Data Modeling and Database Design: Q&A, Exams of Nursing

Explore key concepts in data modeling and database design with this q&a document. It covers topics such as the importance of data models, business rules, relational data models, er diagrams, and object-oriented data models. Understand the differences between objects and classes, and learn about relationships in database design. This resource is ideal for students and professionals seeking to deepen their knowledge of database systems and data management principles, offering clear explanations and practical examples.

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Chapter |||\\\ 2 |||\\\ - |||\\\ Data |||\\\ Management |||\\\ - |||\\\
Foundations.
Discuss |||\\\ the |||\\\ importance |||\\\ of |||\\\ data |||\\\ modeling. |||\\\ - |||\\\ correct |||\\\ |||\\\ answer✔✔Explanation: |||\\\ A |||\\\
data |||\\\ model |||\\\ is |||\\\ a |||\\\ relatively |||\\\ simple |||\\\ representation, |||\\\ usually |||\\\ graphical, |||\\\ of |||\\\ a |||\\\ more |||\\\
complex |||\\\ real |||\\\ world |||\\\ object |||\\\ event. |||\\\ The |||\\\ data |||\\\ model's |||\\\ main |||\\\ function |||\\\ is |||\\\ to |||\\\ help |||\\\ us |||\\\
understand |||\\\ the |||\\\ complexities |||\\\ of |||\\\ the |||\\\ real-world |||\\\ environment. |||\\\ The |||\\\ database |||\\\
designer |||\\\ uses |||\\\ data |||\\\ models |||\\\ to |||\\\ facilitate |||\\\ the |||\\\ interaction |||\\\ among |||\\\ designers, |||\\\
application |||\\\ programmers, |||\\\ and |||\\\ end |||\\\ users. |||\\\ In |||\\\ short, |||\\\ a |||\\\ good |||\\\ data |||\\\ model |||\\\ is |||\\\ a |||\\\
communications |||\\\ device |||\\\ that |||\\\ helps |||\\\ eliminate |||\\\ (or |||\\\ at |||\\\ least |||\\\ substantially |||\\\ reduce) |||\\\
discrepancies |||\\\ between |||\\\ the |||\\\ database |||\\\ design's |||\\\ components |||\\\ and |||\\\ the |||\\\ real |||\\\ world |||\\\
data |||\\\ environment. |||\\\ The |||\\\ development |||\\\ of |||\\\ data |||\\\ models, |||\\\ bolstered |||\\\ by |||\\\ powerful |||\\\
database |||\\\ design |||\\\ tools, |||\\\ has |||\\\ made |||\\\ it |||\\\ possible |||\\\ to |||\\\ substantially |||\\\ diminish |||\\\ the |||\\\
database |||\\\ design |||\\\ error |||\\\ potential. |||\\\ (Review |||\\\ Section |||\\\ 2.1 |||\\\ in |||\\\ detail.)
What |||\\\ is |||\\\ a |||\\\ business |||\\\ rule, |||\\\ and |||\\\ what |||\\\ is |||\\\ its |||\\\ purpose |||\\\ in |||\\\ data |||\\\ modeling? |||\\\ - |||\\\ correct |||\\\ |||\\\
answer✔✔Explanation: |||\\\ A |||\\\ business |||\\\ rule |||\\\ is |||\\\ a |||\\\ brief, |||\\\ precise, |||\\\ and |||\\\ unambigous |||\\\
description |||\\\ of |||\\\ a |||\\\ policy, |||\\\ procedure, |||\\\ or |||\\\ principle |||\\\ within |||\\\ a |||\\\ specific |||\\\ organization's |||\\\
environment. |||\\\ In |||\\\ a |||\\\ sense, |||\\\ business |||\\\ rules |||\\\ are |||\\\ misnamed: |||\\\ they |||\\\ apply |||\\\ to |||\\\ any |||\\\
organization |||\\\ -- |||\\\ a |||\\\ business, |||\\\ a |||\\\ government |||\\\ unit, |||\\\ a |||\\\ religious |||\\\ group, |||\\\ or |||\\\ a |||\\\ research |||\\\
laboratory; |||\\\ large |||\\\ or |||\\\ small |||\\\ -- |||\\\ that |||\\\ stores |||\\\ and |||\\\ uses |||\\\ data |||\\\ to |||\\\ generate |||\\\ information.
How |||\\\ do |||\\\ you |||\\\ translate |||\\\ business |||\\\ rules |||\\\ into |||\\\ data |||\\\ model |||\\\ components? |||\\\ - |||\\\ correct |||\\\ |||\\\
answer✔✔Explanation: |||\\\ As |||\\\ a |||\\\ general |||\\\ rule, |||\\\ a |||\\\ noun |||\\\ in |||\\\ a |||\\\ business |||\\\ rule |||\\\ will |||\\\
translate |||\\\ into |||\\\ an |||\\\ entity |||\\\ in |||\\\ the |||\\\ model, |||\\\ and |||\\\ a |||\\\ verb |||\\\ (active |||\\\ or |||\\\ passive) |||\\\ associating |||\\\
nouns |||\\\ will |||\\\ translate |||\\\ into |||\\\ a |||\\\ relationship |||\\\ among |||\\\ the |||\\\ entities. |||\\\ For |||\\\ example, |||\\\ the |||\\\
business |||\\\ rule |||\\\ "a |||\\\ customer |||\\\ may |||\\\ generate |||\\\ many |||\\\ invoices" |||\\\ contains |||\\\ two |||\\\ nouns |||\\\
(customer |||\\\ and |||\\\ invoice) |||\\\ and |||\\\ a |||\\\ verb |||\\\ ("generate") |||\\\ that |||\\\ associates |||\\\ them.
Describe |||\\\ the |||\\\ basic |||\\\ features |||\\\ of |||\\\ the |||\\\ relational |||\\\ data |||\\\ model |||\\\ and |||\\\ discuss |||\\\ their |||\\\
importance |||\\\ to |||\\\ the |||\\\ end |||\\\ user |||\\\ and |||\\\ the |||\\\ designer. |||\\\ - |||\\\ correct |||\\\ |||\\\ answer✔✔Explanation: |||\\\
A |||\\\ relational |||\\\ database |||\\\ is |||\\\ a |||\\\ single |||\\\ data |||\\\ repository |||\\\ that |||\\\ provides |||\\\ both |||\\\ structural |||\\\
and |||\\\ data |||\\\ independence |||\\\ while |||\\\ maintaining |||\\\ conceptual |||\\\ simplicity.
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Chapter|||\\ 2 |||\\ - |||\\ Data|||\\ Management|||\\ - |||\\

Foundations.

Discuss |||\\ the|||\\ importance |||\\ of|||\\ data |||\\ modeling. |||\\ - |||\\ correct|||\\ |||\\ answer✔✔Explanation: |||\\ A|||\
data |||\\ model|||\\ is|||\\ a|||\\ relatively |||\\ simple|||\\ representation, |||\\ usually |||\\ graphical, |||\\ of|||\\ a|||\\ more|||\
complex |||\\ real|||\\ world |||\\ object |||\\ event. |||\\ The|||\\ data |||\\ model's|||\\ main |||\\ function|||\\ is|||\\ to|||\\ help|||\\ us|||\
understand |||\\ the|||\\ complexities |||\\ of|||\\ the|||\\ real-world |||\\ environment. |||\\ The|||\\ database |||\
designer |||\\ uses |||\\ data |||\\ models|||\\ to|||\\ facilitate|||\\ the|||\\ interaction |||\\ among|||\\ designers, |||\
application |||\\ programmers, |||\\ and |||\\ end|||\\ users. |||\\ In|||\\ short,|||\\ a|||\\ good|||\\ data |||\\ model|||\\ is|||\\ a|||\
communications |||\\ device|||\\ that|||\\ helps |||\\ eliminate|||\\ (or|||\\ at|||\\ least |||\\ substantially |||\\ reduce) |||\
discrepancies |||\\ between |||\\ the|||\\ database |||\\ design's |||\\ components |||\\ and |||\\ the|||\\ real|||\\ world |||\
data |||\\ environment. |||\\ The|||\\ development |||\\ of|||\\ data |||\\ models, |||\\ bolstered |||\\ by|||\\ powerful |||\
database |||\\ design |||\\ tools, |||\\ has|||\\ made|||\\ it|||\\ possible |||\\ to|||\\ substantially |||\\ diminish |||\\ the|||\
database |||\\ design |||\\ error|||\\ potential. |||\\ (Review|||\\ Section |||\\ 2.1|||\\ in|||\\ detail.) What |||\\ is|||\\ a|||\\ business |||\\ rule,|||\\ and |||\\ what |||\\ is|||\\ its|||\\ purpose |||\\ in|||\\ data |||\\ modeling? |||\\ - |||\\ correct|||\\ |||\
answer✔✔Explanation: |||\\ A|||\\ business |||\\ rule|||\\ is|||\\ a|||\\ brief,|||\\ precise, |||\\ and |||\\ unambigous |||\
description |||\\ of|||\\ a|||\\ policy, |||\\ procedure, |||\\ or|||\\ principle |||\\ within |||\\ a|||\\ specific |||\\ organization's |||\
environment. |||\\ In|||\\ a|||\\ sense, |||\\ business |||\\ rules|||\\ are|||\\ misnamed: |||\\ they|||\\ apply|||\\ to|||\\ any|||\
organization |||\\ --|||\\ a|||\\ business, |||\\ a|||\\ government |||\\ unit,|||\\ a|||\\ religious |||\\ group,|||\\ or|||\\ a|||\\ research|||\
laboratory; |||\\ large|||\\ or|||\\ small|||\\ --|||\\ that|||\\ stores|||\\ and |||\\ uses |||\\ data |||\\ to|||\\ generate|||\\ information. How |||\\ do|||\\ you|||\\ translate |||\\ business |||\\ rules|||\\ into |||\\ data |||\\ model|||\\ components? |||\\ - |||\\ correct|||\\ |||\
answer✔✔Explanation: |||\\ As|||\\ a|||\\ general|||\\ rule,|||\\ a|||\\ noun|||\\ in|||\\ a|||\\ business |||\\ rule|||\\ will|||\
translate |||\\ into |||\\ an|||\\ entity |||\\ in|||\\ the|||\\ model, |||\\ and |||\\ a|||\\ verb|||\\ (active|||\\ or|||\\ passive)|||\\ associating |||\
nouns|||\\ will|||\\ translate |||\\ into |||\\ a|||\\ relationship |||\\ among|||\\ the|||\\ entities. |||\\ For|||\\ example,|||\\ the|||\
business |||\\ rule|||\\ "a|||\\ customer|||\\ may|||\\ generate|||\\ many|||\\ invoices" |||\\ contains |||\\ two|||\\ nouns|||\
(customer |||\\ and |||\\ invoice) |||\\ and |||\\ a|||\\ verb|||\\ ("generate") |||\\ that|||\\ associates |||\\ them. Describe |||\\ the|||\\ basic|||\\ features |||\\ of|||\\ the|||\\ relational |||\\ data |||\\ model|||\\ and |||\\ discuss |||\\ their|||\
importance |||\\ to|||\\ the|||\\ end|||\\ user|||\\ and |||\\ the|||\\ designer. |||\\ - |||\\ correct|||\\ |||\\ answer✔✔Explanation: |||\
A|||\\ relational |||\\ database |||\\ is|||\\ a|||\\ single |||\\ data |||\\ repository |||\\ that|||\\ provides |||\\ both|||\\ structural |||\
and |||\\ data |||\\ independence |||\\ while|||\\ maintaining |||\\ conceptual |||\\ simplicity.

Question|||\\ :|||\\ Explain |||\\ how|||\\ the|||\\ entity |||\\ relationship |||\\ (ER)|||\\ model|||\\ helped |||\\ produce |||\\ a|||\
more|||\\ structured|||\\ relational |||\\ database |||\\ design |||\\ environment. |||\\ - |||\\ correct|||\\ |||\
answer✔✔Explanation: |||\\ An|||\\ entity |||\\ relationship |||\\ model, |||\\ also |||\\ known|||\\ as|||\\ an|||\\ ERM, |||\
helps |||\\ identify |||\\ the|||\\ database's |||\\ main |||\\ entities |||\\ and |||\\ their|||\\ relationships. |||\\ Because|||\\ the|||\
ERM|||\\ components |||\\ are|||\\ graphically |||\\ represented, |||\\ their|||\\ role |||\\ is|||\\ more|||\\ easily|||\
understood. |||\\ Using |||\\ the|||\\ ER|||\\ diagram, |||\\ it's |||\\ easy|||\\ to|||\\ map|||\\ the|||\\ ERM|||\\ to|||\\ the|||\\ relational |||\
database |||\\ model's|||\\ tables |||\\ and |||\\ attributes. |||\\ This|||\\ mapping |||\\ process |||\\ uses |||\\ a|||\\ series |||\\ of|||\
well-defined |||\\ steps|||\\ to|||\\ generate|||\\ all|||\\ the|||\\ required |||\\ database |||\\ structures. Why|||\\ is|||\\ an|||\\ object |||\\ said|||\\ to|||\\ have|||\\ greater|||\\ semantic|||\\ content |||\\ than|||\\ an|||\\ entity?|||\\ - |||\\ correct |||\\ |||\\ answer✔✔Explanation: |||\\ An|||\\ object |||\\ has|||\\ greater|||\\ semantic|||\\ content |||\\ because |||\\ it|||\
embodies|||\\ both|||\\ data |||\\ and |||\\ behavior. |||\\ That|||\\ is,|||\\ the|||\\ object |||\\ contains, |||\\ in|||\\ addition |||\\ to|||\
data, |||\\ also |||\\ the|||\\ description |||\\ of|||\\ the|||\\ operations |||\\ that|||\\ may|||\\ be|||\\ performed|||\\ by|||\\ the|||\
object. What |||\\ is|||\\ the|||\\ difference |||\\ between |||\\ an|||\\ object |||\\ and |||\\ a|||\\ class |||\\ in|||\\ the|||\\ object |||\\ oriented |||\\ data |||\\ model|||\\ (OODM)?|||\\ - |||\\ correct|||\\ |||\\ answer✔✔Explanation: |||\\ An|||\\ object |||\\ is|||\\ an|||\\ instance |||\\ of|||\\ a|||\
specific |||\\ class. |||\\ It|||\\ is|||\\ useful|||\\ to|||\\ point|||\\ out|||\\ that|||\\ the|||\\ object |||\\ is|||\\ a|||\\ run-time |||\\ concept, |||\\ while |||\\ the|||\\ class |||\\ is|||\\ a|||\\ more|||\\ static |||\\ description. What |||\\ is|||\\ an|||\\ ERDM, |||\\ and |||\\ what |||\\ role |||\\ does|||\\ it|||\\ play|||\\ in|||\\ the|||\\ modern|||\\ (production) |||\
database |||\\ environment? |||\\ - |||\\ correct|||\\ |||\\ answer✔✔Explanation: |||\\ The|||\\ Extended |||\
Relational |||\\ Data|||\\ Model |||\\ (ERDM) |||\\ is|||\\ the|||\\ relational |||\\ data |||\\ model's|||\\ response|||\\ to|||\\ the|||\
Object |||\\ Oriented|||\\ Data|||\\ Model |||\\ (OODM.)|||\\ Most|||\\ current|||\\ RDBMSes|||\\ support|||\\ at|||\\ least |||\\ a|||\
few|||\\ of|||\\ the|||\\ ERDM's|||\\ extensions. |||\\ For|||\\ example,|||\\ support|||\\ for|||\\ large|||\\ binary |||\\ objects |||\
(BLOBs)|||\\ is|||\\ now|||\\ common. What |||\\ is|||\\ a|||\\ relationship, |||\\ and |||\\ what |||\\ three|||\\ types|||\\ of|||\\ relationships |||\\ exist? |||\\ - |||\\ correct|||\\ |||\
answer✔✔Explanation: |||\\ A|||\\ relationship |||\\ is|||\\ an|||\\ association |||\\ among|||\\ (two|||\\ or|||\\ more)|||\
entities. |||\\ Three|||\\ types|||\\ of|||\\ relationships |||\\ exist:|||\\ one-to-one |||\\ (1:1),|||\\ one-to-many |||\
(1:M),|||\\ and |||\\ many-to-many |||\\ (M:N|||\\ or|||\\ M:M.) Give|||\\ an|||\\ example|||\\ of|||\\ each|||\\ of|||\\ the|||\\ three|||\\ types|||\\ of|||\\ relationships.

Data|||\\ refers|||\\ to|||\\ a|||\\ movement|||\\ to|||\\ find|||\\ new|||\\ and |||\\ better|||\\ ways|||\\ to|||\\ manage|||\\ large|||\
amounts |||\\ of|||\\ web-generated |||\\ data |||\\ and |||\\ derive|||\\ business |||\\ insight |||\\ from|||\\ it,|||\\ while, |||\\ at|||\
the|||\\ same |||\\ time, |||\\ providing |||\\ high|||\\ performance |||\\ and |||\\ scalability |||\\ at|||\\ a|||\\ reasonable |||\
cost. What |||\\ does|||\\ the|||\\ term|||\\ "3|||\\ vs"|||\\ refers|||\\ to?|||\\ - |||\\ correct|||\\ |||\\ answer✔✔Explanation: |||\\ The|||\\ term|||\
"3|||\\ Vs" |||\\ refers|||\\ to|||\\ the|||\\ 3 |||\\ basic|||\\ characteristics |||\\ of|||\\ Big|||\\ Data|||\\ databases, |||\\ they|||\\ are: Volume:|||\\ Refers|||\\ to|||\\ the|||\\ amounts |||\\ of|||\\ data |||\\ being|||\\ stored. |||\\ With|||\\ the|||\\ adoption|||\\ and |||\
growth|||\\ of|||\\ the|||\\ Internet|||\\ and |||\\ social |||\\ media, |||\\ companies |||\\ have|||\\ multiplied |||\\ the|||\\ ways|||\\ to |||\\ reach|||\\ customers.|||\\ Over|||\\ the|||\\ years, |||\\ and |||\\ with|||\\ the|||\\ benefit|||\\ of|||\\ technological |||\
advances, |||\\ data |||\\ for|||\\ millions |||\\ of|||\\ e-transactions |||\\ were|||\\ being|||\\ stored|||\\ daily |||\\ on|||\
company |||\\ databases. |||\\ Furthermore,|||\\ organizations |||\\ are|||\\ using|||\\ multiple |||\
technologies |||\\ to|||\\ interact|||\\ with|||\\ end|||\\ users |||\\ and |||\\ those|||\\ technologies |||\\ are|||\\ generating |||\
mountains |||\\ of|||\\ data. |||\\ This|||\\ ever-growing |||\\ volume|||\\ of|||\\ data |||\\ quickly |||\\ reached|||\
petabytes|||\\ in|||\\ size|||\\ and |||\\ it's |||\\ still|||\\ growing. Velocity: |||\\ Refers|||\\ not|||\\ only |||\\ to|||\\ the|||\\ speed|||\\ with|||\\ which|||\\ data |||\\ grows |||\\ but|||\\ also |||\\ to|||\\ the|||\
need|||\\ to|||\\ process |||\\ these |||\\ data |||\\ quickly |||\\ in|||\\ order|||\\ to|||\\ generate|||\\ information |||\\ and |||\
insight. |||\\ With|||\\ the|||\\ advent|||\\ of|||\\ the|||\\ Internet|||\\ and |||\\ social |||\\ media, |||\\ business |||\\ responses|||\
times|||\\ have|||\\ shrunk|||\\ considerably. |||\\ Organizations |||\\ need|||\\ not|||\\ only |||\\ to|||\\ store|||\\ large|||\
volumes |||\\ of|||\\ quickly |||\\ accumulating |||\\ data, |||\\ but|||\\ also |||\\ need|||\\ to|||\\ process |||\\ such|||\\ data |||\
quickly. |||\\ The|||\\ velocity |||\\ of|||\\ data |||\\ growth|||\\ is|||\\ also |||\\ due|||\\ to|||\\ the|||\\ increase |||\\ in|||\\ the|||\\ number |||\\ of|||\
different|||\\ data |||\\ streams|||\\ from|||\\ which|||\\ data |||\\ is|||\\ being|||\\ piped|||\\ to|||\\ the|||\\ organization |||\\ (via|||\
the|||\\ web, |||\\ e-commerce, |||\\ Tweets,|||\\ Facebook |||\\ posts, |||\\ emails, |||\\ sensors, |||\\ GPS,|||\\ and |||\\ so|||\
on). Variety:|||\\ Refers|||\\ to|||\\ the|||\\ fact|||\\ that|||\\ the|||\\ data |||\\ being|||\\ collected |||\\ comes|||\\ in|||\\ multiple |||\
different|||\\ data |||\\ formats.|||\\ A|||\\ great |||\\ portion |||\\ of|||\\ these |||\\ data |||\\ comes|||\\ in|||\\ formats|||\\ not|||\
suitable |||\\ to|||\\ be|||\\ handled |||\\ by|||\\ the|||\\ typical |||\\ operational |||\\ databases |||\\ based|||\\ on|||\\ the|||\
relational |||\\ model. What |||\\ is|||\\ Hadoop |||\\ and |||\\ what |||\\ are|||\\ its|||\\ basic|||\\ components? |||\\ - |||\\ correct|||\\ |||\
answer✔✔Explanation: |||\\ In|||\\ order|||\\ to|||\\ create|||\\ value |||\\ from|||\\ their|||\\ previously |||\\ unused|||\
Big|||\\ Data|||\\ stores,|||\\ companies |||\\ are|||\\ using|||\\ new|||\\ Big|||\\ Data|||\\ technologies. |||\\ These|||\
emerging |||\\ technologies |||\\ allow |||\\ organizations |||\\ to|||\\ process |||\\ massive|||\\ data |||\\ stores|||\\ of|||\
multiple |||\\ formats|||\\ in|||\\ cost-effective |||\\ ways. |||\\ Some|||\\ of|||\\ the|||\\ most|||\\ frequently |||\\ used|||\\ Big|||\
Data|||\\ technologies |||\\ are|||\\ Hadoop |||\\ and |||\\ MapReduce.

Hadoop |||\\ is|||\\ a|||\\ Java|||\\ based, |||\\ open|||\\ source,|||\\ high|||\\ speed,|||\\ fault-tolerant |||\\ distributed |||\
storage |||\\ and |||\\ computational |||\\ framework. |||\\ Hadoop |||\\ uses |||\\ low-cost |||\\ hardware|||\\ to|||\
create|||\\ clusters|||\\ of|||\\ thousands |||\\ of|||\\ computer|||\\ nodes |||\\ to|||\\ store|||\\ and |||\\ process |||\\ data. |||\
Hadoop |||\\ originated |||\\ from|||\\ Google's |||\\ work|||\\ on|||\\ distributed |||\\ file |||\\ systems |||\\ and |||\\ parallel |||\
processing |||\\ and |||\\ is|||\\ currently|||\\ supported|||\\ by|||\\ the|||\\ Apache|||\\ Software|||\\ Foundation. |||\
Hadoop |||\\ has|||\\ several |||\\ modules, |||\\ but|||\\ the|||\\ two|||\\ main |||\\ components |||\\ are|||\\ Hadoop |||\
Distributed |||\\ File|||\\ System|||\\ (HDFS) |||\\ and |||\\ MapReduce. Hadoop |||\\ Distributed |||\\ File|||\\ System|||\\ (HDFS) |||\\ is|||\\ a|||\\ highly |||\\ distributed, |||\\ fault-tolerant |||\\ file |||\\ storage |||\\ system |||\\ designed |||\\ to|||\\ manage|||\\ large|||\\ amounts |||\\ of|||\\ data |||\\ at|||\\ high|||\\ speeds.|||\\ In|||\
order|||\\ to|||\\ achieve |||\\ high|||\\ throughput, |||\\ HDFS|||\\ uses |||\\ the|||\\ write-once, |||\\ read|||\\ many|||\\ model. |||\\ This|||\\ means |||\\ that|||\\ once |||\\ the|||\\ data |||\\ is|||\\ written, |||\\ it|||\\ cannot|||\\ be|||\\ modified. |||\\ HDFS|||\\ uses |||\
three|||\\ types|||\\ of|||\\ nodes: |||\\ a|||\\ name|||\\ node|||\\ that|||\\ stores|||\\ all|||\\ the|||\\ metadata|||\\ about|||\\ the|||\\ file |||\
system; |||\\ a|||\\ data |||\\ node|||\\ that|||\\ stores|||\\ fixed-size |||\\ data |||\\ blocks |||\\ (that|||\\ could |||\\ be|||\\ replicated |||\
to|||\\ other|||\\ data |||\\ nodes) |||\\ and |||\\ a|||\\ client|||\\ node|||\\ that|||\\ acts|||\\ as|||\\ the|||\\ interface|||\\ between |||\\ the|||\
user|||\\ application |||\\ and |||\\ the|||\\ HDFS. MapReduce |||\\ is|||\\ an|||\\ open|||\\ source |||\\ application |||\\ programming |||\\ interface|||\\ (API)|||\\ that|||\
provides |||\\ fast|||\\ data |||\\ analytics |||\\ services. |||\\ MapReduce |||\\ distributes |||\\ the|||\\ processing |||\\ of|||\
the|||\\ data |||\\ among|||\\ thousands |||\\ of|||\\ nodes |||\\ in|||\\ parallel. |||\\ MapReduce |||\\ works |||\\ with|||\
structured|||\\ and |||\\ nonstructured |||\\ data. |||\\ The|||\\ MapReduce |||\\ framework|||\\ provides |||\\ two|||\
main |||\\ functions, |||\\ Map|||\\ and |||\\ Reduce. |||\\ In|||\\ general|||\\ terms,|||\\ the|||\\ Map|||\\ function|||\\ takes|||\\ a|||\\ job |||\\ and |||\\ divides |||\\ it|||\\ into |||\\ smaller |||\\ units|||\\ of|||\\ work; |||\\ the|||\\ Reduce |||\\ function|||\\ collects |||\\ all|||\\ the|||\\ ou What |||\\ is|||\\ sparse |||\\ data?|||\\ Give|||\\ an|||\\ example.|||\\ - |||\\ correct|||\\ |||\\ answer✔✔arse|||\\ data |||\\ refers|||\\ to|||\
cases |||\\ in|||\\ which|||\\ the|||\\ number |||\\ of|||\\ attributes |||\\ are|||\\ very|||\\ large,|||\\ but|||\\ the|||\\ numbers |||\\ but|||\\ the |||\\ actual |||\\ number |||\\ of|||\\ distinct |||\\ value |||\\ instances |||\\ is|||\\ relatively |||\\ small. |||\\ For|||\\ example,|||\\ if|||\
you|||\\ are|||\\ modeling|||\\ census |||\\ data, |||\\ you|||\\ will|||\\ have|||\\ an|||\\ entity |||\\ called|||\\ person. |||\\ This|||\\ entity |||\
person |||\\ can|||\\ have|||\\ hundreds |||\\ of|||\\ attributes, |||\\ some|||\\ of|||\\ those|||\\ attributes |||\\ would|||\\ be|||\\ first|||\
name,|||\\ last|||\\ name,|||\\ degree,|||\\ employer, |||\\ income,|||\\ veteran|||\\ status, |||\\ foreign |||\\ born,|||\\ etc.|||\
Although, |||\\ there|||\\ would|||\\ be|||\\ many|||\\ millions |||\\ of|||\\ rows |||\\ of|||\\ data |||\\ for|||\\ each|||\\ person, |||\\ there|||\
will|||\\ be|||\\ many|||\\ attributes |||\\ that|||\\ will|||\\ be|||\\ left|||\\ blank,|||\\ for|||\\ example,|||\\ not|||\\ all|||\\ persons |||\\ will|||\
have|||\\ a|||\\ degree,|||\\ an|||\\ income|||\\ or|||\\ an|||\\ employer. |||\\ Even|||\\ fewer|||\\ persons |||\\ will|||\\ be|||\\ veterans|||\
or|||\\ foreign |||\\ born.|||\\ Every|||\\ time|||\\ that|||\\ you|||\\ have|||\\ a|||\\ data |||\\ entity |||\\ that|||\\ has|||\\ many|||\\ columns |||\
but|||\\ the|||\\ data |||\\ instances |||\\ for|||\\ the|||\\ columns |||\\ are|||\\ very|||\\ low|||\\ (many |||\\ empty|||\\ attribute |||\
occurrences) |||\\ it|||\\ is|||\\ said|||\\ that|||\\ you|||\\ have|||\\ sparse |||\\ data. Define|||\\ and |||\\ describe|||\\ the|||\\ basic|||\\ characteristics |||\\ of|||\\ a|||\\ NoSQL|||\\ database. |||\\ - |||\\ correct|||\\ |||\
answer✔✔NoSQL|||\\ refers|||\\ to|||\\ a|||\\ new|||\\ generation |||\\ of|||\\ databases |||\\ that|||\\ address |||\\ the|||\\