4 Python practical projects to do for freshers in data analytics

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1️⃣ Exploratory Data Analysis (EDA) on a Public Dataset

Use a dataset from Kaggle or data.gov

Clean and preprocess the data

Perform statistical analysis and visualization

Draw insights and present findings

2️⃣ Stock Market Analysis Tool

Fetch real-time stock data using an API (e.g., yfinance)

Implement technical indicators (e.g., moving averages, RSI)

Create visualizations of stock performance

Build a simple prediction model

3️⃣ Social Media Sentiment Analysis

Collect tweets or Reddit posts using APIs

Preprocess text data

Perform sentiment analysis

Visualize sentiment trends over time

4️⃣ Customer Churn Prediction

Use a telecom or e-commerce dataset

Perform feature engineering

Build and compare multiple machine learning models

Evaluate model performance and interpret results

Hope it helps :)