Pandas for Data Analysts #5 | Clean Dirty Data Like a Pro 🧹 Real HR Dataset Project
Автор: AI Simplified with Dheeraj
Загружено: 2026-01-01
Просмотров: 214
🔥 Pandas for Data Analysts — Episode #5 🔥
In this video, we clean a REAL messy HR dataset — just like companies do.
If you want to become a Data Analyst, THIS is the most important skill:
80% of a data analyst’s job = Data Cleaning.
📌 What You Will Learn Today:
✅ Identify missing values, duplicates & errors
✅ Standardize text & fix wrong spellings
✅ Convert messy salary formats (₹60,000 / 60k / 60,000)
✅ Clean wrong dates & experience fields
✅ Fix incorrect performance scores
✅ Export a fully clean dataset ready for dashboards & ML models
💼 Real-World Mini Project — HR Data Cleaning Pipeline
We will generate:
1️⃣ clean_hr_data_ready.csv
2️⃣ Salary-filled dataset
3️⃣ Training-ready experience column
📂 Dataset used: messy_hr_data.csv (1000 rows – real corporate-style dirty data)
🎯 Why this video matters:
Data Cleaning = most important & most ignored skill.
This video teaches it in a REAL business scenario — not theory.
📚 Full Pandas Playlist:
• Python for Beginners 🚀 | Python for Data A...
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