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-119270	ENR	Mason L Alvarez	1960-01-20	UHC-46407-37	—	9794 Cedar Ln, Mesa, AZ, 85281	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-139405	ENR	Gary Chapman	1981-02-12	UHC-89611-35	6247951058	8674 Lake View Rd, San Diego, CA, 92145	0.52	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more
ENR-100928	ENR	Charlotte Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119193	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	8090 Lake View Rd, Chandler, AZ, 85278	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100186	ENR	Christina Russell	1960-05-17	UHC-19733-52	—	662 Ridge Rd # 957, Gilbert, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110261	ENR	Henry Yang	1979-06-01	UHC-51973-52	7017275417	6477 Valley View Dr, Scottsdale, AZ, 85277	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124488	ENR	Virginia Cooper	1942-04-16	UHC-28150-15	4854742524	3201 Mesa Dr, Gilbert, AZ, 85253	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142674	ENR	Bobby Butler	1974-09-27	UHC-92800-68	—	9720 Central Ave # 524, Columbus, OH	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135307	ENR	Sofia Gonzalez	1989-06-16	UHC-28733-52	—	2628 Washington St, Nashville, TN	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-137394	ENR	Sarrah Obrien	1979-03-22	UHC-18352-69	2833381593	5148 Maple Ave, Minneapolis, MN, 55474	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104352	ENR	Jamas M Espinoza	1998-01-19	UHC-93856-60	—	5887 Central Ave, San Antonio, TX, 78268	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122084	ENR	Sara Ramos	2008-11-19	UHC-62520-52	—	2967 Highland Ave, San Diego, CA, 92123	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
ENR-104662	ENR	Kelly SJunk	2002-11-22	UHC-86692-91	8183498188	2310 Highland Ave, Columbus, OH, 43286	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112085	ENR	Emily T Rose	1981-08-12	UHC-79044-52	9749847204	7724 Grand Ave # 881, Nashville, TN, 37229	0.52	Middle initial moved out of first name Name re-cased Unit split from street State name converted to code+2 more
ENR-106054	ENR	Stephanie Reed	1994-02-26	UHC-72165-55	8794793904	7279 Bayshore Dr, Seattle, WA, 98103	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-112993	ENR	Sarah C Crawford	1967-09-27	UHC-35859-85	—	7164 Hillcrest Rd, Austin, TX, 78768	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-129141	ENR	Patrick Ortega	2001-07-20	UHC-45462-68	—	348 Cedar Ln, Atlanta, GA, 30305	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-121655	ENR	Andrew W Cooper	1983-06-12	—	8329935777	805 Desert Sky Blvd, Charlotte, NC, 28211	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116452	ENR	Pamela Gordon	1978-11-04	UHC-80712-55	9375485980	4998 Canyon Rd, Denver, CO, 80244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-114300	ENR	Carol Hughes	1979-02-28	UHC-70476-15	3375477490	2280 Bayshore Dr # 570, Seattle, WA, 98128	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-141338	ENR	Joan O Jimeenz	1945-02-22	UHC-52208-38	—	3952 Valley View Dr, San Diego, CA, 92160	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114712	ENR	John S Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-130990	ENR	Priya Fernandez	1961-09-06	UHC-54311-92	2232494186	9179 Spring St, Tucson, AZ, 85785	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125183	ENR	TerryJunk	1994-07-21	UHC-97302-84	3747824898	1875 Indian School Rd, Dallas, TX, 75254	0.52	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135614	ENR	Laura U Jackson	1987-12-28	UHC-55292-33	—	4088 Highland Ave, Chandler, AZ, 85270	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135500	ENR	Ana W Bell	2007-05-09	UHC-07204-04	5076229056	2813 Lake View Rd, Seattle, WA, 98127	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-138383	ENR	Virginia U Rose	1996-07-26	UHC-18993-70	2893171464	6726 Market St, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135733	ENR	Lawrence W Flores	2008-06-27	UHC-58157-26	—	7822 Oak St, Los Angeles, CA, 90024	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-104545	ENR	Lori N Duncan	1965-10-18	UHC-77386-40	—	2740 Oak St Apt 15, Plano, TX, 75093	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141531	ENR	Kayla Rojas	1944-07-13	UHC-54092-53	—	6042 Church St, Tucson, AZ, 85785	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125568	ENR	Charlotte Weber	—	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ, 85265	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-136446	ENR	Sophia A Nguen	1979-10-14	UHC-35591-59	—	1745 Highland Ave, Miami, FL, 33119	0.52	Name re-cased Two-digit birth year Phone missing area code Email lower-cased+2 more
ENR-140129	ENR	Joan Hudson	1956-12-10	UHC-12759-13	8622299644	8106 Ridge Rd Apt 6, Tempe, AZ, 85285	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122916	ENR	Helen Wallace	2006-03-25	UHC-46407-62	—	8344 Mountain View Dr, Phoenix, AZ, 85029	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130316	ENR	Katherine H Rose	—	UHC-31860-41	—	2876 Oak St, Denver, CO, 80221	0.52	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
ENR-111330	ENR	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave # 493, San Antonio, TX, 78205	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114606	ENR	Eric T Bowman	1950-05-23	UHC-56333-05	4509303605	8419 Central Ave # 287, Nashville, TN, 37296	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129562	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL, 32208	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
ENR-108749	ENR	Gabriel P Carter	—	UHC-25374-66	4296636011	7602 Spring St, Scottsdale, AZ, 85282	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-127310	ENR	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	6502 Market St # 568, Charlotte, NC, 28239	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113922	ENR	Austin Pena	—	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-102426	ENR	Isabella Bowman	1953-10-22	UHC-75417-10	—	1711 Union St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117265	ENR	Ronald D Daniels	1943-03-18	UHC-95529-06	—	2498 Oak St Apt 33, Plano, TX, 75033	0.52	Name re-cased Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-105409	ENR	Anna D Moore	—	UHC-72564-32	9482750419	4022 Sage Ct, Plano, TX, 75007	0.52	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
ENR-113864	ENR	Philip Butler	1980-02-07	UHC-93273-26	4819963678	6519 Baseline Rd, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135374	ENR	Thomas M Anderson	1965-04-13	UHC-56943-80	5392978987	4269 Oak St, Tucson, AZ	0.52	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-124140	ENR	Rachel Fields	—	UHC-87438-08	—	3746 Valley View Dr, Gilbert, AZ, 85210	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-106259	ENR	Megan Andrews	1962-05-13	UHC-94788-82	—	8147 Mesa Dr Apt 13, Jacksonville, FL, 32233	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101279	ENR	Sean Hunter	1944-01-18	UHC-33259-01	6185124174	5604 Pine Dr, Austin, TX, 78795	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-140704	ENR	Amanda Anndrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ, 85275	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 33 of 347Previous Next