An exploratory data analysys (EDA) tool for time series data
Project description
📘 Urecsys EDA Tool
Welcome to the Urecsys Exploratory Data Analysis (EDA) tools. This toolkit provides various features for analyzing and visualizing your datasets.
Overview
EDA is a crucial step in the data analysis process that helps you:
- Summarize main characteristics of datasets
- Detect anomalies
- Uncover patterns
- Visualize data relationships
Getting Started
- Set up a virtual environment:
python -m venv .venv
source .venv/bin/activate
Tip: You can also create a virtual environment in VS Code by pressing
Ctrl+Shift+P(⌘ + Shift + Pon macOS), typingPython: Create Environment, and following the prompts.
- Install dependencies using Poetry:
poetry install
- Launch the EDA tool:
streamlit run 0_📘_EDA.py
Tip: You can type
streamlit run 0and press Tab for auto-completion
-
Once launched, navigate to 🏠Overview in the sidebar
-
Upload your pickle file to begin analysis
Development
Adding New EDA Features
New EDA tools should be added under the eda/pages directory following this naming convention:
<number>_<emoji>_<title>.py
Example: 1_📊_overview.py
This naming pattern ensures proper ordering and visual organization in the Streamlit sidebar.
To create a new EDA page, you can start by copying the 101_📝_Template.py file. This template provides a basic structure for your new page.
Replace <number>, <emoji>, and <title> with appropriate values for your new page. This will help maintain consistency and organization within the project.
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