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Building a real-time adverse event monitoring system for social media data using Amazon SageMaker and Amazon QuickSight

License: MIT No Attribution

Python 92.12% Batchfile 0.27% Jupyter Notebook 7.61%

aws-cdk-adverse-event-detection-app's Introduction

Welcome to your Adverse Event Python project!

The Adverse Event project is templatized with Amazon CDK. The cdk.json file tells the CDK Toolkit how to execute your app.

This project is set up like a standard Python project. The initialization process also creates a virtualenv within this project, stored under the .venv directory. To create the virtualenv it assumes that there is a python3 executable in your path with access to the venv package. If for any reason the automatic creation of the virtualenv fails, you can create the virtualenv manually once the init process completes.

To manually create a virtualenv on MacOS and Linux:

python3 -m venv .venv

After the init process completes and the virtualenv is created, you can use the following step to activate your virtualenv.

$ source .venv/bin/activate

Once the virtualenv is activated, you can install the required dependencies.

pip install -r requirements.txt

Download en_core_web_sm

python -m spacy download en_core_web_sm

At this point you can now synthesize the CloudFormation template for this code.

cdk synth
cdk deploy --all

Alternatively, you can also deploy the stacks one by one, by doing:

cdk deploy ae-bucket
cdk deploy ae

Navigate to Cloud9, in stream_config.py add credentials to lines 2-6 and 17-18 and save the file.

Back in Cloud9, make sure you are in ae-blog-cdk and run the following command to initate the listener:

python cloud9/stream.py

You can now begin exploring the source code, contained in the hello directory. There is also a very trivial test included that can be run like this:

pytest

To add additional dependencies, for example other CDK libraries, just add to your requirements.txt file and rerun the pip install -r requirements.txt command.

Useful commands

  • cdk ls list all stacks in the app
  • cdk synth emits the synthesized CloudFormation template
  • cdk deploy deploy this stack to your default AWS account/region
  • cdk diff compare deployed stack with current state
  • cdk docs open CDK documentation

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