hat is the main difference between a GeoDataFrame and a DataFrame?A GeoDataFrame can only handle numerical data, while a DataFrame can handle both numerical and categorical data.A GeoDataFrame is a subset of a DataFrame, designed specifically for geographical coordinates. A DataFrame allows for spatial operations, while a GeoDataFrame is limited to basic data manipulation.A DataFrame is used for handling tabular data, while a GeoDataFrame is specifically designed for geospatial data.

A Dataframe represents a tabular, spreadsheet-like data structure containing an ordered collection of columns, each of which can be a different value type. Indicate whether the following statement is True or False:A pandas dataframe in Python can be used for storing the result set of a SQL query.1 pointTrueFalse

In Pandas, what is a DataFrame?

What type of data is stored in the 'geometry' column of a GeoDataFrame?Numerical dataCategorical dataTime-series dataGeographical data (points, lines, polygons)

Which of the following functions is used to create DataFrame?DataFrame()NewFrame( )CreateDataFrame( )None of the Above

1.Question 1What are the three main components of Apache Spark architecture?1 pointScala; Java; PythonData; compute interface; resource managementStorage; HDFS; PythonMesos; YARN; Kubernetes2.Question 2What are DataFrames in Apache Spark?1 pointDataFrames is a distributed file system in Spark used for storing large data sets efficiently.DataFrames are a distributed collection of data organized into named columns.DataFrames are Spark’s built-in machine learning models for predictive analytics.DataFrames is a data format for storing graph data structures in Spark.3.Question 3What is Apache Spark?1 pointHardware manufacturerIn-memory framework for distributed data processingCloud storage serviceClosed-source data analysis tool4.Question 4What is functional programming?1 pointA programming approach that emphasizes the how to of the solution as opposed to the what of the solutionA programming approach that focuses solely on graphical functions and visual designs A programming method that prioritizes procedural programming over the use of mathematical functionsA style of programming that follows the mathematical function format5.Question 5Which of the following statements defines Resilient Distributed Datasets (RDDs)? Select all that apply.1 pointRDD is a collection of fault-tolerant elements.RDD is capable of receiving parallel operations.RDDs are immutable.RDD is a distributed database management system.6.Question 6What is the primary purpose of parallel programming?1 pointTo employ specific control and coordination mechanismTo run noncontemporary instructionsTo use multiple compute resources to solve a computational problemTo break a problem into discrete parts that can be solved sequentially7.Question 7Which of the following is a benefit of DataFrames?1 pointTo scale from kilobytes of data on multiple laptops to petabytes on a large clusterTo scale small-scale data on a laptopSupports specific data formats and storage systemsTo scale from kilobytes of data on a single laptop to petabytes on a large cluster