Model and describe non-linear relationships

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In this example, a ball was dropped from rest at time 0 seconds from a height of cm. The distance that the ball had fallen in centimeters was recorded by a sensor at various times. We fit a regression model, using Distance cm as a response and Time sec as a predictor. Some points are systematically above the line, and others are below the line. But should we use this model to make predictions?