82 lines
2.7 KiB
Python
82 lines
2.7 KiB
Python
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from analysis.team_identity_v2 import summarize_team_tags, classify_team_style
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def compute_team_power_score(summary):
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"""
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Converts team tag percentiles into a single weighted power score.
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Weights reflect real match impact:
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Slayer: 30%
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Objective: 25%
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Consistency: 20%
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Clutch: 15%
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Sharpshooter: 10%
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"""
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return (
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summary["slayer"]["avg_pct"] * 0.30 +
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summary["objective_payload"]["avg_pct"] * 0.25 +
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summary["consistency"]["avg_pct"] * 0.20 +
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summary["clutch"]["avg_pct"] * 0.15 +
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summary["sharpshooter"]["avg_pct"] * 0.10
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)
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def generate_prediction(teamA_players, teamB_players, teamA_name="Team A", teamB_name="Team B"):
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"""
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Generates a caster-ready prediction block using:
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- Team Identity 2.0
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- Weighted tag power scores
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- Style classification
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- Strength/weakness contrast
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"""
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# -----------------------------------------
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# 1. Summaries
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# -----------------------------------------
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A = summarize_team_tags(teamA_players)
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B = summarize_team_tags(teamB_players)
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# -----------------------------------------
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# 2. Power scores
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# -----------------------------------------
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A_power = compute_team_power_score(A)
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B_power = compute_team_power_score(B)
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# -----------------------------------------
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# 3. Style classification
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# -----------------------------------------
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A_style, A_weak = classify_team_style(A)
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B_style, B_weak = classify_team_style(B)
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# -----------------------------------------
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# 4. Determine favorite
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# -----------------------------------------
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diff = A_power - B_power
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if abs(diff) < 5:
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favorite = "Too close to call — this matchup is statistically even."
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elif diff > 0:
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favorite = f"{teamA_name} are favored based on stronger overall tag profile."
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else:
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favorite = f"{teamB_name} are favored based on stronger overall tag profile."
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# -----------------------------------------
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# 5. Build prediction text
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# -----------------------------------------
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lines = []
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lines.append("MATCH PREDICTION\n")
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lines.append(f"{teamA_name} Power Score: {A_power:.1f}")
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lines.append(f"{teamB_name} Power Score: {B_power:.1f}\n")
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lines.append(f"{teamA_name} Style: {A_style}")
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lines.append(f"{teamB_name} Style: {B_style}\n")
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lines.append("Key Weaknesses:")
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lines.append(f" {teamA_name}: {', '.join(A_weak) if A_weak else 'No major weaknesses'}")
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lines.append(f" {teamB_name}: {', '.join(B_weak) if B_weak else 'No major weaknesses'}\n")
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lines.append("Prediction:")
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lines.append(f" {favorite}")
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return "\n".join(lines)
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