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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117404	ENR	Keren Morrison	2000-06-28	UHC-23765-47	4764116775	5196 Cedar Ln, Miami, FL, 33141	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-112772	ENR	Ralph T Mitchell	1990-02-21	UHC-17638-14	6095253763	3670 Spring St, Minneapolis, MN, 55402	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-106670	ENR	Sarah E Park	1964-06-27	UHC-57297-32	2248538438	1654 Church St, Atlanta, GA, 30343	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-129025	ENR	Kenneth H Kelley	2002-12-13	UHC-23045-77	9177800729	6639 Harbor Blvd, Tempe, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121516	ENR	Gregory M Payne	1946-01-12	UHC-68898-10	2447502625	9887 Valley View Dr # 775, Los Angeles, CA, 90064	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105366	ENR	Carl Carpenter	1950-12-14	UHC-83740-01	—	8723 Central Ave, Sacramento, CA, 95845	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121181	ENR	Jeremy Aguilar	1979-11-21	UHC-85770-80	9342961966	7625 Palm Dr, Jacksonville, FL, 32291	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106851	ENR	Catherine U Kelly	1960-03-04	UHC-17734-12	—	4121 Mesa Dr, Las Vegas, NV, 89111	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-118827	ENR	Steve B Hayes	1945-03-09	UHC-96739-90	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141361	ENR	Lucia Mendoza	1965-02-03	UHC-92600-02	3794803350	3079 Sunset Blvd Apt 13, Tucson, AZ, 85764	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121033	ENR	Carl R Jones	1962-07-01	UHC-55397-66	5858323621	2044 Washington St, Dallas, TX, 75233	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138382	ENR	Jennifer H Fisher	2007-10-13	UHC-19102-39	—	3860 Ocean Ave, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-122210	ENR	Christina P Johnston	1963-07-26	UHC-64381-56	6522430840	1967 Central Ave, Jacksonville, FL, 32245	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132573	ENR	Jon Q Dominguez	1965-02-16	UHC-49789-89	8805625569	1946 Valley View Dr, Las Vegas, NV, 89181	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-127869	ENR	Gary Peters	1954-08-17	—	5129654132	355 Mesa Dr, Plano, TX, 75001	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-105940	ENR	Randy T Schultz	1945-01-18	UHC-67392-09	—	5172 Cedar Ln, Plano, TX, 75049	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101798	ENR	Amy Graham	1942-12-08	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125174	ENR	Isabella K Aguiilar	—	—	—	839 Mesa Dr Apt 12, Austin, TX, 78756	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-105215	ENR	Arjun Ray	1963-03-12	UHC-68947-52	7157705127	5602 Camelback Rd Apt 8, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102180	ENR	Donald G Ross	1997-12-09	UHC-84152-83	—	223 Indian School Rd, Charlotte, NC, 28201	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-116797	ENR	Sophia K Robertson	1942-08-12	UHC-82419-72	—	5540 Hillcrest Rd, Austin, TX, 78703	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-110260	ENR	Peter M Gonzalez	1995-02-07	UHC-67948-80	—	6218 Mesa Dr Apt 12, Scottsdale, AZ, 85246	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-102257	ENR	Alex R Marquez	1969-06-04	UHC-60235-82	7552837449	5581 Lincoln Way, Minneapolis, MN, 55413	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130510	ENR	Ahmed I Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr Apt 38, Plano, TX, 75056	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133627	ENR	Roger E Ortiz	1980-03-26	UHC-11679-61	5107334364	3575 Baseline Rd, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111394	ENR	Anthony OJunk	1950-11-25	UHC-06142-47	5693413886	7510 Camelback Rd, Dallas, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138354	ENR	Julie N Gray	1940-07-17	—	—	9882 Hillcrest Rd, Miami, FL, 33143	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-142567	ENR	Christina P Williamson	1977-02-26	UHC-18331-38	3272371218	2552 Apache Blvd, Minneapolis, MN, 55422	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-109749	ENR	Patricia J Kelly	1949-02-05	UHC-46633-41	8254182993	3338 Ocean Ave, Sacramento, CA, 95804	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112218	ENR	Stephanie Nelson	—	UHC-79058-71	—	3566 Canyon Rd, Las Vegas, NV, 89191	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone missing area code+3 more
ENR-103188	ENR	Mary Allen	1974-10-02	UHC-94733-16	9436077668	4111 Grand Ave # 837, Eden Prairie, MN, 55368	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135416	ENR	Samantha Z Burke	2000-08-27	UHC-94001-94	7822754763	8709 Lincoln Way # 146, Minneapolis, MN, 55404	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-118782	ENR	Amy Castro	1983-12-12	UHC-26944-46	2542522709	4080 Canyon Rd, Mesa, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103376	ENR	Bryan Yang	1961-08-06	UHC-24123-48	3359830323	8243 Market St Apt 9, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-130924	ENR	Doris X Torres	1988-08-17	UHC-69907-96	5243911523	7807 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136498	ENR	Anthony Myers	1978-05-08	UHC-74006-37	3422405515	4764 Sunset Blvd # 930, Eden Prairie, MN, 55334	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-106744	ENR	Robert K Boyd	2003-05-28	UHC-91770-26	5149606448	9733 Highland Ave # 625, Miami, FL, 33168	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130422	ENR	Michelle Mendez	1967-12-20	UHC-48161-41	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140898	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-140899	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-121855	ENR	Marcus Nguyen	1981-01-17	UHC-61216-08	6044211221	8499 Forest Ave, Houston, TX, 77037	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133296	ENR	Jessica C Kennedy	1986-12-27	UHC-38650-31	3949144344	2987 Ridge Rd, Mesa, AZ, 85288	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136265	ENR	Grace Wong	2000-12-03	UHC-13056-47	7356676010	3571 Spring St, Sacramento, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110939	ENR	Alex R Gutierrez	1968-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114793	ENR	Santiago Mejia	1961-06-28	UHC-22049-75	3144804021	1907 Highland Ave # 446, Miami, FL, 33186	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-121963	ENR	Amanda Woods	1938-08-27	UHC-77779-13	8554138089	1989 Sage Ct, Atlanta, GA, 30376	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113159	ENR	Lisa U Hayes	1997-11-16	UHC-48433-58	6132327411	3266 Mountain View Dr, Plano, TX, 75053	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-110684	ENR	Pamela Jackson	1959-03-14	UHC-56346-66	—	7679 Mesa Dr, Charlotte, NC	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-135821	ENR	Jordan J Boyd	1962-06-03	UHC-82021-98	5339654881	5668 Union St Apt 1, Minneapolis, MN, 55466	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-118824	ENR	Heather V Palmer	2005-05-09	UHC-37730-21	4767789684	6747 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 24 of 347Previous Next