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llm:e88ed305a70824154b12fec7a72584f54dc67890e7c70320ab0f16a1d9df69fd
Edit
Looking at the dataset, I need to clarify what constitutes "numeric" data here, as the structure is unusual.
## Distribution Summary
The dataset has **one true numeric column** (`question_number`) and **43 VARCHAR columns containing percentage values**. Here are the distributions:
### True Numeric Column
**question_number** (survey question identifier):
- **Min:** 1
- **Max:** 15
- **Mean:** 7.64
- **Median:** 7.0
- **Spread (std dev):** 4.71
This represents 15-16 distinct survey questions distributed across 105 response rows.
### Percentage-Valued Columns (Sample)
The remaining columns store polling percentages as text (e.g., "14.21%"). After converting them to numeric values, here's a representative sample:
**Overall** (aggregate response rates):
- **Min:** 1.83%
- **Max:** 78.70%
- **Mean:** 18.35%
- **Median:** 14.21%
- **Spread:** 15.71%
**Gender: Male**:
- **Min:** 1.09%
- **Max:** 78.19%
- **Mean:** 18.53%
- **Median:** 14.00%
- **Spread:** 15.93%
**Age: 18–29**:
- **Min:** 0.61%
- **Max:** 71.01%
- **Mean:** 18.05%
- **Median:** 13.10%
- **Spread:** 14.93%
**Income: Under $25K**:
- **Min:** 0.00%
- **Max:** 68.83%
- **Mean:** 17.71%
- **Median:** 12.34%
- **Spread:** 15.55%
**Education: Bachelor+**:
- **Min:** 1.02%
- **Max:** 79.68%
- **Mean:** 19.50%
- **Median:** 14.56%
- **Spread:** 16.75%
**Region: South**:
- **Min:** 1.95%
- **Max:** 76.35%
- **Mean:** 18.41%
- **Median:** 12.94%
- **Spread:** 15.57%
### Key Observations
All demographic breakdown columns show similar distributional patterns:
- Medians cluster around 12-14%, indicating most response options receive modest support
- Means are slightly higher (17-19%), pulled up by a few high-percentage responses
- Wide spreads (15-17%) reflect the diversity of responses across different survey questions
- Some segments show 0% minimums, indicating certain demographic groups had no respondents for specific answer choices