Problem Statement: -

Write a pyspark code perform below function

between()

from pyspark.sql.window import *
df.filter(col("Salary")>600000).show()
df.filter(col("Salary")<600000).show()
df.filter(col("Salary").between(500000,700000)).show()

window_spec = Window.orderBy(desc("Salary"))

df_ranked = df.select("Salary").distinct().withColumn("rnk",rank().over(window_spec).alias("Rnk")).filter(col("rnk") == 2)
Second_Highest_Sal = df_ranked.collect()[0]["Salary"]

print(f"Second Highest Salary = {int(Second_Highest_Sal)}")
+----------+----------+---------+---------+--------------------+----------+------+
|EmployeeID|First_Name|Last_Name|   Salary|        Joining_Date|Department|Gender|
+----------+----------+---------+---------+--------------------+----------+------+
|         3|    Ashish|    Kumar|1000000.0|2014-01-09 10:05:...|        IT|  Male|
+----------+----------+---------+---------+--------------------+----------+------+

+----------+----------+---------+--------+--------------------+----------+------+
|EmployeeID|First_Name|Last_Name|  Salary|        Joining_Date|Department|Gender|
+----------+----------+---------+--------+--------------------+----------+------+
|         2|    nikita|     Jain|530000.0|2014-01-09 17:31:...|        HR|Female|
|         4|    Nikhil|   Sharma|480000.0|2014-01-09 09:00:...|        HR|  Male|
|         5|     anish|   kadian|500000.0|2014-01-09 09:31:...|   Payroll|  Male|
+----------+----------+---------+--------+--------------------+----------+------+

+----------+----------+---------+--------+--------------------+----------+------+
|EmployeeID|First_Name|Last_Name|  Salary|        Joining_Date|Department|Gender|
+----------+----------+---------+--------+--------------------+----------+------+
|         1|     Vikas|  Ahlawat|600000.0|2013-02-15 11:16:...|        IT|  Male|
|         2|    nikita|     Jain|530000.0|2014-01-09 17:31:...|        HR|Female|
|         5|     anish|   kadian|500000.0|2014-01-09 09:31:...|   Payroll|  Male|
+----------+----------+---------+--------+--------------------+----------+------+

Second Highest Salary = 600000