Imagine you are a media researcher tasked with analysing customer behaviour for an e-commerce platform. You have collected data on user interactions such as browsing time, click-through rates, and purchase history. Explain how you would utilise data visualisation techniques to identify patterns that could help improve the platform's user experience and increase sales. Give specific examples of visualisations and justify their use in this scenario.

As a media researcher analyzing customer behavior for an e-commerce platform, I have access to valuable data such as browsing time, click-through rates (CTR), and purchase history. By utilizing data visualization techniques, I can identify meaningful patterns in user interactions that can help improve the platform's user experience and increase sales. Data visualization allows us to transform complex datasets into visual formats that are easy to interpret, highlighting trends, correlations, and outliers. 

Identifying Patterns in Browsing Time

1. Heatmaps for Page Engagement:

   • Example: Heatmaps visually represent the areas of a webpage where users spend the most time or engage the most, highlighting sections with high or low activity.
   • Justification: By generating heatmaps of product pages, we can quickly see where users are focusing their attention. For example, if a product description section shows high engagement while the "Add to Cart" button is less frequently clicked, this suggests that users are interested in the product but may find the purchasing process unclear or difficult to access. Based on this insight, we can optimize the layout of the page by moving the "Add to Cart" button to a more prominent location to increase conversions.

2. Time Series Graphs for Browsing Behavior:

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