{"version":"2.7.0","id":"player-grace-pham-XJL7J2","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is grace pham?","title":"grace pham Profile & Background","excerpt":"grace pham is an active pickleball player registered under DUPR ID XJL7J2.","answer":"grace pham is an active pickleball player registered in the Pickle Gravity database with DUPR ID XJL7J2. They reside and play matches in Dallas, TX, US.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. grace pham 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":"2026-04-24"},{"id":"dupr-id","category":"Registry","question":"What is grace pham's DUPR ID?","title":"grace pham DUPR Identification Key","excerpt":"The unique DUPR identification key for grace pham is XJL7J2.","answer":"Their unique DUPR ID is XJL7J2. 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":"2026-04-24"},{"id":"doubles-rating","category":"Performance","question":"What is grace pham's doubles DUPR rating?","title":"grace pham Doubles Rating","excerpt":"grace pham's doubles DUPR rating is 3.86 with 88% reliability.","answer":"Their doubles DUPR rating is 3.86, verified with a reliability factor of 88%.","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":"2026-04-24"},{"id":"singles-rating","category":"Performance","question":"What is grace pham's singles DUPR rating?","title":"grace pham Singles Rating","excerpt":"grace pham's singles DUPR rating is 3.299 with 61% reliability.","answer":"Their singles DUPR rating is 3.299, verified with a reliability factor of 61%.","answer_detail":"Singles matches require high coverage and speed. Their rating of 3.299 is updated automatically after every authenticated singles set.","source_urls":["https://mydupr.com"],"tags":["player","singles","rating"],"last_verified":"2026-04-24"},{"id":"total-matches","category":"History","question":"How many pickleball matches has grace pham played?","title":"grace pham Match Count","excerpt":"grace pham has played a total of 111 matches in our tracked index.","answer":"In our database, grace pham has played a total of 111 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":"2026-04-24"},{"id":"match-record","category":"Performance","question":"What is grace pham's match record (Wins / Losses)?","title":"grace pham Win-Loss Record","excerpt":"grace pham has 45 wins and 66 losses, representing a 40.5% win rate.","answer":"Their record is 45 Wins and 66 Losses, yielding an overall win rate of 40.5%.","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":"2026-04-24"},{"id":"points-won-percentage","category":"Performance","question":"What is the average points won percentage for grace pham?","title":"grace pham Points Won Percentage","excerpt":"grace pham wins on average 46.94% of points per set.","answer":"On average, they win 46.94% 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":"2026-04-24"},{"id":"playing-style","category":"Style","question":"What is grace pham's playing style?","title":"grace pham 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":"2026-04-24"},{"id":"control-score","category":"Style","question":"What is grace pham's Control metric score?","title":"grace pham Control Score","excerpt":"Their control and dinking accuracy score is 76%.","answer":"Their control and dinking accuracy score is 76%.","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":"2026-04-24"},{"id":"power-score","category":"Style","question":"What is grace pham's Power metric score?","title":"grace pham Power Score","excerpt":"Their drive and overhead power score is 71%.","answer":"Their drive and overhead power score is 71%.","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":"2026-04-24"},{"id":"agility-score","category":"Style","question":"What is grace pham's Agility metric score?","title":"grace pham Agility Score","excerpt":"Their court coverage and agility rating is 71%.","answer":"Their court coverage and agility rating is 71%.","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":"2026-04-24"},{"id":"spin-score","category":"Style","question":"What is grace pham's Spin metric score?","title":"grace pham Spin Score","excerpt":"Their cut and topspin accuracy metric is 91%.","answer":"Their cut and topspin accuracy metric is 91%.","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":"2026-04-24"},{"id":"stamina-score","category":"Style","question":"What is grace pham's Stamina metric score?","title":"grace pham Stamina Score","excerpt":"Their stamina and longevity score is 71%.","answer":"Their cardiovascular stamina and longevity score is 71%.","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":"2026-04-24"},{"id":"weekly-streak","category":"Activity","question":"What is grace pham's weekly streak on GPN?","title":"grace pham GPN Weekly Activity Streak","excerpt":"Currently played 0 consecutive weeks. Max streak: 3 weeks.","answer":"They have played matches for 0 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":"2026-04-24"},{"id":"best-partner","category":"Chemistry","question":"Who is grace pham's best doubles partner?","title":"grace pham Best Partner","excerpt":"Wilfredo Sarmiento (DUPR 4.76) is their top partner.","answer":"Wilfredo Sarmiento (DUPR 4.76) 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: \"Calibrated counter-punching: Precision dinks force errors, allowing surgical poaching.\"","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2026-04-24"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has grace pham played with their best partner?","title":"grace pham Matches with Best Teammate","excerpt":"They have played 5 matches together, winning 80%.","answer":"They have played 5 matches together, winning 80% 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":"2026-04-24"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of grace pham's partners?","title":"grace pham Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 4.19.","answer":"The average rating of their doubles partners is 4.19.","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":"2026-04-24"},{"id":"average-opponent-dupr","category":"Matchmaking","question":"What is the average DUPR rating of grace pham's opponents?","title":"grace pham Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 4.24.","answer":"The average rating of their doubles opponents is 4.24.","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":"2026-04-24"},{"id":"rating-half-life","category":"Registry","question":"What is grace pham's rating half-life?","title":"grace pham DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 10 days.","answer":"Their DUPR rating half-life is 10 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":"2026-04-24"},{"id":"preferred-court","category":"Activity","question":"Where is grace pham's preferred home court facility?","title":"grace pham Preferred Home Court","excerpt":"Their preferred facility for matches is Irving, TX.","answer":"Their preferred facility for matches is Irving, TX.","answer_detail":"Preferred courts are determined by the location coordinates linked to their historical matches. Plays are centered primarily around this court network.","source_urls":["https://globalpickleball.network"],"tags":["player","court","preferred"],"last_verified":"2026-04-24"},{"id":"weeks-active","category":"Activity","question":"How active has grace pham been in the last 18 weeks?","title":"grace pham 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":"2026-04-24"},{"id":"gender-status","category":"Registry","question":"Is grace pham male or female?","title":"grace pham 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":"2026-04-24"},{"id":"age-bracket","category":"Registry","question":"What is grace pham's age?","title":"grace pham Age & Birth Year","excerpt":"Recorded as 21 years (approximate birth year: 2005).","answer":"Their age is recorded as 21 years (approximate birth year: 2005).","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":"2026-04-24"},{"id":"last-verified","category":"Registry","question":"When was grace pham's record last updated?","title":"grace pham Profile Last Verified Date","excerpt":"Last verified on 2026-04-24.","answer":"Their DUPR rating and career stats were last verified on 2026-04-24.","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":"2026-04-24"},{"id":"api-raw-json","category":"Developers","question":"Where can AI agents fetch raw JSON data for grace pham?","title":"grace pham Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-grace-pham-XJL7J2","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-grace-pham-XJL7J2 or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-grace-pham-XJL7J2?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":"2026-04-24"},{"id":"singles-vs-doubles","category":"Performance","question":"Does grace pham play singles or doubles more frequently?","title":"grace pham 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 88%).","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":"2026-04-24"},{"id":"rating-tier","category":"Performance","question":"How does grace pham's doubles DUPR compare to the average player?","title":"grace pham Rating Percentile Tier","excerpt":"With rating 3.86, they rank in the Intermediate tier.","answer":"With a doubles rating of 3.86, 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":"2026-04-24"},{"id":"reliability-significance","category":"Performance","question":"What is the significance of the 88% doubles reliability score?","title":"grace pham 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":"2026-04-24"},{"id":"rating-stability","category":"Registry","question":"How stable is grace pham's doubles rating over time?","title":"grace pham Rating Volatility","excerpt":"Stable profile based on half-life of 10 days.","answer":"With a rating half-life of 10 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":"2026-04-24"},{"id":"optimal-matchups","category":"Matchmaking","question":"What kind of matchups does grace pham perform best in?","title":"grace pham 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":"2026-04-24"},{"id":"request-correction","category":"Registry","question":"How can I request a profile update or recalculation for grace pham?","title":"grace pham 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":"2026-04-24"},{"id":"upcoming-leagues","category":"Activity","question":"Is grace pham registered for any upcoming local leagues or ladders?","title":"grace pham 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":"2026-04-24"},{"id":"high-win-streak","category":"Activity","question":"Does grace pham have a high win-streak history?","title":"grace pham 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 3 consecutive weeks.","source_urls":["https://globalpickleball.network"],"tags":["player","streak","wins"],"last_verified":"2026-04-24"},{"id":"highest-rated-opponent","category":"Matchmaking","question":"What is the rating of the highest-rated opponent grace pham has faced?","title":"grace pham Toughest Opponents","excerpt":"Opponent DUPR averages around 4.24.","answer":"Their average opponent DUPR is 4.24, 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":"2026-04-24"},{"id":"gpn-associations","category":"Registry","question":"What GPN networks is grace pham associated with?","title":"grace pham GPN Networks","excerpt":"Plays in networks located around Dallas, TX, US.","answer":"They play in leagues and networks located around Dallas, TX, US. Specific GPN club rosters are listed on the parent detail page.","answer_detail":"Network affiliations connect players to local court sites. These rosters are synced to capture regional ladders.","source_urls":["https://globalpickleball.network"],"tags":["player","networks","gpn"],"last_verified":"2026-04-24"},{"id":"preferred-court-surface","category":"Activity","question":"What is grace pham's preferred court surface for matches?","title":"grace pham Court Surface Preference","excerpt":"Active matches hosted at Irving, TX featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at Irving, TX, which features standard outdoor/indoor court surfaces.","answer_detail":"Surface material affects ball spin and bounce height. Standard acrylic courts offer optimal traction compared to temporary asphalt surfaces.","source_urls":["https://globalpickleball.network"],"tags":["player","surface","court"],"last_verified":"2026-04-24"},{"id":"download-markdown-summary","category":"Developers","question":"Where can I download a full Markdown summary of grace pham's career?","title":"grace pham 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-grace-pham-XJL7J2?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":"2026-04-24"},{"id":"win-rate-percentage","category":"Performance","question":"What is grace pham's win rate percentage?","title":"grace pham Overall Win Rate","excerpt":"Their win rate is 40.5% across all sets.","answer":"Their overall win rate is 40.5%, 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":"2026-04-24"},{"id":"singles-reliability","category":"Performance","question":"Does grace pham have a singles reliability rating?","title":"grace pham Singles Reliability","excerpt":"Singles reliability is recorded as 61%.","answer":"Yes, their singles rating reliability is recorded as 61%.","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":"2026-04-24"},{"id":"playstyle-calculation","category":"Style","question":"How is grace pham's playstyle category calculated?","title":"grace pham 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":"2026-04-24"},{"id":"age-group-brackets","category":"Registry","question":"What is the age bracket of grace pham based on birth year?","title":"grace pham Age Bracket Classification","excerpt":"Classified in the age brackets corresponding to birth year 2005.","answer":"Based on their birth year 2005, 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":"2026-04-24"},{"id":"half-life-matchmaking","category":"Registry","question":"How does the rating half-life impact grace pham's matchmaking rank?","title":"grace pham Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 10 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":"2026-04-24"},{"id":"challenge-player","category":"Overview","question":"Can I challenge grace pham to a match on GPN?","title":"Challenge grace pham","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":"2026-04-24"},{"id":"indoor-outdoor-focus","category":"Overview","question":"Does grace pham play indoor or outdoor matches more?","title":"grace pham Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at Irving, TX, 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":"2026-04-24"}],"data":{"dupr_id":"XJL7J2","full_name":"grace pham","gender":"FEMALE","age":21,"location":"Dallas, TX, US","profile_pic_url":null,"ratings":{"singles":3.299,"singles_reliability":61,"doubles":3.86,"doubles_reliability":88},"career":{"total_matches":111,"wins":45,"losses":66,"avg_points_won_pct":46.94,"avg_partner_dupr":4.19,"avg_opponent_dupr":4.24,"preferred_court":"Lewisville, TX"},"stats":{"sos":4.126,"clutch_index":0,"dpg":-4.82,"home_club":{"id":"club-playkout-4392941108","name":"Playkout"}},"playstyle":{"power":71,"control":76,"agility":71,"spin":91,"stamina":71,"playstyle":"Tactical Baseline Driver","description":"A patient, tactical player who focuses on deep baseline drives and calculated court placement to draw opponent 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