PHPMem v2.0.1
Version
1.6.45
Uptime
15 days 20 hours 22 minutes 33 seconds
Memory
Total
512MB
Used
9,38MB (1.83%)
Free
502,62MB
Keys
Current
11 436
Total (since start)
35 066
Evictions
0
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738
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0
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0
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6 / 1 024 max
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179 717
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0
llm:985b5d307154357a87c5f8309c849eb8813be562a5420204add41b078aa0e67c
Edit
I need to identify columns with missing values and calculate the percentage of missing data for each column in the dataset.
Let me start by getting detailed metadata for all columns in the table to see null counts.
```json
{
"action": "tool_call",
"reasoning": "I need to inspect all columns in the raw.callyeah_analytics_2026_07_23 table to get null counts and calculate missing percentages. The inspect_columns tool will give me null_count for each column, which I can use along with the total row count (216) to calculate percentages.",
"tool": "inspect_columns",
"args": {
"table": "callyeah_analytics_2026_07_23"
}
}
```