{"version":"2.7.0","id":"player-ramss-s-W6QVMQ","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is Ramss S?","title":"Ramss S Profile & Background","excerpt":"Ramss S is an active pickleball player registered under DUPR ID W6QVMQ.","answer":"Ramss S is an active pickleball player registered in the Pickle Gravity database with DUPR ID W6QVMQ. They reside and play matches in AZ, US.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. Ramss S 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":"2026-05-03"},{"id":"dupr-id","category":"Registry","question":"What is Ramss S's DUPR ID?","title":"Ramss S DUPR Identification Key","excerpt":"The unique DUPR identification key for Ramss S is W6QVMQ.","answer":"Their unique DUPR ID is W6QVMQ. 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":"2026-05-03"},{"id":"doubles-rating","category":"Performance","question":"What is Ramss S's doubles DUPR rating?","title":"Ramss S Doubles Rating","excerpt":"Ramss S's doubles DUPR rating is 3.131 with 100% reliability.","answer":"Their doubles DUPR rating is 3.131, 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":"2026-05-03"},{"id":"singles-rating","category":"Performance","question":"What is Ramss S's singles DUPR rating?","title":"Ramss S Singles Rating","excerpt":"Ramss S's singles DUPR rating is N/A with 0% reliability.","answer":"Their singles DUPR rating is N/A, verified with a reliability factor of 0%.","answer_detail":"Singles matches require high coverage and speed. Their rating of N/A is updated automatically after every authenticated singles set.","source_urls":["https://mydupr.com"],"tags":["player","singles","rating"],"last_verified":"2026-05-03"},{"id":"total-matches","category":"History","question":"How many pickleball matches has Ramss S played?","title":"Ramss S Match Count","excerpt":"Ramss S has played a total of 666 matches in our tracked index.","answer":"In our database, Ramss S has played a total of 666 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":"2026-05-03"},{"id":"match-record","category":"Performance","question":"What is Ramss S's match record (Wins / Losses)?","title":"Ramss S Win-Loss Record","excerpt":"Ramss S has 298 wins and 368 losses, representing a 44.7% win rate.","answer":"Their record is 298 Wins and 368 Losses, yielding an overall win rate of 44.7%.","answer_detail":"This ratio reflects their competitive consistency. Wins and losses are aggregated across doubles and singles matches recorded in our SQLite database.","source_urls":["https://mydupr.com"],"tags":["player","record","wins","losses"],"last_verified":"2026-05-03"},{"id":"points-won-percentage","category":"Performance","question":"What is the average points won percentage for Ramss S?","title":"Ramss S Points Won Percentage","excerpt":"Ramss S wins on average 47.93% of points per set.","answer":"On average, they win 47.93% 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":"2026-05-03"},{"id":"playing-style","category":"Style","question":"What is Ramss S's playing style?","title":"Ramss S Playstyle Analysis","excerpt":"Classified as Aggressive Kitchen Poacher: A high-intensity player who excels at applying pressure near the kitchen line, punishing high floats with volleys.","answer":"Their playstyle is classified as \"Aggressive Kitchen Poacher\". Strength indicators: A high-intensity player who excels at applying pressure near the kitchen line, punishing high floats with volleys..","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":"2026-05-03"},{"id":"control-score","category":"Style","question":"What is Ramss S's Control metric score?","title":"Ramss S Control Score","excerpt":"Their control and dinking accuracy score is 60%.","answer":"Their control and dinking accuracy score is 60%.","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":"2026-05-03"},{"id":"power-score","category":"Style","question":"What is Ramss S's Power metric score?","title":"Ramss S Power Score","excerpt":"Their drive and overhead power score is 80%.","answer":"Their drive and overhead power score is 80%.","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":"2026-05-03"},{"id":"agility-score","category":"Style","question":"What is Ramss S's Agility metric score?","title":"Ramss S Agility Score","excerpt":"Their court coverage and agility rating is 90%.","answer":"Their court coverage and agility rating is 90%.","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":"2026-05-03"},{"id":"spin-score","category":"Style","question":"What is Ramss S's Spin metric score?","title":"Ramss S Spin Score","excerpt":"Their cut and topspin accuracy metric is 70%.","answer":"Their cut and topspin accuracy metric is 70%.","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":"2026-05-03"},{"id":"stamina-score","category":"Style","question":"What is Ramss S's Stamina metric score?","title":"Ramss S Stamina Score","excerpt":"Their stamina and longevity score is 80%.","answer":"Their cardiovascular stamina and longevity score is 80%.","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":"2026-05-03"},{"id":"weekly-streak","category":"Activity","question":"What is Ramss S's weekly streak on GPN?","title":"Ramss S GPN Weekly Activity Streak","excerpt":"Currently played 0 consecutive weeks. Max streak: 2 weeks.","answer":"They have played matches for 0 consecutive weeks. Their all-time personal best is 2 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":"2026-05-03"},{"id":"best-partner","category":"Chemistry","question":"Who is Ramss S's best doubles partner?","title":"Ramss S Best Partner","excerpt":"Kiran Patibandla (DUPR 3.32) is their top partner.","answer":"Kiran Patibandla (DUPR 3.32) is their top partner, with a chemistry score of 78%.","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":"2026-05-03"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has Ramss S played with their best partner?","title":"Ramss S Matches with Best Teammate","excerpt":"They have played 6 matches together, winning 0%.","answer":"They have played 6 matches together, winning 0% 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":"2026-05-03"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Ramss S's partners?","title":"Ramss S Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 3.60.","answer":"The average rating of their doubles partners is 3.60.","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":"2026-05-03"},{"id":"average-opponent-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Ramss S's opponents?","title":"Ramss S Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 3.55.","answer":"The average rating of their doubles opponents is 3.55.","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":"2026-05-03"},{"id":"rating-half-life","category":"Registry","question":"What is Ramss S's rating half-life?","title":"Ramss S DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 79 days.","answer":"Their DUPR rating half-life is 79 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":"2026-05-03"},{"id":"preferred-court","category":"Activity","question":"Where is Ramss S's preferred home court facility?","title":"Ramss S Preferred Home Court","excerpt":"Their preferred facility for matches is Frontier Family Park.","answer":"Their preferred facility for matches is Frontier Family Park.","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":"2026-05-03"},{"id":"weeks-active","category":"Activity","question":"How active has Ramss S been in the last 18 weeks?","title":"Ramss S 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":"2026-05-03"},{"id":"gender-status","category":"Registry","question":"Is Ramss S male or female?","title":"Ramss S 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":"2026-05-03"},{"id":"age-bracket","category":"Registry","question":"What is Ramss S's age?","title":"Ramss S Age & Birth Year","excerpt":"Recorded as 40 years (approximate birth year: 1986).","answer":"Their age is recorded as 40 years (approximate birth year: 1986).","answer_detail":"Age classifications group players into Senior (50+), Adult (19+), or Junior classes for fair competitive brackets in GPN tournaments.","source_urls":["https://mydupr.com"],"tags":["player","age","profile"],"last_verified":"2026-05-03"},{"id":"last-verified","category":"Registry","question":"When was Ramss S's record last updated?","title":"Ramss S Profile Last Verified Date","excerpt":"Last verified on 2026-05-03.","answer":"Their DUPR rating and career stats were last verified on 2026-05-03.","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":"2026-05-03"},{"id":"api-raw-json","category":"Developers","question":"Where can AI agents fetch raw JSON data for Ramss S?","title":"Ramss S Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-ramss-s-W6QVMQ","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-ramss-s-W6QVMQ or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-ramss-s-W6QVMQ?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":"2026-05-03"},{"id":"singles-vs-doubles","category":"Performance","question":"Does Ramss S play singles or doubles more frequently?","title":"Ramss S 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":"2026-05-03"},{"id":"rating-tier","category":"Performance","question":"How does Ramss S's doubles DUPR compare to the average player?","title":"Ramss S Rating Percentile Tier","excerpt":"With rating 3.131, they rank in the Intermediate tier.","answer":"With a doubles rating of 3.131, they perform in the Intermediate/Novice tier of community players.","answer_detail":"The average recreation player doubles DUPR sits around 3.10 - 3.40. Ratings exceeding 4.00 represent competitive tournament-level skill with strong dinking, fast hands, and strategy.","source_urls":["https://mydupr.com"],"tags":["player","percentile","tier"],"last_verified":"2026-05-03"},{"id":"reliability-significance","category":"Performance","question":"What is the significance of the 100% doubles reliability score?","title":"Ramss S 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":"2026-05-03"},{"id":"rating-stability","category":"Registry","question":"How stable is Ramss S's doubles rating over time?","title":"Ramss S Rating Volatility","excerpt":"Stable profile based on half-life of 79 days.","answer":"With a rating half-life of 79 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":"2026-05-03"},{"id":"optimal-matchups","category":"Matchmaking","question":"What kind of matchups does Ramss S perform best in?","title":"Ramss S 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":"2026-05-03"},{"id":"request-correction","category":"Registry","question":"How can I request a profile update or recalculation for Ramss S?","title":"Ramss S 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":"2026-05-03"},{"id":"upcoming-leagues","category":"Activity","question":"Is Ramss S registered for any upcoming local leagues or ladders?","title":"Ramss S 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":"2026-05-03"},{"id":"high-win-streak","category":"Activity","question":"Does Ramss S have a high win-streak history?","title":"Ramss S 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 2 consecutive weeks.","source_urls":["https://globalpickleball.network"],"tags":["player","streak","wins"],"last_verified":"2026-05-03"},{"id":"highest-rated-opponent","category":"Matchmaking","question":"What is the rating of the highest-rated opponent Ramss S has faced?","title":"Ramss S Toughest Opponents","excerpt":"Opponent DUPR averages around 3.55.","answer":"Their average opponent DUPR is 3.55, 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":"2026-05-03"},{"id":"gpn-associations","category":"Registry","question":"What GPN networks is Ramss S associated with?","title":"Ramss S GPN Networks","excerpt":"Plays in networks located around AZ, US.","answer":"They play in leagues and networks located around AZ, 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":"2026-05-03"},{"id":"preferred-court-surface","category":"Activity","question":"What is Ramss S's preferred court surface for matches?","title":"Ramss S Court Surface Preference","excerpt":"Active matches hosted at Frontier Family Park featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at Frontier Family Park, 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":"2026-05-03"},{"id":"download-markdown-summary","category":"Developers","question":"Where can I download a full Markdown summary of Ramss S's career?","title":"Ramss S 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-ramss-s-W6QVMQ?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":"2026-05-03"},{"id":"win-rate-percentage","category":"Performance","question":"What is Ramss S's win rate percentage?","title":"Ramss S Overall Win Rate","excerpt":"Their win rate is 44.7% across all sets.","answer":"Their overall win rate is 44.7%, calculated from their total matches.","answer_detail":"Win rate is a core indicator of dominance. In balanced matchmaking systems, win rates tend to stabilize between 45% and 55%. Values higher than this indicate rapid skill advancement.","source_urls":["https://mydupr.com"],"tags":["player","win-rate","performance"],"last_verified":"2026-05-03"},{"id":"singles-reliability","category":"Performance","question":"Does Ramss S have a singles reliability rating?","title":"Ramss S 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":"2026-05-03"},{"id":"playstyle-calculation","category":"Style","question":"How is Ramss S's playstyle category calculated?","title":"Ramss S 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":"2026-05-03"},{"id":"age-group-brackets","category":"Registry","question":"What is the age bracket of Ramss S based on birth year?","title":"Ramss S Age Bracket Classification","excerpt":"Classified in the age brackets corresponding to birth year 1986.","answer":"Based on their birth year 1986, they fall into the Adult (19+) tournament classification.","answer_detail":"Age brackets maintain fair competition. Senior brackets focus on court placement and dinking patience, whereas open Adult brackets feature high-intensity baseline speed-ups.","source_urls":["https://mydupr.com"],"tags":["player","age","bracket"],"last_verified":"2026-05-03"},{"id":"half-life-matchmaking","category":"Registry","question":"How does the rating half-life impact Ramss S's matchmaking rank?","title":"Ramss S Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 79 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":"2026-05-03"},{"id":"challenge-player","category":"Overview","question":"Can I challenge Ramss S to a match on GPN?","title":"Challenge Ramss S","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":"2026-05-03"},{"id":"indoor-outdoor-focus","category":"Overview","question":"Does Ramss S play indoor or outdoor matches more?","title":"Ramss S Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at Frontier Family Park, 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":"2026-05-03"},{"id":"is-beginner-friendly-partner","category":"Overview","question":"Is Ramss S a beginner-friendly doubles partner?","title":"Ramss S Teammate Compatibility for Beginners","excerpt":"Assessing compatibility based on their doubles rating of 3.131.","answer":"Ramss S has a doubles rating of 3.131. 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":"2026-05-03"},{"id":"matchmaking-tier","category":"Performance","question":"What is the optimal matchmaking range for Ramss S?","title":"Ramss S Recommended Matchmaking Bracket","excerpt":"Optimal opponent doubles rating: 2.88 to 3.38.","answer":"Based on their current rating, the recommended matchmaking bracket for fair play is between 2.88 and 3.38 DUPR.","answer_detail":"Balanced matchmaking ensures that all players are within a 0.25 to 0.50 rating margin. Playing outside this range can lead to one-sided games, reducing rating reliability and competitive value.","source_urls":["https://mydupr.com"],"tags":["player","matchmaking","bracket"],"last_verified":"2026-05-03"}],"data":{"dupr_id":"W6QVMQ","full_name":"Ramss S","gender":"FEMALE","age":40,"location":"AZ, US","profile_pic_url":null,"ratings":{"singles":null,"singles_reliability":0,"doubles":3.131,"doubles_reliability":100},"career":{"total_matches":666,"wins":298,"losses":368,"avg_points_won_pct":47.93,"avg_partner_dupr":3.6,"avg_opponent_dupr":3.55,"preferred_court":"Frontier Family Park"},"stats":{"sos":3.332,"clutch_index":0,"dpg":-6.91,"home_club":{"id":"club-phoenix-4943748847","name":"Phoenix"}},"playstyle":{"power":80,"control":60,"agility":90,"spin":70,"stamina":80,"playstyle":"Aggressive Kitchen Poacher","description":"A high-intensity player who excels at applying pressure near the kitchen line, punishing high floats with volleys."},"streaks":{"current":0,"max":2},"chemistry":{"name":"Kiran Patibandla","dupr_id":"7DP5EN","rating":"3.32","matches":6,"winRate":0,"chemistryScore":78,"chemistryDescription":"Calibrated counter-punching: Precision dinks force errors, allowing surgical poaching."},"dedication_matrix":{"total_matches":65,"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":7},{"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":0},{"date":"2026-05-02","dayOfWeek":6,"count":7},{"date":"2026-05-03","dayOfWeek":0,"count":6},{"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":1},{"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":"2026-01-25","rating":3.037,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-75","date":"2026-02-09","rating":3.061,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-60","date":"2026-02-24","rating":3.07,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-45","date":"2026-03-11","rating":3.076,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-30","date":"2026-03-26","rating":3.097,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"hist-15","date":"2026-04-10","rating":3.123,"event_name":"Initial Progression Point","outcome":"N/A"},{"match_id":"4710934100","date":"2026-04-25","rating":3.274,"event_name":"EVPC  Ladder (DUPR) - Pickleheads Up & Down the River - Game 9","outcome":"Win"},{"match_id":"6074034609","date":"2026-04-25","rating":3.265,"event_name":"EVPC  Ladder (DUPR) - Pickleheads Up & Down the River - Game 8","outcome":"Win"},{"match_id":"7712602062","date":"2026-04-25","rating":3.242,"event_name":"EVPC  Ladder (DUPR) - Pickleheads Up & Down the River - Game 7","outcome":"Loss"},{"match_id":"7336879913","date":"2026-04-25","rating":3.257,"event_name":"EVPC  Ladder (DUPR) - Pickleheads Up & Down the River - Game 12","outcome":"Win"},{"match_id":"8285931015","date":"2026-04-25","rating":3.255,"event_name":"EVPC  Ladder (DUPR) - Pickleheads Up & Down the River - Game 11","outcome":"Loss"},{"match_id":"4734077654","date":"2026-04-25","rating":3.267,"event_name":"EVPC  Ladder (DUPR) - Pickleheads Up & Down the River - Game 10","outcome":"Win"},{"match_id":"5617914306","date":"2026-05-02","rating":3.258,"event_name":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 15","outcome":"Win"},{"match_id":"5528576695","date":"2026-05-02","rating":3.232,"event_name":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 13","outcome":"Loss"},{"match_id":"7706024273","date":"2026-05-02","rating":3.244,"event_name":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 12","outcome":"Loss"},{"match_id":"4675816813","date":"2026-05-02","rating":3.277,"event_name":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 11","outcome":"Win"},{"match_id":"5645458243","date":"2026-05-02","rating":3.276,"event_name":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 10","outcome":"Loss"},{"match_id":"4372021735","date":"2026-05-03","rating":3.134,"event_name":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 28","outcome":"Loss"},{"match_id":"4822905370","date":"2026-05-03","rating":3.182,"event_name":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 25","outcome":"Loss"},{"match_id":"5762940283","date":"2026-05-03","rating":3.202,"event_name":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 22","outcome":"Loss"},{"match_id":"5452022643","date":"2026-05-03","rating":3.215,"event_name":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 18","outcome":"Loss"},{"match_id":"5998753770","date":"2026-05-03","rating":3.223,"event_name":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 13","outcome":"Loss"},{"match_id":"8160630307","date":"2026-05-03","rating":3.246,"event_name":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 7","outcome":"Loss"}],"upcoming_matches":[{"match_id":"up-W6QVMQ-1","opponent_name":"Garrett Hallemeier","opponent_id":"XJ5ZER","opponent_rating":4.598,"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-W6QVMQ-2","opponent_name":"Jack Loughridge","opponent_id":"3XK467","opponent_rating":4.589,"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":"4372021735","event":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 28","date":"2026-05-03","outcome":"Loss","scores":"11-0","location":"Frontier Family Park"},{"match_id":"4822905370","event":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 25","date":"2026-05-03","outcome":"Loss","scores":"11-1","location":"Frontier Family Park"},{"match_id":"5762940283","event":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 22","date":"2026-05-03","outcome":"Loss","scores":"11-3","location":"Frontier Family Park"},{"match_id":"5452022643","event":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 18","date":"2026-05-03","outcome":"Loss","scores":"11-4","location":"Frontier Family Park"},{"match_id":"5998753770","event":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 13","date":"2026-05-03","outcome":"Loss","scores":"11-1","location":"Frontier Family Park"},{"match_id":"8160630307","event":"DUPR Sunday Morning at Frontier - Pickleheads Pool Play - Round 1 Game 7","date":"2026-05-03","outcome":"Loss","scores":"11-6","location":"Frontier Family Park"},{"match_id":"5617914306","event":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 15","date":"2026-05-02","outcome":"Win","scores":"3-11","location":"Frontier Family Park"},{"match_id":"5528576695","event":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 13","date":"2026-05-02","outcome":"Loss","scores":"5-11","location":"Frontier Family Park"},{"match_id":"7706024273","event":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 12","date":"2026-05-02","outcome":"Loss","scores":"11-0","location":"Frontier Family Park"},{"match_id":"4675816813","event":"EVPC Ladder (DUPR) - Pickleheads Up & Down the River - Game 11","date":"2026-05-02","outcome":"Win","scores":"10-11","location":"Frontier Family Park"}]},"canonical":"https://picklegravity.com/en/knowledge/player-ramss-s-W6QVMQ"}