# Select API Quickstart Guide [![Slack](https://slack.minio.io/slack?type=svg)](https://slack.minio.io) Traditional retrieval of objects is always as whole entities, i.e GetObject for a 5 GiB object, will always return 5 GiB of data. S3 Select API allows us to retrieve a subset of data by using simple SQL expressions. By using Select API to retrieve only the data needed by the application, drastic performance improvements can be achieved. > This implementation is compatible with AWS S3 Select API ### Implemention status: - Full S3 SQL syntax is supported - All aggregation, conditional, type-conversion and strings SQL functions are supported - JSONPath expressions are not yet evaluated - Large numbers (more than 64-bit) are not yet supported - Date related functions are not yet supported (EXTRACT, DATE_DIFF, etc) - S3's reserved keywords list is not yet respected ## 1. Prerequisites - Install Minio Server from [here](http://docs.minio.io/docs/minio-quickstart-guide). - Familiarity with AWS S3 API - Familiarity with Python and installing dependencies. ## 2. Install boto3 Install `aws-sdk-python` from AWS SDK for Python official docs [here](https://aws.amazon.com/sdk-for-python/) ## 3. Example As an example, let us take a gzip compressed CSV file. Without S3 Select, we would need to download, decompress and process the entire CSV to get the data you needed. With Select API, can use a simple SQL expression to return only the data from the CSV you’re interested in, instead of retrieving the entire object. Following Python example shows how to retrieve the first column `Location` from an object containing data in CSV format. Please replace ``endpoint_url``,``aws_access_key_id``, ``aws_secret_access_key``, ``Bucket`` and ``Key`` with your local setup in this ``select.py`` file. ```py #!/usr/bin/env/env python3 import boto3 s3 = boto3.client('s3', endpoint_url='http://localhost:9000', aws_access_key_id='minio', aws_secret_access_key='minio123', region_name='us-east-1') r = s3.select_object_content( Bucket='mycsvbucket', Key='sampledata/TotalPopulation.csv.gz', ExpressionType='SQL', Expression="select * from s3object s where s.Location like '%United States%'", InputSerialization={ 'CSV': { "FileHeaderInfo": "USE", }, 'CompressionType': 'GZIP', }, OutputSerialization={'CSV': {}}, ) for event in r['Payload']: if 'Records' in event: records = event['Records']['Payload'].decode('utf-8') print(records) elif 'Stats' in event: statsDetails = event['Stats']['Details'] print("Stats details bytesScanned: ") print(statsDetails['BytesScanned']) print("Stats details bytesProcessed: ") print(statsDetails['BytesProcessed']) ``` ## 4. Run the Program Upload first a sample dataset downloaded from [TotalPopulation.csv](https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/CSV_FILES/WPP2017_TotalPopulationBySex.csv) using the following commands. ```sh $ curl "https://esa.un.org/unpd/wpp/DVD/Files/1_Indicators%20(Standard)/CSV_FILES/WPP2017_TotalPopulationBySex.csv" > TotalPopulation.csv $ mc mb myminio/mycsvbucket $ gzip TotalPopulation.csv $ mc cp TotalPopulation.csv.gz myminio/mycsvbucket/sampledata/ ``` Now let us proceed to run our select example to query for `Location` which matches `United States`. ```sh $ python3 select.py 840,United States of America,2,Medium,1950,1950.5,79233.218,79571.179,158804.395 840,United States of America,2,Medium,1951,1951.5,80178.933,80726.116,160905.035 840,United States of America,2,Medium,1952,1952.5,81305.206,82019.632,163324.851 840,United States of America,2,Medium,1953,1953.5,82565.875,83422.307,165988.190 .... .... .... Stats details bytesScanned: 6758866 Stats details bytesProcessed: 25786743 ``` ## 5. Explore Further - [Use `mc` with Minio Server](https://docs.minio.io/docs/minio-client-quickstart-guide) - [Use `minio-go` SDK with Minio Server](https://docs.minio.io/docs/golang-client-quickstart-guide) - [Use `aws-cli` with Minio Server](https://docs.minio.io/docs/aws-cli-with-minio) - [Use `s3cmd` with Minio Server](https://docs.minio.io/docs/s3cmd-with-minio) - [The Minio documentation website](https://docs.minio.io)