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pipeline.yaml
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pipeline.yaml
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# Copyright 2021 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.
---
resources:
- type: bigquery_table
table_id: "annual_summaries"
description: "epaspc"
- type: bigquery_table
table_id: "co_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "co_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "hap_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "hap_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "lead_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "no2_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "no2_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "nonoxnoy_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "nonoxnoy_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "ozone_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "ozone_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pm10_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pm10_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pm25_frm_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pm25_nonfrm_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pm25_nonfrm_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pm25_speciation_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pm25_speciation_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pressure_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "pressure_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "rh_and_dp_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "rh_and_dp_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "so2_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "so2_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "temperature_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "temperature_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "voc_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "voc_hourly_summary"
description: "epaspc"
- type: bigquery_table
table_id: "wind_daily_summary"
description: "epaspc"
- type: bigquery_table
table_id: "wind_hourly_summary"
description: "epaspc"
dag:
airflow_version: 2
initialize:
dag_id: epa_historical_air_quality
default_args:
owner: "Google"
depends_on_past: False
start_date: '2021-03-01'
max_active_runs: 1
schedule_interval: "0 2 * * 6"
catchup: False
default_view: graph
tasks:
- operator: "GKECreateClusterOperator"
args:
task_id: "create_cluster"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
body:
name: epa-hist-air-quality
initial_node_count: 8
network: "{{ var.value.vpc_network }}"
node_config:
machine_type: e2-standard-16
oauth_scopes:
- https://www.googleapis.com/auth/devstorage.read_write
- https://www.googleapis.com/auth/cloud-platform
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "annual_summaries"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/annual_conc_by_monitor_YEAR_ITERATOR.zip"
START_YEAR: "1980"
SOURCE_FILE: "files/annual_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "air_quality_annual_summary"
YEAR_FIELD_NAME: "year"
YEAR_FIELD_TYPE: "INT"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_annual_summaries_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/annual_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - annual_summaries"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "metric_used", "method_name", "year", "units_of_measure",
"event_type", "observation_count", "observation_percent", "completeness_indicator", "valid_day_count",
"required_day_count", "exceptional_data_count", "null_data_count", "primary_exceedance_count", "secondary_exceedance_count",
"certification_indicator", "num_obs_below_mdl", "arithmetic_mean", "arithmetic_standard_dev", "first_max_value",
"first_max_datetime", "second_max_value", "second_max_datetime", "third_max_value", "third_max_datetime",
"fourth_max_value", "fourth_max_datetime", "first_max_non_overlapping_value", "first_no_max_datetime", "second_max_non_overlapping_value",
"second_no_max_datetime", "ninety_nine_percentile", "ninety_eight_percentile", "ninety_five_percentile", "ninety_percentile",
"seventy_five_percentile", "fifty_percentile", "ten_percentile", "local_site_name", "address",
"state_name", "county_name", "city_name", "cbsa_name", "date_of_last_change"]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "sample_duration": "str",
"pollutant_standard": "str", "metric_used": "str", "method_name": "str", "year": "int32", "units_of_measure": "str",
"event_type": "str", "observation_count": "int32", "observation_percent": "float64", "completeness_indicator": "str", "valid_day_count": "int32",
"required_day_count": "int32", "exceptional_data_count": "int32", "null_data_count": "int32", "primary_exceedance_count": "str", "secondary_exceedance_count": "str",
"certification_indicator": "str", "num_obs_below_mdl": "int32", "arithmetic_mean": "float64", "arithmetic_standard_dev": "float64", "first_max_value": "float64",
"first_max_datetime": "datetime64[ns]", "second_max_value": "float64", "second_max_datetime": "datetime64[ns]", "third_max_value": "float64", "third_max_datetime": "datetime64[ns]",
"fourth_max_value": "float64", "fourth_max_datetime": "datetime64[ns]", "first_max_non_overlapping_value": "float64", "first_no_max_datetime": "datetime64[ns]", "second_max_non_overlapping_value": "float64",
"second_no_max_datetime": "datetime64[ns]", "ninety_nine_percentile": "float64", "ninety_eight_percentile": "float64", "ninety_five_percentile": "float64", "ninety_percentile": "float64",
"seventy_five_percentile": "float64", "fifty_percentile": "float64", "ten_percentile": "float64", "local_site_name": "str", "address": "str",
"state_name": "str", "county_name": "str", "city_name": "str", "cbsa_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "metric_used", "method_name", "year", "units_of_measure",
"event_type", "observation_count", "observation_percent", "completeness_indicator", "valid_day_count",
"required_day_count", "exceptional_data_count", "null_data_count", "primary_exceedance_count", "secondary_exceedance_count",
"certification_indicator", "num_obs_below_mdl", "arithmetic_mean", "arithmetic_standard_dev", "first_max_value",
"first_max_datetime", "second_max_value", "second_max_datetime", "third_max_value", "third_max_datetime",
"fourth_max_value", "fourth_max_datetime", "first_max_non_overlapping_value", "first_no_max_datetime", "second_max_non_overlapping_value",
"second_no_max_datetime", "ninety_nine_percentile", "ninety_eight_percentile", "ninety_five_percentile", "ninety_percentile",
"seventy_five_percentile", "fifty_percentile", "ten_percentile", "local_site_name", "address",
"state_name", "county_name", "city_name", "cbsa_name", "date_of_last_change"]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "co_daily_summary"
startup_timeout_seconds: 600
name: "load_co_daily_summary"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/daily_42101_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/co_daily_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "co_daily_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_co_daily_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/co_daily_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - co_daily_summary"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "str", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "sample_duration": "str",
"pollutant_standard": "str", "date_local": "str", "units_of_measure": "str", "event_type": "str", "observation_count": "int32",
"observation_percent": "float64", "arithmetic_mean": "float64", "first_max_value": "float64", "first_max_hour": "int32", "aqi": "str",
"method_code": "str", "method_name": "str", "local_site_name": "str", "address": "str", "state_name": "str",
"county_name": "str", "city_name": "str", "cbsa_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "co_hourly_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/hourly_42101_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/co_hourly_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "co_hourly_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_co_hourly_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/co_hourly_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - co_hourly_summaries"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code",
"method_name", "state_name", "county_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "str", "longitude": "str", "datum": "str", "parameter_name": "str", "date_local": "str", "time_local": "str",
"date_gmt": "datetime64[ns]", "time_gmt": "str", "sample_measurement": "str", "units_of_measure": "str",
"mdl": "float64", "uncertainty": "str", "qualifier": "str", "method_type": "str", "method_code": "str",
"method_name": "str", "state_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code",
"method_name", "state_name", "county_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "hap_daily_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/daily_HAPS_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/hap_daily_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "hap_daily_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_hap_daily_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/hap_daily_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - hap_daily_summary"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "sample_duration": "str",
"pollutant_standard": "str", "date_local": "str", "units_of_measure": "str", "event_type": "str", "observation_count": "int32",
"observation_percent": "float64", "arithmetic_mean": "float64", "first_max_value": "float64", "first_max_hour": "int32", "aqi": "str",
"method_code": "str", "method_name": "str", "local_site_name": "str", "address": "str", "state_name": "str",
"county_name": "str", "city_name": "str", "cbsa_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "hap_hourly_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/hourly_HAPS_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/hap_hourly_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "hap_hourly_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_hap_hourly_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/hap_hourly_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - hap_hourly_summaries"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "date_local": "str",
"time_local": "str", "date_gmt": "datetime64[ns]", "time_gmt": "str", "sample_measurement": "float64", "units_of_measure": "str",
"mdl": "float64", "uncertainty": "float64", "qualifier": "str", "method_type": "str", "method_code": "int32", "method_name": "str",
"state_name": "str", "county_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "lead_daily_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/daily_LEAD_YEAR_ITERATOR.zip"
START_YEAR: "1980"
SOURCE_FILE: "files/lead_daily_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "lead_daily_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_lead_daily_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/lead_daily_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - lead_daily_summaries"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "sample_duration": "str",
"pollutant_standard": "str", "date_local": "str", "units_of_measure": "str", "event_type": "str", "observation_count": "int32",
"observation_percent": "float64", "arithmetic_mean": "float64", "first_max_value": "float64", "first_max_hour": "int32", "aqi": "str",
"method_code": "str", "method_name": "str", "local_site_name": "str", "address": "str", "state_name": "str",
"county_name": "str", "city_name": "str", "cbsa_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "no2_daily_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/daily_42602_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/no2_daily_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "no2_daily_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_no2_daily_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/no2_daily_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - no2_daily_summaries"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "sample_duration": "str",
"pollutant_standard": "str", "date_local": "str", "units_of_measure": "str", "event_type": "str", "observation_count": "int32",
"observation_percent": "float64", "arithmetic_mean": "float64", "first_max_value": "float64", "first_max_hour": "int32", "aqi": "str",
"method_code": "str", "method_name": "str", "local_site_name": "str", "address": "str", "state_name": "str",
"county_name": "str", "city_name": "str", "cbsa_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "no2_hourly_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/hourly_42602_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/no2_hourly_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "no2_hourly_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_no2_hourly_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/no2_hourly_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - no2_hourly"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "date_local": "str",
"time_local": "str", "date_gmt": "datetime64[ns]", "time_gmt": "str", "sample_measurement": "float64", "units_of_measure": "str",
"mdl": "float64", "uncertainty": "float64", "qualifier": "str", "method_type": "str", "method_code": "int32", "method_name": "str",
"state_name": "str", "county_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "nonoxnoy_daily_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/daily_NONOxNOy_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/nonoxnoy_daily_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "nonoxnoy_daily_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_nonoxnoy_daily_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/nonoxnoy_daily_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - nonoxnoy_daily"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "sample_duration": "str",
"pollutant_standard": "str", "date_local": "str", "units_of_measure": "str", "event_type": "str", "observation_count": "int32",
"observation_percent": "float64", "arithmetic_mean": "float64", "first_max_value": "float64", "first_max_hour": "int32", "aqi": "str",
"method_code": "str", "method_name": "str", "local_site_name": "str", "address": "str", "state_name": "str",
"county_name": "str", "city_name": "str", "cbsa_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "nonoxnoy_hourly_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/hourly_NONOxNOy_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/nonoxnoy_hourly_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "nonoxnoy_hourly_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_nonoxnoy_hourly_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/nonoxnoy_hourly_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - nonoxnoy_hourly"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "date_local": "str",
"time_local": "str", "date_gmt": "datetime64[ns]", "time_gmt": "str", "sample_measurement": "float64", "units_of_measure": "str",
"mdl": "float64", "uncertainty": "float64", "qualifier": "str", "method_type": "str", "method_code": "int32", "method_name": "str",
"state_name": "str", "county_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "ozone_daily_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/daily_44201_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/o3_daily_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "o3_daily_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_ozone_daily_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/ozone_daily_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - ozone_daily_summary"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "sample_duration": "str",
"pollutant_standard": "str", "date_local": "str", "units_of_measure": "str", "event_type": "str", "observation_count": "int32",
"observation_percent": "float64", "arithmetic_mean": "float64", "first_max_value": "float64", "first_max_hour": "int32", "aqi": "str",
"method_code": "str", "method_name": "str", "local_site_name": "str", "address": "str", "state_name": "str",
"county_name": "str", "city_name": "str", "cbsa_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "ozone_hourly_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/hourly_44201_YEAR_ITERATOR.zip"
START_YEAR: "1980"
SOURCE_FILE: "files/o3_hourly_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "o3_hourly_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_ozone_hourly_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/ozone_hourly_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - ozone_hourly_summary"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "date_local": "str",
"time_local": "str", "date_gmt": "datetime64[ns]", "time_gmt": "str", "sample_measurement": "float64", "units_of_measure": "str",
"mdl": "float64", "uncertainty": "float64", "qualifier": "str", "method_type": "str", "method_code": "int32", "method_name": "str",
"state_name": "str", "county_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "pm10_daily_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/daily_81102_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/pm10_daily_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "pm10_daily_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_pm10_daily_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/pm10_daily_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - pm10_daily_summaries"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "sample_duration": "str",
"pollutant_standard": "str", "date_local": "str", "units_of_measure": "str", "event_type": "str", "observation_count": "int32",
"observation_percent": "float64", "arithmetic_mean": "float64", "first_max_value": "float64", "first_max_hour": "int32", "aqi": "str",
"method_code": "str", "method_name": "str", "local_site_name": "str", "address": "str", "state_name": "str",
"county_name": "str", "city_name": "str", "cbsa_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "sample_duration",
"pollutant_standard", "date_local", "units_of_measure", "event_type", "observation_count",
"observation_percent", "arithmetic_mean", "first_max_value", "first_max_hour", "aqi",
"method_code", "method_name", "local_site_name", "address", "state_name",
"county_name", "city_name", "cbsa_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "pm10_hourly_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/hourly_81102_YEAR_ITERATOR.zip"
START_YEAR: "1990"
SOURCE_FILE: "files/pm10_hourly_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "pm10_hourly_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_pm10_hourly_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/pm10_hourly_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - pm10_hourly_summaries"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "date_local": "str",
"time_local": "str", "date_gmt": "datetime64[ns]", "time_gmt": "str", "sample_measurement": "float64", "units_of_measure": "str",
"mdl": "float64", "uncertainty": "float64", "qualifier": "str", "method_type": "str", "method_code": "int32", "method_name": "str",
"state_name": "str", "county_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "pm25_frm_hourly_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/hourly_88101_YEAR_ITERATOR.zip"
START_YEAR: "1980"
SOURCE_FILE: "files/pm25_frm_hourly_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "pm25_frm_hourly_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_pm25_frm_hourly_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/pm25_frm_hourly_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - pm25_frm_hourly_summaries"
INPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DATA_DTYPES: >-
{ "state_code": "str", "county_code": "str", "site_num": "str", "parameter_code": "int32", "poc": "int32",
"latitude": "float64", "longitude": "float64", "datum": "str", "parameter_name": "str", "date_local": "str",
"time_local": "str", "date_gmt": "datetime64[ns]", "time_gmt": "str", "sample_measurement": "float64", "units_of_measure": "str",
"mdl": "float64", "uncertainty": "float64", "qualifier": "str", "method_type": "str", "method_code": "int32", "method_name": "str",
"state_name": "str", "county_name": "str", "date_of_last_change": "str" }
OUTPUT_CSV_HEADERS: >-
[ "state_code", "county_code", "site_num", "parameter_code", "poc",
"latitude", "longitude", "datum", "parameter_name", "date_local",
"time_local", "date_gmt", "time_gmt", "sample_measurement", "units_of_measure",
"mdl", "uncertainty", "qualifier", "method_type", "method_code", "method_name",
"state_name", "county_name", "date_of_last_change" ]
DROP_DEST_TABLE: "N"
resources:
limit_memory: "16G"
limit_cpu: "2"
- operator: "GKEStartPodOperator"
description: "Run CSV transform within kubernetes pod"
args:
task_id: "pm25_frm_daily_summary"
startup_timeout_seconds: 600
name: "load_data"
namespace: "default"
project_id: "{{ var.value.gcp_project }}"
location: "us-central1-c"
cluster_name: epa-hist-air-quality
image_pull_policy: "Always"
image: "{{ var.json.epa_historical_air_quality.container_registry.run_csv_transform_kub }}"
env_vars:
SOURCE_URL: "https://aqs.epa.gov/aqsweb/airdata/daily_88101_YEAR_ITERATOR.zip"
START_YEAR: "1997"
SOURCE_FILE: "files/pm25_frm_daily_summary_data.csv"
PROJECT_ID: "{{ var.value.gcp_project }}"
DATASET_ID: "epa_historical_air_quality"
TABLE_ID: "pm25_frm_daily_summary"
YEAR_FIELD_NAME: "date_local"
YEAR_FIELD_TYPE: "DATE"
SCHEMA_PATH: "data/epa_historical_air_quality/schemas/epa_pm25_frm_daily_summary_schema.json"
CHUNKSIZE: "1500000"
TARGET_GCS_BUCKET: "{{ var.value.composer_bucket }}"
TARGET_GCS_PATH: "data/epa_historical_air_quality/pm25_frm_daily_summary/data_output.csv"
PIPELINE_NAME: "epa_historical_air_quality - pm25_frm_daily_summaries"
INPUT_CSV_HEADERS: >-
[
"State Code", "County Code", "Site Num", "Parameter Code", "POC",
"Latitude", "Longitude", "Datum", "Parameter Name", "Sample Duration",
"Pollutant Standard", "Date Local", "Units of Measure", "Event Type", "Observation Count",
"Observation Percent", "Arithmetic Mean", "1st Max Value", "1st Max Hour", "AQI",
"Method Code", "Method Name", "Local Site Name", "Address", "State Name",
"County Name", "City Name", "CBSA Name", "Date of Last Change"
]
DATA_DTYPES: >-
{
"State Code": "str", "County Code": "str", "Site Num": "str", "Parameter Code": "int32", "POC": "int32",
"Latitude": "float64", "Longitude": "float64", "Datum": "str", "Parameter Name": "str", "Sample Duration": "str",
"Pollutant Standard": "str", "Date Local": "str", "Units of Measure": "str", "Event Type": "str", "Observation Count": "int32",
"Observation Percent": "float64", "Arithmetic Mean": "float64", "1st Max Value": "float64", "1st Max Hour": "int32", "AQI": "str",
"Method Code": "str", "Method Name": "str", "Local Site Name": "str", "Address": "str", "State Name": "str",
"County Name": "str", "City Name": "str", "CBSA Name": "str", "Date of Last Change": "str"
}
RENAME_HEADERS_LIST: >-
{ "State Code": "state_code",
"County Code": "county_code",
"Site Num": "site_num",
"Parameter Code": "parameter_code",
"POC": "poc",
"Latitude": "latitude",
"Longitude": "longitude",
"Datum": "datum",
"Parameter Name": "parameter_name",
"Sample Duration": "sample_duration",
"Pollutant Standard": "pollutant_standard",
"Date Local": "date_local",
"Units of Measure": "units_of_measure",
"Event Type": "event_type",
"Observation Count": "observation_count",
"Observation Percent": "observation_percent",
"Arithmetic Mean": "arithmetic_mean",
"1st Max Value": "first_max_value",
"1st Max Hour": "first_max_hour",
"AQI": "aqi",
"Method Code": "method_code",
"Method Name": "method_name",
"Local Site Name": "local_site_name",
"Address": "address",
"State Name": "state_name",
"County Name": "county_name",
"City Name": "city_name",
"CBSA Name": "cbsa_name",
"Date of Last Change": "date_of_last_change"
}
OUTPUT_CSV_HEADERS: >-
[
"state_code",
"county_code",
"site_num",
"parameter_code",
"poc",
"latitude",
"longitude",
"datum",
"parameter_name",
"sample_duration",