{"version":"2.7.0","id":"player-edwin-do-J5QWKO","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is Edwin Do?","title":"Edwin Do Profile & Background","excerpt":"Edwin Do is an active pickleball player registered under DUPR ID J5QWKO.","answer":"Edwin Do is an active pickleball player registered in the Pickle Gravity database with DUPR ID J5QWKO. They reside and play matches in Petaling Jaya, Selangor, MY.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. Edwin Do 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":"2026-06-04"},{"id":"dupr-id","category":"Registry","question":"What is Edwin Do's DUPR ID?","title":"Edwin Do DUPR Identification Key","excerpt":"The unique DUPR identification key for Edwin Do is J5QWKO.","answer":"Their unique DUPR ID is J5QWKO. 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":"2026-06-04"},{"id":"doubles-rating","category":"Performance","question":"What is Edwin Do's doubles DUPR rating?","title":"Edwin Do Doubles Rating","excerpt":"Edwin Do's doubles DUPR rating is 2.413 with 100% reliability.","answer":"Their doubles DUPR rating is 2.413, 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":"2026-06-04"},{"id":"singles-rating","category":"Performance","question":"What is Edwin Do's singles DUPR rating?","title":"Edwin Do Singles Rating","excerpt":"Edwin Do's singles DUPR rating is 3.262 with 0% reliability.","answer":"Their singles DUPR rating is 3.262, verified with a reliability factor of 0%.","answer_detail":"Singles matches require high coverage and speed. Their rating of 3.262 is updated automatically after every authenticated singles set.","source_urls":["https://mydupr.com"],"tags":["player","singles","rating"],"last_verified":"2026-06-04"},{"id":"total-matches","category":"History","question":"How many pickleball matches has Edwin Do played?","title":"Edwin Do Match Count","excerpt":"Edwin Do has played a total of 439 matches in our tracked index.","answer":"In our database, Edwin Do has played a total of 439 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":"2026-06-04"},{"id":"match-record","category":"Performance","question":"What is Edwin Do's match record (Wins / Losses)?","title":"Edwin Do Win-Loss Record","excerpt":"Edwin Do has 203 wins and 236 losses, representing a 46.2% win rate.","answer":"Their record is 203 Wins and 236 Losses, yielding an overall win rate of 46.2%.","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":"2026-06-04"},{"id":"points-won-percentage","category":"Performance","question":"What is the average points won percentage for Edwin Do?","title":"Edwin Do Points Won Percentage","excerpt":"Edwin Do wins on average 49.44% of points per set.","answer":"On average, they win 49.44% 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":"2026-06-04"},{"id":"playing-style","category":"Style","question":"What is Edwin Do's playing style?","title":"Edwin Do Playstyle Analysis","excerpt":"Classified as Tactical Baseline Driver: A patient, tactical player who focuses on deep baseline drives and calculated court placement to draw opponent errors.","answer":"Their playstyle is classified as \"Tactical Baseline Driver\". Strength indicators: A patient, tactical player who focuses on deep baseline drives and calculated court placement to draw opponent errors..","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":"2026-06-04"},{"id":"control-score","category":"Style","question":"What is Edwin Do's Control metric score?","title":"Edwin Do Control Score","excerpt":"Their control and dinking accuracy score is 86%.","answer":"Their control and dinking accuracy score is 86%.","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":"2026-06-04"},{"id":"power-score","category":"Style","question":"What is Edwin Do's Power metric score?","title":"Edwin Do Power Score","excerpt":"Their drive and overhead power score is 91%.","answer":"Their drive and overhead power score is 91%.","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":"2026-06-04"},{"id":"agility-score","category":"Style","question":"What is Edwin Do's Agility metric score?","title":"Edwin Do Agility Score","excerpt":"Their court coverage and agility rating is 86%.","answer":"Their court coverage and agility rating is 86%.","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":"2026-06-04"},{"id":"spin-score","category":"Style","question":"What is Edwin Do's Spin metric score?","title":"Edwin Do Spin Score","excerpt":"Their cut and topspin accuracy metric is 61%.","answer":"Their cut and topspin accuracy metric is 61%.","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":"2026-06-04"},{"id":"stamina-score","category":"Style","question":"What is Edwin Do's Stamina metric score?","title":"Edwin Do Stamina Score","excerpt":"Their stamina and longevity score is 91%.","answer":"Their cardiovascular stamina and longevity score is 91%.","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":"2026-06-04"},{"id":"weekly-streak","category":"Activity","question":"What is Edwin Do's weekly streak on GPN?","title":"Edwin Do GPN Weekly Activity Streak","excerpt":"Currently played 3 consecutive weeks. Max streak: 3 weeks.","answer":"They have played matches for 3 consecutive weeks. Their all-time personal best is 3 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":"2026-06-04"},{"id":"best-partner","category":"Chemistry","question":"Who is Edwin Do's best doubles partner?","title":"Edwin Do Best Partner","excerpt":"Yoong kar po (DUPR 2.50) is their top partner.","answer":"Yoong kar po (DUPR 2.50) is their top partner, with a chemistry score of 96%.","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":"2026-06-04"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has Edwin Do played with their best partner?","title":"Edwin Do Matches with Best Teammate","excerpt":"They have played 1 matches together, winning 100%.","answer":"They have played 1 matches together, winning 100% 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":"2026-06-04"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Edwin Do's partners?","title":"Edwin Do Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 2.38.","answer":"The average rating of their doubles partners is 2.38.","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":"2026-06-04"},{"id":"average-opponent-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Edwin Do's opponents?","title":"Edwin Do Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 2.39.","answer":"The average rating of their doubles opponents is 2.39.","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":"2026-06-04"},{"id":"rating-half-life","category":"Registry","question":"What is Edwin Do's rating half-life?","title":"Edwin Do DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 156 days.","answer":"Their DUPR rating half-life is 156 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":"2026-06-04"},{"id":"preferred-court","category":"Activity","question":"Where is Edwin Do's preferred home court facility?","title":"Edwin Do Preferred Home Court","excerpt":"Their preferred facility for matches is Padelku Megah.","answer":"Their preferred facility for matches is Padelku Megah.","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":"2026-06-04"},{"id":"weeks-active","category":"Activity","question":"How active has Edwin Do been in the last 18 weeks?","title":"Edwin Do Recent Activity Frequency","excerpt":"They have active match logs on 38 days in the last 18 weeks.","answer":"They have active match logs on 38 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":"2026-06-04"},{"id":"gender-status","category":"Registry","question":"Is Edwin Do male or female?","title":"Edwin Do 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":"2026-06-04"},{"id":"age-bracket","category":"Registry","question":"What is Edwin Do's age?","title":"Edwin Do Age & Birth Year","excerpt":"Recorded as 45 years (approximate birth year: 1981).","answer":"Their age is recorded as 45 years (approximate birth year: 1981).","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":"2026-06-04"},{"id":"last-verified","category":"Registry","question":"When was Edwin Do's record last updated?","title":"Edwin Do Profile Last Verified Date","excerpt":"Last verified on 2026-06-04.","answer":"Their DUPR rating and career stats were last verified on 2026-06-04.","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":"2026-06-04"},{"id":"api-raw-json","category":"Developers","question":"Where can AI agents fetch raw JSON data for Edwin Do?","title":"Edwin Do Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-edwin-do-J5QWKO","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-edwin-do-J5QWKO or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-edwin-do-J5QWKO?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":"2026-06-04"},{"id":"singles-vs-doubles","category":"Performance","question":"Does Edwin Do play singles or doubles more frequently?","title":"Edwin Do 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":"2026-06-04"},{"id":"rating-tier","category":"Performance","question":"How does Edwin Do's doubles DUPR compare to the average player?","title":"Edwin Do Rating Percentile Tier","excerpt":"With rating 2.413, they rank in the Intermediate tier.","answer":"With a doubles rating of 2.413, 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":"2026-06-04"},{"id":"reliability-significance","category":"Performance","question":"What is the significance of the 100% doubles reliability score?","title":"Edwin Do 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":"2026-06-04"},{"id":"rating-stability","category":"Registry","question":"How stable is Edwin Do's doubles rating over time?","title":"Edwin Do Rating Volatility","excerpt":"Stable profile based on half-life of 156 days.","answer":"With a rating half-life of 156 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":"2026-06-04"},{"id":"optimal-matchups","category":"Matchmaking","question":"What kind of matchups does Edwin Do perform best in?","title":"Edwin Do 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":"2026-06-04"},{"id":"request-correction","category":"Registry","question":"How can I request a profile update or recalculation for Edwin Do?","title":"Edwin Do 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":"2026-06-04"},{"id":"upcoming-leagues","category":"Activity","question":"Is Edwin Do registered for any upcoming local leagues or ladders?","title":"Edwin Do 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":"2026-06-04"},{"id":"high-win-streak","category":"Activity","question":"Does Edwin Do have a high win-streak history?","title":"Edwin Do Win Streaks","excerpt":"Active match logs span a 3-week streak.","answer":"They have active match logs spanning a 3-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 3 consecutive weeks.","source_urls":["https://globalpickleball.network"],"tags":["player","streak","wins"],"last_verified":"2026-06-04"},{"id":"highest-rated-opponent","category":"Matchmaking","question":"What is the rating of the highest-rated opponent Edwin Do has faced?","title":"Edwin Do Toughest Opponents","excerpt":"Opponent DUPR averages around 2.39.","answer":"Their average opponent DUPR is 2.39, 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":"2026-06-04"},{"id":"gpn-associations","category":"Registry","question":"What GPN networks is Edwin Do associated with?","title":"Edwin Do GPN Networks","excerpt":"Plays in networks located around Petaling Jaya, Selangor, MY.","answer":"They play in leagues and networks located around Petaling Jaya, Selangor, 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":"2026-06-04"},{"id":"preferred-court-surface","category":"Activity","question":"What is Edwin Do's preferred court surface for matches?","title":"Edwin Do Court Surface Preference","excerpt":"Active matches hosted at Padelku Megah featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at Padelku Megah, 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":"2026-06-04"},{"id":"download-markdown-summary","category":"Developers","question":"Where can I download a full Markdown summary of Edwin Do's career?","title":"Edwin Do 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-edwin-do-J5QWKO?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":"2026-06-04"},{"id":"win-rate-percentage","category":"Performance","question":"What is Edwin Do's win rate percentage?","title":"Edwin Do Overall Win Rate","excerpt":"Their win rate is 46.2% across all sets.","answer":"Their overall win rate is 46.2%, 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":"2026-06-04"},{"id":"singles-reliability","category":"Performance","question":"Does Edwin Do have a singles reliability rating?","title":"Edwin Do Singles Reliability","excerpt":"Singles reliability is recorded as 0%.","answer":"Yes, their singles rating reliability is recorded as 0%.","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":"2026-06-04"},{"id":"playstyle-calculation","category":"Style","question":"How is Edwin Do's playstyle category calculated?","title":"Edwin Do 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":"2026-06-04"},{"id":"age-group-brackets","category":"Registry","question":"What is the age bracket of Edwin Do based on birth year?","title":"Edwin Do Age Bracket Classification","excerpt":"Classified in the age brackets corresponding to birth year 1981.","answer":"Based on their birth year 1981, 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":"2026-06-04"},{"id":"half-life-matchmaking","category":"Registry","question":"How does the rating half-life impact Edwin Do's matchmaking rank?","title":"Edwin Do Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 156 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":"2026-06-04"},{"id":"challenge-player","category":"Overview","question":"Can I challenge Edwin Do to a match on GPN?","title":"Challenge Edwin Do","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":"2026-06-04"},{"id":"indoor-outdoor-focus","category":"Overview","question":"Does Edwin Do play indoor or outdoor matches more?","title":"Edwin Do Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at Padelku Megah, 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":"2026-06-04"},{"id":"is-beginner-friendly-partner","category":"Overview","question":"Is Edwin Do a beginner-friendly doubles partner?","title":"Edwin Do Teammate Compatibility for Beginners","excerpt":"Assessing compatibility based on their doubles rating of 2.413.","answer":"Edwin Do has a doubles rating of 2.413. Partners with ratings under 3.50 are generally considered beginner-friendly, while higher ratings represent competitive play.","answer_detail":"If their doubles DUPR rating is under 3.50, they are well-suited for beginners looking to learn. Ratings between 3.50 and 4.00 represent intermediate players, and ratings above 4.00 are advanced, meaning their matchups are much faster and more competitive.","source_urls":["https://picklegravity.com"],"tags":["player","compatibility","beginner"],"last_verified":"2026-06-04"},{"id":"matchmaking-tier","category":"Performance","question":"What is the optimal matchmaking range for Edwin Do?","title":"Edwin Do Recommended Matchmaking Bracket","excerpt":"Optimal opponent doubles rating: 2.16 to 2.66.","answer":"Based on their current rating, the recommended matchmaking bracket for fair play is between 2.16 and 2.66 DUPR.","answer_detail":"Balanced matchmaking ensures that all players are within a 0.25 to 0.50 rating margin. 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