⚡ WELCOME TO THE DATA DUNGEON ⚡

You've been trapped in the Analytics Lab by a rogue AI that's taken over the building! 🤖

The only way out? Solve analytics puzzles using the skills you've learned all semester:

📊 Regression Analysis • 🎯 Clustering • 📝 Text Analytics • 📈 Statistical Patterns

Each room has a unique challenge. Crack the code, unlock the door, and escape before time runs out!

🎯 Room 1: The Clustering Chamber

LOCKED

The door lock displays a scatter plot of customer data. The AI taunts you:

"These customers fall into distinct groups. Tell me how many clusters you see, and I might let you pass..."

How many customer segments do you see?

💡 Look for groups of points that are close together but far from other groups. Each color represents a different pattern in the data!

✅ CORRECT! The door clicks open...

❌ Not quite. Look more carefully at the groupings...

📈 Room 2: The Regression Room

LOCKED

A holographic display shows sales data. The AI challenges you:

"If temperature is 85°F and we spend $5000 on advertising, what will our ice cream sales be? Use this model: Sales = 500 + (12 × Temp) + (0.8 × AdSpend)"

Temperature (°F)	Ad Spend ($)	Sales ($)
70	3000	3740
75	4000	4600
80	3500	5260
90	5500	6980
65	2000	2880

Calculate the predicted sales (round to nearest dollar):

💡 Remember the formula: Sales = 500 + (12 × Temp) + (0.8 × AdSpend)
Substitute Temp = 85 and AdSpend = 5000, then calculate step by step!

✅ EXCELLENT! Your regression skills have unlocked this door!

❌ Check your calculation. Remember to follow order of operations!

📝 Room 3: The Sentiment Sanctum

LOCKED

Customer reviews float across the screen. The AI demands:

"Analyze these reviews. How many are positive, negative, and neutral? The door code is: [Positive][Negative][Neutral]"

Review 1: "This product is absolutely amazing! Best purchase ever! ⭐⭐⭐⭐⭐"

Review 2: "Completely disappointed. Waste of money. Would not recommend. ⭐"

Review 3: "It's okay. Does what it's supposed to do. Nothing special. ⭐⭐⭐"

Review 4: "Terrible quality! Broke after one day! Demanding a refund! ⭐"

Review 5: "Exceptional service! Love this company! Will buy again! ⭐⭐⭐⭐⭐"

Review 6: "Product works as described. Decent value for the price. ⭐⭐⭐"

Enter the 3-digit code (PositiveNegativeNeutral):

💡 Look for emotional words and star ratings:
• Positive: amazing, love, exceptional + 4-5 stars
• Negative: disappointed, terrible, waste + 1-2 stars
• Neutral: okay, decent, nothing special + 3 stars

✅ PERFECT! Your text analytics skills are sharp!

❌ Count again. Pay attention to both words AND star ratings!

📊 Room 4: The Probability Portal

LOCKED

The final door shows A/B test results. The AI's last challenge:

"Two website designs were tested. Which performed better? And is it statistically significant?"

Design	Visitors	Conversions	Conversion Rate
Design A	5000	250	5.0%
Design B	5000	375	7.5%

Statistical Note: With this sample size, a 2.5% difference is statistically significant (p < 0.05)

💡 Compare the conversion rates: 5.0% vs 7.5% = 2.5% difference
The note says 2.5% difference IS statistically significant with this sample size!

✅ BRILLIANT! You've mastered all the analytics challenges!

❌ Think about both the conversion rates AND statistical significance!

🎉 ESCAPE SUCCESSFUL! 🎉

Time Remaining: 00:00

Rooms Escaped: 4/4

Hints Used: 0

Analytics Level: Master

🔒 ANALYTICS ESCAPE ROOM 🔒

⚡ WELCOME TO THE DATA DUNGEON ⚡

🎯 Room 1: The Clustering Chamber

📈 Room 2: The Regression Room

📝 Room 3: The Sentiment Sanctum

📊 Room 4: The Probability Portal

🎉 ESCAPE SUCCESSFUL! 🎉