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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112239	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138030	ENR	Peter F Garrett	1989-03-09	UHC-36432-76	6724364168	6303 Church St, Orlando, FL, 32831	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114192	ENR	Kevin Hill	1984-11-28	UHC-54389-99	—	5466 Lincoln Way, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100438	ENR	Christtine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-133928	ENR	Stephanie Hayes	1946-07-03	UHC-97533-26	3083783244	2981 Park Pl, Charlotte, NC, 28247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102940	ENR	Julie Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-122492	ENR	Carolyn G Sanchez	2006-03-21	UHC-29227-75	2173085050	7679 Meadow Ln, Las Vegas, NV, 89145	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123281	ENR	Andrea Y Patel	2008-04-01	UHC-55738-89	5377891810	9262 Hillcrest Rd, Columbus, OH, 43201	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 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-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-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-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-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-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-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-138166	ENR	Jose H Robinson	2002-04-09	UHC-50740-97	3538913287	508 Broadway, Eden Prairie, MN, 55362	0.64	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-102636	ENR	Barbara R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-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-108691	ENR	Christina Morales	1947-07-03	UHC-53202-71	7178285395	7231 Broadway Apt 7, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124940	ENR	Aeron N Cox	1973-07-25	UHC-64407-76	7279877927	4580 Elm St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131024	ENR	Emma W Kim	1960-10-12	UHC-21805-55	2528356406	6430 Washington St, Phoenix, AZ, 85093	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114592	ENR	Dorothy Y Wang	1947-05-08	UHC-35536-05	6349489563	2326 Grand Ave, Mesa, AZ, 85220	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106629	ENR	Jose Tran	1977-01-02	UHC-46323-19	—	6958 Mesa Dr, San Antonio, TX, 78214	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120678	ENR	Elijah Gordon	1978-11-12	UHC-65029-14	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131146	ENR	Evelyn Hansen	1971-05-08	UHC-97559-91	5753798685	3438 Lake View Rd, Las Vegas, NV, 89115	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-134393	ENR	Andrea Chavez	1962-08-10	UHC-71772-06	2897792417	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120036	ENR	Christian Matthews	1958-03-21	UHC-88453-81	2869841686	3458 Market St, Sacramento, CA, 95812	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102930	ENR	Mark Davis	1951-01-11	UHC-10892-52	6719728064	9675 Camelback Rd, Glendale, AZ, 85350	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126659	ENR	Elijah A Williams	1995-05-03	UHC-10327-07	4655312447	3403 Valley View Dr, Phoenix, AZ, 85030	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105705	ENR	Madison Armstrog	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-113371	ENR	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123838	ENR	Valentina Bod	1962-12-01	UHC-23158-01	6799164375	3476 Central Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133566	ENR	Jennifer Castro	1949-04-02	UHC-02041-85	7699394722	1633 Sage Ct, Jacksonville, FL, 32287	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134248	ENR	Brian Jensen	1979-05-14	UHC-58998-43	4952174445	5465 Baseline Rd, Charlotte, NC, 28202	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112286	ENR	Joan S Gilbert	1995-06-14	UHC-72248-27	2517239798	6266 Valley View Dr, Austin, TX, 78702	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115118	ENR	Edward Ward	1939-08-01	UHC-15071-61	4403600369	4128 Washington St, Atlanta, GA, 30301	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132666	ENR	Santiago S Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-132302	ENR	Benjamni U Alvarado	1960-08-19	UHC-00426-39	—	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-138137	ENR	Peter I Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105832	ENR	Matthew Y White	1973-02-19	UHC-78331-45	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137087	ENR	Aaron M Le	1974-02-22	UHC-71460-55	—	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-133064	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133063	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140650	ENR	Randy Valdez	1956-02-15	UHC-86863-81	4683533078	1385 Ocean Ave, Columbus, OH, 43289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137578	ENR	Allen Auztin	1939-03-24	—	3993604770	2083 Cedar Ln, Phoenix, AZ, 85079	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117044	ENR	Arjun S Owens	1962-06-08	UHC-80793-24	2999727782	7641 Broadway, Eden Prairie, MN, 55380	0.64	Phone reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-140014	ENR	Goerge S Nelsson	1941-04-27	UHC-72655-13	5636544348	9584 Desert Sky Blvd, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125666	ENR	Raymond Sullivan	1989-08-22	UHC-05981-64	4874231313	5591 Sage Ct, Chandler, AZ, 85201	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more

4,296 rows, page 44 of 86Previous Next