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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126980	ENR	Keith Diaz	1996-11-13	UHC-14729-92	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110232	ENR	Sophia J Bowman	1983-01-26	UHC-12484-24	7946108740	1910 Forest Ave, San Diego, CA, 92167	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-420819	CLM	Ashley Pena	—	UHC-93084-46	—	5362 Church St, Los Angeles, CA, 90017	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-104118	ENR	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424443	CLM	Ralph A Riz	1950-05-14	UHC-42464-05	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113856	ENR	Mei S Neslon	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd, San Antonio, TX, 78263	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116317	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.60	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102427	ENR	Patricia G Wood	1957-06-24	UHC-51254-08	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429645	CLM	Joshua Q Campbell	1939-03-16	UHC-12728-30	6599837536	2377 Harbor Blvd # 561, Fresno, CA, 93745	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-418410	CLM	Melissa Tran	1978-08-11	UHC-46772-18	—	2670 Bayshore Dr, Atlanta, GA, 30348	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51810	TPA	Ryan Mendez	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-24324	PRV	Nathan Watkins	1982-09-26	UHC-78419-09	8563790874	7109 Central Ave, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56065	TPA	Scott H Hamilton	1944-01-26	—	6845883514	234 Broadway, Orlando, FL	0.62	Name re-cased Phone reformatted State code upper-cased ZIP missing+3 more
ENR-109624	ENR	Kathryn L Carpeenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-56551	TPA	Randy B Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-27606	PRV	Luis Willis	1981-11-19	UHC-03152-84	4072630254	8903 Desert Sky Blvd, Denver, CO, 80210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120181	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120182	ENR	Mary U Crawford	1987-09-04	UHC-87669-12	5073608916	9191 Ocean Ave, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57615	TPA	Nancy Hughes	—	UHC-92987-80	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-408721	CLM	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-107881	ENR	Alexander Aguilar	1999-03-21	—	3798604515	2890 Jefferson Ave, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-57535	TPA	Ruth Z Price	1971-01-26	—	3438950785	4460 Mesa Dr, Las Vegas, NV, 89187	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119908	ENR	Roy Ramos	1976-03-09	UHC-72382-35	4423644182	8873 Willow Ct, Austin, TX, 78767	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111372	ENR	Isabella S Shaw	1993-05-27	UHC-87611-44	4386905050	4412 Palm Dr, Atlanta, GA, 30369	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-134092	ENR	Russell R Mendoza	1989-07-06	UHC-92121-34	8048992322	2400 Hillcrest Rd # 119, Tempe, AZ, 85215	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104575	ENR	Danielle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
TPA-57179	TPA	Bradley D Burton	1996-09-28	—	3613039971	2223 Valley View Dr, Tucson, AZ, 85775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118836	ENR	Stephanie Mejia	1984-11-12	UHC-10286-01	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62130	TPA	Samuel Romero	1939-09-27	—	7485128467	5854 Bayshore Dr, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-108962	ENR	Nancy H Spencer	2009-09-06	UHC-62462-17	6803761098	6931 Ocean Ave, Charlotte, NC, 28255	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56232	TPA	Daniel J Larson	1969-07-04	—	—	5189 Jefferson Ave, Seattle, WA, 98194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112077	ENR	Cheryl M Riley	1984-03-14	UHC-78761-15	4796605566	1550 Spring St, Eden Prairie, MN, 55385	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60657	TPA	Brian Thomas	1968-11-22	—	7167398921	4478 River Rd, San Diego, CA, 92183	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404494	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120463	ENR	Jaon W Riios	2008-12-12	UHC-15718-04	2185854793	3062 Grand Ave, Chandler, AZ, 85216	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135693	ENR	Joe Rose	1951-06-22	UHC-91305-46	9475084966	9445 Hillcrest Rd, Plano, TX, 75063	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431885	CLM	Russell Harris	1995-03-11	UHC-43669-93	—	6007 Bayshore Dr, Columbus, OH, 43286	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53416	TPA	Daniel Wang	1963-08-01	—	—	1901 Valley View Dr, Denver, CO	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-61365	TPA	Brian Davis	1966-07-20	—	—	6652 Park Pl, Jacksonville, FL, 32214	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-29057	PRV	Bobby Arnold	1987-06-23	UHC-31712-74	7503559603	9386 Harbor Blvd, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119473	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	3672 Main St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50699	TPA	Melissa Willis	1939-06-04	UHC-08965-17	4969581419	8088 Lincoln Way, Chandler, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-28026	PRV	Gregry Sandoval	1980-02-21	—	3753785007	1634 Mesa Dr, Jacksonville, FL, 32266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133645	ENR	Willie Richardson	1974-11-11	UHC-00108-35	6152421262	1339 Cedar Ln, Austin, TX, 78703	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416145	CLM	Jonathan Burke	1984-10-02	UHC-30312-35	—	4277 Washington St # 967, Denver, CO, 80209	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-122129	ENR	—Junk	1978-03-13	UHC-39687-17	4452292900	2215 Valley View Dr, Orlando, FL, 32858	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53464	TPA	Gerald Martinez	1955-10-03	—	—	4734 Grand Ave, Dallas, TX, 75298	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-403814	CLM	Jesse Y Alvarez	1939-04-07	—	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113073	ENR	Gary Y Stewart	1986-08-02	UHC-91173-07	7799408466	4298 Main St Apt 27, Columbus, OH, 43209	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114309	ENR	Teresa R Payne	1959-09-23	UHC-81632-20	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.62	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+3 more

4,010 rows, page 15 of 81Previous Next