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 “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
ENR-107273	ENR	Cherly N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107760	ENR	Valentina Owens	1978-09-17	UHC-20864-67	5964934896	3667 Desert Sky Blvd, Mesa, AZ, 85291	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136407	ENR	Barb Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117708	ENR	Cynthia Ellis	1976-04-02	UHC-95330-90	—	2224 Church St, Plano, TX, 75078	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-127365	ENR	Andrew Banks	1954-05-18	UHC-11509-58	5955148449	7387 Main St, Chandler, AZ, 85259	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101248	ENR	Amber Waalker	1993-08-19	UHC-76429-95	7785053188	6562 Elm St Apt 12, Orlando, FL, 32846	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126859	ENR	Janice Brery	1944-07-19	UHC-42017-54	9445800027	7319 Oak St, Miami, FL, 33179	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137706	ENR	Anthony A Wright	1957-06-16	UHC-70779-76	8565647937	4821 River Rd, Scottsdale, AZ, 85231	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120534	ENR	Jeffrey O Marquez	1980-10-08	UHC-29336-09	—	6346 Camelback Rd, Dallas, TX, 75262	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103960	ENR	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-142533	ENR	Ronald Cox	—	UHC-07390-48	5279622987	1782 Camelback Rd, Scottsdale, AZ, 85231	0.64	Date of birth unreadable Phone reformatted State name converted to code Email lower-cased+2 more
ENR-135143	ENR	Christian H Simmons	1990-12-02	UHC-65062-39	4748365776	976 Valley View Dr # 870, Mesa, AZ, 85269	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137269	ENR	Emma X Lewis	1972-04-19	UHC-60704-58	2295430951	1188 Ridge Rd, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-103324	ENR	Patricia E Graham	1970-10-08	UHC-52002-05	—	948 Indian School Rd, Tampa, FL, 33656	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-119779	ENR	Sue H Ortega	1994-06-13	UHC-23079-17	6839264413	2222 Camelback Rd, Scottsdale, AZ, 85260	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-132981	ENR	Matthews P Jose	1956-05-12	UHC-29708-26	—	2912 Hillcrest Rd, Nashville, TN, 37210	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-138689	ENR	Raymond Duncan	1953-03-16	UHC-08532-14	9489798479	7105 Park Pl, Orlando, FL, 32833	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112234	ENR	Ann X Castro	1951-07-07	—	9063170933	3733 Washington St, Las Vegas, NV, 89114	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118020	ENR	Michelle M Schultz	1957-06-07	UHC-25246-36	8605355818	8375 Forest Ave # 397, Tempe, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-102344	ENR	Amanda J Wallace	1942-12-28	UHC-47261-99	9442044805	7313 Valley View Dr, Plano, TX, 75090	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130363	ENR	Ana Nunez	2003-12-07	UHC-27580-31	—	183 Main St, Orlando, FL, 32840	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-122008	ENR	Elijah Smith	1976-05-04	UHC-23137-21	7994291390	1889 Apache Blvd, Plano, TX, 75085	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-139775	ENR	Karen S Bailey	1977-07-25	UHC-82830-37	5964284904	1731 Main St, Phoenix, AZ, 85086	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101484	ENR	George W Gonzalez	1958-11-04	UHC-26433-79	2434187124	7130 Ridge Rd, Miami, FL, 33130	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104849	ENR	William Patterson	1967-10-21	UHC-98995-42	5604859942	4238 Church St Apt 35, Los Angeles, CA, 90042	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-131589	ENR	Mary T Burke	1966-08-04	UHC-56530-83	7907371041	4620 Washington St, Plano, TX, 75066	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100760	ENR	Mateo B Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave Apt 18, Austin, TX, 78798	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139112	ENR	Kelly T Rivera	1941-09-27	UHC-23051-08	3554954254	7314 Baseline Rd, Phoenix, AZ, 85041	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120009	ENR	Gabriel H Taylor	1973-05-24	UHC-69788-78	2072861977	916 Apache Blvd # 566, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136535	ENR	Eric L Bell	1955-08-15	UHC-32632-40	3246345977	7210 Mountain View Dr, Miami, FL, 33191	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115109	ENR	Nathan Y Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave, Tampa, FL, 33669	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103260	ENR	Matthew S Larson	1970-02-14	UHC-85218-52	7563970201	7614 Forest Ave, Denver, CO, 80238	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-117091	ENR	Ana P Rose	1948-12-04	UHC-63052-88	9875724445	21 Cedar Ln, Columbus, OH, 43286	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117238	ENR	Tyler U Campbell	1970-04-02	UHC-99970-10	—	438 Meadow Ln, Las Vegas, NV, 89153	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113816	ENR	Amber Mitchell	1943-11-14	UHC-14221-60	5199944051	8182 Ridge Rd, Sacramento, CA, 95855	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141843	ENR	Dorothy Fulelr	1970-03-20	UHC-32368-14	—	5100 Grand Ave, Charlotte, NC, 28272	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128086	ENR	Natalie Morgan	1984-06-10	UHC-37332-82	8957775802	597 Washington St, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-103736	ENR	Bradley Q Hayes	1934-07-10	UHC-38901-87	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115704	ENR	George Greene	1990-02-21	UHC-36748-48	7068879465	4955 Palm Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120774	ENR	Sara Y Wagner	—	UHC-98016-07	—	5205 Camelback Rd, Glendale, AZ, 85319	0.64	Date of birth missing Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127168	ENR	Scott K Thoas	1970-07-24	UHC-17753-40	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111543	ENR	Ethan O Ramos	2005-04-01	UHC-96236-46	4943074464	7771 Spring St, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-142605	ENR	Dennis L Vasquez	1994-10-20	UHC-73619-83	—	1679 Apache Blvd, Las Vegas, NV, 89126	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-116487	ENR	Yuki O Stevens	—	UHC-99868-56	5702922046	8690 Mesa Dr, Nashville, TN, 37273	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
ENR-107907	ENR	Cheryl Snyder	1988-09-06	UHC-01160-94	9772723844	6293 Palm Dr, Houston, TX, 77097	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124963	ENR	Omar G Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138078	ENR	Marc X Walsh	1997-07-05	UHC-37839-21	9878415044	—	0.64	Phone reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
ENR-131131	ENR	Arjun Padilla	2008-01-06	UHC-09207-46	5726481694	9809 Spring St, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129838	ENR	Betty Santiago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH, 43213	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135670	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

16,916 rows, page 78 of 339Previous Next