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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404879	CLM	Gary P Burton	1988-01-22	UHC-41264-81	—	4869 Church St, Gilbert, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-52483	TPA	Joyce Lewis	1998-12-24	—	—	908 River Rd, Tempe, AZ, 85266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-53681	TPA	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St # 945, Charlotte, NC, 28276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408820	CLM	Zachary Hudson	1945-08-22	—	2367128579	4326 Palm Dr, Houston, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51709	TPA	Bobby Cooper	1998-12-01	—	4882831996	379 Church St, Chandler, AZ, 85278	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421517	CLM	Dylan Burns	1947-12-02	UHC-47416-37	7704238373	8794 Harbor Blvd, Nashville, TN, 37273	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110759	ENR	Roy Sandoval	1991-08-11	UHC-79513-08	—	1003 Church St, Jacksonville, FL	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112139	ENR	Dennis T Bryant	1949-10-22	UHC-30043-15	5753865767	1329 Hillcrest Rd, Dallas, TX, 75234	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-415480	CLM	Catherine Lawrence	—	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-100353	ENR	Sara G Obrien	1909-10-09	UHC-90658-18	—	8262 Elm St, Minneapolis, MN, 55408	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-410638	CLM	Eugene Petrson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59067	TPA	Julie Kelly	1984-06-24	—	—	2150 Park Pl, Glendale, AZ, 85313	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-27681	PRV	Lauren Peters	1984-07-16	—	2252857791	1420 Oak St, Glendale, AZ, 85392	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24892	PRV	Alan Scott	1949-04-18	—	6664792125	7774 Forest Ave, Chandler, AZ, 85282	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125627	ENR	Carolyn W Ortiz	1983-01-27	UHC-39963-23	3958241399	4744 Cedar Ln, Miami, FL, 33179	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-100070	ENR	Karen A Green	1978-04-13	UHC-50857-06	9763288295	6560 Ocean Ave, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-428222	CLM	Kelly Jensen	1954-03-12	UHC-89135-52	—	3420 Baseline Rd, Nashville, TN, 37213	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-108330	ENR	Jason P Perez	1944-06-15	UHC-44943-11	9519651566	7980 Maple Ave, Fresno, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+4 more
CLM-418823	CLM	Bruce Nichols	1996-11-06	—	—	7232 Forest Ave, Mesa, AZ, 85236	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140185	ENR	Mateo Schultz	1941-01-21	UHC-87360-26	6732600593	7638 Ocean Ave, Denver, CO, 80286	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20641	PRV	Mateo Tran	1990-12-01	—	4139778715	849 Elm St, San Antonio, TX, 78207	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20212	PRV	Charlotte Bryannt	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-60537	TPA	Gerald Foster	1993-02-26	—	5349208325	8689 Jefferson Ave, Tucson, AZ, 85762	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21496	PRV	Elijah X Flores	—	—	5144282516	7879 Market St, Los Angeles, CA, 90040	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100176	ENR	Betty Weaver	1963-08-01	UHC-27224-84	5137176082	662 Palm Dr, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61262	TPA	Jeffrey V Soto	2006-08-10	—	3134055672	4743 Desert Sky Blvd, Fresno, CA, 93734	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405435	CLM	Byan Stevens	1944-01-04	UHC-77346-26	2625639406	6962 Maple Ave, Phoenix, AZ, 85037	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-415695	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-127852	ENR	Virginia N Ray	1956-07-22	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122886	ENR	Jessica Mendez	—	—	9433476409	4733 Mountain View Dr, Miami, FL, 33137	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-115025	ENR	Ana I Mendoza	1996-01-08	UHC-49984-10	9188206065	2269 Bayshore Dr, Seattle, WA, 98162	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
CLM-430130	CLM	Amanda Grant	1985-09-24	—	5774067108	6065 Willow Ct, Jacksonville, FL, 32277	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406376	CLM	Brian Patel	2004-10-26	UHC-04047-38	—	2330 Maple Ave Apt 21, Orlando, FL, 32876	0.48	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+4 more
ENR-108891	ENR	Christian N Powell	1984-09-05	UHC-80704-75	4419011919	2322 Union St, Plano, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-402397	CLM	Hannah Ryan	1983-12-26	—	4523205161	406 Palm Dr, Mesa, AZ, 85212	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103534	ENR	Ann Wallace	1937-08-24	UHC-77936-04	5063945714	2695 Washington St, Sacramento, CA, 95883	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-431939	CLM	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23479	PRV	Julie J Wilson	—	UHC-76381-41	2859476131	9127 Pine Dr # 522, Columbus, OH, 43249	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
ENR-125365	ENR	Christina Morgan	2007-03-17	UHC-99715-06	6007923722	5927 Cedar Ln, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54561	TPA	Anna Dunn	1979-05-15	—	2574782374	1087 Hillcrest Rd, Miami, FL, 33155	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136770	ENR	Donald Santos	—	UHC-53519-21	5115161080	2431 Indian School Rd, Columbus, OH, 43292	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-411367	CLM	Jonathan Wheeler	2007-10-20	—	—	8429 Hillcrest Rd # 900, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-116649	ENR	Maria F Perry	1979-04-28	UHC-32511-56	2539748266	6760 Willow Ct, Sacramento, CA, 95885	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-104970	ENR	Mason Marquez	1998-12-04	UHC-73096-61	6466029964	2385 Elm St, Mesa, AZ, 85228	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-50075	TPA	Richard Kelley	1961-01-10	UHC-55573-18	7543617207	1539 Spring St, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132023	ENR	Charlotte Matthews	1979-09-26	UHC-91604-76	9234670934	7380 Lincoln Way, Miami, FL, 33180	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-64268	TPA	Matthews Rachel	1985-04-21	—	7363774936	8619 Lincoln Way, Los Angeles, CA, 90084	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415339	CLM	Margaret N Foster	1970-07-13	—	9732494998	7591 Cedar Ln, Minneapolis, MN, 55418	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-119232	ENR	Kevin D George	1941-01-17	UHC-63679-21	8779891598	1143 Jefferson Ave # 221, Houston, TX, 77030	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126663	ENR	Stephanie Lee	1958-09-17	UHC-99580-25	—	5666 Lake View Rd, Minneapolis, MN, 55423	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more

9,084 rows, page 26 of 182Previous Next