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-119738	ENR	Roy B Reid	1975-11-05	UHC-74723-28	2044353822	7434 Cedar Ln, Glendale, AZ, 85398	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-142071	ENR	Randy M Gonzalez	1951-05-02	UHC-84958-95	7466478219	7743 Meadow Ln Apt 16, Denver, CO, 80213	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-110071	ENR	Justin C Aguilar	1963-01-19	UHC-83597-02	—	1260 Canyon Rd, Las Vegas, NV, 89131	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-130891	ENR	Christian L McCoy	—	UHC-69126-94	4142540815	3749 Park Pl, Los Angeles, CA, 90076	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-140680	ENR	Richard T Wells	1947-06-08	UHC-81803-04	3956808131	6092 Camelback Rd, Fresno, CA	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-142814	ENR	Carolyn Wright	1976-05-19	UHC-94808-34	8584728544	3585 Jefferson Ave, Dallas, TX, 75210	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-137736	ENR	Sandra P Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO, 80285	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-124509	ENR	Ronald Ortiz	1969-08-20	UHC-32773-67	9379317958	3344 Harbor Blvd # 607, Eden Prairie, MN, 55337	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-139797	ENR	Sofia Y Bowman	1964-11-20	UHC-32544-49	—	3843 Baseline Rd, Scottsdale, AZ	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-123691	ENR	Bruce Cole	—	UHC-76142-82	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.34	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-123442	ENR	Julie Mason	2004-03-06	UHC-93214-75	7003611232	315 Desert Sky Blvd, Tempe, AZ, 85298	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-106277	ENR	Zachary G Martin	1995-08-22	UHC-34627-10	2603394512	8900 River Rd # 376, Minneapolis, MN	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-100783	ENR	Nathan Crawford	1989-03-21	UHC-53019-67	9413427409	9154 Forest Ave Apt 12, Gilbert, AZ	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-116316	ENR	Wei Payne	1990-05-02	UHC-85194-30	7702144456	5580 Valley View Dr Apt 30, Charlotte, NC, 28257	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-104438	ENR	Brian S Flores	1958-06-18	UHC-90942-53	5573422779	9152 Lincoln Way, Las Vegas, NV, 89162	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102958	ENR	Frak Lewis	1956-08-06	UHC-19885-12	4966259234	5170 Harbor Blvd, Glendale, AZ, 85341	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-138915	ENR	Nancy Watkins	2000-11-16	UHC-11052-08	2298610700	2027 Mesa Dr, Mesa, AZ, 85204	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-103404	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124717	ENR	Christine Hall	1987-04-19	UHC-46067-89	—	3008 Market St, Seattle, WA, 98125	0.36	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-126361	ENR	Tricia Dixon	1980-05-05	UHC-19955-99	8944666462	4078 Elm St, Charlotte, NC, 28210	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133430	ENR	Emily F White	1942-09-14	UHC-52127-72	—	208 Apache Blvd, Tempe, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-103979	ENR	Jean U Stone	1977-03-22	—	—	2544 Market St, Seattle, WA, 98195	0.36	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125645	ENR	Kimberly Simmons	1997-02-12	UHC-05418-33	—	5330 Park Pl, Miami, FL, 33186	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-111504	ENR	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-113028	ENR	Gabriel Stephens	—	UHC-20708-93	9687068534	767 Ridge Rd # 547, Austin, TX, 78712	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-106333	ENR	Emma Simpson	1966-03-13	UHC-49747-10	9068704129	2298 Lake View Rd, Charlotte, NC, 28232	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-125844	ENR	Steven O Bailey	1940-08-18	UHC-71166-61	—	2206 Spring St, Denver, CO, 80284	0.36	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
ENR-132371	ENR	Carlos N Valdez	1996-12-25	UHC-75378-72	4723048020	6795 Willow Ct, Phoenix, AZ, 85036	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-119229	ENR	Logen Banks	1938-12-17	UHC-24747-10	8369589018	135 Harbor Blvd, Scottsdale, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-103867	ENR	Joan Mason	1986-06-01	UHC-52113-23	2026648412	3372 Hillcrest Rd, Gilbert, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129949	ENR	Vincent A Taylor	1938-01-18	UHC-06216-10	7912512014	9608 Baseline Rd, Jacksonville, FL, 32263	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102214	ENR	Bryan X Wang	1947-05-24	UHC-66628-01	—	2094 Church St, Tucson, AZ, 85726	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-130683	ENR	Cerlos Palmer	1983-09-21	UHC-59918-07	4607233450	9440 Palm Dr # 638, Tampa, FL, 33651	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118298	ENR	Logan S Ortiz	1979-09-01	UHC-82763-27	8608056585	3486 Sunset Blvd, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-121773	ENR	Omra Castro	1938-12-18	UHC-52606-73	5429067973	6204 Forest Ave Apt 22, Gilbert, AZ, 85286	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124615	ENR	Russell Luna	1991-11-16	UHC-49314-26	4494539858	3367 Elm St Apt 35, Columbus, OH, 43218	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124439	ENR	Sean Y Adams	1968-12-24	—	8357626925	6127 Indian School Rd, Los Angeles, CA, 90001	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115030	ENR	Mark E Torres	1941-01-18	UHC-18639-62	—	1977 Grand Ave, Dallas, TX	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-112318	ENR	Ann Wilson	—	UHC-79631-53	—	8805 Forest Ave, Austin, TX, 78775	0.36	Date of birth missing Street suffix standardised Address re-cased City re-cased+4 more
ENR-102077	ENR	Russell Q Aguuilar	2004-04-06	UHC-46383-79	6663006532	226 Union St, Houston, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-124638	ENR	Wei Schultz	1995-09-03	UHC-71252-57	6143618318	7300 Grand Ave, Seattle, WA, 98126	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-139282	ENR	Dorothy U Luna	1981-11-21	UHC-96492-82	9006863623	8546 Baseline Rd Apt 6, Nashville, TN, 37275	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-131743	ENR	William Salazar	1969-07-12	UHC-91974-52	2259248488	4437 Valley View Dr, Nashville, TN	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119225	ENR	Kenneth Fields	—	UHC-20026-06	6419990987	8295 Jefferson Ave, Orlando, FL, 32875	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
ENR-124539	ENR	Billy Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr, Sacramento, CA, 95874	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-110479	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110478	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101135	ENR	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	1793 Indian School Rd, Nashville, TN, 37289	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113767	ENR	Nathan M Hall	1939-08-26	—	3466115388	7748 Bayshore Dr Apt 6, Austin, TX, 78735	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107614	ENR	Walter Mejia	1953-04-24	UHC-68970-84	—	2777 Indian School Rd Apt 31, Houston, TX, 77013	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more

4,296 rows, page 4 of 86Previous Next