Fokko Driesprong created SPARK-31735:
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             Summary: Include all columns in the summary report
                 Key: SPARK-31735
                 URL: https://issues.apache.org/jira/browse/SPARK-31735
             Project: Spark
          Issue Type: Improvement
          Components: Spark Core, SQL
    Affects Versions: 2.4.5
            Reporter: Fokko Driesprong


Dates and other columns are excluded:

 

{{from datetime import datetime, timedelta, timezone}}
{{from pyspark.sql import types as T}}
{{from pyspark.sql import Row}}
{{from pyspark.sql import functions as F}}{{START = datetime(2014, 1, 1, 
tzinfo=timezone.utc)}}{{n_days = 22}}{{date_range = [Row(date=(START + 
timedelta(days=n))) for n in range(0, n_days)]}}{{schema = 
T.StructType([T.StructField(name="date", dataType=T.DateType(), 
nullable=False)])}}
{{rdd = spark.sparkContext.parallelize(date_range)}}{{df = 
spark.createDataFrame(data=rdd, schema=schema)}}
{{df.agg(F.max("date")).show()}}{{df.summary().show()}}
{{+-------+}}
{{|summary|}}
{{+-------+}}
{{| count |}}
{{| mean  |}}
{{| stddev|}}
{{| min   |}}
{{| 25%   |}}
{{| 50%   |}}
{{| 75%   |}}
{{| max   |}}
{{+-------+}}



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