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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135834	ENR	Scott U Boyd	1961-05-06	UHC-40250-67	5788993387	8030 Forest Ave Apt 38, Jacksonville, FL, 32299	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-135455	ENR	Doris Armstrong	1946-07-03	UHC-89619-29	5795077045	9518 Lake View Rd, Atlanta, GA, 30322	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122122	ENR	Nicholas Castillo	1963-08-07	UHC-57647-09	—	8065 Maple Ave, Las Vegas, NV, 89194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135634	ENR	Alice W Palmer	1967-07-18	UHC-90767-83	6022567270	2542 Palm Dr, Minneapolis, MN, 55402	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135125	ENR	Lawrence W Rodriguez	1954-05-19	UHC-79646-43	3512953415	2472 Spring St Apt 34, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120084	ENR	Danielle X Lawrence	1984-09-14	UHC-64538-98	9512991607	3317 Forest Ave, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118672	ENR	Jonathan Roberts	1992-11-16	UHC-61724-28	7599278215	9440 Harbor Blvd, San Diego, CA, 92103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118643	ENR	Maria S Hicks	1978-05-15	UHC-96300-61	9593067115	4991 Lake View Rd, Houston, TX, 77048	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139637	ENR	Larry Moreno	1959-04-27	UHC-74516-27	—	6676 Oak St, Tempe, AZ, 85271	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129220	ENR	Catherine Greene	1985-11-23	UHC-14019-01	7135916637	6073 Forest Ave, Jacksonville, FL, 32262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103300	ENR	Brian A Foster	1958-02-21	UHC-43884-73	5567946570	4475 Ocean Ave, Dallas, TX, 75290	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106210	ENR	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140166	ENR	Jonathan Thompson	1997-02-10	UHC-39861-05	5674603208	6515 Pine Dr # 502, Jacksonville, FL, 32264	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140980	ENR	Helen Hernandez	1944-08-17	UHC-30505-42	8426164522	9585 Elm St, Minneapolis, MN, 55405	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141023	ENR	Charlotte L Nichols	1997-12-23	UHC-59303-91	4964430166	370 Spring St, Charlotte, NC, 28235	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102891	ENR	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	8445 Lake View Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-109466	ENR	Natalie X Garza	1971-04-14	UHC-25802-28	2354109462	5124 Central Ave, Eden Prairie, MN, 55310	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142042	ENR	Deborah Parker	1964-08-18	UHC-21722-78	4797887450	2437 Market St, San Diego, CA, 92139	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130091	ENR	Terry Weaver	1940-10-16	UHC-07235-51	6982239207	3798 Camelback Rd, Tempe, AZ, 85205	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134636	ENR	Santiago C Lewis	1975-02-03	UHC-07351-67	2308332714	9229 Hillcrest Rd, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111829	ENR	Jacob Garrett	1939-12-09	UHC-86308-51	8695829637	5038 Desert Sky Blvd, Austin, TX, 78716	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105521	ENR	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105522	ENR	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120325	ENR	Matthew Q Gilbert	1950-10-25	UHC-74569-95	7169421920	8101 Bayshore Dr, San Diego, CA, 92198	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132125	ENR	Austin W Bell	1993-05-10	UHC-37864-18	—	1433 Maple Ave, Miami, FL, 33150	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132276	ENR	Nancy Medina	2000-06-26	UHC-57465-87	6457736920	1924 Ridge Rd, Las Vegas, NV, 89112	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109534	ENR	Isabela Robinson	1956-01-24	UHC-98060-99	4809782818	6536 Sage Ct, Atlanta, GA, 30323	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109873	ENR	Diane L Parker	1938-03-18	UHC-09683-83	3505902727	2081 Pine Dr, Chandler, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125508	ENR	Barbara Chavez	1984-04-28	UHC-52218-29	9137712861	6126 Indian School Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116465	ENR	Virginia Weber	1948-05-14	UHC-05448-55	9184819401	6931 Valley View Dr # 815, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-129700	ENR	Richard Bnnett	1991-07-15	UHC-49791-86	2235134233	7321 River Rd, Tempe, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141945	ENR	Carlos Y Weber	1951-02-13	UHC-41704-07	3325843106	9779 Main St, Tucson, AZ, 85731	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116427	ENR	Dorothy Padilla	2002-12-01	UHC-67215-44	5543601961	412 River Rd, Tucson, AZ, 85751	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125744	ENR	Jeremy A Chen	1968-08-04	UHC-98905-98	9016425683	6714 Grand Ave, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100060	ENR	Kayla K Chapman	1944-12-14	UHC-36701-02	6788408311	713 Harbor Blvd, Scottsdale, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107711	ENR	James W Barnes	1989-12-07	UHC-76680-76	4695387610	5095 Meadow Ln, Eden Prairie, MN, 55362	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117375	ENR	Roy N Hansen	1946-08-14	UHC-25734-43	2473901544	3041 Canyon Rd, Tampa, FL, 33618	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109335	ENR	Sophia Diaz	1944-07-10	UHC-97392-72	—	5031 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone missing area code State code upper-cased+3 more
ENR-125537	ENR	Pat Q Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122198	ENR	Diana L Jackson	1993-10-18	UHC-98330-94	6803611932	3095 Union St, Seattle, WA, 98120	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109885	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave Apt 35, Tampa, FL, 33653	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106945	ENR	Roger V Jensan	1977-04-21	UHC-86142-77	—	8290 Indian School Rd, Jacksonville, FL, 32293	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109086	ENR	Fatima X Holmes	1970-05-01	UHC-66550-61	6189837832	2343 Camelback Rd, Fresno, CA, 93758	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130266	ENR	Emily T Stephens	1954-10-28	UHC-30148-26	3617039726	5045 Valley View Dr, Houston, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142501	ENR	JackJunk	1970-07-24	UHC-08046-24	8167442788	5407 Camelback Rd, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142502	ENR	JackJunk	1970-07-24	UHC-08046-24	8167442788	5407 Camelback Rd, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104815	ENR	Terry N Morales	1948-08-21	UHC-19948-47	9608529319	8071 Elm St, Charlotte, NC, 28244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110266	ENR	Jean Burns	1980-05-17	UHC-41583-14	5248001381	1940 Pine Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108107	ENR	Dylan Q Williamson	1965-06-23	UHC-81007-03	2568993960	3643 Desert Sky Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101891	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 57 of 280Previous Next