonth.py b/04-data-pipelines-with-apache-airflow/dags/day_3_18-00_everymonth.py new file mode 100644 index 000000000..df45958eb --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/day_3_18-00_everymonth.py @@ -0,0 +1,27 @@ +from airflow import DAG +from airflow.operators.bash import BashOperator +from airflow.operators.python import PythonOperator +from airflow.utils import timezone + +def _world(): + print("world") + +with DAG( + dag_id="day_3_18-00_everymonth", + schedule="00 18 3 * *", + start_date=timezone.datetime(2023, 5, 1), + tags=["DEB", "Skooldio"], + catchup=False, +): + + hello = BashOperator( + task_id="hello", + bash_command="echo 'hello'", + ) + + world = PythonOperator( + task_id="world", + python_callable=_world, + ) + + hello >> world diff --git a/04-data-pipelines-with-apache-airflow/dags/every_monday.py b/04-data-pipelines-with-apache-airflow/dags/every_monday.py new file mode 100644 index 000000000..f48ae4b21 --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/every_monday.py @@ -0,0 +1,27 @@ +from airflow import DAG +from airflow.operators.bash import BashOperator +from airflow.operators.python import PythonOperator +from airflow.utils import timezone + +def _world(): + print("world") + +with DAG( + dag_id="every_monday", + schedule="0 0 * * 1", + start_date=timezone.datetime(2023, 5, 1), + tags=["DEB", "Skooldio"], + catchup=False, +): + + hello = BashOperator( + task_id="hello", + bash_command="echo 'hello'", + ) + + world = PythonOperator( + task_id="world", + python_callable=_world, + ) + + hello >> world diff --git a/04-data-pipelines-with-apache-airflow/dags/everyday.py b/04-data-pipelines-with-apache-airflow/dags/everyday.py new file mode 100644 index 000000000..75f0fbbad --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/everyday.py @@ -0,0 +1,27 @@ +from airflow import DAG +from airflow.operators.bash import BashOperator +from airflow.operators.python import PythonOperator +from airflow.utils import timezone + +def _world(): + print("world") + +with DAG( + dag_id="everyday", + schedule="@daily", + start_date=timezone.datetime(2023, 5, 1), + tags=["DEB", "Skooldio"], + catchup=False, +): + + hello = BashOperator( + task_id="hello", + bash_command="echo 'hello'", + ) + + world = PythonOperator( + task_id="world", + python_callable=_world, + ) + + hello >> world diff --git a/04-data-pipelines-with-apache-airflow/dags/everymonth.py b/04-data-pipelines-with-apache-airflow/dags/everymonth.py new file mode 100644 index 000000000..7a5068940 --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/everymonth.py @@ -0,0 +1,27 @@ +from airflow import DAG +from airflow.operators.bash import BashOperator +from airflow.operators.python import PythonOperator +from airflow.utils import timezone + +def _world(): + print("world") + +with DAG( + dag_id="everymonth", + schedule="@monthly", + start_date=timezone.datetime(2023, 5, 1), + tags=["DEB", "Skooldio"], + catchup=False, +): + + hello = BashOperator( + task_id="hello", + bash_command="echo 'hello'", + ) + + world = PythonOperator( + task_id="world", + python_callable=_world, + ) + + hello >> world diff --git a/04-data-pipelines-with-apache-airflow/dags/my_first_dag.py b/04-data-pipelines-with-apache-airflow/dags/my_first_dag.py new file mode 100644 index 000000000..cddce8f29 --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/my_first_dag.py @@ -0,0 +1,16 @@ +from airflow import DAG +from airflow.operators.empty import EmptyOperator +from airflow.utils import timezone + + +with DAG( + dag_id="my_first_dag", + schedule=None, + start_date=timezone.datetime(2023, 5, 1), + tags=["DEB", "Skooldio"], +): + + t1 = EmptyOperator(task_id="t1") + t2 = EmptyOperator(task_id="t2") + + t1 >> t2 diff --git a/04-data-pipelines-with-apache-airflow/dags/my_task_dependencies.py b/04-data-pipelines-with-apache-airflow/dags/my_task_dependencies.py new file mode 100644 index 000000000..4565225bf --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/my_task_dependencies.py @@ -0,0 +1,25 @@ +from airflow import DAG +from airflow.operators.empty import EmptyOperator +from airflow.utils import timezone + + +with DAG( + dag_id="my_task_dependencies", + schedule=None, + start_date=timezone.datetime(2023, 5, 1), + tags=["DEB", "Skooldio"], +): + + t1 = EmptyOperator(task_id="t1") + t2 = EmptyOperator(task_id="t2") + t3 = EmptyOperator(task_id="t3") + t4 = EmptyOperator(task_id="t4") + t5 = EmptyOperator(task_id="t5") + t6 = EmptyOperator(task_id="t6") + t7 = EmptyOperator(task_id="t7") + t8 = EmptyOperator(task_id="t8") + t9 = EmptyOperator(task_id="t9") + + t1 >> t2 >> t3 >> t4 >> t9 + t1 >> t5 >> [t6, t7] >> t8 >> t9 + t2 >> t6 \ No newline at end of file diff --git a/04-data-pipelines-with-apache-airflow/dags/play_with_airflow_connections_and_hooks.py b/04-data-pipelines-with-apache-airflow/dags/play_with_airflow_connections_and_hooks.py new file mode 100644 index 000000000..423bdc8a9 --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/play_with_airflow_connections_and_hooks.py @@ -0,0 +1,69 @@ +from airflow import DAG +from airflow.operators.python import PythonOperator +from airflow.providers.postgres.hooks.postgres import PostgresHook +from airflow.utils import timezone + +import great_expectations as ge + + +def _get_data(): + pg_hook = PostgresHook( + postgres_conn_id="my_postgres_conn", + schema="greenery" + ) + connection = pg_hook.get_conn() + cursor = connection.cursor() + + sql = """ + select product_id, name, price, inventory from products + """ + cursor.execute(sql) + rows = cursor.fetchall() + for each in rows: + print(each) + + +def _dump_data(table: str): + pg_hook = PostgresHook( + postgres_conn_id="my_postgres_conn", + schema="greenery" + ) + pg_hook.bulk_dump(table, f"/opt/airflow/dags/{table}_export") + + +def _validate_data(): + columns = ["product_id", "name", "price", "inventory"] + my_df = ge.read_csv("/opt/airflow/dags/products_export", names=columns, sep="\t") + results = my_df.expect_column_values_to_be_between( + column="price", + min_value=0, + max_value=100, + ) + assert results["success"] is True + + +with DAG( + dag_id="play_with_airflow_connections_and_hooks", + schedule=None, + start_date=timezone.datetime(2023, 5, 1), + # catchup=False, + tags=["DEB", "2023"], +): + + get_data = PythonOperator( + task_id="get_data", + python_callable=_get_data, + ) + + dump_product_data = PythonOperator( + task_id="dump_product_data", + python_callable=_dump_data, + op_kwargs={"table": "products"}, + ) + + validate_data = PythonOperator( + task_id="validate_data", + python_callable=_validate_data, + ) + + dump_product_data >> validate_data \ No newline at end of file diff --git a/04-data-pipelines-with-apache-airflow/dags/play_with_templating.py b/04-data-pipelines-with-apache-airflow/dags/play_with_templating.py new file mode 100644 index 000000000..1e0abb568 --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/play_with_templating.py @@ -0,0 +1,25 @@ +from airflow import DAG +from airflow.macros import ds_format +from airflow.operators.python import PythonOperator +from airflow.utils import timezone + + +def _get_date_part(ds, **kwargs): + print(ds) + # print(ds_format(ds, "%Y-%m-%d", "%Y/%m/%d/")) + return ds_format(ds, "%Y-%m-%d", "%Y/%m/%d/") + + +with DAG( + dag_id="play_with_templating", + schedule="@daily", + start_date=timezone.datetime(2023, 5, 1), + catchup=False, + tags=["DEB", "2023"], +): + + run_this = PythonOperator( + task_id="get_date_part", + python_callable=_get_date_part, + op_kwargs={"ds": "{{ ds }}"}, + ) \ No newline at end of file diff --git a/04-data-pipelines-with-apache-airflow/dags/products_export b/04-data-pipelines-with-apache-airflow/dags/products_export new file mode 100644 index 000000000..123f64e7c --- /dev/null +++ b/04-data-pipelines-with-apache-airflow/dags/products_export @@ -0,0 +1,30 @@ +4cda01b9-62e2-46c5-830f-b7f262a58fb1 Pothos 30.5 40 +689fb64e-a4a2-45c5-b9f2-480c2155624d Bamboo 15.25 56 +55c6a062-5f4a-4a8b-a8e5-05ea5e6715a3 Philodendron 45 51 +be49171b-9f72-4fc9-bf7a-9a52e259836b Monstera 50.75 77 +fb0e8be7-5ac4-4a76-a1fa-2cc4bf0b2d80 String of pearls 80.5 58 +b66a7143-c18a-43bb-b5dc-06bb5d1d3160 ZZ Plant 25 89 +e8b6528e-a830-4d03-a027-473b411c7f02 Snake Plant 25.5 48 +c7050c3b-a898-424d-8d98-ab0aaad7bef4 Orchid 50.75 58 +bb19d194-e1bd-4358-819e-cd1f1b401c0c Birds Nest Fern 15.5 49 +b86ae24b-6f59-47e8-8adc-b17d88cbd367 Calathea Makoyana 40.25 94 +e5ee99b6-519f-4218-8b41-62f48f59f700 Peace Lily 60.5 99 +05df0866-1a66-41d8-9ed7-e2bbcddd6a3d Bird of Paradise 65 97 +e706ab70-b396-4d30-a6b2-a1ccf3625b52 Fiddle Leaf Fig 85.5 82 +843b6553-dc6a-4fc4-bceb-02cd39af0168 Ficus 20.25 44 +5b50b820-1d0a-4231-9422-75e7f6b0cecf Pilea Peperomioides 20.5 85 +58b575f2-2192-4a53-9d21-df9a0c14fc25 Angel Wings Begonia 95 65 +a88a23ef-679c-4743-b151-dc7722040d8c Jade Plant 15 94 +74aeb414-e3dd-4e8a-beef-0fa45225214d Arrow Head 30.95 100 +5ceddd13-cf00-481f-9285-8340ab95d06d Majesty Palm 70 74 +64d39754-03e4-4fa0-b1ea-5f4293315f67 Spider Plant 15 67 +d3e228db-8ca5-42ad-bb0a-2148e876cc59 Money Tree 30.5 59 +c17e63f7-0d28-4a95-8248-b01ea354840e Cactus 15 81 +35550082-a52d-4301-8f06-05b30f6f3616 Devil's Ivy 15.25 88 +6f3a3072-a24d-4d11-9cef-25b0b5f8a4af Alocasia Polly 95 83 +80eda933-749d-4fc6-91d5-613d29eb126f Pink Anthurium 60.95 95 +37e0062f-bd15-4c3e-b272-558a86d90598 Dragon Tree 50.25 73 +615695d3-8ffd-4850-bcf7-944cf6d3685b Aloe Vera 15 47 +579f4cd0-1f45-49d2-af55-9ab2b72c3b35 Rubber Plant 20.5 92 +e18f33a6-b89a-4fbc-82ad-ccba5bb261cc Ponytail Palm 80.75 93 +e2e78dfc-f25c-4fec-a002-8e280d61a2f2 Boston Fern 20 77 diff --git a/05-analytics-engineering/workshop/greenery/.gitignore b/05-analytics-engineering/workshop/greenery/.gitignore new file mode 100644 index 000000000..49f147cb9 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/.gitignore @@ -0,0 +1,4 @@ + +target/ +dbt_packages/ +logs/ diff --git a/05-analytics-engineering/workshop/greenery/README.md b/05-analytics-engineering/workshop/greenery/README.md new file mode 100644 index 000000000..7874ac842 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/README.md @@ -0,0 +1,15 @@ +Welcome to your new dbt project! + +### Using the starter project + +Try running the following commands: +- dbt run +- dbt test + + +### Resources: +- Learn more about dbt [in the docs](https://docs.getdbt.com/docs/introduction) +- Check out [Discourse](https://discourse.getdbt.com/) for commonly asked questions and answers +- Join the [chat](https://community.getdbt.com/) on Slack for live discussions and support +- Find [dbt events](https://events.getdbt.com) near you +- Check out [the blog](https://blog.getdbt.com/) for the latest news on dbt's development and best practices diff --git a/05-analytics-engineering/workshop/greenery/analyses/.gitkeep b/05-analytics-engineering/workshop/greenery/analyses/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/workshop/greenery/dbt_project.yml b/05-analytics-engineering/workshop/greenery/dbt_project.yml new file mode 100644 index 000000000..a22d6f6e3 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/dbt_project.yml @@ -0,0 +1,37 @@ + +# Name your project! Project names should contain only lowercase characters +# and underscores. A good package name should reflect your organization's +# name or the intended use of these models +name: 'greenery' +version: '1.0.0' +config-version: 2 + +# This setting configures which "profile" dbt uses for this project. +profile: 'greenery' + +# These configurations specify where dbt should look for different types of files. +# The `model-paths` config, for example, states that models in this project can be +# found in the "models/" directory. You probably won't need to change these! +model-paths: ["models"] +analysis-paths: ["analyses"] +test-paths: ["tests"] +seed-paths: ["seeds"] +macro-paths: ["macros"] +snapshot-paths: ["snapshots"] + +clean-targets: # directories to be removed by `dbt clean` + - "target" + - "dbt_packages" + + +# Configuring models +# Full documentation: https://docs.getdbt.com/docs/configuring-models + +# In this example config, we tell dbt to build all models in the example/ +# directory as views. These settings can be overridden in the individual model +# files using the `{{ config(...) }}` macro. +models: + greenery: + # Config indicated by + and applies to all files under models/example/ + example: + +materialized: view diff --git a/05-analytics-engineering/workshop/greenery/macros/.gitkeep b/05-analytics-engineering/workshop/greenery/macros/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/workshop/greenery/models/example/my_first_dbt_model.sql b/05-analytics-engineering/workshop/greenery/models/example/my_first_dbt_model.sql new file mode 100644 index 000000000..c04ec6413 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/example/my_first_dbt_model.sql @@ -0,0 +1,27 @@ + +/* + Welcome to your first dbt model! + Did you know that you can also configure models directly within SQL files? + This will override configurations stated in dbt_project.yml + + Try changing "table" to "view" below +*/ + +{{ config(materialized='table') }} + +with source_data as ( + + select 1 as id + union all + select null as id + +) + +select * +from source_data + +/* + Uncomment the line below to remove records with null `id` values +*/ + +where id is not null diff --git a/05-analytics-engineering/workshop/greenery/models/example/my_second_dbt_model.sql b/05-analytics-engineering/workshop/greenery/models/example/my_second_dbt_model.sql new file mode 100644 index 000000000..c91f8793a --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/example/my_second_dbt_model.sql @@ -0,0 +1,6 @@ + +-- Use the `ref` function to select from other models + +select * +from {{ ref('my_first_dbt_model') }} +where id = 1 diff --git a/05-analytics-engineering/workshop/greenery/models/example/schema.yml b/05-analytics-engineering/workshop/greenery/models/example/schema.yml new file mode 100644 index 000000000..2a5308171 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/example/schema.yml @@ -0,0 +1,21 @@ + +version: 2 + +models: + - name: my_first_dbt_model + description: "A starter dbt model" + columns: + - name: id + description: "The primary key for this table" + tests: + - unique + - not_null + + - name: my_second_dbt_model + description: "A starter dbt model" + columns: + - name: id + description: "The primary key for this table" + tests: + - unique + - not_null diff --git a/05-analytics-engineering/workshop/greenery/models/my_events.sql b/05-analytics-engineering/workshop/greenery/models/my_events.sql new file mode 100644 index 000000000..04f41d4c0 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/my_events.sql @@ -0,0 +1,12 @@ +{{ + config( + materialized="table", + partition_by={ + "field": "created_at", + "data_type": "timestamp", + "granularity": "day" + } + ) +}} + +select * from {{ source('greenery', 'events') }} diff --git a/05-analytics-engineering/workshop/greenery/models/staging/_models.yml b/05-analytics-engineering/workshop/greenery/models/staging/_models.yml new file mode 100644 index 000000000..1d9688b67 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/staging/_models.yml @@ -0,0 +1,33 @@ +version: 2 + +models: + + - name: stg_greenery_users + description: Greenery users + columns: + - name: user_guid + description: User GUID + + - name: my_events + description: Greenery events + columns: + - name: event_id + description: Event ID + tests: + - not_null + - unique + - dbt_expectations.expect_column_to_exist + - dbt_expectations.expect_column_values_to_be_unique + - name: event_type + description: Event Type + tests: + - dbt_expectations.expect_column_values_to_be_of_type: + column_type: string + - accepted_values: + values: ['page_view', 'add_to_cart', 'checkout', 'package_shipped'] + - name: user + description: User ID + tests: + - relationships: + to: ref('my_users') + field: user_id \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/models/staging/greenery/_src.yml b/05-analytics-engineering/workshop/greenery/models/staging/greenery/_src.yml new file mode 100644 index 000000000..c4a8b5c23 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/staging/greenery/_src.yml @@ -0,0 +1,23 @@ +version: 2 + +sources: + - name: greenery + schema: deb_bootcamp + database: deb-2023 + + tables: + - name: users + description: Greenery users + - name: events + description: Greenery events + - name: addresses + description: Greenery addresses + - name: products + description: Greenery products + - name: promos + description: Greenery promos + - name: orders + description: Greenery orders + - name: order_items + description: Greenery order_items + diff --git a/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__users.sql b/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__users.sql new file mode 100644 index 000000000..2ef1fbc26 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__users.sql @@ -0,0 +1 @@ +select * from {{ source('greenery', 'users') }} diff --git a/05-analytics-engineering/workshop/greenery/packages.yml b/05-analytics-engineering/workshop/greenery/packages.yml new file mode 100644 index 000000000..c695db65b --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/packages.yml @@ -0,0 +1,3 @@ +packages: + - package: calogica/dbt_expectations + version: 0.8.5 \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/profiles.yml b/05-analytics-engineering/workshop/greenery/profiles.yml new file mode 100644 index 000000000..14dcd8f5e --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/profiles.yml @@ -0,0 +1,42 @@ +greenery: + + outputs: + dbt_zkan: + type: postgres + threads: 1 + host: localhost + port: 5432 + user: postgres + pass: "{{ env_var('DBT_ENV_SECRET_PG_PASSWORD') }}" + dbname: greenery + schema: dbt_zkan + + prod: + type: postgres + threads: 1 + host: localhost + port: 5432 + user: postgres + pass: "{{ env_var('DBT_ENV_SECRET_PG_PASSWORD') }}" + dbname: greenery + schema: prod + + dbt_tea_bigquery: + type: bigquery + method: service-account + project: deb-2023 + dataset: dbt_tea + threads: 1 + keyfile: /workspaces/data-engineering-bootcamp/00-bootcamp-project/deb-2023-eb731094ca12-bq&gcs.json + location: asia-southeast1 + + prod_bigquery: + type: bigquery + method: service-account + project: dataengineercafe + dataset: deb_bootcamp + threads: 1 + keyfile: /workspaces/data-engineering-bootcamp/00-bootcamp-project/YOUR-KEYFILE.json + location: asia-southeast1 + + target: dbt_tea_bigquery \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/seeds/.gitkeep b/05-analytics-engineering/workshop/greenery/seeds/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/workshop/greenery/snapshots/.gitkeep b/05-analytics-engineering/workshop/greenery/snapshots/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/workshop/greenery/tests/.gitkeep b/05-analytics-engineering/workshop/greenery/tests/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/workshop/greenery/tests/assert_phone_number_length_should_be_12.sql b/05-analytics-engineering/workshop/greenery/tests/assert_phone_number_length_should_be_12.sql new file mode 100644 index 000000000..2a4931966 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/tests/assert_phone_number_length_should_be_12.sql @@ -0,0 +1,5 @@ +select + length(phone_number) + +from {{ ref('users') }} +where length(phone_number) != 12 \ No newline at end of file From 4daf00ebb9bcdf380bd2d68d50036798547e7b32 Mon Sep 17 00:00:00 2001 From: Tk Date: Sat, 20 May 2023 16:27:44 +0700 Subject: [PATCH 2/6] workshope 05 --- .../scheduling-dbt/Dockerfile | 3 ++ .../scheduling-dbt/docker-compose.yaml | 6 +-- .../workshop/greenery/dbt_project.yml | 13 +++++- .../int_orders_addresses__joined.sql | 42 +++++++++++++++++++ .../models/marts/number_of_orders.sql | 19 +++++++++ .../greenery/models/marts/number_of_users.sql | 18 ++++++++ .../state_with_highest_number_of_orders.sql | 22 ++++++++++ .../greenery/models/staging/_models.yml | 4 +- .../greenery/stg_greenery__addresses.sql | 20 +++++++++ .../staging/greenery/stg_greenery__orders.sql | 28 +++++++++++++ .../staging/greenery/stg_greenery__users.sql | 24 ++++++++++- .../workshop/greenery/profiles.yml | 4 +- 12 files changed, 194 insertions(+), 9 deletions(-) create mode 100644 05-analytics-engineering/scheduling-dbt/Dockerfile create mode 100644 05-analytics-engineering/workshop/greenery/models/intermediate/int_orders_addresses__joined.sql create mode 100644 05-analytics-engineering/workshop/greenery/models/marts/number_of_orders.sql create mode 100644 05-analytics-engineering/workshop/greenery/models/marts/number_of_users.sql create mode 100644 05-analytics-engineering/workshop/greenery/models/marts/state_with_highest_number_of_orders.sql create mode 100644 05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__addresses.sql create mode 100644 05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__orders.sql diff --git a/05-analytics-engineering/scheduling-dbt/Dockerfile b/05-analytics-engineering/scheduling-dbt/Dockerfile new file mode 100644 index 000000000..cb3593ffa --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/Dockerfile @@ -0,0 +1,3 @@ +FROM --platform=linux/amd64 apache/airflow:2.6.0 + +RUN pip install astronomer-cosmos==0.6.5 dbt-core==1.5.0 dbt-bigquery==1.5.0 \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/docker-compose.yaml b/05-analytics-engineering/scheduling-dbt/docker-compose.yaml index 27835be4b..abd5aff55 100644 --- a/05-analytics-engineering/scheduling-dbt/docker-compose.yaml +++ b/05-analytics-engineering/scheduling-dbt/docker-compose.yaml @@ -50,8 +50,8 @@ x-airflow-common: # Comment the image line, place your Dockerfile in the directory where you placed the docker-compose.yaml # and uncomment the "build" line below, Then run `docker-compose build` to build the images. &airflow-common - image: ${AIRFLOW_IMAGE_NAME:-apache/airflow:2.6.0} - # build: . + # image: ${AIRFLOW_IMAGE_NAME:-apache/airflow:2.6.0} + build: . environment: &airflow-common-env AIRFLOW__CORE__EXECUTOR: LocalExecutor @@ -63,7 +63,7 @@ x-airflow-common: #AIRFLOW__CELERY__BROKER_URL: redis://:@redis:6379/0 AIRFLOW__CORE__FERNET_KEY: '' AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION: 'true' - AIRFLOW__CORE__LOAD_EXAMPLES: 'true' + AIRFLOW__CORE__LOAD_EXAMPLES: 'false' AIRFLOW__API__AUTH_BACKENDS: 'airflow.api.auth.backend.basic_auth,airflow.api.auth.backend.session' # yamllint disable rule:line-length # Use simple http server on scheduler for health checks diff --git a/05-analytics-engineering/workshop/greenery/dbt_project.yml b/05-analytics-engineering/workshop/greenery/dbt_project.yml index a22d6f6e3..7d1d14b54 100644 --- a/05-analytics-engineering/workshop/greenery/dbt_project.yml +++ b/05-analytics-engineering/workshop/greenery/dbt_project.yml @@ -33,5 +33,16 @@ clean-targets: # directories to be removed by `dbt clean` models: greenery: # Config indicated by + and applies to all files under models/example/ - example: +materialized: view + example: + +enable: false + staging: + greenery: + +materialized: view + +schema: staging + intermediate: + +materialized: table + +schema: intermediate + marts: + +materialized: view + +schema: reporting diff --git a/05-analytics-engineering/workshop/greenery/models/intermediate/int_orders_addresses__joined.sql b/05-analytics-engineering/workshop/greenery/models/intermediate/int_orders_addresses__joined.sql new file mode 100644 index 000000000..00fb05d30 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/intermediate/int_orders_addresses__joined.sql @@ -0,0 +1,42 @@ +with + +orders as ( + + select * from {{ ref('stg_greenery__orders') }} + +) + +, addresses as ( + + select * from {{ ref('stg_greenery__addresses') }} + +) + +, joined as ( + + select + order_guid + , user_guid + , promo_guid + , o.address_guid + , order_created_at_utc + , order_cost_usd + , shipping_cost_usd + , order_total_usd + , tracking_guid + , shipping_service + , estimated_delivery_at_utc + , delivered_at_utc + , order_status + , address + , zipcode + , state + , country + + from orders as o + join addresses as a + on o.address_guid = a.address_guid + +) + +select * from joined \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/models/marts/number_of_orders.sql b/05-analytics-engineering/workshop/greenery/models/marts/number_of_orders.sql new file mode 100644 index 000000000..325a384ee --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/marts/number_of_orders.sql @@ -0,0 +1,19 @@ + +with + +orders as ( + + select * from {{ ref('stg_greenery__orders') }} + +) + +, final as ( + + select + count(distinct order_guid) + + from orders + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/models/marts/number_of_users.sql b/05-analytics-engineering/workshop/greenery/models/marts/number_of_users.sql new file mode 100644 index 000000000..d17834f3d --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/marts/number_of_users.sql @@ -0,0 +1,18 @@ +with + +users as ( + + select * from {{ ref('stg_greenery__users') }} + +) + +, final as ( + + select + count(distinct user_guid) + + from users + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/models/marts/state_with_highest_number_of_orders.sql b/05-analytics-engineering/workshop/greenery/models/marts/state_with_highest_number_of_orders.sql new file mode 100644 index 000000000..84bcbd801 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/marts/state_with_highest_number_of_orders.sql @@ -0,0 +1,22 @@ +with + +int_orders_addresses__joined as ( + + select * from {{ ref('int_orders_addresses__joined') }} + +) + +, final as ( + + select + state + , count(order_guid) as number_of_orders + + from int_orders_addresses__joined + group by state + order by 2 desc + limit 1 + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/models/staging/_models.yml b/05-analytics-engineering/workshop/greenery/models/staging/_models.yml index 1d9688b67..711f7b5ec 100644 --- a/05-analytics-engineering/workshop/greenery/models/staging/_models.yml +++ b/05-analytics-engineering/workshop/greenery/models/staging/_models.yml @@ -11,8 +11,8 @@ models: - name: my_events description: Greenery events columns: - - name: event_id - description: Event ID + - name: event_guid + description: Event GUID tests: - not_null - unique diff --git a/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__addresses.sql b/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__addresses.sql new file mode 100644 index 000000000..ca4c5cac5 --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__addresses.sql @@ -0,0 +1,20 @@ +with source as ( + + select * from {{ source('greenery', 'addresses') }} + +), + +renamed_recasted as ( + + select + address_id as address_guid + , address + , cast(zipcode as string) as zipcode + , state + , country + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__orders.sql b/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__orders.sql new file mode 100644 index 000000000..c49b0f0bf --- /dev/null +++ b/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__orders.sql @@ -0,0 +1,28 @@ +with source as ( + + select * from {{ source('greenery', 'orders') }} + +), + +renamed_recasted as ( + + select + order_id as order_guid + , user as user_guid + , promo as promo_guid + , address as address_guid + , created_at as order_created_at_utc + , order_cost as order_cost_usd + , shipping_cost as shipping_cost_usd + , order_total as order_total_usd + , tracking_id as tracking_guid + , shipping_service + , estimated_delivery_at as estimated_delivery_at_utc + , delivered_at as delivered_at_utc + , status as order_status + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__users.sql b/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__users.sql index 2ef1fbc26..e9e128336 100644 --- a/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__users.sql +++ b/05-analytics-engineering/workshop/greenery/models/staging/greenery/stg_greenery__users.sql @@ -1 +1,23 @@ -select * from {{ source('greenery', 'users') }} +with source as ( + + select * from {{ source('greenery', 'users') }} + +), + +renamed_recasted as ( + + select + user_id as user_guid + , first_name + , last_name + , email + , phone_number + , created_at as created_at_utc + , updated_at as updated_at_utc + , address as address_guid + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/profiles.yml b/05-analytics-engineering/workshop/greenery/profiles.yml index 14dcd8f5e..ca0dfafbf 100644 --- a/05-analytics-engineering/workshop/greenery/profiles.yml +++ b/05-analytics-engineering/workshop/greenery/profiles.yml @@ -27,7 +27,7 @@ greenery: project: deb-2023 dataset: dbt_tea threads: 1 - keyfile: /workspaces/data-engineering-bootcamp/00-bootcamp-project/deb-2023-eb731094ca12-bq&gcs.json + keyfile: /Users/tk/Documents/data-engineering-bootcamp/00-bootcamp-project/deb-2023-eb731094ca12-bq&gcs.json location: asia-southeast1 prod_bigquery: @@ -36,7 +36,7 @@ greenery: project: dataengineercafe dataset: deb_bootcamp threads: 1 - keyfile: /workspaces/data-engineering-bootcamp/00-bootcamp-project/YOUR-KEYFILE.json + keyfile: /Users/tk/Documents/data-engineering-bootcamp/00-bootcamp-project/deb-2023-eb731094ca12-bq&gcs.json location: asia-southeast1 target: dbt_tea_bigquery \ No newline at end of file From 0c34024d29010afd07c3797d1f9cb3738d0ca019 Mon Sep 17 00:00:00 2001 From: teerasak-tk tk Date: Sat, 20 May 2023 09:29:50 +0000 Subject: [PATCH 3/6] workshop 5 from gitpod --- .../scheduling-dbt/Dockerfile | 3 +++ .../scheduling-dbt/dags/greenery_dbt_dag.py | 18 ++++++++++++++++++ .../scheduling-dbt/docker-compose.yaml | 4 ++-- 3 files changed, 23 insertions(+), 2 deletions(-) create mode 100644 05-analytics-engineering/scheduling-dbt/Dockerfile create mode 100644 05-analytics-engineering/scheduling-dbt/dags/greenery_dbt_dag.py diff --git a/05-analytics-engineering/scheduling-dbt/Dockerfile b/05-analytics-engineering/scheduling-dbt/Dockerfile new file mode 100644 index 000000000..e17533cf9 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/Dockerfile @@ -0,0 +1,3 @@ +FROM apache/airflow:2.6.0 + +RUN pip install astronomer-cosmos==0.6.5 dbt-core==1.5.0 dbt-bigquery==1.5.0 \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dags/greenery_dbt_dag.py b/05-analytics-engineering/scheduling-dbt/dags/greenery_dbt_dag.py new file mode 100644 index 000000000..a2b269741 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dags/greenery_dbt_dag.py @@ -0,0 +1,18 @@ +from airflow.utils import timezone + +from cosmos.providers.dbt import DbtDag + + +example_dbt_project = DbtDag( + dag_id="greenery_dbt_dag", + schedule_interval="@daily", + start_date=timezone.datetime(2022, 11, 27), + conn_id="example_bigquery", + catchup=False, + dbt_project_name="greenery", + dbt_args={ + "schema": "dbt_tea" + }, + dbt_root_path="/opt/airflow/dbt", + tag=["DEB", ["2023"]] +) diff --git a/05-analytics-engineering/scheduling-dbt/docker-compose.yaml b/05-analytics-engineering/scheduling-dbt/docker-compose.yaml index 27835be4b..fe4e6cdbc 100644 --- a/05-analytics-engineering/scheduling-dbt/docker-compose.yaml +++ b/05-analytics-engineering/scheduling-dbt/docker-compose.yaml @@ -50,8 +50,8 @@ x-airflow-common: # Comment the image line, place your Dockerfile in the directory where you placed the docker-compose.yaml # and uncomment the "build" line below, Then run `docker-compose build` to build the images. &airflow-common - image: ${AIRFLOW_IMAGE_NAME:-apache/airflow:2.6.0} - # build: . + # image: ${AIRFLOW_IMAGE_NAME:-apache/airflow:2.6.0} + build: . environment: &airflow-common-env AIRFLOW__CORE__EXECUTOR: LocalExecutor From 33e9a2ac39e13e757cc5a4c1dc0be4c3ef984f2d Mon Sep 17 00:00:00 2001 From: teerasak-tk tk Date: Thu, 25 May 2023 09:48:38 +0000 Subject: [PATCH 4/6] dbt added --- .../scheduling-dbt/dags/greenery_dbt_dag.py | 5 +- .../scheduling-dbt/dbt/greenery/.gitignore | 4 ++ .../scheduling-dbt/dbt/greenery/README.md | 15 ++++ .../dbt/greenery/analyses/.gitkeep | 0 .../dbt/greenery/dbt_project.yml | 48 +++++++++++++ .../dbt/greenery/macros/.gitkeep | 0 .../models/example/my_first_dbt_model.sql | 27 ++++++++ .../models/example/my_second_dbt_model.sql | 6 ++ .../dbt/greenery/models/example/schema.yml | 21 ++++++ .../int_orders_addresses__joined.sql | 42 ++++++++++++ .../int_orders_products__joined.sql | 64 +++++++++++++++++ .../int_products_orders__joined.sql | 56 +++++++++++++++ .../models/marts/add_to_cart_rate.sql | 41 +++++++++++ .../marts/conversion_rate_by_product.sql | 68 +++++++++++++++++++ .../dbt/greenery/models/marts/fct_orders.sql | 36 ++++++++++ .../models/marts/number_of_orders.sql | 19 ++++++ .../greenery/models/marts/number_of_users.sql | 18 +++++ .../state_with_highest_number_of_orders.sql | 22 ++++++ .../models/marts/user_repeat_rate.sql | 39 +++++++++++ .../dbt/greenery/models/my_events.sql | 12 ++++ .../dbt/greenery/models/staging/_models.yml | 33 +++++++++ .../greenery/models/staging/greenery/_src.yml | 23 +++++++ .../greenery/stg_greenery__addresses.sql | 20 ++++++ .../staging/greenery/stg_greenery__events.sql | 25 +++++++ .../greenery/stg_greenery__order_items.sql | 20 ++++++ .../staging/greenery/stg_greenery__orders.sql | 28 ++++++++ .../greenery/stg_greenery__products.sql | 21 ++++++ .../staging/greenery/stg_greenery__users.sql | 23 +++++++ .../scheduling-dbt/dbt/greenery/packages.yml | 3 + .../dbt/greenery/seeds/.gitkeep | 0 .../dbt/greenery/snapshots/.gitkeep | 0 .../dbt/greenery/tests/.gitkeep | 0 ...ssert_phone_number_length_should_be_12.sql | 5 ++ .../workshop/greenery/dbt_project.yml | 12 ++-- .../workshop/greenery/profiles.yml | 2 +- 35 files changed, 749 insertions(+), 9 deletions(-) create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/.gitignore create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/README.md create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/analyses/.gitkeep create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/dbt_project.yml create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/macros/.gitkeep create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/my_first_dbt_model.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/my_second_dbt_model.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/schema.yml create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_orders_addresses__joined.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_orders_products__joined.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_products_orders__joined.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/add_to_cart_rate.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/conversion_rate_by_product.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/fct_orders.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_orders.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_users.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/state_with_highest_number_of_orders.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/user_repeat_rate.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/my_events.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/_models.yml create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/_src.yml create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__addresses.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__events.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__order_items.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__orders.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__products.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__users.sql create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/packages.yml create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/seeds/.gitkeep create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/snapshots/.gitkeep create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/tests/.gitkeep create mode 100644 05-analytics-engineering/scheduling-dbt/dbt/greenery/tests/assert_phone_number_length_should_be_12.sql diff --git a/05-analytics-engineering/scheduling-dbt/dags/greenery_dbt_dag.py b/05-analytics-engineering/scheduling-dbt/dags/greenery_dbt_dag.py index a2b269741..fbefced95 100644 --- a/05-analytics-engineering/scheduling-dbt/dags/greenery_dbt_dag.py +++ b/05-analytics-engineering/scheduling-dbt/dags/greenery_dbt_dag.py @@ -11,8 +11,9 @@ catchup=False, dbt_project_name="greenery", dbt_args={ - "schema": "dbt_tea" + "schema": "dbt_tea", + # "location": "asia-southeast1" }, dbt_root_path="/opt/airflow/dbt", - tag=["DEB", ["2023"]] + tags=["DEB", "2023"], ) diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/.gitignore b/05-analytics-engineering/scheduling-dbt/dbt/greenery/.gitignore new file mode 100644 index 000000000..49f147cb9 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/.gitignore @@ -0,0 +1,4 @@ + +target/ +dbt_packages/ +logs/ diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/README.md b/05-analytics-engineering/scheduling-dbt/dbt/greenery/README.md new file mode 100644 index 000000000..7874ac842 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/README.md @@ -0,0 +1,15 @@ +Welcome to your new dbt project! + +### Using the starter project + +Try running the following commands: +- dbt run +- dbt test + + +### Resources: +- Learn more about dbt [in the docs](https://docs.getdbt.com/docs/introduction) +- Check out [Discourse](https://discourse.getdbt.com/) for commonly asked questions and answers +- Join the [chat](https://community.getdbt.com/) on Slack for live discussions and support +- Find [dbt events](https://events.getdbt.com) near you +- Check out [the blog](https://blog.getdbt.com/) for the latest news on dbt's development and best practices diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/analyses/.gitkeep b/05-analytics-engineering/scheduling-dbt/dbt/greenery/analyses/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/dbt_project.yml b/05-analytics-engineering/scheduling-dbt/dbt/greenery/dbt_project.yml new file mode 100644 index 000000000..133ec5a8b --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/dbt_project.yml @@ -0,0 +1,48 @@ + +# Name your project! Project names should contain only lowercase characters +# and underscores. A good package name should reflect your organization's +# name or the intended use of these models +name: 'greenery' +version: '1.0.0' +config-version: 2 + +# This setting configures which "profile" dbt uses for this project. +profile: 'greenery' + +# These configurations specify where dbt should look for different types of files. +# The `model-paths` config, for example, states that models in this project can be +# found in the "models/" directory. You probably won't need to change these! +model-paths: ["models"] +analysis-paths: ["analyses"] +test-paths: ["tests"] +seed-paths: ["seeds"] +macro-paths: ["macros"] +snapshot-paths: ["snapshots"] + +clean-targets: # directories to be removed by `dbt clean` + - "target" + - "dbt_packages" + + +# Configuring models +# Full documentation: https://docs.getdbt.com/docs/configuring-models + +# In this example config, we tell dbt to build all models in the example/ +# directory as views. These settings can be overridden in the individual model +# files using the `{{ config(...) }}` macro. +models: + greenery: + # Config indicated by + and applies to all files under models/example/ + +materialized: view + example: + +enable: false + staging: + greenery: + +materialized: view + +schema: staging + intermediate: + +materialized: table + +schema: intermediate + marts: + +materialized: view + +schema: reporting diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/macros/.gitkeep b/05-analytics-engineering/scheduling-dbt/dbt/greenery/macros/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/my_first_dbt_model.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/my_first_dbt_model.sql new file mode 100644 index 000000000..c04ec6413 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/my_first_dbt_model.sql @@ -0,0 +1,27 @@ + +/* + Welcome to your first dbt model! + Did you know that you can also configure models directly within SQL files? + This will override configurations stated in dbt_project.yml + + Try changing "table" to "view" below +*/ + +{{ config(materialized='table') }} + +with source_data as ( + + select 1 as id + union all + select null as id + +) + +select * +from source_data + +/* + Uncomment the line below to remove records with null `id` values +*/ + +where id is not null diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/my_second_dbt_model.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/my_second_dbt_model.sql new file mode 100644 index 000000000..c91f8793a --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/my_second_dbt_model.sql @@ -0,0 +1,6 @@ + +-- Use the `ref` function to select from other models + +select * +from {{ ref('my_first_dbt_model') }} +where id = 1 diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/schema.yml b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/schema.yml new file mode 100644 index 000000000..2a5308171 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/example/schema.yml @@ -0,0 +1,21 @@ + +version: 2 + +models: + - name: my_first_dbt_model + description: "A starter dbt model" + columns: + - name: id + description: "The primary key for this table" + tests: + - unique + - not_null + + - name: my_second_dbt_model + description: "A starter dbt model" + columns: + - name: id + description: "The primary key for this table" + tests: + - unique + - not_null diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_orders_addresses__joined.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_orders_addresses__joined.sql new file mode 100644 index 000000000..00fb05d30 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_orders_addresses__joined.sql @@ -0,0 +1,42 @@ +with + +orders as ( + + select * from {{ ref('stg_greenery__orders') }} + +) + +, addresses as ( + + select * from {{ ref('stg_greenery__addresses') }} + +) + +, joined as ( + + select + order_guid + , user_guid + , promo_guid + , o.address_guid + , order_created_at_utc + , order_cost_usd + , shipping_cost_usd + , order_total_usd + , tracking_guid + , shipping_service + , estimated_delivery_at_utc + , delivered_at_utc + , order_status + , address + , zipcode + , state + , country + + from orders as o + join addresses as a + on o.address_guid = a.address_guid + +) + +select * from joined \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_orders_products__joined.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_orders_products__joined.sql new file mode 100644 index 000000000..9c3ecef3c --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_orders_products__joined.sql @@ -0,0 +1,64 @@ +with + +orders as ( + + select * from {{ ref('stg_greenery__orders') }} + +) + +, users as ( + + select * from {{ ref('stg_greenery__users') }} + +) + +, addresses as ( + + select * from {{ ref('stg_greenery__addresses') }} + +) + +, products as ( + + select * from {{ ref('stg_greenery__products') }} + +) + +, order_items as ( + + select * from {{ ref('stg_greenery__order_items') }} + +) + +, final as ( + + select + o.order_guid + , o.order_created_at_utc + , order_cost_usd + , shipping_cost_usd + , order_total_usd + , shipping_service + , estimated_delivery_at_utc + , delivered_at_utc + , order_status + , o.user_guid + , o.promo_guid + , u.created_at_utc as user_created_at_utc + , a.zipcode + , a.state + , a.country + , oi.quantity + , product_name + , price + , inventory + + from orders as o + left join users as u on o.user_guid = u.user_guid + left join addresses as a on o.address_guid = a.address_guid + left join order_items as oi on oi.order_guid = o.order_guid + left join products as p on oi.product_guid = p.product_guid + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_products_orders__joined.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_products_orders__joined.sql new file mode 100644 index 000000000..040e5ec11 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/intermediate/int_products_orders__joined.sql @@ -0,0 +1,56 @@ +{{ + config( + materialized = 'view' + ) +}} + +with + +orders as ( + + select * from {{ ref('stg_greenery__orders') }} + +) + +, order_items as ( + + select * from {{ ref('stg_greenery__order_items') }} + +) + +, products as ( + + select * from {{ ref('stg_greenery__products') }} + +) + +, final as ( + + select + o.order_guid + , user_guid + , p.product_guid + , product_name + , promo_guid + , order_cost_usd + , shipping_cost_usd + , order_total_usd + , shipping_service + , quantity + , inventory + , order_created_at_utc + , estimated_delivery_at_utc + , delivered_at_utc + , order_status + + from orders as o + left join order_items as oi + on + o.order_guid = oi.order_guid + left join products as p + on + oi.product_guid = p.product_guid + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/add_to_cart_rate.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/add_to_cart_rate.sql new file mode 100644 index 000000000..a1e51aa1f --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/add_to_cart_rate.sql @@ -0,0 +1,41 @@ +with + +events as ( + + select * from {{ ref('stg_greenery__events') }} + +) + +, unique_sessions as ( + + select + count(distinct session_guid) as number_of_unique_sessions + + from events + +) + +, unique_add_to_cart_sessions as ( + + select + count(distinct session_guid) as number_of_unique_add_to_cart_sessions + + from events + where event_type = 'add_to_cart' + +) + +, final as ( + + select + number_of_unique_add_to_cart_sessions + , number_of_unique_sessions + , cast(number_of_unique_add_to_cart_sessions as float64) / cast(number_of_unique_sessions as float64) as add_to_cart_rate + + from + unique_add_to_cart_sessions + , unique_sessions + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/conversion_rate_by_product.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/conversion_rate_by_product.sql new file mode 100644 index 000000000..9630e9256 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/conversion_rate_by_product.sql @@ -0,0 +1,68 @@ +with + +events as ( + + select * from {{ ref('stg_greenery__events') }} + +) + +, products as ( + + select * from {{ ref('stg_greenery__products') }} + +) + +, int_products_orders__joined as ( + + + select * from {{ ref('int_products_orders__joined') }} + +) + +, page_view_count_by_product as ( + + select + p.product_guid + , p.product_name + , sum(case when e.event_type = 'page_view' then 1 else 0 end) as page_view_count + + from events as e + left join products as p + on e.product_guid = p.product_guid + where + e.product_guid is not null + group by 1, 2 + +) + +, checkout_count_by_product as ( + + select + po.product_guid + , po.product_name + , sum(case when e.event_type = 'checkout' then 1 else 0 end) as checkout_count + + from events as e + left join int_products_orders__joined as po + on e.order_guid = po.order_guid + where + e.order_guid is not null + group by 1, 2 + +) + +, final as ( + + select + co.product_name + , checkout_count + , page_view_count + , cast(checkout_count as float64) / cast(page_view_count as float64) as conversion_rate + + from checkout_count_by_product as co + join page_view_count_by_product as pv + on co.product_guid = pv.product_guid + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/fct_orders.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/fct_orders.sql new file mode 100644 index 000000000..d8daf73e9 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/fct_orders.sql @@ -0,0 +1,36 @@ +with + +int_orders_products__joined as ( + + select * from {{ ref('int_orders_products__joined') }} + +) + +, final as ( + + select + order_guid + , order_created_at_utc + , order_cost_usd + , shipping_cost_usd + , order_total_usd + , shipping_service + , estimated_delivery_at_utc + , delivered_at_utc + , order_status + , user_guid + , promo_guid + , user_created_at_utc + , zipcode + , state + , country + , quantity + , product_name + , price + , inventory + + from int_orders_products__joined + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_orders.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_orders.sql new file mode 100644 index 000000000..325a384ee --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_orders.sql @@ -0,0 +1,19 @@ + +with + +orders as ( + + select * from {{ ref('stg_greenery__orders') }} + +) + +, final as ( + + select + count(distinct order_guid) + + from orders + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_users.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_users.sql new file mode 100644 index 000000000..d17834f3d --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_users.sql @@ -0,0 +1,18 @@ +with + +users as ( + + select * from {{ ref('stg_greenery__users') }} + +) + +, final as ( + + select + count(distinct user_guid) + + from users + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/state_with_highest_number_of_orders.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/state_with_highest_number_of_orders.sql new file mode 100644 index 000000000..84bcbd801 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/state_with_highest_number_of_orders.sql @@ -0,0 +1,22 @@ +with + +int_orders_addresses__joined as ( + + select * from {{ ref('int_orders_addresses__joined') }} + +) + +, final as ( + + select + state + , count(order_guid) as number_of_orders + + from int_orders_addresses__joined + group by state + order by 2 desc + limit 1 + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/user_repeat_rate.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/user_repeat_rate.sql new file mode 100644 index 000000000..541694c9d --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/user_repeat_rate.sql @@ -0,0 +1,39 @@ +with + +orders as ( + + select * from {{ ref('stg_greenery__orders') }} + +) + +, orders_cohort as ( + + select + user_guid + , count(distinct order_guid) as user_orders + + from orders + group by 1 + +) + +, users_bucket as ( + + select + user_guid + , cast(user_orders >= 2 as integer) as has_two_purchases + + from orders_cohort + +) + +, final as ( + + select + cast(sum(has_two_purchases) as float64) / cast(count(distinct user_guid) as float64) as repeat_rate + + from users_bucket + +) + +select * from final \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/my_events.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/my_events.sql new file mode 100644 index 000000000..04f41d4c0 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/my_events.sql @@ -0,0 +1,12 @@ +{{ + config( + materialized="table", + partition_by={ + "field": "created_at", + "data_type": "timestamp", + "granularity": "day" + } + ) +}} + +select * from {{ source('greenery', 'events') }} diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/_models.yml b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/_models.yml new file mode 100644 index 000000000..711f7b5ec --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/_models.yml @@ -0,0 +1,33 @@ +version: 2 + +models: + + - name: stg_greenery_users + description: Greenery users + columns: + - name: user_guid + description: User GUID + + - name: my_events + description: Greenery events + columns: + - name: event_guid + description: Event GUID + tests: + - not_null + - unique + - dbt_expectations.expect_column_to_exist + - dbt_expectations.expect_column_values_to_be_unique + - name: event_type + description: Event Type + tests: + - dbt_expectations.expect_column_values_to_be_of_type: + column_type: string + - accepted_values: + values: ['page_view', 'add_to_cart', 'checkout', 'package_shipped'] + - name: user + description: User ID + tests: + - relationships: + to: ref('my_users') + field: user_id \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/_src.yml b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/_src.yml new file mode 100644 index 000000000..c4a8b5c23 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/_src.yml @@ -0,0 +1,23 @@ +version: 2 + +sources: + - name: greenery + schema: deb_bootcamp + database: deb-2023 + + tables: + - name: users + description: Greenery users + - name: events + description: Greenery events + - name: addresses + description: Greenery addresses + - name: products + description: Greenery products + - name: promos + description: Greenery promos + - name: orders + description: Greenery orders + - name: order_items + description: Greenery order_items + diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__addresses.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__addresses.sql new file mode 100644 index 000000000..ca4c5cac5 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__addresses.sql @@ -0,0 +1,20 @@ +with source as ( + + select * from {{ source('greenery', 'addresses') }} + +), + +renamed_recasted as ( + + select + address_id as address_guid + , address + , cast(zipcode as string) as zipcode + , state + , country + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__events.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__events.sql new file mode 100644 index 000000000..6d8777bf2 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__events.sql @@ -0,0 +1,25 @@ +with + +source as ( + + select * from {{ source('greenery', 'events') }} + +), + +renamed_recasted as ( + + select + event_id as event_guid + , session_id as session_guid + , user as user_guid + , page_url + , created_at as event_created_at_utc + , event_type + , `order` as order_guid + , product as product_guid + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__order_items.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__order_items.sql new file mode 100644 index 000000000..06353cb99 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__order_items.sql @@ -0,0 +1,20 @@ +with + +source as ( + + select * from {{ source('greenery', 'order_items') }} + +) + +, renamed_recasted as ( + + select + order_id as order_guid + , product_id as product_guid + , quantity + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__orders.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__orders.sql new file mode 100644 index 000000000..c49b0f0bf --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__orders.sql @@ -0,0 +1,28 @@ +with source as ( + + select * from {{ source('greenery', 'orders') }} + +), + +renamed_recasted as ( + + select + order_id as order_guid + , user as user_guid + , promo as promo_guid + , address as address_guid + , created_at as order_created_at_utc + , order_cost as order_cost_usd + , shipping_cost as shipping_cost_usd + , order_total as order_total_usd + , tracking_id as tracking_guid + , shipping_service + , estimated_delivery_at as estimated_delivery_at_utc + , delivered_at as delivered_at_utc + , status as order_status + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__products.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__products.sql new file mode 100644 index 000000000..4e50a6a3d --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__products.sql @@ -0,0 +1,21 @@ +with + +source as ( + + select * from {{ source('greenery', 'products') }} + +) + +, renamed_recasted as ( + + select + product_id as product_guid + , name as product_name + , price + , inventory + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__users.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__users.sql new file mode 100644 index 000000000..e9e128336 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/greenery/stg_greenery__users.sql @@ -0,0 +1,23 @@ +with source as ( + + select * from {{ source('greenery', 'users') }} + +), + +renamed_recasted as ( + + select + user_id as user_guid + , first_name + , last_name + , email + , phone_number + , created_at as created_at_utc + , updated_at as updated_at_utc + , address as address_guid + + from source + +) + +select * from renamed_recasted \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/packages.yml b/05-analytics-engineering/scheduling-dbt/dbt/greenery/packages.yml new file mode 100644 index 000000000..c695db65b --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/packages.yml @@ -0,0 +1,3 @@ +packages: + - package: calogica/dbt_expectations + version: 0.8.5 \ No newline at end of file diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/seeds/.gitkeep b/05-analytics-engineering/scheduling-dbt/dbt/greenery/seeds/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/snapshots/.gitkeep b/05-analytics-engineering/scheduling-dbt/dbt/greenery/snapshots/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/tests/.gitkeep b/05-analytics-engineering/scheduling-dbt/dbt/greenery/tests/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/tests/assert_phone_number_length_should_be_12.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/tests/assert_phone_number_length_should_be_12.sql new file mode 100644 index 000000000..2a4931966 --- /dev/null +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/tests/assert_phone_number_length_should_be_12.sql @@ -0,0 +1,5 @@ +select + length(phone_number) + +from {{ ref('users') }} +where length(phone_number) != 12 \ No newline at end of file diff --git a/05-analytics-engineering/workshop/greenery/dbt_project.yml b/05-analytics-engineering/workshop/greenery/dbt_project.yml index 7d1d14b54..133ec5a8b 100644 --- a/05-analytics-engineering/workshop/greenery/dbt_project.yml +++ b/05-analytics-engineering/workshop/greenery/dbt_project.yml @@ -40,9 +40,9 @@ models: greenery: +materialized: view +schema: staging - intermediate: - +materialized: table - +schema: intermediate - marts: - +materialized: view - +schema: reporting + intermediate: + +materialized: table + +schema: intermediate + marts: + +materialized: view + +schema: reporting diff --git a/05-analytics-engineering/workshop/greenery/profiles.yml b/05-analytics-engineering/workshop/greenery/profiles.yml index ca0dfafbf..123e1664a 100644 --- a/05-analytics-engineering/workshop/greenery/profiles.yml +++ b/05-analytics-engineering/workshop/greenery/profiles.yml @@ -27,7 +27,7 @@ greenery: project: deb-2023 dataset: dbt_tea threads: 1 - keyfile: /Users/tk/Documents/data-engineering-bootcamp/00-bootcamp-project/deb-2023-eb731094ca12-bq&gcs.json + keyfile: /workspace/data-engineering-bootcamp/00-bootcamp-project/deb-2023-181e69c62d56-bq.json location: asia-southeast1 prod_bigquery: From 6440f3d08aa7683dfd42686ac5488887e0c7c1c6 Mon Sep 17 00:00:00 2001 From: teerasak-tk Date: Fri, 26 May 2023 00:10:18 +0700 Subject: [PATCH 5/6] dbt edited --- .../dbt/greenery/models/marts/number_of_orders.sql | 2 +- .../dbt/greenery/models/marts/number_of_users.sql | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_orders.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_orders.sql index 325a384ee..88e9d103d 100644 --- a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_orders.sql +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_orders.sql @@ -10,7 +10,7 @@ orders as ( , final as ( select - count(distinct order_guid) + count(distinct order_guid) as order_count from orders diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_users.sql b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_users.sql index d17834f3d..efe70f99d 100644 --- a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_users.sql +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/marts/number_of_users.sql @@ -9,7 +9,7 @@ users as ( , final as ( select - count(distinct user_guid) + count(distinct user_guid) as user_count from users From 4cfb03595e3a6c40419b5bca632d8e9dbb65be78 Mon Sep 17 00:00:00 2001 From: teerasak-tk Date: Fri, 26 May 2023 00:33:22 +0700 Subject: [PATCH 6/6] ws5 dbt complete? --- .../dbt/greenery/models/staging/_models.yml | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/_models.yml b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/_models.yml index 711f7b5ec..cba51a50e 100644 --- a/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/_models.yml +++ b/05-analytics-engineering/scheduling-dbt/dbt/greenery/models/staging/_models.yml @@ -11,7 +11,7 @@ models: - name: my_events description: Greenery events columns: - - name: event_guid + - name: event_id description: Event GUID tests: - not_null @@ -27,7 +27,7 @@ models: values: ['page_view', 'add_to_cart', 'checkout', 'package_shipped'] - name: user description: User ID - tests: - - relationships: - to: ref('my_users') - field: user_id \ No newline at end of file + # tests: + # - relationships: + # to: ref('my_users') + # field: user_id \ No newline at end of file