{"version":"2.7.0","id":"player-james-kwan-59N66P","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is James Kwan?","title":"James Kwan Profile & Background","excerpt":"James Kwan is an active pickleball player registered under DUPR ID 59N66P.","answer":"James Kwan is an active pickleball player registered in the Pickle Gravity database with DUPR ID 59N66P. They reside and play matches in Houston, TX, US.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. James Kwan 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":"2025-06-22"},{"id":"dupr-id","category":"Registry","question":"What is James Kwan's DUPR ID?","title":"James Kwan DUPR Identification Key","excerpt":"The unique DUPR identification key for James Kwan is 59N66P.","answer":"Their unique DUPR ID is 59N66P. 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":"2025-06-22"},{"id":"doubles-rating","category":"Performance","question":"What is James Kwan's doubles DUPR rating?","title":"James Kwan Doubles Rating","excerpt":"James Kwan's doubles DUPR rating is 5.037 with 40% reliability.","answer":"Their doubles DUPR rating is 5.037, verified with a reliability factor of 40%.","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":"2025-06-22"},{"id":"singles-rating","category":"Performance","question":"What is James Kwan's singles DUPR rating?","title":"James Kwan Singles Rating","excerpt":"James Kwan's singles DUPR rating is 5.221 with 11% reliability.","answer":"Their singles DUPR rating is 5.221, verified with a reliability factor of 11%.","answer_detail":"Singles matches require high coverage and speed. Their rating of 5.221 is updated automatically after every authenticated singles set.","source_urls":["https://mydupr.com"],"tags":["player","singles","rating"],"last_verified":"2025-06-22"},{"id":"total-matches","category":"History","question":"How many pickleball matches has James Kwan played?","title":"James Kwan Match Count","excerpt":"James Kwan has played a total of 355 matches in our tracked index.","answer":"In our database, James Kwan has played a total of 355 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":"2025-06-22"},{"id":"match-record","category":"Performance","question":"What is James Kwan's match record (Wins / Losses)?","title":"James Kwan Win-Loss Record","excerpt":"James Kwan has 250 wins and 105 losses, representing a 70.4% win rate.","answer":"Their record is 250 Wins and 105 Losses, yielding an overall win rate of 70.4%.","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":"2025-06-22"},{"id":"points-won-percentage","category":"Performance","question":"What is the average points won percentage for James Kwan?","title":"James Kwan Points Won Percentage","excerpt":"James Kwan wins on average 58.6% of points per set.","answer":"On average, they win 58.6% 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":"2025-06-22"},{"id":"playing-style","category":"Style","question":"What is James Kwan's playing style?","title":"James Kwan 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":"2025-06-22"},{"id":"control-score","category":"Style","question":"What is James Kwan's Control metric score?","title":"James Kwan 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":"2025-06-22"},{"id":"power-score","category":"Style","question":"What is James Kwan's Power metric score?","title":"James Kwan Power Score","excerpt":"Their drive and overhead power score is 74%.","answer":"Their drive and overhead power score is 74%.","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":"2025-06-22"},{"id":"agility-score","category":"Style","question":"What is James Kwan's Agility metric score?","title":"James Kwan Agility Score","excerpt":"Their court coverage and agility rating is 79%.","answer":"Their court coverage and agility rating is 79%.","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":"2025-06-22"},{"id":"spin-score","category":"Style","question":"What is James Kwan's Spin metric score?","title":"James Kwan 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":"2025-06-22"},{"id":"stamina-score","category":"Style","question":"What is James Kwan's Stamina metric score?","title":"James Kwan Stamina Score","excerpt":"Their stamina and longevity score is 74%.","answer":"Their cardiovascular stamina and longevity score is 74%.","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":"2025-06-22"},{"id":"weekly-streak","category":"Activity","question":"What is James Kwan's weekly streak on GPN?","title":"James Kwan 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":"2025-06-22"},{"id":"best-partner","category":"Chemistry","question":"Who is James Kwan's best doubles partner?","title":"James Kwan Best Partner","excerpt":"Matthieu Meyer (DUPR 4.87) is their top partner.","answer":"Matthieu Meyer (DUPR 4.87) 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: \"Defensive alignment: Both players excel at soft resets and kitchen dinking.\"","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2025-06-22"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has James Kwan played with their best partner?","title":"James Kwan Matches with Best Teammate","excerpt":"They have played 8 matches together, winning 13%.","answer":"They have played 8 matches together, winning 13% 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":"2025-06-22"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of James Kwan's partners?","title":"James Kwan Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 4.67.","answer":"The average rating of their doubles partners is 4.67.","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":"2025-06-22"},{"id":"average-opponent-dupr","category":"Matchmaking","question":"What is the average DUPR rating of James Kwan's opponents?","title":"James Kwan Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 4.51.","answer":"The average rating of their doubles opponents is 4.51.","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":"2025-06-22"},{"id":"rating-half-life","category":"Registry","question":"What is James Kwan's rating half-life?","title":"James Kwan DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 2 days.","answer":"Their DUPR rating half-life is 2 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":"2025-06-22"},{"id":"preferred-court","category":"Activity","question":"Where is James Kwan's preferred home court facility?","title":"James Kwan Preferred Home Court","excerpt":"Their preferred facility for matches is Houston, TX.","answer":"Their preferred facility for matches is Houston, TX.","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":"2025-06-22"},{"id":"weeks-active","category":"Activity","question":"How active has James Kwan been in the last 18 weeks?","title":"James Kwan 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":"2025-06-22"},{"id":"gender-status","category":"Registry","question":"Is James Kwan male or female?","title":"James Kwan Gender Classification","excerpt":"Registered gender is MALE.","answer":"Their gender is recorded as MALE.","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":"2025-06-22"},{"id":"age-bracket","category":"Registry","question":"What is James Kwan's age?","title":"James Kwan Age & Birth Year","excerpt":"Recorded as 30 years (approximate birth year: 1996).","answer":"Their age is recorded as 30 years (approximate birth year: 1996).","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":"2025-06-22"},{"id":"last-verified","category":"Registry","question":"When was James Kwan's record last updated?","title":"James Kwan Profile Last Verified Date","excerpt":"Last verified on 2025-06-22.","answer":"Their DUPR rating and career stats were last verified on 2025-06-22.","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":"2025-06-22"},{"id":"api-raw-json","category":"Developers","question":"Where can AI agents fetch raw JSON data for James Kwan?","title":"James Kwan Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-james-kwan-59N66P","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-james-kwan-59N66P or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-james-kwan-59N66P?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":"2025-06-22"},{"id":"singles-vs-doubles","category":"Performance","question":"Does James Kwan play singles or doubles more frequently?","title":"James Kwan 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 40%).","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":"2025-06-22"},{"id":"rating-tier","category":"Performance","question":"How does James Kwan's doubles DUPR compare to the average player?","title":"James Kwan Rating Percentile Tier","excerpt":"With rating 5.037, they rank in the Elite tier.","answer":"With a doubles rating of 5.037, 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":"2025-06-22"},{"id":"reliability-significance","category":"Performance","question":"What is the significance of the 40% doubles reliability score?","title":"James Kwan 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":"2025-06-22"},{"id":"rating-stability","category":"Registry","question":"How stable is James Kwan's doubles rating over time?","title":"James Kwan Rating Volatility","excerpt":"Stable profile based on half-life of 2 days.","answer":"With a rating half-life of 2 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":"2025-06-22"},{"id":"optimal-matchups","category":"Matchmaking","question":"What kind of matchups does James Kwan perform best in?","title":"James Kwan 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":"2025-06-22"},{"id":"request-correction","category":"Registry","question":"How can I request a profile update or recalculation for James Kwan?","title":"James Kwan 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":"2025-06-22"},{"id":"upcoming-leagues","category":"Activity","question":"Is James Kwan registered for any upcoming local leagues or ladders?","title":"James Kwan 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":"2025-06-22"},{"id":"high-win-streak","category":"Activity","question":"Does James Kwan have a high win-streak history?","title":"James Kwan 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":"2025-06-22"},{"id":"highest-rated-opponent","category":"Matchmaking","question":"What is the rating of the highest-rated opponent James Kwan has faced?","title":"James Kwan Toughest Opponents","excerpt":"Opponent DUPR averages around 4.51.","answer":"Their average opponent DUPR is 4.51, 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":"2025-06-22"},{"id":"gpn-associations","category":"Registry","question":"What GPN networks is James Kwan associated with?","title":"James Kwan GPN Networks","excerpt":"Plays in networks located around Houston, TX, US.","answer":"They play in leagues and networks located around Houston, TX, US. 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":"2025-06-22"},{"id":"preferred-court-surface","category":"Activity","question":"What is James Kwan's preferred court surface for matches?","title":"James Kwan Court Surface Preference","excerpt":"Active matches hosted at Houston, TX featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at Houston, TX, 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":"2025-06-22"},{"id":"download-markdown-summary","category":"Developers","question":"Where can I download a full Markdown summary of James Kwan's career?","title":"James Kwan 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-james-kwan-59N66P?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":"2025-06-22"},{"id":"win-rate-percentage","category":"Performance","question":"What is James Kwan's win rate percentage?","title":"James Kwan Overall Win Rate","excerpt":"Their win rate is 70.4% across all sets.","answer":"Their overall win rate is 70.4%, 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":"2025-06-22"},{"id":"singles-reliability","category":"Performance","question":"Does James Kwan have a singles reliability rating?","title":"James Kwan Singles Reliability","excerpt":"Singles reliability is recorded as 11%.","answer":"Yes, their singles rating reliability is recorded as 11%.","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":"2025-06-22"},{"id":"playstyle-calculation","category":"Style","question":"How is James Kwan's playstyle category calculated?","title":"James Kwan 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":"2025-06-22"},{"id":"age-group-brackets","category":"Registry","question":"What is the age bracket of James Kwan based on birth year?","title":"James Kwan Age Bracket Classification","excerpt":"Classified in the age brackets corresponding to birth year 1996.","answer":"Based on their birth year 1996, 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":"2025-06-22"},{"id":"half-life-matchmaking","category":"Registry","question":"How does the rating half-life impact James Kwan's matchmaking rank?","title":"James Kwan Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 2 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":"2025-06-22"},{"id":"challenge-player","category":"Overview","question":"Can I challenge James Kwan to a match on GPN?","title":"Challenge James Kwan","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":"2025-06-22"},{"id":"indoor-outdoor-focus","category":"Overview","question":"Does James Kwan play indoor or outdoor matches more?","title":"James Kwan Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at Houston, TX, which determines their environment focus.","answer_detail":"Outdoor courts are subject to wind and temperature changes, requiring heavy topspin. 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