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-130891	ENR	Christian L McCoy	—	UHC-69126-94	4142540815	3749 Park Pl, Los Angeles, CA, 90076	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-112866	ENR	Christina Pena	1941-07-20	UHC-98004-36	7193359166	4121 Meadow Ln, San Diego, CA, 92127	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-142814	ENR	Carolyn Wright	1976-05-19	UHC-94808-34	8584728544	3585 Jefferson Ave, Dallas, TX, 75210	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-107127	ENR	Benjamin C Ward	—	UHC-95958-47	5076283098	7178 Indian School Rd Apt 3, Seattle, WA, 98177	0.34	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+5 more
ENR-137736	ENR	Sandra P Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO, 80285	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113583	ENR	Deborah Z Morrison	1975-03-18	UHC-27089-19	5276998981	8651 Central Ave # 503, Tempe, AZ, 85298	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-113810	ENR	Sarah Y Austin	1939-07-22	UHC-41524-15	7647098002	6125 Harbor Blvd Apt 29, Houston, TX	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-115053	ENR	Jack J Nunez	1941-11-25	UHC-98297-44	5964407584	337 Lake View Rd Apt 8, Nashville, TN, 37249	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-124509	ENR	Ronald Ortiz	1969-08-20	UHC-32773-67	9379317958	3344 Harbor Blvd # 607, Eden Prairie, MN, 55337	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-124447	ENR	Terry J Tran	—	—	6984741248	3734 Church St, Atlanta, GA, 30331	0.34	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-123691	ENR	Bruce Cole	—	UHC-76142-82	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.34	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-119714	ENR	Judith B Romero	1965-12-01	UHC-76613-51	6459399856	1753 River Rd, Austin, TX, 78784	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-136329	ENR	Lori X Hayes	—	—	9358116096	4548 Lincoln Way, Sacramento, CA	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-135783	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St # 673, Tempe, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-123442	ENR	Julie Mason	2004-03-06	UHC-93214-75	7003611232	315 Desert Sky Blvd, Tempe, AZ, 85298	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-124607	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St Apt 23, Orlando, FL	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-106277	ENR	Zachary G Martin	1995-08-22	UHC-34627-10	2603394512	8900 River Rd # 376, Minneapolis, MN	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-104744	ENR	Christian Perez	—	UHC-47113-40	7507598645	9660 Grand Ave Apt 2, Tempe, AZ	0.34	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-100783	ENR	Nathan Crawford	1989-03-21	UHC-53019-67	9413427409	9154 Forest Ave Apt 12, Gilbert, AZ	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127964	ENR	Gerald Hansen	1948-09-21	UHC-73980-75	6723413545	4824 Maple Ave Apt 29, Denver, CO, 80266	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-108131	ENR	Sandra T Lucas	2007-12-14	UHC-39711-12	5374051445	5385 River Rd, Denver, CO	0.34	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-103977	ENR	Kathleen O Gibson	—	UHC-89929-38	3352473029	4256 Washington St Apt 2, Seattle, WA, 98147	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
ENR-116316	ENR	Wei Payne	1990-05-02	UHC-85194-30	7702144456	5580 Valley View Dr Apt 30, Charlotte, NC, 28257	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-104438	ENR	Brian S Flores	1958-06-18	UHC-90942-53	5573422779	9152 Lincoln Way, Las Vegas, NV, 89162	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102958	ENR	Frak Lewis	1956-08-06	UHC-19885-12	4966259234	5170 Harbor Blvd, Glendale, AZ, 85341	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-103404	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129129	ENR	Yuki W Smith	1995-02-28	UHC-02831-95	4215542241	8941 Highland Ave # 285, Phoenix, AZ, 85056	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128914	ENR	Catherine Crawford	1990-12-09	UHC-24984-88	7369491011	8709 Harbor Blvd Apt 4, Dallas, TX, 75230	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-134848	ENR	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St # 371, Charlotte, NC	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-123663	ENR	Scott E Scott	—	UHC-61124-09	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.36	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
ENR-126361	ENR	Tricia Dixon	1980-05-05	UHC-19955-99	8944666462	4078 Elm St, Charlotte, NC, 28210	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111504	ENR	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136304	ENR	Barb Z Barnes	2006-09-12	UHC-95085-67	4883656405	9453 Park Pl, Austin, TX, 78780	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-123260	ENR	Benjamin V Collins	—	UHC-08588-29	8878730572	100 Central Ave, Charlotte, NC	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106333	ENR	Emma Simpson	1966-03-13	UHC-49747-10	9068704129	2298 Lake View Rd, Charlotte, NC, 28232	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-125268	ENR	Anthony U Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ, 85336	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-132371	ENR	Carlos N Valdez	1996-12-25	UHC-75378-72	4723048020	6795 Willow Ct, Phoenix, AZ, 85036	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-103867	ENR	Joan Mason	1986-06-01	UHC-52113-23	2026648412	3372 Hillcrest Rd, Gilbert, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129949	ENR	Vincent A Taylor	1938-01-18	UHC-06216-10	7912512014	9608 Baseline Rd, Jacksonville, FL, 32263	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103488	ENR	Frances Berry	1944-11-28	UHC-94512-88	5878188656	1982 Desert Sky Blvd, Dallas, TX, 75231	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113249	ENR	Jun Weaver	1992-07-20	UHC-88815-03	6064524587	3587 Mesa Dr, Glendale, AZ, 85358	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-106246	ENR	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 858, Denver, CO, 80294	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-130683	ENR	Cerlos Palmer	1983-09-21	UHC-59918-07	4607233450	9440 Palm Dr # 638, Tampa, FL, 33651	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118298	ENR	Logan S Ortiz	1979-09-01	UHC-82763-27	8608056585	3486 Sunset Blvd, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120761	ENR	Jerry Brooks	2006-11-13	UHC-31314-44	9304291308	9445 Market St, Glendale, AZ	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135829	ENR	Helen Chn	1941-09-22	UHC-44782-12	7802985905	6943 Spring St # 730, Tucson, AZ, 85725	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121773	ENR	Omra Castro	1938-12-18	UHC-52606-73	5429067973	6204 Forest Ave Apt 22, Gilbert, AZ, 85286	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124439	ENR	Sean Y Adams	1968-12-24	—	8357626925	6127 Indian School Rd, Los Angeles, CA, 90001	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118122	ENR	Christopher I Ramos	—	UHC-13342-54	7606488591	1195 Spring St, Tucson, AZ	0.36	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-109962	ENR	Betty X Tucker	—	UHC-41260-98	8299452131	3595 Central Ave # 689, Tucson, AZ, 85789	0.36	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+4 more

28,181 rows, page 5 of 564Previous Next