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-130723	ENR	Victoria E Clark	1997-12-28	UHC-04405-72	7023078648	7958 Indian School Rd, Scottsdale, AZ, 85247	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121914	ENR	Danielle Hill	1995-12-09	UHC-74628-55	2302029522	1649 Desert Sky Blvd, Orlando, FL, 32812	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-107424	ENR	John Torres	1995-01-21	UHC-31945-76	6154562158	6220 Ocean Ave, Minneapolis, MN, 55446	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109512	ENR	Billy X Diaz	1969-05-21	UHC-80127-11	7162139220	9501 Meadow Ln, San Antonio, TX, 78201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101060	ENR	Roy G Fisher	1967-07-02	UHC-91505-50	6277456138	323 Baseline Rd, Tampa, FL, 33699	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123268	ENR	Donnna U Cooper	1946-12-20	UHC-62956-09	5213710972	3861 Lake View Rd, Columbus, OH, 43294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107951	ENR	Wei R Jimenez	1995-10-22	UHC-80888-58	—	4995 Main St, Mesa, AZ, 85280	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113658	ENR	Maason Rojas	1947-11-28	UHC-13780-94	5383604408	8427 Washington St, Gilbert, AZ, 85269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127500	ENR	Brittany H Parker	1966-10-13	UHC-15235-59	5033064629	7950 River Rd, Scottsdale, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112738	ENR	Sharno D Romero	1952-10-26	—	—	5377 Desert Sky Blvd, Las Vegas, NV, 89188	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134556	ENR	Christian Wlison	1960-12-20	UHC-84044-69	4208286334	4665 Elm St, Las Vegas, NV, 89166	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-103764	ENR	Benjamin Evans	1975-07-16	UHC-28667-26	3767703570	2265 Cedar Ln, San Diego, CA, 92180	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109939	ENR	Kenneth W Sullivan	1979-12-27	UHC-45884-44	3215941459	8174 Bayshore Dr, Scottsdale, AZ, 85275	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119592	ENR	Jean I Wang	1960-03-11	UHC-24681-22	—	501 Church St, San Antonio, TX, 78236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-128168	ENR	Joe G Stewart	1953-02-11	—	5262346068	286 Sage Ct, Los Angeles, CA	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-115747	ENR	Aiha U Bradlley	1970-06-28	UHC-59376-51	3706854087	2343 Pine Dr, San Antonio, TX, 78236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-140999	ENR	Christian Lynnch	1982-04-12	UHC-89218-09	4735622060	2724 Central Ave, San Antonio, TX, 78248	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130100	ENR	Joe Williamson	1976-10-01	UHC-73466-21	2226111932	7460 Palm Dr, Sacramento, CA, 95825	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139311	ENR	Charlotte S Tucker	1985-06-17	UHC-10990-47	5316469276	4768 Maple Ave, Eden Prairie, MN, 55358	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125303	ENR	Daniel W Cunningham	1979-11-09	UHC-60052-69	2894334179	5938 Maple Ave, Eden Prairie, MN, 55389	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125927	ENR	James Mendoza	1975-02-22	—	5252931282	4509 Main St, San Antonio, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-131966	ENR	Douglas Wright	1980-08-10	—	4876776455	3478 Mountain View Dr, Las Vegas, NV, 89103	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-117184	ENR	Ryan Hill	1961-04-14	UHC-29944-94	3859942875	1721 Ridge Rd, Las Vegas, NV, 89194	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120402	ENR	Sophia Yang	1966-08-04	UHC-00889-59	3629007634	4788 Union St, Glendale, AZ, 85328	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-104691	ENR	Gary Jimennez	1954-03-21	UHC-18639-93	9596885709	302 Elm St, Plano, TX, 75041	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+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-106301	ENR	Andrea Jimenez	1988-11-18	UHC-98262-95	—	4934 Broadway, Denver, CO, 80225	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-131351	ENR	Alexander P Hernandez	1941-08-02	UHC-15791-54	5786470672	651 River Rd, Gilbert, AZ, 85285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140539	ENR	Donna T Lucas	1972-08-05	UHC-67714-84	3549613361	2603 Camelback Rd, Sacramento, CA, 95831	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129166	ENR	Daniel Schmidt	1942-09-14	UHC-31187-24	6736488875	6725 Cedar Ln, Dallas, TX, 75232	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-102789	ENR	Charles Hanson	1953-01-15	UHC-69559-08	8133306069	9658 Camelback Rd # 369, San Diego, CA, 92183	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-137967	ENR	Ana Nelson	1982-07-06	UHC-12437-93	3566426135	1543 Union St, Sacramento, CA, 95870	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131848	ENR	Russell A Grant	1939-07-18	UHC-45323-12	5368502273	2953 Ridge Rd, Gilbert, AZ, 85265	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-138913	ENR	Kevin B Burton	1974-02-28	UHC-40231-03	8846081503	2103 Forest Ave, Tampa, FL, 33656	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129092	ENR	Scott H Spencer	1986-04-25	—	6305383877	8322 Apache Blvd, Jacksonville, FL, 32255	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112824	ENR	Donald G Mejia	1962-12-27	UHC-18967-39	7822838770	6680 Grand Ave, Mesa, AZ, 85219	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103308	ENR	Lawrenec K Long	1978-02-09	UHC-47581-55	9083391530	2494 Palm Dr, Denver, CO, 80253	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106122	ENR	Hannah A Wood	1982-10-02	UHC-77455-70	3356137914	8882 Harbor Blvd, Houston, TX, 77005	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129266	ENR	Lauren G Chen	1973-07-26	UHC-59956-25	4574407425	1899 Lake View Rd, Denver, CO, 80263	0.76	Phone reformatted Street suffix standardised Address re-cased 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-141118	ENR	Joe Thomas	2007-03-01	UHC-54570-05	7639533045	8252 Main St, Plano, TX, 75033	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115804	ENR	Douglas E Obrin	1966-08-26	UHC-37735-01	—	5267 Grand Ave, Gilbert, AZ, 85202	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124363	ENR	Sophia Alexander	1973-02-01	UHC-65817-15	7195456296	7574 Canyon Rd, Jacksonville, FL, 32239	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137180	ENR	Lori Watson	1943-04-02	UHC-85749-05	7067430130	8650 Bayshore Dr, Eden Prairie, MN, 55310	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106144	ENR	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ, 85248	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110856	ENR	Patrick Smith	1978-11-12	UHC-90446-15	8053405870	1964 Desert Sky Blvd, Miami, FL, 33107	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115200	ENR	Maria M Dixon	1965-03-20	UHC-59100-04	5143325206	6501 Willow Ct, Mesa, AZ, 85298	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131835	ENR	Amy N Elliott	1991-01-14	UHC-64891-74	7742830427	8031 Broadway, Nashville, TN, 37235	0.76	Name re-cased Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-104845	ENR	Linda G Davis	1981-12-23	UHC-59652-79	3064820187	1803 Bayshore Dr, Houston, TX, 77058	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

8,423 rows, page 101 of 169Previous Next