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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120311	ENR	Brittany Long	1978-06-02	UHC-81737-68	6657478820	6125 Forest Ave, Tempe, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122869	ENR	Billy W Edwards	1985-12-05	UHC-09876-01	2107350803	5729 Camelback Rd, Tempe, AZ, 85201	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130379	ENR	Cynthia Nunez	1966-08-17	UHC-40492-89	3119155397	6744 Camelback Rd Apt 11, Mesa, AZ, 85207	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111442	ENR	Elijah Q Vega	1948-05-08	UHC-68333-42	3405042350	925 Spring St, Chandler, AZ, 85215	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142099	ENR	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108377	ENR	Moreno F William	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-124334	ENR	Yuki V Salazar	1949-11-06	UHC-78489-07	3437527617	9084 River Rd, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139243	ENR	Pricce V Mateo	2008-02-20	UHC-70897-29	6196087567	4704 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113173	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave, Denver, CO, 80222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120467	ENR	Wei Kim	1968-03-07	UHC-37453-94	7787425992	7066 Hillcrest Rd, Houston, TX, 77052	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102782	ENR	Holmes E Bruce	1966-07-06	UHC-64889-26	3303608294	8363 Main St, Tucson, AZ, 85769	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137966	ENR	Hannah Rojas	1963-01-04	UHC-56751-85	9775529134	1371 Lake View Rd, Nashville, TN	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131756	ENR	Brenda Carpenter	1953-05-23	UHC-50968-55	3354432906	4125 Canyon Rd # 218, Minneapolis, MN, 55419	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137250	ENR	Thomas L Wallace	1978-02-12	UHC-19625-02	4596317662	4115 Market St, Las Vegas, NV, 89149	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107229	ENR	Lnda Stevens	1949-05-21	UHC-29670-57	6933022129	5554 Forest Ave, Dallas, TX, 75220	0.52	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-114185	ENR	Aaron Garcia	1963-04-27	UHC-88510-65	7519765126	7813 Desert Sky Blvd, Minneapolis, MN, 55424	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126483	ENR	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117421	ENR	Albert B Little	1974-06-23	UHC-32994-61	2734147633	2310 Oak St # 666, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-121850	ENR	Beverly Z Simmons	1941-08-28	UHC-14430-68	4813293283	3203 Spring St, Austin, TX, 78706	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105488	ENR	Jonathan Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-120601	ENR	Camila Austin	1969-04-17	UHC-85544-97	8183465862	8623 River Rd, Las Vegas, NV, 89135	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113174	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave Apt 1, Denver, CO, 80222	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-128079	ENR	Priya N Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd # 880, Jacksonville, FL, 32257	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140552	ENR	Roger Chavez	1971-05-02	UHC-06007-39	5388543540	6965 Broadway, Miami, FL, 33159	0.52	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+2 more
ENR-134138	ENR	Marcus B Singh	1941-05-20	UHC-84028-93	8177857832	8266 Bayshore Dr, Tampa, FL, 33665	0.52	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-140262	ENR	Cheryl Banks	1985-09-01	UHC-00187-29	6327010937	9272 Grand Ave, Dallas, TX, 75274	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-126894	ENR	Christine Jackson	1956-01-19	UHC-72896-59	2366631910	5956 Bayshore Dr, Tucson, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133440	ENR	Luis Y Moore	2008-09-11	UHC-48649-21	9679336671	9374 Ridge Rd, Houston, TX, 77083	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130795	ENR	Philip B Sipmson	1940-08-26	UHC-19865-64	3945525330	9221 Market St, Minneapolis, MN, 55493	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107571	ENR	Michelle Harvey	—	UHC-39297-70	8737490631	1657 Ridge Rd, San Diego, CA, 92191	0.52	Name split from “Last, First”Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
ENR-122564	ENR	Valentina Wood	1989-02-20	UHC-77504-30	8498752268	464 Oak St, Gilbert, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127240	ENR	Ann G Russell	2006-06-08	UHC-35547-48	3885656960	4502 Hillcrest Rd, San Diego, CA, 92103	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115922	ENR	Walter L Alvarez	1941-06-02	UHC-32233-17	3753790045	4448 Sage Ct, Houston, TX, 77031	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130653	ENR	Madison Hawkins	1950-04-28	UHC-18827-80	6365432404	3643 Forest Ave Apt 20, Gilbert, AZ, 85231	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139983	ENR	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL, 33115	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-130349	ENR	Keith Griffin	1979-04-15	UHC-52969-88	5088426049	9173 Lake View Rd Apt 2, Tucson, AZ, 85795	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-141042	ENR	Emily X Foster	1988-02-21	UHC-40785-75	2644949980	1701 Meadow Ln, Gilbert, AZ, 85282	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-140858	ENR	Ahmed O Coleman	1957-03-03	UHC-59645-10	5126065971	4581 Forest Ave, Columbus, OH	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-141185	ENR	Kyle Cook	2001-09-07	UHC-25023-44	2166147611	9327 Broadway, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-139929	ENR	Omar Fisher	1995-03-19	UHC-39161-40	4287150689	8386 Ocean Ave, Las Vegas, NV, 89106	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112193	ENR	Shirley McDonnald	1949-08-25	UHC-84446-46	2966707470	3937 Church St Apt 26, San Diego, CA, 92164	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137334	ENR	Kylle Peters	—	UHC-90273-30	9627644449	6379 Willow Ct, Orlando, FL	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-108918	ENR	Camila I Burke	2008-01-17	UHC-01880-25	8863246004	3340 Market St Apt 22, Minneapolis, MN, 55483	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105268	ENR	Martha Bell	1965-09-21	UHC-05322-98	5259835256	1624 Palm Dr, Mesa, AZ, 85222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140568	ENR	Alexis Q Olson	2008-02-14	UHC-58648-50	3417042802	9506 Palm Dr, Gilbert, AZ, 85231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-108716	ENR	John Little	1968-05-02	UHC-51193-40	4528658516	1768 Maple Ave, Gilbert, AZ, 85254	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116876	ENR	Samantha Q Medina	1993-01-09	UHC-02306-10	9213005051	6921 Baseline Rd, Sacramento, CA	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122385	ENR	Roger T Hoffman	1962-02-03	UHC-52215-08	6632873018	7165 Willow Ct, Eden Prairie, MN, 55313	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142692	ENR	Judy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd Apt 37, Fresno, CA, 93790	0.52	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+2 more
ENR-137606	ENR	Mary G Ellis	1973-07-22	UHC-46446-76	5652652472	848 Sage Ct, Plano, TX, 75072	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more

28,181 rows, page 51 of 564Previous Next