week-7

Today,  we have submitted project and had a discussion about dataset-2

I started looking at the Washington police shootings dataset today. One of the first challenges I encountered was data inconsistency, especially with missing values and non-standardized entries in critical columns like race, cause, and weapon. Some entries were ambiguous or labeled “unknown,” which posed difficulties for meaningful analysis. I spent time understanding the context and potential biases within the dataset, which is crucial for ensuring our model’s fairness and accuracy.

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