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Are You Prosecuting Patents in Restriction Hell?

In my experience (working predominantly with electronics applications), a high percentage of restrictions feel like extortion — the examiner just wants easy counts and the USPTO just wants more money (from continuations and divisionals). Understanding that I am an irrational being subject to myriad cognitive biases, however, I wanted to look at the data to see if there is any sort of evidence to back up my suspicions that restrictions are often more about the counts than the substantive issues. (Note: all data in this post considers only applications that were finally disposed within the past three years)

A Double Whammy: Examiners With Low Allowance Rates Also Issue More Restrictions

The graph below shows the restriction rate (number of restrictions divided by number of applications) vs. Examiner allowance rate.  For allowance rates between 50% and 100% — where the vast majority of examiners fall — restriction rate increases pretty much linearly as allowance rate decreases. As suggested by Mr. IP Law, John Russell (who provided much of the inspiration for this post), this is something that applicants might want to take into consideration when deciding if and when to file a continuation or divisional (You can find your examiner’s restriction statistics on the BigPatentData Examiner Tool).

Noobs and Seasoned Veterans Issue Restrictions at About the Same Rate

The chart below shows Restriction Rate vs. number of applications examined. Turns out restriction rate is pretty consistent across experience level.

Restriction Rates Vary Wildly Across Art Units

The chart below shows restriction rate and number of applications in each art. Here I didn’t really know what to expect. I can say that, having mostly worked in technology centers 2100, 2400, and 2600, I really had no idea the restriction hell others were working in!

Art Unit Averages and Outliers

The chart above is a bit jammed, so the table below gives the average for each art unit. Also listed are the examiners who are the biggest outliers in each art unit.

The winner appears to be Nguyen, Thong Q whose restriction rate of 78% is over 4 standard deviations higher than the art unit average of 16%.

ArtUnitAvg Restriction RateBiggest OutlierRestrictionRateStd. Devs. Above Avg
376828%PENG BO JOSEPH33%0.61
24751%PHAN MAN U2%0.71
26141%YANG RYAN R1%0.71
21433%PILLAI NAMITHA5%0.71
24159%NOORISTANY SULAIMAN13%0.71
24169%SKRIPNIKOV ALEX11%0.71
21641%WONG LESLIE2%0.71
21247%VINCENT DAVID ROBERT8%0.71
24276%SCHNURR JOHN R8%0.71
21671%UDDIN MOHAMMED R1%0.71
369417%RANKINS WILLIAM E19%0.71
36863%KANAAN MAROUN P3%0.73
21564%LIAO JASON G5%0.75
36297%MCCORMICK GABRIELLE A9%0.76
21296%WONG LUT10%0.84
21633%VY HUNG T5%0.85
172346%VO JIMMY58%0.87
161156%BREDEFELD RACHAEL EVA70%0.88
24537%BAROT BHARAT9%0.89
164365%DUFFY BRADLEY88%0.91
269610%LUBIT RYAN A15%0.91
21163%STOYNOV STEFAN5%0.92
372959%TUGBANG ANTHONY D70%0.95
269411%SOTO LOPEZ JOSE R17%0.95
369516%SUBRAMANIAN NARAYANSWAMY27%0.95
21584%PENG HUAWEN A6%0.97
36918%AKINTOLA OLABODE12%0.99
167773%CRAWFORD ERIK B88%1.00
212613%NORTON JENNIFER L24%1.00
162870%PAGONAKIS ANNA97%1.01
24138%GREY CHRISTOPHER P12%1.03
262812%AHN SEJOON18%1.05
163473%SALMON KATHERINE D96%1.06
21233%PIERRE LOUIS ANDRE5%1.07
21733%BYCER ERIC J4%1.08
21423%ABDUL-ALI OMAR R6%1.08
21152%CAO CHUN4%1.09
21257%MASINICK MICHAEL D12%1.09
167578%COFFA SERGIO97%1.10
26175%AMINI JAVID A9%1.11
21776%FABER DAVID11%1.11
36248%KONERU SUJAY17%1.11
368118%LI SUN M22%1.11
21616%LU CHARLES EDWARD12%1.12
175749%BAKHTIARI NIKI55%1.12
36269%BURGESS JOSEPH D18%1.12
173336%ROE JESSEE RANDALL48%1.13
24235%MENDOZA JUNIOR O7%1.14
21825%NGO CHUONG D8%1.14
21914%WU DAXIN8%1.14
368313%GARCIA-GUERRA DARLENE17%1.15
368212%SITTNER MATTHEW T26%1.15
21951%LEE JAMES J1%1.15
286324%LAU TUNG S50%1.15
21393%SADLER NATHAN4%1.16
26824%NGUYEN NAM V6%1.16
24617%HAILU KIBROM T12%1.16
373719%LAURITZEN AMANDA L31%1.16
178537%POLLEY CHRISTOPHER M59%1.16
21944%TRUONG LECHI8%1.17
287715%PHILLIPS RUFUS L22%1.17
162962%TRAN MY CHAU T89%1.18
24456%SWEARINGEN JEFFREY R12%1.22
281236%GHYKA ALEXANDER G55%1.22
21964%KESSLER GREGORY AARON7%1.22
24525%TRUONG LAN DAI T8%1.22
26182%PRINGLE-PARKER JASON A4%1.23
21743%CHOI DAVID E4%1.24
26194%MEROUAN ABDERRAHIM7%1.24
26745%RUST ERIC A10%1.24
377952%FAIRCHILD AARON BENJAMIN83%1.25
362724%OBAID FATEH M40%1.25
26549%JEREZ LORA WILLIAM A16%1.25
161537%PARK HAEJIN S57%1.25
24784%TAHA SHUKRI ABDALLAH8%1.25
369611%NIQUETTE ROBERT R19%1.26
374316%LAUX DAVID J29%1.26
377544%HANNA SAMUEL SALEEB66%1.27
24243%SHANG ANNAN Q5%1.27
177123%BOYER RANDY37%1.27
24473%TANG KAREN C7%1.28
162157%CRUZ KATHRIEN ANN80%1.29
163757%BERTAGNA ANGELA MARIE77%1.29
165272%SWOPE SHERIDAN94%1.29
281160%LI MEIYA95%1.31
164767%SHAFER SHULAMITH H88%1.32
24936%ZHAO DON GORDON11%1.32
367527%NEUBAUER THOMAS L39%1.32
178348%AUER LAURA A67%1.32
21785%ROBINSON MARSHON L12%1.33
364342%ARK DARREN W63%1.33
378834%PAGAN JAVIER A56%1.34
175844%MOWLA GOLAM65%1.34
28655%QUIGLEY KYLE ROBERT8%1.35
174136%SNELTING ERIN LYNN56%1.35
164872%BLUMEL BENJAMIN P92%1.35
167677%LUKTON DAVID101%1.36
365910%HLAVKA DAVID J18%1.37
21795%CHUANG JUNG-MU T8%1.37
28574%KUAN JOHN CHUNYANG9%1.37
21693%TRUONG CAM Y T7%1.38
24217%KIM WILLIAM JW15%1.38
368419%ZURITA JAMES H33%1.38
376122%SASS SARA A35%1.38
28628%NGHIEM MICHAEL P14%1.38
249512%GEE JASON KAI YIN23%1.39
26223%HICKS CHARLES V7%1.39
281566%KIM JAY C92%1.40
21142%KO CHAE M3%1.40
24562%SALAD ABDULLAHI ELMI4%1.40
172535%LEE JAMES44%1.41
171336%TRAN BINH X54%1.41
362522%FADOK MARK A38%1.41
164682%PAK MICHAEL D106%1.41
362120%COPPOLA JACOB C37%1.42
377461%SHARMA YASHITA87%1.42
26377%JACOB OOMMEN13%1.42
369213%WONG ERIC TAK WAI18%1.42
26162%GOOD JOHNSON MOTILEWA4%1.42
26843%PHAM QUANG6%1.43
167334%LAU JONATHAN S65%1.43
372829%ACKUN JACOB K50%1.43
21543%HASAN SYED HAROON5%1.43
173632%BERNS DANIEL J58%1.44
21769%DYER ANDREW R16%1.44
363227%WUJCIAK ALFRED J43%1.44
171862%YU YUECHUAN80%1.44
368910%NGUYEN THUY-VI THI17%1.44
24428%BLAIR DOUGLAS B15%1.45
21713%SHIBEROU MAHELET4%1.45
21357%YU JAE UN12%1.46
24586%HENDERSON ESTHER BENOIT10%1.46
264211%KHAN SUHAIL22%1.46
175440%BAND MICHAEL A68%1.46
164967%WANG CHANG YU85%1.46
372223%CADUGAN ERICA E44%1.48
374918%ANDERSON II STEVEN S31%1.48
21657%TORGRIMSON TYLER J13%1.48
24925%SHEPPERD ERIC W13%1.48
171544%RODRIGUEZ MICHAEL P59%1.48
266414%NGUYEN CHAN T H23%1.50
178631%TATESURE VINCENT55%1.50
24767%VU HOANG-CHUONG Q15%1.50
21131%WILSON YOLANDA L1%1.50
364723%XAVIER VALENTINA39%1.51
24814%TEKLE DANIEL T7%1.51
163668%HIBBERT CATHERINE S97%1.51
289448%MILLER JAMI VALENTINE73%1.51
289339%WALL VINCENT67%1.52
162764%CHONG YONG SOO87%1.52
282234%SOWARD IDA M65%1.53
284820%SEMENENKO YURIY36%1.53
21312%CARDWELL ERIC4%1.53
163979%BOESEN CHRISTIAN C102%1.53
179244%ZILBERING ASSAF71%1.53
21933%TECKLU ISAAC TUKU6%1.53
363716%ING MATTHEW W33%1.54
364512%N''DURE AMIE MERCEDES21%1.54
165164%PAGUIO FRISING MICHELLE F86%1.54
364635%O''CONNOR MARSHALL P74%1.54
26369%PASCAL LESLIE C16%1.55
26336%WANG TED M11%1.55
287810%LUU THANH X15%1.55
24497%FAN HUA16%1.56
167863%GROSSMAN ANDREA S98%1.56
377828%CRAIG PAULA L48%1.56
366913%WHITTINGTON JESS G28%1.56
242211%TEITELBAUM MICHAEL E31%1.56
368546%HUANG TSAN-YU J71%1.56
24722%MUSA ABDELNABI O4%1.56
26726%DICKERSON CHAD S13%1.57
21374%CYGIEL GARY W10%1.57
24986%LEMMA SAMSON B13%1.57
373231%MORAN EDWARD JOHN44%1.57
176734%ASDJODI MOHAMMADREZA53%1.58
266214%VIEAUX GARY C28%1.58
21216%HARTMAN JR RONALD D12%1.58
178944%PIZIALI ANDREW T73%1.58
21383%KROFCHECK MICHAEL C6%1.59
21283%JONES HUGH M7%1.59
26345%GHULAMALI QUTBUDDIN9%1.59
26264%SIMPSON LIXI CHOW9%1.60
26768%DULANEY BENJAMIN O17%1.60
164569%DEVI SARVAMANGALA J N103%1.60
175937%WONG EDNA68%1.60
377722%REMALY MARK DONALD43%1.60
21185%NGUYEN PHIL K10%1.60
281739%CAO PHAT X68%1.60
173542%GAMINO CARLOS J58%1.60
281458%PIZARRO CRESPO MARCOS D89%1.61
161963%VENKAT JYOTHSNA A85%1.61
21323%BRADLEY MATTHEW A7%1.61
177921%BREWSTER HAYDEN R42%1.62
28829%KREUTZER COLIN WRIGHT21%1.62
262118%JOSEPH DENNIS P35%1.63
175636%WANGA TIMON58%1.63
285420%TANKERSLEY BLAKE A40%1.64
362814%JOSEPH TONYA S29%1.64
36677%SWEENEY BRIAN P17%1.65
174449%LE NINH V85%1.66
24356%TO BAOTRAN N12%1.66
289932%JOHNSON CHRISTOPHER A60%1.66
161250%PARAD DENNIS J84%1.67
26465%OBAYANJU OMONIYI10%1.67
363426%CHAVCHAVADZE COLLEEN MARGARET44%1.68
365522%CHAU TERRY C40%1.68
177325%SAVAGE MATTHEW O56%1.68
26124%RICKS DONNA J13%1.69
282630%CRUZ LESLIE PILAR49%1.69
21756%LONG ANDREA NATAE13%1.70
24387%TRUONG THANHNGA B19%1.70
162551%MORRIS PATRICIA L92%1.70
289640%KALAM ABUL83%1.70
179943%YOO REGINA M57%1.70
26978%SARMA ABHISHEK19%1.71
161849%VU JAKE MINH82%1.71
21335%LI ZHUO H12%1.71
173136%MARCANTONI PAUL D71%1.71
264411%EISNER RONALD23%1.71
21854%ZAMAN FAISAL M8%1.71
287422%CHU CHRIS H51%1.72
165370%BOWERS ERIN M95%1.72
26534%ELAHEE MD S9%1.73
26524%YU NORMAN9%1.73
26134%COBB MICHAEL J9%1.73
21994%WU QING YUAN7%1.73
26488%WEST LEWIS G16%1.73
21622%ALAM SHAHID AL3%1.74
21445%STORK KYLE R11%1.74
26514%NGUYEN SEAN H9%1.74
365621%LUONG VINH48%1.74
167466%ANGELL JON E90%1.74
24365%DOLLY KENDALL LYNN12%1.75
372722%HORTON ANDREW ALAN41%1.75
28646%LE TOAN M15%1.75
176845%BHUSHAN KUMAR R86%1.75
364915%GILBERT WILLIAM V28%1.75
248516%LEE Y YOUNG35%1.75
365431%LIU HENRY Y58%1.75
176440%HU HENRY S69%1.76
171452%GOLIGHTLY ERIC WAYNE99%1.76
26668%HU FRED H.18%1.76
24737%DUDA ADAM K15%1.76
21663%LIN SHEW FEN8%1.76
21412%XIAO DI7%1.77
163153%DEJONG ERIC S90%1.77
289740%SHAMSUZZAMAN MOHAMMED90%1.77
173241%SLIFKA COLIN W81%1.78
24258%CHOKSHI PINKAL R17%1.79
178450%KATZ VERA80%1.79
21682%DWIVEDI MAHESH H6%1.79
24377%LI MENG18%1.79
24625%CHOUDHRY SAMINA F12%1.80
172938%WANG EUGENIA64%1.80
367427%SUE-AKO ANDREW B.55%1.80
172746%ESSEX STEPHAN J67%1.80
26924%SHAH PRIYANK J9%1.80
178149%YANG ZHEREN J81%1.80
28769%MIKELS MATTHEW28%1.81
28678%NGUYEN VINH P16%1.81
26937%LIN CHUN-NAN20%1.81
36727%KRECK JOHN J16%1.81
174645%SCHATZ CHRISTOPHER T87%1.82
262710%DAVIS DAVID DONALD25%1.82
24943%ALATA AYOUB8%1.82
378122%MAI TRI M40%1.83
24432%NGUYEN PHUOC H4%1.83
178243%LAN YAN70%1.83
26459%AHSAN UMAIR21%1.83
24315%SU SARAH11%1.84
162450%MCDOWELL BRIAN E95%1.84
247911%PASIA REDENTOR M32%1.84
287913%PATEL ASHOK28%1.85
282825%MARUF SHEIKH48%1.85
289530%SUN YU-HSI DAVID67%1.85
24115%JAIN RAJ K17%1.85
178734%NELSON MICHAEL B71%1.85
176641%WASHVILLE JEFFREY D85%1.85
367930%KEE FANNIE C51%1.85
262513%SHAPIRO LEONID25%1.85
377223%HICKS VICTORIA J50%1.85
376336%LEGETTE-THOMPSON TIFFANY60%1.85
163268%CHEN SHIN LIN94%1.85
171139%BELL SPENCER E63%1.86
26773%SHAH BHARATKUMAR S9%1.86
171750%BOWMAN ANDREW J76%1.87
161634%KARPINSKI LUKE E65%1.87
289139%ZARNEKE DAVID A75%1.87
282954%ARROYO TERESA M100%1.87
281340%MENZ LAURA MARY65%1.87
21555%LEE WILSON19%1.88
362312%BOYCE ANDRE D21%1.88
376933%ROANE AARON F65%1.88
371410%THOMAS ERIC M23%1.89
172430%SLIFKA SARAH A48%1.89
176136%YOUNG WILLIAM D72%1.90
24578%NANO SARGON N19%1.90
177225%PIERPONT AARON W50%1.90
26325%LEE SIU M9%1.90
373525%TOTH KAREN E48%1.91
24485%STRANGE AARON N9%1.91
24684%JAGANNATHAN MELANIE10%1.91
365830%RUSHING JR BOBBY58%1.91
282337%AHMED SHAHED77%1.91
372448%PETERSON KENNETH E86%1.92
26868%LU SHIRLEY17%1.92
167217%CHU YONG LIANG41%1.92
21923%DAO THUY CHAN7%1.92
24655%HSU ALPUS15%1.92
163363%NGUYEN QUANG105%1.93
21593%PHAM HUNG Q7%1.93
373932%DELLA JAYMI E56%1.93
171250%PENNY TABATHA L78%1.93
26239%XAVIER ANTONIO J22%1.93
171652%NUCKOLS TIFFANY Z78%1.94
282418%KING DOUGLAS42%1.95
164275%YAO LEI98%1.95
179736%BERKELEY EMILY R80%1.95
361116%VERLEY NICOLE T34%1.95
24345%LIPMAN JACOB13%1.96
26475%YUN EUGENE15%1.96
373332%HAMMOND ELLEN CHRISTINA74%1.96
361710%CHARLESTON JEAN W28%1.96
178850%CHANG VICTOR S95%1.97
21365%ALSIP MICHAEL16%1.98
21274%PATEL RAMESH B11%1.98
248314%AN SHAWN S44%1.98
26246%BRITTINGHAM NATHANIEL P17%1.98
21973%DAS CHAMELI9%1.98
173432%MCDONOUGH JAMES E70%1.98
288113%LOGIE MICHAEL J35%1.98
281840%NGUYEN CUONG B87%1.99
366410%PECHE JORGE O25%1.99
179333%GEORGE PATRICIA ANN78%1.99
376228%KAHELIN MICHAEL WILLIAM57%1.99
161355%BERRIOS JENNIFER A96%2.00
26734%PHAM THIERRY L13%2.00
24977%MEHRMANESH AMIR18%2.00
165565%CHEN CATHERYNE91%2.00
281943%PARENDO KEVIN A77%2.01
24666%PHAM TITO Q15%2.01
368724%LUDWIG PETER L64%2.01
269133%YANG KWANG-SU78%2.02
21723%BRAHMACHARI MANDRITA6%2.02
374127%GOYAL ARUN51%2.02
289845%HU SHOUXIANG81%2.02
282713%NGUYEN VIET Q36%2.02
363526%LAUX JESSICA L57%2.03
24463%ESKANDARNIA ARVIN8%2.04
26875%NEYZARI ALI14%2.04
377629%WEISS JESSICA79%2.04
375234%LEE CHEE-CHONG61%2.05
373641%CERIONI DANIEL LEE75%2.06
372644%BESLER CHRISTOPHER JAMES67%2.06
24396%HOLDER BRADLEY W14%2.07
285815%SCHINDLER DAVID M38%2.07
179134%DICUS TAMRA59%2.07
177827%FITZSIMMONS ALLISON G59%2.07
24887%PARIKH DAKSHESH D18%2.07
174729%ROGERS MARTIN K80%2.08
162645%SHAMEEM GOLAM M79%2.08
36788%LAWSON STACY N19%2.09
26111%MCCULLEY RYAN D3%2.09
166232%ZHONG WAYNESHAOBIN64%2.09
26439%D AGOSTA STEPHEN M23%2.09
372316%ELEY TIMOTHY V40%2.09
28669%NGUYEN VINCENT Q22%2.10
24413%DUONG OANH8%2.10
24544%CHANG JUNGWON15%2.10
37167%LIDDLE JAY TRENT16%2.11
28597%PIGGUSH AARON C22%2.11
36486%PHAN DAO LINDA22%2.11
376635%BAYS PAMELA M80%2.12
24647%NGUYEN PHUONGCHAU BA24%2.12
24917%POTRATZ DANIEL B15%2.12
24637%HOANG THAI D22%2.13
24442%BENGZON GREG C7%2.13
174259%KHARE ATUL P94%2.13
164481%SCHWADRON RONALD B117%2.13
174331%MALEKZADEH SEYED MASOUD61%2.13
21817%MARTINEZ DAVID E24%2.14
268816%KLIMOWICZ WILLIAM JOSEPH51%2.15
367727%TROY ABIGAIL E53%2.15
26837%HOFSASS JEFFERY A20%2.15
365313%KUMAR KALYANAVENKA K30%2.16
177632%POPOVICS ROBERT J75%2.16
26585%YEN ERIC L16%2.16
371510%HULL JAMES B27%2.17
161756%BROWE DAVID94%2.17
367323%SOSNOWSKI DAVID E52%2.18
24267%RABOVIANSKI JIVKA A16%2.18
24556%KIM EDWARD J18%2.19
176534%TRUONG DUC70%2.20
364424%WONG JESSICA BOWEN56%2.20
218310%FAHERTY COREY S37%2.21
36616%LI CE LI15%2.21
24125%JAVAID JAMAL21%2.21
36625%NGUYEN NGA X15%2.21
167132%BAKSHI PANCHAM78%2.22
176222%EGWIM KELECHI CHIDI49%2.22
24516%DAFTUAR SAKET K18%2.22
165661%KIM ALEXANDER D96%2.24
24693%NGUYEN THAI8%2.24
361614%FRISBY KEITH J50%2.25
361217%PATEL KIRAN B65%2.25
165767%KOSSON ROSANNE107%2.25
281635%BELL LAUREN R84%2.26
373141%DORNBUSCH DIANNE78%2.27
365222%MCCLAIN GERALD58%2.29
24877%DIEP NHON THANH17%2.29
24745%CHUNG HOON J13%2.30
376421%ANDERSON MEGAN M40%2.30
374433%CIRIC LJILJANA V73%2.30
26677%RAHMJOO MANUCHEHR17%2.30
373848%PRONE CHRISTOPHER D89%2.30
266313%NGUYEN LUONG TRUNG42%2.33
24867%PRINCE JESSICA MARIE22%2.33
363129%STERLING AMY JO66%2.33
174534%GRAY LINDA LAMEY78%2.34
172218%CHU JOHN S Y45%2.34
367119%NOVOSAD CHRISTOPHER J53%2.36
24145%NGUYEN STEVEN H D16%2.37
177430%LEUNG JENNIFER A67%2.38
366311%MUSTAFA IMRAN K45%2.39
365116%RANDALL JR. KELVIN L64%2.40
177750%HUANG RYAN96%2.40
179839%KWAK DEAN P92%2.41
269511%LAMB CHRISTOPHER RAY41%2.42
377112%THANH QUANG D28%2.43
24332%GOODCHILD WILLIAM J4%2.43
28875%STANFORD CHRISTOPHER J18%2.43
36657%MAWARI REDHWAN K24%2.43
282513%GRAHAM KRETELIA38%2.44
374226%NGUYEN PHUONG T61%2.44
24848%SHIBRU HELEN26%2.44
26855%BOUSONO ORLANDO18%2.44
26559%LAO LUNSEE29%2.45
24674%WEI SIREN9%2.45
26574%LERNER MARTIN12%2.46
37179%PINHEIRO JASON PAUL22%2.46
363618%ALLRED DAVID E48%2.47
166330%STANKOVIC BRATISLAV69%2.47
285614%SHABMAN MARK A39%2.48
267510%CRUZ IRIANA31%2.48
288612%GRAY SUNGHEE Y39%2.48
364132%DAVID MICHAEL D75%2.49
26594%HAN QI11%2.50
211210%TORRES JOSEPH D46%2.50
376527%KAVANAUGH JOHN T69%2.52
172118%LE HOA VAN42%2.54
36686%MAHNE KEVIN P21%2.55
286815%PATEL PARESH H43%2.56
289238%HUBER ROBERT T82%2.56
26659%KRASNIC BERNARD28%2.57
26566%NGUYEN TUAN DUC21%2.58
367616%MACDONALD STEVEN A40%2.58
361820%DOLAK JAMES M56%2.60
285325%VALENCIA ALEJANDRO83%2.62
24826%VAZQUEZ COLON MARIA E21%2.63
363328%HIJAZ OMAR F62%2.66
26317%YU LIHONG29%2.67
28336%FIGUEROA FELIX O18%2.67
285111%ALAM MOHAMMED30%2.69
24773%PHAN MAN U8%2.69
28526%SCHMITT BENJAMIN R21%2.70
365721%BOWES STEPHEN M64%2.73
375418%JACYNA J CASIMER45%2.73
284729%PATEL ISHWARBHAI B93%2.75
172632%TAKEUCHI YOSHITOSHI97%2.75
21174%NGUYEN STEVE N21%2.75
26896%CASILLASHERNANDEZ OMAR19%2.76
371121%BLAU STEPHEN LUTHER70%2.76
176351%AHVAZI BIJAN127%2.77
21842%MAMO ELIAS5%2.80
285511%LARKIN DANIEL SEAN39%2.81
283716%CHAN TSZFUNG JACKIE64%2.85
264913%LU ZHIYU35%2.85
26688%TSAI TSUNG YIN22%2.87
288327%KIANNI KAVEH C89%2.88
28319%VU HIEN D33%2.92
378216%HELVEY PETER N.59%3.01
283415%KIM JOHN K44%3.02
26417%SABOURI MAZDA22%3.03
28459%KIM JAE K34%3.03
28386%LABOY ANDINO IVAN A21%3.04
372128%TAWFIK SAMEH88%3.07
28448%VO TUYET THI27%3.11
24715%ADHAMI MOHAMMAD SAJID22%3.11
28757%TRUONG BAO Q24%3.12
26698%ROZ MARK47%3.13
372535%LEWIS JUSTIN V158%3.16
363828%LEWIS JUSTIN V131%3.18
266120%LAM HUNG H100%3.23
283610%CAVALLARI DANIEL J37%3.27
287124%NGUYEN LAUREN79%3.34
284212%KIM JUNG H52%3.45
374811%DAVIS MARY ALICE36%3.49
374634%PLAKKOOTTAM DOMINICK L167%3.57
37454%VERDIER CHRISTOPHER M17%3.68
37479%VILAKAZI SIZO BINDA47%3.81
375316%MCCALISTER WILLIAM M47%3.89
28847%LEE SHUN K41%3.90
283515%SUL STEPHEN SANGJIN68%4.03
287216%NGUYEN THONG Q78%4.05
36227%GARTLAND SCOTT D7%0
36884%ANDERSON SCOTT C4%0
21571%CHANNAVAJJALA SRIRAMA T1%0
24592%NGUYEN MINH CHAU2%0
24896%PHILIPPE GIMS S6%0

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