Coder Social home page Coder Social logo

athena2pd's Introduction

athena2pd

License: MIT

athena2pd - Amazon Athena to Pandas Dataframe

About

Useful tool to help simplify the access of databases stored in Amazon Athena by using SQL and pandas DataFrames.

The end user simply needs to provide the query and the bucket where the results are stored, then this package will run the query and return a DataFrame with the data in it, ready to be used for whatever is desired.

Installation

Use the package manager pip to install athena2pd.

pip install athena2pd

Usage

Before use, you will need an AWS key pair, and an IAM profile set up to access both Amazon Athena and S3.

Using local .aws/ files is the safest way to connect, rather than providing the keys in the code. See the example files below:

The .aws/credentials file is set up like this:

[default]
aws_access_key_id = {access_key_id}
aws_secret_access_key = {secret_access_key}

...

In addition, the .aws/config is set up similar to this:

[default]
output = json
region = us-east-1

[profile athena-role]
role_arn = arn:aws:iam::{iam-id-number}:role/{role-name}
source_profile = default
region = us-east-1

...

Once that is set up, in your python code, the athena2pd package can be used like so:

from athena2pd import AthenaDFConnector

# Initialize the AthenaDFConnector object
ath = AthenaDFConnector(aws_profile_name='athena-role')

# Example SQL query
sql_query = '''
SELECT COUNT(*) AS Count
FROM testcatalog.testdatabase.testtable
'''

# Example output location
output_loc = 's3://bucket-name/sub/folder'

# Query Athena and load into a pandas DataFrame
df = ath.query(query_string=sql_query, s3_output_location=output_loc)

Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Please make sure to update tests as appropriate.

License

MIT

athena2pd's People

Contributors

joedementri avatar

Stargazers

 avatar  avatar

Watchers

 avatar

Forkers

yitzikc

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.