what is 'Big Data' and outline its three basic characteristics Flashcards

1
Q

what is big data?

A

extremely large and complex datasets that cannot be easily managed or analyzed using traditional data processing techniques

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2
Q

what are the data sets of ‘Big Data’ characterised by?

A
  • volume
  • velocity
  • variety
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3
Q

what does big data involve? (Volume)

A

vast amounts of data, often ranging from terabytes to petabytes and beyond.

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4
Q

what can this abundance of data come from? (volume)

A

from various sources such as social media interactions, sensors, transaction records and multimedia content e.g Facebook generates petabytes of data each day

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5
Q

what does the big data that is generated and collected at high speeds require? (velocity)

A

real-time or near-real-time processing and analysis

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6
Q

what does the velocity aspect refer to? (velocity)

A

the rapid rate at which data is produced, streamed, or transmitted

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7
Q

what does big data encompass? (variety)

A

diverse types of data, including structured, semi-structured and unstructured data.

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8
Q

what does structured data follow? (variety)

A

a predefined format and is typically stored in databases

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9
Q

what does semi-structured data may have? (variety)

A

some organizational properties but lacks a strict schema

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10
Q

what does unstructured data lack?

A

a predefined data model and includes text documents, images, audio, and video files

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