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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101818	ENR	Jose S Warren	1969-01-19	UHC-42110-96	4806185878	2902 Oak St, Phoenix, AZ, 85095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103701	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103702	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112041	ENR	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123194	ENR	Eugene O Henderson	1993-09-17	UHC-33659-08	8499047436	4184 Jefferson Ave, Chandler, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-134133	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134732	ENR	Bran Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111564	ENR	Dennis Lawrence	1953-09-10	UHC-72423-14	7246640912	3787 Lincoln Way, Minneapolis, MN, 55420	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100427	ENR	Anthony V Kennedy	1987-07-09	UHC-63039-18	9278025789	1802 Washington St Apt 17, Glendale, AZ, 85377	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-111311	ENR	Isabella Vargsa	1979-09-10	UHC-47319-74	2239221480	8194 Sunset Blvd, Miami, FL, 33120	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127645	ENR	Greg Walker	1959-11-26	UHC-01696-10	4745571305	6576 Oak St, Glendale, AZ, 85333	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128724	ENR	Brenda Henry	1982-05-17	UHC-49567-69	3468753213	62 Ridge Rd, Los Angeles, CA, 90069	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111538	ENR	Patricia O Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave # 973, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131315	ENR	Michelle F Martin	1980-04-09	UHC-00811-86	2556492722	4748 Central Ave, Jacksonville, FL, 32263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130561	ENR	Deborah M Clark	1985-04-10	UHC-43310-10	2334145134	1310 River Rd Apt 38, Fresno, CA, 93750	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112345	ENR	Ralph Pierce	1962-10-19	UHC-49727-75	2063445570	7815 Desert Sky Blvd, Nashville, TN, 37251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115623	ENR	Steven H Ball	1993-04-22	UHC-14759-22	6572732518	3247 Elm St, Eden Prairie, MN, 55366	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104171	ENR	Melissa Y Elliott	1954-09-27	UHC-71227-99	5898438102	4625 Sunset Blvd, Tucson, AZ, 85760	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119621	ENR	Roger Gomez	1968-03-18	UHC-41399-44	8817893079	2051 Cedar Ln, San Antonio, TX, 78262	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135162	ENR	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109058	ENR	Matthew T Castro	1999-02-28	UHC-06484-78	9388114111	3320 Willow Ct Apt 19, Houston, TX, 77062	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-141403	ENR	Christina X Rios	1973-07-13	UHC-96267-36	7035855466	4772 Main St, San Antonio, TX	0.64	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
ENR-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-120714	ENR	Denny Hansen	1958-12-15	UHC-20254-19	9822020073	6525 Sage Ct, Phoenix, AZ, 85024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124315	ENR	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128082	ENR	Gary C Parker	1964-10-13	UHC-57560-60	9756426457	8675 Washington St, San Antonio, TX, 78258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131404	ENR	Ethan Rose	1999-07-01	UHC-74572-28	2127712693	3894 Grand Ave, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110120	ENR	Melissa Richardson	1941-05-20	UHC-85811-37	7317631437	3090 Willow Ct, Charlotte, NC, 28201	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104335	ENR	Lawrence M Bure	1951-03-07	UHC-58705-65	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113674	ENR	Chris James	1949-11-18	UHC-33225-10	7769818609	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-112744	ENR	Terry Y Holmes	1973-09-04	UHC-16727-88	6245921610	7082 Bayshore Dr, Austin, TX, 78721	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125212	ENR	Jonathan W McDonald	1975-02-01	UHC-49847-15	4472045718	8333 Canyon Rd # 675, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122393	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140172	ENR	Carllos VJunk	—	UHC-94418-35	5712461345	5865 Mountain View Dr, Eden Prairie, MN, 55376	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-139139	ENR	Eric U Willsi	1956-05-07	UHC-18969-07	4484409971	1367 Ridge Rd, Las Vegas, NV, 89151	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141585	ENR	Drew Q Marshall	—	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.64	Date of birth missing Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-124508	ENR	Denniis Tran	2002-06-18	UHC-56298-27	5114924669	2865 Highland Ave, Phoenix, AZ, 85088	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-129308	ENR	Arjun L Hughes	1992-06-19	UHC-93331-57	2946077681	7089 Camelback Rd, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141066	ENR	Christine A Turner	1987-04-04	UHC-86075-96	5108439347	1696 Indian School Rd, Sacramento, CA, 95820	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132446	ENR	Gerald Burns	1959-06-14	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124914	ENR	Roger McCoy	1956-03-28	UHC-70811-25	7232984610	8213 Ocean Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-102479	ENR	Mason U Guzman	1969-02-21	UHC-87047-02	8863982756	9598 Palm Dr, San Antonio, TX, 78219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140676	ENR	Gregory Wagner	1954-11-15	UHC-65090-67	2355182610	8662 Sunset Blvd, Tucson, AZ, 85708	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135894	ENR	Sophia Garrett	1981-08-05	UHC-49634-55	7502807067	85 Elm St, Charlotte, NC, 28212	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128337	ENR	Sarah H Richards	1969-07-06	UHC-37745-14	8643960585	5747 Palm Dr, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104546	ENR	Emma Q Stewart	1964-11-26	UHC-29859-33	4797112391	1300 Central Ave, Eden Prairie, MN, 55346	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114986	ENR	Ahmed Kelly	1938-03-15	UHC-46484-37	3582293492	7320 Forest Ave, Minneapolis, MN, 55471	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119397	ENR	Lori Jones	1964-11-17	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-112219	ENR	Gloria Dominguez	1951-06-11	UHC-62154-95	3779975546	426 Willow Ct # 215, Glendale, AZ, 85320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

28,181 rows, page 142 of 564Previous Next