Uploaded on Aug 26, 2022
Data is unique pieces of information typically formatted in a specific manner. Data is measured, gathered, reported, and evaluated before being visualized with graphs, pictures, or other analysis tools. https://www.infosectrain.com/courses/data-science-with-python-and-r-certification-training/
Data and its types
Data and its types
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What is Data?
Data is unique pieces of information typically formatted in a specific manner. Data is
measured, gathered, reported, and evaluated before being visualized with graphs,
pictures, or other analysis tools. Data in its purest form before being cleaned and
rectified by scientists is called raw data, which can be a collection of numbers or
characters.
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Types of Data
Primary Data
Data collected by the scientist, such as surveys, interviews, and tests, are specifically
meant to help the researchers understand and solve the study topic, which is primary
data.
Secondary Data
As part of organizational record-keeping, data created by massive government
institutions, healthcare facilities, and so on are secondary data. The information is then
pulled from a variety of data files.
Cross-Sectional Data
A cross-sectional data set is a piece of information gathered by monitoring multiple
topics simultaneously (firms, countries, regions, and individuals). A cross-sectional data
set is evaluated by comparing variations between subjects.
Categorical Data
Categorical data is a type of qualitative data that can be categorized rather than
quantified numerically.
Time-series Data
A time-series data is a collection of information that associates a period with each value.
The value can be almost anything quantifiable that is time-dependent, such as pricing,
humidity, or the number of individuals.
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Spatial Data
Spatial data is the kind of data that refers to a particular geographical area or location,
either directly or indirectly. Spatial data, also known as geospatial or geographic
information, can quantitatively represent a physical item in a geographic reference
frame.
Ordered Data
Ordinal data is a sort of quantitative statistical data in which variables are organized into
naturally occurring groups.
There are some measuring scales that are available after gathering all data types,
including:
1.Nominal: A nominal scale divides data into numerous separate groups without
specifying a ranking system.
2.Ordered: An ordinal scale divides data into distinct types and assigns a ranking to
each category.
3.Interval: An interval scale is a type of ordered scale in which the difference between
measurements is significant, yet there is no actual zero point.
4.Ratio: A ratio scale is an ordered scale in which the difference between the
measurements is a meaningful amount, and the measurements have a valid zero point.
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