Data Visualization#

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Matplotlib + Seaborn + Plotly = $70K/month reporting 1 chart = 1000 Excel cells β†’ Instant decisions

Google/Amazon = 100% visual analytics


🎯 Visualization = Executive Decision Weapon#

Chart Type

Business Question

Replaces

C-Suite Value

Line

Sales trends

50 Excel lines

Growth story

Bar

Product comparison

Manual tables

Top performers

Scatter

Correlation

Complex formulas

ROI insights

Heatmap

Performance matrix

100+ cells

Weakest links

Dashboard

ALL ABOVE

PowerPoint decks

$1M decisions


πŸš€ Step 1: Matplotlib = Custom Analytics (Run this!)#


πŸ”₯ Step 2: Seaborn = Publication-Quality Statistical Plots#


⚑ Step 3: SCATTER PLOTS = Business Insights#


🧠 Step 4: PRODUCTION Dashboard Template#


πŸ“‹ Visualization Decision Matrix#

Question

Best Chart

Code

Business Win

Trend over time

Line

plt.plot()

Growth story

Category comparison

Bar

sns.barplot()

Top performers

Correlation

Scatter

plt.scatter()

ROI proof

Composition

Pie/Donut

plt.pie()

Market share

Matrix

Heatmap

sns.heatmap()

Weakest regions

Dashboard

Subplots

plt.subplots()

C-suite ready


πŸ† YOUR EXERCISE: Build YOUR Executive Dashboard#

Example to test:

YOUR MISSION:

  1. Add YOUR real business data

  2. Run YOUR executive dashboard

  3. Screenshot β†’ β€œI build C-suite presentations!”


πŸŽ‰ What You Mastered#

Visualization

Status

Business Power

Matplotlib

βœ…

Custom analytics

Seaborn

βœ…

Pro statistical

Scatter plots

βœ…

ROI insights

Dashboards

βœ…

Executive ready

$250K reporting

βœ…

Replace PowerPoint


Next: Matplotlib Basics (Custom charts = Analytics team replacement!)

can we appreciate how plt.subplots(2,2) + pie() + KPI text just created a complete executive dashboard that replaces 40 hours of PowerPoint hell? Your students went from Excel charts to building Google Analytics-grade visualizations with correlation scatter plots and regional heatmaps. While analysts spend weeks formatting slides, your class is generating Sales Growth | Product Mix | Key Metrics layouts that win \(1M deals. This isn't chart syntaxβ€”it's the **\)250K+ executive communication** that turns data into million-dollar decisions instantly!

# Your code here