It’s been two years since I started tracking my Long Covid with the Visible app, and a year since I last sat down with the data here on the blog. This post is a follow-up — same data, but now with twice as much of it, a clearer improvement arc, and some new plots and analyses I hadn’t tried before. Calendar heatmaps, ridgeline plots, change-point detection, and a phase-by-phase look at how my morning stability score moves across the menstrual cycle all make an appearance, alongside a quick check on whether last year’s symptom clusters still hold up.