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Different Types of
Data Visualization in
Data Science
https://nareshit.com/data-science-online-training/
Today's Agenda
Introduction to the Data
Visualization
Types of Data Visualization
https://nareshit.com/data-science-online-training/
Introduction
Data visualization is the graphical representation
of data to facilitate understanding and analysis.
There are various types of data visualization
techniques, each suited for different types of data
and insights. Here are some common types of data
visualization:
https://nareshit.com/data-science-online-training/
Types of Data Visualization
Area Chart
Histogram
Treemap
Box Plot
Bubble Chart
08
09
10
11
12
Line Chart
Bar Chart
Pie Chart
Scatter Plot
Heatmap
01
02
03
04
05
Word Cloud
14
Choropleth Map
Network Graph
06
Sankey Diagram
07
13
Line Chart
01
A line chart displays
data points connected
by a line, often used to
show trends over time or
continuous data.
Item
1
Item 2 Item 3 Item
4
Item
5
40
30
20
10
0
https://nareshit.com/data-science-online-training/
Bar Chart
02
A bar chart represents data
using rectangular bars of
varying lengths, commonly
used to compare categorical
data.
Item
1
Item 2 Item 3 Item
4
Item
5
25
20
15
10
5
0
https://nareshit.com/data-science-online-training/
Pie Chart
03
A pie chart divides a whole
into slices to represent the
proportion of different
categories within the data.
Item
1
20%
Item 2
20%
Item 3
20%
Item
4
20%
Item
5
20%
Scatter Plot
04
A scatter plot shows the
relationship between two
numerical variables, plotting
points on a Cartesian
coordinate system
0 1
0
2
0
3
0
250
200
150
100
50
0
https://nareshit.com/data-science-online-training/
Heatmap
05
A heatmap uses color-coded
cells to represent values
within a matrix, providing a
visual summary of data
patterns and relationships
https://nareshit.com/data-science-online-training/
Area Chart
06
An area chart is similar to a
line chart but with the area
beneath the line filled,
emphasizing the cumulative
total or distribution over
time
https://nareshit.com/data-science-online-training/
Histogram
07
A histogram presents the
distribution of a continuous
variable by dividing it into
bins and displaying the
frequency or proportion of
observations within each bin 1
0
12 1
4
16
3
2
1
0
Treemap
08
A treemap represents
hierarchical data using
nested rectangles, where the
size of each rectangle
corresponds to a specific
attribute or value.
Group 1
Group 4 Group 2 Group 3
Subgroup 1 Subgroup 2 Subgroup 3
Subgroup 8 Subgroup 9
Subgroup 4
Subgroup 5
Subgroup…
Subgroup 7
Box Plot
09
A box plot displays the
distribution of a numerical
variable through quartiles,
outliers, and other summary
statistics, providing insights
into the data's spread and
skewness
Bubble Chart
10
A bubble chart displays
three variables by using
circles of different sizes and
colors to represent the
relationships between them
Network Graph
11
A network graph, or a node-
link diagram, illustrates
relationships between
entities as nodes (points)
and their connections as
links (lines or arcs)
https://nareshit.com/data-science-online-training/
Choropleth Map
A choropleth map uses color
or patterns to represent
data values across
geographic regions,
providing insights into
spatial patterns
12
Sankey Diagram
13
A Sankey diagram visualizes
the flow of data or resources
through interconnected
pathways, often used to
show energy flows, migration
patterns, or customer
journeys.
Word Cloud
14
A word cloud displays words
from a text dataset, where
the size or color of each
word corresponds to its
frequency or importance.
https://nareshit.com/data-science-online-training/
Thank you for
Visiting
support@nareshit.com +91-8179191999
https://nareshit.com/data-science-online-training/

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Different Types of Data Visualization in Data Science - NareshIT

  • 1. Different Types of Data Visualization in Data Science https://nareshit.com/data-science-online-training/
  • 2. Today's Agenda Introduction to the Data Visualization Types of Data Visualization https://nareshit.com/data-science-online-training/
  • 3. Introduction Data visualization is the graphical representation of data to facilitate understanding and analysis. There are various types of data visualization techniques, each suited for different types of data and insights. Here are some common types of data visualization: https://nareshit.com/data-science-online-training/
  • 4. Types of Data Visualization Area Chart Histogram Treemap Box Plot Bubble Chart 08 09 10 11 12 Line Chart Bar Chart Pie Chart Scatter Plot Heatmap 01 02 03 04 05 Word Cloud 14 Choropleth Map Network Graph 06 Sankey Diagram 07 13
  • 5. Line Chart 01 A line chart displays data points connected by a line, often used to show trends over time or continuous data. Item 1 Item 2 Item 3 Item 4 Item 5 40 30 20 10 0 https://nareshit.com/data-science-online-training/
  • 6. Bar Chart 02 A bar chart represents data using rectangular bars of varying lengths, commonly used to compare categorical data. Item 1 Item 2 Item 3 Item 4 Item 5 25 20 15 10 5 0 https://nareshit.com/data-science-online-training/
  • 7. Pie Chart 03 A pie chart divides a whole into slices to represent the proportion of different categories within the data. Item 1 20% Item 2 20% Item 3 20% Item 4 20% Item 5 20%
  • 8. Scatter Plot 04 A scatter plot shows the relationship between two numerical variables, plotting points on a Cartesian coordinate system 0 1 0 2 0 3 0 250 200 150 100 50 0 https://nareshit.com/data-science-online-training/
  • 9. Heatmap 05 A heatmap uses color-coded cells to represent values within a matrix, providing a visual summary of data patterns and relationships https://nareshit.com/data-science-online-training/
  • 10. Area Chart 06 An area chart is similar to a line chart but with the area beneath the line filled, emphasizing the cumulative total or distribution over time https://nareshit.com/data-science-online-training/
  • 11. Histogram 07 A histogram presents the distribution of a continuous variable by dividing it into bins and displaying the frequency or proportion of observations within each bin 1 0 12 1 4 16 3 2 1 0
  • 12. Treemap 08 A treemap represents hierarchical data using nested rectangles, where the size of each rectangle corresponds to a specific attribute or value. Group 1 Group 4 Group 2 Group 3 Subgroup 1 Subgroup 2 Subgroup 3 Subgroup 8 Subgroup 9 Subgroup 4 Subgroup 5 Subgroup… Subgroup 7
  • 13. Box Plot 09 A box plot displays the distribution of a numerical variable through quartiles, outliers, and other summary statistics, providing insights into the data's spread and skewness
  • 14. Bubble Chart 10 A bubble chart displays three variables by using circles of different sizes and colors to represent the relationships between them
  • 15. Network Graph 11 A network graph, or a node- link diagram, illustrates relationships between entities as nodes (points) and their connections as links (lines or arcs) https://nareshit.com/data-science-online-training/
  • 16. Choropleth Map A choropleth map uses color or patterns to represent data values across geographic regions, providing insights into spatial patterns 12
  • 17. Sankey Diagram 13 A Sankey diagram visualizes the flow of data or resources through interconnected pathways, often used to show energy flows, migration patterns, or customer journeys.
  • 18. Word Cloud 14 A word cloud displays words from a text dataset, where the size or color of each word corresponds to its frequency or importance. https://nareshit.com/data-science-online-training/
  • 19. Thank you for Visiting support@nareshit.com +91-8179191999 https://nareshit.com/data-science-online-training/