Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408623	CLM	Kyle Vega	1943-01-08	UHC-33957-43	—	7308 Harbor Blvd, Miami, FL, 33134	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400018	CLM	Autsin Henry	2008-03-02	UHC-53911-82	7104069848	4483 Hillcrest Rd, Atlanta, GA, 30327	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416482	CLM	Arthur Guzman	1951-01-13	—	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416483	CLM	Arthur Guzman	1951-01-13	—	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421263	CLM	Randy Lawrence	1952-10-20	—	—	9077 Oak St, Las Vegas, NV, 89131	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415091	CLM	Daniel Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407926	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	9305131662	5668 Church St, Tempe, AZ, 85276	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412359	CLM	Charles Soto	1980-10-08	UHC-26975-03	—	833 Jefferson Ave, Eden Prairie, MN, 55352	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408794	CLM	Alex James	1942-04-05	UHC-26212-35	6717390757	2652 Canyon Rd, Scottsdale, AZ, 85237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430575	CLM	Arthur Robertson	1989-05-18	—	2265306934	1370 Baseline Rd, Houston, TX, 77045	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412594	CLM	Natalie C Nelson	1944-03-01	—	8009397909	402 Ridge Rd, Plano, TX, 75056	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423977	CLM	Chuck Couk	1940-12-17	—	—	7669 Hillcrest Rd, Orlando, FL, 32812	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419666	CLM	Scott Moreno	1982-06-28	UHC-06606-92	5632549383	6152 Broadway, San Antonio, TX, 78212	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-401100	CLM	Martha Padilla	1940-01-26	—	3902255298	3228 River Rd, Tempe, AZ, 85202	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430170	CLM	Ryan Campbell	1948-11-08	UHC-41667-04	2964619946	9271 Hillcrest Rd, Atlanta, GA, 30302	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402185	CLM	Maria Ryan	1938-07-25	UHC-27360-11	—	367 Baseline Rd, Nashville, TN, 37284	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404582	CLM	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-410027	CLM	Fatima Simmons	1999-03-09	UHC-08560-99	4598886174	388 Church St, Columbus, OH, 43239	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430717	CLM	Amanda Q Guerrrero	2007-07-09	UHC-02982-66	4982625552	3110 Jefferson Ave, Denver, CO, 80208	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429583	CLM	Victoria Lnych	1983-07-12	—	3868037372	5827 Indian School Rd, Sacramento, CA, 95821	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417503	CLM	Carolyn Luna	1999-11-27	—	4286699356	9464 Maple Ave, San Antonio, TX, 78248	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425904	CLM	Jonathan B Rivera	1953-04-10	UHC-42719-76	5869724641	8587 River Rd # 518, Phoenix, AZ, 85070	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-402113	CLM	Albert Craawford	1942-11-20	UHC-09010-78	8372320823	2926 Ocean Ave, Glendale, AZ, 85347	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411861	CLM	Nathan Olson	1993-12-09	—	6933433510	7076 Washington St, Gilbert, AZ, 85286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411679	CLM	Carolyn J Fisher	1951-05-24	UHC-83736-19	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-413293	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409262	CLM	Terry E Rivera	1993-04-10	UHC-56476-05	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431466	CLM	Lori Mason	2005-03-16	—	—	6710 Main St, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413979	CLM	Martha Maldonado	1965-02-23	UHC-91916-41	—	4490 Market St, Nashville, TN, 37266	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420789	CLM	Sara Santigao	1996-01-19	UHC-85534-15	2595948101	2345 Valley View Dr, Denver, CO, 80251	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407729	CLM	Luis X Oliver	1999-04-15	UHC-83023-09	6433737907	6924 Oak St, Tucson, AZ, 85772	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424563	CLM	Bruce Burke	1979-08-05	—	3947690549	3592 Market St, Seattle, WA, 98120	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426094	CLM	Kayla Schmidt	1973-12-05	—	6105445206	7183 Sunset Blvd, Columbus, OH, 43276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432203	CLM	Helen Jacobs	1998-02-04	UHC-52233-84	7632433077	2811 Desert Sky Blvd, Las Vegas, NV, 89160	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417365	CLM	Sirley Griffin	2008-09-22	UHC-80810-02	9153713074	3836 Oak St, Denver, CO, 80262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413445	CLM	Emily Sandes	1943-06-20	UHC-15252-88	6952888530	1004 Central Ave, Glendale, AZ, 85313	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-413275	CLM	Joe Peters	1999-06-14	UHC-86752-62	2235846559	4227 Market St, Miami, FL, 33180	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409072	CLM	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422775	CLM	Brenda Simmons	1969-10-10	—	9604581012	2504 Hillcrest Rd, San Diego, CA, 92181	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425614	CLM	Bryan V Edwards	1981-02-28	—	9899866288	4716 Park Pl, Tampa, FL, 33600	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414325	CLM	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO, 80290	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400520	CLM	Danielle Fuller	1963-03-07	—	2572606122	8088 Central Ave, Phoenix, AZ, 85057	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420223	CLM	Maria E Wells	1945-03-19	UHC-02332-78	—	7304 Mountain View Dr, Phoenix, AZ, 85099	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423968	CLM	Jonathan Dominguez	1990-09-08	—	4502350403	2989 Lincoln Way, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-408455	CLM	Mragaret Hunter	2005-01-01	UHC-03826-60	8467827683	2931 Oak St, Chandler, AZ, 85272	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431451	CLM	Jordan Brooks	1963-03-19	UHC-55414-72	—	9719 Church St, Plano, TX, 75053	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413349	CLM	Frances Carpenter	1989-07-13	UHC-94353-46	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420352	CLM	Wright Helen	1968-04-24	UHC-67550-86	6238775433	1666 Sunset Blvd, Phoenix, AZ, 85019	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429788	CLM	Nanyc Q Marshall	1961-03-10	UHC-91729-28	2635545355	9776 Main St, Phoenix, AZ, 85073	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420695	CLM	Karen Y Perez	1955-07-03	—	4983433474	2263 Palm Dr, Nashville, TN, 37250	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

10,559 rows, page 67 of 212Previous Next