DATA_CLEANSING_PIPELINE

{
    "artifact": {
        "name": "cdap-data-pipeline",
        "version": "6.6.0",
        "scope": "SYSTEM"
    },
    "description": "Pipeline that cleans raw shipment data and loads it into a logistics data lake.",
    "name": "Shipment-Data-Cleansing",
    "config": {
        "resources": {
            "memoryMB": 1024,
            "virtualCores": 1
        },
        "driverResources": {
            "memoryMB": 1024,
            "virtualCores": 1
        },
        "connections": [
            {
                "from": "Raw Shipping Data",
                "to": "Parse and Clean"
            },
            {
                "from": "Parse and Clean",
                "to": "Cleaned Shipments"
            },
            {
                "from": "Parse and Clean",
                "to": "Cleanup Errors"
            },
            {
                "from": "Cleanup Errors",
                "to": "Invalid Shipment Data"
            }
        ],
        "comments": [],
        "postActions": [],
        "properties": {},
        "processTimingEnabled": true,
        "stageLoggingEnabled": true,
        "stages": [
            {
                "name": "Raw Shipping Data",
                "plugin": {
                    "name": "GCSFile",
                    "type": "batchsource",
                    "label": "Raw Shipping Data",
                    "artifact": {
                        "name": "google-cloud",
                        "version": "0.19.0",
                        "scope": "SYSTEM"
                    },
                    "properties": {
                        "filenameOnly": "false",
                        "copyHeader": "false",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"body\",\"type\":\"string\"}]}",
                        "path": "gs://lineage-tutorial/logistics/",
                        "format": "text",
                        "project": "dis-user-guide",
                        "recursive": "false",
                        "referenceName": "Raw_Shipping_Data",
                        "serviceFilePath": "auto-detect"
                    }
                },
                "outputSchema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"body\",\"type\":\"string\"}]}",
                "id": "Raw-Shipping-Data"
            },
            {
                "name": "Parse and Clean",
                "plugin": {
                    "name": "Wrangler",
                    "type": "transform",
                    "label": "Parse and Clean",
                    "artifact": {
                        "name": "wrangler-transform",
                        "version": "4.6.0",
                        "scope": "SYSTEM"
                    },
                    "properties": {
                        "workspaceId": "1921ec2484659206a9967b497dc93dd9",
                        "directives": "parse-as-csv :body ',' false\ndrop body\nset columns shipment_id,shipping_date,shipping_time,origin_country,origin_city,destination_country,destination_city,customer_id,size,product,region_id,hazardous_goods,handle_with_care,time_to_ship,signature_required,weight,zipcode,price\nset-type :price float\nset-type :zipcode integer\nset-type :weight float\nfind-and-replace signature_required s/^Y$/true/g\nfind-and-replace signature_required s/^N$/false/g\nset-type :signature_required boolean\nfind-and-replace hazardous_goods s/^Y$/true/g\nfind-and-replace hazardous_goods s/^N$/false/g\nset-type :hazardous_goods boolean\nfind-and-replace handle_with_care s/^Y$/true/g\nfind-and-replace handle_with_care s/^N$/false/g",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"shipment_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_date\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_time\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"customer_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"size\",\"type\":[\"string\",\"null\"]},{\"name\":\"product\",\"type\":[\"string\",\"null\"]},{\"name\":\"region_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"hazardous_goods\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"handle_with_care\",\"type\":[\"string\",\"null\"]},{\"name\":\"time_to_ship\",\"type\":[\"string\",\"null\"]},{\"name\":\"signature_required\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"weight\",\"type\":[\"float\",\"null\"]},{\"name\":\"zipcode\",\"type\":[\"int\",\"null\"]},{\"name\":\"price\",\"type\":[\"float\",\"null\"]}]}",
                        "field": "*",
                        "precondition": "false"
                    }
                },
                "outputSchema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"shipment_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_date\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_time\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"customer_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"size\",\"type\":[\"string\",\"null\"]},{\"name\":\"product\",\"type\":[\"string\",\"null\"]},{\"name\":\"region_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"hazardous_goods\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"handle_with_care\",\"type\":[\"string\",\"null\"]},{\"name\":\"time_to_ship\",\"type\":[\"string\",\"null\"]},{\"name\":\"signature_required\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"weight\",\"type\":[\"float\",\"null\"]},{\"name\":\"zipcode\",\"type\":[\"int\",\"null\"]},{\"name\":\"price\",\"type\":[\"float\",\"null\"]}]}",
                "inputSchema": [
                    {
                        "name": "Raw Shipping Data",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"body\",\"type\":\"string\"}]}"
                    }
                ],
                "id": "Parse-and-Clean"
            },
            {
                "name": "Cleaned Shipments",
                "plugin": {
                    "name": "BigQueryTable",
                    "type": "batchsink",
                    "label": "Cleaned Shipments",
                    "artifact": {
                        "name": "google-cloud",
                        "version": "0.19.0",
                        "scope": "SYSTEM"
                    },
                    "properties": {
                        "project": "auto-detect",
                        "serviceFilePath": "auto-detect",
                        "operation": "insert",
                        "truncateTable": "false",
                        "allowSchemaRelaxation": "false",
                        "location": "US",
                        "createPartitionedTable": "false",
                        "partitionFilterRequired": "false",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"shipment_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_date\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_time\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"customer_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"size\",\"type\":[\"string\",\"null\"]},{\"name\":\"product\",\"type\":[\"string\",\"null\"]},{\"name\":\"region_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"hazardous_goods\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"handle_with_care\",\"type\":[\"string\",\"null\"]},{\"name\":\"time_to_ship\",\"type\":[\"string\",\"null\"]},{\"name\":\"signature_required\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"weight\",\"type\":[\"float\",\"null\"]},{\"name\":\"zipcode\",\"type\":[\"int\",\"null\"]},{\"name\":\"price\",\"type\":[\"float\",\"null\"]}]}",
                        "referenceName": "Cleaned-Shipments",
                        "dataset": "logistics_demo",
                        "table": "delayed_shipments_us"
                    }
                },
                "outputSchema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"shipment_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_date\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_time\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"customer_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"size\",\"type\":[\"string\",\"null\"]},{\"name\":\"product\",\"type\":[\"string\",\"null\"]},{\"name\":\"region_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"hazardous_goods\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"handle_with_care\",\"type\":[\"string\",\"null\"]},{\"name\":\"time_to_ship\",\"type\":[\"string\",\"null\"]},{\"name\":\"signature_required\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"weight\",\"type\":[\"float\",\"null\"]},{\"name\":\"zipcode\",\"type\":[\"int\",\"null\"]},{\"name\":\"price\",\"type\":[\"float\",\"null\"]}]}",
                "inputSchema": [
                    {
                        "name": "Parse and Clean",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"shipment_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_date\",\"type\":[\"string\",\"null\"]},{\"name\":\"shipping_time\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"origin_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_country\",\"type\":[\"string\",\"null\"]},{\"name\":\"destination_city\",\"type\":[\"string\",\"null\"]},{\"name\":\"customer_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"size\",\"type\":[\"string\",\"null\"]},{\"name\":\"product\",\"type\":[\"string\",\"null\"]},{\"name\":\"region_id\",\"type\":[\"string\",\"null\"]},{\"name\":\"hazardous_goods\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"handle_with_care\",\"type\":[\"string\",\"null\"]},{\"name\":\"time_to_ship\",\"type\":[\"string\",\"null\"]},{\"name\":\"signature_required\",\"type\":[\"boolean\",\"null\"]},{\"name\":\"weight\",\"type\":[\"float\",\"null\"]},{\"name\":\"zipcode\",\"type\":[\"int\",\"null\"]},{\"name\":\"price\",\"type\":[\"float\",\"null\"]}]}"
                    }
                ],
                "id": "Cleaned-Shipments"
            },
            {
                "name": "Cleanup Errors",
                "plugin": {
                    "name": "ErrorCollector",
                    "type": "errortransform",
                    "label": "Cleanup Errors",
                    "artifact": {
                        "name": "core-plugins",
                        "version": "2.8.0",
                        "scope": "SYSTEM"
                    },
                    "properties": {
                        "messageField": "msg",
                        "codeField": "code",
                        "stageField": "node"
                    }
                },
                "outputSchema": [
                    {
                        "name": "etlSchemaBody",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"body\",\"type\":\"string\"},{\"name\":\"msg\",\"type\":\"string\"},{\"name\":\"code\",\"type\":\"int\"},{\"name\":\"node\",\"type\":\"string\"}]}"
                    }
                ],
                "inputSchema": [
                    {
                        "name": "Parse and Clean",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"body\",\"type\":\"string\"}]}"
                    }
                ],
                "id": "Cleanup-Errors"
            },
            {
                "name": "Invalid Shipment Data",
                "plugin": {
                    "name": "BigQueryTable",
                    "type": "batchsink",
                    "label": "Invalid Shipment Data",
                    "artifact": {
                        "name": "google-cloud",
                        "version": "0.19.0",
                        "scope": "SYSTEM"
                    },
                    "properties": {
                        "project": "auto-detect",
                        "serviceFilePath": "auto-detect",
                        "operation": "insert",
                        "truncateTable": "false",
                        "allowSchemaRelaxation": "false",
                        "location": "US",
                        "createPartitionedTable": "false",
                        "partitionFilterRequired": "false",
                        "referenceName": "Invalid-Shipment-Data",
                        "table": "invalid_shipment_data",
                        "dataset": "logistics_demo",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"body\",\"type\":\"string\"},{\"name\":\"msg\",\"type\":\"string\"},{\"name\":\"code\",\"type\":\"int\"},{\"name\":\"node\",\"type\":\"string\"}]}"
                    }
                },
                "outputSchema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"body\",\"type\":\"string\"},{\"name\":\"msg\",\"type\":\"string\"},{\"name\":\"code\",\"type\":\"int\"},{\"name\":\"node\",\"type\":\"string\"}]}",
                "inputSchema": [
                    {
                        "name": "Cleanup Errors",
                        "schema": "{\"type\":\"record\",\"name\":\"etlSchemaBody\",\"fields\":[{\"name\":\"body\",\"type\":\"string\"},{\"name\":\"msg\",\"type\":\"string\"},{\"name\":\"code\",\"type\":\"int\"},{\"name\":\"node\",\"type\":\"string\"}]}"
                    }
                ],
                "id": "Invalid-Shipment-Data"
            }
        ],
        "schedule": "0 * * * *",
        "engine": "mapreduce",
        "numOfRecordsPreview": 100,
        "rangeRecordsPreview": {
            "min": 1,
            "max": "5000"
        },
        "description": "Pipeline that cleans raw shipment data and loads it into a logistics data lake.",
        "maxConcurrentRuns": 1
    }
}