Hands-on workshop using pandas, matplotlib and seaborn on a Netflix catalogue dataset — exploratory analysis, visual storytelling and executive-ready insights in two intensive days.
⏱Duration: 2 days / 16 hrs
💻Format: Workshop + Live Notebooks
🌐Delivery: On-site · Virtual
✅Pass rate: 96%
📅Next intake: 14 Oct 2026
🐼
pandas fluency
Filter, group, merge at speed
📊
Visuals
Charts that answer business questions
🎬
Domain story
Content strategy metrics that resonate
📑
Deliverable
Slide-ready insight pack
What this workshop is
Turn streaming data into decisions.
Inspired by our popular community session, this workshop walks analysts through a real Netflix-style catalogue dataset — genres, ratings, release trends and regional availability — to practice the exact pandas patterns used in Malaysian media and e-commerce analytics teams.
You leave with a cleaned notebook and a five-slide insight narrative suitable for stakeholder meetings.
Ideal warm-up before SQL for Data Professionals, PL-300 or our Python bootcamp.
Who should take this course
📊
Analysts
Excel power users moving to Python.
🎓
Students
Portfolio notebook for internships.
📈
Marketing
Campaign analysts exploring data stories.
💼
Managers
Hands-on literacy, not theory.
🏢
Teams
Fun team-building with skills.
🧪
Hackathon fans
Structured version of our community lab.
Prerequisites
✓ Basic Python or completion of Python Bootcamp day 1-2 material
✓ Laptop with Jupyter or VS Code
→ Dataset and starter notebook provided — no install friction on corporate networks.
Workshop Agenda
Two days. Notebook to slides.
Minimal lecture — maximum guided exploration with instructor checkpoints.
Workshop Labs
Live. Collaborative.
Teams rotate presenter role in afternoon stand-ups.
01
Clean
Standardise columns.
Data
02
Explore
Top 5 business questions.
EDA
03
Visualise
Three chart storyboard.
Viz
04
Present
5-slide insight deck.
Story
+ Optional homework: extend analysis with external API metadata.
Assessment
Insight presentation. Practical.
Submit notebook + short slide deck; present key finding in 8 minutes.
Workshop rubric
NotebookReproducible cells
ChartsAppropriate types & labels
InsightActionable recommendation
PassingMeets rubric
RetriesEmail revision within 7 days
0%
Pass Rate
96% deliver insight deck on time.
We coach presentation — analysts fail when charts lack a headline, not when code is wrong.
pandasseabornStorytelling96% passWorkshop
Why our pass rate is 96%
Passive webinars
No artefact.
Nexperts
Notebook + slides required.
Continue learning
Go deeper with certs.
Progress to SQL for Data Professionals, Python Bootcamp or PL-300.
