store: July 2005 PotM card generation pipeline — full workflow

graph/procedures/july-2005-potm-card-generation-pipeline-full-workflow-5af23b.md

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+---
+id: 5af23b05-a220-4463-bae8-be9c79f5d7ad
+type: procedure
+title: "July 2005 PotM card generation pipeline — full workflow"
+tags: [paper-dynasty, potm, card-generation, retrosheet, "2005", procedure]
+importance: 0.7
+confidence: 0.8
+created: "2026-02-22T18:14:03.104603+00:00"
+updated: "2026-02-22T18:14:03.104603+00:00"
+---
+
+# July 2005 Players of the Month Card Generation
+
+## Context
+
+First PotM batch completed using the new pd-cards CLI skill workflow. Cardset 28 = 2005 Promos. Previous months already done: April, May, June.
+
+## Selected Players
+
+- **AL**: Giambi (IF), Cabrera (OF), Lackey (SP), Rivera (RP)
+- **NL**: Furcal (IF), Jenkins (OF), Patterson (SP), Wagner (RP)
+
+Retro IDs looked up from cardset 27 (Live 2005).
+
+## Pipeline Steps
+
+1. Configure `retrosheet_data.py` with PotM description + retro IDs in `PROMO_INCLUSION_RETRO_IDS`
+2. Dry run: `pd-cards retrosheet process 2005 --cardset-id 28 --description "July PotM" --season-pct 0.191 --dry-run`
+3. Real run (same, without `--dry-run`)
+4. Validate positions: `./scripts/check_positions.sh 28`
+5. Upload check to render images: `pd-cards upload check --cardset "2005 Promos"`
+6. Validate groundball_b values in output
+7. S3 upload: `pd-cards upload s3 --cardset "2005 Promos"`
+8. Scouting: `pd-cards scouting all && pd-cards scouting upload`
+9. Reset `retrosheet_data.py` back to Live defaults (see companion memory)
+
+## Season Percentage for July
+
+July = 31/162 games played in month. Season PCT used: `0.191` (31/162).
+
+## Notes
+
+- Must explicitly pass `--season-pct` on CLI — default is 1.0 and overrides script config
+- After completion, always reset retrosheet_data.py to Live defaults