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Capture sequences of words (bigrams or trigrams) to maintain context.

Replace categorical levels with the mean of the target variable. 75bdb.7z

Convert text into numerical importance scores. Capture sequences of words (bigrams or trigrams) to

Use a library like TextBlob or VADER to generate a numerical "mood" for the text. 4. If it contains Image Data Color Histograms: Quantify the distribution of colors. day of the week

Extract structural/shape information.

Extract the hour, day of the week, month, or "Is Weekend" flag. 3. If it contains Text Data

Convert continuous numerical data into discrete categories (e.g., "Low", "Medium", "High"). 2. If it contains Time-Series Data Lag Features: Include values from previous time steps (