Creating dashboard apps with Data Contextualization¶
The samples included with this document helps you to use the Data Contextualization APIs to quickly create an application that can generate cross-domain schemas, query the data and create a simple dashboard to consume the query data.
Note
- Data Contextualization is only applicable for Local Private Cloud.
- Business query is not applicable for Private Cloud.
Prerequisites¶
The following prerequisites must be fulfilled to use these samples:
- You have a REST client to access APIs. For e.g. Postman.
- Before using the samples, you need to obtain an OAuth bearer access token from Insights Hub. Please refer to the self-hosted application guideline or contact support team for further details.
- Register as user in SIOS to access Package for each example.
- Create the test data using REST endpoints provided by Data Contextualization, using Postman or similar REST client program. All these endpoints are also provided as Postman collection in SIOS. You can modify this as required.
- Import both the Postman collection from SIOS and the PROD.postman_environment.json file and select PROD as environment.
- Each example source code has set of instructions that need to be followed. Use “README.md” in the client code to update configuration and environment files for values that need to be updated before the client can work properly. Once the clients and support files are updated with appropriate values, they can be compiled.
Sample applications¶
Prerequisites to deploy the sample applications¶
- Access to Launchpad
- NPM manager installed with NodeJS
- Download and install Java with JDK and Maven (for crash analytics app only)
- In order to deploy app on Launchpad using Cloud Foundry, the Cloud Foundry set up must already be there on your local system. Please refer to Running Cloud Foundry hosted application or contact support team in case Cloud Foundry setup is not ready or not working.
The Package-SIOS¶
The following artifacts are available in SIOS which can be used after logging into SIOS:
- Source codes of the sample applications (air quality and crash analytics)
- Sample data
- Postman collection to use Data Contextualization APIs for Data Contextualization admin steps (along with sample request and response)
Example 1: Air Quality App¶
This is a step-by-step guide to leverage Data Contextualization services to create a simple air quality index dashboard that shows comparison of air quality across North America. The sample data used in this application is collected from epa.gov and uploaded in SIOS along with Reference app sample code.
To deploy this app, make sure that the prerequisites are fulfilled.
Procedure¶
- Register Data Sources: Create two data registries for monitoring site location and hourly air quality data for your sample application. For more information, refer Data Management APIs.
a. Use the following endpoint to create the hourly air quality data registry so that the hourly air quality data can be uploaded.
POST /dataRegistries
Provide the following values as JSON request while using above endpoint:
{
"dataTag": "aqi",
"filePattern": "hourlydata_[0-9]+.csv",
"fileUploadStrategy": "replace",
"sourceName": "airnow"
}
POST /dataRegistries
{
"dataTag": "monitoringsites",
"filePattern": "monitoring_site_locations.csv",
"fileUploadStrategy": "replace",
"sourceName": "airnow"
}
/dataUpload endpoint returns filePath. Use this filePath to start data ingest. 3. Data Ingestion: Start data ingest with retrieved
filePath. The /ingestJobs endpoint returns jobId that can be used to query or understand the current status of the uploaded file. Data Contextualization creates a schema after the job is completed. This sample application uses CSV files only. If you want to create another application with XML file, then provide a proper
defaultRootTag while creating a data registry. For more information on how to work with xml format refer Data Management APIs. a. Upload monitoring site sample data file using the following endpoint:
POST /dataUpload
POST /ingestJobs endpoint: {
"dataTag": "monitoringsites",
"filePath": "monitoring_site_locations.csv",
"sourceName": "airnow"
}
json { "dataTag": "aqi", "filePath": "hourlydata_001.csv", "sourceName": "airnow" } For each ingested file, Data Contextualization generates the schema that user can query upon. Use the query service endpoints to create query once files are uploaded successfully and schema is generated. User can verify the status of schema using /ingestJobStatus/{jobId}. This endpoint takes the jobid as request, this jobid is same as returned by above endpoints. Verify that job message in response JSON is “Finished”.
Note
The steps 2 and 3 are applicable if you have your own data lake. If you have data in Integrated Data Lake (IDL), you need to follow steps as in Data Management APIs for data ingest. For more information, refer Uploading data to Integrated Data Lake.
4.Query creation: Create a query to be used in Data Query Service. You can choose to create query based on physical schema or create a Semantic model and create business query based on this Semantic model. You can extract out the physical schema by using the following endpoint:
POST /searchSchemas
The json request for this endpoint is as below:
{
"schemas": [
{
"dataTag": "aqi",
"sourceName": "airnow"
},
{
"dataTag": "monitoringsites",
"sourceName": "airnow"
}
]
}
Once collections are created, you can either generate the Semantic model or create query using extracted physical schema.
Create a physical query¶
You can create a query by using POST /queries endpoint. For more information on query formats, refer Creating Query using Data Contextualization. For example, this sample application selects site, particle pollution parameter, air quality index value, longitude and latitude from two schemas generated above. This data is selected based on common aqsid where particle pollution parameter is PM2.5.
Query Request JSON¶
This query request will return the queryid. Store the queryid response and use this queryid as an input to sample application. Optionally, you can verify this queryid result by calling GET /queries/{id}/executionJobs/latestResults endpoint. Below is the partial sample response obtained by executing the above generated queryid.
Prepare a query based on the schema created by Data Contextualization:
SELECT
airnow04_aqi04.sitename,
airnow04_aqi04.parametername,
airnow04_aqi04.value,
airnow04_monitoringsites04.latitude,
airnow04_monitoringsites04.longitude
FROM
airnow04_aqi04
inner join airnow04_monitoringsites04 on airnow04_aqi04.aqsid = airnow04_monitoringsites04.aqsid
WHERE
airnow04_aqi04.parametername = 'PM2.5'
and airnow04_aqi04.parametername = airnow04_monitoringsites04.parametername
To add this query to create request, encode it using base64 encoder.
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
Create query request JSON:
{
"name": "AQI",
"description": "Query on the physical schema for air data quality",
"isBusinessQuery": false,
"isDynamic": false,
"sqlStatement": "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"
}
Query Response JSON¶
Response
{
"status": "CURRENT",
"timestamp": "2020-04-21T16:58:16.633Z",
"data": [
{
"airnow04_aqi04.sitename": "Mount Pearl",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 3,
"airnow04_monitoringsites04.latitude": 47.505,
"airnow04_monitoringsites04.longitude": -52.7947
},
{
"airnow04_aqi04.sitename": "Mount Pearl",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 29,
"airnow04_monitoringsites04.latitude": 47.505,
"airnow04_monitoringsites04.longitude": -52.7947
},
{
"airnow04_aqi04.sitename": "MacPherson Avenue - ",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 1,
"airnow04_monitoringsites04.latitude": 48.95224,
"airnow04_monitoringsites04.longitude": -57.92207
},
{
"airnow04_aqi04.sitename": "MacPherson Avenue - ",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 1,
"airnow04_monitoringsites04.latitude": 48.95224,
"airnow04_monitoringsites04.longitude": -57.92207
},
{
"airnow04_aqi04.sitename": "Marystown/Burin",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": -1,
"airnow04_monitoringsites04.latitude": 47.098991,
"airnow04_monitoringsites04.longitude": -55.198521
},
{
"airnow04_aqi04.sitename": "Marystown/Burin",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 0,
"airnow04_monitoringsites04.latitude": 47.098991,
"airnow04_monitoringsites04.longitude": -55.198521
},
{
"airnow04_aqi04.sitename": "CHARLOTTETOWN",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 2,
"airnow04_monitoringsites04.latitude": 46.2406,
"airnow04_monitoringsites04.longitude": -63.1306
},
{
"airnow04_aqi04.sitename": "CHARLOTTETOWN",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 17,
"airnow04_monitoringsites04.latitude": 46.2406,
"airnow04_monitoringsites04.longitude": -63.1306
},
{
"airnow04_aqi04.sitename": "WELLINGTON",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 1,
"airnow04_monitoringsites04.latitude": 46.4783,
"airnow04_monitoringsites04.longitude": -63.9869
},
{
"airnow04_aqi04.sitename": "WELLINGTON",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 11,
"airnow04_monitoringsites04.latitude": 46.4783,
"airnow04_monitoringsites04.longitude": -63.9869
},
{
"airnow04_aqi04.sitename": "SOUTHAMPTON",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": -3,
"airnow04_monitoringsites04.latitude": 46.3864,
"airnow04_monitoringsites04.longitude": -62.5828
},
{
"airnow04_aqi04.sitename": "SOUTHAMPTON",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 11,
"airnow04_monitoringsites04.latitude": 46.3864,
"airnow04_monitoringsites04.longitude": -62.5828
},
{
"airnow04_aqi04.sitename": "JOHNSTON BUILDING -",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 12,
"airnow04_monitoringsites04.latitude": 44.647,
"airnow04_monitoringsites04.longitude": -63.574
},
{
"airnow04_aqi04.sitename": "JOHNSTON BUILDING -",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 12,
"airnow04_monitoringsites04.latitude": 44.647,
"airnow04_monitoringsites04.longitude": -63.574
},
{
"airnow04_aqi04.sitename": "Lake Major",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 6,
"airnow04_monitoringsites04.latitude": 44.7197,
"airnow04_monitoringsites04.longitude": -63.4819
},
{
"airnow04_aqi04.sitename": "Lake Major",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 27,
"airnow04_monitoringsites04.latitude": 44.7197,
"airnow04_monitoringsites04.longitude": -63.4819
},
{
"airnow04_aqi04.sitename": "PORT HAWKESBURY",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 1,
"airnow04_monitoringsites04.latitude": 45.61394,
"airnow04_monitoringsites04.longitude": -61.36235
},
{
"airnow04_aqi04.sitename": "PORT HAWKESBURY",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 15,
"airnow04_monitoringsites04.latitude": 45.61394,
"airnow04_monitoringsites04.longitude": -61.36235
},
{
"airnow04_aqi04.sitename": "SYDNEY",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 3,
"airnow04_monitoringsites04.latitude": 46.1425,
"airnow04_monitoringsites04.longitude": -60.1728
},
{
"airnow04_aqi04.sitename": "SYDNEY",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 18,
"airnow04_monitoringsites04.latitude": 46.1425,
"airnow04_monitoringsites04.longitude": -60.1728
},
{
"airnow04_aqi04.sitename": "AYLESFORD MOUNTAIN",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 8,
"airnow04_monitoringsites04.latitude": 45.0061,
"airnow04_monitoringsites04.longitude": -65
},
{
"airnow04_aqi04.sitename": "AYLESFORD MOUNTAIN",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 33,
"airnow04_monitoringsites04.latitude": 45.0061,
"airnow04_monitoringsites04.longitude": -65
},
{
"airnow04_aqi04.sitename": "PICTOU",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 0,
"airnow04_monitoringsites04.latitude": 45.6819,
"airnow04_monitoringsites04.longitude": -62.6953
},
{
"airnow04_aqi04.sitename": "PICTOU",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 10,
"airnow04_monitoringsites04.latitude": 45.6819,
"airnow04_monitoringsites04.longitude": -62.6953
},
{
"airnow04_aqi04.sitename": "KENTVILLE",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 11,
"airnow04_monitoringsites04.latitude": 45.04,
"airnow04_monitoringsites04.longitude": -64.29
},
{
"airnow04_aqi04.sitename": "KENTVILLE",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 35,
"airnow04_monitoringsites04.latitude": 45.04,
"airnow04_monitoringsites04.longitude": -64.29
},
{
"airnow04_aqi04.sitename": "FOREST HILLS",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 14,
"airnow04_monitoringsites04.latitude": 45.3092,
"airnow04_monitoringsites04.longitude": -66.0092
},
{
"airnow04_aqi04.sitename": "FOREST HILLS",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 18,
"airnow04_monitoringsites04.latitude": 45.3092,
"airnow04_monitoringsites04.longitude": -66.0092
},
{
"airnow04_aqi04.sitename": "SAINT JOHN WEST",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 10,
"airnow04_monitoringsites04.latitude": 45.2536,
"airnow04_monitoringsites04.longitude": -66.0803
},
{
"airnow04_aqi04.sitename": "SAINT JOHN WEST",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 25,
"airnow04_monitoringsites04.latitude": 45.2536,
"airnow04_monitoringsites04.longitude": -66.0803
},
{
"airnow04_aqi04.sitename": "CASTLE ST. SAINT JO",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 3,
"airnow04_monitoringsites04.latitude": 45.2803,
"airnow04_monitoringsites04.longitude": -66.0561
},
{
"airnow04_aqi04.sitename": "CASTLE ST. SAINT JO",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 3,
"airnow04_monitoringsites04.latitude": 45.2803,
"airnow04_monitoringsites04.longitude": -66.0561
},
{
"airnow04_aqi04.sitename": "MONCTON",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 1,
"airnow04_monitoringsites04.latitude": 46.11,
"airnow04_monitoringsites04.longitude": -64.79
},
{
"airnow04_aqi04.sitename": "MONCTON",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 8,
"airnow04_monitoringsites04.latitude": 46.11,
"airnow04_monitoringsites04.longitude": -64.79
},
{
"airnow04_aqi04.sitename": "ST ANDREWS",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 4,
"airnow04_monitoringsites04.latitude": 45.0892,
"airnow04_monitoringsites04.longitude": -67.0786
},
{
"airnow04_aqi04.sitename": "ST ANDREWS",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 21,
"airnow04_monitoringsites04.latitude": 45.0892,
"airnow04_monitoringsites04.longitude": -67.0786
},
{
"airnow04_aqi04.sitename": "BATHURST",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 3,
"airnow04_monitoringsites04.latitude": 47.6094,
"airnow04_monitoringsites04.longitude": -65.6333
},
{
"airnow04_aqi04.sitename": "BATHURST",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 14,
"airnow04_monitoringsites04.latitude": 47.6094,
"airnow04_monitoringsites04.longitude": -65.6333
},
{
"airnow04_aqi04.sitename": "Parc Primavere",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 5,
"airnow04_monitoringsites04.latitude": 46.77417,
"airnow04_monitoringsites04.longitude": -71.36972
},
{
"airnow04_aqi04.sitename": "Parc Primavere",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 16,
"airnow04_monitoringsites04.latitude": 46.77417,
"airnow04_monitoringsites04.longitude": -71.36972
},
{
"airnow04_aqi04.sitename": "Z�phirin",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 2,
"airnow04_monitoringsites04.latitude": 46.0419,
"airnow04_monitoringsites04.longitude": -72.66
},
{
"airnow04_aqi04.sitename": "Z�phirin",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 2,
"airnow04_monitoringsites04.latitude": 46.0419,
"airnow04_monitoringsites04.longitude": -72.66
},
{
"airnow04_aqi04.sitename": "Saint-Faustin",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 1,
"airnow04_monitoringsites04.latitude": 46.035,
"airnow04_monitoringsites04.longitude": -74.4819
},
{
"airnow04_aqi04.sitename": "Saint-Faustin",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 30,
"airnow04_monitoringsites04.latitude": 46.035,
"airnow04_monitoringsites04.longitude": -74.4819
},
{
"airnow04_aqi04.sitename": "B�cancour (Ar�na)",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 4,
"airnow04_monitoringsites04.latitude": 46.35,
"airnow04_monitoringsites04.longitude": -72.4333
},
{
"airnow04_aqi04.sitename": "B�cancour (Ar�na)",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 4,
"airnow04_monitoringsites04.latitude": 46.35,
"airnow04_monitoringsites04.longitude": -72.4333
},
{
"airnow04_aqi04.sitename": "Ottawa",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 5,
"airnow04_monitoringsites04.latitude": 45.4322,
"airnow04_monitoringsites04.longitude": -75.6764
},
{
"airnow04_aqi04.sitename": "Ottawa",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 23,
"airnow04_monitoringsites04.latitude": 45.4322,
"airnow04_monitoringsites04.longitude": -75.6764
},
{
"airnow04_aqi04.sitename": "Windsor Downtown",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 4,
"airnow04_monitoringsites04.latitude": 42.3144,
"airnow04_monitoringsites04.longitude": -83.0433
},
{
"airnow04_aqi04.sitename": "Windsor Downtown",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 24,
"airnow04_monitoringsites04.latitude": 42.3144,
"airnow04_monitoringsites04.longitude": -83.0433
},
{
"airnow04_aqi04.sitename": "Kingston",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 5,
"airnow04_monitoringsites04.latitude": 44.219867,
"airnow04_monitoringsites04.longitude": -76.521128
},
{
"airnow04_aqi04.sitename": "Kingston",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 27,
"airnow04_monitoringsites04.latitude": 44.219867,
"airnow04_monitoringsites04.longitude": -76.521128
},
{
"airnow04_aqi04.sitename": "Toronto Downtown",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 7,
"airnow04_monitoringsites04.latitude": 43.6619,
"airnow04_monitoringsites04.longitude": -79.3853
},
{
"airnow04_aqi04.sitename": "Toronto Downtown",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 27,
"airnow04_monitoringsites04.latitude": 43.6619,
"airnow04_monitoringsites04.longitude": -79.3853
},
{
"airnow04_aqi04.sitename": "Hamilton Downtown",
"airnow04_aqi04.parametername": "PM2.5",
"airnow04_aqi04.value": 5,
"airnow04_monitoringsites04.latitude": 43.2561,
"airnow04_monitoringsites04.longitude": -79.8617
},
{
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