{"version":"2.7.0","id":"player-cindy-lai-ping-ng-6ZGRV0","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is Cindy Lai Ping NG?","title":"Cindy Lai Ping NG Profile & Background","excerpt":"Cindy Lai Ping NG is an active pickleball player registered under DUPR ID 6ZGRV0.","answer":"Cindy Lai Ping NG is an active pickleball player registered in the Pickle Gravity database with DUPR ID 6ZGRV0. They reside and play matches in Kowloon, HK.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. Cindy Lai Ping NG 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 Cindy Lai Ping NG's DUPR ID?","title":"Cindy Lai Ping NG DUPR Identification Key","excerpt":"The unique DUPR identification key for Cindy Lai Ping NG is 6ZGRV0.","answer":"Their unique DUPR ID is 6ZGRV0. 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 Cindy Lai Ping NG's doubles DUPR rating?","title":"Cindy Lai Ping NG Doubles Rating","excerpt":"Cindy Lai Ping NG's doubles DUPR rating is 3.935 with 100% reliability.","answer":"Their doubles DUPR rating is 3.935, 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":"2026-05-31"},{"id":"singles-rating","category":"Performance","question":"What is Cindy Lai Ping NG's singles DUPR rating?","title":"Cindy Lai Ping NG Singles Rating","excerpt":"Cindy Lai Ping NG's singles DUPR rating is 3.901 with 84% reliability.","answer":"Their singles DUPR rating is 3.901, verified with a reliability factor of 84%.","answer_detail":"Singles matches require high coverage and speed. Their rating of 3.901 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 Cindy Lai Ping NG played?","title":"Cindy Lai Ping NG Match Count","excerpt":"Cindy Lai Ping NG has played a total of 394 matches in our tracked index.","answer":"In our database, Cindy Lai Ping NG has played a total of 394 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 Cindy Lai Ping NG's match record (Wins / Losses)?","title":"Cindy Lai Ping NG Win-Loss Record","excerpt":"Cindy Lai Ping NG has 204 wins and 190 losses, representing a 51.8% win rate.","answer":"Their record is 204 Wins and 190 Losses, yielding an overall win rate of 51.8%.","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 Cindy Lai Ping NG?","title":"Cindy Lai Ping NG Points Won Percentage","excerpt":"Cindy Lai Ping NG wins on average 48.87% of points per set.","answer":"On average, they win 48.87% 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 Cindy Lai Ping NG's playing style?","title":"Cindy Lai Ping NG Playstyle Analysis","excerpt":"Classified as Precision Dink Strategist: A master of soft placement, commanding the kitchen dink rallies with patience, consistency, and crosscourt angles.","answer":"Their playstyle is classified as \"Precision Dink Strategist\". Strength indicators: A master of soft placement, commanding the kitchen dink rallies with patience, consistency, and crosscourt angles..","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 Cindy Lai Ping NG's Control metric score?","title":"Cindy Lai Ping NG Control Score","excerpt":"Their control and dinking accuracy score is 88%.","answer":"Their control and dinking accuracy score is 88%.","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 Cindy Lai Ping NG's Power metric score?","title":"Cindy Lai Ping NG Power Score","excerpt":"Their drive and overhead power score is 93%.","answer":"Their drive and overhead power score is 93%.","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 Cindy Lai Ping NG's Agility metric score?","title":"Cindy Lai Ping NG Agility Score","excerpt":"Their court coverage and agility rating is 73%.","answer":"Their court coverage and agility rating is 73%.","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 Cindy Lai Ping NG's Spin metric score?","title":"Cindy Lai Ping NG Spin Score","excerpt":"Their cut and topspin accuracy metric is 63%.","answer":"Their cut and topspin accuracy metric is 63%.","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 Cindy Lai Ping NG's Stamina metric score?","title":"Cindy Lai Ping NG Stamina Score","excerpt":"Their stamina and longevity score is 93%.","answer":"Their cardiovascular stamina and longevity score is 93%.","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 Cindy Lai Ping NG's weekly streak on GPN?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG's best doubles partner?","title":"Cindy Lai Ping NG Best Partner","excerpt":"Tsz Chiu Lam (DUPR 3.24) is their top partner.","answer":"Tsz Chiu Lam (DUPR 3.24) is their top partner, with a chemistry score of 85%.","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":"2026-05-31"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has Cindy Lai Ping NG played with their best partner?","title":"Cindy Lai Ping NG Matches with Best Teammate","excerpt":"They have played 2 matches together, winning 50%.","answer":"They have played 2 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":"2026-05-31"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Cindy Lai Ping NG's partners?","title":"Cindy Lai Ping NG Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 4.05.","answer":"The average rating of their doubles partners is 4.05.","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 Cindy Lai Ping NG's opponents?","title":"Cindy Lai Ping NG Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 4.04.","answer":"The average rating of their doubles opponents is 4.04.","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 Cindy Lai Ping NG's rating half-life?","title":"Cindy Lai Ping NG DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 52 days.","answer":"Their DUPR rating half-life is 52 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 Cindy Lai Ping NG's preferred home court facility?","title":"Cindy Lai Ping NG Preferred Home Court","excerpt":"Their preferred facility for matches is Shah Alam, SGR.","answer":"Their preferred facility for matches is Shah Alam, SGR.","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 Cindy Lai Ping NG been in the last 18 weeks?","title":"Cindy Lai Ping NG Recent Activity Frequency","excerpt":"They have active match logs on 37 days in the last 18 weeks.","answer":"They have active match logs on 37 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 Cindy Lai Ping NG male or female?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG's age?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG's record last updated?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG?","title":"Cindy Lai Ping NG Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-cindy-lai-ping-ng-6ZGRV0","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-cindy-lai-ping-ng-6ZGRV0 or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-cindy-lai-ping-ng-6ZGRV0?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 Cindy Lai Ping NG play singles or doubles more frequently?","title":"Cindy Lai Ping NG 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":"2026-05-31"},{"id":"rating-tier","category":"Performance","question":"How does Cindy Lai Ping NG's doubles DUPR compare to the average player?","title":"Cindy Lai Ping NG Rating Percentile Tier","excerpt":"With rating 3.935, they rank in the Intermediate tier.","answer":"With a doubles rating of 3.935, they perform in the top 35% (Intermediate-High) 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 100% doubles reliability score?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG's doubles rating over time?","title":"Cindy Lai Ping NG Rating Volatility","excerpt":"Stable profile based on half-life of 52 days.","answer":"With a rating half-life of 52 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 Cindy Lai Ping NG perform best in?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG registered for any upcoming local leagues or ladders?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG have a high win-streak history?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG has faced?","title":"Cindy Lai Ping NG Toughest Opponents","excerpt":"Opponent DUPR averages around 4.04.","answer":"Their average opponent DUPR is 4.04, 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 Cindy Lai Ping NG associated with?","title":"Cindy Lai Ping NG GPN Networks","excerpt":"Plays in networks located around Kowloon, HK.","answer":"They play in leagues and networks located around Kowloon, HK. 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 Cindy Lai Ping NG's preferred court surface for matches?","title":"Cindy Lai Ping NG Court Surface Preference","excerpt":"Active matches hosted at Shah Alam, SGR featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at Shah Alam, SGR, 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 Cindy Lai Ping NG's career?","title":"Cindy Lai Ping NG 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-cindy-lai-ping-ng-6ZGRV0?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 Cindy Lai Ping NG's win rate percentage?","title":"Cindy Lai Ping NG Overall Win Rate","excerpt":"Their win rate is 51.8% across all sets.","answer":"Their overall win rate is 51.8%, 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 Cindy Lai Ping NG have a singles reliability rating?","title":"Cindy Lai Ping NG Singles Reliability","excerpt":"Singles reliability is recorded as 84%.","answer":"Yes, their singles rating reliability is recorded as 84%.","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 Cindy Lai Ping NG's playstyle category calculated?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG based on birth year?","title":"Cindy Lai Ping NG 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 Cindy Lai Ping NG's matchmaking rank?","title":"Cindy Lai Ping NG Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 52 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 Cindy Lai Ping NG to a match on GPN?","title":"Challenge Cindy Lai Ping NG","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 Cindy Lai Ping NG play indoor or outdoor matches more?","title":"Cindy Lai Ping NG Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at Shah Alam, SGR, which determines their environment focus.","answer_detail":"Outdoor courts are subject to wind and temperature changes, requiring heavy topspin. Indoor play has zero wind resistance, yielding faster ball speeds.","source_urls":["https://globalpickleball.network"],"tags":["player","environment","court"],"last_verified":"2026-05-31"}],"data":{"dupr_id":"6ZGRV0","full_name":"Cindy Lai Ping NG","gender":"FEMALE","age":0,"location":"Kowloon, HK","profile_pic_url":null,"ratings":{"singles":3.901,"singles_reliability":84,"doubles":3.935,"doubles_reliability":100},"career":{"total_matches":394,"wins":204,"losses":190,"avg_points_won_pct":48.87,"avg_partner_dupr":4.05,"avg_opponent_dupr":4.04,"preferred_court":"Kallang Tennis Hub"},"stats":{"sos":3.781,"clutch_index":0,"dpg":-3.55,"home_club":{"id":"club-epga-epga-foundation-4302556789","name":"ePGA & ePGA Foundation"}},"playstyle":{"power":93,"control":88,"agility":73,"spin":63,"stamina":93,"playstyle":"Precision Dink Strategist","description":"A master of soft placement, commanding the kitchen dink rallies with patience, consistency, and crosscourt angles."},"streaks":{"current":0,"max":1},"chemistry":{"name":"Tsz Chiu Lam","dupr_id":"V2Q7P7","rating":"3.24","matches":2,"winRate":50,"chemistryScore":85,"chemistryDescription":"Defensive alignment: Both players excel at soft resets and kitchen dinking."},"dedication_matrix":{"total_matches":53,"active_days":37,"grid":[{"date":"2026-02-02","dayOfWeek":1,"count":0},{"date":"2026-02-03","dayOfWeek":2,"count":0},{"date":"2026-02-04","dayOfWeek":3,"count":2},{"date":"2026-02-05","dayOfWeek":4,"count":0},{"date":"2026-02-06","dayOfWeek":5,"count":0},{"date":"2026-02-07","dayOfWeek":6,"count":2},{"date":"2026-02-08","dayOfWeek":0,"count":0},{"date":"2026-02-09","dayOfWeek":1,"count":0},{"date":"2026-02-10","dayOfWeek":2,"count":0},{"date":"2026-02-11","dayOfWeek":3,"count":1},{"date":"2026-02-12","dayOfWeek":4,"count":0},{"date":"2026-02-13","dayOfWeek":5,"count":0},{"date":"2026-02-14","dayOfWeek":6,"count":1},{"date":"2026-02-15","dayOfWeek":0,"count":0},{"date":"2026-02-16","dayOfWeek":1,"count":0},{"date":"2026-02-17","dayOfWeek":2,"count":0},{"date":"2026-02-18","dayOfWeek":3,"count":1},{"date":"2026-02-19","dayOfWeek":4,"count":0},{"date":"2026-02-20","dayOfWeek":5,"count":0},{"date":"2026-02-21","dayOfWeek":6,"count":1},{"date":"2026-02-22","dayOfWeek":0,"count":0},{"date":"2026-02-23","dayOfWeek":1,"count":0},{"date":"2026-02-24","dayOfWeek":2,"count":0},{"date":"2026-02-25","dayOfWeek":3,"count":2},{"date":"2026-02-26","dayOfWeek":4,"count":0},{"date":"2026-02-27","dayOfWeek":5,"count":0},{"date":"2026-02-28","dayOfWeek":6,"count":2},{"date":"2026-03-01","dayOfWeek":0,"count":0},{"date":"2026-03-02","dayOfWeek":1,"count":0},{"date":"2026-03-03","dayOfWeek":2,"count":0},{"date":"2026-03-04","dayOfWeek":3,"count":1},{"date":"2026-03-05","dayOfWeek":4,"count":0},{"date":"2026-03-06","dayOfWeek":5,"count":0},{"date":"2026-03-07","dayOfWeek":6,"count":1},{"date":"2026-03-08","dayOfWeek":0,"count":0},{"date":"2026-03-09","dayOfWeek":1,"count":0},{"date":"2026-03-10","dayOfWeek":2,"count":0},{"date":"2026-03-11","dayOfWeek":3,"count":1},{"date":"2026-03-12","dayOfWeek":4,"count":0},{"date":"2026-03-13","dayOfWeek":5,"count":0},{"date":"2026-03-14","dayOfWeek":6,"count":1},{"date":"2026-03-15","dayOfWeek":0,"count":0},{"date":"2026-03-16","dayOfWeek":1,"count":0},{"date":"2026-03-17","dayOfWeek":2,"count":0},{"date":"2026-03-18","dayOfWeek":3,"count":2},{"date":"2026-03-19","dayOfWeek":4,"count":0},{"date":"2026-03-20","dayOfWeek":5,"count":0},{"date":"2026-03-21","dayOfWeek":6,"count":2},{"date":"2026-03-22","dayOfWeek":0,"count":0},{"date":"2026-03-23","dayOfWeek":1,"count":0},{"date":"2026-03-24","dayOfWeek":2,"count":0},{"date":"2026-03-25","dayOfWeek":3,"count":1},{"date":"2026-03-26","dayOfWeek":4,"count":0},{"date":"2026-03-27","dayOfWeek":5,"count":0},{"date":"2026-03-28","dayOfWeek":6,"count":1},{"date":"2026-03-29","dayOfWeek":0,"count":0},{"date":"2026-03-30","dayOfWeek":1,"count":0},{"date":"2026-03-31","dayOfWeek":2,"count":0},{"date":"2026-04-01","dayOfWeek":3,"count":1},{"date":"2026-04-02","dayOfWeek":4,"count":0},{"date":"2026-04-03","dayOfWeek":5,"count":0},{"date":"2026-04-04","dayOfWeek":6,"count":1},{"date":"2026-04-05","dayOfWeek":0,"count":0},{"date":"2026-04-06","dayOfWeek":1,"count":0},{"date":"2026-04-07","dayOfWeek":2,"count":0},{"date":"2026-04-08","dayOfWeek":3,"count":2},{"date":"2026-04-09","dayOfWeek":4,"count":0},{"date":"2026-04-10","dayOfWeek":5,"count":0},{"date":"2026-04-11","dayOfWeek":6,"count":2},{"date":"2026-04-12","dayOfWeek":0,"count":0},{"date":"2026-04-13","dayOfWeek":1,"count":0},{"date":"2026-04-14","dayOfWeek":2,"count":0},{"date":"2026-04-15","dayOfWeek":3,"count":1},{"date":"2026-04-16","dayOfWeek":4,"count":0},{"date":"2026-04-17","dayOfWeek":5,"count":0},{"date":"2026-04-18","dayOfWeek":6,"count":1},{"date":"2026-04-19","dayOfWeek":0,"count":0},{"date":"2026-04-20","dayOfWeek":1,"count":0},{"date":"2026-04-21","dayOfWeek":2,"count":0},{"date":"2026-04-22","dayOfWeek":3,"count":1},{"date":"2026-04-23","dayOfWeek":4,"count":0},{"date":"2026-04-24","dayOfWeek":5,"count":0},{"date":"2026-04-25","dayOfWeek":6,"count":1},{"date":"2026-04-26","dayOfWeek":0,"count":0},{"date":"2026-04-27","dayOfWeek":1,"count":0},{"date":"2026-04-28","dayOfWeek":2,"count":0},{"date":"2026-04-29","dayOfWeek":3,"count":2},{"date":"2026-04-30","dayOfWeek":4,"count":0},{"date":"2026-05-01","dayOfWeek":5,"count":3},{"date":"2026-05-02","dayOfWeek":6,"count":2},{"date":"2026-05-03","dayOfWeek":0,"count":0},{"date":"2026-05-04","dayOfWeek":1,"count":0},{"date":"2026-05-05","dayOfWeek":2,"count":0},{"date":"2026-05-06","dayOfWeek":3,"count":1},{"date":"2026-05-07","dayOfWeek":4,"count":0},{"date":"2026-05-08","dayOfWeek":5,"count":0},{"date":"2026-05-09","dayOfWeek":6,"count":1},{"date":"2026-05-10","dayOfWeek":0,"count":0},{"date":"2026-05-11","dayOfWeek":1,"count":0},{"date":"2026-05-12","dayOfWeek":2,"count":0},{"date":"2026-05-13","dayOfWeek":3,"count":1},{"date":"2026-05-14","dayOfWeek":4,"count":0},{"date":"2026-05-15","dayOfWeek":5,"count":0},{"date":"2026-05-16","dayOfWeek":6,"count":3},{"date":"2026-05-17","dayOfWeek":0,"count":0},{"date":"2026-05-18","dayOfWeek":1,"count":0},{"date":"2026-05-19","dayOfWeek":2,"count":0},{"date":"2026-05-20","dayOfWeek":3,"count":2},{"date":"2026-05-21","dayOfWeek":4,"count":0},{"date":"2026-05-22","dayOfWeek":5,"count":0},{"date":"2026-05-23","dayOfWeek":6,"count":2},{"date":"2026-05-24","dayOfWeek":0,"count":0},{"date":"2026-05-25","dayOfWeek":1,"count":0},{"date":"2026-05-26","dayOfWeek":2,"count":0},{"date":"2026-05-27","dayOfWeek":3,"count":1},{"date":"2026-05-28","dayOfWeek":4,"count":0},{"date":"2026-05-29","dayOfWeek":5,"count":0},{"date":"2026-05-30","dayOfWeek":6,"count":1},{"date":"2026-05-31","dayOfWeek":0,"count":0},{"date":"2026-06-01","dayOfWeek":1,"count":0},{"date":"2026-06-02","dayOfWeek":2,"count":0},{"date":"2026-06-03","dayOfWeek":3,"count":1},{"date":"2026-06-04","dayOfWeek":4,"count":0},{"date":"2026-06-05","dayOfWeek":5,"count":0},{"date":"2026-06-06","dayOfWeek":6,"count":1},{"date":"2026-06-07","dayOfWeek":0,"count":0}]},"rating_trajectory":[{"match_id":"hist-90","date":"2026-01-31","rating":3.817,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-75","date":"2026-02-15","rating":3.845,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-60","date":"2026-03-02","rating":3.857,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-45","date":"2026-03-17","rating":3.868,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-30","date":"2026-04-01","rating":3.893,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-15","date":"2026-04-16","rating":3.923,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"5990602326","date":"2026-05-01","rating":3.917,"event_name":"Pool D - MiLP DUPR 14 Intermediate (Sat 5/2 & Sun 5/3)","outcome":"Win"},{"match_id":"5966928744","date":"2026-05-01","rating":3.914,"event_name":"Pool D - MiLP DUPR 14 Intermediate (Sat 5/2 & Sun 5/3)","outcome":"Loss"},{"match_id":"5079487335","date":"2026-05-01","rating":3.916,"event_name":"Pool D - MiLP DUPR 14 Intermediate (Sat 5/2 & Sun 5/3)","outcome":"Loss"},{"match_id":"6958546142","date":"2026-05-16","rating":3.951,"event_name":"PPA Asia 500 PANAS Kuala Lumpur Open 2026 - Womens Singles Skill: (3.5 And Above) Age: (19 And Above)","outcome":"Loss"},{"match_id":"4408710160","date":"2026-05-16","rating":3.951,"event_name":"PPA Asia 500 PANAS Kuala Lumpur Open 2026 - Womens Singles Skill: (3.5 And Above) Age: (19 And Above)","outcome":"Win"}],"upcoming_matches":[{"match_id":"up-6ZGRV0-1","opponent_name":"Rafa Hewett","opponent_id":"305D48","opponent_rating":6.238,"opponent_pic_url":null,"date":"Saturday, June 13, 2026","time":"10:00 AM","location":"Rouge Woods Community Centre","status":"Scheduled","event_type":"League Ladder"},{"match_id":"up-6ZGRV0-2","opponent_name":"Jessie Irvine","opponent_id":"8DPVY8","opponent_rating":5.842,"opponent_pic_url":null,"date":"Tuesday, June 16, 2026","time":"6:30 PM","location":"L'Amoreaux Tennis Centre","status":"Pending Confirmation","event_type":"Practice Match"}],"recent_matches":[{"match_id":"6958546142","event":"PPA Asia 500 PANAS Kuala Lumpur Open 2026 - Womens Singles Skill: (3.5 And Above) Age: (19 And Above)","date":"2026-05-16","outcome":"Loss","scores":"11-3","location":"Shah Alam, SGR"},{"match_id":"4408710160","event":"PPA Asia 500 PANAS Kuala Lumpur Open 2026 - Womens Singles Skill: (3.5 And Above) Age: (19 And Above)","date":"2026-05-16","outcome":"Win","scores":"11-7","location":"Shah Alam, SGR"},{"match_id":"5990602326","event":"Pool D - MiLP DUPR 14 Intermediate (Sat 5/2 & Sun 5/3)","date":"2026-05-01","outcome":"Win","scores":"19-21","location":"Kallang Tennis Hub"},{"match_id":"5966928744","event":"Pool D - MiLP DUPR 14 Intermediate (Sat 5/2 & Sun 5/3)","date":"2026-05-01","outcome":"Loss","scores":"22-20","location":"Kallang Tennis Hub"},{"match_id":"5079487335","event":"Pool D - MiLP DUPR 14 Intermediate (Sat 5/2 & Sun 5/3)","date":"2026-05-01","outcome":"Loss","scores":"23-21","location":"Kallang Tennis Hub"}]},"canonical":"https://picklegravity.com/en/knowledge/player-cindy-lai-ping-ng-6ZGRV0"}