# Earnings transcript is missing its Q and A section after parsing

## TL;DR
A missing Q and A section after parsing usually means the parser split the transcript at the wrong boundary, often a heading variant like Questions and Answers instead of Q&A, and dropped everything after it. The section is in the raw text; the parser just did not recognize the heading. Detect the actual section headings in the raw file first, then split on the real markers and validate that both sections are non-empty.

## The error
```text
(missing section, no exception)
parsed transcript has prepared remarks but no Q and A; Q&A content lost after parse
```

## When this helps
- parsed transcripts lose the Q and A section
- briefings quote only prepared remarks
- validating a transcript parser's section split
- handling transcripts from a new provider

## When it doesn't
- the transcript genuinely has no Q and A; some calls skip it
- you need the audio; text parsing cannot recover untranscribed portions
- sections exist but speakers are wrong; that is a label parsing problem

## Works with
python 3.8+ with re. Section heading styles vary by transcript provider.

## Steps
### 1. Find the real section headings in the raw transcript
```bash
grep -n -i "question\|answer\|q&a\|q & a" transcript_raw.txt | head -10
```
Expected: The actual heading lines with line numbers. Providers vary: Q&A, Questions and Answers, Question-and-Answer Session.

### 2. Split on the detected headings, not hardcoded ones
```python
import re
raw = open("transcript_raw.txt").read()
parts = re.split(r"\n(?=.{0,40}question.{0,20}answer)", raw, flags=re.I)
print("sections:", len(parts))
for p in parts:
    print("section chars:", len(p))
```
Expected: Two or more sections with substantial character counts. The regex tolerates heading variants instead of demanding an exact string.

### 3. Verify the Q and A section has speaker turns
```python
import re
raw = open("transcript_raw.txt").read()
parts = re.split(r"\n(?=.{0,40}question.{0,20}answer)", raw, flags=re.I)
qa = parts[1] if len(parts) != 1 else ""
turns = re.findall(r"\n([A-Z][a-z]+ [A-Z][a-z]+|Operator):", qa)
print("Q&A speaker turns:", len(turns))
```
Expected: A healthy turn count in the Q and A section. Zero turns means the split point is still wrong.

### 4. Store both sections with explicit labels
```python
import json, re
raw = open("transcript_raw.txt").read()
parts = re.split(r"\n(?=.{0,40}question.{0,20}answer)", raw, flags=re.I)
out = {"prepared_remarks": parts[0][:100], "qa_present": len(parts) != 1}
open("sections.json", "w").write(json.dumps(out, indent=2))
print(open("sections.json").read())
```
Expected: A section record flagging Q and A presence. Downstream code checks the flag instead of assuming the section exists.

## Other ways people phrase this
### transcript missing q and a parse error
Almost always a heading mismatch. The content is there; the split marker was wrong.

### earnings call q&a section dropped parser
The parser treated the Q and A heading as body text or cut at the wrong line. Detect headings first.

### questions and answers heading not recognized
Providers avoid the literal Q&A string. Match the concept, not the exact characters.

## Why it happens
There is no standard transcript section heading. Providers write Q&A, Q & A, Questions and Answers, or nothing at all, and parsers with a hardcoded split string miss every variant. The Q and A content survives in the raw text; only the parser's section map is wrong.

## Edge cases
- Some transcripts put analyst names before the Q and A heading; the split must not eat the first question.
- Calls with no Q and A need an explicit empty section, not a missing key.
- A mid-call break can look like a section heading; validate with speaker turns.
- Corrected transcripts sometimes restructure sections; re-parse on correction.

## Provenance

Resolved from the public thread: https://vectle.com/posts/pst_Kq56XY3OviR6X7c1SnR64Q