15. A computer program product, comprising: a non-transitory computer readable storage medium having computer readable program code embodied therewith, the computer readable program code comprising: computer readable program code configured to store a plurality of timeslicing tables corresponding with a time-dependent attribute in a database, the plurality of timeslicing tables includes a first timeslicing table corresponding with the time-dependent attribute over a first time period and a second timeslicing table corresponding with the time-dependent attribute over a second time period, the plurality of timeslicing tables includes a third timeslicing table corresponding with the time-dependent attribute over a third time period; computer readable program code configured to detect a data update to the time-dependent attribute within the first time period and determine a historical rate of data updates associated with the time-dependent attribute over the first time period and the second time period; computer readable program code configured to detect that the historical rate of data updates associated with the time-dependent attribute over the first time period and the second time period is greater than an updating threshold; computer readable program code configured to consolidate and replace the first timeslicing table and the second timeslicing table within the database with a character large object representation for the time-dependent attribute over the first time period and the second time period in response to detecting that the historical rate of data updates associated with the time-dependent attribute over the first time period and the second time period is greater than the updating threshold; computer readable program code configured to acquire a query for one or more data values associated with the time-dependent attribute; computer readable program code configured to retrieve the third timeslicing table corresponding with the time-dependent attribute from the database in response to the query and retrieve the character large object representation for the time-dependent attribute over the first time period and the second time period from the database in response to the query; and computer readable program code configured to generate a plurality of segments using the character large object representation for the time-dependent attribute and generate the one or more data values associated with the time-dependent attribute using the plurality of segments and the third timeslicing table, the character large object representation for the time-dependent attribute over the first time period and the second time period is stored as a character large object within the database and the third timeslicing table corresponding with the time-dependent attribute over the third time period is stored as a binary large object within the database.
15. A computer program product, comprising: a non-transitory computer readable storage medium having computer readable program code embodied therewith, the computer readable program code comprising: computer readable program code configured to store a plurality of timeslicing tables corresponding with a time-dependent attribute in a database, the plurality of timeslicing tables includes a first timeslicing table corresponding with the time-dependent attribute over a first time period and a second timeslicing table corresponding with the time-dependent attribute over a second time period, the plurality of timeslicing tables includes a third timeslicing table corresponding with the time-dependent attribute over a third time period; computer readable program code configured to detect a data update to the time-dependent attribute within the first time period and determine a historical rate of data updates associated with the time-dependent attribute over the first time period and the second time period; computer readable program code configured to detect that the historical rate of data updates associated with the time-dependent attribute over the first time period and the second time period is greater than an updating threshold; computer readable program code configured to consolidate and replace the first timeslicing table and the second timeslicing table within the database with a character large object representation for the time-dependent attribute over the first time period and the second time period in response to detecting that the historical rate of data updates associated with the time-dependent attribute over the first time period and the second time period is greater than the updating threshold; computer readable program code configured to acquire a query for one or more data values associated with the time-dependent attribute; computer readable program code configured to retrieve the third timeslicing table corresponding with the time-dependent attribute from the database in response to the query and retrieve the character large object representation for the time-dependent attribute over the first time period and the second time period from the database in response to the query; and computer readable program code configured to generate a plurality of segments using the character large object representation for the time-dependent attribute and generate the one or more data values associated with the time-dependent attribute using the plurality of segments and the third timeslicing table, the character large object representation for the time-dependent attribute over the first time period and the second time period is stored as a character large object within the database and the third timeslicing table corresponding with the time-dependent attribute over the third time period is stored as a binary large object within the database. 16. The computer program product of claim 15 , wherein the computer readable program code further comprises: computer readable program code configured to identify a gap based on the plurality of segments; computer readable program code configured to determine a substitute value for the gap based on a weighted average of a subset of the plurality of segments adjacent to the gap; and computer readable program code configured to generate one or more data values based on the substitute value.