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Documentation Index

Fetch the complete documentation index at: https://docs.prophecy.ai/llms.txt

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Data profiling allows you to view statistics on interim datasets in your pipeline. When you open a dataset’s profile in the Data Explorer, you can visualize value distributions and data completeness to ensure your data matches expectations.

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Quick profile

The Data Explorer includes data profiles that are generated on your sample data. You’ll be able to see high-level statistics for each column, including:
  • Percent of non-blank values: The percentage of values in the column that are not blank.
  • Percent of null values: The percentage of values in the column that are null.
  • Percent of blank values: The percentage of values in the column that are blank.
  • Most common values: Displays the top four most frequent values in the column, along with the percentage of occurrences for each.
To view these statistics for your sample data, click Profile in the Data Explorer. Quick profile

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Expanded profile

You can view a more detailed profile for any column in your dataset. When you open the expanded profile, Prophecy generates a deeper analysis of the column based on your sample data.
All statistics in the expanded profile are computed on the same sample used in the Data Explorer.
To view the expanded profile:
  1. Click the dropdown arrow on the column you want to expand.
  2. Select Show Expanded Profile.
Show Expanded Profile When you load the expanded data profile, Prophecy generates a more in-depth analysis on the sample data. Expanded profile The expanded profile displays the following metrics:
MetricDescription
Data typeData type of the column.
Unique valuesNumber of unique values in the column.
Longest valueLongest value in the column and its length.
Shortest valueShortest value in the column and its length.
Most frequent valueMost frequent value in the column and its number of occurrences.
Least frequent valueLeast frequent value in the column and its number of occurrences.
Minimum valueMinimum value in the column.
Maximum valueMaximum value in the column.
Average value lengthAverage length of each value in the column.
Null valuesPercent and number of null values in the column.
Blank valuesPercent and number of blank values in the column.
Non-blank valuesPercent and number of non-blank values in the column.
Data summaryOverview of the most common values in the column.
You can click between columns in the expanded profile for quick access.