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36 lines
946 B
Plaintext
36 lines
946 B
Plaintext
=== TITANIC DATASET ANALYSIS SUMMARY ===
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Dataset shape: (891, 20)
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Total passengers: 891
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Survivors: 342 (38.38%)
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KEY FINDINGS:
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1. Gender disparity: Female survival rate was much higher than male.
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- Female: 74.20%
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- Male: 18.89%
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2. Class disparity: Higher classes had better survival rates.
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- Class 1: 62.96% (136/216)
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- Class 2: 47.28% (87/184)
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- Class 3: 24.24% (119/491)
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3. Children had better survival rates than adults.
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- Child (0-12): 57.97% (40/69)
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- Teen (13-18): 42.86% (30/70)
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- Young Adult (19-30): 35.56% (96/270)
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- Adult (31-50): 42.32% (102/241)
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- Senior (51+): 34.38% (22/64)
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4. Passengers with cabins had much higher survival rates.
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- With cabin: 66.67%
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- Without cabin: 29.99%
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5. Family size affected survival.
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- Alone: 30.35%
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- With family: 50.56%
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6. Embarkation port correlated with survival.
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- Port C: 55.36% (93/168)
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- Port Q: 38.96% (30/77)
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- Port S: 33.70% (217/644)
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