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I graded a 24-trade journal with a Python script. It failed — here's the exact output

Journaling advice usually stops at "write everything down." Storage isn't feedback. I wanted a grade: fixed bars, printed in the open, same verdict every run.

So the grader reads a journal CSV and computes: profit factor, payoff, win rate, average win/loss, expectancy, max drawdown, longest loss run — then flags patterns against a published scorecard. Here is the actual, unedited output on the included sample journal (24 trades):

JOURNAL GRADE — samples/sample_journal.csv
Trades            : 24 (14 wins / 10 losses)
Win rate          : 58.3%
Average win       : $3.36
Average loss      : $-9.01
Payoff            : 0.373
Profit factor     : 0.522
Net               : $-43.10
Expectancy / trade: $-1.80
Max drawdown      : $75.20
Longest loss run  : 4

FLAGS:
  - PF BELOW DESK BAR — profit factor 0.5216 is under 1.20.
  - PAYOFF DISCIPLINE FAIL — average loss $9.01 is bigger than average win $3.36 and the win rate (58.3%) is under 65%.
  - STACKING — 4 positions open at once (max); lot size escalated after a loss 3 time(s).
  - MISSING STOP — 4 of 24 trades have no stop recorded.

DESK VERDICT: BELOW THE DESK BAR — PF under 1.20.
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The interesting line is STACKING. The journal's worst drawdown didn't come from its biggest single loss — it came from four correlated positions, each "small," all wrong at the same price, with size escalating after losses. That's a pattern a spreadsheet of your trades already contains; most people just never compute it.

The tool is plain Python (stdlib only, offline, places no orders). It's the Journal Grader — standalone $9.99: https://baldwinson3.gumroad.com/l/journal-grader — and it's also in the Trader Skill Pack with a risk gate, position sizer, and exit planner: https://baldwinson3.gumroad.com/l/trader-skill-pack

Run it on your own journal and the verdict might be kinder. The bars don't move either way — that's the point.

Educational tool, not financial advice. The sample journal is fabricated, labelled fabricated, and fails on purpose.

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