Outliers
Predictive Models in Data Mining
Data Patterns
Adjustments
Techniques for Effective Data Analysis Implementation
Data Visualization
Analyzing Trends Visually
Key Insights
Balancing Detail and Simplicity in Visualization 
visual elements like charts, graphs, and maps, data visualization tools provide an accessible way to see and understand trends,
outliers, and patterns in data
...
Predictive Models in Data Mining 
Data Preprocessing: Cleaning and preparing the data, including handling missing values and
outliers ...
Data Patterns 
Outliers Data points that deviate significantly from the rest of the data, indicating anomalies or rare events
...
Adjustments 
following are the primary types: Statistical Adjustments: Modifications made to raw data to account for anomalies or
outliers ...
Techniques for Effective Data Analysis Implementation 
Outlier Detection Identify and assess the impact of
outliers on the analysis
...
Data Visualization (K) 
visual elements like charts, graphs, and maps, data visualization tools provide an accessible way to see and understand trends,
outliers, and patterns in data
...
Analyzing Trends Visually 
Highlighting trends and
outliers ...
Key Insights 
visual elements like charts, graphs, and maps, data visualization tools provide an accessible way to see and understand trends,
outliers, and patterns in data
...
Visualization Strategies 
Trend Identification: Visualization helps in identifying trends, patterns, and
outliers in data
...
Engaging Visuals to Represent Information 
visual elements like charts, graphs, and maps, data visualization tools provide an accessible way to see and understand trends,
outliers, and patterns in data
...
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