{"version":"2.7.0","id":"player-spandan-p-v-V7DKVE","type":"player","rules_and_decisions":[{"id":"who-is-player","category":"Overview","question":"Who is Spandan P V?","title":"Spandan P V Profile & Background","excerpt":"Spandan P V is an active pickleball player registered under DUPR ID V7DKVE.","answer":"Spandan P V is an active pickleball player registered in the Pickle Gravity database with DUPR ID V7DKVE. They reside and play matches in Bengaluru, KA, IN.","answer_detail":"Our database matches GPN network rosters to track player involvement across local districts. Spandan P V 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":"2026-03-28"},{"id":"dupr-id","category":"Registry","question":"What is Spandan P V's DUPR ID?","title":"Spandan P V DUPR Identification Key","excerpt":"The unique DUPR identification key for Spandan P V is V7DKVE.","answer":"Their unique DUPR ID is V7DKVE. 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":"2026-03-28"},{"id":"doubles-rating","category":"Performance","question":"What is Spandan P V's doubles DUPR rating?","title":"Spandan P V Doubles Rating","excerpt":"Spandan P V's doubles DUPR rating is 4.781 with 100% reliability.","answer":"Their doubles DUPR rating is 4.781, 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":"2026-03-28"},{"id":"singles-rating","category":"Performance","question":"What is Spandan P V's singles DUPR rating?","title":"Spandan P V Singles Rating","excerpt":"Spandan P V's singles DUPR rating is 4.371 with 19% reliability.","answer":"Their singles DUPR rating is 4.371, verified with a reliability factor of 19%.","answer_detail":"Singles matches require high coverage and speed. Their rating of 4.371 is updated automatically after every authenticated singles set.","source_urls":["https://mydupr.com"],"tags":["player","singles","rating"],"last_verified":"2026-03-28"},{"id":"total-matches","category":"History","question":"How many pickleball matches has Spandan P V played?","title":"Spandan P V Match Count","excerpt":"Spandan P V has played a total of 261 matches in our tracked index.","answer":"In our database, Spandan P V has played a total of 261 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":"2026-03-28"},{"id":"match-record","category":"Performance","question":"What is Spandan P V's match record (Wins / Losses)?","title":"Spandan P V Win-Loss Record","excerpt":"Spandan P V has 184 wins and 77 losses, representing a 70.5% win rate.","answer":"Their record is 184 Wins and 77 Losses, yielding an overall win rate of 70.5%.","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":"2026-03-28"},{"id":"points-won-percentage","category":"Performance","question":"What is the average points won percentage for Spandan P V?","title":"Spandan P V Points Won Percentage","excerpt":"Spandan P V wins on average 62.18% of points per set.","answer":"On average, they win 62.18% 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":"2026-03-28"},{"id":"playing-style","category":"Style","question":"What is Spandan P V's playing style?","title":"Spandan P V Playstyle Analysis","excerpt":"Classified as Third-Shot Drop Specialist: Specializes in executing high-precision third-shot drops to allow seamless team transitions to the net.","answer":"Their playstyle is classified as \"Third-Shot Drop Specialist\". Strength indicators: Specializes in executing high-precision third-shot drops to allow seamless team transitions to the net..","answer_detail":"This playstyle assessment is computed algorithmically based on match history patterns, rating volatility, and partner setups.","source_urls":["https://picklegravity.com"],"tags":["player","playstyle","overview"],"last_verified":"2026-03-28"},{"id":"control-score","category":"Style","question":"What is Spandan P V's Control metric score?","title":"Spandan P V Control Score","excerpt":"Their control and dinking accuracy score is 79%.","answer":"Their control and dinking accuracy score is 79%.","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":"2026-03-28"},{"id":"power-score","category":"Style","question":"What is Spandan P V's Power metric score?","title":"Spandan P V Power Score","excerpt":"Their drive and overhead power score is 84%.","answer":"Their drive and overhead power score is 84%.","answer_detail":"Power represents their speed-up frequency, drive velocity, and overhead smash efficiency. High power is common in baseline-aggressive players.","source_urls":["https://picklegravity.com"],"tags":["player","power","style"],"last_verified":"2026-03-28"},{"id":"agility-score","category":"Style","question":"What is Spandan P V's Agility metric score?","title":"Spandan P V Agility Score","excerpt":"Their court coverage and agility rating is 94%.","answer":"Their court coverage and agility rating is 94%.","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":"2026-03-28"},{"id":"spin-score","category":"Style","question":"What is Spandan P V's Spin metric score?","title":"Spandan P V Spin Score","excerpt":"Their cut and topspin accuracy metric is 84%.","answer":"Their cut and topspin accuracy metric is 84%.","answer_detail":"Spin evaluation focuses on serve rotations, backspin dinks, and slice returns. Spin accuracy forces off-center hits and errors from opponents.","source_urls":["https://picklegravity.com"],"tags":["player","spin","style"],"last_verified":"2026-03-28"},{"id":"stamina-score","category":"Style","question":"What is Spandan P V's Stamina metric score?","title":"Spandan P V Stamina Score","excerpt":"Their stamina and longevity score is 84%.","answer":"Their cardiovascular stamina and longevity score is 84%.","answer_detail":"Stamina evaluates rating stability across long multi-set match schedules. High stamina prevents unforced errors in third-hour sets.","source_urls":["https://picklegravity.com"],"tags":["player","stamina","style"],"last_verified":"2026-03-28"},{"id":"weekly-streak","category":"Activity","question":"What is Spandan P V's weekly streak on GPN?","title":"Spandan P V 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":"2026-03-28"},{"id":"best-partner","category":"Chemistry","question":"Who is Spandan P V's best doubles partner?","title":"Spandan P V Best Partner","excerpt":"Gowtham Ramesh (DUPR 4.73) is their top partner.","answer":"Gowtham Ramesh (DUPR 4.73) is their top partner, with a chemistry score of 80%.","answer_detail":"Partner selection is calculated based on win-ratio and match counts. Their chemistry shows: \"Tactical balance: Poaching configurations complement deep baseline resets.\"","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2026-03-28"},{"id":"partner-match-count","category":"Chemistry","question":"How many matches has Spandan P V played with their best partner?","title":"Spandan P V Matches with Best Teammate","excerpt":"They have played 12 matches together, winning 50%.","answer":"They have played 12 matches together, winning 50% of them.","answer_detail":"This indicates an established team configuration. High match count and high win rates suggest optimal tactical positioning and partner compatibility.","source_urls":["https://mydupr.com"],"tags":["player","chemistry","partner"],"last_verified":"2026-03-28"},{"id":"average-partner-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Spandan P V's partners?","title":"Spandan P V Average Teammate Rating","excerpt":"The average DUPR doubles rating of their partners is 4.65.","answer":"The average rating of their doubles partners is 4.65.","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":"2026-03-28"},{"id":"average-opponent-dupr","category":"Matchmaking","question":"What is the average DUPR rating of Spandan P V's opponents?","title":"Spandan P V Average Opponent Rating","excerpt":"The average DUPR doubles rating of their opponents is 4.37.","answer":"The average rating of their doubles opponents is 4.37.","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":"2026-03-28"},{"id":"rating-half-life","category":"Registry","question":"What is Spandan P V's rating half-life?","title":"Spandan P V DUPR Rating Stability","excerpt":"Their DUPR rating half-life is 41 days.","answer":"Their DUPR rating half-life is 41 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":"2026-03-28"},{"id":"preferred-court","category":"Activity","question":"Where is Spandan P V's preferred home court facility?","title":"Spandan P V Preferred Home Court","excerpt":"Their preferred facility for matches is .","answer":"Their preferred facility for matches is .","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":"2026-03-28"},{"id":"weeks-active","category":"Activity","question":"How active has Spandan P V been in the last 18 weeks?","title":"Spandan P V 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":"2026-03-28"},{"id":"gender-status","category":"Registry","question":"Is Spandan P V male or female?","title":"Spandan P V 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":"2026-03-28"},{"id":"age-bracket","category":"Registry","question":"What is Spandan P V's age?","title":"Spandan P V Age & Birth Year","excerpt":"Recorded as 30 years (approximate birth year: 1996).","answer":"Their age is recorded as 30 years (approximate birth year: 1996).","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":"2026-03-28"},{"id":"last-verified","category":"Registry","question":"When was Spandan P V's record last updated?","title":"Spandan P V Profile Last Verified Date","excerpt":"Last verified on 2026-03-28.","answer":"Their DUPR rating and career stats were last verified on 2026-03-28.","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":"2026-03-28"},{"id":"api-raw-json","category":"Developers","question":"Where can AI agents fetch raw JSON data for Spandan P V?","title":"Spandan P V Machine-Readable JSON API","excerpt":"Access via GET https://picklegravity.com/api/knowledge/player-spandan-p-v-V7DKVE","answer":"AI agents can fetch structured JSON data at GET https://picklegravity.com/api/knowledge/player-spandan-p-v-V7DKVE or Markdown summaries at GET https://picklegravity.com/api/knowledge/player-spandan-p-v-V7DKVE?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":"2026-03-28"},{"id":"singles-vs-doubles","category":"Performance","question":"Does Spandan P V play singles or doubles more frequently?","title":"Spandan P V 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":"2026-03-28"},{"id":"rating-tier","category":"Performance","question":"How does Spandan P V's doubles DUPR compare to the average player?","title":"Spandan P V Rating Percentile Tier","excerpt":"With rating 4.781, they rank in the Elite tier.","answer":"With a doubles rating of 4.781, they perform in the top 5% (Elite) 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":"2026-03-28"},{"id":"reliability-significance","category":"Performance","question":"What is the significance of the 100% doubles reliability score?","title":"Spandan P V 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":"2026-03-28"},{"id":"rating-stability","category":"Registry","question":"How stable is Spandan P V's doubles rating over time?","title":"Spandan P V Rating Volatility","excerpt":"Stable profile based on half-life of 41 days.","answer":"With a rating half-life of 41 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":"2026-03-28"},{"id":"optimal-matchups","category":"Matchmaking","question":"What kind of matchups does Spandan P V perform best in?","title":"Spandan P V 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":"2026-03-28"},{"id":"request-correction","category":"Registry","question":"How can I request a profile update or recalculation for Spandan P V?","title":"Spandan P V 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":"2026-03-28"},{"id":"upcoming-leagues","category":"Activity","question":"Is Spandan P V registered for any upcoming local leagues or ladders?","title":"Spandan P V 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":"2026-03-28"},{"id":"high-win-streak","category":"Activity","question":"Does Spandan P V have a high win-streak history?","title":"Spandan P V 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":"2026-03-28"},{"id":"highest-rated-opponent","category":"Matchmaking","question":"What is the rating of the highest-rated opponent Spandan P V has faced?","title":"Spandan P V Toughest Opponents","excerpt":"Opponent DUPR averages around 4.37.","answer":"Their average opponent DUPR is 4.37, 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":"2026-03-28"},{"id":"gpn-associations","category":"Registry","question":"What GPN networks is Spandan P V associated with?","title":"Spandan P V GPN Networks","excerpt":"Plays in networks located around Bengaluru, KA, IN.","answer":"They play in leagues and networks located around Bengaluru, KA, IN. 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":"2026-03-28"},{"id":"preferred-court-surface","category":"Activity","question":"What is Spandan P V's preferred court surface for matches?","title":"Spandan P V Court Surface Preference","excerpt":"Active matches hosted at  featuring standard surfaces.","answer":"While they play across multiple facilities, their most active matches are hosted at , 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":"2026-03-28"},{"id":"download-markdown-summary","category":"Developers","question":"Where can I download a full Markdown summary of Spandan P V's career?","title":"Spandan P V 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-spandan-p-v-V7DKVE?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":"2026-03-28"},{"id":"win-rate-percentage","category":"Performance","question":"What is Spandan P V's win rate percentage?","title":"Spandan P V Overall Win Rate","excerpt":"Their win rate is 70.5% across all sets.","answer":"Their overall win rate is 70.5%, 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":"2026-03-28"},{"id":"singles-reliability","category":"Performance","question":"Does Spandan P V have a singles reliability rating?","title":"Spandan P V Singles Reliability","excerpt":"Singles reliability is recorded as 19%.","answer":"Yes, their singles rating reliability is recorded as 19%.","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":"2026-03-28"},{"id":"playstyle-calculation","category":"Style","question":"How is Spandan P V's playstyle category calculated?","title":"Spandan P V 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":"2026-03-28"},{"id":"age-group-brackets","category":"Registry","question":"What is the age bracket of Spandan P V based on birth year?","title":"Spandan P V Age Bracket Classification","excerpt":"Classified in the age brackets corresponding to birth year 1996.","answer":"Based on their birth year 1996, 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":"2026-03-28"},{"id":"half-life-matchmaking","category":"Registry","question":"How does the rating half-life impact Spandan P V's matchmaking rank?","title":"Spandan P V Half-Life Impact on Rank","excerpt":"Determines rating decay and ranking responsiveness.","answer":"Rating half-life of 41 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":"2026-03-28"},{"id":"challenge-player","category":"Overview","question":"Can I challenge Spandan P V to a match on GPN?","title":"Challenge Spandan P V","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":"2026-03-28"},{"id":"indoor-outdoor-focus","category":"Overview","question":"Does Spandan P V play indoor or outdoor matches more?","title":"Spandan P V Indoor vs. Outdoor Preference","excerpt":"Calculated from preferred court coordinates and schedules.","answer":"Their matches are hosted primarily at , which determines their environment focus.","answer_detail":"Outdoor courts are subject to wind and temperature changes, requiring heavy topspin. 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