| CPC H04N 21/251 (2013.01) [H04N 21/25891 (2013.01)] | 20 Claims |

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1. A computer-implemented method comprising:
generating a device-specific feature, a geographic feature, and an application-level feature associated with a session between a client device and a digital content system;
applying a disruption prediction deep neural network to the device-specific feature, the geographic feature, and the application-level feature to generate a disruption prediction for the session;
determining contribution levels of the device-specific feature, the geographic feature, and the application-level feature to the disruption prediction by determining positive contribution levels and negative contribution levels for the device-specific feature, the geographic feature, and the application-level feature relative to the disruption prediction for the session; and
generating an attribution report based on the contribution levels of the device-specific feature, the geographic feature, and the application-level feature to the disruption prediction.
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