| CPC G06Q 30/0205 (2013.01) [G06Q 30/0201 (2013.01)] | 20 Claims |

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1. A computer-implemented method for preparing datasets for geo experiments, the method comprising:
accessing, by the one or more computing devices, a dataset of a plurality of geographic pairs, the dataset of the plurality of geographic pairs comprising input data, response data, and location identifiers associated with each geographic region, wherein the response data is a result of an action associated with the input data, and wherein a first geographic pair of the dataset of the plurality of geographic pairs comprises a first geographic region and a second geographic region;
calculating, by the one or more computing devices, a first outcome estimate based on a difference in response data and a difference in input data for the first geographic pair;
calculating, by the one or more computing devices, a plurality of experimental uncertainty estimates associated with the plurality of geographic pairs during an experimental time interval, the plurality of experimental uncertainty estimates being calculated based on a plurality of different simulation for the plurality of geographic pairs during the experimental time interval;
accessing, by the one or more computing devices, historical data associated with the plurality of geographic pairs, the historical data being associated with a first time interval, the first time interval occurring prior to the experimental time interval, and wherein the historical data comprises of a historical response difference between the plurality of geographic pairs during the first time interval;
determining a beta value associated with the historical response difference between the plurality of geographic pairs during the first time interval, the beta value being determined to reduce a sum of the plurality of experimental uncertainty estimates of associated with the plurality of geographic pairs;
removing, based on the first outcome estimate and the beta value, the first geographic pair from the plurality of geographic pairs to generate a first subset of geographic pairs; and
providing, by the one or more computing devices, the first subset of geographic pairs.
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