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Data Distribution
Data Distribution refers to the way data is spread out or scattered over a given area or range. In Data Science, data distribution is an important concept as it helps in understanding the shape of the data and its characteristics. The distribution of data can be visualized using various statistical techniques such as histograms, box plots, and density plots. Understanding the data distribution is crucial in selecting appropriate statistical models and making accurate predictions. There are several types of data distributions such as normal distribution, uniform distribution, skewed distribution, and bimodal distribution. Each type of distribution has its own set of properties and can be analyzed using different statistical methods. Data distribution is also important in machine learning algorithms such as clustering and classification, where the goal is to group similar data points together based on their distribution.
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