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

Enrollment, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111913	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113893	ENR	Anthony Q Cox	—	UHC-21551-45	3513031223	8525 Willow Ct, Glendale, AZ	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103405	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr # 119, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-109075	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-109076	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-138986	ENR	Denise Burns	1987-02-12	UHC-01051-87	4796277279	5721 Meadow Ln, Eden Prairie, MN	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115524	ENR	Laura O Ruiz	1990-01-04	UHC-43485-07	4166847795	2480 Elm St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120153	ENR	Lucia U Schmidt	1955-03-08	UHC-12220-96	4239308536	6822 Church St, Glendale, AZ	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139842	ENR	Aaron S Shaw	—	UHC-68668-91	6169889813	3907 Elm St, Seattle, WA	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127161	ENR	Megan B Clark	1990-01-05	UHC-96665-83	—	3323 Grand Ave, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130138	ENR	Kyle K Smith	—	UHC-64566-52	6344357057	1315 Park Pl, San Diego, CA	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-114634	ENR	Donald Yang	—	UHC-31855-28	—	9167 Washington St, Columbus, OH	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124044	ENR	Raymond X Ray	1945-12-26	UHC-65599-35	4395608021	1736 Desert Sky Blvd, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123188	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-136553	ENR	Cheryl Wagner	1962-03-27	UHC-60739-16	3533484978	7207 Spring St, Dallas, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129517	ENR	Daniel Morales	2006-06-28	UHC-50469-96	—	5695 Willow Ct, Fresno, CA	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137158	ENR	Marcus Davis	1951-01-24	UHC-27003-57	5598648628	889 Elm St, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129041	ENR	Paul F Romero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-122461	ENR	Matthew C Alexander	1988-05-08	UHC-16478-31	—	9294 Highland Ave, Miami, FL	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113134	ENR	Philip U Montogmery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-137954	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105451	ENR	Joseph Wright	1976-04-20	UHC-09052-51	7436136113	2096 Willow Ct, Tampa, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129372	ENR	Doris Griffin	1994-02-10	—	9596854431	6340 Mesa Dr, Miami, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126342	ENR	Julie Parker	1957-11-17	UHC-17844-10	8668998377	5167 Main St, Nashville, TN	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117607	ENR	Abigail O Walker	1944-08-21	UHC-24452-04	8683317783	9062 Ridge Rd Apt 36, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128749	ENR	Justin Mejia	1982-04-05	UHC-92003-96	9807822813	7815 Forest Ave, Minneapolis, MN	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109539	ENR	Jacqueline Ward	2005-10-19	UHC-85118-85	4097503030	523 Lake View Rd, Tucson, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107311	ENR	Gabriel P Salazar	1943-02-04	UHC-97571-17	2378144343	4562 Union St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140496	ENR	Omar A Price	1998-12-10	UHC-59884-84	3368421517	2765 Spring St, Scottsdale, AZ	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-127573	ENR	Daivd Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-125460	ENR	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101917	ENR	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-130782	ENR	Jerry Q Moore	1963-04-12	UHC-01331-32	8214662649	5838 Lincoln Way, Columbus, OH	0.50	Name re-cased City re-cased State name converted to code ZIP missing+3 more
ENR-133308	ENR	Megan Ortiz	1961-08-20	UHC-20744-18	4095860385	9249 Desert Sky Blvd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127068	ENR	Zachary Pena	1950-06-06	UHC-45681-34	3799111696	6126 Mountain View Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122540	ENR	Ashlye Fields	1986-05-25	UHC-74750-45	7522424898	6344 Forest Ave, Jacksonville, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107830	ENR	Crlos Salazar	1992-08-07	UHC-04052-21	4079702887	2954 Canyon Rd, Phoenix, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109323	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave # 683, Miami, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103117	ENR	Kevin R Wright	1974-10-25	UHC-22698-63	9197348135	4413 Canyon Rd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129707	ENR	Philip B Edwards	1989-09-11	UHC-82853-55	8292918985	8327 Baseline Rd Apt 10, Columbus, OH	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135621	ENR	Beth Z Stephens	1940-06-08	UHC-57401-20	8467206570	1884 Highland Ave, San Antonio, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-138308	ENR	Betty Ray	1991-11-01	UHC-11103-39	—	9637 Cedar Ln, Orlando, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-105549	ENR	Priya Rodriguez	1950-11-12	UHC-48070-64	6889821901	3100 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-114727	ENR	Sharon E Meyer	—	UHC-78085-87	9742487576	3676 Maple Ave, Los Angeles, CA	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-108656	ENR	Jose O Roberts	1942-07-12	UHC-90725-16	9253512221	1301 Elm St # 711, Jacksonville, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125041	ENR	Hannah I Hoffman	1968-04-15	UHC-34504-21	2814544116	4655 Oak St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116397	ENR	Cynthia X Dunn	1973-06-23	UHC-08495-02	7412417191	5109 River Rd, Nashville, TN	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121673	ENR	Santiago White	1956-03-09	UHC-90732-54	3015493284	9371 Canyon Rd Apt 16, Orlando, FL	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102346	ENR	Jordan Armstrong	1990-06-22	UHC-21547-04	7224967167	5162 Bayshore Dr, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120232	ENR	Carolyn Fisher	1959-11-11	UHC-40205-99	3017146499	1539 Apache Blvd, Tucson, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

3,340 rows, page 12 of 67Previous Next