Predictive data analysis techniques for cross-trend disease transmission detection

An apparatus for performing cross-trend disease transmission predictive data analysis, the apparatus comprising at least one processor and at least one memory including program code, the at least one memory and the program code configured to, with the processor, cause the apparatus to at least:

• identify a case-based transmission rate trend for a superior geographic domain, wherein the case-based transmission is associated with a total time period comprising a prior time period and a current time period;
• identify a superior domain death-based transmission rate trend for the superior geographic domain, wherein the superior domain death-based transmission rate trend is associated with the prior time period;
• identify an inferior domain death-based transmission rate trend for an inferior geographic domain associated with the superior geographic domain, wherein the inferior domain death-based transmission rate trend is associated with the prior time period;
• and
• cause the presentation of a predictive data analysis user interface, wherein the predictive data analysis user interface is configured to:
• (i) display a case-based transmission rate trend user interface element corresponding to the case-based transmission rate trend, a superior domain death-based transmission rate trend user interface element corresponding to the superior domain death-based transmission rate trend, and an inferior domain death-based transmission rate trend user interface element corresponding to the inferior domain death-based transmission rate trend, (ii) upon user interaction with a total time period segment of the case-based transmission rate trend user interface element that is associated with a total time period timestamp in the total time period, display a case-based confidence interval user interface element that is configured to describe a plurality of case-based transmission rate trend confidence interval values for the total time period timestamp, and (iii) upon user interaction with a prior time period segment of the case-based transmission rate user interface element that corresponds to a prior time period timestamp in the prior time period, display:
• (a) a superior domain death-based transmission rate user interface element that is configured to describe a superior domain death-based transmission rate for the superior geographic domain and the prior time period timestamp, and (b) an inferior domain death-based transmission rate user interface element that is configured to describe an inferior domain death-based transmission rate for the inferior geographic domain and the prior time period timestamp.

A computer program product for performing cross-trend disease transmission predictive data analysis, the computer program product comprising at least one non-transitory computer-readable storage medium having computer-readable program code portions stored therein, the computer-readable program code portions configured to:

• identify a case-based transmission rate trend for a superior geographic domain, wherein the case-based transmission is associated with a total time period comprising a prior time period and a current time period;
• identify a superior domain death-based transmission rate trend for the superior geographic domain, wherein the superior domain death-based transmission rate trend is associated with the prior time period;
• identify an inferior domain death-based transmission rate trend for an inferior geographic domain associated with the superior geographic domain, wherein the inferior domain death-based transmission rate trend is associated with the prior time period;
• and
• cause the presentation of a predictive data analysis user interface, wherein the predictive data analysis user interface is configured to:
• (i) display a case-based transmission rate trend user interface element corresponding to the case-based transmission rate trend, a superior domain death-based transmission rate trend user interface element corresponding to the superior domain death-based transmission rate trend, and an inferior domain death-based transmission rate trend user interface element corresponding to the inferior domain death-based transmission rate trend, (ii) upon user interaction with a total time period segment of the case-based transmission rate trend user interface element that is associated with a total time period timestamp in the total time period, display a case-based confidence interval user interface element that is configured to describe a plurality of case-based transmission rate trend confidence interval values for the total time period timestamp, and (iii) upon user interaction with a prior time period segment of the case-based transmission rate user interface element that corresponds to a prior time period timestamp in the prior time period, display:
• (a) a superior domain death-based transmission rate user interface element that is configured to describe a superior domain death-based transmission rate for the superior geographic domain and the prior time period timestamp, and (b) an inferior domain death-based transmission rate user interface element that is configured to describe an inferior domain death-based transmission rate for the inferior geographic domain and the prior time period timestamp.