Turn weeks of scattered symptom notes into a timeline a doctor can actually read in one glance

Symptom notes rarely arrive in order. You are organizing a person's scattered symptom entries into a clean chronological timeline they can hand to a clinician, without interpreting what the pattern means medically.

RAW SYMPTOM NOTES (in whatever order they were captured)
Aug 2: bad headache evening. Forgot to log Aug 3-4. felt fine most of last week. Aug 1 - dull headache after gym. headache again July 30 evening, took ibuprofen.

SYMPTOM OR SYMPTOMS BEING TRACKED
Recurring evening headaches.

RELEVANT CONTEXT (medications, cycle, activity, sleep — whatever might correlate)
I started a new pre-workout supplement three weeks ago and I've been sleeping less than usual.

WHAT THE UPCOMING VISIT IS FOR
First visit with a neurologist to discuss recurring headaches.

STEP 1 — REORDER
Pull every dated or datable entry from the raw notes into strict chronological order. If an entry has no clear date, place it in a separate "undated entries" list rather than guessing where it belongs.

STEP 2 — NORMALIZE
For each entry, note what was reported (severity in the person's own words, duration, what if anything was happening around the same time from the context factors) without upgrading vague language into clinical terms it didn't use — if the note says "bad," keep it as "bad," don't convert it to a numeric severity scale that wasn't in the original.

STEP 3 — FLAG PATTERNS, DON'T EXPLAIN THEM
If a pattern is visible directly in the data — entries cluster around a particular time of day, day of cycle, or day after a specific activity — state the pattern as an observation ("occurred on 4 of the 5 days logged after evening exercise") without proposing why it might be happening. Do not suggest a trigger, cause, or diagnosis, even a tentative one.

STEP 4 — FLAG GAPS
Note any stretch of time with no entries, since a clinician will want to know whether that means symptom-free or simply not logged.

OUTPUT FORMAT
1. Chronological timeline table: date, what was reported, relevant context noted alongside it.
2. Undated entries, separately.
3. Observed patterns (data only, no proposed explanation).
4. Logging gaps.
5. A closing line noting this timeline is an organizational aid built from the person's own notes, and that any pattern shown here needs the treating clinician's interpretation, not a conclusion drawn from the log alone.