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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103776	ENR	Dylan Ferguson	1993-06-26	UHC-34747-74	4665153799	9126 Maple Ave, Tempe, AZ, 85200	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-109073	ENR	Frances Simpson	1938-11-22	UHC-34144-24	7209605772	8235 Pine Dr, Phoenix, AZ, 85066	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-137789	ENR	Sharon F Ramos	1938-05-01	UHC-01794-58	6073545767	1540 Broadway, Chandler, AZ, 85221	0.92	Phone reformatted Address re-cased City re-cased Whitespace trimmed
ENR-112076	ENR	Doris Lee	2005-11-24	UHC-73994-66	3394433165	3441 Lincoln Way, Glendale, AZ, 85317	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-135876	ENR	Wayne Park	1992-06-27	UHC-85591-69	—	9426 Union St, Charlotte, NC, 28218	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-124095	ENR	Julia Q Collins	1945-11-09	UHC-49715-81	6654667793	3643 Sunset Blvd, Mesa, AZ, 85267	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-140481	ENR	Brian Gutierrez	1959-02-19	UHC-03540-64	4342332282	9615 Willow Ct, Tucson, AZ, 85795	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-105607	ENR	Anna R Schultz	1946-01-02	UHC-40672-67	2178195267	9395 Valley View Dr, Scottsdale, AZ, 85253	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-130392	ENR	Nicole Mitchell	1993-06-03	UHC-23875-61	4124848918	5297 Broadway, Scottsdale, AZ, 85288	0.92	Member ID reformatted Address re-cased City re-cased Email lower-cased
ENR-108384	ENR	Albert Oliver	1979-01-23	UHC-73101-42	7114963462	5203 Maple Ave, Tampa, FL, 33662	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-139872	ENR	Karen N Mitchell	1949-09-02	UHC-80730-37	7896356262	5453 Spring St, Los Angeles, CA, 90075	0.92	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased
ENR-140331	ENR	Diane D Henry	1996-07-18	UHC-02475-58	2378978805	5928 Spring St, Sacramento, CA, 95811	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-102213	ENR	David F Robertson	1995-12-04	UHC-48918-95	8495563295	5483 Mountain View Dr, Los Angeles, CA, 90069	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-138518	ENR	Jeremy W Dun	1989-07-21	UHC-55421-50	8174769707	8291 Maple Ave, Houston, TX, 77080	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-134867	ENR	Ben L George	1995-11-15	UHC-25246-78	6345858363	3565 Cedar Ln, Charlotte, NC, 28295	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-134016	ENR	Lucia J Alvarado	2005-01-16	UHC-50808-48	6465784325	5529 Camelback Rd, Charlotte, NC, 28260	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-124244	ENR	Ronald Espinoza	1975-10-25	UHC-70863-72	—	3502 Lincoln Way, Eden Prairie, MN, 55309	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-102222	ENR	Bradley I Butler	1982-01-16	UHC-11771-50	2023625265	4624 Broadway, Las Vegas, NV, 89196	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-136406	ENR	Ethan U Watson	1981-10-04	UHC-98139-49	4917960564	1710 Camelback Rd, Miami, FL, 33103	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-125404	ENR	Matthew Kim	1954-04-14	—	6135202897	2734 Oak St, Gilbert, AZ, 85239	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-111904	ENR	Martha F Nunez	1972-08-07	UHC-26130-11	3703245482	3308 Maple Ave, Nashville, TN, 37246	0.92	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-101172	ENR	Laura W Tucker	1994-01-10	UHC-80382-94	3997800866	8125 Indian School Rd, Tampa, FL, 33615	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-113791	ENR	James C Burke	1984-04-13	UHC-15512-71	4768982074	2643 Park Pl, Dallas, TX, 75285	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-106049	ENR	Donna Austin	1974-05-22	UHC-31337-79	2432841228	6301 Valley View Dr, Tucson, AZ, 85798	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
ENR-131427	ENR	Jack H Moreno	1973-04-20	UHC-62742-88	8764591717	6704 Apache Blvd, Sacramento, CA, 95860	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-118788	ENR	Virginia G Delgado	1938-11-13	UHC-51047-62	4016879568	3315 River Rd, Glendale, AZ, 85367	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-125086	ENR	Rebecca S Williams	1980-04-20	UHC-32568-63	9349285863	1967 Union St, Charlotte, NC, 28278	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-101104	ENR	Stephn West	1965-10-13	UHC-82322-65	9634492533	4569 Highland Ave, Dallas, TX, 75243	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-108914	ENR	Gerald Gray	1977-11-10	UHC-43539-60	—	2367 Grand Ave, Plano, TX, 75082	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-127456	ENR	Nathan H Hicks	1968-03-17	UHC-64070-56	7429060359	1790 Jefferson Ave, Sacramento, CA, 95840	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-121705	ENR	Matt F Li	1954-11-22	UHC-56603-65	9898066435	5524 Indian School Rd, Tucson, AZ, 85797	0.92	Member ID reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-138107	ENR	Patrick Castro	1997-09-04	UHC-42767-76	2924205701	6189 Camelback Rd, San Antonio, TX, 78259	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-105873	ENR	Justin V Crawford	1982-10-08	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-112616	ENR	Guzman Kathryn	1939-11-14	UHC-89088-77	3979915488	200 River Rd, Scottsdale, AZ, 85260	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-100266	ENR	Caimla Jimenez	2008-07-04	UHC-95243-62	3492342575	4881 Sunset Blvd, Orlando, FL, 32835	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-101071	ENR	Debra Simmons	2005-06-27	UHC-13215-75	2443327255	521 Market St, Los Angeles, CA, 90041	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-113918	ENR	Mei Jones	1960-01-05	UHC-60515-86	7809855942	4164 Central Ave, San Diego, CA, 92108	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-104971	ENR	Mason Marquez	1998-12-04	UHC-73096-61	—	2385 Elm St, Mesa, AZ, 85228	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-115144	ENR	Michael L Rivera	1946-08-17	UHC-13373-55	6074122315	1533 Pine Dr, Austin, TX, 78792	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-138901	ENR	Diane P Snyder	1952-05-14	UHC-24704-03	4466455108	2666 Spring St, Austin, TX, 78738	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-132920	ENR	Eric Fowler	2000-03-07	UHC-11863-83	6315355894	3681 Market St, Denver, CO, 80281	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-137994	ENR	Rebecca U Crawford	1957-08-12	UHC-35312-46	2872320993	6408 Hillcrest Rd, Tempe, AZ, 85231	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-136511	ENR	Santiago K Ford	1979-10-19	UHC-63013-92	7295491469	7019 Camelback Rd, Tempe, AZ, 85250	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-124839	ENR	Joseph P Wbb	2008-01-15	UHC-44238-24	9022505861	838 Washington St, Minneapolis, MN, 55477	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-119681	ENR	Edward P Robinson	2005-07-05	UHC-10316-88	4044269531	172 Church St, Phoenix, AZ, 85056	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-122327	ENR	Benjamin A Franklin	1976-05-28	UHC-88306-24	6283908635	6093 Central Ave, Eden Prairie, MN, 55321	0.92	Name re-cased Phone reformatted City re-cased Plan code upper-cased
ENR-133860	ENR	Rivera Z Madison	1993-03-13	UHC-70703-07	6864456137	942 Palm Dr, Denver, CO, 80224	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-132324	ENR	Rachel N Daniels	1994-12-06	UHC-53886-76	9305162541	1557 Cedar Ln, San Antonio, TX, 78225	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-100273	ENR	Kathy Padilla	1999-11-20	UHC-26540-52	2575983304	7438 Oak St, Tampa, FL, 33652	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-122557	ENR	Anthony Ryan	1965-10-12	UHC-64757-86	3117469183	6380 Mountain View Dr, San Antonio, TX, 78216	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared

8,423 rows, page 152 of 169Previous Next