datasets/cfpb_complaints/pipelines/complaint_database/complaint_database

# Copyright 2022 Google LLC # # Licensed 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. from airflow import DAG from airflow.providers.cncf.kubernetes.operators import kubernetes_pod from airflow.providers.google.cloud.transfers import gcs_to_bigquery default_args = { "owner": "Google", "depends_on_past": False, "start_date": "2021-03-01", } with DAG( dag_id="cfpb_complaints.complaint_database", default_args=default_args, max_active_runs=1, schedule_interval="@daily", catchup=False, default_view="graph", ) as dag: # Run CSV transform within kubernetes pod complaint_database_transform_csv = kubernetes_pod.KubernetesPodOperator( task_id="complaint_database_transform_csv", startup_timeout_seconds=600, name="complaint_database", namespace="composer", service_account_name="datasets", image_pull_policy="Always", image="{{ var.json.cfpb_complaints.container_registry.run_csv_transform_kub }}", env_vars={ "SOURCE_URL": "http://files.consumerfinance.gov/ccdb/complaints.csv.zip", "SOURCE_FILE": "files/data.zip", "TARGET_FILE": "files/data_output.csv", "TARGET_GCS_BUCKET": "{{ var.value.composer_bucket }}", "TARGET_GCS_PATH": "data/cfpb_complaints/complaint_database/data_output.csv", "PIPELINE_NAME": "complaint_database", "CSV_HEADERS": '["date_received","product","subproduct","issue","subissue","consumer_complaint_narrative","company_public_response","company_name","state","zip_code","tags","consumer_consent_provided","submitted_via","date_sent_to_company","company_response_to_consumer","timely_response","consumer_disputed","complaint_id"]', "RENAME_MAPPINGS": '{"Complaint ID":"complaint_id","Date received":"date_received","Product":"product","Sub-product":"subproduct","Issue":"issue","Sub-issue":"subissue","Consumer complaint narrative":"consumer_complaint_narrative","Company response to consumer":"company_response_to_consumer","Company public response":"company_public_response","Company":"company_name","State":"state","ZIP code":"zip_code","Tags":"tags","Consumer consent provided?":"consumer_consent_provided","Submitted via":"submitted_via","Date sent to company":"date_sent_to_company","Timely response?":"timely_response","Consumer disputed?":"consumer_disputed"}', }, resources={ "request_memory": "4G", "request_cpu": "1", "request_ephemeral_storage": "8G", }, ) # Task to load CSV data to a BigQuery table load_complaint_database_to_bq = gcs_to_bigquery.GCSToBigQueryOperator( task_id="load_complaint_database_to_bq", bucket="{{ var.value.composer_bucket }}", source_objects=["data/cfpb_complaints/complaint_database/data_output.csv"], source_format="CSV", destination_project_dataset_table="cfpb_complaints.complaint_database", skip_leading_rows=1, allow_quoted_newlines=True, write_disposition="WRITE_TRUNCATE", schema_fields=[ { "name": "date_received", "type": "date", "description": "Date the complaint was received by the CPFB", "mode": "nullable", }, { "name": "product", "type": "string", "description": "The type of product the consumer identified in the complaint", "mode": "nullable", }, { "name": "subproduct", "type": "string", "description": "The type of sub-product the consumer identified in the complaint", "mode": "nullable", }, { "name": "issue", "type": "string", "description": "The issue the consumer identified in the complaint", "mode": "nullable", }, { "name": "subissue", "type": "string", "description": "The sub-issue the consumer identified in the complaint", "mode": "nullable", }, { "name": "consumer_complaint_narrative", "type": "string", "description": "A description of the complaint provided by the consumer", "mode": "nullable", }, { "name": "company_public_response", "type": "string", "description": "The company's optional public-facing response to a consumer's complaint", "mode": "nullable", }, { "name": "company_name", "type": "string", "description": "Name of the company identified in the complaint by the consumer", "mode": "nullable", }, { "name": "state", "type": "string", "description": "Two letter postal abbreviation of the state of the mailing address provided by the consumer", "mode": "nullable", }, { "name": "zip_code", "type": "string", "description": "The mailing ZIP code provided by the consumer", "mode": "nullable", }, { "name": "tags", "type": "string", "description": "Data that supports easier searching and sorting of complaints", "mode": "nullable", }, { "name": "consumer_consent_provided", "type": "string", "description": "Identifies whether the consumer opted in to publish their complaint narrative", "mode": "nullable", }, { "name": "submitted_via", "type": "string", "description": "How the complaint was submitted to the CFPB", "mode": "nullable", }, { "name": "date_sent_to_company", "type": "date", "description": "The date the CFPB sent the complaint to the company", "mode": "nullable", }, { "name": "company_response_to_consumer", "type": "string", "description": "The response from the company about this complaint", "mode": "nullable", }, { "name": "timely_response", "type": "boolean", "description": "Indicates whether the company gave a timely response or not", "mode": "nullable", }, { "name": "consumer_disputed", "type": "boolean", "description": "Whether the consumer disputed the company's response", "mode": "nullable", }, { "name": "complaint_id", "type": "string", "description": "Unique ID for complaints registered with the CFPB", "mode": "nullable", }, ], ) complaint_database_transform_csv >> load_complaint_database_to_bq

datasets/cfpb_complaints/pipelines/complaint_database/complaint_database_dag.py (161 lines of code) (raw):