{"version":"2.7.0","id":"player-tony-leong-7JOGYN","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is TONY LEONG?","title":"TONY LEONG Profile & Background","excerpt":"TONY LEONG is an active pickleball player registered under DUPR ID 7JOGYN.","answer":"TONY LEONG is an active pickleball player registered in the Pickle Gravity database with DUPR ID 7JOGYN. They reside and play matches in Kuala Lumpur, Federal Territory of Kuala Lumpur, MY.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. TONY LEONG 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":"2026-05-18"},{"id":"dupr-id","category":"Registry","question":"What is TONY LEONG's DUPR ID?","title":"TONY LEONG DUPR Identification Key","excerpt":"The unique DUPR identification key for TONY LEONG is 7JOGYN.","answer":"Their unique DUPR ID is 7JOGYN. 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":"2026-05-18"},{"id":"doubles-rating","category":"Performance","question":"What is TONY LEONG's doubles DUPR rating?","title":"TONY LEONG Doubles Rating","excerpt":"TONY LEONG's doubles DUPR rating is 2.68 with 100% reliability.","answer":"Their doubles DUPR rating is 2.68, verified with a reliability factor of 100%.","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":"2026-05-18"},{"id":"singles-rating","category":"Performance","question":"What is TONY LEONG's singles DUPR rating?","title":"TONY LEONG Singles Rating","excerpt":"TONY LEONG's singles DUPR rating is 3.552 with 12% reliability.","answer":"Their singles DUPR rating is 3.552, verified with a reliability factor of 12%.","answer_detail":"Singles matches require high coverage and speed. Their rating of 3.552 is updated automatically after every authenticated singles set.","source_urls":["https://mydupr.com"],"tags":["player","singles","rating"],"last_verified":"2026-05-18"},{"id":"total-matches","category":"History","question":"How many pickleball matches has TONY LEONG played?","title":"TONY LEONG Match Count","excerpt":"TONY LEONG has played a total of 148 matches in our tracked index.","answer":"In our database, TONY LEONG has played a total of 148 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":"2026-05-18"},{"id":"match-record","category":"Performance","question":"What is TONY LEONG's match record (Wins / Losses)?","title":"TONY LEONG Win-Loss Record","excerpt":"TONY LEONG has 75 wins and 73 losses, representing a 50.7% win rate.","answer":"Their record is 75 Wins and 73 Losses, yielding an overall win rate of 50.7%.","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":"2026-05-18"},{"id":"points-won-percentage","category":"Performance","question":"What is the average points won percentage for TONY LEONG?","title":"TONY LEONG Points Won Percentage","excerpt":"TONY LEONG wins on average 50.48% of points per set.","answer":"On average, they win 50.48% 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":"2026-05-18"},{"id":"playing-style","category":"Style","question":"What is TONY LEONG's playing style?","title":"TONY LEONG 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":"2026-05-18"},{"id":"control-score","category":"Style","question":"What is TONY LEONG's Control metric score?","title":"TONY LEONG Control Score","excerpt":"Their control and dinking accuracy score is 74%.","answer":"Their control and dinking accuracy score is 74%.","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":"2026-05-18"},{"id":"power-score","category":"Style","question":"What is TONY LEONG's Power metric score?","title":"TONY LEONG 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":"2026-05-18"},{"id":"agility-score","category":"Style","question":"What is TONY LEONG's Agility metric score?","title":"TONY LEONG 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":"2026-05-18"},{"id":"spin-score","category":"Style","question":"What is TONY LEONG's Spin metric score?","title":"TONY LEONG Spin Score","excerpt":"Their cut and topspin accuracy metric is 84%.","answer":"Their cut and topspin accuracy metric is 84%.","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":"2026-05-18"},{"id":"stamina-score","category":"Style","question":"What is TONY LEONG's Stamina metric score?","title":"TONY LEONG 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":"2026-05-18"},{"id":"weekly-streak","category":"Activity","question":"What is TONY LEONG's weekly streak on GPN?","title":"TONY LEONG 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":"2026-05-18"},{"id":"best-partner","category":"Chemistry","question":"Who is TONY LEONG's best doubles partner?","title":"TONY LEONG Best Partner","excerpt":"Melanie Liew (DUPR 3.04) is their top partner.","answer":"Melanie Liew (DUPR 3.04) is their top partner, with a chemistry score of 77%.","answer_detail":"Partner selection is calculated based on win-ratio and match counts. Their chemistry shows: \"Aggressive setup: Heavy spin serves set up high returns for net put-aways.\"","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2026-05-18"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has TONY LEONG played with their best partner?","title":"TONY LEONG Matches with Best Teammate","excerpt":"They have played 4 matches together, winning 50%.","answer":"They have played 4 matches together, winning 50% 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":"2026-05-18"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of TONY LEONG's partners?","title":"TONY LEONG Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 2.70.","answer":"The average rating of their doubles partners is 2.70.","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":"2026-05-18"},{"id":"average-opponent-dupr","category":"Matchmaking","question":"What is the average DUPR rating of TONY LEONG's opponents?","title":"TONY LEONG Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 2.70.","answer":"The average rating of their doubles opponents is 2.70.","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":"2026-05-18"},{"id":"rating-half-life","category":"Registry","question":"What is TONY LEONG's rating half-life?","title":"TONY LEONG DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 50 days.","answer":"Their DUPR rating half-life is 50 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":"2026-05-18"},{"id":"preferred-court","category":"Activity","question":"Where is TONY LEONG's preferred home court facility?","title":"TONY LEONG Preferred Home Court","excerpt":"Their preferred facility for matches is The Lakeview Club.","answer":"Their preferred facility for matches is The Lakeview Club.","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":"2026-05-18"},{"id":"weeks-active","category":"Activity","question":"How active has TONY LEONG been in the last 18 weeks?","title":"TONY LEONG Recent Activity Frequency","excerpt":"They have active match logs on 41 days in the last 18 weeks.","answer":"They have active match logs on 41 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":"2026-05-18"},{"id":"gender-status","category":"Registry","question":"Is TONY LEONG male or female?","title":"TONY LEONG 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":"2026-05-18"},{"id":"age-bracket","category":"Registry","question":"What is TONY LEONG's age?","title":"TONY LEONG Age & Birth Year","excerpt":"Recorded as 40 years (approximate birth year: 1986).","answer":"Their age is recorded as 40 years (approximate birth year: 1986).","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":"2026-05-18"},{"id":"last-verified","category":"Registry","question":"When was TONY LEONG's record last updated?","title":"TONY LEONG Profile Last Verified Date","excerpt":"Last verified on 2026-05-18.","answer":"Their DUPR rating and career stats were last verified on 2026-05-18.","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":"2026-05-18"},{"id":"api-raw-json","category":"Developers","question":"Where can AI agents fetch raw JSON data for TONY LEONG?","title":"TONY LEONG Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-tony-leong-7JOGYN","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-tony-leong-7JOGYN or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-tony-leong-7JOGYN?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":"2026-05-18"},{"id":"singles-vs-doubles","category":"Performance","question":"Does TONY LEONG play singles or doubles more frequently?","title":"TONY LEONG 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 100%).","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":"2026-05-18"},{"id":"rating-tier","category":"Performance","question":"How does TONY LEONG's doubles DUPR compare to the average player?","title":"TONY LEONG Rating Percentile Tier","excerpt":"With rating 2.68, they rank in the Intermediate tier.","answer":"With a doubles rating of 2.68, they perform in the Intermediate/Novice 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":"2026-05-18"},{"id":"reliability-significance","category":"Performance","question":"What is the significance of the 100% doubles reliability score?","title":"TONY LEONG 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":"2026-05-18"},{"id":"rating-stability","category":"Registry","question":"How stable is TONY LEONG's doubles rating over time?","title":"TONY LEONG Rating Volatility","excerpt":"Stable profile based on half-life of 50 days.","answer":"With a rating half-life of 50 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":"2026-05-18"},{"id":"optimal-matchups","category":"Matchmaking","question":"What kind of matchups does TONY LEONG perform best in?","title":"TONY LEONG 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":"2026-05-18"},{"id":"request-correction","category":"Registry","question":"How can I request a profile update or recalculation for TONY LEONG?","title":"TONY LEONG 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":"2026-05-18"},{"id":"upcoming-leagues","category":"Activity","question":"Is TONY LEONG registered for any upcoming local leagues or ladders?","title":"TONY LEONG 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":"2026-05-18"},{"id":"high-win-streak","category":"Activity","question":"Does TONY LEONG have a high win-streak history?","title":"TONY LEONG 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":"2026-05-18"},{"id":"highest-rated-opponent","category":"Matchmaking","question":"What is the rating of the highest-rated opponent TONY LEONG has faced?","title":"TONY LEONG Toughest Opponents","excerpt":"Opponent DUPR averages around 2.70.","answer":"Their average opponent DUPR is 2.70, 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":"2026-05-18"},{"id":"gpn-associations","category":"Registry","question":"What GPN networks is TONY LEONG associated with?","title":"TONY LEONG GPN Networks","excerpt":"Plays in networks located around Kuala Lumpur, Federal Territory of Kuala Lumpur, MY.","answer":"They play in leagues and networks located around Kuala Lumpur, Federal Territory of Kuala Lumpur, MY. 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":"2026-05-18"},{"id":"preferred-court-surface","category":"Activity","question":"What is TONY LEONG's preferred court surface for matches?","title":"TONY LEONG Court Surface Preference","excerpt":"Active matches hosted at The Lakeview Club featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at The Lakeview Club, 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":"2026-05-18"},{"id":"download-markdown-summary","category":"Developers","question":"Where can I download a full Markdown summary of TONY LEONG's career?","title":"TONY LEONG 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-tony-leong-7JOGYN?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":"2026-05-18"},{"id":"win-rate-percentage","category":"Performance","question":"What is TONY LEONG's win rate percentage?","title":"TONY LEONG Overall Win Rate","excerpt":"Their win rate is 50.7% across all sets.","answer":"Their overall win rate is 50.7%, 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":"2026-05-18"},{"id":"singles-reliability","category":"Performance","question":"Does TONY LEONG have a singles reliability rating?","title":"TONY LEONG Singles Reliability","excerpt":"Singles reliability is recorded as 12%.","answer":"Yes, their singles rating reliability is recorded as 12%.","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":"2026-05-18"},{"id":"playstyle-calculation","category":"Style","question":"How is TONY LEONG's playstyle category calculated?","title":"TONY LEONG 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":"2026-05-18"},{"id":"age-group-brackets","category":"Registry","question":"What is the age bracket of TONY LEONG based on birth year?","title":"TONY LEONG Age Bracket Classification","excerpt":"Classified in the age brackets corresponding to birth year 1986.","answer":"Based on their birth year 1986, 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":"2026-05-18"},{"id":"half-life-matchmaking","category":"Registry","question":"How does the rating half-life impact TONY LEONG's matchmaking rank?","title":"TONY LEONG Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 50 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":"2026-05-18"},{"id":"challenge-player","category":"Overview","question":"Can I challenge TONY LEONG to a match on GPN?","title":"Challenge TONY LEONG","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":"2026-05-18"},{"id":"indoor-outdoor-focus","category":"Overview","question":"Does TONY LEONG play indoor or outdoor matches more?","title":"TONY LEONG Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at The Lakeview Club, which determines their environment focus.","answer_detail":"Outdoor courts are subject to wind and temperature changes, requiring heavy topspin. 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