{
    "action": "final",
    "content": "## Numeric Column Distributions\n\nI've analyzed all numeric columns in the Titanic dataset. Here's the distribution summary for each:\n\n### Age\n- **Range**: 0.42 to 80.0 years\n- **Mean**: 29.7 years\n- **Median**: 28.0 years\n- **Standard Deviation**: 14.5 years\n- **Coverage**: 714 of 891 passengers (177 missing values)\n- **Interpretation**: The distribution is fairly symmetric (mean ≈ median) with moderate spread. Ages span from infants to elderly passengers.\n\n### Fare\n- **Range**: £0.00 to £512.33\n- **Mean**: £32.20\n- **Median**: £14.45\n- **Standard Deviation**: £49.69\n- **Coverage**: Complete (891 values)\n- **Interpretation**: Highly right-skewed (mean >> median), indicating most passengers paid modest fares while a few paid extremely high amounts. The large standard deviation reflects this wide variation.\n\n### SibSp (Siblings/Spouses Aboard)\n- **Range**: 0 to 8\n- **Mean**: 0.52\n- **Median**: 0.0\n- **Standard Deviation**: 1.10\n- **Coverage**: Complete (891 values)\n- **Interpretation**: Most passengers traveled without siblings or spouses (median = 0), though some had large families aboard.\n\n### Parch (Parents/Children Aboard)\n- **Range**: 0 to 6\n- **Mean**: 0.38\n- **Median**: 0.0\n- **Standard Deviation**: 0.81\n- **Coverage**: Complete (891 values)\n- **Interpretation**: Similar to SibSp, most passengers traveled without parents or children (median = 0).\n\n### Pclass (Passenger Class)\n- **Range**: 1 to 3\n- **Mean**: 2.31\n- **Median**: 3.0\n- **Standard Deviation**: 0.84\n- **Coverage**: Complete (891 values)\n- **Interpretation**: More passengers in 3rd class (median = 3), with fairly even distribution across the three classes.\n\n### Survived (Survival Status)\n- **Range**: 0 to 1 (binary)\n- **Mean**: 0.38 (38.4% survival rate)\n- **Median**: 0.0\n- **Standard Deviation**: 0.49\n- **Coverage**: Complete (891 values)\n- **Interpretation**: Only 38.4% of passengers survived, with the majority perishing.\n\n### PassengerId\n- **Range**: 1 to 891\n- **Mean**: 446.0\n- **Median**: 446.0\n- **Standard Deviation**: 257.4\n- **Coverage**: Complete (891 values)\n- **Interpretation**: Sequential identifier with uniform distribution (as expected for an ID field).\n\nAll statistics are derived from the complete dataset profile shown in the table above."
}