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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21690	PRV	Adam Wright	1944-07-04	—	2908674394	7199 Sunset Blvd, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118511	ENR	Paul Gilbert	1952-08-21	UHC-18539-67	—	6577 Ridge Rd, Houston, TX, 77048	0.48	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-410098	CLM	James Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd # 204, Denver, CO, 80254	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-55277	TPA	Albert Butler	2008-06-20	—	8716909998	4427 Jefferson Ave, Tempe, AZ, 85238	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
TPA-60917	TPA	Elizabeth Jones	1996-02-25	—	—	9833 Oak St, Los Angeles, CA, 90087	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-117107	ENR	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-142862	ENR	Robert T Ray	1986-11-19	UHC-38009-75	7018501011	9442 Pine Dr, Seattle, WA, 98128	0.48	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-409998	CLM	Pamela Hicks	1990-09-04	—	2336900495	6514 Mountain View Dr, Plano, TX, 75056	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-130499	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-405876	CLM	Deborah Ramos	1996-05-03	UHC-13452-14	6499736227	2747 Baseline Rd, Los Angeles, CA, 90008	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-117997	ENR	Elizabeth N Contreras	1965-06-13	UHC-92452-26	7145030138	5143 Elm St, Nashville, TN, 37247	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114825	ENR	Daniel X Austin	1967-05-16	UHC-34567-10	8624741477	1430 Pine Dr # 733, Denver, CO, 80262	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-117697	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-117698	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
PRV-20112	PRV	Diego Payne	1962-04-18	—	7578067166	9440 Mountain View Dr, Scottsdale, AZ, 85213	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
PRV-21778	PRV	George Fernandez	1959-03-23	—	8189960415	5931 Union St, Columbus, OH	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53451	TPA	Carol Cruz	2005-10-21	—	—	4813 Washington St, Houston, TX, 77065	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-429659	CLM	Betty P Peters	1971-02-24	—	2523820369	6038 Market St, Scottsdale, AZ, 85229	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404397	CLM	Samantha Castillo	1972-09-18	UHC-23757-47	4294026965	398 Meadow Ln Apt 27, Atlanta, GA, 30302	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-141688	ENR	Anna F Guzman	1968-06-28	UHC-10311-67	7833335104	8017 Washington St, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-125951	ENR	Marilyn James	1969-10-05	UHC-34608-53	4304165070	4451 Forest Ave Apt 23, Scottsdale, AZ, 85265	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
ENR-110572	ENR	Amy B Franklin	1995-06-08	UHC-99324-88	5447875680	2923 Washington St, Mesa, AZ, 85279	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+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
CLM-402896	CLM	Bradley Q Hayes	1943-07-10	—	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-21501	PRV	Billy Morgan	1977-10-28	UHC-03233-84	8478182485	2010 Union St # 989, Denver, CO, 80224	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-25239	PRV	Janice Marquez	1938-09-08	UHC-17144-80	—	8672 Cedar Ln, Chandler, AZ, 85253	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-415567	CLM	Benjamin P Singh	1948-11-04	UHC-04897-53	4392169084	747 Ocean Ave, San Antonio, TX, 78286	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-406424	CLM	Lawrence Elijah	1960-10-13	UHC-97485-21	2782758135	7475 Cedar Ln, Phoenix, AZ, 85091	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-110922	ENR	Shirley Butler	1993-09-06	UHC-47514-26	—	218 Canyon Rd, Phoenix, AZ, 85006	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
ENR-134669	ENR	Stephen K Garza	1982-04-22	UHC-48291-25	9456965287	1800 Central Ave, Minneapolis, MN, 55417	0.50	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+3 more
TPA-54523	TPA	George King	1943-04-06	—	—	3734 Grand Ave Apt 30, Denver, CO, 80218	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-101628	ENR	Kimberly Harris	1959-04-24	UHC-10041-73	8328681033	4215 Cedar Ln, Columbus, OH, 43229	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101629	ENR	Kimberly Harris	1959-04-24	UHC-10041-73	8328681033	4215 Cedar Ln, Columbus, OH, 43229	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61082	TPA	Carolyn Daniels	1946-12-25	—	7867792967	5483 Cedar Ln, Austin, TX, 78716	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-408995	CLM	Aln D Burke	1979-06-18	—	—	7703 Willow Ct Apt 11, Glendale, AZ, 85310	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112559	ENR	Randy Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV, 89159	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+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-130180	ENR	Randy J Brooks	1989-12-06	UHC-99573-50	5112069004	1030 Mountain View Dr, Miami, FL, 33110	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142787	ENR	Michelle Watkins	1978-01-23	UHC-31728-55	3268177544	9395 Willow Ct, Chandler, AZ, 85268	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21607	PRV	Brian Martin	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-139301	ENR	Katherine Q Stephens	1973-12-22	UHC-65510-30	3757578067	7018 Valley View Dr, Mesa, AZ, 85269	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-409818	CLM	Arthur H Spencer	1942-06-07	—	8779457773	1104 Mesa Dr Apt 31, Minneapolis, MN, 55423	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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
PRV-23981	PRV	Andrea Wilson	2006-01-08	—	5248181787	4292 Pine Dr, Tempe, AZ, 85282	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111331	ENR	Steven Holmes	1938-02-13	UHC-19554-84	—	6670 Washington St, Tempe, AZ, 85245	0.50	Name re-cased Two-digit birth year 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-141049	ENR	Steven Medina	1945-08-08	UHC-03024-42	—	4508 Pine Dr, San Diego, CA, 92110	0.50	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-109786	ENR	Angela Baker	1956-07-15	UHC-46469-11	4438980166	3469 Grand Ave, Miami, FL, 33104	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121102	ENR	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	1384 Meadow Ln # 293, Scottsdale, AZ, 85293	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-431042	CLM	Doris T Mendez	1997-11-25	UHC-89129-89	3709817702	4014 Harbor Blvd Apt 40, Miami, FL, 33178	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more

6,661 rows, page 18 of 134Previous Next