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Question Answered step-by-step Assume you are given data with the following columns. Index Column… Assume you are given data with the following columns. IndexColumn NamePossible values0IDcontinuous1Hairtrue, false2Number_legsContinuous3Milktrue, false4Wingstrue, false5WeightContinuous6Typemammal, amphibian, bird, invertebrates, fish, reptiles7AgeContinuous  You will answer the questions either using the Spark RDD API or Spark SQL dataframes/datasets. Please complete the question using spark RDDs for the questions marked as [Spark RDD], please complete the questions using dataframes/datasets for questions marked as [Spark SQL]. When you program Spark SQL you must use the dataset/dataframe operations instead of SQL syntax. Example using dataset/dataframe operations syntax:                df.filter($”age” > 21).show()                df.select($”ID”, $”age” + 1).show() Do not use SQL syntax like this:                val sqlDF = spark.sql(“SELECT * FROM animals”)                sqlDF.show() For Spark RDD questions assume you have been given the code below. val lines = sc.textFile(“animals.txt”) // assume all the columns are separated by “, “val split_lines = lines.map(_.split(“, “)) For Spark SQL questions assume you have been given the code below. case class Animal(ID: Int, Hair: Boolean, Number_legs: Int, Milk: Boolean, Wings: Boolean, Weight: Float, Type: String, Age: Int)val df = spark.read.schema(Encoders.product[Animal].schema).option(“delimiter”, ” “).csv(“animals.txt”).as[Animal]  You can find some useful Spark RDD functions by pressing this link:https://lms.latrobe.edu.au/mod/page/view.php?id=5358303   You can find some useful Spark SQL APIs by pressing this link:https://lms.latrobe.edu.au/mod/page/view.php?id=5358267   Write spark code to do the following. Your solution can consist of one or more lines of Spark code. You do not need to make the output format look good. Marks will be awarded for more efficient code. For example, code that results in less data shuffles.   [Spark RDD] Output the percentage of animals with 4 legs that are mammals. That is, among all animals with 4 legs what percentage are mammals?  Engineering & Technology Computer Science CSE 3BDC Share QuestionEmailCopy link Comments (0)

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Question Answered step-by-step Pharyngitis Case Study Part IIIThe patient is now presenting to the emergency department. Chief Complaint:HPI:PMH: worsening sore throat 23-year-old white female arrives to the ED via self-transportation with a 6 day c/o worsening sore throat. She was started on (xxx treatment) three days ago and she feels much worse. It's difficult to talk. She has not been eating or drinking due to the pain. She reports nausea but denies vomiting. She denies cough, shortness of breath, or difficulty breathing. hypertensionPSH: appendectomy 2015Allergies: penicillin - anaphylaxisImmunizations: reports UTDReview of Systems:General: c/o subjective fevers and chillsSkin, hair, nails: denies rashEyes: denies eye redness or drainageNose/Sinuses: c/o runny, stuffy noseThroat/mouth: c/o sore throat pain Vital Signs:99.8, 108 bpm, 16 RR, 104/72, SpO2 99% RAPhysical Exam:General: acutely ill-appearing female, well-nourished, well-groomedSkin, hair, nails: no obvious skin rashEars: bilateral TMs are without erythema but bulging with clear fluid noted behind eardrumThroat/mouth: oropharynx with erythema, edema. Tonsils 2+ on the left and 3+ on the right. No exudate. Uvula is deviated. +hot potato voice. + subjective trismusNeck: tender, submandibular lymph nodes bilaterally. Non-meningismusGastrointestinal: soft, nontender, nondistended. Normoactive bowel sounds throughout Question #1 What laboratory testing would you order and why? (8 points)Question #2 What diagnostic testing would you order and why? (10 points)Question #3 What is your primary diagnosis and why? (Do the best you can with the information you have.) (5 points)Question #3 What medications would you order and why? (5 points)Question #4 What referral would you request and why? (1 point)Question #5 What procedure (if any) do you anticipate this patient needing? (1 point)Question #5 Would you admit this patient? (1 point) Health Science Science Nursing NURS 765 Share QuestionEmailCopy link Comments (0)