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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117476	ENR	Nancy Santiago	1974-03-03	UHC-06114-93	7647189716	3929 Camelback Rd, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117475	ENR	Nancy Santiago	1974-03-03	UHC-06114-93	7647189716	3929 Camelback Rd, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125725	ENR	Vincent M Guerrero	1965-09-01	UHC-79757-63	2012751580	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-122625	ENR	Joan V Burke	1971-03-01	UHC-21254-21	4369430247	5673 Indian School Rd, Minneapolis, MN, 55434	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137907	ENR	Andrea C Griffin	1985-06-07	UHC-70467-12	9826562855	5822 Bayshore Dr, Charlotte, NC, 28203	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121603	ENR	Christine Castro	1978-11-14	UHC-06642-16	3399651879	4940 Lake View Rd, Los Angeles, CA, 90081	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120785	ENR	Jeffrey P Cruz	1971-02-10	UHC-77455-14	7045959291	452 Elm St, Nashville, TN, 37285	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108162	ENR	Mariana F Delgado	1968-03-12	UHC-65759-31	7203950672	1906 Elm St, Nashville, TN, 37262	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-123498	ENR	Hiroshi Wheeler	1997-03-16	UHC-60484-53	3375869545	7748 Palm Dr, Chandler, AZ, 85214	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138012	ENR	Andrea Morrison	1968-07-20	UHC-35790-95	5195382360	7960 Jefferson Ave, Houston, TX, 77095	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-111798	ENR	Eugene E Patterson	1947-02-26	UHC-20749-55	7714895506	9170 Spring St, Miami, FL, 33199	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117443	ENR	Kim M Margaret	1992-02-11	UHC-98896-19	5956287335	4922 Lake View Rd Apt 4, Mesa, AZ, 85241	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-100320	ENR	Valentina Burke	1982-11-16	UHC-86218-81	7569936351	9779 Camelback Rd, Glendale, AZ, 85374	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107837	ENR	Etahn Li	1947-07-13	UHC-48504-34	3232050702	2446 Mountain View Dr, Phoenix, AZ, 85064	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105015	ENR	Ken Burns	1940-06-22	UHC-20662-45	—	7495 Hillcrest Rd, Fresno, CA, 93731	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110295	ENR	Nicholas B Adams	1963-03-13	UHC-85219-32	5855654942	1525 Central Ave, Las Vegas, NV, 89152	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128262	ENR	Bobby S Castro	1943-06-02	UHC-60624-22	3069114821	288 Ocean Ave, Los Angeles, CA, 90038	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124535	ENR	Anna Y Luna	2001-08-13	UHC-47812-78	8599159442	964 Apache Blvd, Las Vegas, NV, 89108	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112781	ENR	Joshua I Howell	1972-11-06	UHC-65629-91	7699618385	927 Indian School Rd, Austin, TX, 78794	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120648	ENR	Brian N Cunningham	1968-01-05	UHC-12586-89	—	5219 Spring St, Austin, TX, 78742	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135616	ENR	Santiago Gilbert	2003-11-21	UHC-00968-50	4299295907	7534 Valley View Dr, Las Vegas, NV, 89165	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135047	ENR	Noah Riley	1962-01-10	UHC-66607-09	2758729696	3018 Church St, Jacksonville, FL, 32282	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137607	ENR	Mary G Ellis	1973-07-22	UHC-46446-76	5652652472	848 Sage Ct, Plano, TX, 75072	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126711	ENR	Maria George	1948-01-05	UHC-78517-83	—	8471 Cedar Ln, Glendale, AZ, 85386	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122290	ENR	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd, Las Vegas, NV, 89117	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107038	ENR	Sandra A Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135271	ENR	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108406	ENR	Maria X Marquez	1967-08-01	—	3512180185	8371 Spring St, Atlanta, GA, 30325	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121903	ENR	Richard Burke	2002-09-27	UHC-80410-81	9707262675	3768 Washington St, Charlotte, NC, 28295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133432	ENR	Christian Austin	1946-10-02	UHC-52324-15	2215971694	7010 Baseline Rd, Phoenix, AZ, 85049	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129078	ENR	Sharon E Rose	2004-02-27	UHC-55095-57	2703965719	760 Willow Ct, Plano, TX, 75011	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Email lower-cased+2 more
ENR-132750	ENR	Frank Kelley	1938-09-11	UHC-34908-81	6147034622	6814 Central Ave, San Antonio, TX, 78297	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125121	ENR	Jesse K Wood	1995-03-01	UHC-53279-40	2524971008	6327 Indian School Rd, Miami, FL, 33114	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122459	ENR	Scott H Edwards	1971-04-11	UHC-59117-62	2598129744	7568 Valley View Dr, Gilbert, AZ, 85285	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-118579	ENR	Matthew F Lewis	1980-08-11	UHC-42467-38	7386742007	2427 Harbor Blvd, Tempe, AZ, 85217	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137580	ENR	Carlos Henry	1980-07-13	UHC-01106-07	—	1706 Jefferson Ave, Minneapolis, MN, 55419	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141310	ENR	Larry Hunt	2006-04-09	UHC-16807-44	5292811209	7696 Desert Sky Blvd, San Antonio, TX, 78273	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133475	ENR	Willie D James	1944-08-28	UHC-58960-36	8412927550	3802 Lincoln Way, Denver, CO, 80279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-110839	ENR	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA, 30397	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118661	ENR	William Q Shaw	1996-04-14	UHC-04735-42	8937442699	6955 Park Pl, Los Angeles, CA, 90062	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116439	ENR	Evans Arjun	1965-09-15	UHC-31210-72	7488287483	5950 Baseline Rd, Gilbert, AZ, 85252	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132501	ENR	Jeffrey C Lewis	1986-09-17	UHC-63121-17	2329633658	6230 Hillcrest Rd, Dallas, TX, 75268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122247	ENR	Lucia Weebb	2006-07-08	UHC-93124-77	3492096884	8138 Highland Ave, Nashville, TN, 37286	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112408	ENR	Brandon Pena	1938-08-08	UHC-11986-61	7198143774	3328 Ridge Rd, Plano, TX, 75069	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129186	ENR	Shilrey Collins	1970-10-13	UHC-51528-96	7308796264	7736 Oak St, Seattle, WA, 98127	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119811	ENR	Carolyn J Bennett	1962-07-28	UHC-05367-86	3394322127	4016 Baseline Rd, Jacksonville, FL, 32221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141587	ENR	Jacqueline V Richards	2004-09-10	UHC-71794-17	3352060718	2754 Main St, Dallas, TX, 75298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141630	ENR	Denise Robinson	1949-07-23	UHC-87381-89	5123007821	2396 Washington St, Gilbert, AZ, 85217	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-132985	ENR	Diana Z Hamilton	1993-07-28	UHC-94152-91	8335885447	2769 Church St, Los Angeles, CA, 90084	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100417	ENR	Thomas Holmes	1959-01-24	UHC-61592-18	4305092185	9118 Elm St # 591, Nashville, TN, 37233	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more

13,989 rows, page 140 of 280Previous Next