Manifesto for Data Practices Manifesto for Data Practices

We believe these values and principles, taken together, describe the most effective, ethical, and modern approach to data teamwork.

Values

  • Manifesto Inclusion
    Inclusion

    Maximize diversity, connectivity, and accessibility among data projects, collaborators, and outputs.

  • Manifesto Experimentation
    Experimentation

    Emphasize continuously iterative testing and data analysis.

  • Manifesto Accountability
    Accountability

    Behave ethically and transparently, fix mistakes quickly, and hold ourselves and others accountable.

  • Manifesto Impact
    Impact

    Prioritize projects with well-defined goals, and design them to achieve measurable, substantive outcomes.

Principles

As data teams, we aim to...

  1. Use data to improve life for our users, customers, organizations, and communities.

  2. Create reproducible and extensible work.

  3. Build teams with diverse ideas, backgrounds, and strengths.

  4. Prioritize the continuous collection and availability of discussions and metadata.

  5. Clearly identify the questions and objectives that drive each project and use to guide both planning and refinement.

  6. Be open to changing our methods and conclusions in response to new knowledge.

  7. Recognize and mitigate bias in ourselves and in the data we use.

  8. Present our work in ways that empower others to make better-informed decisions.

  9. Consider carefully the ethical implications of choices we make when using data, and the impacts of our work on individuals and society.

  10. Respect and invite fair criticism while promoting the identification and open discussion of errors, risks, and unintended consequences of our work.

  11. Protect the privacy and security of individuals represented in our data.

  12. Help others to understand the most useful and appropriate applications of data to solve real-world problems.

Alphabetically by first name

Authors

  • Amy Gershkoff

  • Andrew Therriault

  • Arvind Satyanarayan

  • Ben Jones

  • Bernard Burg

  • Brett Hurt

  • Brian Granger

  • Bryon Jacob

  • Christine Doig

  • Craig Fryar

  • Devi Ramanan

  • Dhruv Bhargava

  • Fernando Perez

  • Ian Greenleigh

  • Jeff Feng

  • Jon Loyens

  • Jonathon Morgan

  • Karthik Ram

  • Lisa Green

  • Lorena Barba

  • Martin Colaco

  • Matthew Rocklin

  • Mehdi Jamei

  • Michael Horn

  • Natalie Evans Harris

  • Nick Elprin

  • Nir Kaldero

  • Nitin Chopra

  • Patrick McGarry

  • Rahul Todkar

  • Russell Jurney

  • Sharon Brener

  • Therese Couture

  • Troy Thibodeaux

  • Wes McKinney

be part of this

If you believe in these values and principles, add your name.

In order of signing

1859 signatories

  1. Jonathan Albright

  2. Gregory Piatetsky

  3. Matthew Laessig

  4. Leonard Fishman

  5. Andrew Duff

  6. Andrew Salesky

  7. Lexy Kassan

  8. James Gray

  9. Kirk Borne

  10. Tricia Wang

  11. Catherine Gicheru

  12. Pete Warden

  13. Tracy Teal

  14. Tim Smith

  15. Monica Rogati

  16. Josh Wills

  17. Joe Boutros

  18. Jonathan Ortiz

  19. Mark Di Marco

  20. Aviv Ovadya

  21. Niels Bantilan

  22. Brandon Gadoci

  23. Tamas Szuromi

  24. Ben Jones

  25. Giorgio Cunto Morales

  26. Somya Mohanty

  27. Niccolò Cirone

  28. Ricardo Alanís

  29. Peter Darche

  30. Matthew Gotth-Olsen

  31. Rashmi

  32. Dave Mattingly

  33. Jeremy Backal

  34. Syed Jawad Hassan

  35. Kiran Kumar Varanasi

  36. Sushil Kumar Thakur

  37. Mohammad Shoaib

  38. Sitharth

  39. Gustavo Ernesto Martinez Cardenas

  40. Niraj Patel

  41. Gabriela Swider

  42. Tyler Durman

  43. Rachel Woods

  44. Paris Zhuang

  45. Rafael Pereira

  46. Ariane Chan

  47. Dashiel Lopez Mendez

  48. Shivakumar Surendranath

  49. Jono Bacon

  50. Tryggvi Björgvinsson

  51. Stephen Verleye

  52. Noah Rippner

  53. Michael Downey

  54. Dr. Steve Kramer

  55. Sherri Bucher

  56. Thomas Lumley

  57. Matt Davis

  58. Meredith M. Lee

  59. Espartaco Palna

  60. Florian Mayer

  61. Greg Wilson

  62. Ciera Martinez

  63. Cheng Soon Ong

  64. Willem Ligtenberg

  65. Libertad Sánchez-Presa

  66. Chester Ismay

  67. Douglas Friedman

  68. Sarah Supp

  69. Daniel Emaasit

  70. Carolee Mitchell

  71. James Solomon-Rounce

  72. Marilyn Waldman

  73. Jennifer Thompson

  74. Amelia McNamara

  75. Pavitra Chakravarty

  76. Eduardo Arino de la Rubia

  77. Yogesh Khandelwal

  78. Danielle Desrosiers

  79. Josiah Parry

  80. Guido Adrian

  81. Andrew Barker

  82. Jeremiah Edwards

  83. Julia Silge

  84. John W Cobb

  85. Andrew Iliadis

  86. Eric J. Ma

  87. Kim Fitter

  88. Kim Cressman

  89. David Robinson

  90. Janani Selvaraj

  91. Jinseo Park

  92. Thomas Hay

  93. Enric Escorsa

  94. Julia Lowndes

  95. Hao Ye

  96. Christine Vandenberghe

  97. Bartlomiej Karaban

  98. Joanne Burke

  99. Paulo Eduardo Cardoso

  100. Ronier López

  101. Kyle Beck

  102. Alex Uspech

  103. Daniel Penz

  104. Joseph Andrew Jones

  105. Henning Bumann

  106. Celia Fryar

  107. Jenny Richards

  108. Charles Guedenet

  109. Funda

  110. Darrel Raynor

  111. Joshua Loftus

  112. José Carlos Baquero

  113. Erik Qualman

  114. Suresh

  115. Kaushal Desai

  116. Chad Gardner

  117. Tim Advani

  118. Cat Chenal

  119. Brian Vancil

  120. Jordi Vitrià

  121. David Jansen

  122. Jacob Dodd

  123. Ewan Nicolson

  124. Akshaya Vardhan

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  126. Yurii Voronov

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  128. Minja Lem

  129. Peter Ellis

  130. Roshan Rishav

  131. Dustin Wells

  132. Triet M Le

  133. Lon Riesberg

  134. Justin Siegel

  135. Saadat Qadri

  136. Iurii Shcherbak

  137. Ainun Najib

  138. Rami Abi Habib

  139. Venkat Janapareddy

  140. Dwight Foster

  141. William Talbot

  142. Triti Ahouraei

  143. Chip Hanna

  144. Kirk Dando

  145. Stephen Edwards

  146. Paolo Massa

  147. Chas Busenburg

  148. Lindsay Knight

  149. Jackson Jhin

  150. Alex Chavez

  151. Felipe Leite

  152. Stuart Larkins

  153. Heather Passmore

  154. Luis Andre Vale Silva

  155. Lydia Guarino

  156. Eivind Ingebrigtsen

  157. Peter Christman

  158. Sean McManus

  159. Raphael Wuillemier

  160. Selene Arrazolo

  161. Andres Leonardo Becerra Lopez

  162. Tom Shanley

  163. Peter Baumgartner

  164. Cameron Pfiffer

  165. Bethany Arazoza

  166. Tim Dennis

  167. Shannon Peifer

  168. Amanda Casari

  169. Adam Matthew Rosman

  170. Andreas Ruscheinski

  171. Philipp Kanehl

  172. Joost van der Linden

  173. manuel rodriguez

  174. Susan Sun

  175. Paolo Vecchi

  176. Mick Wagner

  177. Sam Edelstein

  178. Tom Foster

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  180. Rodrigo Aguilar

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  182. Sarah S. AlSaleh

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  184. Catherine Nelson

  185. Josh Vaughan

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  187. Jordana George

  188. Karthik Gaekwad

  189. James Mensch

  190. Amanda Parker

  191. Skanda

  192. Conor Ward

  193. Bryan Eisenberg

  194. Ambika Yadav

  195. Steve Plunkett

  196. Bart Mosley

  197. Sean Gajjar

  198. Richard Scheiwe

  199. Yanhua Hou

  200. Yasin Alpay

  201. Marcus Lopes

  202. Vincent Mathis

  203. Cornelius Hendricks

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  219. Rakeshkumar K S

  220. Tim Haynes

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  230. Khalon Richard

  231. Robert Stamsnijder

  232. Thomas McDonald

  233. Mahesh Varavooru

  234. Anirudh Bizlawan

  235. Maurits van der Meer

  236. Felipe Antonio Llaugel

  237. Bruno Hamel

  238. Christian Ferrer Fas

  239. Vineet Sajwan

  240. Babatunde Adegoke

  241. Vadim Markovtsev

  242. Mario Encinar

  243. Ruth A Juárez

  244. Sergio Ravelo

  245. David H. Mason

  246. Saumav Kapoor

  247. Gerald Marshall

  248. Phil Perrin

  249. Matthew J Miller

  250. Brady Butterfield

  251. Nabil Beitinjaneh

  252. David Rymell

  253. Shiloh Tillemann-Dick

  254. Andrea Marchini

  255. Cristian Esteban Candia Vallejos

  256. Kevin Royster

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  258. David Norrie

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  260. Scott N Kurland

  261. Michael Black

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  271. Quandary Tech Solutions

  272. Suresh Vishwamitra

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  279. Anthony Gutierrez

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  281. Damian Mingle

  282. Gaurav Saxena

  283. Jenna Kertz

  284. Jasmine Dumas

  285. Denver Data Lab

  286. Shashank Bhushan

  287. Pieter Voloshyn

  288. Raghava Nellaturu

  289. Joy Alatta

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  300. rifkatu Yashim

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  304. Claudia McCalla

  305. Norma A.

  306. Igor Costa

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  308. Caroline Wilson

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  310. Jonathan Windham

  311. Cynthia Veronica Marcello

  312. Sean Ramsdale

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  315. Allan Walker

  316. Renato Dinhani Conceição

  317. Andreas Panagopoulos

  318. Neal Ormsbee

  319. Derek Ladd

  320. Lee Busino

  321. Stefanie Butland

  322. Dana Wassarman

  323. John Singleton

  324. Andrea Mendes

  325. Robert Pragai

  326. Katie Bauer

  327. Dr. Eric L. Eakin

  328. Jordan Klein

  329. Dr. Kathleen Wilburn

  330. Puneet Mathur

  331. Brian Biggs

  332. Donna Sorensen

  333. Stephen Condon

  334. Michael Cisneros

  335. Kashun Davis

  336. Kelly Garrett

  337. Jason M Hare

  338. Carlos Franco Hurtado

  339. Dorothy Carner

  340. James Ryan

  341. Denice Warren Ross

  342. Mehmed Kantardzic

  343. Christina Lewis

  344. Aaron Sime

  345. Derek Belyea

  346. Christopher Durrans

  347. Michael Smollar

  348. Malavika Kumaran

  349. Ciro Spataro

  350. Jason Allen Garrett

  351. Sam Gross

  352. Christopher Regan

  353. Grant Acosta

  354. Michael Schnuerle

  355. Anish Joni Jesudhas

  356. Gary Todd

  357. Khan Muhammad Saqiful Alam

  358. Rohit Nandwani

  359. Edwin Wargo

  360. Sandip Raha

  361. Ronald m. Paulsen

  362. Joyce Lee

  363. Jose Garcia

  364. Areghan Obawaeki

  365. Madhav Khosla

  366. Anna M Chaney

  367. Tobias Macey

  368. Matthew Bostwick

  369. Orlando Archibeque

  370. Albert Pritzkau

  371. Joseph Booth

  372. Vincent LePore

  373. Zander Fick

  374. Thomas Dolman

  375. Aimee Peterson

  376. Tamer Howeidy

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  379. Akin Isinkaye

  380. Joseph Frank

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  382. Raz Karmi

  383. Marck Vaisman

  384. Max Brito

  385. Jose Miguel Aliaga

  386. Irene Chen

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  388. Chingiz Kabytayev

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  390. Samuel Burns

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  392. Manav Dutta

  393. Igal Klebanov

  394. Ke Yan

  395. Roberto Williams Candelaria Bernardes Batista

  396. Adolfo Garza Salazar

  397. Balogun Kayode

  398. Ron Thigpen

  399. Emanuel Rocha Woiski

  400. Tyler McDonald

  401. Shreenarayanan

  402. Alex Z Li

  403. owen wilson-chavez

  404. D. Benjamin Start

  405. Aditya D Kulkarni

  406. William Plaud

  407. Francesco Piero Paolicelli

  408. Andrew Wong Lip Soon

  409. Kim Schmidt

  410. Satish Pradhan

  411. Basil Hashem

  412. Alice Corona

  413. bhargav kommineni

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  422. Bridget Shingleton Hutt

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  427. Caleb Kress

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  429. Thomas LEFORT

  430. Ray Hall

  431. Steven Dennett

  432. Diveek Gupta

  433. Tamer Montaser

  434. Gabrielle Schwartz

  435. Paul Coats

  436. Christopher Lundy

  437. Alaa Mostafa Abd El-Aal

  438. David Talby

  439. Dustin

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  441. Igor Nikolskiy

  442. Andrew K DeCotiis-Mauro

  443. Alessio Dragoni

  444. Aaron Blocker

  445. Alessio Dragoni

  446. Edouard Ngor SARR

  447. Joel Carron

  448. Diogo Henrique Silva Guilhen

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  456. Andrew Abeles

  457. Elena Pascal

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  459. Alejandro Mendoza

  460. Elias Carciente

  461. Brent Kupras

  462. Sunil Kumar R P

  463. Max Gorbatenko

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  465. Gene Rogers

  466. Ariel Gamiño

  467. Louise Hsieh

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  470. Thema Monroe-White

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  472. Raazesh Sainudiin

  473. Mario Robert D'Ambrosio

  474. Dustin Monroe

  475. Aquil H. Abdullah

  476. Waltter Valdez

  477. Richard de Graaf

  478. Caleb Reed

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  480. Satya Sree Kattinti

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  484. Greg Howard

  485. Ahmad Norouzi

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  487. Elizabeth VanDurme

  488. Sam Gledhill

  489. Natalie Foo

  490. Dheeraj Kumar (DK)

  491. Thomas Treml

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  503. Sirish Malisetty

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  506. Kevin Hon Yin Hau

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  508. Steven Kahn

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  511. David Abián

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  525. Stanley Runyon

  526. Jibak Sarkar

  527. Robert Gilbreath

  528. Blake Ellingham

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  530. John Cassil

  531. Doug Schepers

  532. Timothy H Keitt

  533. Link Digital

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  535. Matthew Schnars

  536. Ashok K. Singh

  537. TUAN LE MAU

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  539. anurag patil

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  541. James Pivik

  542. Jonathan Brier

  543. Ted Schill

  544. John Richardson

  545. Nidhi Stevens

  546. Martin Gleason

  547. Ni Ni Tint

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  550. Giacomo Mazzini

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  554. Peter Bates

  555. Oleksii Kyrylchuk

  556. Jim O'Flaherty Jr

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  558. Scott Sigman

  559. Joseph Denney

  560. David G. Smith

  561. Kabangu Jean Dominique

  562. Jen Stirrup

  563. Francis F.B. Mulbah

  564. Markus Beamer

  565. Muhammad Ali Usman

  566. Imanol Valiente Martín

  567. Jas Sohi

  568. Fernando Manuel Ribeiro Pereira

  569. Anthony Bonifonte

  570. André Sá de Mello

  571. Savitha Namuduri

  572. Michael E. Legatt

  573. Sergey Poulikov

  574. Adam Helsinger

  575. Heather McKelvey

  576. Mark Newcomer

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  579. Alfred L. Allotey

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  581. Murad Bagirzadeh

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  604. Yunna Wei

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  609. Dr. Kyle P. May

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  685. Varshni Mohanavaradhan

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  711. Alexander Hong

  712. Amitav Mohanty

  713. Fathurrahman M

  714. Leanne Tan

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  716. Arjun Majumdar

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  719. K.M.Ram

  720. Kshitiz Gupta

  721. Abhishake Lahiri

  722. Sai Kiran

  723. Satya Patel

  724. Irtiza Kaleem

  725. Avinash Reddy T

  726. Daniel Popescu

  727. Shahid Karim

  728. Taban Alex Peter

  729. S Daniel Zafar

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  731. Andrii Tugai

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  733. Bal Ram Bhattarai

  734. Ilsa Khan Baqai

  735. Meenakshi Ramesh Patel

  736. Jordi Vilaplana

  737. Randy Shively

  738. Marco Montanari

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  740. Geoffrey Rollins

  741. Ajay Chavda

  742. Kanishka Chandra

  743. Harshit Gupta

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  745. Norbert Spiteri

  746. Alexander Fred-Ojala

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  748. Alessandro Galli

  749. Karin Wolok

  750. Roberto Ledda

  751. Shyam Sunder N

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  753. Jason Motylinski

  754. Vivek

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  758. Miodrag Petkovic

  759. Mario De Felipe

  760. P Veltsos

  761. Lluis Farras

  762. Ranjith J

  763. Fotis E. Psomopoulos

  764. Massimiliano Figini

  765. Zehra Korkusuz

  766. mohammadshbu

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  768. Kholoud Saleh

  769. Minh-Phuong Hoang

  770. Ytzen Terpstra

  771. Lluis Gasso

  772. Umar Hassan

  773. Arnaud Périgord

  774. Natasha.J

  775. Javier Ortega Cirugeda

  776. Jenny Crowhurst

  777. Patrizio Bellan

  778. Danilo Maurizio

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  780. Jan Skorupiński

  781. Mattias Fahlin

  782. Thomas Kvist

  783. Michael Hockenhull

  784. Lizaveta Astrouskaya

  785. Łukasz Chłystowski

  786. Michael Ivanov

  787. Mehmet Ali Abbasoglu

  788. Zaara Barhoumi

  789. Vaibhav Agrawal

  790. Nick Zervoudis

  791. Max Frolov

  792. S S T Sai Bharadwaj

  793. Nabarun Biswas

  794. Rachit Kinger

  795. Mirela Reljan-Delaney

  796. Saroj Kumar Mahapatra

  797. Stephan Okhuijsen

  798. Conor McGrath

  799. Andrea Borruso

  800. Leila Weitzel

  801. Vijay Raajaa

  802. mounisha

  803. Davi Nascimento de Paula

  804. Subir Mansukhani

  805. Henri Egle Sorotos

  806. Nick Creagh

  807. Sahra Bashir-Mohamed

  808. Nicolas Rosenfeld

  809. Okba Bekhelifi

  810. Shane C

  811. Blaise Abojh

  812. Arun Karunagaran

  813. Nick Latocha

  814. Janek Bogucki

  815. Gabriel Santiago Macedo

  816. Shoumik Goswami

  817. Darrell Prather

  818. Thiago Bruno

  819. Gregory S Winn

  820. Tulio Casagrande Alberto

  821. Hui Xiang Chua

  822. Curtis Neiderer

  823. Rowen Remis R. Iral

  824. Manish Roy

  825. Eddy Herrera Daza

  826. Manuel Jose Alvarez

  827. Gabriel Fritz Sluzala

  828. Tom Motzel

  829. Amey Joshi

  830. Anna Kiggins

  831. Eron Lloyd

  832. Viswajit ""Vish"" Iyer

  833. Dominic Liang

  834. JJ Hepp

  835. Gavin Rulon

  836. Trevor Lee

  837. Bill Glennon

  838. Michael F Cuddy

  839. James Pratt

  840. Tristan Handy

  841. Tara Wilson

  842. Ray Robinson

  843. keval bhatt

  844. Gregory Breidenbach

  845. David Eckhardt

  846. Pranjal Dubey

  847. Jason Patrick Casey

  848. Tanner Jessel

  849. Liz Gagne

  850. Daniel Korpon

  851. Erin Yener

  852. Nathan Rutenbeck

  853. Shazal Gomes

  854. Eric Miller

  855. Sandie Roth

  856. Mona Baishya

  857. Johnie Harward

  858. Clement Ngombo

  859. Carlos Lara

  860. V MURALI KRISHNA

  861. Avijit Mallick

  862. Dave Griffith

  863. Sean Kickham

  864. Mary Helen Kraus

  865. Hugo Honda

  866. Larry Stout

  867. Tony Drummond

  868. Jorge Aznar

  869. Jason Staffod

  870. Christopher Boomhower

  871. Willem Glasbergen

  872. Poorab

  873. Leslie Heyer

  874. Ramesh Danala

  875. Javier Cantón

  876. Basem Dabbour

  877. Brent Evans

  878. Lucas H. S. Moraes

  879. Mladen Jovanovic

  880. Eric Colson

  881. Sr.Elaiza CHF

  882. Jamarcus T Womack

  883. Brandon Peacock

  884. Kenneth Curtis

  885. Dennis J Cagan

  886. Vanessa Jacob

  887. Darrion ansel burgess

  888. Yembondame Dahmtare Lare

  889. Matthew Miller

  890. Marco Brandizi

  891. Tanner James Briggs

  892. John Wachter

  893. Brian Eakin

  894. vineed

  895. John O'Callaghan

  896. Amira Shaher

  897. Carlos Enrique Ortiz

  898. Kye Hittle

  899. Osama Kayali

  900. Andrea Flamini

  901. Levi M Joseph

  902. Michael Herradora

  903. Michael Burkhardt

  904. SitaRam Chaitanya Kanakamedala

  905. Anant S Sathe

  906. Shweta Dalal

  907. Sergio Daniel Roldán Bernhard

  908. Rajesh Rajan

  909. Marco Antonio Reyes Gachuz

  910. Michael E. Brunjes

  911. Josh Campbell

  912. Luis Felipe Luna-Reyes

  913. Brock Lanoza

  914. Jessie Barry Dees II

  915. David Perez

  916. Tejas Bala

  917. Kesavan Kushalnagar

  918. Andy Miller

  919. Kishan Shri

  920. Winston Churchill-Joell

  921. Nosherwan Yasin

  922. Rick Gaston

  923. Christopher L. Wood

  924. Felipe A. Dzul Manzanilla

  925. Stella

  926. Austin Schwinn

  927. Nolan Nichols

  928. Joshua Dean Smith

  929. Dave Goodsmith

  930. Ubeimar Martínez Fuentes

  931. Chris Garcia

  932. Amine Bendahmane

  933. JiaJun Liu

  934. Philippe Massicotte

  935. Slavik Glazyrin

  936. Raheel Rana

  937. Gunnlaugur Briem

  938. Rody Zakovich

  939. Spectrum

  940. Gretchen Riggs

  941. Karthick kumar

  942. Evangelos Kapros

  943. Sara Ivey

  944. Jongheon Yim

  945. John Reineck

  946. Richard G Gillin

  947. Jenny Ryan

  948. Albert arul Prakash Rajendran

  949. Cinderella M. Alvarez

  950. Jalen McClain

  951. Shubha Nerur

  952. Tunga Bhasker

  953. Inga Silkworth

  954. Jesse Yang

  955. Andrew A Minard

  956. Anam Farid

  957. karan chanana

  958. Anam Farid

  959. Nicole Bechard

  960. Nicholaus Halecky

  961. Scott Came

  962. Shah Imran Alam

  963. Chun-Yu Chen

  964. Andrew Levenson

  965. Nandish Manangi

  966. Mark Kaufmann

  967. Wilson Nascimento de Freitas

  968. Andrew Joyner

  969. A Zolnai

  970. Ludovic Tavernier

  971. Giannis Tsiagkas

  972. Abhinav Kimothi

  973. Bärbel Fotteler

  974. Jaume Pérez

  975. Nicki Wassmann Brøchner

  976. Rob Harrand

  977. Catelyn Neal

  978. Caleb Kaufman

  979. Tinman Kinetics

  980. Bob Shaffer

  981. Jose De Souza

  982. Sreya Ghosh

  983. Michael Bader

  984. Malika Orazbekova

  985. Paul Smith

  986. Bablu Bhandary

  987. ali mardani

  988. Xinye Li

  989. Jianjun Wang

  990. Sean Spencer

  991. Bradly Alicea

  992. Casey Carey

  993. Ethan Aleman-Meza

  994. Murugan

  995. Ryan Bailey

  996. Joeny Bui

  997. Chris Dabel

  998. Daniel D. Gutierrez

  999. Victor Palma

  1000. Christian Pardave

  1001. Alexander Smith

  1002. Jonathan Sotsky

  1003. Victor Gill

  1004. Jeff Boehm

  1005. Yassin mohamed ibrahim

  1006. David Raymond

  1007. Marcelo Novaes de Oliveira

  1008. Kent Mok

  1009. Dror Guldin

  1010. Erin Stein

  1011. Igor Svrček

  1012. Annamarie Foard

  1013. Albert Ong

  1014. Tony J. Hu

  1015. Gilberto Leon

  1016. Kamya Eria

  1017. Biniam Abebe

  1018. Barbara Maseda

  1019. Nikhil Joshi

  1020. Brandy M. Hicks

  1021. Nilesh Kumar Rawal

  1022. Lin Sh Liang

  1023. Guido Janssen

  1024. Mijbel Alqattan

  1025. Amy Guy

  1026. Andy Kriebel

  1027. Nicholas Hara

  1028. Petr Bouchal

  1029. Nahimah Ajikanle-Nurudeen

  1030. Mark Beveridge

  1031. Talia Barber

  1032. Rudy Ferrara

  1033. Chris Gerrard

  1034. Mitchell Murphy

  1035. Daniel Gomes Ferrari

  1036. Janis Corona

  1037. David Napoli

  1038. Bjorn Jonsson

  1039. Henry Ortiz

  1040. Enrique Garcia

  1041. Radovan Kavicky

  1042. Barkha Thakur

  1043. Christopher McPherson

  1044. Ken Flerlage

  1045. Jack Humphrey

  1046. Sami Saad Elkurdy

  1047. rajeev ranjan

  1048. Mark Kernke

  1049. Chad Jason Baer

  1050. Barrett Smith

  1051. Tim Knight

  1052. Antonio Mancini

  1053. manuel.garrido.pena

  1054. Eric Hills

  1055. Julian Ganguli

  1056. darik russell

  1057. Dave Sienknecht

  1058. Gias U Ahammed

  1059. Subranjit sahoo

  1060. Allan Sene Oliveira

  1061. José Rafael Escalante

  1062. Carlos Barragan

  1063. Haythem Belmabrouk

  1064. Julio Martinez

  1065. Taitan Nguyen

  1066. Nahrin Oda

  1067. Manoj Dobbali

  1068. Nick Ducoff

  1069. Ítalo Gomes Gonçalves

  1070. Pouya Yousefi

  1071. Nandini Silveira

  1072. Mario Nadon

  1073. Mahsa Kiani

  1074. Dan Maillet

  1075. Richard Wanjohi

  1076. Carlos Bonilla

  1077. Chris Erdmann

  1078. Shreyas Ragavan

  1079. Marco Almada

  1080. Dev Nambi

  1081. Russell Scott Anderwald

  1082. Mikaila Mariel Lemonik Arthur

  1083. Susan Quinn

  1084. Melvin Dunn

  1085. Rajesh Kumar Gupta

  1086. Bram van Es

  1087. David Opoku

  1088. Eulalia Claros

  1089. Youqin Wang

  1090. Chris Shaw

  1091. Tilahun Asmare

  1092. David Gasquez

  1093. Andrii Gnap

  1094. Stephanie Vabre

  1095. Herman Weintraub

  1096. Alan Burstein

  1097. Josh Harris

  1098. Raj Singh

  1099. Anna Kisting

  1100. Sheng Xiang

  1101. Antonio Cuitláhuac Hernandez Carrillo

  1102. Daniel Silvestre

  1103. Sabina Onyinye Nduaguba

  1104. Jose Ignacio Dominguez

  1105. Brian Greene

  1106. Guilherme Batista Ferreira

  1107. Marissa Saunders

  1108. Timothy Greulich

  1109. Michael Pazienza

  1110. Soubhik Barari

  1111. Carlos Siqueira

  1112. Alyssa Baker

  1113. Nicole Bueno

  1114. David N. Conover

  1115. Adrian Mateo Maceiras

  1116. Christian Bracher

  1117. Fabio Ismerim

  1118. Georgios Sotos

  1119. Kevin Smith

  1120. Kevin Moran

  1121. Bruno Neves

  1122. Mridul Tiwari

  1123. Darci Pinno Junior

  1124. Sharal Stanley

  1125. Bernard Nsabimana

  1126. Pablo Brenner

  1127. Joe Blankenship

  1128. Rahul Dogra

  1129. Matthew Fox

  1130. Honza Mayer

  1131. Christian Frey

  1132. Jed Baxter

  1133. Sabrina Soares Simon

  1134. Pollyanna Gonçalves

  1135. Rich Leung

  1136. Vinicius Francisco de Paula

  1137. Luís Antônio Martins dos Reis

  1138. Jeroen Schmidt

  1139. n s

  1140. Francois Aubert

  1141. Luna May Shirley

  1142. Mehmet Hoops

  1143. Madina S

  1144. Dan Frankowski

  1145. Halley Martin

  1146. Nicholas Viau

  1147. Jonathan Woodard

  1148. Michael Martin

  1149. Noelia Gonzalez

  1150. Hunor Ferencz

  1151. Therese Thissen

  1152. Mario Salano

  1153. Verónica Hernández Sánchez

  1154. Marianne Corvellec

  1155. DJ Patil

  1156. Sami Wannell

  1157. Paulo Henrique Santos Vasconcellos

  1158. Shanna R Sprinkle

  1159. Myat Mon

  1160. Don Hamerly

  1161. Sach Sokol

  1162. Patrick Audley

  1163. Aman Yusuf

  1164. Minh Tran

  1165. Giuseppe Ragusa

  1166. Claudio Victer

  1167. Vinicius Coimbra Teixeira Macedo

  1168. Brian V. Riley

  1169. Heather Prabish

  1170. Maria Teresa Celestino Buentello

  1171. Geovani Ferreira

  1172. David Parshan

  1173. Gaspar Torriero

  1174. Deborah Barillas

  1175. Umar Faruk Yunus

  1176. Bill French

  1177. Alexander Liveriero Lavelli

  1178. Brady Astron Atoms

  1179. Snehith Allamraju

  1180. Ari M. Weinstein

  1181. Pablo Saenz de Tejada

  1182. Rachel Stone

  1183. Alejandro Martinez Vargas

  1184. Harvey Summers

  1185. Penola Edwards

  1186. Sunao Leonardo Koga

  1187. Thejesh Kumar MD

  1188. Simón Hanukai

  1189. Guy Beaumont

  1190. Roger Pineda Zuniga

  1191. Michael Koza

  1192. Elias de Oliveira

  1193. Tom Dejonghe

  1194. Margaret Leppert

  1195. John Gunawan

  1196. Jurre Machielsen

  1197. Jason Price

  1198. Lewis Earl MacCarter

  1199. Patty Alice Jiang

  1200. Akshay Kadechkar

  1201. Gregory Rodgers Powers

  1202. Elise Hockey

  1203. Philip Ventiroso

  1204. Melania Perez Iglesias

  1205. Sumit Dargan

  1206. Fabien Richard

  1207. Heidi Lindsey

  1208. Richard Last

  1209. Carlos Peinado

  1210. Dennis Ranalli

  1211. adam chmielewski

  1212. Joel Pepin

  1213. Justin Bottum

  1214. Anita Schmid

  1215. Gabriel Amazonas Mesquita

  1216. Balsher Singh

  1217. Eric Bickel

  1218. William Koehrsen

  1219. Karol Marusza

  1220. Buchi Akpeh

  1221. Richard Speigal

  1222. Mark A. McKenney

  1223. Vignesh Raja

  1224. Thang Chung

  1225. Michael Bewley

  1226. Paul Miller

  1227. Todd D. Epp

  1228. Faraaz Ismail

  1229. Jon Quigley

  1230. Samba Diallo

  1231. Tõnis Argus

  1232. Eric Schiller

  1233. Alberto San José

  1234. Scott Pate

  1235. Kevin Willer

  1236. Marcelo Mchado Pereira

  1237. Zoltan Biczo

  1238. Joseph Rettenmyer

  1239. Emily Kathryn Grimes

  1240. Geoffroy Noel

  1241. Jones Madruga

  1242. Ryan M Swanstrom

  1243. "Rachel Andrea Armont

  1244. Brian Glover

  1245. Gabriel Benatti Alvim

  1246. Amber Willett

  1247. Leonard Ngwa

  1248. Keith McCloskey

  1249. Brandon Karrane Segal

  1250. Felix Del Rosario

  1251. Philani

  1252. Bartosz Wichowski

  1253. Ghulam Mahdi

  1254. Seraphim Alvanides

  1255. Rika Nakahara

  1256. Heather Narasimhan Lawson

  1257. Ioannis Kalfas

  1258. Robert Matos

  1259. Michael Kingsley

  1260. Nick Firoozye

  1261. Sharang Kulkarni

  1262. Daniel de Wet

  1263. Cristiano Santos de Oliveira

  1264. Elizabeth Lopreato

  1265. kartik khanna

  1266. Felipe Barbalho Costa

  1267. Eric Byrd

  1268. André Gomes Dos Santos

  1269. Boris DIMOV

  1270. Mimee Xu

  1271. Lucas Rezende

  1272. Vanja Tesin

  1273. Ashley Farley

  1274. Spencer Haley

  1275. Elizabeth Eckels

  1276. Marcus Oliveira

  1277. Christopher Ehrhardt

  1278. Hussain Mehmood

  1279. Mursil Makhani

  1280. Joseph Hobbs

  1281. Tom Donovan

  1282. Pablos Holman

  1283. Raphael Franco

  1284. Francesco Borgosano

  1285. Leonardo Rodrigues Lima de Souza Pinto

  1286. Jacopo Astolfi

  1287. Ram Marthi

  1288. Nicholas Horton

  1289. Yap Shiao Shyan

  1290. Jeffrey Stewart

  1291. Joaquim Ferreira Palmeira da Silva

  1292. Volkan Ger

  1293. Jake Kaupp

  1294. Hugo Bowne-Anderson

  1295. Harkanwal Singh

  1296. Bo Schwartz Madsen

  1297. Christian Ettenauer

  1298. Ahmadou Dicko

  1299. Terri Hall

  1300. Maria Knorps

  1301. Dave McComb

  1302. Justin Lynn Reid

  1303. Mary van Valkenburg

  1304. Mark Valdez

  1305. Peter Goldey

  1306. Nick Hamlin

  1307. Natalie Jorion

  1308. Brian McMahan

  1309. Oluwasegun Adelowo

  1310. Kim Alderman

  1311. Mahir Yavuz

  1312. Marcus P. Zillman

  1313. Larry Zhou

  1314. Simon Hawe

  1315. Ana Rosa Castillo Gonzalez

  1316. Stephen Coyne

  1317. Matthew Alhonte

  1318. Stephen Lane

  1319. William Modica

  1320. John Ormerod

  1321. Prasanna Bgogale

  1322. Maisie Mahoney

  1323. Charles Gray

  1324. Adam Gruer

  1325. Kan Ouivirach

  1326. Cecilia Soria

  1327. Vasanth Nair

  1328. Yuriy Kaminskyi

  1329. Ian Neuburger

  1330. Sara Gaspar

  1331. Nikita Lukianets

  1332. Tsimafei Padvitski

  1333. Sergio Mattei

  1334. Octavio Razafindramanana

  1335. Jesus Martinez-Blanco

  1336. Chema Pérez

  1337. Gabriel Teku

  1338. Andrew Walker

  1339. Jonathan Sidhu

  1340. Spencer Allee

  1341. Judith Redi

  1342. Dan Becker

  1343. Aaron Polhamus

  1344. Mariofanna Milanova

  1345. Joshua Girard

  1346. Erin LeDell

  1347. Lea Royale Kabanlit

  1348. Bert Balonzo

  1349. Laarni Gutierrez

  1350. Patricia Madison J. Mendoza

  1351. Frances Claire San Juan

  1352. Alec Schraegle

  1353. Nathan Cheever

  1354. Marvin Mananghaya

  1355. Joy Basford

  1356. Emilia Gibellini

  1357. Boyan Angelov

  1358. Michael Sandberg

  1359. Alexandre Furtado de Magalhães Gomes

  1360. Bernease Herman

  1361. Graham Wheeler

  1362. Kim Coupounas

  1363. Carlos Gomez Cainzos

  1364. Gelavizh Ahmadi

  1365. John W Peterson

  1366. Emily Donahue

  1367. Julia Meo

  1368. Daniel Mintz

  1369. Karen Hahn

  1370. Jan Hinsch

  1371. James Gray

  1372. Urvi Yi

  1373. Dadi Charles

  1374. Andrew W. Zirm

  1375. Mark Ainsworth

  1376. Vicente Masip Moret

  1377. Glauco Martins

  1378. Diego Marfetán Molina

  1379. Narendra Nag

  1380. Jeff Hamilton

  1381. Jared Mamrot

  1382. Taiwo Afolayan

  1383. Matthew Manning

  1384. JR Chen

  1385. Sarah Eltinge

  1386. Martyna Urbanek-Trzeciak

  1387. Michael Deutsch

  1388. Ilse Ackerman

  1389. Leke Gloria oluwafunmike

  1390. Daniel Cañueto

  1391. Emily Straubel

  1392. Michael Svatek

  1393. Numa Dhamani

  1394. Jelena Stojšin

  1395. Yitzhak Andrade

  1396. Tim Hayden

  1397. Armen Savadians

  1398. Rebecca Clay

  1399. Isaiah Nyabuto

  1400. Shubham Gandhi

  1401. Ankit Rai

  1402. Jeff Parks

  1403. Hui Zheng

  1404. Nisrein Sada

  1405. Hector Cols

  1406. Albin Bajramovic

  1407. David Lawson

  1408. Lori Hood Lawson

  1409. Peter Tomany

  1410. Joseph Coelho

  1411. Frederico Pranto

  1412. Kaushik Reddy

  1413. Carl Larson

  1414. Ming Tang

  1415. Pathikrit Bhowmick

  1416. Lewis Zhang

  1417. Karen Ng

  1418. Candice Bullmore

  1419. Babatunde Ishola

  1420. Zoe Borovsky

  1421. Benjamin Baumer

  1422. Omar Imam

  1423. Matthew Richey

  1424. Steve Spiker

  1425. Atsushi Kamide

  1426. Jay-Ho Chung

  1427. Noah Brod

  1428. Michele Stecca

  1429. Sami Moustachir

  1430. Srivatsan

  1431. Daniel Nicely

  1432. Leanne Fitzpatrick

  1433. Eleni Nistikaki

  1434. Tania Allard

  1435. Mario Gómez Martínez

  1436. Franziska Gonder

  1437. Joanna

  1438. Adriano Bortoloto

  1439. Steven J Liszewski

  1440. Katherine Chang

  1441. Guilherme Machado

  1442. Ian Flores

  1443. shivaprasad

  1444. Reem Bin Hezam

  1445. Kehinde Adetowoju

  1446. Swati Dhavala

  1447. Christine Chung

  1448. "Allen J Fuller

  1449. Maarten Lucas Snoeken

  1450. Akshat shreemali

  1451. regitapermata

  1452. terrance seto

  1453. Oana Ciobanu

  1454. Jerry Chaves

  1455. Anup Srikumar

  1456. Jason Geise

  1457. Yaw Antwi-Adjei

  1458. Philip Cookson

  1459. sainyam kapoor

  1460. Jagadeep

  1461. Mike Moran

  1462. Paul Daniel O'Mara

  1463. David Guardia

  1464. Jose Sepulveda

  1465. Jennifer Bonhomme

  1466. Nevila Mehmetaj

  1467. Saroj Bhattarai

  1468. Dinesh Sundar

  1469. Eric Yang

  1470. Jason Cox

  1471. richard tusabe

  1472. Prof. Deepti Mehrotra

  1473. Anton Gref

  1474. Michelle L Rangel

  1475. Esty Segal

  1476. Hamza BEN AMARA

  1477. Maddulety Swamy Yettikadi

  1478. José Augusto Barros de Oliveira

  1479. DARWIN BASAS

  1480. Mike Behar

  1481. burnayj

  1482. Maarten Masschelein

  1483. Steven Kong

  1484. Prabhjot Juneja

  1485. Elsa Luu

  1486. Etienne Bayard

  1487. Michael Rosenholtz

  1488. Evan McLain

  1489. James Baker

  1490. Jason Barile

  1491. Amr Salah

  1492. Christopher McLaren

  1493. Nitin Pahwa

  1494. Namratesh

  1495. Andres Velasquez Martinez

  1496. KIPKORIR ARIF

  1497. David Smith

  1498. Igor Mateus Omote

  1499. Tuga Ahmed

  1500. Kristian Higgins

  1501. Valeria Parisi

  1502. Wilmer Andrés Vanegas Cangrejo

  1503. Petra Clementson

  1504. Dhruba Jyoti Ghosh

  1505. Mike Thacker

  1506. SHAHID HUSSAIN

  1507. Clare Bates Congdon

  1508. Dani Hennings

  1509. Daniel Toczala

  1510. Roland van Leeuwen

  1511. Makesh

  1512. Rodolfo Parra

  1513. Etgar Shpivak

  1514. Bronwen Gien

  1515. Amenze Okpah

  1516. Kyle Brown

  1517. Austin Craver

  1518. Silvia Onyekachi

  1519. John Morkes

  1520. Vishal Puri

  1521. Painthamil

  1522. Jochen Zeil

  1523. chithik

  1524. Carmelo Iaria

  1525. Gregor Thomas

  1526. Elena Petrova

  1527. Ellie King

  1528. Chris Zielinski

  1529. Robert Janezic

  1530. Alina Tsikhanava

  1531. rohit mathur

  1532. Kacio Oliveira

  1533. Jay Wang

  1534. Abhiragh

  1535. Dave Clarke

  1536. Jong de Castro

  1537. Eileen Fernandez-Parker

  1538. Shashi Gharti

  1539. Indranil bhattacharya

  1540. Paul Fervoy

  1541. Declan Moss

  1542. Srujan Darsi

  1543. Alexandre Almeida

  1544. Milen Mihov

  1545. Ryan Parag

  1546. Alex Skarulis

  1547. Jennifer Stoneking

  1548. Ryan Cush

  1549. JESSIE RIVAS-CHAPARRO

  1550. Catalina Perez

  1551. Meagan Johnson

  1552. Tim Ryan

  1553. salim mohamed ahmed sayede

  1554. Ilya Gerasimov

  1555. Adeniyi Abidemi Emmanuel

  1556. Jason Kwok

  1557. Yanick Presseault

  1558. Alyssa Jade Baldridge

  1559. manindar kumar

  1560. Julia Qiwen Zhu

  1561. Thomas Portolano

  1562. Monte-Angel Richardson

  1563. Clare Bacchus

  1564. Ranjith kumar

  1565. Jingwen Cao

  1566. Scott Goley

  1567. Dan Ryan

  1568. David Pollack

  1569. Darrel Eugene Dent

  1570. Sean O'Hagan

  1571. Nicky Bhardwaj

  1572. Hayden MacDonald

  1573. Lisa Vo

  1574. Pierre Métras

  1575. Arun Kr. Khattri

  1576. Anand Thaker

  1577. Thomas Markoski

  1578. Jeff Jenkins

  1579. William Mclellan

  1580. Jesus Cruz Orendain

  1581. Brian S Cluster

  1582. TVS Harish Naidu

  1583. Siva Karthikeyan

  1584. TAWSEEF AHMAD

  1585. Amanda Whitmire

  1586. Abdulkareem Alhassa

  1587. Vijay Srinivas Vittalam

  1588. Jorge Macho

  1589. Anthony Macko

  1590. Catherine Laguna

  1591. Flavio Oliveira

  1592. Mary Taylor

  1593. Madina Baimukhanova

  1594. Shreyansh Sinha

  1595. Mary Stovall

  1596. Suprabhat Das

  1597. Kirsten Rewey

  1598. WAYNE R DAVIES

  1599. MOHAMMAD REZA MORADI

  1600. [email protected]

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  1604. Alijon Alimukhamedov

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  1609. Balaji Madgulwar

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  1615. Szilvia Jakab

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  1620. Bernard N Nsabimana

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  1634. Muhammad Mushtaq

  1635. Eric Fader

  1636. Abhijit Singh

  1637. Lonnie Allan Crozier

  1638. Antoni Abella Vendrell

  1639. Kenneth Daily

  1640. Natalie Novick

  1641. Winston Springer

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  1645. mlombo stephen

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  1649. Supriyo Chatterjee

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  1670. Valentin Defour

  1671. Sayeemin Rahman

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  1675. Kunal Basak

  1676. Albert Franzi

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  1705. Jeff Curie

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  1707. Kirill Denisenko

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  1720. md mosiqure rahman bitu

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  1726. N S L KUMAR KURUMETI

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  1744. Subash DSouza

  1745. Dr Siddhartha Ghosh

  1746. Abraham Elmahrek

  1747. Jeffrey M Rosenberg

  1748. Thiago Borges

  1749. A. William Kleinebecker

  1750. Gunia John

  1751. Mitch D

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  1753. Kevin Dewayne dennis krabbe

  1754. Richard Simoes

  1755. Almudena Bonaplata

  1756. Gzim Ramizi

  1757. Luis Romero

  1758. Kate Downing

  1759. John McNutt

  1760. Simon Davis

  1761. Tim M. Schendzielorz

  1762. Zi Zhou

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  1766. Armando Rodriguez

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  1777. Sebastian Kollmann

  1778. Jeni Putalavage-Ross

  1779. Eleni Santorinaiou

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  1784. Nirav Merchant

  1785. Marijane White

  1786. Gladiomar Hernandez S

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  1801. Yung-Hsiang Lu

  1802. Alex

  1803. Abraham Eyman Casey

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  1830. Viet Nguyen

  1831. Rafael S. Fonseca

  1832. Yee Sern Tan

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  1834. Josh Javier

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  1850. Teshome M Balkew

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  1853. Jorge G. Romaris

  1854. D Doan

  1855. Susan A. Nolan

  1856. Jay Atwood

  1857. Alexander Romanchuk

  1858. Fabio Campanini

  1859. Manikanth Reddy