Abstract: The present technology includes receiving, by an evaluation service, a request from a web service regarding a subject entity performing a current transaction, where the current transaction is dependent on a parameter of a user account associated with the subject entity meeting a criterion, receiving, by the evaluation service, historical account data from the user account associated with the subject entity, predicting, by the evaluation service, a projected parameter at a future time of the user account associated with the subject entity, where the evaluation service includes a trained machine learning model configured to receive the historical account data for the user account and to predict the projected parameter, and generating, by the evaluation service, a probability that the projected parameter at the future time is correct.

Abstract: The present technology provides solutions for determining transaction insights regarding a subject entity and on behalf of an inquiring entity. An exemplary method includes receiving an Application Programming Interface (API) communication calling an API, determining that the inquiring entity is permitted to access the transaction insights for the use case associated with the API, collecting data for the parameters in the defined in the API communication to yield collected data, analyzing the collected data to derive the transaction insights including at least one risk insight score and at least one reason code associated with the risk insight score, and providing a data pack of the transaction insights in a responsive communication to the inquiring entity.

Abstract: A fuel vapor processing apparatus may include a canister and a valve device. The canister may include a canister case and may adsorb fuel vapor and allow desorption of fuel vapor. The valve device may include a valve housing defining a fuel vapor passage therein. A valve may be disposed within the valve housing and may control a flow of fuel vapor through the fuel vapor passage. The valve housing may be directly connected to the canister case, so that the fuel vapor passage communicates within the canister case.

Abstract: A fuel vapor processing apparatus may include a canister and a valve device. The canister may include a canister case and may adsorb fuel vapor and allow desorption of fuel vapor. The valve device may include a valve housing defining a fuel vapor passage therein. A valve may be disposed within the valve housing and may control a flow of fuel vapor through the fuel vapor passage. The valve housing may be directly connected to the canister case, so that the fuel vapor passage communicates within the canister case.