Thus, we have household diary data for ten years, which we use for this analysis.
We use household diary data from the past ten years for our analysis. 
mnli hypothesis: We use household diary data from the past ten years for our analysis.  premise: Thus, we have household diary data for ten years, which we use for this analysis.