Abstract: A system may receive a cluster prediction requirement. The system may determine a first node conglomerate by sorting a first dataset into a first plurality of nodes. The system may determine a plurality of attributes by sorting a second dataset associated with the cluster prediction requirement. The system may determine a second node conglomerate for each of the plurality of attributes. A node confidence score may be assigned to each of the second plurality of nodes. The system may determine a node graph based on a comparison between the first node conglomerate and the second node conglomerate. The node graph may be iteratively modified based on a node optimization threshold value to generate a harmonized node graph. The node optimization threshold value may be based on a map confidence score allotted to the node graph.

Abstract: A device is configured to receive a playlist identifying content assets to be played on a streaming video channel. Each of the content assets may include segments. The device may add segment addresses associated with a content asset into a queue. The segment addresses may identify memory locations at which the segments included in the content asset are stored. However, the segments themselves may not be stored by the device or added to the queue. The device may generate a batch of segment addresses from the segment addresses in the queue. The device may publish a channel manifest for the streaming video channel including the batch of segment addresses. The content assets may be accessible via the streaming video channel through a single network address. The device may periodically update the channel manifest based on the segment addresses in the queue.

Abstract: A device is configured to receive a playlist identifying content assets to be played on a streaming video channel. Each of the content assets may include segments. The device may add segment addresses associated with a content asset into a queue. The segment addresses may identify memory locations at which the segments included in the content asset are stored. However, the segments themselves may not be stored by the device or added to the queue. The device may generate a batch of segment addresses from the segment addresses in the queue. The device may publish a channel manifest for the streaming video channel including the batch of segment addresses. The content assets may be accessible via the streaming video channel through a single network address. The device may periodically update the channel manifest based on the segment addresses in the queue.