There is one row per video. Giving every video its own categorical coefficient saturates the linear predictor. The investment column is a linear combination of the video indicator columns, so the design matrix loses full rank and the investment effect can be shifted into the video effects without changing any fitted value. The model is nonidentifiable.

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