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What tools and techniques are best for visualizing large datasets?

09/07/2023 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

There are various tools and techniques suitable for visualizing large data sets. Here are some of the most popular options:

Data Visualization Libraries: There are a variety of libraries for different programming languages ​​specifically designed for data visualization. Examples are:

Python: Matplotlib, Seaborn, Plotly, Bokeh

R: ggplot2, Shiny, plotly

JavaScript: D3.js, Chart.js, Highcharts

Interactive Dashboards: Dashboards allow you to make data visualizations interactive and

allow users to interact with the data. Popular tools for creating interactive dashboards are:

Tableau

PowerBI

Plotly Dash

Big Data Visualization Tools: When it comes to visualizing very large data sets that cannot be processed on a single machine, Big Data Visualization Tools can come in handy. These tools are designed to handle distributed computing power and generate scalable visualizations. Some examples are:

Apache Hadoop

Apache Spark

Elasticsearch

Heatmaps and tree maps: Heatmaps and tree maps are special visualization techniques that are particularly well suited for large data sets in order to recognize patterns and connections at a glance.

Data Storytelling: When visualizing large data sets, it is often helpful to build a story around the data to make it more understandable and meaningful. Data storytelling tools like Datawrapper or Flourish can help.

Choosing the best tool or technique depends on a variety of factors, including the nature of the data, specific needs, and the technical prowess of the user. It may also make sense to use multiple tools or techniques in combination to get the best possible results.

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