How to Create Histograms in MySQL with Predefined Intervals?
Oct 26, 2024 pm 05:47 PMHistogram Data Extraction in MySQL
MySQL natively provides limited support for binning data into predefined intervals for histogram plotting. However, this task can be achieved using a modified approach.
The SQL query you provided:
select total, count(total) from faults GROUP BY total;
generates an excessive number of rows. To group data into predefined bins, you can consider the following workaround:
ROUND(numeric_value, -2) AS bucket,
COUNT(*) AS COUNT, RPAD('', LN(COUNT(*)), '*') AS bar
FROM my_table
GROUP BY bucket;
By adjusting the ROUNDing increment, you can define the bin sizes. For instance, ROUND(numeric_value, -2) groups data into buckets of 100 (-200 to -100, -100 to 0, etc.).
Modifying the offset in the ROUNDing operation ensures that the first bucket contains as many elements as subsequent buckets. For ROUND(numeric_value, -1), numeric_value in range [0,4] (5 elements) will be placed in the first bucket, while [5,14] (10 elements) in the second, [15,24] in the third, unless numeric_value is offset appropriately via ROUND(numeric_value - 5, -1).
As an example, the following query generates a histogram with logarithmic bar scaling:
SELECT ROUND(total, -2) AS bucket, COUNT(*) AS COUNT, RPAD('', LN(COUNT(*)), '*') AS bar FROM faults GROUP BY bucket;
This approach provides a quick and adaptable method for creating histograms in MySQL, allowing for easy customization to specific use cases.
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