PHPMem v2.0.1
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1.6.45
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18 days 6 hours 13 minutes 1 second
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512MB
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12,33MB (2.41%)
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499,67MB
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13 424
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llm:398f12eb5e15f5abc40d735d5378ce7e068c57c517a46b8af27785c3e64beaf3
Edit
{
"action": "final",
"content": "## Distribution Summary for Numeric Columns\n\nThe dataset contains two numeric measures: **Amount** (funding amount) and **Valuation** (company valuation). Here's their distribution:\n\n### Amount (Funding Amount)\n- **Coverage**: 171 deals (100% of dataset)\n- **Range**: $100M to $10B\n- **Central tendency**: \n - Mean: $301.3M\n - Median: $150M\n- **Spread**: Standard deviation of $907.4M, indicating high variability with some very large deals pulling the mean well above the median\n\n### Valuation (Company Valuation)\n- **Coverage**: Only 46 deals (27% of dataset) — most deals don't report valuation\n- **Range**: $500M to $50B\n- **Central tendency**:\n - Mean: $4.3B\n - Median: $1.85B\n- **Spread**: Standard deviation of $9.3B, showing extreme variability with some exceptionally high-valued companies\n\n### Key Observations\n\n1. **Right-skewed distributions**: Both metrics have means substantially higher than medians, indicating a long tail of very large deals/valuations\n\n2. **Valuation data is sparse**: Only 27% of funding deals report a valuation, limiting analysis of this dimension\n\n3. **Scale difference**: Valuations (when reported) are typically 6-14x the funding amount, which is consistent with venture capital dynamics where investors take minority stakes\n\nThe high standard deviations relative to means (3x for Amount, 2.2x for Valuation) reflect the wide range of deal sizes in the 2023 US venture funding landscape, from $100M rounds to multi-billion dollar mega-deals."
}