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NEW QUESTION: 1
You are designing a data processing solution that will run as a Spark job on an HDInsight cluster. The solution will be used to provide near real-time information about online ordering for a retailer.
The solution must include a page on the company intranet that displays summary information.
The summary information page must meet the following requirements:
* Display a summary of sales to date grouped by product categories, price range, and review scope.
* Display sales summary information including total sales, sales as compared to one day ago and sales as compared to one year ago.
* Reflect information for new orders as quickly as possible.
You need to recommend a design for the solution.
What should you recommend? To answer, select the appropriate configuration in the answer area.

Answer:
Explanation:

Explanation:
Box 1: DataFrame
DataFrames
Best choice in most situations.
Provides query optimization through Catalyst.
Whole-stage code generation.
Direct memory access.
Low garbage collection (GC) overhead.
Not as developer-friendly as DataSets, as there are no compile-time checks or domain object programming.
Box 2: parquet
The best format for performance is parquet with snappy compression, which is the default in Spark 2.x. Parquet stores data in columnar format, and is highly optimized in Spark.
Incorrect Answers:
DataSets
Good in complex ETL pipelines where the performance impact is acceptable.
Not good in aggregations where the performance impact can be considerable.
RDDs
You do not need to use RDDs, unless you need to build a new custom RDD.
No query optimization through Catalyst.
No whole-stage code generation.
High GC overhead.
References:
https://docs.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-perf

NEW QUESTION: 2
Mark works as a Network Administrator for NetTech Inc. The company has a Windows 2003 Active Directory domain-based network. The domain consists of two Windows 2003 member servers and 500 Windows XP Professional client computers. The member servers are working as file servers. All the member servers are located in an OU named MEMSERV. Mark wants to test IPSec interoperability on the network. For this purpose, he creates a GPO named EXP. In the EXP GPO, he creates an IPSec policy named IPTEST. The IPTEST policy contains a rule that specifies the use of Encapsulating Security Payload (ESP) with null encryption. The IPTEST policy is applied to the member servers by linking the EXP GPO to the MEMSERV OU. After testing the IPSec interoperability, Mark wants to ensure that the member servers no longer use the IPTEST policy. What will he do to accomplish the task?
A. Unassign the IPTEST policy in the EXP Group Policy object.
B. Run the REMOVEPOL command on all the member servers.
C. Delete the IPTEST policy in the EXP Group Policy object.
D. Reset the IPTEST policy in the EXP Group Policy object.
Answer: A

NEW QUESTION: 3
Which three network services can be implemented using MPLS within the service provider IP NGN core?
(Choose three.)
A. IntServ traffic engineering tunnels
B. traffic engineering
C. encrypted LSPs
D. Layer 2 VPNs
E. Layer 3 VPNs
Answer: B,D,E
Explanation:
Explanation/Reference:
Explanation:

NEW QUESTION: 4
Which case would require you to perform a DB2 conditional restart?
A. The system suffered an outage because of a DASD subsystem failure. The logs are available but not the table spaces and index spaces.
B. During restart, the back out phase is taking too long because a long running job that executed many updates and never committed. The only way to bypass the long back out phase is to perform a conditional restart with BACKOUT=NO.
C. The DB2 system fails during normal processing because of an exceptional peak in the workload. Normal restart abends in the log apply phase whenever DB2 is started.
D. The DASD subsystem has experienced a major problem and the primary active log data sets are lost. A peer-to-peer remote copy (PPRC) is not available.
Answer: C