```json { "action": "final", "content": "## Distribution Summary for Numeric Columns\n\nThe Iris dataset contains 150 observations across four numeric measurement columns. Here's the distribution summary for each:\n\n### Sepal Length (cm)\n- **Range**: 4.3 to 7.9 cm\n- **Mean**: 5.84 cm\n- **Median**: 5.8 cm\n- **Standard Deviation**: 0.83 cm\n- **Spread**: The distribution is fairly symmetric (mean ≈ median) with moderate variability\n\n### Sepal Width (cm)\n- **Range**: 2.0 to 4.4 cm\n- **Mean**: 3.05 cm\n- **Median**: 3.0 cm\n- **Standard Deviation**: 0.43 cm\n- **Spread**: The tightest distribution of the four measurements, with low variability\n\n### Petal Length (cm)\n- **Range**: 1.0 to 6.9 cm\n- **Mean**: 3.76 cm\n- **Median**: 4.35 cm\n- **Standard Deviation**: 1.76 cm\n- **Spread**: The widest range and highest variability; the mean is notably lower than the median, suggesting a left-skewed distribution (likely due to one species having much shorter petals)\n\n### Petal Width (cm)\n- **Range**: 0.1 to 2.5 cm\n- **Mean**: 1.20 cm\n- **Median**: 1.3 cm\n- **Standard Deviation**: 0.76 cm\n- **Spread**: Moderate variability with slight left skew (mean < median)\n\n**Key Insight**: Petal measurements show substantially more variation than sepal measurements, making them likely better discriminators between iris species. The petal length distribution's skewness suggests distinct groupings in the data." } ```