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-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-117836	ENR	Lauren D Fowler	1952-04-22	UHC-70815-91	9317575965	4464 Apache Blvd, Glendale, AZ, 85398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118705	ENR	Timothhy N Rice	1994-11-24	UHC-92138-91	6822990225	8880 Forest Ave, Las Vegas, NV, 89193	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 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-132980	ENR	Teresa Allen	1973-07-23	UHC-50538-21	2094960000	2116 Park Pl, Dallas, TX, 75253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101073	ENR	Emliy U Perkins	2001-10-04	UHC-00203-22	5904764785	1327 Cedar Ln, Fresno, CA, 93715	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140560	ENR	Joshua D Stevens	1947-07-11	UHC-35290-99	7107124016	7109 Oak St, Mesa, AZ, 85268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120833	ENR	William Scott	1938-04-20	UHC-86572-89	9329670138	2049 River Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135185	ENR	Rebecca Castillo	1951-09-27	UHC-84696-29	3837443559	5565 Grand Ave, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-113665	ENR	Diana Rujas	1972-11-26	UHC-12739-99	6537635059	8215 Cedar Ln Apt 38, Atlanta, GA, 30320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122137	ENR	Noah E Morgan	1976-03-20	UHC-82203-05	4083092344	5058 Palm Dr # 214, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107310	ENR	Christine T Ward	1999-12-10	UHC-46328-06	4475706677	1291 Lincoln Way, Mesa, AZ, 85216	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-116128	ENR	Pamela M King	1943-11-16	UHC-00018-87	4174358882	8136 Valley View Dr, Austin, TX, 78781	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140628	ENR	Terry Q Sanders	2003-04-28	UHC-93284-25	5429340417	3515 Ridge Rd, Miami, FL, 33152	0.64	Middle initial moved out of first name Phone reformatted 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-140831	ENR	Billy L Reed	1953-02-22	UHC-49875-74	7159001020	5374 Apache Blvd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108062	ENR	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111461	ENR	Lori S Butler	1981-02-20	UHC-75436-96	4306655702	405 Indian School Rd, Nashville, TN, 37270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106105	ENR	Philip O Carpenter	1952-03-23	UHC-95540-90	7835940628	3207 Oak St, Tucson, AZ, 85777	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109273	ENR	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115042	ENR	Joan V Flores	—	UHC-12786-17	9176037194	3225 River Rd, Miami, FL, 33182	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-132218	ENR	Mason T Patel	1951-04-10	UHC-32608-14	7135467383	6531 Grand Ave Apt 10, San Diego, CA, 92130	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105206	ENR	Virginia G Cook	2007-06-17	UHC-55267-90	3443404000	9174 Forest Ave, Plano, TX, 75020	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-126223	ENR	Judy Willis	1997-06-11	UHC-66735-76	8972562951	7572 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130513	ENR	Evelyn Nunez	1963-01-20	UHC-17131-13	2904951149	8456 Pine Dr, Austin, TX, 78712	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130992	ENR	Sofia J Romero	1967-03-07	UHC-33423-69	8384194682	4041 Apache Blvd, Plano, TX, 75044	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-140447	ENR	Linda D Carpenter	1940-10-18	UHC-03197-05	2405136107	9397 Grand Ave, Phoenix, AZ, 85076	0.64	Name re-cased 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-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-101128	ENR	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.64	Name re-cased 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-132690	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122356	ENR	Willie Ray	1962-02-03	UHC-57120-48	3673968182	4022 Grand Ave, Denver, CO, 80234	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122174	ENR	Abby L Lane	1963-02-21	UHC-97196-37	5844209746	2794 Main St, Minneapolis, MN, 55491	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132628	ENR	David Bennett	2008-07-02	UHC-52325-21	6314243075	4502 Sunset Blvd, Los Angeles, CA, 90029	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114894	ENR	Nathan L Peterson	1988-08-04	UHC-13686-05	3889273728	5178 Washington St, Tucson, AZ, 85703	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111753	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127175	ENR	Mari D Knight	2006-03-17	UHC-08266-58	2095519219	4553 Spring St, Glendale, AZ, 85393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112986	ENR	Scott Morris	1976-05-10	UHC-27113-70	5626868750	7172 Central Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140052	ENR	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141296	ENR	Kevin N Fuller	1974-01-20	UHC-89175-90	8205152479	8360 Washington St, Sacramento, CA, 95831	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more

28,181 rows, page 126 of 564Previous Next