Sering disebut web data extraction atau web harvesting, digunakan , untuk mengambil data-data dari website. Web Scraping software mampu mengakses World Wide Web secara langsung menggunakan Hypertext Transfer Protocol atau bisa juga melalui Web browser
Web scraping bisa dilakukan secara manual dengan software tertentu melalui proses yang otomatis, sering disebut web crawler. Cara kerjanya adalah menyalin (copy) tabel yang diinginkan dari website, lalu menarik tabel tersebut kemudian menyimpannya dalam database lokal atau spreadsheet yang ada pada komputer kita, untuk analisa selanjutnya.
Saya mendapatkan cara yang mudah untuk mengambil tabel pada website yang dinginkan,
sumbernya dari sini: https://blog.revolutionanalytics.com/2018/01/scraping-with-5-lines-r.ht
Gunakan library rvest dan tidyverse
library(rvest)## Loading required package: xml2library(tidyverse)## -- Attaching packages --------------------------- tidyverse 1.3.0 --## v ggplot2 3.3.0 v purrr 0.3.3
## v tibble 2.1.3 v dplyr 0.8.5
## v tidyr 1.0.2 v stringr 1.4.0
## v readr 1.3.1 v forcats 0.5.0## -- Conflicts ------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x readr::guess_encoding() masks rvest::guess_encoding()
## x dplyr::lag() masks stats::lag()
## x purrr::pluck() masks rvest::pluck()h <- read_html("https://en.wikipedia.org/wiki/Current_members_of_the_United_States_House_of_Representatives")reps <- h %>%
html_node("#mw-content-text > div > table:nth-child(18)") %>%
html_table()reps <- reps[,c(1:2,4:9)] %>% as_tibble()a<-as.data.frame(reps)
a## District Member Party
## 1 Alabama 1 Bradley Byrne Republican
## 2 Alabama 2 Martha Roby Republican
## 3 Alabama 3 Mike Rogers Republican
## 4 Alabama 4 Robert Aderholt Republican
## 5 Alabama 5 Mo Brooks Republican
## 6 Alabama 6 Gary Palmer Republican
## 7 Alabama 7 Terri Sewell Democratic
## 8 Alaska at-large Don Young Republican
## 9 Arizona 1 Tom O'Halleran Democratic
## 10 Arizona 2 Ann Kirkpatrick Democratic
## 11 Arizona 3 Raúl Grijalva Democratic
## 12 Arizona 4 Paul Gosar Republican
## 13 Arizona 5 Andy Biggs Republican
## 14 Arizona 6 David Schweikert Republican
## 15 Arizona 7 Ruben Gallego Democratic
## 16 Arizona 8 Debbie Lesko Republican
## 17 Arizona 9 Greg Stanton Democratic
## 18 Arkansas 1 Rick Crawford Republican
## 19 Arkansas 2 French Hill Republican
## 20 Arkansas 3 Steve Womack Republican
## 21 Arkansas 4 Bruce Westerman Republican
## 22 California 1 Doug LaMalfa Republican
## 23 California 2 Jared Huffman Democratic
## 24 California 3 John Garamendi Democratic
## 25 California 4 Tom McClintock Republican
## 26 California 5 Mike Thompson Democratic
## 27 California 6 Doris Matsui Democratic
## 28 California 7 Ami Bera Democratic
## 29 California 8 Paul Cook Republican
## 30 California 9 Jerry McNerney Democratic
## 31 California 10 Josh Harder Democratic
## 32 California 11 Mark DeSaulnier Democratic
## 33 California 12 Nancy Pelosi Democratic
## 34 California 13 Barbara Lee Democratic
## 35 California 14 Jackie Speier Democratic
## 36 California 15 Eric Swalwell Democratic
## 37 California 16 Jim Costa Democratic
## 38 California 17 Ro Khanna Democratic
## 39 California 18 Anna Eshoo Democratic
## 40 California 19 Zoe Lofgren Democratic
## 41 California 20 Jimmy Panetta Democratic
## 42 California 21 TJ Cox Democratic
## 43 California 22 Devin Nunes Republican
## 44 California 23 Kevin McCarthy Republican
## 45 California 24 Salud Carbajal Democratic
## 46 California 25 Vacant
## 47 California 26 Julia Brownley Democratic
## 48 California 27 Judy Chu Democratic
## 49 California 28 Adam Schiff Democratic
## 50 California 29 Tony Cárdenas Democratic
## 51 California 30 Brad Sherman Democratic
## 52 California 31 Pete Aguilar Democratic
## 53 California 32 Grace Napolitano Democratic
## 54 California 33 Ted Lieu Democratic
## 55 California 34 Jimmy Gomez Democratic
## 56 California 35 Norma Torres Democratic
## 57 California 36 Raul Ruiz Democratic
## 58 California 37 Karen Bass Democratic
## 59 California 38 Linda Sánchez Democratic
## 60 California 39 Gil Cisneros Democratic
## 61 California 40 Lucille Roybal-Allard Democratic
## 62 California 41 Mark Takano Democratic
## 63 California 42 Ken Calvert Republican
## 64 California 43 Maxine Waters Democratic
## 65 California 44 Nanette Barragán Democratic
## 66 California 45 Katie Porter Democratic
## 67 California 46 Lou Correa Democratic
## 68 California 47 Alan Lowenthal Democratic
## 69 California 48 Harley Rouda Democratic
## 70 California 49 Mike Levin Democratic
## 71 California 50 Vacant
## 72 California 51 Juan Vargas Democratic
## 73 California 52 Scott Peters Democratic
## 74 California 53 Susan Davis Democratic
## 75 Colorado 1 Diana DeGette Democratic
## 76 Colorado 2 Joe Neguse Democratic
## 77 Colorado 3 Scott Tipton Republican
## 78 Colorado 4 Ken Buck Republican
## 79 Colorado 5 Doug Lamborn Republican
## 80 Colorado 6 Jason Crow Democratic
## 81 Colorado 7 Ed Perlmutter Democratic
## 82 Connecticut 1 John B. Larson Democratic
## 83 Connecticut 2 Joe Courtney Democratic
## 84 Connecticut 3 Rosa DeLauro Democratic
## 85 Connecticut 4 Jim Himes Democratic
## 86 Connecticut 5 Jahana Hayes Democratic
## 87 Delaware at-large Lisa Blunt Rochester Democratic
## 88 Florida 1 Matt Gaetz Republican
## 89 Florida 2 Neal Dunn Republican
## 90 Florida 3 Ted Yoho Republican
## 91 Florida 4 John Rutherford Republican
## 92 Florida 5 Al Lawson Democratic
## 93 Florida 6 Michael Waltz Republican
## 94 Florida 7 Stephanie Murphy Democratic
## 95 Florida 8 Bill Posey Republican
## 96 Florida 9 Darren Soto Democratic
## 97 Florida 10 Val Demings Democratic
## 98 Florida 11 Daniel Webster Republican
## 99 Florida 12 Gus Bilirakis Republican
## 100 Florida 13 Charlie Crist Democratic
## 101 Florida 14 Kathy Castor Democratic
## 102 Florida 15 Ross Spano Republican
## 103 Florida 16 Vern Buchanan Republican
## 104 Florida 17 Greg Steube Republican
## 105 Florida 18 Brian Mast Republican
## 106 Florida 19 Francis Rooney Republican
## 107 Florida 20 Alcee Hastings Democratic
## 108 Florida 21 Lois Frankel Democratic
## 109 Florida 22 Ted Deutch Democratic
## 110 Florida 23 Debbie Wasserman Schultz Democratic
## 111 Florida 24 Frederica Wilson Democratic
## 112 Florida 25 Mario Díaz-Balart Republican
## 113 Florida 26 Debbie Mucarsel-Powell Democratic
## 114 Florida 27 Donna Shalala Democratic
## 115 Georgia 1 Buddy Carter Republican
## 116 Georgia 2 Sanford Bishop Democratic
## 117 Georgia 3 Drew Ferguson Republican
## 118 Georgia 4 Hank Johnson Democratic
## 119 Georgia 5 John Lewis Democratic
## 120 Georgia 6 Lucy McBath Democratic
## 121 Georgia 7 Rob Woodall Republican
## 122 Georgia 8 Austin Scott Republican
## 123 Georgia 9 Doug Collins Republican
## 124 Georgia 10 Jody Hice Republican
## 125 Georgia 11 Barry Loudermilk Republican
## 126 Georgia 12 Rick W. Allen Republican
## 127 Georgia 13 David Scott Democratic
## 128 Georgia 14 Tom Graves Republican
## 129 Hawaii 1 Ed Case Democratic
## 130 Hawaii 2 Tulsi Gabbard Democratic
## 131 Idaho 1 Russ Fulcher Republican
## 132 Idaho 2 Mike Simpson Republican
## 133 Illinois 1 Bobby Rush Democratic
## 134 Illinois 2 Robin Kelly Democratic
## 135 Illinois 3 Dan Lipinski Democratic
## 136 Illinois 4 Jesús "Chuy" García Democratic
## 137 Illinois 5 Mike Quigley Democratic
## 138 Illinois 6 Sean Casten Democratic
## 139 Illinois 7 Danny K. Davis Democratic
## 140 Illinois 8 Raja Krishnamoorthi Democratic
## 141 Illinois 9 Jan Schakowsky Democratic
## 142 Illinois 10 Brad Schneider Democratic
## 143 Illinois 11 Bill Foster Democratic
## 144 Illinois 12 Mike Bost Republican
## 145 Illinois 13 Rodney Davis Republican
## 146 Illinois 14 Lauren Underwood Democratic
## 147 Illinois 15 John Shimkus Republican
## 148 Illinois 16 Adam Kinzinger Republican
## 149 Illinois 17 Cheri Bustos Democratic
## 150 Illinois 18 Darin LaHood Republican
## 151 Indiana 1 Pete Visclosky Democratic
## 152 Indiana 2 Jackie Walorski Republican
## 153 Indiana 3 Jim Banks Republican
## 154 Indiana 4 Jim Baird Republican
## 155 Indiana 5 Susan Brooks Republican
## 156 Indiana 6 Greg Pence Republican
## 157 Indiana 7 André Carson Democratic
## 158 Indiana 8 Larry Bucshon Republican
## 159 Indiana 9 Trey Hollingsworth Republican
## 160 Iowa 1 Abby Finkenauer Democratic
## 161 Iowa 2 Dave Loebsack Democratic
## 162 Iowa 3 Cindy Axne Democratic
## 163 Iowa 4 Steve King Republican
## 164 Kansas 1 Roger Marshall Republican
## 165 Kansas 2 Steve Watkins Republican
## 166 Kansas 3 Sharice Davids Democratic
## 167 Kansas 4 Ron Estes Republican
## 168 Kentucky 1 James Comer Republican
## 169 Kentucky 2 Brett Guthrie Republican
## 170 Kentucky 3 John Yarmuth Democratic
## 171 Kentucky 4 Thomas Massie Republican
## 172 Kentucky 5 Hal Rogers Republican
## 173 Kentucky 6 Andy Barr Republican
## 174 Louisiana 1 Steve Scalise Republican
## 175 Louisiana 2 Cedric Richmond Democratic
## 176 Louisiana 3 Clay Higgins Republican
## 177 Louisiana 4 Mike Johnson Republican
## 178 Louisiana 5 Ralph Abraham Republican
## 179 Louisiana 6 Garret Graves Republican
## 180 Maine 1 Chellie Pingree Democratic
## 181 Maine 2 Jared Golden Democratic
## 182 Maryland 1 Andy Harris Republican
## 183 Maryland 2 Dutch Ruppersberger Democratic
## 184 Maryland 3 John Sarbanes Democratic
## 185 Maryland 4 Anthony G. Brown Democratic
## 186 Maryland 5 Steny Hoyer Democratic
## 187 Maryland 6 David Trone Democratic
## 188 Maryland 7 Kweisi Mfume Democratic
## 189 Maryland 8 Jamie Raskin Democratic
## 190 Massachusetts 1 Richard Neal Democratic
## 191 Massachusetts 2 Jim McGovern Democratic
## 192 Massachusetts 3 Lori Trahan Democratic
## 193 Massachusetts 4 Joe Kennedy III Democratic
## 194 Massachusetts 5 Katherine Clark Democratic
## 195 Massachusetts 6 Seth Moulton Democratic
## 196 Massachusetts 7 Ayanna Pressley Democratic
## 197 Massachusetts 8 Stephen F. Lynch Democratic
## 198 Massachusetts 9 Bill Keating Democratic
## 199 Michigan 1 Jack Bergman Republican
## 200 Michigan 2 Bill Huizenga Republican
## 201 Michigan 3 Justin Amash Libertarian
## 202 Michigan 4 John Moolenaar Republican
## 203 Michigan 5 Dan Kildee Democratic
## 204 Michigan 6 Fred Upton Republican
## 205 Michigan 7 Tim Walberg Republican
## 206 Michigan 8 Elissa Slotkin Democratic
## 207 Michigan 9 Andy Levin Democratic
## 208 Michigan 10 Paul Mitchell Republican
## 209 Michigan 11 Haley Stevens Democratic
## 210 Michigan 12 Debbie Dingell Democratic
## 211 Michigan 13 Rashida Tlaib Democratic
## 212 Michigan 14 Brenda Lawrence Democratic
## 213 Minnesota 1 Jim Hagedorn Republican
## 214 Minnesota 2 Angie Craig Democratic
## 215 Minnesota 3 Dean Phillips Democratic
## 216 Minnesota 4 Betty McCollum Democratic
## 217 Minnesota 5 Ilhan Omar Democratic
## 218 Minnesota 6 Tom Emmer Republican
## 219 Minnesota 7 Collin Peterson Democratic
## 220 Minnesota 8 Pete Stauber Republican
## 221 Mississippi 1 Trent Kelly Republican
## 222 Mississippi 2 Bennie Thompson Democratic
## 223 Mississippi 3 Michael Guest Republican
## 224 Mississippi 4 Steven Palazzo Republican
## 225 Missouri 1 Lacy Clay Democratic
## 226 Missouri 2 Ann Wagner Republican
## 227 Missouri 3 Blaine Luetkemeyer Republican
## 228 Missouri 4 Vicky Hartzler Republican
## 229 Missouri 5 Emanuel Cleaver Democratic
## 230 Missouri 6 Sam Graves Republican
## 231 Missouri 7 Billy Long Republican
## 232 Missouri 8 Jason Smith Republican
## 233 Montana at-large Greg Gianforte Republican
## 234 Nebraska 1 Jeff Fortenberry Republican
## 235 Nebraska 2 Don Bacon Republican
## 236 Nebraska 3 Adrian Smith Republican
## 237 Nevada 1 Dina Titus Democratic
## 238 Nevada 2 Mark Amodei Republican
## 239 Nevada 3 Susie Lee Democratic
## 240 Nevada 4 Steven Horsford Democratic
## 241 New Hampshire 1 Chris Pappas Democratic
## 242 New Hampshire 2 Ann McLane Kuster Democratic
## 243 New Jersey 1 Donald Norcross Democratic
## 244 New Jersey 2 Jeff Van Drew Republican
## 245 New Jersey 3 Andy Kim Democratic
## 246 New Jersey 4 Chris Smith Republican
## 247 New Jersey 5 Josh Gottheimer Democratic
## 248 New Jersey 6 Frank Pallone Democratic
## 249 New Jersey 7 Tom Malinowski Democratic
## 250 New Jersey 8 Albio Sires Democratic
## 251 New Jersey 9 Bill Pascrell Democratic
## 252 New Jersey 10 Donald Payne Jr. Democratic
## 253 New Jersey 11 Mikie Sherrill Democratic
## 254 New Jersey 12 Bonnie Watson Coleman Democratic
## 255 New Mexico 1 Deb Haaland Democratic
## 256 New Mexico 2 Xochitl Torres Small Democratic
## 257 New Mexico 3 Ben Ray Luján Democratic
## 258 New York 1 Lee Zeldin Republican
## 259 New York 2 Peter T. King Republican
## 260 New York 3 Thomas Suozzi Democratic
## 261 New York 4 Kathleen Rice Democratic
## 262 New York 5 Gregory Meeks Democratic
## 263 New York 6 Grace Meng Democratic
## 264 New York 7 Nydia Velázquez Democratic
## 265 New York 8 Hakeem Jeffries Democratic
## 266 New York 9 Yvette Clarke Democratic
## 267 New York 10 Jerry Nadler Democratic
## 268 New York 11 Max Rose Democratic
## 269 New York 12 Carolyn Maloney Democratic
## 270 New York 13 Adriano Espaillat Democratic
## 271 New York 14 Alexandria Ocasio-Cortez Democratic
## 272 New York 15 José E. Serrano Democratic
## 273 New York 16 Eliot Engel Democratic
## 274 New York 17 Nita Lowey Democratic
## 275 New York 18 Sean Patrick Maloney Democratic
## 276 New York 19 Antonio Delgado Democratic
## 277 New York 20 Paul Tonko Democratic
## 278 New York 21 Elise Stefanik Republican
## 279 New York 22 Anthony Brindisi Democratic
## 280 New York 23 Tom Reed Republican
## 281 New York 24 John Katko Republican
## 282 New York 25 Joseph Morelle Democratic
## 283 New York 26 Brian Higgins Democratic
## 284 New York 27 Vacant
## 285 North Carolina 1 G. K. Butterfield Democratic
## 286 North Carolina 2 George Holding Republican
## 287 North Carolina 3 Greg Murphy Republican
## 288 North Carolina 4 David Price Democratic
## 289 North Carolina 5 Virginia Foxx Republican
## 290 North Carolina 6 Mark Walker Republican
## 291 North Carolina 7 David Rouzer Republican
## 292 North Carolina 8 Richard Hudson Republican
## 293 North Carolina 9 Dan Bishop Republican
## 294 North Carolina 10 Patrick McHenry Republican
## 295 North Carolina 11 Vacant
## 296 North Carolina 12 Alma Adams Democratic
## 297 North Carolina 13 Ted Budd Republican
## 298 North Dakota at-large Kelly Armstrong Republican
## 299 Ohio 1 Steve Chabot Republican
## 300 Ohio 2 Brad Wenstrup Republican
## 301 Ohio 3 Joyce Beatty Democratic
## 302 Ohio 4 Jim Jordan Republican
## 303 Ohio 5 Bob Latta Republican
## 304 Ohio 6 Bill Johnson Republican
## 305 Ohio 7 Bob Gibbs Republican
## 306 Ohio 8 Warren Davidson Republican
## 307 Ohio 9 Marcy Kaptur Democratic
## 308 Ohio 10 Mike Turner Republican
## 309 Ohio 11 Marcia Fudge Democratic
## 310 Ohio 12 Troy Balderson Republican
## 311 Ohio 13 Tim Ryan Democratic
## 312 Ohio 14 David Joyce Republican
## 313 Ohio 15 Steve Stivers Republican
## 314 Ohio 16 Anthony Gonzalez Republican
## 315 Oklahoma 1 Kevin Hern Republican
## 316 Oklahoma 2 Markwayne Mullin Republican
## 317 Oklahoma 3 Frank Lucas Republican
## 318 Oklahoma 4 Tom Cole Republican
## 319 Oklahoma 5 Kendra Horn Democratic
## 320 Oregon 1 Suzanne Bonamici Democratic
## 321 Oregon 2 Greg Walden Republican
## 322 Oregon 3 Earl Blumenauer Democratic
## 323 Oregon 4 Peter DeFazio Democratic
## 324 Oregon 5 Kurt Schrader Democratic
## 325 Pennsylvania 1 Brian Fitzpatrick Republican
## 326 Pennsylvania 2 Brendan Boyle Democratic
## 327 Pennsylvania 3 Dwight Evans Democratic
## 328 Pennsylvania 4 Madeleine Dean Democratic
## 329 Pennsylvania 5 Mary Gay Scanlon Democratic
## 330 Pennsylvania 6 Chrissy Houlahan Democratic
## 331 Pennsylvania 7 Susan Wild Democratic
## 332 Pennsylvania 8 Matt Cartwright Democratic
## 333 Pennsylvania 9 Dan Meuser Republican
## 334 Pennsylvania 10 Scott Perry Republican
## 335 Pennsylvania 11 Lloyd Smucker Republican
## 336 Pennsylvania 12 Fred Keller Republican
## 337 Pennsylvania 13 John Joyce Republican
## 338 Pennsylvania 14 Guy Reschenthaler Republican
## 339 Pennsylvania 15 Glenn Thompson Republican
## 340 Pennsylvania 16 Mike Kelly Republican
## 341 Pennsylvania 17 Conor Lamb Democratic
## 342 Pennsylvania 18 Mike Doyle Democratic
## 343 Rhode Island 1 David Cicilline Democratic
## 344 Rhode Island 2 James Langevin Democratic
## 345 South Carolina 1 Joe Cunningham Democratic
## 346 South Carolina 2 Joe Wilson Republican
## 347 South Carolina 3 Jeff Duncan Republican
## 348 South Carolina 4 William Timmons Republican
## 349 South Carolina 5 Ralph Norman Republican
## 350 South Carolina 6 Jim Clyburn Democratic
## 351 South Carolina 7 Tom Rice Republican
## 352 South Dakota at-large Dusty Johnson Republican
## 353 Tennessee 1 Phil Roe Republican
## 354 Tennessee 2 Tim Burchett Republican
## 355 Tennessee 3 Chuck Fleischmann Republican
## 356 Tennessee 4 Scott DesJarlais Republican
## 357 Tennessee 5 Jim Cooper Democratic
## 358 Tennessee 6 John Rose Republican
## 359 Tennessee 7 Mark E. Green Republican
## 360 Tennessee 8 David Kustoff Republican
## 361 Tennessee 9 Steve Cohen Democratic
## 362 Texas 1 Louie Gohmert Republican
## 363 Texas 2 Dan Crenshaw Republican
## 364 Texas 3 Van Taylor Republican
## 365 Texas 4 John Ratcliffe Republican
## 366 Texas 5 Lance Gooden Republican
## 367 Texas 6 Ron Wright Republican
## 368 Texas 7 Lizzie Pannill Fletcher Democratic
## 369 Texas 8 Kevin Brady Republican
## 370 Texas 9 Al Green Democratic
## 371 Texas 10 Michael McCaul Republican
## 372 Texas 11 Mike Conaway Republican
## 373 Texas 12 Kay Granger Republican
## 374 Texas 13 Mac Thornberry Republican
## 375 Texas 14 Randy Weber Republican
## 376 Texas 15 Vicente González Democratic
## 377 Texas 16 Veronica Escobar Democratic
## 378 Texas 17 Bill Flores Republican
## 379 Texas 18 Sheila Jackson Lee Democratic
## 380 Texas 19 Jodey Arrington Republican
## 381 Texas 20 Joaquin Castro Democratic
## 382 Texas 21 Chip Roy Republican
## 383 Texas 22 Pete Olson Republican
## 384 Texas 23 Will Hurd Republican
## 385 Texas 24 Kenny Marchant Republican
## 386 Texas 25 Roger Williams Republican
## 387 Texas 26 Michael C. Burgess Republican
## 388 Texas 27 Michael Cloud Republican
## 389 Texas 28 Henry Cuellar Democratic
## 390 Texas 29 Sylvia Garcia Democratic
## 391 Texas 30 Eddie Bernice Johnson Democratic
## 392 Texas 31 John Carter Republican
## 393 Texas 32 Colin Allred Democratic
## 394 Texas 33 Marc Veasey Democratic
## 395 Texas 34 Filemon Vela Jr. Democratic
## 396 Texas 35 Lloyd Doggett Democratic
## 397 Texas 36 Brian Babin Republican
## 398 Utah 1 Rob Bishop Republican
## 399 Utah 2 Chris Stewart Republican
## 400 Utah 3 John Curtis Republican
## 401 Utah 4 Ben McAdams Democratic
## 402 Vermont at-large Peter Welch Democratic
## 403 Virginia 1 Rob Wittman Republican
## 404 Virginia 2 Elaine Luria Democratic
## 405 Virginia 3 Bobby Scott Democratic
## 406 Virginia 4 Donald McEachin Democratic
## 407 Virginia 5 Denver Riggleman Republican
## 408 Virginia 6 Ben Cline Republican
## 409 Virginia 7 Abigail Spanberger Democratic
## 410 Virginia 8 Don Beyer Democratic
## 411 Virginia 9 Morgan Griffith Republican
## 412 Virginia 10 Jennifer Wexton Democratic
## 413 Virginia 11 Gerry Connolly Democratic
## 414 Washington 1 Suzan DelBene Democratic
## 415 Washington 2 Rick Larsen Democratic
## 416 Washington 3 Jaime Herrera Beutler Republican
## 417 Washington 4 Dan Newhouse Republican
## 418 Washington 5 Cathy McMorris Rodgers Republican
## 419 Washington 6 Derek Kilmer Democratic
## 420 Washington 7 Pramila Jayapal Democratic
## 421 Washington 8 Kim Schrier Democratic
## 422 Washington 9 Adam Smith Democratic
## 423 Washington 10 Denny Heck Democratic
## 424 West Virginia 1 David McKinley Republican
## 425 West Virginia 2 Alex Mooney Republican
## 426 West Virginia 3 Carol Miller Republican
## 427 Wisconsin 1 Bryan Steil Republican
## 428 Wisconsin 2 Mark Pocan Democratic
## 429 Wisconsin 3 Ron Kind Democratic
## 430 Wisconsin 4 Gwen Moore Democratic
## 431 Wisconsin 5 Jim Sensenbrenner Republican
## 432 Wisconsin 6 Glenn Grothman Republican
## 433 Wisconsin 7 Vacant
## 434 Wisconsin 8 Mike Gallagher Republican
## 435 Wyoming at-large Liz Cheney Republican
## Prior experience
## 1 Alabama SenateAlabama State Board of Education
## 2 Montgomery, Alabama City Council
## 3 Calhoun County, Alabama CommissionerAlabama House of Representatives
## 4 Haleyville, Alabama Municipal Judge
## 5 Alabama House of RepresentativesMadison County, Alabama Commissioner
## 6 Policy analyst
## 7 Attorney
## 8 Ship captainMayor of Fort Yukon, Alaska
## 9 Arizona Senate
## 10 U.S. House, Arizona House of Representatives
## 11 Pima County, Arizona Board of Supervisors
## 12 President of the Northern Arizona Dental Society
## 13 Arizona Senate
## 14 Arizona House of RepresentativesArizona Board of EducationArizona Board of EqualizationMaricopa County, Arizona Treasurer
## 15 Arizona House of Representatives
## 16 Arizona House of RepresentativesArizona SenatePresident Pro Tempore of Arizona Senate
## 17 Mayor of Phoenix
## 18 Broadcasterbusinessman
## 19 Businessman
## 20 Mayor of Rogers, Arkansas
## 21 Arkansas House of Representatives
## 22 California State SenateCalifornia State Assembly
## 23 California State Assembly
## 24 United States Deputy Secretary of the InteriorVarious state offices
## 25 California SenateCalifornia State Assembly
## 26 California State Senate
## 27 Sacramento, California City Council
## 28 Chief Medical Officer of Sacramento County, California
## 29 California State Assembly
## 30 Engineering executive
## 31 Venture capitalistprofessor
## 32 California State SenateCalifornia State AssemblyContra Costa County Board of Supervisors
## 33 California Democratic Party Chair
## 34 California State Assembly
## 35 California State SenateCalifornia State AssemblySan Mateo County, California Board of Supervisors
## 36 Dublin, California City Council
## 37 California State SenateCalifornia State Assembly
## 38 Lawyerauthoreducator
## 39 San Mateo County, California Board of Supervisors
## 40 Santa Clara County, California Board of Supervisors
## 41 Deputy district attorney of Monterey County, California
## 42 Engineerbusinessman
## 43 California State Director for the United States Department of Agriculture's Rural Development Section
## 44 California State Assembly
## 45 Santa Barbara County, California Board of Supervisors
## 46
## 47 California State Assembly
## 48 Mayor of Monterey Park, CaliforniaMonterey Park City CouncilCalifornia State AssemblyCalifornia State Board of Equalization
## 49 California State SenateAssistant Prosecutor for theUnited States Attorney for the Southern District of California
## 50 Los Angeles City Council
## 51 California Board of Equalization
## 52 Mayor of Redlands, California
## 53 California State Assembly
## 54 California State SenateCalifornia State Assembly
## 55 California State Assembly
## 56 California State SenateCalifornia State AssemblyMayor of Pomona, California
## 57 Emergency physician
## 58 Speaker of the California State Assembly
## 59 Attorney
## 60 Philanthropist
## 61 Public relations executive
## 62 Teacher
## 63 Real estate executive
## 64 California State Assembly
## 65 Hermosa Beach, California City Council
## 66 Attorneyprofessor
## 67 California State SenateOrange County, California Board of SupervisorsCalifornia State Assembly
## 68 California State SenateCalifornia State Assembly
## 69 Lawyer
## 70 Environmental activist
## 71
## 72 California State SenateCalifornia State AssemblySan Diego City Council
## 73 San Diego City CouncilSan Diego Port Commission
## 74 California State AssemblySan Diego School Board
## 75 Colorado House of Representatives
## 76 Executive Director of the Colorado Department of Regulatory Agencies
## 77 Colorado House of Representatives
## 78 Weld County, ColoradoProsecutor U.S. Attorney's Office
## 79 President pro tempore of the Colorado SenateColorado House of Representatives
## 80 Attorney
## 81 Colorado Senate
## 82 Connecticut SenateEast Hartford, Connecticut City CouncilEast Hartford, Connecticut Board of Education
## 83 Connecticut House of Representatives
## 84 Executive Director of EMILY's ListPolitical aide
## 85 Financial executiveGreenwich, Connecticut Housing Authority Board
## 86 Teacher
## 87 Delaware Labor Secretary, Delaware Personnel Director
## 88 Florida House of Representatives
## 89 Surgeon
## 90 Veterinarian
## 91 Sheriff of Jacksonville
## 92 Florida Senate
## 93 U.S. ArmyIntelligence analyst
## 94 Advisoreducator
## 95 Florida SenateFlorida House of RepresentativesRockledge, Florida City Council
## 96 Florida SenateFlorida House of Representatives
## 97 Chief of the Orlando Police Department
## 98 Florida SenateSpeaker of Florida House of Representatives
## 99 Florida House of Representatives
## 100 Governor of FloridaAttorney General of FloridaEducation Commissioner of FloridaFlorida Senate
## 101 Assistant General Counsel to the Florida Department of Community AffairsPresident of the Florida Association of Women LawyersHillsborough County, Florida Board of Commissioners
## 102 Florida House of Representatives
## 103 Auto dealer
## 104 Florida SenateFlorida House of Representatives
## 105 U.S. Army Soldier
## 106 United States Ambassador to the Holy See
## 107 Judge of the United States District Court for the Southern District of Florida
## 108 Mayor of West Palm Beach, FloridaFlorida House of Representatives
## 109 Florida Senate
## 110 Florida SenateFlorida House of RepresentativesDemocratic National Committee Chair
## 111 Florida SenateFlorida House of RepresentativesMiami-Dade County Public Schools Board
## 112 Florida SenateFlorida House of Representatives
## 113 College administrator
## 114 President of the Clinton FoundationPresident of the University of MiamiUnited States Secretary of Health and Human ServicesChancellor of the University of Wisconsin, Madison
## 115 Georgia State SenateGeorgia House of RepresentativesMayor of Pooler, Georgia
## 116 Georgia State SenateGeorgia House of Representatives
## 117 Mayor of West Point, Georgia
## 118 DeKalb County, Georgia CommissionerAssociate Magistrate Judge
## 119 Atlanta City CouncilStudent Nonviolent Coordinating Committee Chair
## 120 Activist
## 121 Political aideAttorney
## 122 Georgia House of Representatives
## 123 Georgia House of Representatives
## 124 Radio show hostSouthern Baptist pastor
## 125 Georgia State SenateGeorgia House of Representatives
## 126 Businessman
## 127 Georgia State SenateGeorgia House of Representatives
## 128 Georgia House of Representatives,
## 129 U.S. House, Hawaii House of Representatives
## 130 Honolulu City CouncilHawaii House of Representatives
## 131 Idaho Senate
## 132 Idaho House of RepresentativesBlackfoot, Idaho City Council
## 133 Chicago City Council
## 134 Illinois House of RepresentativesChief of Staff to the Illinois TreasurerChief Administrative Officer to the Cook County President
## 135 Member of the University of Notre Dame and University of Tennessee Faculty
## 136 Cook County Board of CommissionersIllinois SenateChicago City Council
## 137 Cook County Board of Commissioners
## 138 Entrepreneur
## 139 Chicago City CouncilCook County Board of Commissioners
## 140 Public Servantlawyer
## 141 Illinois House of Representatives
## 142 U.S. Representative for Illinois 10, management consultant
## 143 U.S. House, research physicist, businessman
## 144 Illinois House of Representatives\nFirefighter
## 145 Congressional Staffer
## 146 Registered nurse
## 147 Madison County, Illinois Treasurer
## 148 McLean County, Illinois Board of Commissioners, Air Force pilot
## 149 East Moline, Illinois City Council, healthcare executive, journalist
## 150 Illinois SenateProsecutor U.S. Attorney's OfficeDeputy Prosecutor Tazewell County, Illinois
## 151 AttorneyCongressional aide
## 152 Indiana House of Representatives
## 153 Indiana Senate
## 154 Indiana House of RepresentativesPutnam County, Indiana Commission
## 155 U.S. Attorney for Southern IndianaDeputy Mayor of Indianapolis
## 156 Businessman
## 157 Indianapolis City-County Council
## 158 Heart Surgeon
## 159 CEO of Hollingsworth Capital Partners
## 160 Iowa House of Representatives
## 161 Professor
## 162 Businesswoman
## 163 Iowa Senate
## 164 Obstetrician
## 165 Military contractorVeteran
## 166 AttorneyMixed martial artist
## 167 Kansas State Treasurer
## 168 Kentucky House of RepresentativesAgriculture Commissioner of Kentucky
## 169 Kentucky Senate
## 170 Newspaper publisherVice-President for University Relations, University of Louisville
## 171 Judge-Executive of Lewis County, Kentucky
## 172 Commonwealth's Attorney for Pulaski County, Kentucky and Rockcastle County, Kentucky
## 173 Attorney
## 174 Louisiana State SenateLouisiana House of Representatives
## 175 Louisiana House of Representatives
## 176 Reserve Deputy Marshal of Lafayette, Louisiana
## 177 Louisiana House of Representatives
## 178 Physician
## 179 Louisiana Coastal Protection and Restoration Authority
## 180 Maine State SenatePresident, Common Cause
## 181 Maine House of Representatives
## 182 Maryland State SenateAnesthesiologist
## 183 Baltimore County ExecutiveChief of the Office of Investigative Division for Maryland's Department of JusticeBaltimore County Assistant State's Attorney
## 184 Attorney\nLaw clerk
## 185 Lieutenant Governor of MarylandMaryland House of Delegates
## 186 President of the Maryland State Senate\nMaryland Board of Higher Education
## 187 Businessman
## 188 Baltimore City Council U.S. House President of the NAACP
## 189 Maryland State Senate Majority Whip
## 190 Mayor of Springfield, Massachusetts
## 191 Congressional staff member
## 192 Businesswoman, Chief of Staff to Rep. Marty Meehan
## 193 ProsecutorAssistant district attorney
## 194 Massachusetts SenateMassachusetts House of RepresentativesAttorney
## 195 BusinessmanActivistU.S. Marine Corps Captain
## 196 Boston City Council
## 197 Massachusetts SenateMassachusetts House of Representatives
## 198 Massachusetts House of RepresentativesMassachusetts SenateNorfolk County, Massachusetts District Attorney
## 199 U.S. Marine Corps Lieutenant General
## 200 Michigan House of Representatives
## 201 Michigan House of Representatives
## 202 Michigan SenateMichigan House of Representatives
## 203 Genesee County, Michigan Treasurer
## 204 U.S. government administrator
## 205 U.S. HouseMichigan House of Representatives
## 206 Assistant Secretary of Defense for International Security Affairs
## 207 Attorney
## 208 Businessman
## 209 Presidential Task Force on the Auto Industry
## 210 Lobbyist
## 211 Michigan House of Representatives
## 212 Mayor of Southfield, Michigan
## 213 Director for Legislative and Public Affairs for the Financial Management Service, United States Department of the TreasuryCongressional Affairs Officer, Bureau of Engraving and Printing
## 214 Medical technology executivereporter
## 215 Businessman
## 216 North St. Paul City CouncilMinnesota House of Representatives
## 217 Minnesota House of Representatives
## 218 Minnesota House of Representatives
## 219 Certified Public AccountantMinnesota Senate
## 220 St. Louis County, Minnesota County CommissionPolice lieutenantProfessional hockey player
## 221 District attorney, Tupelo, MississippiCity prosecutorArmy National Guard Colonel
## 222 Alderman and Mayor of Bolton, MississippiHinds County, Mississippi Board of Supervisors
## 223 District Attorney for Madison County, Mississippi and Rankin County, Mississippi Counties
## 224 Mississippi House of Representatives
## 225 Missouri SenateMissouri House of Representatives
## 226 U.S. Ambassador to Luxembourg
## 227 Missouri House of Representatives, State Tourism Director
## 228 Missouri House of Representatives
## 229 Mayor of Kansas City, MissouriPastorRadio show host
## 230 Missouri Senate
## 231 Auctioneer
## 232 Missouri House of Representatives
## 233 Business owner
## 234 Lincoln, Nebraska city councilbusinessman
## 235 U.S. Air Force Brigadier General
## 236 Gering, Nebraska City Council, Nebraska Legislature
## 237 U.S. House, Nevada Senate
## 238 Nevada SenateNevada Assembly
## 239 Education advocate
## 240 U.S. House, Nevada Senate
## 241 New Hampshire Executive CouncilTreasurer of Hillsborough County, New HampshireNew Hampshire House of Representatives
## 242 AttorneyLobbyist
## 243 New Jersey SenateNew Jersey General Assembly
## 244 New Jersey SenateNew Jersey General Assembly
## 245 National security advisor
## 246 Retail executive
## 247 LawyerPolitical aide
## 248 Long Branch, New Jersey city council, New Jersey Senate
## 249 Assistant Secretary of State for Democracy, Human Rights, and Labor
## 250 Mayor of West New YorkNew Jersey General Assembly
## 251 New Jersey General Assembly, Mayor of Paterson, New Jersey
## 252 Newark, New Jersey Municipal Council, Essex County, New Jersey Freeholder
## 253 Assistant United States Attorney for the District of New JerseyU.S. Navy helicopter pilot
## 254 New Jersey General Assembly
## 255 Chair of the New Mexico Democratic Party
## 256 Attorney
## 257 New Mexico Public Regulation Commissioner
## 258 New York Senate
## 259 Hempstead Town Council, Nassau County, New York Comptroller
## 260 County Executive of Nassau County, New York, Mayor of Glen Cove, New York
## 261 District Attorney of Nassau County, New York
## 262 New York State Assembly
## 263 New York State Assembly
## 264 Director, Dept. of Puerto Rican Community Affairs
## 265 New York State Assembly
## 266 New York City Council
## 267 New York State Assembly
## 268 U.S. Army
## 269 New York City Council
## 270 New York State SenateNew York State Assembly
## 271 Organizer for Bernie Sanders's 2016 presidential campaign
## 272 New York State Assembly
## 273 High school teacher, New York State Assembly
## 274 New York Assistant Secretary of State
## 275 Attorney
## 276 Attorney
## 277 New York State Assembly
## 278 Civil servant, political activist
## 279 New York State Assembly
## 280 Mayor of Corning (city), New York
## 281 Attorney, Prosecutor U.S. Attorney's Office
## 282 New York State Assembly
## 283 Buffalo Common CouncilNew York State Assembly
## 284
## 285 North Carolina Supreme Court Justice
## 286 U.S. Attorney for Eastern North Carolina
## 287 North Carolina House of Representatives
## 288 U.S. House, College professor
## 289 North Carolina Senate
## 290 Southern Baptist pastor
## 291 North Carolina Senate
## 292 Businessman
## 293 North Carolina SenateNorth Carolina House of RepresentativesMecklenburg County Commission
## 294 North Carolina House of Representatives
## 295
## 296 North Carolina House of Representatives
## 297 Businessman
## 298 North Dakota Senate, Chair of the North Dakota Republican Party
## 299 Cincinnati City CouncilHamilton County, Ohio CommissionerU.S. House
## 300 Physician
## 301 Ohio House of Representatives
## 302 Ohio SenateOhio House of Representatives
## 303 Wood County, Ohio CommissionerOhio House of RepresentativesOhio Senate
## 304 United States Air Force
## 305 Ohio SenateOhio House of Representatives
## 306 Businessman
## 307 Domestic Policy Advisor, Carter Adm.
## 308 Mayor of Dayton, Ohio
## 309 Mayor of Warrensville Heights, Ohio
## 310 Ohio Senate
## 311 Ohio Senate
## 312 Geauga County, Ohio Prosecutor
## 313 Ohio Senate
## 314 Football player
## 315 Businessman
## 316 Businessman
## 317 Oklahoma House of Representatives
## 318 Oklahoma SenateOklahoma Secretary of StateCollege professor
## 319 Lawyeractivist
## 320 Oregon House of RepresentativesOregon State Senate
## 321 Oregon House of RepresentativesOregon State Senate
## 322 Oregon House of RepresentativesMultnomah County, Oregon CommissionerPortland, Oregon City Commissioner
## 323 Lane County, Oregon Commissioner
## 324 VeterinarianOregon State Senate
## 325 FBI agentSpecial Assistant U.S. Attorney
## 326 Pennsylvania House of Representatives
## 327 Pennsylvania House of Representatives
## 328 Pennsylvania House of Representatives
## 329 Attorney
## 330 EntrepreneurU.S. Air Force
## 331 Solicitor of Allentown, Pennsylvania
## 332 Attorney
## 333 Secretary of Revenue of Pennsylvania
## 334 Pennsylvania House of RepresentativesbusinessmanU.S. Army
## 335 Pennsylvania Senate
## 336 Pennsylvania House of Representatives
## 337 Dermatologist
## 338 Pennsylvania SenateJudgeU.S. Navy
## 339 Chair of the Centre County Republican Committee
## 340 Butler, Pennsylvania City Council
## 341 Assistant U.S. Attorney for the Western District of PennsylvaniaU.S. Marine Corps
## 342 Pennsylvania State Senate Chief of Staff
## 343 Mayor of Providence, Rhode IslandRhode Island House of Representatives
## 344 Secretary of State of Rhode IslandRhode Island House of Representatives
## 345 AttorneyOcean engineer
## 346 South Carolina Senate
## 347 South Carolina House of Representatives
## 348 Attorneyentrepreneur
## 349 Real estate developer, South Carolina House of Representatives
## 350 Political aideteacher
## 351 Attorneybusinessman, Horry County, South Carolina Chair
## 352 Chief of Staff to the Governor of South DakotaSouth Dakota Public Utilities Commission
## 353 OB/GYN, Mayor of Johnson City, Tennessee
## 354 Mayor of Knox County, TennesseeTennessee SenateTennessee House of Representatives
## 355 Attorney
## 356 Physician
## 357 U.S. HouseCollege professor
## 358 Commissioner of Agriculture of Tennessee
## 359 Tennessee Senate
## 360 Attorney for the United States District Court for the Western District of Tennessee
## 361 Tennessee Senate, Attorney
## 362 Texas appeals court judge
## 363 U.S. Navy SEAL
## 364 Texas SenateTexas House of Representatives
## 365 Heath, TexasU.S. Attorney for Eastern District of Texas
## 366 Texas House of Representatives
## 367 Tarrant County Tax AssessorChief of Staff to Rep. Joe BartonArlington, Texas City Council
## 368 Attorney
## 369 Texas House of Representatives
## 370 Harris County, Texas Justice of the Peace, Houston NAACP president
## 371 AttorneyFederal prosecutor
## 372 Oil exploration executive
## 373 Mayor of Fort Worth
## 374 RancherAttorney
## 375 Texas House of RepresentativesPearland, Texas City Council
## 376 Food processing executive, Texas State Board of Education
## 377 El Paso County, Texas CommissionEl Paso County Judge
## 378 Businessman
## 379 Houston City CouncilMunicipal judge
## 380 EducatorPublic administratorWhite House aide
## 381 Texas House of Representatives
## 382 First Assistant Attorney General of Texas
## 383 Congressional aide
## 384 Corporate adviserCIA operative
## 385 Mayor of Carrollton, TexasTexas House of Representatives
## 386 Secretary of State of Texas
## 387 Physician
## 388 Chair of the Victoria County Republican Party
## 389 Texas House of RepresentativesTexas Secretary of State
## 390 Texas Senate
## 391 Texas SenateNurse
## 392 Texas state district judge
## 393 AttorneyFootball player
## 394 Texas House of Representatives
## 395 Attorney
## 396 Texas SenateTexas Supreme Court justiceCollege professor
## 397 Lower Neches Valley AuthorityTexas Historical CommissionWoodville, Texas
## 398 Utah House of RepresentativesUtah Republican Party Chair
## 399 Authorbusinessman
## 400 Mayor of Provo, Utah
## 401 Mayor of Salt Lake CountyUtah Senate
## 402 Vermont Senate President Pro Tempore
## 403 Mayor of Montross, VirginiaWestmoreland County, Virginia Board of Supervisors, Virginia House of Delegates
## 404 U.S. Navy Commander
## 405 Virginia SenateVirginia House of Delegates
## 406 Virginia SenateVirginia House of Delegates
## 407 Businessman
## 408 Virginia House of Delegates
## 409 CIA operations officer
## 410 U.S. Ambassador to Switzerland and LiechtensteinLieutenant Governor of Virginia
## 411 Virginia House of Delegates
## 412 Virginia Senate
## 413 Fairfax County Board of Supervisors Chair
## 414 Washington Department of Revenue Director
## 415 Snohomish County, Washington Council
## 416 Washington House of Representatives
## 417 Washington House of Representatives
## 418 Washington House of Representatives
## 419 Washington State Senate
## 420 Washington State Senate
## 421 Pediatrician
## 422 Washington State Senate
## 423 Washington House of Representatives
## 424 West Virginia House of Delegatesbusinessman
## 425 Maryland Senate
## 426 West Virginia House of Delegates
## 427 Congressional aideAttorney
## 428 Wisconsin State Assembly
## 429 County Prosecutor
## 430 Wisconsin State SenateWisconsin State Assembly
## 431 Wisconsin State SenateWisconsin State Assembly
## 432 Wisconsin SenateWisconsin State Assembly
## 433
## 434 Political advisorU.S. Marine Corps
## 435 Principal Deputy Assistant Secretary of State for Near Eastern Affairs
## Education
## 1 Duke University (BA)University of Alabama (JD)
## 2 New York University (BM)Samford University (JD)
## 3 Jacksonville State University (BA, MPA)Birmingham School of Law (JD)
## 4 University of North AlabamaBirmingham–Southern College (BA)Samford University (JD)
## 5 Duke University (BA)University of Alabama (JD)
## 6 University of Alabama (BS)
## 7 Princeton University (BA)St Hilda's College, Oxford (MA)Harvard University (JD)
## 8 Yuba CollegeCalifornia State University, Chico (BA)
## 9 Lewis UniversityDePaul University
## 10 University of Arizona (BA, JD)
## 11 University of Arizona (BA)
## 12 Creighton University (BS, DDS)
## 13 Brigham Young University (BA)University of Arizona (JD)Arizona State University, Phoenix (MA)
## 14 Arizona State University, Tempe (BS, MBA)
## 15 Harvard University (BA)
## 16 University of Wisconsin–Madison (BA)
## 17 Marquette University (BA)University of Michigan (JD)
## 18 Arkansas State University (BS)
## 19 Vanderbilt University (BS)
## 20 Arkansas Tech University (BA)
## 21 University of Arkansas (BS)Yale University (MS)
## 22 Butte CollegeCalifornia Polytechnic State University (BS)
## 23 University of California, Santa Barbara (BA)Boston College (JD)
## 24 University of California, Berkeley (BA)Harvard University (MBA)
## 25 University of California, Los Angeles (BA)
## 26 Napa Valley CollegeCalifornia State University, Chico (BA, MPA)
## 27 University of California, Berkeley (BA)
## 28 University of California, Irvine (BS, MD)
## 29 Southern Connecticut State University (BS)California State University, San Bernardino (MPA)University of California, Riverside (MA)
## 30 United States Military AcademyUniversity of New Mexico (BS, MS, PhD)
## 31 Stanford University (BA)Harvard University (MBA, MPP)
## 32 College of the Holy Cross (BA)
## 33 Trinity Washington University (BA)
## 34 Mills College (BA)University of California, Berkeley (MSW)
## 35 University of California, Davis (BA)University of California, Hastings (JD)
## 36 Campbell UniversityUniversity of Maryland, College Park (BA)University of Maryland, Baltimore (JD)
## 37 California State University, Fresno (BA)
## 38 University of Chicago (BA)Yale University (JD)
## 39 Cañada College
## 40 Stanford University (BA)Santa Clara University (JD)
## 41 Monterey Peninsula CollegeUniversity of California, Davis (BA)Santa Clara University (JD)
## 42 University of Nevada, Reno (BS)Southern Methodist University (MBA)
## 43 College of the SequoiasCalifornia Polytechnic State University (BS, MS)
## 44 California State University, Bakersfield (BS, MBA)
## 45 University of California, Santa Barbara (BA)Fielding Graduate University (MA)
## 46
## 47 George Washington University (BA)American University (MBA)
## 48 University of California, Los Angeles (BA)Alliant International University (MA, PhD)
## 49 Stanford University (BA)Harvard University (JD)
## 50 University of California, Santa Barbara (BS)
## 51 University of California, Los Angeles (BA)Harvard University (JD)
## 52 University of Redlands (BS)
## 53 Cerritos CollegeTexas Southmost College
## 54 Stanford University (BA, BS)Georgetown University (JD)
## 55 University of California, Los Angeles (BA)Harvard University (MPP)
## 56 National Labor College (BA)
## 57 University of California, Los Angeles (BS)Harvard University (MD, MPP, MPH)
## 58 San Diego State UniversityCalifornia State University, Dominguez Hills (BS)
## 59 University of California, Berkeley (BA)University of California, Los Angeles (JD)
## 60 George Washington University (BA)Regis University (MBA)Brown University (MA)
## 61 California State University, Los Angeles (BA)
## 62 Harvard University (BA)University of California, Riverside (MFA)
## 63 Chaffey CollegeSan Diego State University (BA)
## 64 California State University, Los Angeles (BA)
## 65 University of California, Los Angeles (BA)University of Southern California (JD)
## 66 Yale University (BA)Harvard University (JD)
## 67 California State University, Fullerton (BA)University of California, Los Angeles (JD, MBA)
## 68 Hobart College (BA)Ohio State University (MA, PhD)
## 69 University of Kentucky (BA)Ohio State University (MBA)Capital University (JD)
## 70 Stanford University (BA)Duke University (JD)
## 71
## 72 University of San Diego (BA)Fordham University (MA)Harvard University (JD)
## 73 Duke University (BA)New York University (JD)
## 74 University of California, Berkeley (BA)University of North Carolina at Chapel Hill (MSW)
## 75 Colorado College (BA)New York University (JD)
## 76 University of Colorado, Boulder (BA, JD)
## 77 Fort Lewis College (BA)
## 78 Princeton University (BA)University of Wyoming (JD)
## 79 University of Kansas (BS, JD)
## 80 University of Wisconsin, Madison (BA)University of Denver (JD)
## 81 University of Colorado Boulder (BA, JD)
## 82 Central Connecticut State University (BA)
## 83 Tufts University (BA)University of Connecticut (JD)
## 84 Marymount College, Tarrytown (BA)London School of Economics(MA)Columbia University (MA)
## 85 Harvard University (BA)St Edmund Hall, Oxford (MPhil)
## 86 Naugatuck Valley Community CollegeSouthern Connecticut State University (BA)University of Saint Joseph (MA)University of Bridgeport (SYC)
## 87 Fairleigh Dickinson University(BA)University of Delaware (MA)
## 88 Florida State University (BS)College of William & Mary (JD)
## 89 Washington and Lee University (BS)George Washington University (MD)
## 90 Broward CollegeUniversity of Florida (BS, DVM)
## 91 Florida State CollegeFlorida State University (BS)
## 92 Florida A&M University (BA)Florida State University (MPA)
## 93 Virginia Military Institute (BS)
## 94 College of William & Mary (BA)Georgetown University (MS)
## 95 Eastern Florida State College
## 96 Rutgers University–New Brunswick (BA)George Washington University (JD)
## 97 Florida State University (BS)
## 98 Georgia Institute of Technology (BS)
## 99 St. Petersburg CollegeUniversity of Florida (BA)Stetson University (JD)
## 100 Wake Forest UniversityFlorida State University (BA)Samford University (JD)
## 101 Emory University (BA)Florida State University (JD)
## 102 University of South Florida (BA)Florida State University (JD)
## 103 Cleary University (BA)University of Detroit Mercy (MBA)
## 104 University of Florida (BS, JD)
## 105 Palm Beach Atlantic UniversityAmerican Military UniversityHarvard University (BLA)
## 106 Georgetown University (BA, JD)
## 107 Howard UniversityFisk University (BA)Florida A&M University (JD)
## 108 Boston University (BA)Georgetown University (JD)
## 109 University of Michigan (BA, JD)
## 110 University of Florida (BA, MA)
## 111 Fisk University (BA)University of Miami (MA)
## 112 University of South Florida (BA)
## 113 Pitzer College (BA)Claremont Graduate University (MA)
## 114 Western College for Women (BA)Syracuse University (MA, PhD)
## 115 Young Harris CollegeUniversity of Georgia (BS)
## 116 Morehouse College (BA)Emory University (JD)
## 117 University of Georgia (BS)Augusta University (DMD)
## 118 Clark Atlanta University (BA)Texas Southern University (JD)
## 119 American Baptist College (BA)Fisk University (BA)
## 120 Virginia State University (BA)
## 121 Furman University (BA)University of Georgia (JD)
## 122 University of Georgia (BA)
## 123 University of North Georgia (BA)New Orleans Baptist Theological Seminary (MDiv)Atlanta's John Marshall Law School (JD)
## 124 Asbury University (BA)Southwestern Baptist Theological Seminary (MDiv)Luther Rice College and Seminary (DMin)
## 125 Air UniversityWayland Baptist University (BS)
## 126 Auburn University (BS)
## 127 Florida A&M University (BA)University of Pennsylvania (MBA)
## 128 University of Georgia (BA)
## 129 Williams College (BA)University of California, Hastings (JD)
## 130 Hawaii Pacific University (BS)
## 131 Boise State University (BA, MBA)
## 132 Utah State University (BS)Washington University in St. Louis (DMD)
## 133 Roosevelt University (BGS)University of Illinois at Chicago (MA)McCormick Theological Seminary (MA)
## 134 Bradley University (BA, MA)Northern Illinois University (PhD)
## 135 Northwestern University (BS)Stanford University (MS)Duke University (PhD)
## 136 University of Illinois, Chicago (BA, MUP)
## 137 Roosevelt University (BA)University of Chicago (MPP)Loyola University Chicago (JD)
## 138 Middlebury College (BA)Dartmouth College (MSEM, MS)
## 139 University of Arkansas at Pine Bluff (BA)Chicago State University (MS)Union Institute & University (PhD)
## 140 Princeton University (BS)Harvard University (JD)
## 141 University of Illinois at Urbana–Champaign (BS)
## 142 Northwestern University (BS, MBA)
## 143 University of Wisconsin–Madison (BS)Harvard University (MS, PhD)
## 144 –
## 145 Millikin University (BA)
## 146 University of Michigan (BSN)Johns Hopkins University (MSN, MPH)
## 147 United States Military Academy (BS)Southern Illinois University Edwardsville (MBA)
## 148 Illinois State University (BA)
## 149 University of Maryland, College Park (BA)University of Illinois, Springfield (MA)
## 150 Loras College (BA)John Marshall Law School, Chicago (JD)
## 151 Indiana University Northwest (BA)University of Notre Dame (JD)Georgetown University (LLM)
## 152 Liberty UniversityTaylor University (BA)
## 153 Indiana University Bloomington (BA)Grace College & Seminary (MBA)
## 154 Purdue University, West Lafayette (BS, MS)University of Kentucky (PhD)
## 155 Miami University (BA)Indiana University, Indianapolis (JD)
## 156 Loyola University Chicago (BA, MBA)
## 157 Concordia University Wisconsin (BA)Indiana Wesleyan University (MS)
## 158 University of Illinois at Urbana–Champaign (BS)University of Illinois at Chicago (MD)
## 159 University of Pennsylvania (BS)Georgetown University (MPP)
## 160 Drake University (BA)
## 161 Iowa State University (BA, MA)University of California, Davis (PhD)
## 162 University of Iowa (BA)Northwestern University (MBA)
## 163 Northwest Missouri State University
## 164 Kansas State University (BS)University of Kansas (MD)
## 165 United States Military Academy (BS)
## 166 Haskell Indian Nations UniversityUniversity of KansasJohnson County Community CollegeUniversity of Missouri–Kansas City (BA)Cornell University (JD)
## 167 Tennessee Technological University (BS, MBA)
## 168 Western Kentucky University (BS)
## 169 United States Military Academy (BS)Yale University (MBA)
## 170 Yale University (BA)Georgetown University
## 171 Massachusetts Institute of Technology (BS, MS)
## 172 Western Kentucky University (BA)University of Kentucky (LLB)
## 173 University of Virginia (BA)University of Kentucky (JD)
## 174 Louisiana State University (BS)
## 175 Morehouse College (BA)Tulane University (JD)
## 176 Louisiana State University
## 177 Louisiana State University (BA, JD)
## 178 Louisiana State University (BS, DVM)LSU New Orleans (MD)
## 179 University of AlabamaLouisiana Tech UniversityAmerican University
## 180 University of Southern MaineCollege of the Atlantic (BS)
## 181 University of Maine, FarmingtonBates College (BA)
## 182 Johns Hopkins University (BS, MD, MHS)
## 183 Baltimore City CollegeUniversity of Maryland, College Park (BA)University of Baltimore (JD)
## 184 Princeton University (BA)Harvard University (JD)
## 185 Harvard University (BA, JD)
## 186 University of Maryland, College Park (BA)Georgetown University (JD)
## 187 Furman University (BA)University of Pennsylvania (MBA)
## 188 Baltimore City Community CollegeMorgan State University(BA)Johns Hopkins University (MA)
## 189 Harvard University (BA, JD)
## 190 Holyoke Community CollegeAmerican International College (BA)University of Hartford (MA)
## 191 American University (BA, MPA)
## 192 Georgetown University (BA)
## 193 Stanford University (BA)Harvard University (JD)
## 194 St. Lawrence University (BA)Cornell University (JD)Harvard University (MPA)
## 195 Harvard University (BS, MBA, MPP)
## 196 Boston University
## 197 Wentworth Institute of Technology (BS)Boston College (JD)Harvard University (MPA)
## 198 Boston College (BA, MBA)Suffolk University (JD)
## 199 Gustavus Adolphus College (BA)University of West Florida (MBA)
## 200 Calvin College (BA)
## 201 University of Michigan (BA, JD)
## 202 Hope College (BS)Harvard University (MPA)
## 203 University of Michigan–FlintCentral Michigan University (BS)
## 204 University of Michigan (BA)
## 205 Western Illinois UniversityMoody Bible InstituteTaylor University (BA)Wheaton College, Illinois (MA)
## 206 Cornell University (BA)Columbia University (MA)
## 207 Williams College (BA)University of Michigan, Ann Arbor (MA)Harvard University (JD)
## 208 Michigan State University (BA)
## 209 American University (BA, MA)
## 210 Georgetown University (BS, MS)
## 211 Wayne State University (BA)Thomas M. Cooley Law School (JD)
## 212 University of Detroit MercyCentral Michigan University (BA)
## 213 George Mason University (BA)
## 214 University of Memphis (BA)
## 215 Brown University (BA)University of Minnesota (MBA)
## 216 St. Catherine University (BA)
## 217 North Dakota State University (BA)
## 218 Boston CollegeUniversity of Alaska Fairbanks (BA)William Mitchell College of Law (JD)
## 219 Minnesota State University Moorhead (BA)
## 220 Lake Superior State University (BA)
## 221 East Central Community CollegeUniversity of Mississippi (BA, JD)United States Army War College (MA)
## 222 Tougaloo College (BA)Jackson State University (MS)
## 223 Mississippi State University (BS)University of Mississippi (JD)
## 224 University of Southern Mississippi (BA, MPA)
## 225 University of Maryland, College Park (BA)
## 226 University of Missouri (BS)
## 227 Lincoln University, Missouri (BA)
## 228 University of Missouri (BS)University of Central Missouri (MS)
## 229 Prairie View A&M University (BS)Saint Paul School of Theology (MDiv)
## 230 University of Missouri (BS)
## 231 University of Missouri
## 232 University of Missouri (BS)Oklahoma City University (JD)
## 233 Stevens Institute of Technology (BS, MS)
## 234 Louisiana State University (BA)Georgetown University (MPP)Franciscan University (ThM)
## 235 Northern Illinois University (BA)University of Phoenix (MBA)National Defense University (MA)
## 236 Liberty UniversityUniversity of Nebraska–Lincoln (BA)
## 237 College of William & Mary (BA)University of Georgia (MA)Florida State University (PhD)
## 238 University of Nevada, Reno (BA)University of the Pacific (JD)
## 239 Carnegie Mellon University (BA, MS)
## 240 University of Nevada, Reno (BA)
## 241 Harvard University (BA)
## 242 Dartmouth College (BA)Georgetown University (JD)
## 243 Camden County College
## 244 Rutgers University, New Brunswick (BS)Fairleigh Dickinson University (DMD)
## 245 Deep Springs CollegeUniversity of Chicago (BA)Magdalen College, Oxford (MPhil, PhD)
## 246 The College of New Jersey (BS)
## 247 University of Pennsylvania (BA)Pembroke College, OxfordHarvard University (JD)
## 248 Middlebury College (BA)Tufts University (MA)Rutgers University–Camden (JD)
## 249 University of California, Berkeley (BA)St Antony's College, Oxford (MPhil)
## 250 Saint Peter's University (BA)Middlebury College (MA)
## 251 Fordham University (BA, MA)
## 252 Kean University
## 253 United States Naval Academy (BS)London School of Economics (MSc)Georgetown University (JD)
## 254 Rutgers UniversityThomas Edison State University (BA)
## 255 University of New Mexico, Albuquerque (BA, JD)
## 256 Georgetown University (BA)University of New Mexico, Albuquerque (JD)
## 257 University of New MexicoNew Mexico Highlands University (BA)
## 258 University at Albany, SUNY (BA)Union University, New York (JD)
## 259 St. Francis College (BA)University of Notre Dame (JD)
## 260 Boston College (BA)Fordham University (JD)
## 261 Catholic University (BA)Touro College (JD)
## 262 Adelphi University (BA)Howard University (JD)
## 263 University of Michigan (BA)Yeshiva University (JD)
## 264 University of Puerto Rico, Río Piedras (BA)New York University (MA)
## 265 Binghamton University (BA)Georgetown University (MPP)New York University (JD)
## 266 Oberlin CollegeMedgar Evers College
## 267 Columbia University (BA)Fordham University (JD)
## 268 Wesleyan University (BA)London School of Economics (MS)
## 269 Greensboro College (BA)
## 270 Queens College, City University of New York (BA)
## 271 Boston University (BA)
## 272 Lehman College
## 273 Lehman College (BA, MA)New York Law School (JD)
## 274 Mount Holyoke College (BA)
## 275 Georgetown UniversityUniversity of Virginia (BA, JD)
## 276 Colgate University (BA)Queen's College, OxfordHarvard University (JD)
## 277 Clarkson University (BS)
## 278 Harvard University (BA)
## 279 Mohawk Valley Community CollegeSiena College (BA)Albany Law School (JD)
## 280 Alfred University (BA)Ohio Northern University (JD)
## 281 Niagara University (BA)Syracuse University (JD)
## 282 State University of New York at Geneseo (BA)
## 283 Buffalo State College (BA, MA)Harvard University (MPA)
## 284
## 285 North Carolina Central University (BA, JD)
## 286 Wake Forest University (BA, JD)
## 287 Davidson College (BA)University of North Carolina at Chapel Hill (MD)
## 288 Mars Hill UniversityUniversity of North Carolina at Chapel Hill (BA)Yale University (BDiv, PhD)
## 289 University of North Carolina at Chapel Hill (BA)University of North Carolina at Greensboro (MA, EdD)
## 290 Trinity Baptist CollegePiedmont International University (BA)
## 291 North Carolina State University (BS)
## 292 University of North Carolina at Charlotte (BA)
## 293 University of North Carolina at Chapel Hill (BS, JD)
## 294 North Carolina State UniversityBelmont Abbey College (BA)
## 295
## 296 North Carolina A&T State University (BS, MS)Ohio State University (PhD)
## 297 Appalachian State University (BS)Dallas Theological Seminary (MA)Wake Forest University (MBA)
## 298 University of North Dakota (BA, JD)
## 299 College of William & Mary (BA)Northern Kentucky University (JD)
## 300 University of Cincinnati (BA)Rosalind Franklin University (BS, DPM)
## 301 Central State University (BA)Wright State University (MS)University of Cincinnati
## 302 University of Wisconsin–Madison (BS)Ohio State University (MA)Capital University (JD)
## 303 Bowling Green State University (BA)University of Toledo (JD)
## 304 Troy University (BS)Georgia Institute of Technology (MS)
## 305 Ohio State University, Wooster
## 306 United States Military Academy (BS)University of Notre Dame (MBA)
## 307 University of Wisconsin–Madison (BA)University of Michigan (MUP)Massachusetts Institute of Technology
## 308 Ohio Northern University (BA)Case Western Reserve University (JD)University of Dayton (MBA)
## 309 Ohio State University (BS)Cleveland State University (JD)
## 310 Muskingum UniversityOhio State University
## 311 Youngstown State UniversityBowling Green State University (BA)University of New Hampshire, Concord (JD)
## 312 University of Dayton (BS, JD)
## 313 Ohio State University (BA, MBA)United States Army War College (MA)
## 314 Ohio State University (BA)Stanford University (MBA)
## 315 Arkansas Tech University (BS)Georgia Institute of TechnologyUniversity of Arkansas, Little Rock (MBA)
## 316 Missouri Valley CollegeOklahoma State University, Okmulgee
## 317 Oklahoma State University–Stillwater (BS)
## 318 Grinnell College (BA)Yale University (MA)University of Oklahoma (PhD)
## 319 University of Tulsa (BA)Southern Methodist University (JD)
## 320 Lane Community CollegeUniversity of Oregon (BA, JD)
## 321 University of Oregon (BS)
## 322 Lewis & Clark College (BA, JD)
## 323 Tufts University (BA)University of Oregon (MA)
## 324 Cornell University (BA)University of Illinois at Urbana–Champaign (BS, DVM)
## 325 La Salle University (BS)Pennsylvania State University (MBA)Pennsylvania State University, Carlisle (JD)
## 326 University of Notre Dame (BA)Harvard University (MPP)
## 327 Community College of Philadelphia (AA)La Salle University (BA)
## 328 La Salle University (BA)Widener University (JD)
## 329 Colgate University (BA)University of Pennsylvania (JD)
## 330 Stanford University (BS)Massachusetts Institute of Technology (MS)
## 331 American University (BA)George Washington University (JD)
## 332 Hamilton College, New York (BA)University of Pennsylvania (JD)
## 333 State University of New York Maritime CollegeCornell University
## 334 Pennsylvania State University (BS)United States Army War College (MS)
## 335 Lebanon Valley CollegeFranklin and Marshall College
## 336 –
## 337 Pennsylvania State University, AltoonaPennsylvania State University, University Park (BS)Temple University (MD)
## 338 Pennsylvania State University, Behrend (BA)Duquesne University (JD)
## 339 Pennsylvania State University (BS)Temple University (MEd)
## 340 University of Notre Dame (BA)
## 341 University of Pennsylvania (BA, JD)
## 342 Pennsylvania State University (BS)
## 343 Brown University (BA)Georgetown University (JD)
## 344 Rhode Island College (BA)Harvard University (MPA)
## 345 College of CharlestonFlorida Atlantic University (BS)Northern Kentucky University (JD)
## 346 Washington and Lee University (BA)University of South Carolina (JD)
## 347 Clemson University (BA)
## 348 George Washington University (BA)University of South Carolina (MA, JD)
## 349 Presbyterian College (BS)
## 350 South Carolina State University (BA)
## 351 University of South Carolina (BS, MA, JD)
## 352 University of South Dakota (BA)University of Kansas (MPA)
## 353 Austin Peay State University (BS)University of Tennessee (MD)
## 354 University of Tennessee,Knoxville (BS)
## 355 University of Illinois at Urbana–Champaign (BA)University of Tennessee (JD)
## 356 University of South Dakota (BS, MD)
## 357 University of North Carolina at Chapel Hill (BA)Oriel College, Oxford (MA)Harvard University (JD)
## 358 Tennessee Technological University (BS)Purdue University, West Lafayette (MS)Vanderbilt University (JD)
## 359 United States Military Academy (BS)University of Southern California (MA)Wright State University (MD)
## 360 University of Memphis (BA, JD)
## 361 Vanderbilt University (BA)University of Memphis (JD)
## 362 Texas A&M University (BA)Baylor University (JD)
## 363 Tufts University (BA)Harvard University (MPA)
## 364 Harvard University (BA, MBA)
## 365 University of Notre Dame (BA)Southern Methodist University (JD)
## 366 University of Texas, Austin (BA, BBA)
## 367 University of Texas, Arlington
## 368 Kenyon College (BA)College of William and Mary (JD)
## 369 University of South Dakota (BA)
## 370 Florida A&M UniversityTuskeegee University (BA)Texas Southern University (JD)
## 371 Trinity University (BA)St. Mary's University, Texas (JD)
## 372 Texas A&M University–Commerce (BA)
## 373 Texas Wesleyan University (BA)
## 374 Texas Tech University (BA)University of Texas at Austin (JD)
## 375 Alvin Community CollegeUniversity of Houston–Clear Lake (BS)
## 376 Embry–Riddle Aeronautical University (BA)Texas Wesleyan University (JD)
## 377 University of Texas, El Paso (BA)New York University (MA)
## 378 Texas A&M University (BA)Houston Baptist University(MBA)
## 379 Yale University (BA)University of Virginia (JD)
## 380 Texas Tech University (BA, MPA)
## 381 Stanford University (BA)Harvard University (JD)
## 382 University of Virginia (BS, MS)University of Texas, Austin (JD)
## 383 Rice University (BA)University of Texas at Austin (JD)
## 384 Texas A&M University (BS)
## 385 Southern Nazarene University (BA)Nazarene Theological Seminary
## 386 Texas Christian University (BA)
## 387 University of North Texas (BS, MS)University of Texas, Houston (MD)University of Texas at Dallas (MS)
## 388 Oral Roberts University (BS)
## 389 Laredo Community CollegeGeorgetown University (BA)University of Texas at Austin (JD, PhD)Texas A&M International University (MA)
## 390 Texas Woman's University (BA)Texas Southern University (JD)
## 391 St Mary's College, IndianaTexas Christian University (BS)Southern Methodist University (MPA)
## 392 Texas Tech University (BA)University of Texas at Austin (JD)
## 393 Baylor University (BA)University of California, Berkeley (JD)
## 394 Texas Wesleyan University (BA)
## 395 Georgetown University (BA)University of Texas at Austin (JD)
## 396 University of Texas at Austin (BA, JD)
## 397 Lamar University (BS)University of Texas, Houston (DDS)
## 398 University of Utah (BA)
## 399 Utah State University (BA)
## 400 Brigham Young University (BS)
## 401 University of Utah (BA)Columbia University (JD)
## 402 College of the Holy Cross (BA)University of California, Berkeley (JD)
## 403 Virginia Tech (BS)University of North Carolina at Chapel Hill (MPH)Virginia Commonwealth University (PhD)
## 404 United States Naval Academy (BS)Old Dominion University (MS)
## 405 Harvard University (BA)Boston College (JD)
## 406 American University (BA)University of Virginia (JD)Virginia Union University (MDiv)
## 407 Rowan College, BurlingtonAir UniversityUniversity of Virginia (BA)Villanova University
## 408 Bates College (BA)University of Richmond (JD)
## 409 University of Virginia (BA)Purdue University (MBA)
## 410 Williams College (BA)
## 411 Emory and Henry College (BA)Washington and Lee University (JD)
## 412 University of Maryland, College Park (BA)College of William and Mary (JD)
## 413 Maryknoll College (Glen Ellyn, Illinois)[2](BA)Harvard University (MPA)
## 414 Reed College (BS)University of Washington (MBA)
## 415 Pacific Lutheran University (BA)University of Minnesota (MPA)
## 416 Bellevue CollegeUniversity of Washington (BA)
## 417 Washington State University (BS)
## 418 Pensacola Christian College (BA)University of Washington (MBA)
## 419 Princeton University (BA)University of Oxford (MA, PhD)
## 420 Georgetown University (BA)Northwestern University (MBA)
## 421 University of California, Berkeley (BS)University of California, Davis (MD)
## 422 Western Washington UniversityFordham University (BA)University of Washington (JD)
## 423 Evergreen State College (BA)Portland State University
## 424 Purdue University (BS)
## 425 Dartmouth College (BA)
## 426 Columbia College, South Carolina (BA)
## 427 Georgetown University (BS)University of Wisconsin–Madison (JD)
## 428 University of Wisconsin–Madison (BA)
## 429 Harvard University (BA)London School of Economics(MA)University of Minnesota (JD)
## 430 Marquette University (BA)
## 431 Stanford University (BA)University of Wisconsin–Madison (JD)
## 432 University of Wisconsin–Madison (BA, JD)
## 433
## 434 Princeton University (BA)National Intelligence University (MS)Georgetown University (MA, MS, PhD)
## 435 Colorado College (BA)University of Chicago (JD)
## Assumed office Residence Born
## 1 2014 (Special) Fairhope 1955
## 2 2011 Montgomery 1976
## 3 2003 Saks 1958
## 4 1997 Haleyville 1965
## 5 2011 Huntsville 1954
## 6 2015 Hoover 1954
## 7 2011 Birmingham 1965
## 8 1973 (Special) Fort Yukon 1933
## 9 2017 Sedona 1946
## 10 2019 Tucson 1950
## 11 2003 Tucson 1948
## 12 2011 Prescott 1958
## 13 2017 Gilbert 1958
## 14 2011 Scottsdale 1962
## 15 2015 Phoenix 1979
## 16 2018 (Special) Peoria 1958
## 17 2019 Phoenix 1970
## 18 2011 Jonesboro 1966
## 19 2015 Little Rock 1956
## 20 2011 Rogers 1957
## 21 2015 Hot Springs 1967
## 22 2013 Richvale 1960
## 23 2013 San Rafael 1964
## 24 2009 (Special) Walnut Grove 1945
## 25 2009 Elk Grove 1956
## 26 1999 St. Helena 1951
## 27 2005 (Special) Sacramento 1944
## 28 2013 Elk Grove 1965
## 29 2013 Yucca Valley 1943
## 30 2007 Stockton 1951
## 31 2019 Turlock 1986
## 32 2015 Concord 1952
## 33 1987 (Special) San Francisco 1940
## 34 1998 (Special) Oakland 1946
## 35 2008 (Special) Hillsborough 1950
## 36 2013 Dublin 1980
## 37 2005 Fresno 1952
## 38 2017 Fremont 1976
## 39 1993 Atherton 1942
## 40 1995 San Jose 1947
## 41 2017 Carmel Valley 1969
## 42 2019 Fresno 1963
## 43 2003 Tulare 1973
## 44 2007 Bakersfield 1965
## 45 2017 Santa Barbara 1964
## 46 NA
## 47 2013 Oak Park 1952
## 48 2009 (Special) Monterey Park 1953
## 49 2001 Burbank 1960
## 50 2013 San Fernando Valley 1963
## 51 1997 Sherman Oaks 1954
## 52 2015 Redlands 1979
## 53 1999 Norwalk 1936
## 54 2015 Torrance 1969
## 55 2017 (Special) Los Angeles 1974
## 56 2015 Pomona 1965
## 57 2013 Palm Desert 1972
## 58 2011 Baldwin Hills 1953
## 59 2003 Orange 1969
## 60 2019 Yorba Linda 1971
## 61 1993 Downey 1941
## 62 2013 Riverside 1960
## 63 1993 Corona 1953
## 64 1991 Inglewood 1938
## 65 2017 San Pedro 1976
## 66 2019 Irvine 1974
## 67 2017 Santa Ana 1958
## 68 2013 Long Beach 1941
## 69 2019 Laguna Beach 1961
## 70 2019 San Juan Capistrano 1978
## 71 NA
## 72 2013 Golden Hill 1961
## 73 2013 La Jolla 1958
## 74 2001 San Diego 1944
## 75 1997 Denver 1957
## 76 2019 Boulder 1984
## 77 2011 Cortez 1956
## 78 2015 Greeley 1959
## 79 2007 Colorado Springs 1954
## 80 2019 Aurora 1979
## 81 2007 Lakewood 1953
## 82 1999 East Hartford 1948
## 83 2007 Vernon 1953
## 84 1991 New Haven 1943
## 85 2009 Cos Cob 1966
## 86 2019 Wolcott 1973
## 87 2017 Wilmington 1962
## 88 2017 Fort Walton Beach 1982
## 89 2017 Panama City 1953
## 90 2013 Gainesville 1955
## 91 2017 Jacksonville 1952
## 92 2017 Tallahassee 1948
## 93 2019 Daytona Beach 1974
## 94 2017 Winter Park 1978
## 95 2009 Rockledge 1947
## 96 2017 Orlando 1978
## 97 2017 Orlando 1957
## 98 2011 Winter Garden 1949
## 99 2007 Palm Harbor 1963
## 100 2017 St. Petersburg 1956
## 101 2007 Tampa 1966
## 102 2019 Dover 1966
## 103 2007 Longboat Key 1951
## 104 2019 Sarasota 1978
## 105 2017 Hutchinson Island 1980
## 106 2017 Naples 1953
## 107 1993 Miramar 1936
## 108 2013 West Palm Beach 1948
## 109 2010 (Special) Boca Raton 1966
## 110 2005 Weston 1966
## 111 2011 Miami Gardens 1942
## 112 2003 Miami 1961
## 113 2019 Miami 1971
## 114 2019 Miami 1941
## 115 2015 Pooler 1957
## 116 1993 Albany 1947
## 117 2017 West Point 1966
## 118 2007 Lithonia 1954
## 119 1987 Atlanta 1940
## 120 2019 Marietta 1960
## 121 2011 Peachtree Corners 1970
## 122 2011 Tifton 1969
## 123 2013 Gainesville 1966
## 124 2015 Bethlehem 1960
## 125 2015 Cassville 1963
## 126 2015 Augusta 1951
## 127 2003 Atlanta 1945
## 128 2010 (Special) Ranger 1970
## 129 2019 Kaneohe 1952
## 130 2013 Honolulu 1981
## 131 2019 Meridian 1962
## 132 1999 Idaho Falls 1950
## 133 1993 Englewood 1946
## 134 2013 (Special) Matteson 1956
## 135 2005 Western Springs 1966
## 136 2019 Chicago 1956
## 137 2009 (Special) Lincoln Park, Chicago 1958
## 138 2019 Downers Grove 1971
## 139 1997 Austin, Chicago 1941
## 140 2017 Schaumburg 1973
## 141 1999 Evanston 1944
## 142 2017 Deerfield 1961
## 143 2013 Naperville 1955
## 144 2015 Murphysboro 1960
## 145 2013 Taylorville 1970
## 146 2019 Naperville 1986
## 147 1997 Collinsville 1958
## 148 2011 Rockford 1978
## 149 2013 East Moline 1961
## 150 2015 (Special) Dunlap 1968
## 151 1985 Merrillville 1949
## 152 2013 Jimtown 1963
## 153 2017 Columbia City 1979
## 154 2019 Greencastle 1945
## 155 2013 Carmel 1960
## 156 2019 Edinburgh 1956
## 157 2008 (Special) Center Township, Marion County 1974
## 158 2011 Newburgh 1962
## 159 2017 Jeffersonville 1983
## 160 2019 Dubuque 1988
## 161 2007 Iowa City 1952
## 162 2019 West Des Moines 1965
## 163 2003 Kiron 1949
## 164 2017 Great Bend 1960
## 165 2019 Topeka 1976
## 166 2019 Shawnee 1980
## 167 2017 (Special) Wichita 1956
## 168 2016 (Special) Tompkinsville 1972
## 169 2009 Bowling Green 1964
## 170 2007 Louisville 1947
## 171 2012 (Special) Garrison 1971
## 172 1981 Mount Vernon 1937
## 173 2013 Lexington 1973
## 174 2008 (Special) Jefferson 1965
## 175 2011 New Orleans 1973
## 176 2017 Port Barre 1961
## 177 2017 Benton 1972
## 178 2015 Mangham 1954
## 179 2015 Baton Rouge 1972
## 180 2009 North Haven 1955
## 181 2019 Lewiston 1982
## 182 2011 Cockeysville 1957
## 183 2003 Baltimore 1946
## 184 2007 Towson 1962
## 185 2017 Lanham 1961
## 186 1981 (Special) Mechanicsville 1939
## 187 2019 Potomac 1955
## 188 2020\n(Special) Baltimore 1948
## 189 2017 Takoma Park 1962
## 190 1989 Springfield 1949
## 191 1997 Worcester 1959
## 192 2019 Westford 1973
## 193 2013 Brookline 1980
## 194 2013 (Special) Melrose 1963
## 195 2015 Salem 1978
## 196 2019 Dorchester 1974
## 197 2001 (Special) Boston 1955
## 198 2011 Bourne 1952
## 199 2017 Watersmeet 1947
## 200 2011 Zeeland 1969
## 201 2011 Cascade Township 1980
## 202 2015 Midland 1961
## 203 2013 Flint Township 1958
## 204 1987 St. Joseph 1953
## 205 2011 Tipton 1951
## 206 2019 Holly 1976
## 207 2019 Bloomfield 1960
## 208 2017 Dryden Township 1961
## 209 2019 Rochester Hills 1983
## 210 2015 Dearborn 1953
## 211 2019 Detroit 1976
## 212 2015 Southfield 1954
## 213 2019 Blue Earth 1962
## 214 2019 Eagan 1972
## 215 2019 Deephaven 1969
## 216 2001 Saint Paul 1954
## 217 2019 Minneapolis 1981
## 218 2015 Delano 1961
## 219 1991 Moorhead 1944
## 220 2019 Hermantown 1966
## 221 2015 (Special) Saltillo 1966
## 222 1993 (Special) Bolton 1948
## 223 2019 Brandon 1970
## 224 2011 Gulfport 1970
## 225 2001 St. Louis 1956
## 226 2013 Ballwin 1962
## 227 2009 St. Elizabeth 1952
## 228 2011 Harrisonville 1960
## 229 2005 Kansas City 1944
## 230 2001 Tarkio 1963
## 231 2011 Springfield 1955
## 232 2013 (Special) Salem 1980
## 233 2017 (Special) Bozeman 1961
## 234 2005 Lincoln 1960
## 235 2017 Papillion 1963
## 236 2007 Gering 1970
## 237 2013 Las Vegas 1950
## 238 2011 (Special) Carson City 1958
## 239 2019 Las Vegas 1966
## 240 2019 Las Vegas 1973
## 241 2019 Manchester 1980
## 242 2013 Hopkinton 1956
## 243 2014 (Special) Camden 1958
## 244 2019 Dennis Township 1953
## 245 2019 Bordentown 1982
## 246 1981 Hamilton Township, Mercer County 1953
## 247 2017 Wyckoff 1975
## 248 1988 (Special) New Brunswick 1951
## 249 2019 Rocky Hill 1965
## 250 2006 (Special) West New York 1951
## 251 1997 Paterson 1937
## 252 2012 (Special) Newark 1958
## 253 2019 Montclair 1972
## 254 2015 Ewing Township 1945
## 255 2019 Albuquerque 1960
## 256 2019 Las Cruces 1984
## 257 2009 Santa Fe 1972
## 258 2015 Shirley 1980
## 259 1993 Seaford 1944
## 260 2017 Glen Cove 1962
## 261 2015 Garden City 1965
## 262 1998 (Special) Jamaica 1953
## 263 2013 Flushing, Queens 1975
## 264 1993 Sunset Park, Brooklyn 1953
## 265 2013 Prospect Heights, Brooklyn 1970
## 266 2007 Flatbush, Brooklyn 1964
## 267 1992 (Special) Chelsea, Manhattan 1947
## 268 2019 Staten Island 1986
## 269 1993 East Harlem, Manhattan 1946
## 270 2017 Inwood, Manhattan 1954
## 271 2019 Bronx 1989
## 272 1990 (Special) Concourse, Bronx 1943
## 273 1989 Riverdale, Bronx 1947
## 274 1989 Harrison 1937
## 275 2013 Carmel 1966
## 276 2019 Rhinebeck 1977
## 277 2009 Amsterdam 1949
## 278 2015 Willsboro 1984
## 279 2019 Utica 1978
## 280 2010 (Special) Corning 1971
## 281 2015 Camillus 1962
## 282 2018 (Special) Irondequoit 1957
## 283 2005 Buffalo 1959
## 284 NA
## 285 2004 (Special) Wilson 1947
## 286 2013 Raleigh 1968
## 287 2019 (Special) Greenville 1963
## 288 1997 Chapel Hill 1940
## 289 2005 Banner Elk 1943
## 290 2015 Greensboro 1969
## 291 2015 McGee Crossroads 1972
## 292 2013 Concord 1971
## 293 2019 (Special) Charlotte 1964
## 294 2005 Cherryville 1975
## 295 NA
## 296 2014 (Special) Charlotte 1946
## 297 2017 Advance 1971
## 298 2019 Dickinson 1976
## 299 2011 Cincinnati 1953
## 300 2013 Cincinnati 1958
## 301 2013 Columbus 1950
## 302 2007 Lima 1964
## 303 2007 Bowling Green 1956
## 304 2011 Marietta 1954
## 305 2011 Washington Township, Holmes County 1954
## 306 2016 (Special) Troy 1970
## 307 1983 Toledo 1946
## 308 2003 Dayton 1960
## 309 2008 (Special) Cleveland 1952
## 310 2018 (Special) Zanesville 1962
## 311 2003 Niles 1973
## 312 2013 Richmond Heights 1957
## 313 2011 Columbus 1965
## 314 2019 Rocky River 1984
## 315 2018 (Special) Tulsa 1961
## 316 2013 Westville 1977
## 317 1994 (Special) Enid 1960
## 318 2003 Moore 1949
## 319 2019 Oklahoma City 1976
## 320 2012 (Special) Beaverton 1954
## 321 1999 Hood River 1957
## 322 1996 (Special) Portland 1948
## 323 1987 Springfield 1947
## 324 2009 Canby 1951
## 325 2017 Levittown 1973
## 326 2015 Philadelphia 1977
## 327 2016 (Special) Philadelphia 1954
## 328 2019 Abington Township, Montgomery County 1959
## 329 2018 (Special) Swarthmore 1959
## 330 2019 Devon 1967
## 331 2018 (Special) South Whitehall Township 1957
## 332 2013 Moosic 1961
## 333 2019 Dallas 1964
## 334 2013 Harrisburg 1962
## 335 2017 West Lampeter Township 1964
## 336 2019 (Special) Middlecreek Township, Snyder County 1965
## 337 2019 Altoona 1957
## 338 2019 Jefferson Hills 1983
## 339 2009 Oil City 1959
## 340 2011 Butler 1948
## 341 2018 (Special) Mt. Lebanon 1984
## 342 1995 Pittsburgh 1953
## 343 2011 Providence 1961
## 344 2001 Warwick 1964
## 345 2019 Charleston 1982
## 346 2001 (Special) West Columbia 1947
## 347 2011 Laurens 1966
## 348 2019 Greenville 1984
## 349 2017 (Special) Rock Hill 1953
## 350 1993 Columbia 1940
## 351 2013 Myrtle Beach 1957
## 352 2019 Mitchell 1976
## 353 2009 Johnson City 1945
## 354 2019 Knoxville 1964
## 355 2011 Ooltewah 1962
## 356 2011 South Pittsburg 1964
## 357 2003 Nashville 1954
## 358 2019 Cookeville 1965
## 359 2019 Clarksville 1964
## 360 2017 Memphis 1966
## 361 2007 Memphis 1949
## 362 2005 Tyler 1953
## 363 2019 Spring 1984
## 364 2019 Plano 1972
## 365 2015 Heath 1965
## 366 2019 Kaufman 1982
## 367 2019 Arlington 1953
## 368 2019 Houston 1975
## 369 1997 The Woodlands 1955
## 370 2005 Houston 1947
## 371 2005 West Lake Hills 1962
## 372 2005 Midland 1948
## 373 1997 Fort Worth 1943
## 374 1995 Clarendon 1958
## 375 2013 Alvin 1953
## 376 2017 McAllen 1967
## 377 2019 El Paso 1969
## 378 2011 Bryan 1954
## 379 1995 Houston 1950
## 380 2017 Lubbock 1972
## 381 2013 San Antonio 1974
## 382 2019 Austin 1972
## 383 2009 Sugar Land 1962
## 384 2015 Helotes 1977
## 385 2005 Coppell 1951
## 386 2013 Weatherford 1949
## 387 2003 Lewisville 1950
## 388 2018 (Special) Victoria 1975
## 389 2005 Laredo 1955
## 390 2019 Houston 1950
## 391 1993 Dallas 1935
## 392 2003 Round Rock 1941
## 393 2019 Dallas 1983
## 394 2013 Fort Worth 1971
## 395 2013 Brownsville 1963
## 396 1995 Austin 1946
## 397 2015 Woodville 1948
## 398 2003 Brigham City 1951
## 399 2013 Farmington 1960
## 400 2017 (Special) Provo 1960
## 401 2019 Salt Lake City 1974
## 402 2007 Norwich 1947
## 403 2007 (Special) Montross 1959
## 404 2019 Norfolk 1975
## 405 1993 Newport News 1947
## 406 2017 Henrico County 1961
## 407 2019 Nellysford 1970
## 408 2019 Rockbridge County 1972
## 409 2019 Glen Allen 1979
## 410 2015 Alexandria 1950
## 411 2011 Salem 1958
## 412 2019 Leesburg 1968
## 413 2009 Fairfax 1950
## 414 2012 (Special) Medina 1962
## 415 2001 Lake Stevens 1965
## 416 2011 Camas 1978
## 417 2015 Sunnyside 1955
## 418 2005 Colville 1969
## 419 2013 Artondale 1974
## 420 2017 Seattle 1965
## 421 2019 Sammamish 1968
## 422 1997 Bellevue 1965
## 423 2013 Olympia 1952
## 424 2011 Wheeling 1947
## 425 2015 Charles Town 1971
## 426 2019 Crab Orchard 1950
## 427 2019 Janesville 1981
## 428 2013 Madison 1964
## 429 1997 La Crosse 1963
## 430 2005 Milwaukee 1951
## 431 1979 Menomonee Falls 1943
## 432 2015 Campbellsport 1955
## 433 NA
## 434 2017 Green Bay 1984
## 435 2017 Jackson 1966Semoga bermanfaat.