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)
Lookup your examiner’s restriction stats now with BigPatentData Examiner Statistics
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 Statistics).
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%.
| ArtUnit | Avg Restriction Rate | Biggest Outlier | RestrictionRate | Std. Devs. Above Avg |
|---|---|---|---|---|
| 3768 | 28% | PENG BO JOSEPH | 33% | 0.61 |
| 2475 | 1% | PHAN MAN U | 2% | 0.71 |
| 2614 | 1% | YANG RYAN R | 1% | 0.71 |
| 2143 | 3% | PILLAI NAMITHA | 5% | 0.71 |
| 2415 | 9% | NOORISTANY SULAIMAN | 13% | 0.71 |
| 2416 | 9% | SKRIPNIKOV ALEX | 11% | 0.71 |
| 2164 | 1% | WONG LESLIE | 2% | 0.71 |
| 2124 | 7% | VINCENT DAVID ROBERT | 8% | 0.71 |
| 2427 | 6% | SCHNURR JOHN R | 8% | 0.71 |
| 2167 | 1% | UDDIN MOHAMMED R | 1% | 0.71 |
| 3694 | 17% | RANKINS WILLIAM E | 19% | 0.71 |
| 3686 | 3% | KANAAN MAROUN P | 3% | 0.73 |
| 2156 | 4% | LIAO JASON G | 5% | 0.75 |
| 3629 | 7% | MCCORMICK GABRIELLE A | 9% | 0.76 |
| 2129 | 6% | WONG LUT | 10% | 0.84 |
| 2163 | 3% | VY HUNG T | 5% | 0.85 |
| 1723 | 46% | VO JIMMY | 58% | 0.87 |
| 1611 | 56% | BREDEFELD RACHAEL EVA | 70% | 0.88 |
| 2453 | 7% | BAROT BHARAT | 9% | 0.89 |
| 1643 | 65% | DUFFY BRADLEY | 88% | 0.91 |
| 2696 | 10% | LUBIT RYAN A | 15% | 0.91 |
| 2116 | 3% | STOYNOV STEFAN | 5% | 0.92 |
| 3729 | 59% | TUGBANG ANTHONY D | 70% | 0.95 |
| 2694 | 11% | SOTO LOPEZ JOSE R | 17% | 0.95 |
| 3695 | 16% | SUBRAMANIAN NARAYANSWAMY | 27% | 0.95 |
| 2158 | 4% | PENG HUAWEN A | 6% | 0.97 |
| 3691 | 8% | AKINTOLA OLABODE | 12% | 0.99 |
| 1677 | 73% | CRAWFORD ERIK B | 88% | 1.00 |
| 2126 | 13% | NORTON JENNIFER L | 24% | 1.00 |
| 1628 | 70% | PAGONAKIS ANNA | 97% | 1.01 |
| 2413 | 8% | GREY CHRISTOPHER P | 12% | 1.03 |
| 2628 | 12% | AHN SEJOON | 18% | 1.05 |
| 1634 | 73% | SALMON KATHERINE D | 96% | 1.06 |
| 2123 | 3% | PIERRE LOUIS ANDRE | 5% | 1.07 |
| 2173 | 3% | BYCER ERIC J | 4% | 1.08 |
| 2142 | 3% | ABDUL-ALI OMAR R | 6% | 1.08 |
| 2115 | 2% | CAO CHUN | 4% | 1.09 |
| 2125 | 7% | MASINICK MICHAEL D | 12% | 1.09 |
| 1675 | 78% | COFFA SERGIO | 97% | 1.10 |
| 2617 | 5% | AMINI JAVID A | 9% | 1.11 |
| 2177 | 6% | FABER DAVID | 11% | 1.11 |
| 3624 | 8% | KONERU SUJAY | 17% | 1.11 |
| 3681 | 18% | LI SUN M | 22% | 1.11 |
| 2161 | 6% | LU CHARLES EDWARD | 12% | 1.12 |
| 1757 | 49% | BAKHTIARI NIKI | 55% | 1.12 |
| 3626 | 9% | BURGESS JOSEPH D | 18% | 1.12 |
| 1733 | 36% | ROE JESSEE RANDALL | 48% | 1.13 |
| 2423 | 5% | MENDOZA JUNIOR O | 7% | 1.14 |
| 2182 | 5% | NGO CHUONG D | 8% | 1.14 |
| 2191 | 4% | WU DAXIN | 8% | 1.14 |
| 3683 | 13% | GARCIA-GUERRA DARLENE | 17% | 1.15 |
| 3682 | 12% | SITTNER MATTHEW T | 26% | 1.15 |
| 2195 | 1% | LEE JAMES J | 1% | 1.15 |
| 2863 | 24% | LAU TUNG S | 50% | 1.15 |
| 2139 | 3% | SADLER NATHAN | 4% | 1.16 |
| 2682 | 4% | NGUYEN NAM V | 6% | 1.16 |
| 2461 | 7% | HAILU KIBROM T | 12% | 1.16 |
| 3737 | 19% | LAURITZEN AMANDA L | 31% | 1.16 |
| 1785 | 37% | POLLEY CHRISTOPHER M | 59% | 1.16 |
| 2194 | 4% | TRUONG LECHI | 8% | 1.17 |
| 2877 | 15% | PHILLIPS RUFUS L | 22% | 1.17 |
| 1629 | 62% | TRAN MY CHAU T | 89% | 1.18 |
| 2445 | 6% | SWEARINGEN JEFFREY R | 12% | 1.22 |
| 2812 | 36% | GHYKA ALEXANDER G | 55% | 1.22 |
| 2196 | 4% | KESSLER GREGORY AARON | 7% | 1.22 |
| 2452 | 5% | TRUONG LAN DAI T | 8% | 1.22 |
| 2618 | 2% | PRINGLE-PARKER JASON A | 4% | 1.23 |
| 2174 | 3% | CHOI DAVID E | 4% | 1.24 |
| 2619 | 4% | MEROUAN ABDERRAHIM | 7% | 1.24 |
| 2674 | 5% | RUST ERIC A | 10% | 1.24 |
| 3779 | 52% | FAIRCHILD AARON BENJAMIN | 83% | 1.25 |
| 3627 | 24% | OBAID FATEH M | 40% | 1.25 |
| 2654 | 9% | JEREZ LORA WILLIAM A | 16% | 1.25 |
| 1615 | 37% | PARK HAEJIN S | 57% | 1.25 |
| 2478 | 4% | TAHA SHUKRI ABDALLAH | 8% | 1.25 |
| 3696 | 11% | NIQUETTE ROBERT R | 19% | 1.26 |
| 3743 | 16% | LAUX DAVID J | 29% | 1.26 |
| 3775 | 44% | HANNA SAMUEL SALEEB | 66% | 1.27 |
| 2424 | 3% | SHANG ANNAN Q | 5% | 1.27 |
| 1771 | 23% | BOYER RANDY | 37% | 1.27 |
| 2447 | 3% | TANG KAREN C | 7% | 1.28 |
| 1621 | 57% | CRUZ KATHRIEN ANN | 80% | 1.29 |
| 1637 | 57% | BERTAGNA ANGELA MARIE | 77% | 1.29 |
| 1652 | 72% | SWOPE SHERIDAN | 94% | 1.29 |
| 2811 | 60% | LI MEIYA | 95% | 1.31 |
| 1647 | 67% | SHAFER SHULAMITH H | 88% | 1.32 |
| 2493 | 6% | ZHAO DON GORDON | 11% | 1.32 |
| 3675 | 27% | NEUBAUER THOMAS L | 39% | 1.32 |
| 1783 | 48% | AUER LAURA A | 67% | 1.32 |
| 2178 | 5% | ROBINSON MARSHON L | 12% | 1.33 |
| 3643 | 42% | ARK DARREN W | 63% | 1.33 |
| 3788 | 34% | PAGAN JAVIER A | 56% | 1.34 |
| 1758 | 44% | MOWLA GOLAM | 65% | 1.34 |
| 2865 | 5% | QUIGLEY KYLE ROBERT | 8% | 1.35 |
| 1741 | 36% | SNELTING ERIN LYNN | 56% | 1.35 |
| 1648 | 72% | BLUMEL BENJAMIN P | 92% | 1.35 |
| 1676 | 77% | LUKTON DAVID | 101% | 1.36 |
| 3659 | 10% | HLAVKA DAVID J | 18% | 1.37 |
| 2179 | 5% | CHUANG JUNG-MU T | 8% | 1.37 |
| 2857 | 4% | KUAN JOHN CHUNYANG | 9% | 1.37 |
| 2169 | 3% | TRUONG CAM Y T | 7% | 1.38 |
| 2421 | 7% | KIM WILLIAM JW | 15% | 1.38 |
| 3684 | 19% | ZURITA JAMES H | 33% | 1.38 |
| 3761 | 22% | SASS SARA A | 35% | 1.38 |
| 2862 | 8% | NGHIEM MICHAEL P | 14% | 1.38 |
| 2495 | 12% | GEE JASON KAI YIN | 23% | 1.39 |
| 2622 | 3% | HICKS CHARLES V | 7% | 1.39 |
| 2815 | 66% | KIM JAY C | 92% | 1.40 |
| 2114 | 2% | KO CHAE M | 3% | 1.40 |
| 2456 | 2% | SALAD ABDULLAHI ELMI | 4% | 1.40 |
| 1725 | 35% | LEE JAMES | 44% | 1.41 |
| 1713 | 36% | TRAN BINH X | 54% | 1.41 |
| 3625 | 22% | FADOK MARK A | 38% | 1.41 |
| 1646 | 82% | PAK MICHAEL D | 106% | 1.41 |
| 3621 | 20% | COPPOLA JACOB C | 37% | 1.42 |
| 3774 | 61% | SHARMA YASHITA | 87% | 1.42 |
| 2637 | 7% | JACOB OOMMEN | 13% | 1.42 |
| 3692 | 13% | WONG ERIC TAK WAI | 18% | 1.42 |
| 2616 | 2% | GOOD JOHNSON MOTILEWA | 4% | 1.42 |
| 2684 | 3% | PHAM QUANG | 6% | 1.43 |
| 1673 | 34% | LAU JONATHAN S | 65% | 1.43 |
| 3728 | 29% | ACKUN JACOB K | 50% | 1.43 |
| 2154 | 3% | HASAN SYED HAROON | 5% | 1.43 |
| 1736 | 32% | BERNS DANIEL J | 58% | 1.44 |
| 2176 | 9% | DYER ANDREW R | 16% | 1.44 |
| 3632 | 27% | WUJCIAK ALFRED J | 43% | 1.44 |
| 1718 | 62% | YU YUECHUAN | 80% | 1.44 |
| 3689 | 10% | NGUYEN THUY-VI THI | 17% | 1.44 |
| 2442 | 8% | BLAIR DOUGLAS B | 15% | 1.45 |
| 2171 | 3% | SHIBEROU MAHELET | 4% | 1.45 |
| 2135 | 7% | YU JAE UN | 12% | 1.46 |
| 2458 | 6% | HENDERSON ESTHER BENOIT | 10% | 1.46 |
| 2642 | 11% | KHAN SUHAIL | 22% | 1.46 |
| 1754 | 40% | BAND MICHAEL A | 68% | 1.46 |
| 1649 | 67% | WANG CHANG YU | 85% | 1.46 |
| 3722 | 23% | CADUGAN ERICA E | 44% | 1.48 |
| 3749 | 18% | ANDERSON II STEVEN S | 31% | 1.48 |
| 2165 | 7% | TORGRIMSON TYLER J | 13% | 1.48 |
| 2492 | 5% | SHEPPERD ERIC W | 13% | 1.48 |
| 1715 | 44% | RODRIGUEZ MICHAEL P | 59% | 1.48 |
| 2664 | 14% | NGUYEN CHAN T H | 23% | 1.50 |
| 1786 | 31% | TATESURE VINCENT | 55% | 1.50 |
| 2476 | 7% | VU HOANG-CHUONG Q | 15% | 1.50 |
| 2113 | 1% | WILSON YOLANDA L | 1% | 1.50 |
| 3647 | 23% | XAVIER VALENTINA | 39% | 1.51 |
| 2481 | 4% | TEKLE DANIEL T | 7% | 1.51 |
| 1636 | 68% | HIBBERT CATHERINE S | 97% | 1.51 |
| 2894 | 48% | MILLER JAMI VALENTINE | 73% | 1.51 |
| 2893 | 39% | WALL VINCENT | 67% | 1.52 |
| 1627 | 64% | CHONG YONG SOO | 87% | 1.52 |
| 2822 | 34% | SOWARD IDA M | 65% | 1.53 |
| 2848 | 20% | SEMENENKO YURIY | 36% | 1.53 |
| 2131 | 2% | CARDWELL ERIC | 4% | 1.53 |
| 1639 | 79% | BOESEN CHRISTIAN C | 102% | 1.53 |
| 1792 | 44% | ZILBERING ASSAF | 71% | 1.53 |
| 2193 | 3% | TECKLU ISAAC TUKU | 6% | 1.53 |
| 3637 | 16% | ING MATTHEW W | 33% | 1.54 |
| 3645 | 12% | N''DURE AMIE MERCEDES | 21% | 1.54 |
| 1651 | 64% | PAGUIO FRISING MICHELLE F | 86% | 1.54 |
| 3646 | 35% | O''CONNOR MARSHALL P | 74% | 1.54 |
| 2636 | 9% | PASCAL LESLIE C | 16% | 1.55 |
| 2633 | 6% | WANG TED M | 11% | 1.55 |
| 2878 | 10% | LUU THANH X | 15% | 1.55 |
| 2449 | 7% | FAN HUA | 16% | 1.56 |
| 1678 | 63% | GROSSMAN ANDREA S | 98% | 1.56 |
| 3778 | 28% | CRAIG PAULA L | 48% | 1.56 |
| 3669 | 13% | WHITTINGTON JESS G | 28% | 1.56 |
| 2422 | 11% | TEITELBAUM MICHAEL E | 31% | 1.56 |
| 3685 | 46% | HUANG TSAN-YU J | 71% | 1.56 |
| 2472 | 2% | MUSA ABDELNABI O | 4% | 1.56 |
| 2672 | 6% | DICKERSON CHAD S | 13% | 1.57 |
| 2137 | 4% | CYGIEL GARY W | 10% | 1.57 |
| 2498 | 6% | LEMMA SAMSON B | 13% | 1.57 |
| 3732 | 31% | MORAN EDWARD JOHN | 44% | 1.57 |
| 1767 | 34% | ASDJODI MOHAMMADREZA | 53% | 1.58 |
| 2662 | 14% | VIEAUX GARY C | 28% | 1.58 |
| 2121 | 6% | HARTMAN JR RONALD D | 12% | 1.58 |
| 1789 | 44% | PIZIALI ANDREW T | 73% | 1.58 |
| 2138 | 3% | KROFCHECK MICHAEL C | 6% | 1.59 |
| 2128 | 3% | JONES HUGH M | 7% | 1.59 |
| 2634 | 5% | GHULAMALI QUTBUDDIN | 9% | 1.59 |
| 2626 | 4% | SIMPSON LIXI CHOW | 9% | 1.60 |
| 2676 | 8% | DULANEY BENJAMIN O | 17% | 1.60 |
| 1645 | 69% | DEVI SARVAMANGALA J N | 103% | 1.60 |
| 1759 | 37% | WONG EDNA | 68% | 1.60 |
| 3777 | 22% | REMALY MARK DONALD | 43% | 1.60 |
| 2118 | 5% | NGUYEN PHIL K | 10% | 1.60 |
| 2817 | 39% | CAO PHAT X | 68% | 1.60 |
| 1735 | 42% | GAMINO CARLOS J | 58% | 1.60 |
| 2814 | 58% | PIZARRO CRESPO MARCOS D | 89% | 1.61 |
| 1619 | 63% | VENKAT JYOTHSNA A | 85% | 1.61 |
| 2132 | 3% | BRADLEY MATTHEW A | 7% | 1.61 |
| 1779 | 21% | BREWSTER HAYDEN R | 42% | 1.62 |
| 2882 | 9% | KREUTZER COLIN WRIGHT | 21% | 1.62 |
| 2621 | 18% | JOSEPH DENNIS P | 35% | 1.63 |
| 1756 | 36% | WANGA TIMON | 58% | 1.63 |
| 2854 | 20% | TANKERSLEY BLAKE A | 40% | 1.64 |
| 3628 | 14% | JOSEPH TONYA S | 29% | 1.64 |
| 3667 | 7% | SWEENEY BRIAN P | 17% | 1.65 |
| 1744 | 49% | LE NINH V | 85% | 1.66 |
| 2435 | 6% | TO BAOTRAN N | 12% | 1.66 |
| 2899 | 32% | JOHNSON CHRISTOPHER A | 60% | 1.66 |
| 1612 | 50% | PARAD DENNIS J | 84% | 1.67 |
| 2646 | 5% | OBAYANJU OMONIYI | 10% | 1.67 |
| 3634 | 26% | CHAVCHAVADZE COLLEEN MARGARET | 44% | 1.68 |
| 3655 | 22% | CHAU TERRY C | 40% | 1.68 |
| 1773 | 25% | SAVAGE MATTHEW O | 56% | 1.68 |
| 2612 | 4% | RICKS DONNA J | 13% | 1.69 |
| 2826 | 30% | CRUZ LESLIE PILAR | 49% | 1.69 |
| 2175 | 6% | LONG ANDREA NATAE | 13% | 1.70 |
| 2438 | 7% | TRUONG THANHNGA B | 19% | 1.70 |
| 1625 | 51% | MORRIS PATRICIA L | 92% | 1.70 |
| 2896 | 40% | KALAM ABUL | 83% | 1.70 |
| 1799 | 43% | YOO REGINA M | 57% | 1.70 |
| 2697 | 8% | SARMA ABHISHEK | 19% | 1.71 |
| 1618 | 49% | VU JAKE MINH | 82% | 1.71 |
| 2133 | 5% | LI ZHUO H | 12% | 1.71 |
| 1731 | 36% | MARCANTONI PAUL D | 71% | 1.71 |
| 2644 | 11% | EISNER RONALD | 23% | 1.71 |
| 2185 | 4% | ZAMAN FAISAL M | 8% | 1.71 |
| 2874 | 22% | CHU CHRIS H | 51% | 1.72 |
| 1653 | 70% | BOWERS ERIN M | 95% | 1.72 |
| 2653 | 4% | ELAHEE MD S | 9% | 1.73 |
| 2652 | 4% | YU NORMAN | 9% | 1.73 |
| 2613 | 4% | COBB MICHAEL J | 9% | 1.73 |
| 2199 | 4% | WU QING YUAN | 7% | 1.73 |
| 2648 | 8% | WEST LEWIS G | 16% | 1.73 |
| 2162 | 2% | ALAM SHAHID AL | 3% | 1.74 |
| 2144 | 5% | STORK KYLE R | 11% | 1.74 |
| 2651 | 4% | NGUYEN SEAN H | 9% | 1.74 |
| 3656 | 21% | LUONG VINH | 48% | 1.74 |
| 1674 | 66% | ANGELL JON E | 90% | 1.74 |
| 2436 | 5% | DOLLY KENDALL LYNN | 12% | 1.75 |
| 3727 | 22% | HORTON ANDREW ALAN | 41% | 1.75 |
| 2864 | 6% | LE TOAN M | 15% | 1.75 |
| 1768 | 45% | BHUSHAN KUMAR R | 86% | 1.75 |
| 3649 | 15% | GILBERT WILLIAM V | 28% | 1.75 |
| 2485 | 16% | LEE Y YOUNG | 35% | 1.75 |
| 3654 | 31% | LIU HENRY Y | 58% | 1.75 |
| 1764 | 40% | HU HENRY S | 69% | 1.76 |
| 1714 | 52% | GOLIGHTLY ERIC WAYNE | 99% | 1.76 |
| 2666 | 8% | HU FRED H. | 18% | 1.76 |
| 2473 | 7% | DUDA ADAM K | 15% | 1.76 |
| 2166 | 3% | LIN SHEW FEN | 8% | 1.76 |
| 2141 | 2% | XIAO DI | 7% | 1.77 |
| 1631 | 53% | DEJONG ERIC S | 90% | 1.77 |
| 2897 | 40% | SHAMSUZZAMAN MOHAMMED | 90% | 1.77 |
| 1732 | 41% | SLIFKA COLIN W | 81% | 1.78 |
| 2425 | 8% | CHOKSHI PINKAL R | 17% | 1.79 |
| 1784 | 50% | KATZ VERA | 80% | 1.79 |
| 2168 | 2% | DWIVEDI MAHESH H | 6% | 1.79 |
| 2437 | 7% | LI MENG | 18% | 1.79 |
| 2462 | 5% | CHOUDHRY SAMINA F | 12% | 1.80 |
| 1729 | 38% | WANG EUGENIA | 64% | 1.80 |
| 3674 | 27% | SUE-AKO ANDREW B. | 55% | 1.80 |
| 1727 | 46% | ESSEX STEPHAN J | 67% | 1.80 |
| 2692 | 4% | SHAH PRIYANK J | 9% | 1.80 |
| 1781 | 49% | YANG ZHEREN J | 81% | 1.80 |
| 2876 | 9% | MIKELS MATTHEW | 28% | 1.81 |
| 2867 | 8% | NGUYEN VINH P | 16% | 1.81 |
| 2693 | 7% | LIN CHUN-NAN | 20% | 1.81 |
| 3672 | 7% | KRECK JOHN J | 16% | 1.81 |
| 1746 | 45% | SCHATZ CHRISTOPHER T | 87% | 1.82 |
| 2627 | 10% | DAVIS DAVID DONALD | 25% | 1.82 |
| 2494 | 3% | ALATA AYOUB | 8% | 1.82 |
| 3781 | 22% | MAI TRI M | 40% | 1.83 |
| 2443 | 2% | NGUYEN PHUOC H | 4% | 1.83 |
| 1782 | 43% | LAN YAN | 70% | 1.83 |
| 2645 | 9% | AHSAN UMAIR | 21% | 1.83 |
| 2431 | 5% | SU SARAH | 11% | 1.84 |
| 1624 | 50% | MCDOWELL BRIAN E | 95% | 1.84 |
| 2479 | 11% | PASIA REDENTOR M | 32% | 1.84 |
| 2879 | 13% | PATEL ASHOK | 28% | 1.85 |
| 2828 | 25% | MARUF SHEIKH | 48% | 1.85 |
| 2895 | 30% | SUN YU-HSI DAVID | 67% | 1.85 |
| 2411 | 5% | JAIN RAJ K | 17% | 1.85 |
| 1787 | 34% | NELSON MICHAEL B | 71% | 1.85 |
| 1766 | 41% | WASHVILLE JEFFREY D | 85% | 1.85 |
| 3679 | 30% | KEE FANNIE C | 51% | 1.85 |
| 2625 | 13% | SHAPIRO LEONID | 25% | 1.85 |
| 3772 | 23% | HICKS VICTORIA J | 50% | 1.85 |
| 3763 | 36% | LEGETTE-THOMPSON TIFFANY | 60% | 1.85 |
| 1632 | 68% | CHEN SHIN LIN | 94% | 1.85 |
| 1711 | 39% | BELL SPENCER E | 63% | 1.86 |
| 2677 | 3% | SHAH BHARATKUMAR S | 9% | 1.86 |
| 1717 | 50% | BOWMAN ANDREW J | 76% | 1.87 |
| 1616 | 34% | KARPINSKI LUKE E | 65% | 1.87 |
| 2891 | 39% | ZARNEKE DAVID A | 75% | 1.87 |
| 2829 | 54% | ARROYO TERESA M | 100% | 1.87 |
| 2813 | 40% | MENZ LAURA MARY | 65% | 1.87 |
| 2155 | 5% | LEE WILSON | 19% | 1.88 |
| 3623 | 12% | BOYCE ANDRE D | 21% | 1.88 |
| 3769 | 33% | ROANE AARON F | 65% | 1.88 |
| 3714 | 10% | THOMAS ERIC M | 23% | 1.89 |
| 1724 | 30% | SLIFKA SARAH A | 48% | 1.89 |
| 1761 | 36% | YOUNG WILLIAM D | 72% | 1.90 |
| 2457 | 8% | NANO SARGON N | 19% | 1.90 |
| 1772 | 25% | PIERPONT AARON W | 50% | 1.90 |
| 2632 | 5% | LEE SIU M | 9% | 1.90 |
| 3735 | 25% | TOTH KAREN E | 48% | 1.91 |
| 2448 | 5% | STRANGE AARON N | 9% | 1.91 |
| 2468 | 4% | JAGANNATHAN MELANIE | 10% | 1.91 |
| 3658 | 30% | RUSHING JR BOBBY | 58% | 1.91 |
| 2823 | 37% | AHMED SHAHED | 77% | 1.91 |
| 3724 | 48% | PETERSON KENNETH E | 86% | 1.92 |
| 2686 | 8% | LU SHIRLEY | 17% | 1.92 |
| 1672 | 17% | CHU YONG LIANG | 41% | 1.92 |
| 2192 | 3% | DAO THUY CHAN | 7% | 1.92 |
| 2465 | 5% | HSU ALPUS | 15% | 1.92 |
| 1633 | 63% | NGUYEN QUANG | 105% | 1.93 |
| 2159 | 3% | PHAM HUNG Q | 7% | 1.93 |
| 3739 | 32% | DELLA JAYMI E | 56% | 1.93 |
| 1712 | 50% | PENNY TABATHA L | 78% | 1.93 |
| 2623 | 9% | XAVIER ANTONIO J | 22% | 1.93 |
| 1716 | 52% | NUCKOLS TIFFANY Z | 78% | 1.94 |
| 2824 | 18% | KING DOUGLAS | 42% | 1.95 |
| 1642 | 75% | YAO LEI | 98% | 1.95 |
| 1797 | 36% | BERKELEY EMILY R | 80% | 1.95 |
| 3611 | 16% | VERLEY NICOLE T | 34% | 1.95 |
| 2434 | 5% | LIPMAN JACOB | 13% | 1.96 |
| 2647 | 5% | YUN EUGENE | 15% | 1.96 |
| 3733 | 32% | HAMMOND ELLEN CHRISTINA | 74% | 1.96 |
| 3617 | 10% | CHARLESTON JEAN W | 28% | 1.96 |
| 1788 | 50% | CHANG VICTOR S | 95% | 1.97 |
| 2136 | 5% | ALSIP MICHAEL | 16% | 1.98 |
| 2127 | 4% | PATEL RAMESH B | 11% | 1.98 |
| 2483 | 14% | AN SHAWN S | 44% | 1.98 |
| 2624 | 6% | BRITTINGHAM NATHANIEL P | 17% | 1.98 |
| 2197 | 3% | DAS CHAMELI | 9% | 1.98 |
| 1734 | 32% | MCDONOUGH JAMES E | 70% | 1.98 |
| 2881 | 13% | LOGIE MICHAEL J | 35% | 1.98 |
| 2818 | 40% | NGUYEN CUONG B | 87% | 1.99 |
| 3664 | 10% | PECHE JORGE O | 25% | 1.99 |
| 1793 | 33% | GEORGE PATRICIA ANN | 78% | 1.99 |
| 3762 | 28% | KAHELIN MICHAEL WILLIAM | 57% | 1.99 |
| 1613 | 55% | BERRIOS JENNIFER A | 96% | 2.00 |
| 2673 | 4% | PHAM THIERRY L | 13% | 2.00 |
| 2497 | 7% | MEHRMANESH AMIR | 18% | 2.00 |
| 1655 | 65% | CHEN CATHERYNE | 91% | 2.00 |
| 2819 | 43% | PARENDO KEVIN A | 77% | 2.01 |
| 2466 | 6% | PHAM TITO Q | 15% | 2.01 |
| 3687 | 24% | LUDWIG PETER L | 64% | 2.01 |
| 2691 | 33% | YANG KWANG-SU | 78% | 2.02 |
| 2172 | 3% | BRAHMACHARI MANDRITA | 6% | 2.02 |
| 3741 | 27% | GOYAL ARUN | 51% | 2.02 |
| 2898 | 45% | HU SHOUXIANG | 81% | 2.02 |
| 2827 | 13% | NGUYEN VIET Q | 36% | 2.02 |
| 3635 | 26% | LAUX JESSICA L | 57% | 2.03 |
| 2446 | 3% | ESKANDARNIA ARVIN | 8% | 2.04 |
| 2687 | 5% | NEYZARI ALI | 14% | 2.04 |
| 3776 | 29% | WEISS JESSICA | 79% | 2.04 |
| 3752 | 34% | LEE CHEE-CHONG | 61% | 2.05 |
| 3736 | 41% | CERIONI DANIEL LEE | 75% | 2.06 |
| 3726 | 44% | BESLER CHRISTOPHER JAMES | 67% | 2.06 |
| 2439 | 6% | HOLDER BRADLEY W | 14% | 2.07 |
| 2858 | 15% | SCHINDLER DAVID M | 38% | 2.07 |
| 1791 | 34% | DICUS TAMRA | 59% | 2.07 |
| 1778 | 27% | FITZSIMMONS ALLISON G | 59% | 2.07 |
| 2488 | 7% | PARIKH DAKSHESH D | 18% | 2.07 |
| 1747 | 29% | ROGERS MARTIN K | 80% | 2.08 |
| 1626 | 45% | SHAMEEM GOLAM M | 79% | 2.08 |
| 3678 | 8% | LAWSON STACY N | 19% | 2.09 |
| 2611 | 1% | MCCULLEY RYAN D | 3% | 2.09 |
| 1662 | 32% | ZHONG WAYNESHAOBIN | 64% | 2.09 |
| 2643 | 9% | D AGOSTA STEPHEN M | 23% | 2.09 |
| 3723 | 16% | ELEY TIMOTHY V | 40% | 2.09 |
| 2866 | 9% | NGUYEN VINCENT Q | 22% | 2.10 |
| 2441 | 3% | DUONG OANH | 8% | 2.10 |
| 2454 | 4% | CHANG JUNGWON | 15% | 2.10 |
| 3716 | 7% | LIDDLE JAY TRENT | 16% | 2.11 |
| 2859 | 7% | PIGGUSH AARON C | 22% | 2.11 |
| 3648 | 6% | PHAN DAO LINDA | 22% | 2.11 |
| 3766 | 35% | BAYS PAMELA M | 80% | 2.12 |
| 2464 | 7% | NGUYEN PHUONGCHAU BA | 24% | 2.12 |
| 2491 | 7% | POTRATZ DANIEL B | 15% | 2.12 |
| 2463 | 7% | HOANG THAI D | 22% | 2.13 |
| 2444 | 2% | BENGZON GREG C | 7% | 2.13 |
| 1742 | 59% | KHARE ATUL P | 94% | 2.13 |
| 1644 | 81% | SCHWADRON RONALD B | 117% | 2.13 |
| 1743 | 31% | MALEKZADEH SEYED MASOUD | 61% | 2.13 |
| 2181 | 7% | MARTINEZ DAVID E | 24% | 2.14 |
| 2688 | 16% | KLIMOWICZ WILLIAM JOSEPH | 51% | 2.15 |
| 3677 | 27% | TROY ABIGAIL E | 53% | 2.15 |
| 2683 | 7% | HOFSASS JEFFERY A | 20% | 2.15 |
| 3653 | 13% | KUMAR KALYANAVENKA K | 30% | 2.16 |
| 1776 | 32% | POPOVICS ROBERT J | 75% | 2.16 |
| 2658 | 5% | YEN ERIC L | 16% | 2.16 |
| 3715 | 10% | HULL JAMES B | 27% | 2.17 |
| 1617 | 56% | BROWE DAVID | 94% | 2.17 |
| 3673 | 23% | SOSNOWSKI DAVID E | 52% | 2.18 |
| 2426 | 7% | RABOVIANSKI JIVKA A | 16% | 2.18 |
| 2455 | 6% | KIM EDWARD J | 18% | 2.19 |
| 1765 | 34% | TRUONG DUC | 70% | 2.20 |
| 3644 | 24% | WONG JESSICA BOWEN | 56% | 2.20 |
| 2183 | 10% | FAHERTY COREY S | 37% | 2.21 |
| 3661 | 6% | LI CE LI | 15% | 2.21 |
| 2412 | 5% | JAVAID JAMAL | 21% | 2.21 |
| 3662 | 5% | NGUYEN NGA X | 15% | 2.21 |
| 1671 | 32% | BAKSHI PANCHAM | 78% | 2.22 |
| 1762 | 22% | EGWIM KELECHI CHIDI | 49% | 2.22 |
| 2451 | 6% | DAFTUAR SAKET K | 18% | 2.22 |
| 1656 | 61% | KIM ALEXANDER D | 96% | 2.24 |
| 2469 | 3% | NGUYEN THAI | 8% | 2.24 |
| 3616 | 14% | FRISBY KEITH J | 50% | 2.25 |
| 3612 | 17% | PATEL KIRAN B | 65% | 2.25 |
| 1657 | 67% | KOSSON ROSANNE | 107% | 2.25 |
| 2816 | 35% | BELL LAUREN R | 84% | 2.26 |
| 3731 | 41% | DORNBUSCH DIANNE | 78% | 2.27 |
| 3652 | 22% | MCCLAIN GERALD | 58% | 2.29 |
| 2487 | 7% | DIEP NHON THANH | 17% | 2.29 |
| 2474 | 5% | CHUNG HOON J | 13% | 2.30 |
| 3764 | 21% | ANDERSON MEGAN M | 40% | 2.30 |
| 3744 | 33% | CIRIC LJILJANA V | 73% | 2.30 |
| 2667 | 7% | RAHMJOO MANUCHEHR | 17% | 2.30 |
| 3738 | 48% | PRONE CHRISTOPHER D | 89% | 2.30 |
| 2663 | 13% | NGUYEN LUONG TRUNG | 42% | 2.33 |
| 2486 | 7% | PRINCE JESSICA MARIE | 22% | 2.33 |
| 3631 | 29% | STERLING AMY JO | 66% | 2.33 |
| 1745 | 34% | GRAY LINDA LAMEY | 78% | 2.34 |
| 1722 | 18% | CHU JOHN S Y | 45% | 2.34 |
| 3671 | 19% | NOVOSAD CHRISTOPHER J | 53% | 2.36 |
| 2414 | 5% | NGUYEN STEVEN H D | 16% | 2.37 |
| 1774 | 30% | LEUNG JENNIFER A | 67% | 2.38 |
| 3663 | 11% | MUSTAFA IMRAN K | 45% | 2.39 |
| 3651 | 16% | RANDALL JR. KELVIN L | 64% | 2.40 |
| 1777 | 50% | HUANG RYAN | 96% | 2.40 |
| 1798 | 39% | KWAK DEAN P | 92% | 2.41 |
| 2695 | 11% | LAMB CHRISTOPHER RAY | 41% | 2.42 |
| 3771 | 12% | THANH QUANG D | 28% | 2.43 |
| 2433 | 2% | GOODCHILD WILLIAM J | 4% | 2.43 |
| 2887 | 5% | STANFORD CHRISTOPHER J | 18% | 2.43 |
| 3665 | 7% | MAWARI REDHWAN K | 24% | 2.43 |
| 2825 | 13% | GRAHAM KRETELIA | 38% | 2.44 |
| 3742 | 26% | NGUYEN PHUONG T | 61% | 2.44 |
| 2484 | 8% | SHIBRU HELEN | 26% | 2.44 |
| 2685 | 5% | BOUSONO ORLANDO | 18% | 2.44 |
| 2655 | 9% | LAO LUNSEE | 29% | 2.45 |
| 2467 | 4% | WEI SIREN | 9% | 2.45 |
| 2657 | 4% | LERNER MARTIN | 12% | 2.46 |
| 3717 | 9% | PINHEIRO JASON PAUL | 22% | 2.46 |
| 3636 | 18% | ALLRED DAVID E | 48% | 2.47 |
| 1663 | 30% | STANKOVIC BRATISLAV | 69% | 2.47 |
| 2856 | 14% | SHABMAN MARK A | 39% | 2.48 |
| 2675 | 10% | CRUZ IRIANA | 31% | 2.48 |
| 2886 | 12% | GRAY SUNGHEE Y | 39% | 2.48 |
| 3641 | 32% | DAVID MICHAEL D | 75% | 2.49 |
| 2659 | 4% | HAN QI | 11% | 2.50 |
| 2112 | 10% | TORRES JOSEPH D | 46% | 2.50 |
| 3765 | 27% | KAVANAUGH JOHN T | 69% | 2.52 |
| 1721 | 18% | LE HOA VAN | 42% | 2.54 |
| 3668 | 6% | MAHNE KEVIN P | 21% | 2.55 |
| 2868 | 15% | PATEL PARESH H | 43% | 2.56 |
| 2892 | 38% | HUBER ROBERT T | 82% | 2.56 |
| 2665 | 9% | KRASNIC BERNARD | 28% | 2.57 |
| 2656 | 6% | NGUYEN TUAN DUC | 21% | 2.58 |
| 3676 | 16% | MACDONALD STEVEN A | 40% | 2.58 |
| 3618 | 20% | DOLAK JAMES M | 56% | 2.60 |
| 2853 | 25% | VALENCIA ALEJANDRO | 83% | 2.62 |
| 2482 | 6% | VAZQUEZ COLON MARIA E | 21% | 2.63 |
| 3633 | 28% | HIJAZ OMAR F | 62% | 2.66 |
| 2631 | 7% | YU LIHONG | 29% | 2.67 |
| 2833 | 6% | FIGUEROA FELIX O | 18% | 2.67 |
| 2851 | 11% | ALAM MOHAMMED | 30% | 2.69 |
| 2477 | 3% | PHAN MAN U | 8% | 2.69 |
| 2852 | 6% | SCHMITT BENJAMIN R | 21% | 2.70 |
| 3657 | 21% | BOWES STEPHEN M | 64% | 2.73 |
| 3754 | 18% | JACYNA J CASIMER | 45% | 2.73 |
| 2847 | 29% | PATEL ISHWARBHAI B | 93% | 2.75 |
| 1726 | 32% | TAKEUCHI YOSHITOSHI | 97% | 2.75 |
| 2117 | 4% | NGUYEN STEVE N | 21% | 2.75 |
| 2689 | 6% | CASILLASHERNANDEZ OMAR | 19% | 2.76 |
| 3711 | 21% | BLAU STEPHEN LUTHER | 70% | 2.76 |
| 1763 | 51% | AHVAZI BIJAN | 127% | 2.77 |
| 2184 | 2% | MAMO ELIAS | 5% | 2.80 |
| 2855 | 11% | LARKIN DANIEL SEAN | 39% | 2.81 |
| 2837 | 16% | CHAN TSZFUNG JACKIE | 64% | 2.85 |
| 2649 | 13% | LU ZHIYU | 35% | 2.85 |
| 2668 | 8% | TSAI TSUNG YIN | 22% | 2.87 |
| 2883 | 27% | KIANNI KAVEH C | 89% | 2.88 |
| 2831 | 9% | VU HIEN D | 33% | 2.92 |
| 3782 | 16% | HELVEY PETER N. | 59% | 3.01 |
| 2834 | 15% | KIM JOHN K | 44% | 3.02 |
| 2641 | 7% | SABOURI MAZDA | 22% | 3.03 |
| 2845 | 9% | KIM JAE K | 34% | 3.03 |
| 2838 | 6% | LABOY ANDINO IVAN A | 21% | 3.04 |
| 3721 | 28% | TAWFIK SAMEH | 88% | 3.07 |
| 2844 | 8% | VO TUYET THI | 27% | 3.11 |
| 2471 | 5% | ADHAMI MOHAMMAD SAJID | 22% | 3.11 |
| 2875 | 7% | TRUONG BAO Q | 24% | 3.12 |
| 2669 | 8% | ROZ MARK | 47% | 3.13 |
| 3725 | 35% | LEWIS JUSTIN V | 158% | 3.16 |
| 3638 | 28% | LEWIS JUSTIN V | 131% | 3.18 |
| 2661 | 20% | LAM HUNG H | 100% | 3.23 |
| 2836 | 10% | CAVALLARI DANIEL J | 37% | 3.27 |
| 2871 | 24% | NGUYEN LAUREN | 79% | 3.34 |
| 2842 | 12% | KIM JUNG H | 52% | 3.45 |
| 3748 | 11% | DAVIS MARY ALICE | 36% | 3.49 |
| 3746 | 34% | PLAKKOOTTAM DOMINICK L | 167% | 3.57 |
| 3745 | 4% | VERDIER CHRISTOPHER M | 17% | 3.68 |
| 3747 | 9% | VILAKAZI SIZO BINDA | 47% | 3.81 |
| 3753 | 16% | MCCALISTER WILLIAM M | 47% | 3.89 |
| 2884 | 7% | LEE SHUN K | 41% | 3.90 |
| 2835 | 15% | SUL STEPHEN SANGJIN | 68% | 4.03 |
| 2872 | 16% | NGUYEN THONG Q | 78% | 4.05 |
| 3622 | 7% | GARTLAND SCOTT D | 7% | 0 |
| 3688 | 4% | ANDERSON SCOTT C | 4% | 0 |
| 2157 | 1% | CHANNAVAJJALA SRIRAMA T | 1% | 0 |
| 2459 | 2% | NGUYEN MINH CHAU | 2% | 0 |
| 2489 | 6% | PHILIPPE GIMS S | 6% | 0 |