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-138909	ENR	George Torres	1999-03-01	UHC-02059-32	2685007150	6407 Washington St, Los Angeles, CA, 90040	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109616	ENR	Brenda J Perkins	1980-01-27	—	9884485962	6181 Cedar Ln, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128028	ENR	Paul Harris	1943-10-08	UHC-51958-95	8025082809	881 Forest Ave, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120190	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway Apt 25, Los Angeles, CA, 90000	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-140133	ENR	Tyler D Wagner	1975-04-01	UHC-13695-74	3567753034	2137 Lake View Rd, Austin, TX, 78797	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122598	ENR	Santiago M Ferguson	1970-12-15	UHC-71174-76	6466833057	2728 Hillcrest Rd, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132936	ENR	Denise Yang	—	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ, 85732	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-113723	ENR	Joe A Crawford	1963-08-24	UHC-30566-32	7445770247	4920 Sunset Blvd, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132793	ENR	Christopher Hall	1951-02-21	UHC-25937-42	5629615109	1703 Spring St, Eden Prairie, MN, 55302	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121345	ENR	Mari Meyer	1957-11-25	UHC-73025-52	7899410388	7272 Mesa Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127022	ENR	Carolyn Z Porter	1995-04-15	UHC-44477-87	3123662346	5268 Church St # 501, Seattle, WA, 98188	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110737	ENR	Luis Boyd	1955-03-12	UHC-14517-04	7629069773	7850 Pine Dr, Orlando, FL, 32800	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103849	ENR	Carol Snyder	1966-06-27	UHC-18091-12	6199760208	6064 Jefferson Ave, Eden Prairie, MN, 55391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141007	ENR	Natalie Watson	2001-10-14	UHC-72185-11	3042961209	5729 Spring St, Seattle, WA, 98143	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104293	ENR	Luis S Grant	1975-09-01	UHC-39116-36	6978180153	1473 Willow Ct, Denver, CO, 80247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109426	ENR	Billy Z Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118870	ENR	Jennifer B Vazquez	1946-07-25	UHC-29911-12	7714455658	1445 Market St, Los Angeles, CA, 90048	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100539	ENR	Abigail B Lane	2006-05-04	UHC-67000-61	9502981338	5023 Sage Ct, Tampa, FL, 33609	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121140	ENR	Deborah Morales	1968-08-17	UHC-91939-51	5815369177	9045 Ridge Rd, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105681	ENR	James S Watson	—	UHC-27018-46	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103334	ENR	Sarah J Garcia	1989-11-08	UHC-65698-65	3568483632	1910 Broadway, Scottsdale, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
ENR-104944	ENR	Dorothy Tucker	2001-06-19	UHC-02112-59	5235096849	15 Elm St, Scottsdale, AZ, 85206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104463	ENR	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116929	ENR	Etahn D Ross	1978-05-11	UHC-72291-17	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142575	ENR	Teresa A Roberts	1955-11-12	UHC-75432-74	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-130099	ENR	Joe Williamson	1977-10-01	UHC-73466-21	2226111932	7460 Palm Dr, Sacramento, CA, 95825	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132337	ENR	Ruth D Williamson	1994-05-12	UHC-73217-28	4519835182	369 Ridge Rd, Charlotte, NC, 28281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113722	ENR	Katherine S Burton	1947-07-15	UHC-48446-12	4453029389	3808 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139891	ENR	Doris E Jackson	1989-08-14	UHC-01934-16	6426414493	2996 Mountain View Dr, Sacramento, CA, 95897	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129335	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129336	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138558	ENR	Katherine S Johnson	1949-10-11	UHC-23464-25	5793579735	4537 Maple Ave, Denver, CO, 80212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106705	ENR	Diane Knihgt	—	UHC-54183-65	2424683030	2976 Market St, Tucson, AZ, 85760	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123517	ENR	—Junk	1988-10-04	UHC-99904-77	9892123872	7873 Union St, Las Vegas, NV, 89162	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139397	ENR	Long U Sophia	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135934	ENR	Scott Mitchell	1975-02-20	UHC-11269-08	7735492511	9701 Main St, Scottsdale, AZ, 85219	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103823	ENR	Ethan Burns	1966-08-07	UHC-71431-29	9453195114	186 Ocean Ave # 583, Austin, TX, 78709	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112494	ENR	Abigail Peterson	1999-01-23	UHC-63835-69	3913021561	2967 Highland Ave, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134558	ENR	Priya Valdez	1977-12-20	UHC-88450-50	9829299460	6896 Canyon Rd, Plano, TX, 75033	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117382	ENR	Ahmed L Bailey	1948-03-24	UHC-46471-24	5512942581	4850 Apache Blvd, Austin, TX, 78725	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-106022	ENR	Lawrence R Tucker	2006-11-20	UHC-25152-82	6295790626	9094 Oak St, Atlanta, GA, 30304	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126350	ENR	Keith Meyer	1964-07-02	UHC-67314-03	3083837927	3607 Desert Sky Blvd, Mesa, AZ, 85222	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121196	ENR	Mark Green	1988-03-05	UHC-58036-68	9128510768	464 Ocean Ave, San Diego, CA, 92114	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135306	ENR	Gerald Hall	2000-02-25	UHC-53140-85	7916296845	4643 Sage Ct, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141044	ENR	Debra Ferguson	1943-06-01	UHC-56840-08	4367990900	4725 River Rd, Phoenix, AZ, 85049	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111705	ENR	Logan P Santos	1945-08-20	UHC-63237-32	3995722344	431 Palm Dr, Orlando, FL, 32845	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140853	ENR	Laura U Cruz	1973-11-24	UHC-36498-37	4508924031	1327 Union St, Fresno, CA, 93716	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110509	ENR	Priya Nelson	1961-02-03	UHC-65947-09	7128746994	9565 Ridge Rd, Seattle, WA, 98154	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140536	ENR	Nicholas Rojas	2007-07-14	UHC-62264-25	8289368056	4918 Highland Ave, Eden Prairie, MN, 55325	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-111158	ENR	Amber G Perez	1969-03-01	UHC-63575-65	9643637206	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more

28,181 rows, page 105 of 564Previous Next