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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108282	ENR	Michael Peters	1951-07-01	UHC-46427-71	—	5547 Mountain View Dr, Scottsdale, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137370	ENR	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116306	ENR	Scott Gilbert	1940-05-12	UHC-73546-71	2482628548	1979 Pine Dr, Houston, TX, 77078	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-135526	ENR	Kathleen O Fox	1975-03-13	UHC-30454-85	3574216903	7887 Hillcrest Rd, Gilbert, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102793	ENR	Brenda H Lee	1945-07-28	UHC-73450-07	—	6710 Central Ave, Glendale, AZ, 85311	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137183	ENR	Dennis Z Whaeler	1998-07-16	UHC-00478-31	2279085271	1427 Maple Ave, Phoenix, AZ, 85029	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120974	ENR	Tyler Padilla	1974-03-25	UHC-67281-64	9269980496	7057 Mesa Dr, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-131101	ENR	Lisa M Knenedy	1957-11-10	UHC-13149-63	6519345047	5138 Harbor Blvd, Mesa, AZ, 85204	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116982	ENR	Dorothy D Bishop	1975-12-12	UHC-06383-25	—	8850 Mesa Dr, Houston, TX, 77040	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121184	ENR	Jose Fuller	1945-06-04	UHC-75059-81	4246642146	4934 Jefferson Ave, Fresno, CA, 93733	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127980	ENR	Nicole W Dunn	1987-11-20	UHC-29283-47	9303599981	2594 Harbor Blvd, Charlotte, NC, 28271	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-125607	ENR	Arjun Mejia	1988-03-04	UHC-51233-72	3388788437	5346 Maple Ave, Tucson, AZ, 85761	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134600	ENR	Dorothy T Wagner	2002-11-17	UHC-05721-97	5252658092	5737 Lake View Rd, Tampa, FL, 33698	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-123416	ENR	Justin Powell	1970-06-01	UHC-79975-14	8683069410	1377 Baseline Rd, Tucson, AZ, 85740	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140964	ENR	Jordan Z Banks	1970-12-22	UHC-10276-84	8409919696	8078 Valley View Dr, San Antonio, TX, 78289	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126140	ENR	Doris Z Huffman	1938-11-04	UHC-67405-53	7649783433	3017 Indian School Rd, Gilbert, AZ, 85218	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104999	ENR	Camila V Walsh	1957-04-22	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127962	ENR	Luis Wilson	1961-07-11	UHC-54875-60	3467737954	2391 Ocean Ave, Miami, FL, 33167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128819	ENR	Sara J Garcia	1995-02-24	UHC-25901-27	7497694651	107 Maple Ave, Orlando, FL, 32862	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121206	ENR	Carl E Schmidt	1963-05-09	UHC-97348-98	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120017	ENR	Arthur K Morgan	2000-10-03	UHC-25116-10	5109573797	773 Sunset Blvd, Los Angeles, CA, 90005	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-134751	ENR	Kimberly J Washington	1950-10-24	UHC-66941-78	—	2417 Sage Ct, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-106304	ENR	Melissa Kennedy	1991-04-17	UHC-76458-79	3062170045	6024 Grand Ave, Sacramento, CA, 95835	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102610	ENR	Janice Ferguson	1996-06-28	UHC-79079-57	—	1466 Church St, Mesa, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111459	ENR	Jacqueline N Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-141513	ENR	Lauren I Medina	1962-06-02	UHC-25204-90	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-134716	ENR	Deborah S Burns	1980-01-12	UHC-63347-73	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133420	ENR	Nancy G Alvarez	1961-02-06	UHC-44268-52	6962978117	2852 Indian School Rd, Minneapolis, MN, 55405	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-110841	ENR	Nathan X Herrera	1939-07-21	UHC-38983-05	6794440799	621 Lincoln Way, Gilbert, AZ, 85256	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-125228	ENR	Douglas Lynch	1983-02-10	UHC-36045-91	6092888751	365 Maple Ave, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109661	ENR	Jeremy Nichols	1977-04-27	UHC-36703-86	4899180472	7024 Indian School Rd, Orlando, FL, 32860	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124478	ENR	Marilyn Mason	2003-01-23	UHC-06049-09	2517492884	7190 Baseline Rd, Plano, TX, 75071	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103865	ENR	Patricia Y Schultz	1946-04-18	UHC-50932-99	6462059255	4426 Park Pl, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123336	ENR	Ryan Morrison	1997-06-28	UHC-42344-63	6144678272	8872 Sage Ct, Atlanta, GA, 30321	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-143040	ENR	Ryan Stephens	1975-11-12	UHC-85421-18	9047854086	4576 Pine Dr, Phoenix, AZ, 85048	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120982	ENR	Gary Hudson	1964-04-24	UHC-84393-87	2688594049	8843 Indian School Rd, Charlotte, NC, 28224	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104167	ENR	Ana Hamilton	1991-01-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124396	ENR	Kimberly Oliver	1982-03-16	UHC-72085-52	4516913561	753 Main St, Sacramento, CA, 95890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102498	ENR	Jonathan Carpenter	1954-10-11	UHC-03451-44	6283875477	5852 River Rd, Minneapolis, MN, 55429	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140225	ENR	Cynthia Z Stone	1942-04-06	UHC-70398-69	2654255337	3601 Canyon Rd, Fresno, CA, 93754	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115635	ENR	Ana O Roberts	2005-04-15	UHC-47420-21	7192319687	8898 Sage Ct, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126971	ENR	Kenneth R Hunter	1975-08-15	UHC-91822-44	4912965898	6735 Broadway, Miami, FL, 33130	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-119849	ENR	Hannah W Little	1946-08-05	UHC-24374-25	4436571144	4540 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119848	ENR	Hannah W Little	1946-08-05	UHC-24374-25	4436571144	4540 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108452	ENR	Angela F King	1998-07-19	UHC-52357-03	8092970983	5763 River Rd, Eden Prairie, MN, 55354	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109427	ENR	Luis G Grant	1973-08-25	UHC-16519-27	7987857678	192 Forest Ave, Eden Prairie, MN, 55358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125397	ENR	Stephen W Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-131325	ENR	Diego Y Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127435	ENR	Ana Gordon	1985-02-13	UHC-69387-46	7134699142	4498 Washington St, Columbus, OH, 43210	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

3,951 rows, page 34 of 80Previous Next