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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24907	PRV	Jerry Bowman	1954-04-03	UHC-10796-06	2157552230	5417 Oak St, Eden Prairie, MN, 55347	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420262	CLM	Marha Nichols	1989-04-27	UHC-63051-72	4647608888	1787 Jefferson Ave, Mesa, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55345	TPA	Carl Cole	1962-09-09	—	—	7658 Oak St, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-415834	CLM	Austin Simmons	1962-05-06	UHC-84270-59	3022741832	4773 Palm Dr, Denver, CO	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58653	TPA	Debra Ray	1970-06-16	—	—	9349 Meadow Ln, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418753	CLM	Janice Holmes	1962-11-07	UHC-79640-77	—	8847 Mesa Dr # 370, Tucson, AZ, 85762	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416969	CLM	Sara C Burton	1941-10-24	—	—	9018 Bayshore Dr, Gilbert, AZ, 85285	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-54760	TPA	Kayla Thompson	1963-09-26	—	7119538739	89 Park Pl # 442, Mesa, AZ, 85276	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52302	TPA	Megan Watkins	1997-10-10	—	2086708343	2995 Mountain View Dr, San Diego, CA, 92132	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423969	CLM	Ralph Hoffman	1984-12-26	UHC-55886-66	—	2087 Indian School Rd, Los Angeles, CA, 90077	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-50723	TPA	Martha Harrison	1980-03-26	—	—	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427788	CLM	Emilly Lane	2002-08-21	UHC-37845-55	—	6688 Washington St # 687, Glendale, AZ, 85325	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-401089	CLM	Amy Vargas	1949-09-27	—	7897177898	8448 Mesa Dr, Chandler, AZ, 85295	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21681	PRV	Ahmed Munoz	1980-06-16	—	3827764197	3355 River Rd, Plano, TX, 75054	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28847	PRV	Christian I Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave Apt 38, Phoenix, AZ, 85092	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140248	ENR	Bryan Wallace	—	UHC-43200-36	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141676	ENR	Brenda Gilbert	1964-04-10	UHC-88402-76	7834110707	5169 Spring St Apt 6, Nashville, TN, 37209	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61476	TPA	Aisha Wilson	1964-02-01	—	—	2473 Bayshore Dr, Nashville, TN, 37229	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414501	CLM	Brandon Torres	1955-11-27	UHC-26652-20	2868874840	4878 Canyon Rd # 700, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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
CLM-409757	CLM	Aaron Lee	1997-12-14	—	5996599303	9253 Spring St, Tucson, AZ, 85748	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400636	CLM	Matthew Vgea	1998-08-17	UHC-91944-19	4834304551	789 River Rd, Dallas, TX, 75235	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103963	ENR	Juan A Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-142716	ENR	George Coleman	—	UHC-22944-32	2869210112	7711 Valley View Dr, Sacramento, CA, 95896	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405952	CLM	Carlos Salazar	1992-08-07	UHC-04052-21	4079702887	2954 Canyon Rd # 744, Phoenix, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133769	ENR	Diego Snyder	—	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-427006	CLM	Jon Weber	1998-03-17	UHC-45344-39	—	4212 Maple Ave, Gilbert, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415956	CLM	Ryan Hill	1966-09-13	UHC-71857-40	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-431250	CLM	Barbara Cox	1962-01-13	—	—	1468 Hillcrest Rd, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404520	CLM	Kathryn A Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405175	CLM	Charles Jenkins	—	UHC-72962-24	—	7771 Forest Ave, Fresno, CA, 93782	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+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-109977	ENR	Christina I Perez	1944-11-01	—	9453053626	4757 Ridge Rd Apt 5, Glendale, AZ, 85331	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21983	PRV	Julia Webb	1990-04-26	—	5653274313	5812 Oak St Apt 39, Fresno, CA, 93767	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422584	CLM	John Hughes	1947-09-08	UHC-46207-33	—	1769 Mesa Dr, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24141	PRV	Janet W Wallace	1939-11-19	UHC-29568-55	8588793971	2662 Elm St Apt 37, Glendale, AZ, 85395	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411209	CLM	Eric Rios	1966-11-03	—	3502839364	3440 Willow Ct, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417414	CLM	Angela Martin	2006-02-23	—	—	3353 Ridge Rd, Tucson, AZ, 85795	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407558	CLM	Bobby Clark	1949-08-03	UHC-74673-94	8324835296	9785 Indian School Rd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421888	CLM	Sara K Kelley	2008-09-20	UHC-40791-63	9869006089	1277 Willow Ct, Tucson, AZ, 85786	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51578	TPA	Megan Little	1998-09-25	—	—	2116 Washington St # 340, Dallas, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432468	CLM	Donald Simpson	1976-07-23	—	5643816326	2920 Central Ave, Denver, CO, 80253	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432213	CLM	Dennis Rojas	1945-11-25	UHC-65284-13	7405536272	5077 Church St, Orlando, FL, 32897	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-411146	CLM	Maria Nichols	1984-12-26	UHC-63435-65	9379006222	1856 Willow Ct Apt 35, Minneapolis, MN, 55464	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-415679	CLM	Shirley Chavez	1956-05-14	—	7426223782	2044 Mesa Dr # 600, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115846	ENR	Deborah Z Little	1946-06-28	—	3958958773	2259 Jefferson Ave # 907, Charlotte, NC, 28225	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113971	ENR	Evelyn V Coleman	—	UHC-59991-62	7553933108	5757 Main St, Tampa, FL, 33672	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-428879	CLM	Jonathan Parker	1985-01-21	UHC-64109-25	—	6409 Lake View Rd, Gilbert, AZ, 85233	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20621	PRV	Kayla Wong	1966-10-13	—	6124929138	5312 Apache Blvd, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407040	CLM	Denny J Baker	1967-07-16	UHC-24430-47	—	4332 Jefferson Ave, Orlando, FL, 32882	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 62 of 1,426Previous Next