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-139557	ENR	Jesse D Wang	1951-05-04	UHC-64399-80	5627903791	4970 Grand Ave # 581, Chandler, AZ, 85245	0.52	Middle initial moved out of first name Phone reformatted SSN last four extracted Unit split from street+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-109526	ENR	Heather K Arnold	1939-10-06	UHC-93459-97	5368191123	6480 Lincoln Way # 698, San Diego, CA, 92195	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+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-121090	ENR	Ethan Warren	1983-03-11	UHC-72208-50	5218903019	3131 Elm St, Sacramento, CA, 95803	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-119437	ENR	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway, San Antonio, TX, 78200	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+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-107274	ENR	Nathan Tucker	1982-07-18	UHC-69609-12	5058955843	573 Union St, Houston, TX, 77009	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+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
ENR-103902	ENR	Elizabeth G Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr Apt 22, San Antonio, TX, 78246	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107376	ENR	Larry F Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St # 525, Seattle, WA, 98124	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129424	ENR	Larry D Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL, 32834	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114151	ENR	Philip Sanders	1957-06-07	UHC-05781-06	5837134357	4585 Camelback Rd Apt 3, Charlotte, NC, 28202	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-127463	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138825	ENR	Kathleen Scott	1963-06-18	UHC-56889-17	4963245531	5214 Meadow Ln Apt 13, Jacksonville, FL, 32240	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113729	ENR	Mariana Y Hoffman	1965-05-16	UHC-96797-91	6843072189	7221 Desert Sky Blvd, Sacramento, CA	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-103020	ENR	Philip O Morgan	—	UHC-74681-79	2909733861	5281 River Rd, Minneapolis, MN	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116653	ENR	Greg Sanders	1978-01-20	UHC-11903-39	7708126755	2084 Sage Ct, Sacramento, CA, 95826	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126093	ENR	Vicky Harper	1955-09-05	UHC-33397-25	6304272018	3308 Baseline Rd, Phoenix, AZ, 85089	0.52	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-124077	ENR	Julie B Riley	1941-02-10	UHC-35425-25	7318609988	6520 Central Ave, Gilbert, AZ	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-128064	ENR	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 391, San Diego, CA, 92114	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114208	ENR	Dorothy D Garcia	1949-05-15	UHC-92624-48	8249323499	4613 Bayshore Dr, San Antonio, TX, 78280	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111544	ENR	Omar T Freeman	1939-09-04	UHC-55803-50	3478349199	7187 Desert Sky Blvd Apt 7, Denver, CO	0.54	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-108000	ENR	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-115904	ENR	Rusesll Williamson	1947-11-06	UHC-57475-82	8947451321	1151 Maple Ave Apt 16, Miami, FL	0.54	Name re-cased Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-106429	ENR	Mateo K Romero	1974-12-01	UHC-51186-24	5362128275	1501 Bayshore Dr # 237, Scottsdale, AZ	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
ENR-123411	ENR	Donald E Burns	1976-06-18	UHC-07422-52	5682396235	887 Mesa Dr Apt 27, Fresno, CA, 93780	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-131085	ENR	Isabella D Cen	1952-04-22	UHC-16836-61	2087295520	577 Willow Ct, Tempe, AZ, 85260	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126489	ENR	Julia O Rice	1993-04-10	UHC-46090-42	2637214551	2155 Valley View Dr Apt 28, Fresno, CA, 93782	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-110081	ENR	Peter Kelly	1981-07-09	UHC-28833-25	5439815708	8295 Mountain View Dr, Las Vegas, NV, 89106	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-127485	ENR	Michelle R Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave Apt 21, Chandler, AZ, 85278	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-119859	ENR	Jordan Ellis	—	UHC-92342-99	4072987303	9877 Mesa Dr, Houston, TX, 77026	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113090	ENR	Jason Cole	2007-07-06	UHC-46743-18	6412113722	1897 Washington St # 701, Phoenix, AZ, 85006	0.54	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-138699	ENR	Cheryl Little	1992-09-28	UHC-89021-43	5216093799	4835 Hillcrest Rd Apt 33, Eden Prairie, MN, 55390	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-120212	ENR	John Clark	1944-10-26	UHC-32961-20	3784046841	1606 Desert Sky Blvd, Plano, TX, 75037	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-142444	ENR	Katyh C Anderson	1957-02-05	UHC-30623-89	4942875369	6950 River Rd Apt 35, Dallas, TX, 75298	0.54	Middle initial moved out of first name Phone reformatted Unit split from street State name converted to code+1 more
ENR-136872	ENR	Ryan Richards	1978-06-09	UHC-25214-36	3646159985	4533 Mesa Dr # 596, Los Angeles, CA, 90039	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-117987	ENR	Susan C Gardner	1968-04-27	UHC-08142-93	9189686080	5508 Pine Dr # 675, Charlotte, NC, 28231	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129216	ENR	Heather N Watson	1999-02-19	UHC-13281-28	5823689226	310 Main St, Plano, TX, 75045	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103313	ENR	Nicholas C Dominguez	1943-05-08	UHC-92617-68	9727333142	6743 Baseline Rd Apt 12, Houston, TX, 77071	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-137634	ENR	Andrew J Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.54	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+1 more
ENR-128263	ENR	Bobby Castro	1943-06-02	UHC-60624-22	3069114821	288 Ocean Ave Apt 13, Los Angeles, CA	0.54	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-138055	ENR	John T Salazar	1982-02-06	UHC-74782-26	8209265605	5809 Palm Dr, Gilbert, AZ, 85232	0.54	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
ENR-118814	ENR	Cheryl T Jacobs	1974-07-10	UHC-69318-52	8352538081	1398 Spring St, Eden Prairie, MN, 55382	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108652	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108653	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100027	ENR	Austin Henry	2008-03-02	UHC-53911-82	7104069848	4483 Hillcrest Rd, Atlanta, GA, 30327	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131841	ENR	Charlotte T Turner	1961-12-18	UHC-11473-27	6139356098	7851 Union St, Nashville, TN	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119904	ENR	Jacob Banks	1988-07-10	UHC-77320-90	4548488407	5849 Cedar Ln, Mesa, AZ, 85267	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more

28,181 rows, page 64 of 564Previous Next