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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114511	ENR	Doris Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-102670	ENR	Sandra F Wong	1991-10-17	UHC-64829-08	—	2833 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115166	ENR	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116372	ENR	Mateo Garza	1977-06-20	UHC-27538-35	7227471049	6866 Central Ave, Atlanta, GA, 30352	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108659	ENR	Denise T Henderson	1969-04-06	UHC-14987-56	5205008740	5931 Jefferson Ave, Tampa, FL, 33611	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125870	ENR	Stephanie Ross	1990-12-11	UHC-04168-70	3362998489	1376 Ridge Rd, Jacksonville, FL, 32239	0.52	Phone reformatted SSN last four extracted 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-124996	ENR	Thomas Salazar	1993-07-25	UHC-08590-37	6516619342	7441 Valley View Dr, Austin, TX, 78755	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+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-136558	ENR	Maria Cole	1946-12-12	UHC-57827-95	6113525955	7219 Apache Blvd, Phoenix, AZ, 85014	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-111579	ENR	Bryan S Smith	2003-10-02	UHC-11693-40	7415637435	8664 Ridge Rd, Nashville, TN, 37207	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115281	ENR	Alexis M Hunt	1978-10-09	UHC-21311-85	3026347580	6601 Maple Ave, Tempe, AZ, 85245	0.52	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+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-135819	ENR	Harold Herrera	1958-11-09	—	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126144	ENR	Mason R Morales	1999-10-26	UHC-64421-02	3927661155	7153 Washington St, Plano, TX, 75091	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113394	ENR	Dylan P Simpsoon	1996-12-09	UHC-44034-72	4672681835	4745 Lake View Rd, Minneapolis, MN, 55475	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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-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-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-126441	ENR	Keith I Bailey	1986-02-12	UHC-91055-84	4839432401	1902 Park Pl, Seattle, WA	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
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-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-110065	ENR	Kathy Bowman	1973-10-03	UHC-43848-68	9483084611	3619 Elm St, Eden Prairie, MN	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-101422	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	8727 Union St, Phoenix, AZ, 85067	0.52	Name split from “Last, First”SSN last four extracted 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-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-105721	ENR	Judy B Rose	1960-02-14	UHC-80661-85	6613165160	1226 Highland Ave # 942, Sacramento, CA, 95865	0.54	SSN last four extracted Unit split from street City re-cased Gender normalised+1 more
ENR-139623	ENR	Sophia Lynch	1950-05-02	UHC-90674-61	—	8743 Baseline Rd, Eden Prairie, MN, 55315	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-102722	ENR	Evelyn A Fields	1942-02-14	UHC-07087-25	2473025562	7549 Indian School Rd, Phoenix, AZ	0.54	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+1 more
ENR-125701	ENR	Angela Flores	1985-04-07	UHC-81159-03	—	9795 Washington St Apt 26, Los Angeles, CA, 90021	0.54	Date of birth reformatted SSN last four extracted Unit split from street Email lower-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-120741	ENR	Emily T Fuller	1975-06-24	UHC-91168-07	8832622974	5073 Sunset Blvd, Miami, FL, 33196	0.54	Name split from “Last, First”SSN last four extracted 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-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-110633	ENR	Kelly Evans	1967-07-23	UHC-44014-05	3234903918	4597 Sunset Blvd, Houston, TX, 77093	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-141637	ENR	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.54	Two-digit birth year SSN last four extracted City re-cased Gender normalised+1 more
ENR-104173	ENR	Alice Black	1953-05-07	UHC-76795-83	—	2038 Camelback Rd, Atlanta, GA, 30391	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140457	ENR	Melissa Patterson	1982-09-23	UHC-00168-06	5377997633	6288 Harbor Blvd, Austin, TX, 78721	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-107557	ENR	Janet H Tran	2005-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-133328	ENR	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4205 Indian School Rd, Plano, TX, 75053	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-134949	ENR	Isabella X George	1944-12-24	UHC-40296-74	7502928433	2699 Palm Dr, Sacramento, CA, 95828	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-119999	ENR	Martha L Kim	1972-01-20	UHC-00401-49	—	8400 Broadway, San Diego, CA, 92178	0.54	Phone missing area code SSN last four extracted Address re-cased State code upper-cased+1 more
ENR-138595	ENR	Billy Z Herrera	1981-04-28	UHC-97480-71	7619816762	3510 Park Pl, Fresno, CA, 93779	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-129554	ENR	Andrew H Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL	0.54	Name split from “Last, First”SSN last four extracted ZIP missing Email lower-cased+1 more
ENR-114321	ENR	Theresa D Turner	1970-08-04	UHC-58865-81	4567946237	6512 River Rd, San Diego, CA, 92111	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-141622	ENR	Ahmed X Sims	1972-07-07	UHC-36382-81	9004441747	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-103494	ENR	Watson N Amy	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd Apt 31, San Diego, CA, 92158	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-123021	ENR	Janet Perry	1966-11-20	UHC-78618-45	4996718207	9064 Bayshore Dr, Charlotte, NC, 28281	0.54	Two-digit birth year Phone reformatted SSN last four extracted State name converted to code+1 more

1,767 rows, page 13 of 36Previous Next