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    NEW QUESTION: 1
    CORRECT TEXT
    Problem Scenario 87 : You have been given below three files
    product.csv (Create this file in hdfs)
    productID,productCode,name,quantity,price,supplierid
    1 001,PEN,Pen Red,5000,1.23,501
    1 002,PEN,Pen Blue,8000,1.25,501
    1003,PEN,Pen Black,2000,1.25,501
    1004,PEC,Pencil 2B,10000,0.48,502
    1005,PEC,Pencil 2H,8000,0.49,502
    1006,PEC,Pencil HB,0,9999.99,502
    2001,PEC,Pencil 3B,500,0.52,501
    2002,PEC,Pencil 4B,200,0.62,501
    2003,PEC,Pencil 5B,100,0.73,501
    2004,PEC,Pencil 6B,500,0.47,502
    supplier.csv
    supplierid,name,phone
    501,ABC Traders,88881111
    502,XYZ Company,88882222
    503,QQ Corp,88883333
    products_suppliers.csv
    productID,supplierID
    2001,501
    2002,501
    2003,501
    2004,502
    2001,503
    Now accomplish all the queries given in solution.
    Select product, its price , its supplier name where product price is less than 0.6 using
    SparkSQL
    Answer:
    Explanation:
    See the explanation for Step by Step Solution and configuration.
    Explanation:
    Solution :
    Step 1:
    hdfs dfs -mkdir sparksql2
    hdfs dfs -put product.csv sparksq!2/
    hdfs dfs -put supplier.csv sparksql2/
    hdfs dfs -put products_suppliers.csv sparksql2/
    Step 2 : Now in spark shell
    // this Is used to Implicitly convert an RDD to a DataFrame.
    import sqlContext.impIicits._
    // Import Spark SQL data types and Row.
    import org.apache.spark.sql._
    // load the data into a new RDD
    val products = sc.textFile("sparksql2/product.csv")
    val supplier = sc.textFileC'sparksq

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      supplier.csv")
      val prdsup = sc.textFile("sparksql2/products_suppliers.csv"}
      // Return the first element in this RDD
      products.fi rst()
      supplier.first{).
      prdsup.first()
      //define the schema using a case class
      case class Product(productid: Integer, code: String, name: String, quantity:lnteger, price:
      Float, supplierid:lnteger)
      case class Suplier(supplierid: Integer, name: String, phone: String)
      case class PRDSUP(productid: Integer.supplierid: Integer)
      // create an RDD of Product objects
      val prdRDD = products.map(_.split('\")).map(p =>
      Product(p(0).tolnt,p(1),p(2),p(3).tolnt,p(4).toFloat,p(5).toint))
      val supRDD = supplier.map(_.split(",")).map(p => Suplier(p(0).tolnt,p(1),p(2))) val prdsupRDD = prdsup.map(_.split(",")).map(p => PRDSUP(p(0).tolnt,p(1}.tolnt}} prdRDD.first() prdRDD.count() supRDD.first() supRDD.count()
      prdsupRDD.first() prdsupRDD.count(}
      // change RDD of Product objects to a DataFrame
      val prdDF = prdRDD.toDF()
      val supDF = supRDD.toDF()
      val prdsupDF = prdsupRDD.toDF()
      // register the DataFrame as a temp table prdDF.registerTempTablef'products") supDF.registerTempTablef'suppliers") prdsupDF.registerTempTablef'productssuppliers"}
      //Select product, its price , its supplier name where product price is less than 0.6 val results = sqlContext.sql(......SELECT products.name, price, suppliers.name as sup_name FROM products JOIN suppliers ON products.supplierlD= suppliers.supplierlD
      WHERE price < 0.6......]
      results. show()

      NEW QUESTION: 2
      You use Crystal Reports for Enterprise.
      How can you align columns in your report?
      A. Use format painter.
      B. Use smart guidelines.
      C. Use calculations.
      D. Use conditional formatting.
      Answer: B

      NEW QUESTION: 3
      Arnaud Aims is assisting with the analysis of several firms in the retail department store industry. Because one of the industry members, Flavia Stores, has negative earnings for the current year, Aims wishes to normalize earnings to establish more meaningful P/E ratios. For the current year (2008) and six previous years, selected financial data are given below. All data are in euros.

      Aims wishes to estimate normalized EPS for 2008 using two different methods, the method of historical average EPS and the method of average rate of return on equity. He will leave 2008 EPS and ROI out of his estimates. Based on his normalized EPS estimates, he will compute a trailing P/E for 2008. The stock price for Flavia Stores is €26.50.
      Aims is also looking at price-to-book ratios as an alternative to price-to-earnings ratios. Three of the advantages of P/B ratios that Aims recalls are:
      Advantage 1: Because book value is a cumulative balance sheet account encompassing several years, book value is more likely to be positive than EPS.
      Advantage 2: For many companies, especially service companies, human capital is more important than physical capital as an operating asset.
      Advantage 3: Book value represents the historical purchase cost of assets, as well as accumulated accounting depreciation expenses. Inflation and technological changes can drive a wedge between the book value and market value of assets.
      Aims used a constant growth DDM to establish a justified P/E ratio based on forecasted fundamentals.
      One of his associates asked Aims if he could easily establish a justified price-to-sales (P/B) ratio and price- to-book (P/B) ratio from his justified P/E ratio. Aims replied, "I could do this fairly easily) If I multiply the P/E ratio times the net profit margin, the ratio of net income to sales, the result will be the P/ S ratio. If I multiply the P/E ratio times the return on equity, the ratio of net income to book value of equity, the result will be the P/B ratio." Aims's associate likes to use the price-earnings-to-growth (PEG) ratio because it appears to address the effect of growth on the P/E ratio. For example, if a firm's P/E ratio is 20 and its forecasted 5-year growth rate is 10%, the PEG ratio is 2.0. The associate likes to invest in firms that have an above-industry- average PEG ratio. The associate also says that he likes to invest in firms whose leading P/E is greater than its trailing P/E. Aims tells the associate that he would like to investigate these two investment criteria further.
      Finally, Aims makes two comments to his associate about valuation ratios based on EBITDA and on dividends.
      Comment 1: EBITDA is a pre-interest-expense figure, so I prefer a ratio of total equity value to EBITDA over a ratio of enterprise value to EBITDA.
      Comment 2: Dividend yields are useful information because they are one component of total return.
      However, they can be an incomplete measure of return, as investors trade off future earnings growth to receive higher current dividends.
      Using the information in Exhibit 1, estimate the 2008 P/E ratio for Flavia Stores using the method of historical average EPS. The P/E ratio is closest to:
      A. 18.4.
      B. 27.9.
      C. 20.6.
      Answer: C
      Explanation:
      Explanation/Reference:
      Explanation:
      Normalizing EPS using the method of average EPS is accomplished by averaging the EPS over the six- year period from 2002-2007:
      EPS(normalized) = (1.90 + 1.65 + 0-99 + 1.35 + 0.77 + 1.04) / 6 = 1.283. The P/E ratio based on this normalized EPS is 26.5 / 1.283 = 20.649. (Study Session 12, LOS 42.f,g)

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