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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101626	ENR	Alan Weaver	1966-12-01	UHC-32801-16	9323756546	80 Jefferson Ave, Denver, CO, 80278	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-115665	ENR	Dinaa Santiago	1970-12-23	UHC-54379-94	2432136066	9561 Canyon Rd, Los Angeles, CA, 90098	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-103651	ENR	Martha Chapman	1947-11-06	UHC-33757-50	5645129782	6938 Lincoln Way, Seattle, WA, 98146	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-116298	ENR	Jack Russell	1972-04-12	UHC-66734-66	6719542282	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-102641	ENR	Julia Alvarez	1951-12-10	UHC-49872-86	9844615543	5501 Cedar Ln, Glendale, AZ, 85324	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-143088	ENR	Wayne S Simmons	1955-12-25	UHC-52465-22	6455052922	2699 Ocean Ave, Seattle, WA, 98148	0.78	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-105676	ENR	Marcus Porter	2006-01-28	UHC-50158-19	—	5998 Mountain View Dr, Houston, TX, 77036	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-122594	ENR	Fatima Gordon	1951-02-26	UHC-02129-99	6045950313	7823 Central Ave, Columbus, OH, 43255	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-122020	ENR	Bryan U Stevens	1997-05-16	UHC-77358-20	6423989218	287 Lincoln Way, Eden Prairie, MN, 55367	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-128722	ENR	Sara Tran	2003-09-20	UHC-06860-38	6645858422	6688 Lincoln Way, Mesa, AZ, 85294	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-113493	ENR	Fatima Sandoval	1987-09-14	UHC-28392-80	8956615193	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-112877	ENR	Pamela K Cooper	1951-09-04	UHC-77721-65	6077037757	9487 Church St, Tampa, FL, 33685	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-102316	ENR	Diaana Turner	1991-04-17	UHC-09092-69	5705253304	2667 Sunset Blvd, Columbus, OH, 43228	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-112208	ENR	Jean X Butler	1998-12-11	UHC-71890-62	—	4831 Apache Blvd, Los Angeles, CA, 90095	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-102277	ENR	Kyle K Schultz	1975-10-02	UHC-27338-25	9048262493	8865 Baseline Rd, Tempe, AZ, 85225	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-106387	ENR	Barbara T Weaver	2006-11-02	UHC-82682-70	3023324524	9677 Lincoln Way, Fresno, CA, 93756	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
ENR-101577	ENR	Ana C Hughes	1953-10-24	UHC-80738-36	8035684704	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-100276	ENR	Danielel C Gordon	1993-10-25	UHC-68096-32	8766024887	1327 Hillcrest Rd, Austin, TX, 78725	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-114385	ENR	Jerry E Jenkins	1999-09-07	UHC-73766-04	2817167167	6315 Park Pl, Mesa, AZ, 85292	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-129157	ENR	Juan J Medina	1967-05-10	UHC-12396-73	3984514614	1799 Bayshore Dr, Los Angeles, CA, 90075	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-114023	ENR	Ahemd M Robertson	1973-04-27	UHC-53183-42	6092877561	9758 Valley View Dr, Sacramento, CA, 95848	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-125143	ENR	Christine Banks	1957-10-20	UHC-95380-74	2462499743	1950 Valley View Dr, Tempe, AZ, 85220	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-102357	ENR	Sara E Ortega	1954-09-16	UHC-33453-03	6259326223	8418 Lake View Rd, Scottsdale, AZ, 85269	0.78	Member ID reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-108180	ENR	Denise Sandoval	2002-02-19	UHC-50985-91	8867450264	2055 Indian School Rd, Sacramento, CA, 95836	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-117040	ENR	Kathleen L Morgan	1960-02-04	UHC-81508-93	4873209652	2706 Elm St, Denver, CO, 80284	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-100178	ENR	Betty Weaver	1963-08-01	UHC-27224-84	5137176082	662 Palm Dr, Glendale, AZ, 85395	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-108543	ENR	Kayla S Henry	1969-11-11	UHC-88085-99	7298348501	5247 Spring St, Columbus, OH, 43222	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-105890	ENR	Jordan T Jacobs	1978-10-19	UHC-63948-59	3977859589	4718 Desert Sky Blvd, Tempe, AZ, 85211	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-123396	ENR	Brian Silva	2001-01-12	UHC-75925-02	—	5041 Market St, Houston, TX, 77025	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-110831	ENR	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-100184	ENR	Paul Russell	1988-05-04	UHC-55726-01	8299850964	6403 Mountain View Dr, Chandler, AZ, 85264	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-122662	ENR	John A Ortega	1970-10-10	UHC-44256-91	9443964691	5516 Mountain View Dr, Plano, TX, 75064	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-123252	ENR	Jessica Armstrong	2003-10-26	UHC-93452-87	6885347508	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-115779	ENR	Christine Y Elliott	2001-08-27	UHC-77522-55	6814136727	6246 Church St, Austin, TX, 78704	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-142775	ENR	Tim C Spencer	1969-05-11	UHC-29413-04	4648293204	9865 Harbor Blvd, Sacramento, CA, 95815	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-103379	ENR	Thomas Fisher	1970-04-20	UHC-17387-81	3872317487	8770 Washington St, Eden Prairie, MN, 55311	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-104149	ENR	Brandon L Espinnoza	1942-11-04	UHC-40510-79	7629095187	7852 Washington St, Seattle, WA, 98123	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-137321	ENR	Michael Holmes	1999-05-15	UHC-66752-04	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-112097	ENR	Christina A Robertson	1954-08-18	UHC-20664-99	6666053284	2635 Washington St, Tampa, FL, 33615	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
ENR-118125	ENR	Sandra L Cruz	1939-07-06	UHC-26778-24	2958452158	649 Elm St, San Diego, CA, 92101	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-140664	ENR	Kayla Taylor	1962-11-24	UHC-97205-63	4676405791	4019 Grand Ave, Los Angeles, CA, 90098	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-118982	ENR	Ronald X Murray	1953-02-23	UHC-21726-19	2799224710	1842 Meadow Ln, Gilbert, AZ, 85213	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-137973	ENR	Steven Cunningham	1982-11-19	UHC-73884-40	5426180439	9570 Palm Dr, Jacksonville, FL, 32217	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-118304	ENR	Kayla Watkins	1977-02-06	UHC-05998-73	2799958588	5154 Harbor Blvd, Mesa, AZ, 85267	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-121937	ENR	Mari Robinson	1983-01-14	UHC-09067-17	9054762738	4309 Sage Ct, Austin, TX, 78758	0.78	Phone reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
ENR-102196	ENR	Henry Johnson	1964-05-16	UHC-14151-09	8136621793	781 Camelback Rd, Houston, TX, 77030	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
ENR-139006	ENR	Austin Nguyen	1939-12-26	UHC-66691-05	3168952643	7868 Highland Ave, Jacksonville, FL, 32279	0.78	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-130046	ENR	Fisher J Kathleen	1940-06-22	UHC-76265-13	4052561273	8461 Harbor Blvd, San Diego, CA, 92108	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more
ENR-105346	ENR	Samuel Cox	2005-06-01	UHC-75984-32	7186686010	3281 Mesa Dr, Chandler, AZ, 85281	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
ENR-110981	ENR	Heather Snatos	1947-05-26	UHC-46598-12	8549600103	177 Maple Ave, Glendale, AZ, 85394	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more

7,326 rows, page 126 of 147Previous Next