Demo Dask Customer Analysis

Usage

• Usage
• Demo Dask Customer Analysis
• Directory Structure
• License
• Installation
• Contributing
• Code of conduct

What is Demo Dask Customer Analysis

Taipy is a Python library for creating Business Applications. More information on our website.

Demo Dask Customer Analysis focuses on the seamless integration of Dask (for handling out-of-core data) with Taipy, a Python library used for pipeline orchestration and scenario management.

Demo Type

• Level: Intermediate
• Topic: GUI/Core

How to run

This demo works with a Python version superior to 3.8. Install the dependencies of the requirements.txt and run the app.ipynb.

Introduction

This application covers a data workflow with 4 tasks:

• Data Preprocessing and Customer Scoring

• Read and process a large dataset using Dask: feature Engineering and Segmentation

• Score customers based on purchase behavior. Segment Analysis: Segment customers into different categories based on scores and other factors.

• Summary Statistics for High-Value Customers Analyze each customer segment to derive insights.

Directory Structure

• src/: Contains the demo source code.
  • algos/ ├─ algo.py: ur existing code with 4 tasks.
  • data/ ├─ SMALL_amazon_customers_data.csv: a sample dataset.
  • app.ipynb: Jupyter Notebook for running our sample data application.
  • config.py: Taipy configuration which models our data workflow.
  • config.toml: (Optional) Taipy configuration in TOML made using Taipy Studio.
• CODE_OF_CONDUCT.md: Code of conduct for members and contributors of demo-dask-customer-analysis.
• CONTRIBUTING.md: Instructions to contribute to demo-dask-customer-analysis.
• INSTALLATION.md: Instructions to install demo-dask-customer-analysis.
• LICENSE: The Apache 2.0 License.
• Pipfile: File used by the Pipenv virtual environment to manage project dependencies.
• README.md: Current file.

License

Copyright 2022 Avaiga Private Limited

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

Installation

Want to install Demo Dask Customer Analysis? Check out our INSTALLATION.md file.

Contributing

Want to help build Demo Dask Customer Analysis? Check out our CONTRIBUTING.md file.

Code of conduct

Want to be part of the Demo Dask Customer Analysis community? Check out our CODE_OF_CONDUCT.md file.