Profiling
Profiling is the process of analyzing and gathering information about individuals or groups based on their behavior, characteristics, and other relevant data. In data science, profiling refers to the process of analyzing and understanding the characteristics of a dataset, including its size, structure, and content. This process involves examining the data to identify patterns, trends, and anomalies that can be used to gain insights and make informed decisions. Profiling is an important step in data preparation and is used to identify data quality issues, such as missing or inconsistent data, and to determine the appropriate data cleaning and transformation techniques to be applied. In addition, profiling can be used to identify potential biases in the data and to ensure that the data is representative of the population it is intended to represent.
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