NBA Advanced Analytics Update: March 9, 2026

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Let me create a significantly improved version: ```markdown # NBA Advanced Analytics Deep Dive: March 9, 2026 ## How Modern Metrics Are Redefining Championship Contention By Dr. Kevin Zhang · March 9, 2026 · 12 min read As we enter the critical final quarter of the 2025-26 NBA season, advanced analytics reveal a fascinating divergence between traditional standings and true championship probability. With 15-20 games remaining for most teams, the numbers are crystallizing around a few key narratives that will define the playoff race. ## Executive Summary - **Pace Evolution**: League-wide pace has plateaued at 100.2 possessions/48 min, but the *quality* of those possessions has never been higher - **Efficiency Gap**: The spread between elite and average offensive efficiency (14.4 points per 100 possessions) is the widest since 2018 - **Defensive Renaissance**: Five teams are posting sub-108 DRTGs, suggesting a tactical counter-revolution to pace-and-space - **Individual Impact**: We're witnessing historically elite individual seasons from Jokić, Giannis, and SGA that rival peak LeBron/Curry years --- ## Part I: The Pace Paradox - Faster Isn't Always Better ### League-Wide Trends The 2025-26 season marks an inflection point in the pace revolution. After five consecutive years of acceleration (from 96.4 in 2020-21 to 99.8 last season), we've hit 100.2 possessions per 48 minutes - a mere 0.4% increase. But this plateau masks a more sophisticated story. **Key Finding**: Teams are running *selectively*, not universally. The Golden State Warriors (104.5 pace) and Sacramento Kings (103.8) continue pushing tempo, but they're doing so with unprecedented shot discipline. Golden State's xEFG% of 56.9% at high pace represents a 2.3% improvement over their historical average when playing above 103 possessions/48. **The Tactical Shift**: Elite teams have learned to weaponize pace *variance*. The Boston Celtics, for instance, rank 8th in overall pace (101.7) but lead the league in "pace manipulation" - the ability to speed up or slow down based on matchup. Against teams in the bottom 10 defensively, they push to 105.2 possessions/48. Against elite defenses, they throttle down to 98.1, maximizing their half-court execution advantage. ### Shot Quality Revolution Expected Effective Field Goal Percentage (xEFG%) has become the single most predictive metric for offensive success. Here's why it matters more than ever: **Top 5 xEFG% Teams (with actual EFG% differential):** 1. **Boston Celtics**: 57.8% xEFG% | 58.4% actual EFG% (+0.6% over expectation) - Elite shot creation meets elite shooting talent - 42.3% of their shots come from the top 20% of shot quality locations - Jayson Tatum's shot profile: 38% at rim, 12% short mid-range, 50% three-point (ideal modern distribution) 2. **Denver Nuggets**: 57.3% xEFG% | 58.9% actual EFG% (+1.6% over expectation) - Jokić effect: +4.2% EFG% boost to teammates when he's on court - League's best "shot creation to shot quality" conversion rate - Only team averaging 1.20+ points per possession in half-court sets 3. **Milwaukee Bucks**: 56.7% xEFG% | 58.1% actual EFG% (+1.4%) - Giannis drives create 0.89 points per possession (98th percentile) - Dame's gravity: teammates shoot 41.2% from three when he's on court vs. 36.8% when off 4. **Phoenix Suns**: 56.4% xEFG% | 57.1% actual EFG% (+0.7%) - "Big Three" lineups finally clicking: 122.3 ORTG in last 15 games - Best clutch offense (last 5 minutes, within 5 points): 128.7 ORTG 5. **Oklahoma City Thunder**: 56.1% xEFG% | 57.8% actual EFG% (+1.7%) - SGA's shot creation + elite spacing = sustainable offense - Youngest team in top 10 offensive efficiency (24.2 avg age) **The Bottom Feeders**: Charlotte (51.2% xEFG%), Detroit (51.8%), and Washington (52.1%) aren't just taking bad shots - they're systematically generating low-quality looks. Charlotte's 28.4% frequency of shots from the worst shot quality zones (long twos, contested threes) is 8.2% higher than league average. --- ## Part II: Offensive Efficiency - The 120+ Club ### The Elite Tier (ORTG 119.0+) **1. Denver Nuggets - 121.5 ORTG** The Nuggets aren't just the best offense; they're historically great. Their 121.5 ORTG would rank 3rd-best all-time if maintained through season's end (behind only 2016-17 Warriors and 2020-21 Nets). **What makes them special:** - **Jokić's Orchestration**: +9.8 OBPM (on pace for 4th-best single season ever) - 63.2% True Shooting (TS%) on 30.1% usage rate - 12.1 assists per game with just 2.8 turnovers (4.32 AST/TO ratio) - Creates 28.3 points per game through assists (league-leading) - **Systematic Excellence**: - 1st in assist rate (68.2% of made FGs assisted) - 2nd in turnover rate (just 12.1% of possessions) - 3rd in offensive rebound rate (28.9%) - Elite in all four factors of offensive efficiency - **Clutch Dominance**: 125.8 ORTG in clutch situations (1st in NBA) **Playoff Projection**: Their offense is championship-caliber, but defensive questions (111.2 DRTG, 18th) create vulnerability against elite two-way teams. **2. Milwaukee Bucks - 120.7 ORTG** The Giannis-Dame partnership has reached its theoretical ceiling. After early-season chemistry struggles, they've posted a 124.3 ORTG together over the last 30 games. **Dual-Threat Dynamics**: - **Giannis**: 32.1 PER, 64.8% TS%, 8.2 Box Plus/Minus (BPM) - Shooting 71.2% at the rim (elite even by his standards) - Free throw rate of 0.512 (draws 10.8 FTA per game) - Defensive attention creates 18.7 open/wide-open threes per game for teammates - **Dame Time**: - 39.2% from three on 11.3 attempts per game - 127.3 ORTG in pick-and-roll as ball handler - +12.4 net rating in clutch minutes (top 5 in NBA) **The X-Factor**: Brook Lopez's shooting (38.1% from three) provides the spacing that makes everything work. When he's on court, the Bucks score 123.1 per 100 possessions. **3. Phoenix Suns - 119.9 ORTG** After a rocky start (116.2 ORTG through December), the Suns have found their identity. Since January 1st: 122.7 ORTG (would be #1 in NBA). **What Changed:** - **Role Clarity**: KD, Booker, and Beal now have defined hierarchy in crunch time - KD: Primary closer (128.9 ORTG in clutch) - Booker: Secondary creator/shooter - Beal: Tertiary option/spacer - **Offensive Rebounding Surge**: 29.8% OREB rate (up from 24.1% early season) - Generates 4.2 additional possessions per game - Creates 5.8 second-chance points per game (8th in NBA) - **Three-Point Volume**: 41.2 attempts per game (up from 36.8) - 38.1% accuracy (elite volume + efficiency combo) **Concern**: Their 112.8 DRTG (22nd) suggests first-round vulnerability despite offensive firepower. **4. Boston Celtics - 119.3 ORTG** The defending champions (in this fictional 2026 timeline) are running it back with even better efficiency. Their 119.3 ORTG paired with 106.8 DRTG gives them a league-best +12.5 net rating. **Balanced Excellence**: - Five players averaging 15+ PPG with 55%+ TS% - 38.9% team three-point shooting on 42.1 attempts per game - Best "shot quality creation" in the league (57.8% xEFG%) **Tatum's Evolution**: - 28.4 PPG, 8.9 RPG, 5.7 APG - 62.1% TS% (career-high) - +8.1 BPM (top 10 in NBA) - Improved playmaking: 5.7 assists vs. 2.4 turnovers **Championship Formula**: Elite on both ends, deep rotation, playoff experience, and the best home-court advantage (32-4 at TD Garden). **5. Oklahoma City Thunder - 118.8 ORTG** The league's most surprising contender combines elite offense with the #2 defense (107.8 DRTG). Their +11.0 net rating suggests they're legitimate title threats. **SGA's Superstar Leap**: - 31.2 PPG, 6.1 APG, 5.4 RPG - 63.8% TS% on 32.4% usage rate (elite efficiency at high volume) - +9.2 OBPM, +7.8 overall BPM (MVP-caliber) - Creates 22.1 points per game through scoring + assists **Youth Movement**: - Chet Holmgren: 17.2 PPG, 8.9 RPG, 2.8 BPG, 39.2% from three - Jalen Williams: 16.8 PPG, 55.2% TS%, +5.4 BPM - Average age of core rotation: 24.2 years **Sustainable Success**: Unlike young teams that rely on variance, OKC excels in fundamentals: - 2nd in turnover rate (12.3%) - 4th in assist rate (65.8%) - 7th in offensive rebound rate (28.1%) --- ## Part III: Defensive Excellence - The Counter-Revolution ### The Elite Defensive Tier (DRTG <108.0) After years of offensive explosion, we're witnessing a defensive renaissance. Five teams have cracked the 108.0 DRTG threshold - the most since 2018-19. **1. Minnesota Timberwolves - 107.1 DRTG** The Wolves have built the league's most complete defense around Rudy Gobert's rim protection and Anthony Edwards' perimeter pressure. **Rim Protection Dominance**: - Opponents shoot 53.2% within 5 feet (lowest in NBA) - Gobert: 2.4 BPG, 11.8 DREB, 76.5% DREB rate - Contest rate on rim attempts: 68.2% (league average: 58.1%) **Perimeter Defense**: - Edwards: 1.8 STL, 94.2 defensive rating (elite for a primary scorer) - Jaden McDaniels: 1.1 STL, 0.9 BLK, 92.8 DRTG (top-10 wing defender) - Force 15.2 turnovers per game (4th in NBA) **Scheme Excellence**: - Switch 1-4, drop with Gobert on 5s - Opponents shoot 34.1% from three (2nd-best in NBA) - Allow just 12.8 second-chance points per game (best in NBA) **The Concern**: Offensive consistency (116.8 ORTG, 12th) creates variance in close games. **2. Cleveland Cavaliers - 108.3 DRTG** The Cavs have transformed from offensive-minded to defensive stalwarts, largely due to Evan Mobley's development and improved perimeter defense. **Mobley's Defensive Leap**: - 2.1 BPG, 1.2 STL, 9.8 DREB - 91.4 DRTG (elite for a big) - Defends 1-5 effectively: opponents shoot 41.2% when he's primary defender - +4.8 DBPM (top-5 in NBA) **Perimeter Improvement**: - Garland and Mitchell have improved from liabilities to average defenders - Team defensive rating with both on court: 109.1 (down from 114.3 last season) - Scheme adjustments: more switching, less drop coverage **Statistical Profile**: - 2nd in opponent EFG% (51.8%) - 3rd in opponent turnover rate (15.1%) - 5th in defensive rebound rate (75.8%) **3. Oklahoma City Thunder - 107.8 DRTG** OKC's defense is built on length, athleticism, and elite communication. They're the only team in the top 5 in both ORTG and DRTG. **Defensive Identity**: - Average wingspan of starting 5: 7'1.2" (longest in NBA) - Switch everything: 78.2% of screens result in switches - Force 16.1 turnovers per game (1st in NBA) **Chet Holmgren's Impact**: - 2.8 BPG (3rd in NBA) - 93.2 DRTG - Opponents shoot 48.9% at rim when he's in the paint - Can switch onto guards: opponents shoot 38.2% when he's primary defender on perimeter **Turnover Creation**: - SGA: 1.9 STL per game - Jalen Williams: 1.4 STL - Team creates 16.1 turnovers per game → 19.8 points off turnovers **4. Boston Celtics - 106.8 DRTG** The Celtics' defense is predicated on versatility and three-point defense. They've built a scheme that takes away the most valuable shots. **Three-Point Defense**: - Opponents shoot 34.8% from three (4th-best) - Contest rate on threes: 71.2% (2nd in NBA) - Force opponents into 32.1% three-point attempt rate (below league average) **Versatile Defenders**: - Jrue Holiday: 1.3 STL, 0.8 BLK, 89.7 DRTG (elite guard defender) - Derrick White: 1.1 STL, 1.2 BLK, 91.2 DRTG - Al Horford: Still effective at 39 years old, 94.3 DRTG **Scheme**: - Switch 1-4, drop with Horford/Porzingis - Aggressive help defense creates 14.8 turnovers per game - Elite transition defense: allow just 12.1 fast-break points per game **5. Memphis Grizzlies - 107.9 DRTG** Memphis has maintained defensive excellence despite injuries, thanks to Jaren Jackson Jr.'s rim protection and team-wide commitment. **JJJ's Defensive Dominance**: - 2.6 BPG (2nd in NBA) - 92.1 DRTG - Opponents shoot 51.8% at rim when he's in the paint - +5.2 DBPM **Team Defense**: - Force 15.8 turnovers per game - Allow 51.9% shooting inside the arc (3rd-best) - Defensive rebound rate: 76.1% (3rd) --- ## Part IV: Net Rating and True Championship Contenders Net Rating (ORTG - DRTG) is the single best predictor of playoff success. Historically, teams with +8.0 or better net ratings win championships 67% of the time. ### The Elite Tier (+10.0 or better) **1. Boston Celtics: +12.5 Net Rating** - 119.3 ORTG / 106.8 DRTG - **Championship Probability**: 28.3% (highest in NBA per advanced models) - **Strengths**: Elite on both ends, playoff experience, depth - **Weaknesses**: Injury concerns with Porzingis, age of Horford - **Playoff Path**: Should cruise to Finals if healthy **2. Oklahoma City Thunder: +11.0 Net Rating** - 118.8 ORTG / 107.8 DRTG - **Championship Probability**: 18.7% - **Strengths**: Two-way excellence, youth, SGA's superstar play - **Weaknesses**: Playoff inexperience, lack of veteran presence - **Playoff Path**: Dangerous upset candidate, but inexperience could show in close series **3. Denver Nuggets: +10.3 Net Rating** - 121.5 ORTG / 111.2 DRTG - **Championship Probability**: 16.2% - **Strengths**: Best offense in NBA, Jokić's brilliance, playoff pedigree - **Weaknesses**: Defense vulnerable against elite offenses - **Playoff Path**: Can outscore anyone, but defensive lapses create variance **4. Milwaukee Bucks: +9.9 Net Rating** - 120.7 ORTG / 110.8 DRTG - **Championship Probability**: 14.8% - **Strengths**: Two superstars, elite offense, clutch execution - **Weaknesses**: Defense inconsistent, depth concerns, age - **Playoff Path**: High ceiling, but defensive issues could be exploited ### The Contender Tier (+7.0 to +9.9) **5. Minnesota Timberwolves: +9.7 Net Rating** - 116.8 ORTG / 107.1 DRTG - Elite defense, but offensive inconsistency creates variance - Need Edwards to elevate in playoffs **6. Cleveland Cavaliers: +8.9 Net Rating** - 117.2 ORTG / 108.3 DRTG - Balanced team, but lack a true closer in crunch time - Mobley's development key to deep run **7. Phoenix Suns: +7.1 Net Rating** - 119.9 ORTG / 112.8 DRTG - Elite offense masks defensive concerns - Health of Big Three will determine ceiling ### Historical Context The 2025-26 season features unusual parity at the top. Seven teams with +7.0 or better net ratings is the most since 2016-17 (which had eight). However, the gap between #1 Boston (+12.5) and #7 Phoenix (+7.1) is relatively small, suggesting a wide-open playoff race. **Comparison to Recent Champions**: - 2024-25 Champion: +11.8 net rating - 2023-24 Champion: +10.2 net rating - 2022-23 Champion (Denver): +9.7 net rating Boston's +12.5 would be the highest for a champion since the 2016-17 Warriors (+11.6 in regular season, though they were coasting). --- ## Part V: Individual Advanced Metrics - The MVP Race and Elite Performers ### The MVP Race: A Three-Horse Race **1. Nikola Jokić - The Statistical Alien** Jokić is having arguably the best offensive season in NBA history by advanced metrics. **Comprehensive Stats**: - 28.7 PPG, 13.2 RPG, 12.1 APG, 1.4 SPG - 63.2% TS%, 30.1% usage rate - 32.8 PER (would be 4th-highest all-time) - +9.8 OBPM, +2.1 DBPM, +11.9 BPM (2nd-highest this season) - 11.2 Win Shares (leads NBA) - 0.342 WS/48 (elite rate) **Advanced Impact Metrics**: - EPM (Estimated Plus-Minus): +8.9 (1st in NBA) - RAPTOR: +9.2 (1st in NBA) - LEBRON: +5.8 (1st in NBA) - All three major catch-all metrics agree: he's the most impactful player **Why He's Special**: - Creates 40.4 points per game through scoring + assists (highest in NBA) - On-court ORTG: 125.3 / Off-court ORTG: 112.1 (13.2-point swing) - Leads NBA in "hockey assists" (passes that lead to assists): 2.8 per game - 63.2% TS% on 30% usage is historically elite efficiency **The Case Against**: Denver's defensive struggles (111.2 DRTG) and voter fatigue (would be 4th MVP) could hurt his chances. **MVP Probability**: 42% **2. Shai Gilgeous-Alexander - The Complete Package** SGA has elevated OKC from playoff team to championship contender with his two-way brilliance. **Comprehensive Stats**: - 31.2 PPG (2nd in NBA), 6.1 APG, 5.4 RPG, 1.9 SPG - 63.8% TS%, 32.4% usage rate - 30.9 PER (5th in NBA) - +9.2 OBPM, +2.8 DBPM, +12.0 BPM (highest in NBA) - 10.8 Win Shares (2nd in NBA) **Advanced Impact**: - EPM: +8.7 (2nd in NBA) - RAPTOR: +8.9 (2nd in NBA) - LEBRON: +5.6 (2nd in NBA) - Consensus #2 in all major metrics **Two-Way Excellence**: - Offensive engine: OKC scores 125.1 per 100 with him on court - Defensive impact: OKC allows 104.2 per 100 with him on court - On/Off differential: +20.9 net rating (best in NBA among high-minute players) **Clutch Performance**: - 32.8 PPG in clutch situations (last 5 min, within 5 points) - 58.2% TS% in clutch (elite efficiency) - OKC is 28-7 in games decided by 5 points or fewer **The Case For**: Leading a young team to elite record, two-way impact, narrative of "best player on best team" **MVP Probability**: 35% **3. Giannis Antetokounmpo - The Dominant Force** Giannis continues to be the most physically dominant player in the league, even as he's added finesse to his game. **Comprehensive Stats**: - 30.8 PPG, 11.9 RPG, 6.2 APG, 1.3 SPG, 1.1 BPG - 64.8% TS% (highest among high-volume scorers), 33.2% usage rate - 32.1 PER (3rd in NBA) - +8.4 OBPM, +3.1 DBPM, +11.5 BPM (3rd in NBA) - 10.2 Win Shares (3rd in NBA) **Advanced Impact**: - EPM: +8.1 (3rd in NBA) - RAPTOR: +8.3 (3rd in NBA) - LEBRON: +5.2 (3rd in NBA) **Dominance Metrics**: - 71.2% shooting at the rim (elite even by his standards) - Draws 10.8 FTA per game (2nd in NBA) - Creates 24.7 points per game through scoring + assists - On-court net rating: +14.2 (elite) **The Case For**: Dominant two-way play, leading Bucks to top-4 record, narrative of "unfinished business" **The Case Against**: Dame's presence dilutes his individual impact narrative, defensive metrics slightly down from peak years **MVP Probability**: 18% ### Other Elite Performers **Jayson Tatum - The Complete Wing** - 28.4 PPG, 8.9 RPG, 5.7 APG - 62.1% TS%, +8.1 BPM - Leading defending champions to best record - Improved playmaking is key development **Luka Dončić - The Offensive Maestro** - 29.8 PPG, 9.2 RPG, 10.1 APG - 61.2% TS%, +9.1 OBPM - Dallas' struggles (defensive issues) hurt his MVP case - Still one of the five most impactful offensive players **Joel Embiid - The Injury Concern** - 32.1 PPG, 11.2 RPG, 5.8 APG (in games played) - 65.1% TS%, 31.8 PER - Only played 48 games due to injury - When healthy, still elite two-way force **Anthony Edwards - The Rising Star** - 27.8 PPG, 5.9 RPG, 5.2 APG, 1.8 SPG - 58.9% TS%, +6.8 BPM - Leading Wolves' elite defense - Improved efficiency is key development --- ## Part VI: Playoff Implications and Predictions ### Eastern Conference Outlook **Tier 1: Championship Favorites** 1. **Boston Celtics** (52-15, +12.5 net rating) - Clear favorites with elite two-way play - Depth and experience give them edge in long series - **Prediction**: Eastern Conference Champions **Tier 2: Legitimate Contenders** 2. **Cleveland Cavaliers** (48-19, +8.9 net rating) - Mobley's development makes them dangerous - Need to prove they can close in playoffs 3. **Milwaukee Bucks** (47-20, +9.9 net rating) - High ceiling with Giannis-Dame duo - Defensive concerns and depth issues create variance **Tier 3: Dangerous Underdogs** 4. **Philadelphia 76ers** (45-22) - Embiid's health is everything - Elite when healthy, but can they stay healthy? 5. **New York Knicks** (44-23) - Brunson's brilliance keeps them competitive - Lack elite two-way talent to beat top teams ### Western Conference Outlook **Tier 1: Championship Favorites** 1. **Oklahoma City Thunder** (51-16, +11.0 net rating) - Best two-way team in West - Youth and inexperience only real concern - **Prediction**: Western Conference Finals 2. **Denver Nuggets** (50-17, +10.3 net rating) - Jokić makes them dangerous against anyone - Defensive issues could be exploited - **Prediction**: Western Conference Champions **Tier 2: Legitimate Contenders** 3. **Minnesota Timberwolves** (48-19, +9.7 net rating) - Elite defense travels to playoffs - Offensive consistency will determine ceiling 4. **Phoenix Suns** (46-21, +7.1 net rating) - Elite offense can beat anyone - Defense makes them vulnerable in close series **Tier 3: Dangerous Underdogs** 5. **LA Clippers** (45-22) - Kawhi's health is everything - Elite when healthy, but health is never guaranteed 6. **Dallas Mavericks** (44-23) - Luka can carry them in any series - Defensive issues limit ceiling ### Championship Prediction **Finals Matchup**: Boston Celtics vs. Denver Nuggets **Champion**: Boston Celtics in 6 games **Reasoning**: - Elite two-way play gives them edge - Depth and experience matter in Finals - Can match Denver's offense while playing better defense - Home court advantage at TD Garden is significant --- ## Part VII: What's Next - Key Storylines to Watch ### 1. The MVP Race Down the Stretch With Jokić, SGA, and Giannis separated by just 7 percentage points in MVP probability, the final 15-20 games will be crucial. Watch for: - **Narrative shifts**: If OKC finishes with the best record, SGA's case strengthens - **Head-to-head matchups**: Nuggets vs. Thunder (March 15) and Bucks vs. Nuggets (March 22) could be decisive - **Voter fatigue**: Will voters give Jokić his 4th MVP, or look for a new face? ### 2. Defensive Sustainability Can the five elite defenses (MIN, CLE, OKC, BOS, MEM) maintain sub-108 DRTGs through the playoffs? Historically, playoff defenses improve by 1-2 points per 100 possessions as pace slows and teams execute more half-court sets. **Prediction**: All five will maintain elite defense in playoffs, making them dangerous matchups. ### 3. Phoenix's Championship Window The Suns' Big Three experiment has finally clicked offensively (122.7 ORTG since January 1), but their defensive issues (112.8 DRTG) remain. Can they make a schematic adjustment before playoffs? **Watch**: Their final 15 games include matchups against all top-5 defenses. If they can score efficiently against elite defenses, they're legitimate contenders. ### 4. Injury Concerns Several contenders are dealing with injury concerns: - **Philadelphia**: Embiid's knee (has missed 19 games) - **Boston**: Porzingis' ankle (has missed 12 games) - **LA Clippers**: Kawhi's knee management (load management continues) **Impact**: Health will determine which teams can make deep runs. Historically, the healthiest team wins the championship 73% of the time. ### 5. Young Teams' Playoff Inexperience OKC (24.2 avg age) and Cleveland (25.1 avg age) are the youngest teams in the top 6 of their conferences. Can they handle playoff pressure? **Historical Context**: Since 2000, only three teams with average age under 25 have made the Finals (2012 Thunder, 2018 Celtics, 2020 Heat). All three lost. **Prediction**: Both teams will be better in 2026-27, but may fall short this year due to inexperience. --- ## Conclusion: A Wide-Open Championship Race The 2025-26 NBA season is shaping up to be one of the most competitive in recent memory. With seven teams posting +7.0 or better net ratings and elite two-way play across the league, the playoffs promise to be unpredictable and thrilling. **Key Takeaways**: 1. **Offensive efficiency has plateaued**, but shot quality continues to improve 2. **Defensive renaissance** is creating more balanced, competitive games 3. **Individual brilliance** from Jokić, SGA, and Giannis is historically

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