3.0.3: Cant fix team avg. removed.

database/L3/L3_Builder.py

@@ -239,7 +239,7 @@ def main(force_all: bool = False, workers: int = 1):
                             result["last_match_date"],
                         )
                         success_count += 1
-                    if processed_count % 4 == 0:
+                    if processed_count % 2 == 0:
                         conn_l3.commit()
                         logger.info(f"Progress: {processed_count}/{total_players} ({success_count} success, {error_count} errors)")
         else:
@@ -267,7 +267,7 @@ def main(force_all: bool = False, workers: int = 1):
                     continue
 
                 processed_count = idx
-                if processed_count % 4 == 0:
+                if processed_count % 2 == 0:
                     conn_l3.commit()
                     logger.info(f"Progress: {processed_count}/{total_players} ({success_count} success, {error_count} errors)")
         

web/routes/players.py

@@ -6,6 +6,7 @@ from web.database import execute_db, query_db
 from web.config import Config
 from datetime import datetime
 import os
+import json
 from werkzeug.utils import secure_filename
 
 bp = Blueprint('players', __name__, url_prefix='/players')
@@ -231,6 +232,41 @@ def charts_data(steam_id):
     radar_data = {}
     radar_dist = FeatureService.get_roster_features_distribution(steam_id)
     
+    # Task 1: Strict Team Average Calculation
+    team_avg_radar = None
+    lineups = WebService.get_lineups()
+    if lineups:
+        target_lineup = None
+        try:
+            p_ids = [str(i) for i in json.loads(lineups[0].get("player_ids_json") or "[]")]
+            if str(steam_id) in p_ids:
+                target_lineup = p_ids
+        except:
+            target_lineup = None
+        
+        if target_lineup:
+            # Calculate strict average for this lineup
+            team_sums = {
+                'score_aim': 0.0, 'score_defense': 0.0, 'score_utility': 0.0,
+                'score_clutch': 0.0, 'score_economy': 0.0, 'score_pace': 0.0,
+                'score_pistol': 0.0, 'score_stability': 0.0
+            }
+            member_count = 0
+            
+            for member_id in target_lineup:
+                mf = FeatureService.get_player_features(member_id)
+                if mf:
+                    member_count += 1
+                    for k in team_sums:
+                        team_sums[k] += float(mf.get(k) or 0.0)
+            
+            if member_count > 0:
+                team_avg_radar = {k: v / member_count for k, v in team_sums.items()}
+                # Fallback: if calculated avg is all zeros (e.g. teammates have no stats),
+                # treat as None to trigger global fallback in frontend
+                if sum(team_avg_radar.values()) == 0:
+                    team_avg_radar = None
+
     if features:
         # Dimensions: AIM, DEFENSE, UTILITY, CLUTCH, ECONOMY, PACE (6 Dimensions)
         # Use calculated scores (0-100 scale)
@@ -266,7 +302,8 @@ def charts_data(steam_id):
     return jsonify({
         'trend': {'labels': trend_labels, 'values': trend_values},
         'radar': radar_data,
-        'radar_dist': radar_dist
+        'radar_dist': radar_dist,
+        'team_avg_radar': team_avg_radar
     })
 
 # --- API for Comparison ---
@@ -297,14 +334,15 @@ def api_batch_stats():
             
             # 1. Radar Scores (Normalized 0-100)
             # Use safe conversion with default 0 if None
-            # Force 0.0 if value is 0 or None to ensure JSON compatibility
             radar = {
-                'STA': float(f.get('score_sta') or 0.0), 
+                'AIM': float(f.get('score_aim') or 0.0),
-                'BAT': float(f.get('score_bat') or 0.0),
+                'DEFENSE': float(f.get('score_defense') or 0.0),
-                'HPS': float(f.get('score_hps') or 0.0),
+                'UTILITY': float(f.get('score_utility') or 0.0),
-                'PTL': float(f.get('score_ptl') or 0.0),
+                'CLUTCH': float(f.get('score_clutch') or 0.0),
-                'SIDE': float(f.get('score_tct') or 0.0),
+                'ECONOMY': float(f.get('score_economy') or 0.0),
-                'UTIL': float(f.get('score_util') or 0.0)
+                'PACE': float(f.get('score_pace') or 0.0),
+                'PISTOL': float(f.get('score_pistol') or 0.0),
+                'STABILITY': float(f.get('score_stability') or 0.0)
             }
             
             # 2. Basic Stats for Table
@@ -347,22 +385,22 @@ def api_batch_stats():
                 'first_kill_ct': float(f.get('side_first_kill_rate_ct') or 0),
                 
                 # Row 3
-                'first_death_t': float(f.get('side_first_death_rate_t') or 0),
+                'first_death_t': float(f.get('tac_fd_rate') or 0),
-                'first_death_ct': float(f.get('side_first_death_rate_ct') or 0),
+                'first_death_ct': float(f.get('tac_fd_rate') or 0),
                 'kast_t': float(f.get('side_kast_t') or 0),
                 'kast_ct': float(f.get('side_kast_ct') or 0),
                 
                 # Row 4
-                'rws_t': float(f.get('side_rws_t') or 0),
+                'rws_t': float(f.get('core_avg_rws') or 0),
-                'rws_ct': float(f.get('side_rws_ct') or 0),
+                'rws_ct': float(f.get('core_avg_rws') or 0),
-                'multikill_t': float(f.get('side_multikill_rate_t') or 0),
+                'multikill_t': float(f.get('tac_multikill_rate') or 0),
-                'multikill_ct': float(f.get('side_multikill_rate_ct') or 0),
+                'multikill_ct': float(f.get('tac_multikill_rate') or 0),
                 
                 # Row 5
-                'hs_t': float(f.get('side_headshot_rate_t') or 0),
+                'hs_t': float(f.get('core_hs_rate') or 0),
-                'hs_ct': float(f.get('side_headshot_rate_ct') or 0),
+                'hs_ct': float(f.get('core_hs_rate') or 0),
-                'obj_t': float(f.get('side_obj_t') or 0),
+                'obj_t': float(f.get('core_avg_plants') or 0),
-                'obj_ct': float(f.get('side_obj_ct') or 0)
+                'obj_ct': float(f.get('core_avg_defuses') or 0)
             }
 
             stats.append({

web/routes/tactics.py

@@ -52,6 +52,41 @@ def api_analyze():
         'kd': total_kd / count if count else 0,
         'adr': total_adr / count if count else 0
     }
+    
+    # Calculate 8-Dimension Averages
+    radar_keys = {
+        'score_aim': 'AIM', 'score_defense': 'DEFENSE', 'score_utility': 'UTILITY', 
+        'score_clutch': 'CLUTCH', 'score_economy': 'ECONOMY', 'score_pace': 'PACE', 
+        'score_pistol': 'PISTOL', 'score_stability': 'STABILITY'
+    }
+    radar_stats = {v: 0.0 for v in radar_keys.values()}
+    
+    if count > 0:
+        for p in player_data:
+            stats = p.get('stats', {})
+            for k, v in radar_keys.items():
+                radar_stats[v] += float(stats.get(k) or 0.0)
+        
+        for k in radar_stats:
+            radar_stats[k] /= count
+
+    # Calculate Chemistry
+    # Formula: Base on shared matches and win rate
+    # Max Score = 100
+    # 50% weight on match count (Cap at 50 matches = 50 pts)
+    # 50% weight on win rate (100% WR = 50 pts)
+    
+    avg_shared_count = 0
+    avg_shared_winrate = 0
+    
+    if shared_matches:
+        avg_shared_count = len(shared_matches)
+        wins = sum(1 for m in shared_matches if m['is_win'])
+        avg_shared_winrate = wins / len(shared_matches)
+    
+    chem_match_score = min(50, avg_shared_count) # 1 point per match, max 50
+    chem_win_score = avg_shared_winrate * 50
+    chemistry_score = chem_match_score + chem_win_score
 
     # 4. Map Stats Calculation
     map_stats = {} # {map_name: {'count': 0, 'wins': 0}}
@@ -84,6 +119,8 @@ def api_analyze():
         'players': player_data,
         'shared_matches': [dict(m) for m in shared_matches],
         'avg_stats': avg_stats,
+        'radar_stats': radar_stats,
+        'chemistry_score': chemistry_score,
         'map_stats': map_stats_list,
         'total_shared_matches': total_shared_matches
     })

web/services/feature_service.py

@@ -166,33 +166,13 @@ class FeatureService:
         lineups = WebService.get_lineups()
         roster_ids: list[str] = []
         
-        # Try to find a lineup containing this player
         if lineups:
-            for lineup in lineups:
+            try:
-                try:
+                p_ids = [str(i) for i in json.loads(lineups[0].get("player_ids_json") or "[]")]
-                    p_ids = [str(i) for i in json.loads(lineup.get("player_ids_json") or "[]")]
+                if str(target_steam_id) in p_ids:
-                    if str(target_steam_id) in p_ids:
+                    roster_ids = p_ids
-                        roster_ids = p_ids
+            except Exception:
-                        break
+                roster_ids = []
-                except Exception:
-                    continue
-            
-            # If not found in any lineup, use the most recent lineup as a fallback context
-            if not roster_ids and lineups:
-                 try:
-                    roster_ids = [str(i) for i in json.loads(lineups[0].get("player_ids_json") or "[]")]
-                 except Exception:
-                    roster_ids = []
-
-        # If still no roster (e.g. no lineups at all), fallback to a "Global Context" (Top 50 active players)
-        # This ensures we always have a distribution to compare against
-        if not roster_ids:
-             rows = query_db("l3", "SELECT steam_id_64 FROM dm_player_features ORDER BY last_match_date DESC LIMIT 50")
-             roster_ids = [str(r['steam_id_64']) for r in rows] if rows else []
-        
-        # Ensure target player is in the list
-        if str(target_steam_id) not in roster_ids:
-            roster_ids.append(str(target_steam_id))
 
         if not roster_ids:
             return None

web/templates/players/list.html

@@ -40,7 +40,7 @@
             <!-- Mini Stats -->
             <div class="grid grid-cols-3 gap-x-4 gap-y-2 text-xs text-gray-600 dark:text-gray-300 mb-4 w-full text-center">
                 <div>
-                    <span class="block font-bold">{{ "%.2f"|format(player.basic_avg_rating|default(0)) }}</span>
+                    <span class="block font-bold">{{ "%.2f"|format(player.core_avg_rating2|default(player.basic_avg_rating)|default(0)) }}</span>
                     <span class="text-gray-400">Rating</span>
                 </div>
                 <div>

web/templates/players/profile.html

@@ -869,6 +869,7 @@ document.addEventListener('DOMContentLoaded', function() {
             
             // Prepare Distribution Data
             const dist = data.radar_dist || {};
+            const hasDist = Object.keys(dist).length > 0;
             const getDist = (key) => dist[key] || { rank: '?', avg: 0 };
             
             // Map friendly names to keys
@@ -877,41 +878,49 @@ document.addEventListener('DOMContentLoaded', function() {
             const rawLabels = ['枪法 (Aim)', '生存 (Defense)', '道具 (Utility)', '残局 (Clutch)', '经济 (Economy)', '节奏 (Pace)', '手枪 (Pistol)', '稳定 (Stability)'];
             
             const labels = rawLabels.map((l, i) => {
+                if (!hasDist) return l;
                 const k = keys[i];
                 const d = getDist(k);
                 return `${l} #${d.rank}`;
             });
             
-            const teamAvgs = keys.map(k => getDist(k).avg);
+            let teamAvgs;
+            if (data.team_avg_radar) {
+                teamAvgs = keys.map(k => data.team_avg_radar[k] || 0);
+            }
+
+            const datasets = [{
+                label: 'Player',
+                data: [
+                    data.radar.AIM, data.radar.DEFENSE, data.radar.UTILITY,
+                    data.radar.CLUTCH, data.radar.ECONOMY, data.radar.PACE,
+                    data.radar.PISTOL, data.radar.STABILITY
+                ],
+                backgroundColor: 'rgba(124, 58, 237, 0.2)',
+                borderColor: '#7c3aed',
+                borderWidth: 2,
+                pointBackgroundColor: '#7c3aed',
+                pointBorderColor: '#fff',
+                pointHoverBackgroundColor: '#fff',
+                pointHoverBorderColor: '#7c3aed'
+            }];
+            if (teamAvgs) {
+                datasets.push({
+                    label: 'Team Avg',
+                    data: teamAvgs,
+                    backgroundColor: 'rgba(148, 163, 184, 0.2)',
+                    borderColor: '#94a3b8',
+                    borderWidth: 2,
+                    pointRadius: 0,
+                    borderDash: [5, 5]
+                });
+            }
 
             new Chart(ctxRadar, {
                 type: 'radar',
                 data: {
                     labels: labels,
-                    datasets: [{
+                    datasets: datasets
-                        label: 'Player',
-                        data: [
-                            data.radar.AIM, data.radar.DEFENSE, data.radar.UTILITY,
-                            data.radar.CLUTCH, data.radar.ECONOMY, data.radar.PACE,
-                            data.radar.PISTOL, data.radar.STABILITY
-                        ],
-                        backgroundColor: 'rgba(124, 58, 237, 0.2)',
-                        borderColor: '#7c3aed',
-                        borderWidth: 2,
-                        pointBackgroundColor: '#7c3aed',
-                        pointBorderColor: '#fff',
-                        pointHoverBackgroundColor: '#fff',
-                        pointHoverBorderColor: '#7c3aed'
-                    },
-                    {
-                        label: 'Team Avg',
-                        data: teamAvgs,
-                        backgroundColor: 'rgba(148, 163, 184, 0.2)', // Slate-400
-                        borderColor: '#94a3b8',
-                        borderWidth: 2,
-                        pointRadius: 0,
-                        borderDash: [5, 5]
-                    }]
                 },
                 options: {
                     plugins: {

web/templates/tactics/index.html

@@ -120,7 +120,7 @@
 
                                     <span class="text-sm font-bold truncate w-full text-center dark:text-white mb-1" x-text="p.username || p.name"></span>
                                     <div class="px-2.5 py-1 bg-white dark:bg-slate-900 rounded-full text-xs text-gray-500 dark:text-gray-400 shadow-inner border border-gray-100 dark:border-slate-700">
-                                        Rating: <span class="font-bold text-yrtv-600" x-text="(p.stats?.basic_avg_rating || 0).toFixed(2)"></span>
+                                        Rating: <span class="font-bold text-yrtv-600" x-text="((p.stats?.core_avg_rating2 || p.stats?.basic_avg_rating) || 0).toFixed(2)"></span>
                                     </div>
                                 </div>
                             </template>
@@ -153,6 +153,15 @@
                                         <span class="text-sm text-gray-500">Team Rating</span>
                                         <span class="text-4xl font-black text-yrtv-600 tracking-tight" x-text="analysisResult.avg_stats.rating.toFixed(2)"></span>
                                     </div>
+                                    <div class="flex items-baseline gap-2">
+                                        <span class="text-sm text-gray-500">Chemistry Score</span>
+                                        <span class="text-4xl font-black text-blue-600 tracking-tight" x-text="(analysisResult.chemistry_score || 0).toFixed(0)"></span>
+                                    </div>
+                                </div>
+                                
+                                <!-- Analysis Radar Chart -->
+                                <div class="bg-gray-50 dark:bg-slate-700 p-4 rounded-xl border border-gray-100 dark:border-slate-600 h-[300px]">
+                                    <canvas id="analysisRadarChart"></canvas>
                                 </div>
                                 
                                 <div class="grid grid-cols-3 gap-6 text-center">
@@ -336,6 +345,7 @@ function tacticsApp() {
         // Analysis State
         analysisLineup: [],
         analysisResult: null,
+        analysisChart: null,
         debounceTimer: null,
         
         // Data Center State
@@ -410,7 +420,8 @@ function tacticsApp() {
                 steam_id_64: player.steam_id_64,
                 username: player.username || player.name,
                 name: player.name || player.username,
-                avatar_url: player.avatar_url
+                avatar_url: player.avatar_url,
+                stats: player.stats || { basic_avg_rating: 0.0 } // Include stats for drag preview
             };
             event.dataTransfer.setData('text/plain', JSON.stringify(payload));
             event.dataTransfer.effectAllowed = 'copy';
@@ -529,8 +540,9 @@ function tacticsApp() {
             const datasets = rawData.map((p, idx) => {
                 const color = this.getPlayerColor(idx);
                 const d = [
-                    p.radar.BAT || 0, p.radar.PTL || 0, p.radar.HPS || 0, 
+                    p.radar.AIM || 0, p.radar.DEFENSE || 0, p.radar.UTILITY || 0, 
-                    p.radar.SIDE || 0, p.radar.UTIL || 0, p.radar.STA || 0
+                    p.radar.CLUTCH || 0, p.radar.ECONOMY || 0, p.radar.PACE || 0,
+                    p.radar.PISTOL || 0, p.radar.STABILITY || 0
                 ];
                 
                 return {
@@ -548,7 +560,7 @@ function tacticsApp() {
             this.radarChart = new Chart(ctx, {
                 type: 'radar',
                 data: {
-                    labels: ['BAT (火力)', 'PTL (手枪)', 'HPS (抗压)', 'SIDE (阵营)', 'UTIL (道具)', 'STA (稳定)'],
+                    labels: ['AIM (枪法)', 'DEF (生存)', 'UTIL (道具)', 'CLUTCH (残局)', 'ECO (经济)', 'PACE (节奏)', 'PISTOL (手枪)', 'STA (稳定)'],
                     datasets: datasets
                 },
                 options: {
@@ -595,7 +607,7 @@ function tacticsApp() {
             this.radarChart = new Chart(ctx, {
                 type: 'radar',
                 data: {
-                    labels: ['BAT (火力)', 'PTL (手枪)', 'HPS (抗压)', 'SIDE (阵营)', 'UTIL (道具)', 'STA (稳定)'],
+                    labels: ['AIM (枪法)', 'DEF (生存)', 'UTIL (道具)', 'CLUTCH (残局)', 'ECO (经济)', 'PACE (节奏)', 'PISTOL (手枪)', 'STA (稳定)'],
                     datasets: []
                 },
                 options: {
@@ -659,6 +671,59 @@ function tacticsApp() {
             .then(res => res.json())
             .then(data => {
                 this.analysisResult = data;
+                this.$nextTick(() => {
+                    this.updateAnalysisChart();
+                });
+            });
+        },
+
+        updateAnalysisChart() {
+            if (this.analysisChart) {
+                this.analysisChart.destroy();
+                this.analysisChart = null;
+            }
+            
+            const canvas = document.getElementById('analysisRadarChart');
+            if (!canvas || !this.analysisResult || !this.analysisResult.radar_stats) return;
+            
+            const stats = this.analysisResult.radar_stats;
+            const data = [
+                stats.AIM || 0, stats.DEFENSE || 0, stats.UTILITY || 0, 
+                stats.CLUTCH || 0, stats.ECONOMY || 0, stats.PACE || 0, 
+                stats.PISTOL || 0, stats.STABILITY || 0
+            ];
+            
+            const ctx = canvas.getContext('2d');
+            this.analysisChart = new Chart(ctx, {
+                type: 'radar',
+                data: {
+                    labels: ['AIM (枪法)', 'DEF (生存)', 'UTIL (道具)', 'CLUTCH (残局)', 'ECO (经济)', 'PACE (节奏)', 'PISTOL (手枪)', 'STA (稳定)'],
+                    datasets: [{
+                        label: 'Team Average',
+                        data: data,
+                        backgroundColor: 'rgba(59, 130, 246, 0.2)',
+                        borderColor: '#3b82f6',
+                        borderWidth: 2,
+                        pointRadius: 3
+                    }]
+                },
+                options: {
+                    maintainAspectRatio: false,
+                    scales: {
+                        r: {
+                            min: 0, max: 100,
+                            ticks: { display: false, stepSize: 20 },
+                            pointLabels: {
+                                font: { size: 11, weight: 'bold' },
+                                color: (ctx) => document.documentElement.classList.contains('dark') ? '#cbd5e1' : '#374151'
+                            },
+                            grid: {
+                                color: (ctx) => document.documentElement.classList.contains('dark') ? 'rgba(51, 65, 85, 0.5)' : 'rgba(229, 231, 235, 0.8)'
+                            }
+                        }
+                    },
+                    plugins: { legend: { display: false } }
+                }
             });
         },
         

web/templates/teams/clubhouse.html

@@ -69,14 +69,18 @@
                         </div>
                         
                         <!-- Stats Grid -->
-                        <div class="grid grid-cols-2 gap-2 w-full text-center mb-auto">
+                        <div class="grid grid-cols-3 gap-1 w-full text-center mb-auto">
                             <div class="bg-gray-50 dark:bg-slate-700 rounded p-1">
-                                <div class="text-xs text-gray-400">Rating</div>
+                                <div class="text-[10px] text-gray-400">Rating</div>
-                                <div class="font-bold text-yrtv-600 dark:text-yrtv-400" x-text="(player.stats?.core_avg_rating || 0).toFixed(2)"></div>
+                                <div class="font-bold text-yrtv-600 dark:text-yrtv-400 text-sm" x-text="(player.stats?.core_avg_rating2 || player.stats?.core_avg_rating || 0).toFixed(2)"></div>
                             </div>
                             <div class="bg-gray-50 dark:bg-slate-700 rounded p-1">
-                                <div class="text-xs text-gray-400">K/D</div>
+                                <div class="text-[10px] text-gray-400">K/D</div>
-                                <div class="font-bold" x-text="(player.stats?.core_avg_kd || 0).toFixed(2)"></div>
+                                <div class="font-bold text-sm" x-text="(player.stats?.core_avg_kd || 0).toFixed(2)"></div>
+                            </div>
+                            <div class="bg-gray-50 dark:bg-slate-700 rounded p-1">
+                                <div class="text-[10px] text-gray-400">OVR</div>
+                                <div class="font-black text-sm text-yrtv-700 dark:text-yrtv-300" x-text="(player.stats?.score_overall || 0).toFixed(0)"></div>
                             </div>
                         </div>
                         

web/templates/teams/detail.html

@@ -16,7 +16,10 @@
             <a href="{{ url_for('players.detail', steam_id=p.steam_id_64) }}" class="text-sm font-medium text-gray-900 dark:text-white hover:text-yrtv-600 truncate w-full text-center">
                 {{ p.username }}
             </a>
-            <span class="text-xs text-gray-500">Rating: {{ "%.2f"|format(p.rating if p.rating else 0) }}</span>
+            <div class="flex gap-2 text-xs text-gray-500 mt-1">
+                <span>R: <span class="font-bold {{ 'text-green-600' if p.rating >= 1.1 else '' }}">{{ "%.2f"|format(p.rating if p.rating else 0) }}</span></span>
+                <span class="border-l border-gray-300 pl-2">OVR: <span class="font-bold text-yrtv-600">{{ p.stats.get('score_overall', 0)|int }}</span></span>
+            </div>
         </div>
         {% endfor %}
     </div>