{"version":"2.7.0","id":"player-vivian-lam-PKWN5G","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is Vivian Lam?","title":"Vivian Lam Profile & Background","excerpt":"Vivian Lam is an active pickleball player registered under DUPR ID PKWN5G.","answer":"Vivian Lam is an active pickleball player registered in the Pickle Gravity database with DUPR ID PKWN5G. They reside and play matches in Richmond, BC, CA.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. Vivian Lam maintains active doubles and singles rating metrics, indicating their level of play and performance in regional matches.","source_urls":["https://mydupr.com"],"tags":["player","profile","overview"],"last_verified":"2026-05-31"},{"id":"dupr-id","category":"Registry","question":"What is Vivian Lam's DUPR ID?","title":"Vivian Lam DUPR Identification Key","excerpt":"The unique DUPR identification key for Vivian Lam is PKWN5G.","answer":"Their unique DUPR ID is PKWN5G. This identification key is used globally to verify match results and update player standing rankings.","answer_detail":"Every match outcome submitted by leagues or clubs references this ID to ensure ratings are updated accurately. Keep this ID handy when registering for tournaments or DUPR-sanctioned events.","source_urls":["https://mydupr.com"],"tags":["player","dupr","id"],"last_verified":"2026-05-31"},{"id":"doubles-rating","category":"Performance","question":"What is Vivian Lam's doubles DUPR rating?","title":"Vivian Lam Doubles Rating","excerpt":"Vivian Lam's doubles DUPR rating is 4.617 with 41% reliability.","answer":"Their doubles DUPR rating is 4.617, verified with a reliability factor of 41%.","answer_detail":"This rating reflects their level in doubles matchups. Reliability values above 50% indicate consistent recent match participation. Ratings adjust dynamically as new scores are recorded.","source_urls":["https://mydupr.com"],"tags":["player","doubles","rating"],"last_verified":"2026-05-31"},{"id":"singles-rating","category":"Performance","question":"What is Vivian Lam's singles DUPR rating?","title":"Vivian Lam Singles Rating","excerpt":"Vivian Lam's singles DUPR rating is 3.804 with 1% reliability.","answer":"Their singles DUPR rating is 3.804, verified with a reliability factor of 1%.","answer_detail":"Singles matches require high coverage and speed. Their rating of 3.804 is updated automatically after every authenticated singles set.","source_urls":["https://mydupr.com"],"tags":["player","singles","rating"],"last_verified":"2026-05-31"},{"id":"total-matches","category":"History","question":"How many pickleball matches has Vivian Lam played?","title":"Vivian Lam Match Count","excerpt":"Vivian Lam has played a total of 176 matches in our tracked index.","answer":"In our database, Vivian Lam has played a total of 176 matches.","answer_detail":"This match count represents both competitive and recreational sets submitted to GPN and DUPR. A larger match history indicates a mature, stable rating indicator.","source_urls":["https://mydupr.com","https://globalpickleball.network"],"tags":["player","matches","history"],"last_verified":"2026-05-31"},{"id":"match-record","category":"Performance","question":"What is Vivian Lam's match record (Wins / Losses)?","title":"Vivian Lam Win-Loss Record","excerpt":"Vivian Lam has 94 wins and 82 losses, representing a 53.4% win rate.","answer":"Their record is 94 Wins and 82 Losses, yielding an overall win rate of 53.4%.","answer_detail":"This ratio reflects their competitive consistency. Wins and losses are aggregated across doubles and singles matches recorded in our SQLite database.","source_urls":["https://mydupr.com"],"tags":["player","record","wins","losses"],"last_verified":"2026-05-31"},{"id":"points-won-percentage","category":"Performance","question":"What is the average points won percentage for Vivian Lam?","title":"Vivian Lam Points Won Percentage","excerpt":"Vivian Lam wins on average 49.41% of points per set.","answer":"On average, they win 49.41% of points in their played match sets.","answer_detail":"This is a micro-performance metric. Standardizing points won helps analyze performance quality even in close loss scenarios where set outcomes do not favor the player.","source_urls":["https://mydupr.com"],"tags":["player","points","metrics"],"last_verified":"2026-05-31"},{"id":"playing-style","category":"Style","question":"What is Vivian Lam's playing style?","title":"Vivian Lam Playstyle Analysis","excerpt":"Classified as Third-Shot Drop Specialist: Specializes in executing high-precision third-shot drops to allow seamless team transitions to the net.","answer":"Their playstyle is classified as \"Third-Shot Drop Specialist\". Strength indicators: Specializes in executing high-precision third-shot drops to allow seamless team transitions to the net..","answer_detail":"This playstyle assessment is computed algorithmically based on match history patterns, rating volatility, and partner setups.","source_urls":["https://picklegravity.com"],"tags":["player","playstyle","overview"],"last_verified":"2026-05-31"},{"id":"control-score","category":"Style","question":"What is Vivian Lam's Control metric score?","title":"Vivian Lam Control Score","excerpt":"Their control and dinking accuracy score is 89%.","answer":"Their control and dinking accuracy score is 89%.","answer_detail":"The control rating assesses third-shot drop precision, kitchen control, and defensive reset capacity. Higher percentages indicate a patient, tactical player.","source_urls":["https://picklegravity.com"],"tags":["player","control","style"],"last_verified":"2026-05-31"},{"id":"power-score","category":"Style","question":"What is Vivian Lam's Power metric score?","title":"Vivian Lam Power Score","excerpt":"Their drive and overhead power score is 84%.","answer":"Their drive and overhead power score is 84%.","answer_detail":"Power represents their speed-up frequency, drive velocity, and overhead smash efficiency. High power is common in baseline-aggressive players.","source_urls":["https://picklegravity.com"],"tags":["player","power","style"],"last_verified":"2026-05-31"},{"id":"agility-score","category":"Style","question":"What is Vivian Lam's Agility metric score?","title":"Vivian Lam Agility Score","excerpt":"Their court coverage and agility rating is 94%.","answer":"Their court coverage and agility rating is 94%.","answer_detail":"Agility measures court retrieval, side-to-side transitions, and footwork efficiency during high-speed exchanges near the kitchen line.","source_urls":["https://picklegravity.com"],"tags":["player","agility","style"],"last_verified":"2026-05-31"},{"id":"spin-score","category":"Style","question":"What is Vivian Lam's Spin metric score?","title":"Vivian Lam Spin Score","excerpt":"Their cut and topspin accuracy metric is 74%.","answer":"Their cut and topspin accuracy metric is 74%.","answer_detail":"Spin evaluation focuses on serve rotations, backspin dinks, and slice returns. Spin accuracy forces off-center hits and errors from opponents.","source_urls":["https://picklegravity.com"],"tags":["player","spin","style"],"last_verified":"2026-05-31"},{"id":"stamina-score","category":"Style","question":"What is Vivian Lam's Stamina metric score?","title":"Vivian Lam Stamina Score","excerpt":"Their stamina and longevity score is 84%.","answer":"Their cardiovascular stamina and longevity score is 84%.","answer_detail":"Stamina evaluates rating stability across long multi-set match schedules. High stamina prevents unforced errors in third-hour sets.","source_urls":["https://picklegravity.com"],"tags":["player","stamina","style"],"last_verified":"2026-05-31"},{"id":"weekly-streak","category":"Activity","question":"What is Vivian Lam's weekly streak on GPN?","title":"Vivian Lam GPN Weekly Activity Streak","excerpt":"Currently played 0 consecutive weeks. Max streak: 1 weeks.","answer":"They have played matches for 0 consecutive weeks. Their all-time personal best is 1 consecutive weeks.","answer_detail":"Weekly streaks are compiled from matches recorded in our index. This shows dedication to active tournament ladders and community play.","source_urls":["https://globalpickleball.network"],"tags":["player","streak","activity"],"last_verified":"2026-05-31"},{"id":"best-partner","category":"Chemistry","question":"Who is Vivian Lam's best doubles partner?","title":"Vivian Lam Best Partner","excerpt":"Beth Crisologo (DUPR 4.83) is their top partner.","answer":"Beth Crisologo (DUPR 4.83) is their top partner, with a chemistry score of 87%.","answer_detail":"Partner selection is calculated based on win-ratio and match counts. Their chemistry shows: \"Tactical balance: Poaching configurations complement deep baseline resets.\"","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2026-05-31"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has Vivian Lam played with their best partner?","title":"Vivian Lam Matches with Best Teammate","excerpt":"They have played 9 matches together, winning 56%.","answer":"They have played 9 matches together, winning 56% of them.","answer_detail":"This indicates an established team configuration. High match count and high win rates suggest optimal tactical positioning and partner compatibility.","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2026-05-31"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Vivian Lam's partners?","title":"Vivian Lam Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 4.84.","answer":"The average rating of their doubles partners is 4.84.","answer_detail":"This average measures the general skill tier of their teammates. Playing with partners in a similar rating band ensures competitive alignment.","source_urls":["https://mydupr.com"],"tags":["player","matchmaking","partner"],"last_verified":"2026-05-31"},{"id":"average-opponent-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Vivian Lam's opponents?","title":"Vivian Lam Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 4.59.","answer":"The average rating of their doubles opponents is 4.59.","answer_detail":"This shows the level of competition they face. An average opponent DUPR close to the player's rating indicates balanced, fair matchmaking in tournaments.","source_urls":["https://mydupr.com"],"tags":["player","matchmaking","opponent"],"last_verified":"2026-05-31"},{"id":"rating-half-life","category":"Registry","question":"What is Vivian Lam's rating half-life?","title":"Vivian Lam DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 5 days.","answer":"Their DUPR rating half-life is 5 days, indicating their rating stability.","answer_detail":"Rating half-life determines how rapidly old sets lose weight in DUPR calculations. Shorter half-lives mean recent matches affect the score faster, whereas longer values indicate stable rankings.","source_urls":["https://mydupr.com"],"tags":["player","dupr","half-life"],"last_verified":"2026-05-31"},{"id":"preferred-court","category":"Activity","question":"Where is Vivian Lam's preferred home court facility?","title":"Vivian Lam Preferred Home Court","excerpt":"Their preferred facility for matches is Lake Country, BC.","answer":"Their preferred facility for matches is Lake Country, BC.","answer_detail":"Preferred courts are determined by the location coordinates linked to their historical matches. Plays are centered primarily around this court network.","source_urls":["https://globalpickleball.network"],"tags":["player","court","preferred"],"last_verified":"2026-05-31"},{"id":"weeks-active","category":"Activity","question":"How active has Vivian Lam been in the last 18 weeks?","title":"Vivian Lam Recent Activity Frequency","excerpt":"They have active match logs on 36 days in the last 18 weeks.","answer":"They have active match logs on 36 separate days in the last 18 weeks.","answer_detail":"This shows recent competition frequency. Regular weekly activity ensures ratings remain valid and reliable in league ladders.","source_urls":["https://globalpickleball.network"],"tags":["player","activity","frequency"],"last_verified":"2026-05-31"},{"id":"gender-status","category":"Registry","question":"Is Vivian Lam male or female?","title":"Vivian Lam Gender Classification","excerpt":"Registered gender is FEMALE.","answer":"Their gender is recorded as FEMALE.","answer_detail":"Gender groups are used for mixed-doubles brackets and single-gender ladders. This column helps organize tournament fixtures correctly.","source_urls":["https://mydupr.com"],"tags":["player","gender","profile"],"last_verified":"2026-05-31"},{"id":"age-bracket","category":"Registry","question":"What is Vivian Lam's age?","title":"Vivian Lam Age & Birth Year","excerpt":"Recorded as unspecified years (approximate birth year: N/A).","answer":"Their age is recorded as unspecified years (approximate birth year: N/A).","answer_detail":"Age classifications group players into Senior (50+), Adult (19+), or Junior classes for fair competitive brackets in GPN tournaments.","source_urls":["https://mydupr.com"],"tags":["player","age","profile"],"last_verified":"2026-05-31"},{"id":"last-verified","category":"Registry","question":"When was Vivian Lam's record last updated?","title":"Vivian Lam Profile Last Verified Date","excerpt":"Last verified on 2026-05-31.","answer":"Their DUPR rating and career stats were last verified on 2026-05-31.","answer_detail":"Player stats are synchronized weekly with external indexes. Any new matches recorded since the verification date will be calculated in the next sync.","source_urls":["https://picklegravity.com"],"tags":["player","metadata","verification"],"last_verified":"2026-05-31"},{"id":"api-raw-json","category":"Developers","question":"Where can AI agents fetch raw JSON data for Vivian Lam?","title":"Vivian Lam Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-vivian-lam-PKWN5G","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-vivian-lam-PKWN5G or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-vivian-lam-PKWN5G?format=md.","answer_detail":"The endpoint returns name, DUPR rating details, match counts, and partner chemistry metrics, optimizing read layouts for Large Language Models.","source_urls":["https://picklegravity.com"],"tags":["player","api","developers"],"last_verified":"2026-05-31"},{"id":"singles-vs-doubles","category":"Performance","question":"Does Vivian Lam play singles or doubles more frequently?","title":"Vivian Lam Game Type Focus","excerpt":"Based on ratings, they show a doubles focus.","answer":"Based on rating reliability and active histories, they have a doubles focus (reliability 41%).","answer_detail":"Doubles matches are much more common in community pickleball networks. A higher reliability rating in doubles shows they dedicate more tournament sets to team play.","source_urls":["https://mydupr.com"],"tags":["player","focus","game-type"],"last_verified":"2026-05-31"},{"id":"rating-tier","category":"Performance","question":"How does Vivian Lam's doubles DUPR compare to the average player?","title":"Vivian Lam Rating Percentile Tier","excerpt":"With rating 4.617, they rank in the Elite tier.","answer":"With a doubles rating of 4.617, they perform in the top 5% (Elite) tier of community players.","answer_detail":"The average recreation player doubles DUPR sits around 3.10 - 3.40. Ratings exceeding 4.00 represent competitive tournament-level skill with strong dinking, fast hands, and strategy.","source_urls":["https://mydupr.com"],"tags":["player","percentile","tier"],"last_verified":"2026-05-31"},{"id":"reliability-significance","category":"Performance","question":"What is the significance of the 41% doubles reliability score?","title":"Vivian Lam Reliability Significance","excerpt":"Reliability measures the density and recency of matches.","answer":"The reliability score represents rating accuracy. High scores (above 50%) indicate a dense match log, while low scores suggest a rating calculated from a small sample of sets.","answer_detail":"As players play more sets, DUPR gains confidence in their rating. A score of 100% means the player has extensive recent match data.","source_urls":["https://mydupr.com"],"tags":["player","reliability","metrics"],"last_verified":"2026-05-31"},{"id":"rating-stability","category":"Registry","question":"How stable is Vivian Lam's doubles rating over time?","title":"Vivian Lam Rating Volatility","excerpt":"Stable profile based on half-life of 5 days.","answer":"With a rating half-life of 5 days, their rating adjusts slower/faster based on match frequency, providing a balanced snapshot of their current form.","answer_detail":"Rating volatility measures how much a rating swings after a single win or loss. Active players see steadier adjustments.","source_urls":["https://mydupr.com"],"tags":["player","dupr","stability"],"last_verified":"2026-05-31"},{"id":"optimal-matchups","category":"Matchmaking","question":"What kind of matchups does Vivian Lam perform best in?","title":"Vivian Lam Matchup Optimization","excerpt":"Excels in balanced configurations matching their partner chemistry.","answer":"They excel in matchups where their partner's DUPR matches or exceeds their own, as shown by their partner chemistry record.","answer_detail":"Analyzing their wins reveals they have high success rates in structured team layouts, utilizing court spacing and kitchen coverage.","source_urls":["https://picklegravity.com"],"tags":["player","matchmaking","matchups"],"last_verified":"2026-05-31"},{"id":"request-correction","category":"Registry","question":"How can I request a profile update or recalculation for Vivian Lam?","title":"Vivian Lam Profile Recalculation","excerpt":"Updates sync automatically from DUPR and GPN registries.","answer":"All player records are synchronized weekly with upstream databases. Rating updates will propagate automatically during the next synchronization run.","answer_detail":"If a DUPR profile was recently updated or merged, the change will update on Pickle Gravity after the weekly crawler sweeps the player registry.","source_urls":["https://picklegravity.com"],"tags":["player","recalculation","sync"],"last_verified":"2026-05-31"},{"id":"upcoming-leagues","category":"Activity","question":"Is Vivian Lam registered for any upcoming local leagues or ladders?","title":"Vivian Lam League Registration Status","excerpt":"Check scheduled matches on their parent details page.","answer":"Yes, they have scheduled matches in local leagues. Check the main player profile detail view for the latest upcoming matchup schedules.","answer_detail":"Matches are updated dynamically from network schedules. Visit the details page to view opponents, match dates, and locations.","source_urls":["https://globalpickleball.network"],"tags":["player","leagues","ladders"],"last_verified":"2026-05-31"},{"id":"high-win-streak","category":"Activity","question":"Does Vivian Lam have a high win-streak history?","title":"Vivian Lam Win Streaks","excerpt":"Active match logs span a 0-week streak.","answer":"They have active match logs spanning a 0-week streak, demonstrating consistent tournament and recreation play over recent months.","answer_detail":"A continuous streak indicates a healthy playing routine. Max career streak recorded is 1 consecutive weeks.","source_urls":["https://globalpickleball.network"],"tags":["player","streak","wins"],"last_verified":"2026-05-31"},{"id":"highest-rated-opponent","category":"Matchmaking","question":"What is the rating of the highest-rated opponent Vivian Lam has faced?","title":"Vivian Lam Toughest Opponents","excerpt":"Opponent DUPR averages around 4.59.","answer":"Their average opponent DUPR is 4.59, meaning they frequently play against competitive opposition in this range.","answer_detail":"Facing higher-rated opponents helps accelerate rating increases. Matches played against advanced players yield more rating points on victory.","source_urls":["https://mydupr.com"],"tags":["player","opponent","matchmaking"],"last_verified":"2026-05-31"},{"id":"gpn-associations","category":"Registry","question":"What GPN networks is Vivian Lam associated with?","title":"Vivian Lam GPN Networks","excerpt":"Plays in networks located around Richmond, BC, CA.","answer":"They play in leagues and networks located around Richmond, BC, CA. Specific GPN club rosters are listed on the parent detail page.","answer_detail":"Network affiliations connect players to local court sites. These rosters are synced to capture regional ladders.","source_urls":["https://globalpickleball.network"],"tags":["player","networks","gpn"],"last_verified":"2026-05-31"},{"id":"preferred-court-surface","category":"Activity","question":"What is Vivian Lam's preferred court surface for matches?","title":"Vivian Lam Court Surface Preference","excerpt":"Active matches hosted at Lake Country, BC featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at Lake Country, BC, which features standard outdoor/indoor court surfaces.","answer_detail":"Surface material affects ball spin and bounce height. Standard acrylic courts offer optimal traction compared to temporary asphalt surfaces.","source_urls":["https://globalpickleball.network"],"tags":["player","surface","court"],"last_verified":"2026-05-31"},{"id":"download-markdown-summary","category":"Developers","question":"Where can I download a full Markdown summary of Vivian Lam's career?","title":"Vivian Lam Markdown Spec Sheet","excerpt":"Download from the Pickle Gravity API endpoint.","answer":"A complete machine-readable Markdown file can be generated dynamically at GET https://picklegravity.com/api/knowledge/player-vivian-lam-PKWN5G?format=md.","answer_detail":"This summary compiles profile statistics, playstyle metrics, partner chemistry, and historical logs into a structured layout for documentation.","source_urls":["https://picklegravity.com"],"tags":["player","markdown","developers"],"last_verified":"2026-05-31"},{"id":"win-rate-percentage","category":"Performance","question":"What is Vivian Lam's win rate percentage?","title":"Vivian Lam Overall Win Rate","excerpt":"Their win rate is 53.4% across all sets.","answer":"Their overall win rate is 53.4%, calculated from their total matches.","answer_detail":"Win rate is a core indicator of dominance. In balanced matchmaking systems, win rates tend to stabilize between 45% and 55%. Values higher than this indicate rapid skill advancement.","source_urls":["https://mydupr.com"],"tags":["player","win-rate","performance"],"last_verified":"2026-05-31"},{"id":"singles-reliability","category":"Performance","question":"Does Vivian Lam have a singles reliability rating?","title":"Vivian Lam Singles Reliability","excerpt":"Singles reliability is recorded as 1%.","answer":"Yes, their singles rating reliability is recorded as 1%.","answer_detail":"This shows rating accuracy for singles games. If this percentage is low, their singles rating might not fully reflect their true skill level due to lack of recent matches.","source_urls":["https://mydupr.com"],"tags":["player","singles","reliability"],"last_verified":"2026-05-31"},{"id":"playstyle-calculation","category":"Style","question":"How is Vivian Lam's playstyle category calculated?","title":"Vivian Lam Playstyle Metric Derivation","excerpt":"Assessed based on player rating and matchup records.","answer":"Their playstyle is derived algorithmically using their DUPR metrics, name character hashing, and victory ratios.","answer_detail":"We evaluate their rating brackets, partner ratings, and opponents to estimate their speed-up frequency and kitchen positioning focus, creating a descriptive tag.","source_urls":["https://picklegravity.com"],"tags":["player","playstyle","calculation"],"last_verified":"2026-05-31"},{"id":"age-group-brackets","category":"Registry","question":"What is the age bracket of Vivian Lam based on birth year?","title":"Vivian Lam Age Bracket Classification","excerpt":"Classified in the age brackets corresponding to birth year N/A.","answer":"Based on their birth year N/A, they fall into the Adult (19+) tournament classification.","answer_detail":"Age brackets maintain fair competition. Senior brackets focus on court placement and dinking patience, whereas open Adult brackets feature high-intensity baseline speed-ups.","source_urls":["https://mydupr.com"],"tags":["player","age","bracket"],"last_verified":"2026-05-31"},{"id":"half-life-matchmaking","category":"Registry","question":"How does the rating half-life impact Vivian Lam's matchmaking rank?","title":"Vivian Lam Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 5 days determines how quickly their DUPR rating responds to tournament setups.","answer_detail":"A lower half-life encourages active match participation, as older sets lose influence quickly. A higher half-life keeps ratings stable during breaks.","source_urls":["https://mydupr.com"],"tags":["player","half-life","matchmaking"],"last_verified":"2026-05-31"},{"id":"challenge-player","category":"Overview","question":"Can I challenge Vivian Lam to a match on GPN?","title":"Challenge Vivian Lam","excerpt":"Challenges can be issued through affiliated GPN networks.","answer":"Challenges can be issued directly on the GPN platform if they are listed in an active regional network.","answer_detail":"Affiliated networks allow members to schedule challenge matches. Look up their network association on their main profile page to coordinate sets.","source_urls":["https://globalpickleball.network"],"tags":["player","challenge","match"],"last_verified":"2026-05-31"},{"id":"indoor-outdoor-focus","category":"Overview","question":"Does Vivian Lam play indoor or outdoor matches more?","title":"Vivian Lam Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at Lake Country, BC, which determines their environment focus.","answer_detail":"Outdoor courts are subject to wind and temperature changes, requiring heavy topspin. 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