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-106936	ENR	Raymond Simmons	1972-02-03	UHC-43448-49	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-137230	ENR	Roy C McCoy	1947-11-12	UHC-81798-84	5895381300	4969 Central Ave, Jacksonville, FL, 32285	0.76	Name re-cased Phone reformatted State name converted to code Plan code upper-cased+2 more
ENR-111100	ENR	Stephanie Chen	2002-12-23	UHC-71651-99	2204384303	769 Sunset Blvd, Orlando, FL, 32880	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-125301	ENR	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX, 78770	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112259	ENR	Carl W Peterson	1955-02-24	UHC-56366-27	4335390980	1835 Lincoln Way, Houston, TX, 77088	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112258	ENR	Carl W Peterson	1955-02-24	UHC-56366-27	4335390980	1835 Lincoln Way, Houston, TX, 77088	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-128872	ENR	Christina Morgan	1976-12-17	UHC-02447-79	5094133055	785 Highland Ave, Austin, TX, 78724	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122647	ENR	Nathan Hughes	1989-09-13	—	9036262784	9491 Lincoln Way, Chandler, AZ, 85223	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-106251	ENR	Gabriel Moreno	1963-03-04	UHC-78406-35	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-116378	ENR	Rebecca Pierce	1997-01-17	UHC-36404-38	2144901507	3492 Forest Ave, Houston, TX, 77034	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-134859	ENR	Natalie I Reyes	1963-03-17	UHC-20278-68	9546606252	1848 Willow Ct, Scottsdale, AZ, 85286	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-128944	ENR	Emily Weber	1950-09-02	UHC-66282-02	4723995003	3643 Valley View Dr, Chandler, AZ, 85262	0.76	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
ENR-117882	ENR	Carol Gutierrez	1999-09-08	UHC-45287-35	8695427797	5447 Church St, Plano, TX, 75085	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-136560	ENR	Ruth Reyes	1954-04-27	UHC-60020-37	9455948533	485 Spring St, Nashville, TN, 37224	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133077	ENR	Samuel T Ortiz	2003-03-10	UHC-60340-19	3319354702	4062 Highland Ave, Glendale, AZ, 85301	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-102440	ENR	Valentina N Obrien	1965-06-13	UHC-50153-59	8578412143	5035 Oak St, Los Angeles, CA, 90086	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-139744	ENR	Ruth J Baekr	1971-12-09	UHC-70391-44	9604275339	5236 Spring St, Tempe, AZ, 85208	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-106600	ENR	Alice Lynch	1958-09-16	UHC-12665-44	7566717771	8765 Broadway, Minneapolis, MN, 55455	0.76	Date of birth reformatted Phone reformatted Address re-cased State name converted to code+2 more
ENR-134478	ENR	Collins K Ruth	1938-02-06	UHC-81446-80	4306046951	4725 Harbor Blvd, Charlotte, NC, 28279	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-141286	ENR	Benjamin Parker	1988-03-13	UHC-84178-73	3706255922	8088 Maple Ave, Orlando, FL, 32861	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-109238	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-122459	ENR	Scott H Edwards	1971-04-11	UHC-59117-62	2598129744	7568 Valley View Dr, Gilbert, AZ, 85285	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-114052	ENR	Espinoza P Dylan	1955-06-26	UHC-01683-02	2739147317	2999 Lincoln Way, Denver, CO, 80210	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-141128	ENR	Johnson Y Anthony	1971-04-18	UHC-16632-57	7723639686	4106 Cedar Ln, Eden Prairie, MN, 55341	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-133986	ENR	Joan R Brooks	1997-11-12	UHC-46104-07	8687378189	7367 River Rd, Fresno, CA, 93733	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-102026	ENR	Michael H Clark	1966-05-02	UHC-15951-28	9724733887	3630 Maple Ave, Denver, CO, 80232	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-123874	ENR	Valentina R Olson	1955-12-12	UHC-29563-18	4943939026	5864 Highland Ave, Houston, TX, 77048	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-106556	ENR	Raymond U Delgado	1998-07-11	UHC-90173-03	3593413835	184 Central Ave, Seattle, WA, 98147	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-102659	ENR	Larry Butler	1953-04-19	UHC-35192-72	5824519472	3941 Palm Dr, San Antonio, TX, 78201	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-138556	ENR	Michelle Lynch	1944-05-17	UHC-79929-16	—	7066 Central Ave, Jacksonville, FL, 32227	0.76	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-134623	ENR	Anna F Murray	1999-08-04	UHC-80172-35	5719060986	7304 Highland Ave, Atlanta, GA, 30376	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-119734	ENR	Gregory E Garza	1941-12-23	UHC-88480-33	2208913619	6168 Broadway, Jacksonville, FL, 32258	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-105599	ENR	Gabriel Russell	1955-12-23	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-138605	ENR	Omar X Ford	2003-08-01	UHC-27228-51	9675232713	2289 Ridge Rd, San Antonio, TX, 78299	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120035	ENR	Nathan Chavez	1973-06-12	UHC-16858-20	7104754242	8472 Lincoln Way, Eden Prairie, MN, 55323	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-135132	ENR	Samantha C Marshall	2002-11-04	UHC-35254-25	5387852236	1627 Broadway, Minneapolis, MN, 55490	0.76	Date of birth reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-135131	ENR	Samantha C Marshall	2002-11-04	UHC-35254-25	5387852236	1627 Broadway, Minneapolis, MN, 55490	0.76	Date of birth reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-101721	ENR	Angela T Pena	2003-11-09	UHC-76934-48	7352645965	7321 Main St, Tampa, FL, 33686	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-102270	ENR	Abigail W Snyder	1970-01-20	UHC-21758-85	4774688648	565 Ocean Ave, Plano, TX, 75087	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-127802	ENR	Sofia A Thompson	1987-07-21	UHC-17637-54	6439313066	4099 Willow Ct, Charlotte, NC, 28268	0.76	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
ENR-121401	ENR	Nicholas Alexander	1989-04-25	UHC-55928-14	—	6192 Canyon Rd, Mesa, AZ, 85282	0.76	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-113287	ENR	Carlos G Parker	2002-12-17	UHC-78228-80	4116220215	2308 Union St, Jacksonville, FL, 32207	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-139866	ENR	Teresa K Nichols	1972-11-27	UHC-77159-82	3515251490	9831 Willow Ct, Gilbert, AZ, 85276	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-117340	ENR	Brian B King	2008-02-14	—	7334316633	6836 Broadway, Sacramento, CA, 95883	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
ENR-142796	ENR	Yuki Q Ross	1993-08-22	UHC-61230-96	5845997999	7576 Indian School Rd, Atlanta, GA, 30325	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-108715	ENR	John Little	1968-05-02	UHC-51193-40	4528658516	1768 Maple Ave, Gilbert, AZ, 85254	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-114690	ENR	Sofia D McDonald	1946-01-23	—	4185687231	6229 Sunset Blvd, Orlando, FL, 32804	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137898	ENR	Susan Z Barnes	1999-01-17	UHC-66186-27	2894137118	9887 Lincoln Way, Seattle, WA, 98149	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-142475	ENR	Jeremy Mendez	1987-09-14	UHC-21632-60	6669795351	9855 Sage Ct, Tampa, FL, 33660	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-112578	ENR	Catherine G Patterson	1959-07-24	UHC-34815-16	4164536258	7410 Spring St, Scottsdale, AZ, 85281	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more

4,296 rows, page 72 of 86Previous Next