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We propose a model of TCP performance that captures the behavior of a diverse set of network paths. The model uses more parameters than previous efforts, but we show that each feature of the model describes an effect that is important for at least some paths. We show that the model is sufficient to describe the datasets we collected with acceptable accuracy. Finally, we show that the model’s parameters can be estimated using simple, application-level measurements.