CLAUDE: Make -6 and -5 arm ratings exceptionally rare
User requirement: Only 1 player with -6 arm, no more than 3 with -5 arm 2005 tz_runs_total data analysis: - 23: Jim Edmonds (1 player) - 21: Carl Crawford (1 player) - 19: Coco Crisp, Brady Clark, Andruw Jones (3 players) - 18: Cliff Floyd - 17: Jason Michaels, Ichiro Suzuki (2 players) Updated thresholds: - > 22: -6 arm (Jim Edmonds only) - > 19: -5 arm (Carl Crawford only, satisfies 'no more than 3') - > 16: -4 arm (the three 19s plus 18s and 17s) - Graduated scale for remaining tiers Result: Elite arm ratings are now truly exceptional and rare 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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@ -385,24 +385,25 @@ def arm_outfield(all_arms: list):
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# Thresholds adjusted for tz_runs_total scale (ranges ~-8 to +23)
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# Note: These thresholds are for tz_runs_total, not bis_runs_outfield
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if max(all_arms) > 18:
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return -6 # Exceptionally rare (top ~2-3 players)
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elif max(all_arms) > 14:
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return -5 # Elite arms (~5-8 players)
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elif max(all_arms) > 10:
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return -4 # Very good arms
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elif max(all_arms) > 6:
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return -3 # Good arms
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elif max(all_arms) > 2:
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return -2 # Above average
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elif max(all_arms) > -2:
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return -1 # Average
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elif max(all_arms) > -5:
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return 0 # Below average
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elif max(all_arms) > -8:
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return 1 # Poor arm
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# 2005 data: 23 (Edmonds), 21 (Crawford), 19 (Crisp/Clark/A.Jones), 18, 17...
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if max(all_arms) > 22:
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return -6 # Only 1 player (Jim Edmonds: 23)
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elif max(all_arms) > 19:
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return -5 # No more than 3 players (Carl Crawford: 21)
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elif max(all_arms) > 16:
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return -4 # Very good arms (19s, 18s, 17s)
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elif max(all_arms) > 12:
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return -3 # Good arms (14, 13)
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elif max(all_arms) > 8:
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return -2 # Above average (11, 10, 9)
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elif max(all_arms) > 4:
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return -1 # Average (8, 7, 6, 5)
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elif max(all_arms) > 0:
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return 0 # Below average (4, 3, 2, 1)
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elif max(all_arms) > -4:
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return 1 # Poor arm (0, -1, -2, -3)
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else:
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return 2 # Very poor arm
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return 2 # Very poor arm (-4 and below)
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def arm_catcher(cs_pct: str, raa: int, season_pct: float) -> int:
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