Theme: The Titanic Time-Rift#

Your Role: You are a group of time-travelers. During a routine jump, your temporal engines malfunctioned, causing an emergency ejection. You’ve landed on the RMS Titanic on April 14, 1912, just hours before it sinks.

Your Goal: Your time machine is “phased,” and to bring it back into your timeline, you must find 4 “Temporal Coordinate Fragments” that were scattered across the ship during your crash-landing. You must collect all 4 and get to the rendezvous point before the ship sinks.

The Challenge: Each fragment is hidden behind a data analysis puzzle. Only by applying real data science skills can you unlock them and escape your fate.

Finding the Forged Passenger Card#

Story#

You’ve just boarded and been caught as stowaways. You’re locked in the Purser’s Office. On the desk is a stack of passenger registration cards. To prove your intelligence and earn your freedom, you must identify the forged card among them.

Challenge#

• Task: Identify 1 forged card among 6 passenger registration cards
• Data: 5 cards contain authentic passenger data from the Titanic dataset
• Anomaly: 1 card is statistically impossible - a cleverly generated anomaly

Technical Details#

Player Experience#

• Display: 6 passenger cards (Name, Class, Age, Sex, Fare, Embarked)
• Hint: Box plot showing authentic fare distributions by class (min, max, median)
• Solution: Compare each card’s fare against the box plot to find which falls outside the expected range

Visual Examples#

Box Plot Hint Chart:

Caption: Statistical visualization showing min, max, and median fares for each passenger class

Game Interface Screenshot:

Caption: Players see 6 passenger cards and must identify the forged one

Example from Generated Game#

Real Passenger Cards (5):

1. West, Mrs. Edwy Arthur - 2nd Class, £27.75
2. Charters, Mr. David - 3rd Class, £7.73
3. Asplund, Miss. Lillian Gertrud - 3rd Class, £31.39
4. Rice, Master. Eugene - 3rd Class, £29.12
5. Maisner, Mr. Simon - 3rd Class, £8.05

Forged Card (1):

• Ryerson, Miss. Emily Borie - 2nd Class, £100.76 ❌
• Why it’s impossible: 2nd class fares range from £10.50-£73.50, but this card shows £100.76, which is far above the maximum

Reward#

✨ Temporal Coordinate Fragment 1 ✨ - Hidden beneath the forged card

Survival Probability Analysis#

Story#

You’ve reached the Lifeboat Control Room. The control console demands a mysterious 4-digit binary code to activate the final escape system. You must deduce the code based on passenger survival analysis from Titanic dataset clues.

Challenge#

• Task: Predict which of 4 passengers survived (1) or perished (0)
• Data: 4 passenger cards with Name, Pclass, Age, Sex, Fare, Embarked
• Output: A 4-bit binary code (e.g., “1001”)

Technical Details#

Player Experience#

• Display: 4 passenger cards
• Hints: Interactive survival rate charts (heatmap + bar chart)
• Solution: Apply statistical reasoning to predict each passenger’s fate

Visual Examples#

Survival Rate Heatmap (Sex vs Pclass):

Caption: Heatmap showing survival probabilities based on gender and passenger class

Survival Rate Bar Chart (Age Groups):

Caption: Bar chart displaying survival rates across different age groups

Game Interface Screenshot:

Caption: Players analyze 4 passenger cards with survival statistics to deduce the binary code

Example from Generated Game#

Passenger Cards:

1. Fox, Mr. Stanley Hubert - 2nd Class, Male, Age 36

   • Prediction: 0 (Male, 2nd Class = 15.7% survival rate)

2. Goldsmith, Mrs. Frank John - 3rd Class, Female, Age 31

   • Prediction: 1 (Female, 3rd Class = 50.0% survival rate)

3. Warren, Mrs. Frank Manley - 1st Class, Female, Age 60

   • Prediction: 1 (Female, 1st Class = 96.8% survival rate)

4. Nye, Mrs. (Elizabeth Ramell) - 2nd Class, Female, Age 29

   • Prediction: 1 (Female, 2nd Class = 92.1% survival rate)

Correct Code: 0111 ✅

Reward#

✨ Temporal Coordinate Fragment 2 ✨ - Unlocked from the lifeboat console

Monoalphabetic Cipher Decryption#

Story#

The Captain has called you to the deck with an urgent mission. Telegrams have been intercepted from the ship’s Marconi machine—there’s a stowaway on board! The dastardly stowaway has scrambled one telegram using a mysterious code. The Captain has created a list of 10 suspects. Can you decipher the letter and identify the stowaway before they get away?

Challenge#

• Task: Decode an encrypted letter and identify the stowaway from a list of suspects
• Given to Player:
  • An unencrypted intercepted letter
  • An encrypted letter (same sender, different content)
  • A list of 10 possible suspect names
  • An automatic decoder (optional hint)
• Goal: Decrypt the message to reveal passenger information (class, fare, age), then match to the correct suspect

Technical Details#

Player Experience#

• Display: Two letters side-by-side (one encrypted, one not)
• Hint: Optional automatic decoder tool
• Solution: Pattern matching and frequency analysis to break the cipher

Visual Examples#

Game Interface Screenshot:

Caption: Players compare the intercepted letter with the encrypted letter to break the cipher

Example from Generated Game#

Intercepted Letter (Plaintext):

1
R.M.S. TITANIC
2
MARCONI WIRELESS SERVICE
3
APRIL 12, 1912
4
To Mr. David Smith
5
Good afternoon, I have snuck aboard this mighty vessel.
6
Now time to implement my darstardly plan!
7
Yours Sincerely,
8

9
A Guest of the Deep

Encrypted Letter (Ciphertext):

1
c.s.r. yfytbfd
2
stcdibf lfckhkrr rkcufdk
3
tecfh 12, 1912
4
sq rkdcky thftr fr sc jtskr sictb
5

6
t mxkry ia yvk okke

Solution Process:

1. Notice “R.M.S. TITANIC” → “c.s.r. yfytbfd”
2. Map letters: R→c, M→s, S→r, T→y, I→f, etc.
3. Build complete cipher key
4. Decrypt hidden message revealing passenger identity
5. Match to suspect list

Reward#

✨ Temporal Coordinate Fragment 3 ✨ - Hidden in the decoded message

LLM-Generated Cryptic Clues & Outlier Detection#

Story#

Two time-traveling imposters have taken the final temporal fragment and hidden it. A friend at Time Traveling HQ sent a transmission naming these imposters. However, enemy time travelers intercepted and warped the transmission. Now it only contains cryptic hints. Furthermore, the imposters added hints to non-saboteur passengers. Your task has two parts.

Challenge Part 1: Decode Cryptic Messages#

Challenge Part 2: Expose Data Anomalies#

Player Experience#

• Part 1: LLM-generated riddles requiring creative interpretation
• Part 2: Data visualization analysis (box plots)
• Solution: Combine linguistic reasoning with statistical outlier detection

Reward#

✨ Temporal Coordinate Fragment 4 ✨ - Recovered from the imposters

Learning Objectives#

This escape room teaches essential data science skills through immersive gameplay:

1. Anomaly Detection (Challenge 1) - Statistical distributions and data validation
2. Predictive Analysis (Challenge 3) - Probability and correlation analysis
3. Pattern Recognition (Challenge 4) - Cryptography and string manipulation
4. Outlier Detection (Challenge 5) - Box plot interpretation and NLP reasoning

Technical Stack#

• Language: Python
• Libraries: Pandas, Seaborn, Matplotlib
• Data: Titanic dataset (891 passengers)
• Output: JSON data + HTML visualization
• AI: LLM integration for cryptic clue generation

Success Criteria#

Collect all 4 Temporal Coordinate Fragments by solving data challenges, repair the time machine, and escape before the Titanic sinks!

🚢 The clock is ticking… Can you escape in time? ⏰