Large capacity, SPI storage for PIC12f1840?

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I'm using a PIC12F1840 chip with an MPU9250 accelerometer to collect movement data. I'm currently using a 1Kb, SPI RAM chip, but it gets full quite quickly, and there is also data loss while trying to read the data from it (due to the RAM's need for continuous power!).
It doesn't have to be quick, the MPU's fastest speed is the only 184Hz, and I'm planning to use it on a slower setting by default. Can someone suggest some type of memory?

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