hours = lambda i: i * 60*60 w = (Window.partitionBy([col(x) for x in cols + []]).orderBy(col('Raised').cast("timestamp").cast("long")).rangeBetween(-hours(4), 0)) df = df.withColumn('SumAlarms', count("Rack").over(w))
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