Intro To DF Part 3 Lab(Python)
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Intro To DataFrames, Lab #3

De-Duping Data

Spark Logo Tiny Classroom-Setup

For each lesson to execute correctly, please make sure to run the Classroom-Setup cell at the start of each lesson (see the next cell) and the Classroom-Cleanup cell at the end of each lesson.

%run "../Includes/Classroom-Setup"

Spark Logo Tiny Hints

  • Use the API docs. Specifically, you might find DataFrame and functions to be helpful.
  • It's helpful to look at the file first, so you can check the format. dbutils.fs.head() (or just %fs head) is a big help here.
%fs head dbfs:/mnt/training/dataframes/people-with-dups.txt
[Truncated to first 65536 bytes] firstName:middleName:lastName:gender:birthDate:salary:ssn Emanuel:Wallace:Panton:M:1988-03-04:101255:935-90-7627 Eloisa:Rubye:Cayouette:F:2000-06-20:204031:935-89-9009 Cathi:Svetlana:Prins:F:2012-12-22:35895:959-30-7957 Mitchel:Andres:Mozdzierz:M:1966-05-06:55108:989-27-8093 Angla:Melba:Hartzheim:F:1938-07-26:13199:935-27-4276 Rachel:Marlin:Borremans:F:1923-02-23:67070:996-41-8616 Catarina:Phylicia:Dominic:F:1969-09-29:201021:999-84-8888 Antione:Randy:Hamacher:M:2004-03-05:271486:917-96-3554 Madaline:Shawanda:Piszczek:F:1996-03-17:183944:963-87-9974 Luciano:Norbert:Sarcone:M:1962-12-14:73069:909-96-1669 Newton:Jose:Piacente:M:1969-11-05:264422:967-61-8575 Gretta:Jennefer:Dipinto:F:1921-10-28:118497:907-49-2510 Jenni:Janella:Mcquiston:F:1969-07-11:137418:932-55-7164 Malena:Apryl:Kings:F:1980-01-08:98204:934-48-2334 Willy:Russell:Merker:M:1967-10-10:41026:992-83-4829 Jami:Allen:Mulkerin:F:1958-08-08:236024:934-86-4126 Fernando:Lowell:Zebell:M:1955-07-03:246516:951-57-6196 Garnet:Helaine:Edghill:F:1985-05-15:97125:979-42-4409 Siu:Cherrie:Lechelt:F:2012-07-24:148331:906-85-3202 Randal:Osvaldo:Torma:M:2013-12-17:275086:982-68-6906 Myles:Stuart:Miskell:M:1928-05-17:280726:992-89-2715 Conrad:Donnie:Piatkowski:M:1920-11-17:59935:916-33-7831 Darcel:Fleta:Czyrnik:F:1994-09-05:99641:995-95-8909 Juliane:Hallie:Vuillemot:F:1972-01-11:203415:950-17-2657 Cordia:Estella:Scheiber:F:1924-03-13:214853:965-74-4739 Bryon:Isiah:Nazario:M:2002-02-26:201478:963-38-1755 Alex:Gilbert:Trigueros:M:1990-12-30:271591:999-60-3232 Irwin:Rene:Zalesky:M:1931-06-20:122599:974-53-6387 Deandre:Brent:Bailor:M:1954-08-07:93429:920-78-9780 Cheree:Dorethea:Anspaugh:F:1985-01-17:278860:961-36-6578 Zachariah:Harris:Reemer:M:1924-12-16:238892:944-32-3013 See:Sharen:Howryla:F:1979-12-30:169570:925-12-1644 Mozella:Necole:Giannakopoulo:F:1993-08-24:40880:980-93-4844 David:Tracy:Delatrinidad:M:1932-01-26:85003:993-37-2066 Michel:Loren:Sandoz:M:1925-05-04:270046:948-56-4284 Graham:Denny:Apresa:M:1966-07-14:209118:928-67-3592 Kattie:Sammie:Ercek:F:2002-07-26:211993:996-32-1564 Shaunna:Kathlene:Amunrud:F:1965-07-01:234090:916-53-6216 Leeann:Madeleine:Clater:F:1976-10-26:100705:946-41-7003 Garry:Lino:Galm:M:1934-08-14:168769:994-29-1678 Shelly:Marhta:Krenzke:F:1915-05-08:270492:967-71-8565 Shantelle:Zoe:Spicher:F:1952-12-11:183419:989-79-8274 Yessenia:Lucina:Fred:F:1967-04-21:131376:990-95-7077 Del:Maynard:Dzurnak:M:1960-01-31:276319:938-46-9967 Maximina:Kirsten:Barranco:F:2004-11-05:257482:938-70-3631 Shasta:Bette:Licausi:F:2006-05-26:273311:929-84-1247 Wendell:Bud:Landi:M:2012-03-06:61215:987-95-9502 Sabine:Petronila:Lambertson:F:1937-03-31:274044:916-95-8546 Leonard:Filiberto:Sellberg:M:1982-05-25:264070:965-65-6038 Demetrice:Flossie:Schehr:F:1958-03-16:245090:990-42-7824 Reyes:Gilberto:Schlabs:M:1997-07-11:252679:906-83-6847 Bernard:Reggie:Coache:M:1960-06-23:53020:941-56-6401 Lavette:Elouise:Riedinger:F:1950-11-21:51371:913-81-9468 Edmund:Nicolas:Majocka:M:1974-05-26:298673:921-55-7816 Deana:Marcie:Malle:F:2011-06-24:15388:973-52-9173 Claudio:Leopoldo:Ealand:M:1916-01-14:158319:929-61-6825 Lucretia:Divina:Parnell:F:2011-05-30:41054:963-43-3135 Myrtis:Yaeko:Maciarello:F:1941-11-16:191903:996-58-7685 Cordie:Cara:Sheilds:F:2007-02-08:219449:950-98-5411 Michell:Corinne:Himmelspach:F:1968-02-27:154658:905-67-9613 Major:Shawn:Garay:M:1934-12-18:79152:904-49-5993 Andrew:Darnell:Kniceley:M:1966-09-02:25955:987-26-4880 Shasta:Floria:Messineo:F:2008-02-23:30339:925-83-2833 Madalene:Arline:Vanholland:F:1945-05-14:47734:977-68-6192 Clare:So:Bieker:F:1922-04-07:14603:922-40-9560 Audrey:Lorrine:Sprewell:F:1932-10-25:283164:997-53-7925 ARLEN:HAYDEN:CARVILL:M:1986-05-24:66754:918339442 Maybelle:Honey:Jolicoeur:F:1923-02-10:239772:902-46-1282 Darwin:Cedric:Gompf:M:1954-03-19:152991:926-88-9050 Jonelle:Maryam:Berkstresser:F:1944-11-17:253619:935-62-7974 Lynsey:Marcelina:Dagrella:F:1969-03-01:209989:978-42-7296 Robert:Jessie:Anaya:M:1922-09-30:136381:956-53-6437 Max:Fletcher:Hoople:M:1996-04-08:205848:953-50-6974 CORNELIUS:NORMAN:LITTERAL:M:1931-12-19:244663:904721924 Temika:Tabetha:Krolikowski:F:1924-02-07:82498:994-27-4063 Fritz:Louis:Wechselblatt:M:2000-01-16:154897:972-28-2152 Elouise:Eun:Quiet:F:1997-06-15:20152:963-25-6361 Jenniffer:Mika:Hollowell:F:1979-12-27:293462:941-95-4384 Edwin:Fritz:Ehresman:M:1959-10-02:236463:919-39-5692 Barry:Colby:Zidzik:M:1998-12-09:206651:927-27-9653 Almeda:Alishia:Airth:F:1974-03-21:51512:938-43-3006 Darleen:Sharron:Matthews:F:1971-03-05:118422:965-56-2290 Garrett:Freeman:Records:M:1967-01-24:221687:919-65-9079 Sarina:France:Memmo:F:1962-03-03:88475:968-97-7178 Marsha:Roselyn:Sorbo:F:1999-09-13:91894:946-59-2346 Hilda:Sunny:Boehner:F:1952-02-24:130766:926-35-7508 Elicia:Lakeshia:Swentzel:F:1990-12-03:34074:907-20-7781 Cyril:Dalton:Groom:M:2010-09-18:68006:987-58-4363 Jimmie:Lawrence:Woodward:M:1968-05-12:37514:984-63-5828 Kelsie:Cassandra:Rozman:F:1955-09-14:144209:937-37-4674 Blair:Darnell:Angton:M:1963-03-18:54239:972-56-5352 Erick:Gaylord:Luallen:M:2001-03-10:195364:982-97-1174 Lucas:Dino:Maw:M:1939-06-23:181173:954-79-9625 Dino:Frank:Petrucelli:M:1979-11-25:60266:966-73-8544 Tommie:Rob:Chounlapane:M:1918-07-26:35002:910-22-5705 Bea:Mallie:Loperena:F:1996-05-24:172887:955-29-4616 Debora:Kayleen:Berczel:F:1974-11-04:198482:974-52-7615 Obdulia:Marylin:Leemow:F:1934-12-26:91920:964-35-1540 Garret:Ricky:Neifert:M:1973-10-08:223061:944-34-9864 Mose:Micheal:Rawling:M:1924-10-14:53447:926-61-2609 Carmina:Angelic:Nuesca:F:1977-05-20:142958:951-56-1923 Bob:Efren:Parga:M:1932-01-04:248063:999-78-6792 Stephania:Shirley:Maines:F:1970-02-08:33733:931-32-5509 Cami:Josefine:Neat:F:1945-04-18:231234:985-46-8325 Darcy:Morgan:Barkley:F:1973-11-04:153645:916-24-1139 Cecille:Xiao:Fatchett:F:1966-06-23:39688:981-44-6596 Awilda:Reta:Bonds:F:2004-10-30:24254:960-42-3200 James:Jerrold:Wolma:M:2006-01-25:154974:973-72-3674 Claud:Freeman:Bihari:M:1973-02-16:207536:919-53-6084 Billie:Ezekiel:Followell:M:1982-12-06:224666:913-59-2510 Adelia:Latonya:Urlaub:F:2001-03-23:136907:919-67-3521 Lynwood:Randell:Byous:M:1964-10-21:39977:965-93-8390 Roni:Emmie:Turso:F:1969-06-10:43049:980-22-7509 Sheilah:Trudi:Lilleberg:F:1956-03-24:191697:993-33-5586 Malvina:Lanette:Hartness:F:1940-08-14:177745:908-66-7175 Rochell:Nicola:Huh:F:1925-12-27:110966:936-84-6765 Lucia:Pearly:Scobee:F:1964-05-15:230949:913-63-6237 JONATHAN:JULIAN:CAZORLA:M:1915-05-20:266457:959878516 Marvin:Devon:Robin:M:1962-07-18:26662:993-24-1711 Kami:Lorrine:Schaper:F:1998-08-04:135446:997-28-1564 Kasi:Winnie:Buzza:F:1981-09-07:104711:981-82-9401 Luann:Elsa:Ibsen:F:1936-02-21:195235:942-89-1746 Gwyn:Nichol:Waltemath:F:1934-07-09:297958:923-88-6201 Vincenzo:Tim:Nealon:M:1977-07-03:255390:934-21-2608 Denver:Shon:Caho:M:1971-12-17:27360:921-25-7131 Jess:Frederic:Vankammen:M:1942-10-02:107405:983-28-5981 Harvey:Claudio:Maitland:M:1946-07-31:195280:986-79-6027 Mohammad:Chad:Cardle:M:1985-04-21:92744:927-17-9121 Margarette:Vasiliki:Bacerra:F:2011-03-16:54334:984-23-2965 EMORY:GARRETT:BISARRA:M:1929-07-21:39437:975422585 Monty:Josiah:Picciuto:M:1940-10-14:140628:930-59-7861 Don:Roger:Soll:M:1971-07-21:123428:946-35-9195 Brendon:Guy:Angelillo:M:1940-07-11:127761:958-93-3385 Maxwell:Byron:Iacobucci:M:1948-02-24:215373:972-12-9005 Dung:Marylyn:Trethewey:F:1943-10-15:235863:945-85-7157 Gabriel:Sterling:Coplen:M:1947-09-25:89873:945-18-1963 Almeda:Lizzie:Lecomte:F:1994-09-22:179411:923-93-1226 Darrick:Sanford:Neef:M:1919-12-16:225795:985-15-5842 Scarlett:Georgina:Backues:F:2004-01-24:139585:962-10-8796 Elma:Liane:Mcclatchey:F:2015-02-03:25532:900-72-1168 Perry:August:Gerbig:M:1981-04-24:175376:988-20-4806 Kathlene:Renea:Churley:F:1954-09-26:21242:929-37-1499 Willene:Kandi:Jackowiak:F:1990-10-24:32163:910-11-9710 Sheldon:Grover:Wixted:M:1921-06-06:73662:948-83-5840 Jenna:Marybelle:Fredrikson:F:1944-12-06:163537:998-99-8395 Viola:Elisa:Gares:F:1986-07-11:169002:966-57-2566 Rozanne:Daniell:Warhurst:F:1979-01-03:162928:923-55-6208 Delmar:Herman:Kostiv:M:1965-12-10:165513:974-69-9877 Porter:Alfonso:Mccelland:M:1994-04-12:93678:971-37-8804 Reuben:Zachariah:Wagle:M:1925-04-25:291830:977-40-1724 Dominick:David:Walner:M:1977-10-21:58894:944-42-5417 Tyson:Jefferson:Gemes:M:1918-01-30:20988:924-51-8570 Shanna:Lorine:Alberti:F:1958-05-19:233998:949-42-2448 Tambra:Robbi:Ballog:F:1948-02-27:199000:961-97-1552 Evan:Florentino:Glaviano:M:1998-01-10:110165:929-31-4982 Elizbeth:Shasta:Tuggie:F:1991-02-14:40847:990-45-2792 Greg:Benjamin:Trevillian:M:1968-04-25:252528:990-82-8264 Jan:Refugio:Nute:M:2014-07-20:85729:959-83-9540 Melodee:Filomena:Heckathorn:F:1999-06-24:192223:996-39-9023 Hershel:Hubert:Formaggioni:M:1916-09-03:106615:970-86-9535 Ying:Cheyenne:Vanhoozer:F:1931-09-16:115686:946-62-8432 Cherise:Shena:Munshower:F:1945-09-07:91582:986-22-3991 Jeffery:Lloyd:Redgate:M:2006-08-31:218520:926-95-7766 Lindsay:Dion:Meserole:M:1941-05-17:43387:995-32-3127 Heike:Milissa:Baro:F:1942-03-07:60024:948-17-5120 Jaqueline:Daphine:Wienberg:F:2007-12-19:69488:985-41-9187 Reed:Jerold:Cheeseboro:M:1932-11-10:246455:914-21-3953 Kendrick:Chad:Whittenton:M:1957-05-26:220977:980-74-8567 Leonie:Vera:Grudzien:F:2002-09-16:169398:913-55-5184 Temika:Nichol:Dauphin:F:1994-09-24:149527:979-81-4055 Duane:Colin:Sharrett:M:1986-12-16:265193:988-55-7731 Santos:Timothy:Gnoza:M:2006-12-14:95172:940-91-7130 Margurite:Wynona:Lanosga:F:1926-05-12:242087:972-21-3250 Charlie:Maryanne:Higgenbottom:F:1953-01-03:96209:945-24-4618 Florencio:Kevin:Pasek:M:2003-01-14:119507:913-55-8343 Jamee:Cristy:Kron:F:1947-08-12:178475:940-35-2361 Blair:Reed:Fede:M:1957-08-17:53401:901-45-2498 Shelba:Reagan:Coffell:F:1995-05-17:192606:942-87-4388 Sonny:Mickey:Fabacher:M:2006-01-01:192611:948-18-3053 Yasmine:Sherlene:Harcus:F:1918-04-29:167953:905-30-8611 Rubin:Anthony:Bazzle:M:1976-08-27:217866:966-69-6456 Ethan:Rene:Hohstadt:M:1961-09-18:12432:965-88-7623 Valentine:Millard:Pellissier:M:1932-05-24:87925:974-39-3514 Terrence:Clint:Chad:M:1985-01-31:135569:960-24-3850 Vesta:Joyce:Varenhorst:F:2006-01-09:126011:924-20-8221 Tasia:Aracely:Mulliner:F:2011-03-24:226979:956-92-1033 Heath:Sheldon:Tillery:M:1946-08-09:154378:947-74-3837 LYNDA:BERNEICE:KLEY:F:1966-06-19:76999:932799801 Malia:Elease:Viscia:F:1992-10-25:85311:931-19-5423 Louis:Ferdinand:Sturgell:M:1941-09-30:74181:953-44-2021 Maya:Crissy:Honzel:F:1969-01-16:244644:938-60-5790 Yoshiko:Leonor:Onyeagu:F:1932-06-23:191722:960-26-5924 Sergio:Billie:Selman:M:1921-08-19:142241:958-70-9141 Venice:Sophie:Rolek:F:1982-11-05:292706:949-89-1731 Kathleen:Iona:Kibby:F:1982-04-07:46017:992-18-6118 Shelby:Herbert:Men:M:1936-02-18:269165:992-49-5448 Zelda:Shalonda:Dorschner:F:1936-06-20:213221:927-64-6781 Alan:Britt:Zakarian:M:1957-03-03:244377:918-49-8692 THOMASINE:SHARAN:PONO:F:1930-08-27:15815:910327375 Flora:Gisela:Chacon:F:1987-07-21:286900:910-55-9569 Luz:Deloras:Minassian:F:1976-11-12:180748:955-61-8296 Dominique:Berniece:Dinuzzo:F:1952-08-01:247433:970-37-8770 Anisa:Eura:Bingaman:F:1974-06-24:202343:974-72-6756 Nikole:Lynelle:Dolven:F:1954-10-07:124399:948-16-5886 Herman:Dudley:Claar:M:1999-07-25:128160:949-60-8249 Wade:Jefferey:Buttars:M:1968-10-18:254530:970-73-3800 Wally:Cruz:Escalona:M:1961-05-13:183779:942-75-3451 Elfreda:Dagmar:Douyette:F:1955-08-05:64840:998-87-4937 Moriah:Goldie:Koehn:F:2012-01-15:168664:999-24-3966 Bertram:Ken:Sarcone:M:2012-01-17:215216:967-47-3488 Madie:Daria:Markevich:F:1985-06-19:115162:955-26-7828 Jules:Gustavo:Salmonson:M:1949-12-17:202018:948-23-7046 Austin:Richard:Muskett:M:1926-11-23:32670:995-34-4031 Rob:Pierre:Drumheiser:M:1937-01-31:47615:993-29-5527 Nathaniel:Reinaldo:Tyszko:M:1924-03-26:12707:938-88-2750 Debbie:Hailey:Corriveau:F:1956-04-27:97352:993-74-7479 Harris:Heriberto:Burleson:M:1932-06-07:230115:977-89-8893 Lita:Keesha:Casten:F:1983-04-04:279849:957-59-8591 Frederic:Guadalupe:Sobrino:M:1927-04-27:45961:996-57-9672 Jc:Cole:Imada:M:1987-03-26:153831:921-17-3836 Drucilla:Renata:Stager:F:1977-12-22:63470:994-42-9469 Shelby:Alysa:Kurpinski:F:1944-08-26:165203:940-34-6842 Richard:Oren:Papetti:M:1958-05-21:178495:902-42-1859 Fred:Erin:Fleitman:M:1915-08-13:269940:945-19-4695 Noella:Vida:Hefty:F:1938-07-28:70902:969-31-6834 Cheri:Nelle:Pesenti:F:1951-01-09:223090:930-42-9304 Mauricio:Seth:Campillo:M:1958-05-22:293466:970-82-9161 Lavinia:Amy:Bramlette:F:1947-01-23:266924:908-96-9743 Belva:Ma:Schorn:F:1997-01-07:98313:994-25-8708 Ozell:Bridget:Teaff:F:1984-04-30:31205:924-50-5347 Angel:Cyril:Mccrumb:M:1983-01-17:197055:979-94-7995 Gregory:Harvey:Carbajal:M:2011-07-25:139518:937-44-2271 Delisa:Donella:Illig:F:1940-06-08:173977:977-51-3766 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TAMIKO:ASHANTI:CHAVIRA:F:1980-02-24:111525:978891521 Minerva:Joni:Wells:F:2013-12-17:218016:968-23-9212 Broderick:Branden:Hoschander:M:1964-06-24:36306:962-30-2648 Theodora:Mirtha:Stringfellow:F:1966-03-03:49786:919-16-2194 Mathilda:Ilda:Mallinger:F:2008-10-19:44690:907-13-5809 Corinna:Easter:Kahler:F:2008-12-16:66871:978-18-2160 Liana:Leesa:Edlow:F:1960-08-12:40989:998-59-7725 Denna:Joy:Aiona:F:1952-02-14:135863:925-83-7076 Tiny:Keiko:Zanardi:F:1916-07-24:167794:999-46-5444 Cyrus:Royal:Areola:M:1995-12-17:290925:946-95-4528 Demetrice:Bobbye:Savocchia:F:2003-07-29:146340:985-38-6358 Gustavo:Rudy:Fundenberger:M:1931-03-26:26237:948-97-3335 Carmelo:Rosendo:Neisius:M:1979-04-02:110343:915-84-5747 Cruz:Alex:Ehmann:M:1958-09-25:85851:983-74-2493 Lanell:Melia:Korby:F:2014-03-23:38357:949-69-9656 Elvis:Quinton:Titch:M:1979-06-30:134356:989-15-5085 Rosemary:Azucena:Shelmon:F:2012-10-22:38275:922-71-4194 Kit:Cathey:Yerico:F:1936-05-05:220038:927-84-4977 Arden:Orlando:Byler:M:1977-07-02:124505:908-55-7026 Jarvis:Wilford:Palinkas:M:1971-12-16:198573:984-15-1697 Clarinda:Christa:Harstad:F:2013-05-06:180470:973-85-3544 Madelaine:Alex:Mantuano:F:2006-04-24:78805:946-66-1596 Tracy:Hilario:Loosli:M:1995-03-15:86893:982-38-4900 Nicolas:Stefan:Clement:M:1999-04-09:108944:999-57-3960 Tad:Collin:Didomenico:M:1972-07-07:20242:949-11-9664 Ernest:Michael:Rippey:M:1964-01-18:17218:998-94-5302 Wilda:Nellie:Burchette:F:1993-06-14:117591:931-62-9810 Seema:Eura:Delozier:F:2005-12-08:243999:918-90-7474 Zona:Bula:Pfrommer:F:1957-07-27:48232:987-93-3051 Maudie:Sharmaine:Glish:F:1932-01-09:158294:980-46-6241 Erich:Man:Trageser:M:1928-06-19:133075:907-11-6850 Farrah:Carolee:Ferrales:F:1978-08-13:128549:991-89-7685 Delfina:Sheilah:Ridell:F:1937-12-16:197044:999-25-2275 Rochelle:Leida:Calliste:F:1973-09-12:133103:925-11-8865 David:Lino:Turcotte:M:1932-04-16:165142:963-59-5949 Vanda:Kamala:Haseman:F:1936-04-10:110709:982-75-7088 Valda:Autumn:Melcher:F:1985-06-01:17721:910-61-7069 Zulema:Ming:Orrell:F:1942-08-21:213554:903-21-5959 Christine:Steffanie:Krzynowek:F:1972-02-18:64272:928-60-3212 Erline:Yasmine:Artola:F:1983-01-07:56916:974-50-2232 Gregg:Eric:Raterman:M:1940-01-03:86431:916-13-4495 Taylor:Guillermo:Folio:M:1950-12-21:268468:907-71-8161 Reena:Phillis:Twidwell:F:1931-12-26:219405:969-83-7062 Dean:Neal:Mohamed:M:2002-06-18:59506:944-33-8930 Willodean:Odessa:Biffle:F:1970-10-16:41874:998-13-3168 Werner:Winfred:Lanterman:M:1948-06-22:229604:977-70-9053 Kenton:Carter:Rexwinkle:M:1977-11-22:233049:938-19-7347 Mel:Vern:Monninger:M:1987-07-14:107282:937-47-7641 Renaldo:Emile:Dey:M:1965-02-16:72595:923-66-6665 Irwin:Errol:Fenk:M:1936-10-27:215604:992-21-8435 Silas:Terrence:Prokes:M:1946-10-17:112841:941-15-2185 Freddie:Alvina:Hallback:F:1992-07-13:88068:978-34-8517 Wyatt:Brady:Vanduyn:M:1954-01-20:28512:918-72-2716 Monroe:Pablo:Niehoff:M:1968-05-25:20930:971-59-8781 Antoinette:Dotty:Machol:F:1987-04-13:68097:966-73-3843 Elvin:Jarred:Wenk:M:1980-07-14:10857:966-68-8659 Don:Buck:Palen:M:1975-10-11:225054:938-38-8870 Mafalda:Rosalia:Phann:F:1979-01-03:43113:908-68-5365 Melody:Phyllis:Aljemal:F:1997-04-14:48593:912-15-3667 Kimbra:Carleen:Lubbock:F:2001-08-20:275609:969-71-2496 Sheldon:Mathew:Topolinski:M:1995-05-27:269105:938-40-2998 Natividad:Valerie:Lesch:F:1947-03-25:132574:935-58-4774 Demetrius:Prince:Summy:M:1989-08-05:135029:934-51-9675 Marinda:Buena:Calabro:F:1952-02-07:296023:974-29-9991 Ahmed:Austin:Rubiano:M:1962-02-22:31914:957-72-1368 Alexis:Ty:Noller:M:1954-11-18:165958:916-10-1425 Leontine:Celine:Piccuillo:F:1968-08-02:150888:907-88-9877 Kareen:Kina:Pepito:F:1989-11-01:129334:967-83-6137 Willian:Luke:Thuma:M:1970-11-01:166596:985-35-9120 Monroe:Nathan:Borgstrom:M:1948-02-05:252598:904-79-4850 Buck:Shelton:Wolden:M:2007-11-06:249439:959-23-1704 Kirk:Merrill:Pozzuoli:M:1939-06-04:240885:953-73-7289 Cruz:Conrad:Applonie:M:1989-10-19:225072:932-93-8417 Lester:Floyd:Debiase:M:1975-01-03:50092:973-43-7544 JAN:KASHA:ROBINETT:F:1915-03-27:285444:912946164 Cindie:Christel:Betzen:F:2006-12-09:12575:931-27-7425 Abe:Son:Greenbaum:M:1935-07-09:21434:968-97-8998 Larue:Vida:Kellman:F:1934-01-17:223652:960-33-7469 Marylin:Cyndy:Fonville:F:1988-09-26:61225:948-47-7367 Kazuko:Yajaira:Nellem:F:1943-01-11:152533:907-13-3546 Jordon:Harris:Hoop:M:1929-07-12:67892:916-34-5579 Brad:Mason:Rodrigues:M:1983-08-02:93301:981-37-4665 Shavonda:Aisha:Tietje:F:1945-08-14:241402:950-55-7705 Angele:Kathey:Rogacki:F:1929-01-09:147728:993-77-3525 REFUGIO:ALAN:DOUSSAN:M:1925-05-11:155093:981507241 Angele:Princess:Zipp:F:1983-04-10:167216:960-19-4409 Rolf:Mike:Gabossi:M:1988-02-21:75578:978-16-2933 Kimber:Jacki:Longs:F:1996-03-17:88738:918-50-4254 Eli:Murray:Sadlow:M:1934-04-10:118915:913-71-2081 Yesenia:Anette:Duitscher:F:2000-02-03:253164:991-50-1993 Travis:Roman:Fann:M:1961-01-05:77079:914-64-5405 Albertina:Stefani:Cavrak:F:2004-04-24:194522:943-29-3146 Delfina:Seema:Zuleger:F:1962-08-27:286421:901-31-6902 Carolyn:Jacqui:Hyatte:F:1925-05-16:287382:926-34-7305 Valarie:Deana:Mcelfresh:F:1960-06-28:242590:931-86-9529 Moshe:Lonnie:Clymore:M:1988-07-11:246124:927-48-6119 Burl:Stacy:Vent:M:1943-09-08:248473:997-64-2158 Sharan:Lashunda:Szalankiewicz:F:1980-09-24:290395:969-83-4153 Hunter:Jae:Hulsman:M:1975-11-14:170197:946-18-5917 Minh:Lawanda:Tassin:F:1976-07-16:40829:921-72-7006 Gordon:Aurelio:Gueth:M:1999-04-16:38484:940-40-2189 Burl:Tyson:Rewenko:M:2006-02-13:82563:998-43-9087 Rosana:Oralia:Unavailable:F:1929-12-16:252445:909-49-7585 Warner:Billy:Hunsinger:M:1918-05-12:100090:955-70-6028 Buck:Cary:Wion:M:1956-05-26:288373:994-18-7210 Stacey:Kareem:Strysko:M:1946-02-15:214450:909-39-4592 Gregg:Edmund:Cicchetti:M:1928-10-12:94976:904-81-5828 Robbie:Gilberto:Auprey:M:1973-08-29:151424:923-79-5699 Emilee:Shandi:Gillentine:F:2001-09-19:269749:960-54-9060 Mohammed:Russ:Mckibbin:M:1964-03-22:81035:993-30-9568 Jody:Thurman:Malkoski:M:1994-01-16:299348:995-11-5144 Maida:Remona:Bemrose:F:1961-04-14:39675:961-53-6489 Wally:Brady:Seryak:M:1962-01-01:10506:989-98-5050 Lakeesha:Dena:Marciel:F:1950-07-17:54058:905-32-7903 Glennie:Alane:Varnes:F:1949-08-06:49961:935-89-6400 Brandie:Carma:Giacobbe:F:1999-09-01:247964:991-60-8254 Genna:Willodean:Asamoah:F:1946-07-14:14796:959-21-8617 Tillie:Felica:Blasini:F:1950-01-19:269933:913-31-3187 Clement:Pasquale:Biven:M:1963-05-29:117346:666-40-9717 Elliot:Brendan:Sacane:M:1973-06-02:213718:974-79-2044 Lester:Jamel:Cuoco:M:1917-02-26:37555:997-41-5664 Elroy:Hal:Zuch:M:1984-04-06:151372:944-60-9997 Marti:Venetta:Volpert:F:1954-05-17:280499:987-20-6933 Krysta:Risa:General:F:1954-05-25:175829:944-29-5706 Olga:Rosy:Linwood:F:1994-07-02:279519:935-16-5499 Ailene:Roselee:Forcade:F:1926-09-06:143337:984-48-2586 Shad:Dorsey:Tillou:M:1961-09-11:257785:956-27-7927 Lanora:Sun:Diedrich:F:2015-04-16:26308:986-40-8770 Eugenio:Silas:Hoogendoorn:M:2012-03-08:61570:915-95-5402 Harley:Ivory:Pompa:M:1945-05-24:239159:934-91-8518 Ashlee:Flor:Seepersaud:F:2013-04-21:259959:976-36-5267 Dominick:Burton:Villarreal:M:1945-01-24:47271:923-50-3548 Karan:Eunice:Schamp:F:2004-09-18:286652:917-98-5383 Abel:Tobias:Braggs:M:2008-08-08:72055:989-88-5893 Heidi:Amie:Baison:F:2001-07-30:151363:981-22-8654 Juliane:Lizette:Mildenhall:F:1931-06-25:73612:937-93-5672 Anika:Marshall:Edwin:F:1980-03-28:101055:960-56-4111 Rickey:Eusebio:Remey:M:1968-11-05:27218:931-99-6609 Domingo:Anderson:Villalovos:M:2012-07-03:76851:999-79-1172 Woodrow:Elroy:Supnet:M:1948-10-04:107674:936-90-2731 Abe:Sherman:Osby:M:1972-01-04:154714:976-84-1452 Elizabet:Karin:Clattenburg:F:1932-02-27:265470:986-74-5047 Jacqulyn:Shantae:Glaspie:F:2007-08-15:143505:901-74-1679 Jack:Roberto:Defir:M:2012-11-10:286813:946-74-6720 Kathe:Kayleigh:Ritzie:F:1948-04-27:164314:955-34-2732 Kathaleen:Joanna:Shimizu:F:1940-09-22:239551:666-21-6079 Melvin:Les:Yearwood:M:1994-10-18:242120:997-39-4329 Kelly:Hyman:Kendrix:M:2012-06-16:57040:951-21-3167 Joy:Nichol:Bendas:F:1933-06-01:240785:905-15-3496 Julio:Adalberto:Kroc:M:1920-01-17:151781:948-49-5118 Giovanni:Oswaldo:Gosselin:M:1931-07-18:213905:995-32-6483 William:Jared:Cianciulli:M:1939-09-18:28651:974-23-7883 Ryan:Bruce:Noye:M:1958-04-16:104699:929-27-9179 PARKER:MELVIN:MARTINEA:M:1934-05-17:48971:984569507 Logan:Heike:Demesa:F:1976-04-08:142400:980-62-4825 Dinorah:Sally:Palu:F:1933-07-08:228359:956-34-9308 Napoleon:Jerome:Eeds:M:1952-11-16:60230:990-88-5493 Rupert:Randy:Subijano:M:1965-09-13:123613:911-40-9433 Stephan:Napoleon:Gloeckner:M:1998-07-25:17037:958-20-7026 Dusti:Sylvie:Fritch:F:1983-05-07:120032:906-99-9106 Yoshie:Calandra:Tompson:F:1975-01-07:82507:917-58-9043 Terra:Gabriella:Uhler:F:1970-08-22:251384:901-43-1310 Lionel:Delmer:Nahmias:M:1993-08-08:238247:924-87-1766 Earle:Wes:Casto:M:1977-02-11:102093:957-50-6785 Mertie:Jeraldine:Pietzsch:F:1943-06-24:86709:905-45-9584 Deangelo:Felipe:Whitledge:M:1923-09-14:47605:928-22-3600 Irving:Reggie:Dorvil:M:1951-11-26:261720:937-76-3750 Jonathan:Jonathon:Karlsen:M:1974-01-11:123094:992-96-6461 Anya:Phylicia:Soileau:F:1915-04-19:165565:953-13-3751 Delta:Tamra:Patuto:F:1989-04-26:138453:982-97-8384 Sari:Laureen:Lillibridge:F:1943-11-12:133813:955-52-8147 Dario:Ignacio:Speidell:M:1975-11-06:118465:956-63-6138 Berry:Ike:Bevard:M:2010-09-02:17232:972-69-8283 Anisa:Gerri:Henningson:F:1981-05-30:224237:910-22-9688 Therese:Vena:Tiemens:F:1947-11-27:16376:992-20-1576 Kasi:Faviola:Kolin:F:1990-04-28:208645:903-17-8868 Santo:Wiley:Mcnany:M:2007-06-05:190285:915-15-7359 Delmar:Carmen:Mearns:M:1962-05-18:36693:943-49-2675 Randy:Jerome:Bousman:M:1966-08-16:255899:944-92-2869 Judie:Denyse:Amentler:F:1953-03-25:56001:953-77-3286 Mose:Quincy:Roder:M:1920-11-07:85442:972-77-5076 Billy:Garrett:Lamarche:M:2000-08-16:297328:937-35-8713 Frances:Israel:Bonato:M:1947-09-19:84705:998-65-3686 SELINA:MARCIA:MUSTY:F:1977-06-01:290967:962202955 Shane:Mohammed:Aumann:M:1980-01-28:124727:907-14-7286 Erwin:Jamel:Oginski:M:2004-08-11:138805:906-89-6522 Gabriella:Kaitlyn:Stratakos:F:1933-10-10:290039:958-84-1597 Isaias:Porter:Tretheway:M:2010-03-29:43635:996-51-7006 Shaun:Columbus:Patil:M:1967-10-14:218418:912-34-6751 Ricky:Richard:Andon:M:1974-10-17:60015:994-29-7248 Jennefer:Adela:Hanback:F:1969-11-21:192409:945-14-1770 Grant:Pedro:Gastineau:M:1952-03-15:185675:980-59-5139 Anamaria:Caroyln:Minihan:F:1948-01-15:111866:997-98-8484 Rickie:Roman:Moret:M:1985-05-06:282451:959-84-9533 Assunta:Eve:Meigs:F:1968-11-25:227655:996-30-9209 Russ:Danilo:Wisseh:M:1957-01-26:156485:986-65-3418 Maribel:Lolita:Schulenberg:F:1924-09-25:10344:958-80-8982 Dessie:Marivel:Umbaugh:F:1994-09-27:200266:900-88-9736 Mimi:Almeda:Wakley:F:1964-02-19:169328:989-62-6548 Garfield:Salvador:Swantek:M:1935-10-02:222555:994-61-5642 Leon:Merlin:Nevins:M:1959-06-30:50692:980-48-9184 Kristi:Alejandrina:Guill:F:1928-10-21:150199:972-57-1273 SALLEY:CATALINA:BARNICLE:F:1946-12-09:78555:902407159 Charley:Irvin:Lussier:M:1966-10-20:191368:919-96-4151 Moises:Milton:Dunleavy:M:2010-05-04:253563:909-21-8881 Takisha:Elisha:Hillebrano:F:1968-01-13:89052:953-70-5814 Luther:Weston:Duchatellier:M:1937-05-01:239242:920-96-8708 Arnoldo:Victor:Brewen:M:2011-09-26:41795:954-81-3722 Duane:Arnulfo:Barnas:M:2006-12-07:73958:909-62-3922 Jacques:Terrell:Posas:M:2000-05-18:156446:901-26-9335 Rodolfo:Rosario:Baris:M:1922-12-05:114292:944-16-8986 Freeman:Dario:Dagrella:M:2001-12-27:44505:965-57-2682 Asa:Hyman:Chagnon:M:1
# ANSWER
 
sourceFile = "dbfs:/mnt/training/dataframes/people-with-dups.txt"
destFile = userhome + "/people.parquet"
 
# In case it already exists
dbutils.fs.rm(destFile, True)
Out[13]: False
# ANSWER
 
# dropDuplicates() will likely introduce a shuffle, so it helps to reduce the number of post-shuffle partitions.
spark.conf.set("spark.sql.shuffle.partitions", 8)
# ANSWER
 
# Okay, now we can read this thing.
 
df = (spark
    .read
    .option("header", "true")
    .option("inferSchema", "true")
    .option("sep", ":")
    .csv(sourceFile)
)