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-112177	ENR	Janice C Mendoza	1998-10-04	UHC-92266-25	4709141900	8684 Main St, Scottsdale, AZ, 85226	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-133320	ENR	Laura Y Armstrong	1994-06-10	UHC-22568-88	3154230269	6025 Highland Ave, Atlanta, GA, 30304	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115521	ENR	Billy U Adams	1990-11-21	UHC-27707-78	8613826438	1666 Park Pl, Phoenix, AZ, 85013	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114589	ENR	Carol Thomas	1955-07-27	UHC-25221-32	5184709440	621 Apache Blvd, San Diego, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-104538	ENR	Diego Castillo	1997-04-08	UHC-15329-94	9565703053	8724 Ocean Ave, Los Angeles, CA, 90099	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115835	ENR	Andrea Weaver	2004-09-02	UHC-37102-61	5337471380	7005 Union St, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140909	ENR	Jake S Stone	1974-10-19	UHC-49529-71	3737875530	2735 Pine Dr, Dallas, TX, 75204	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110724	ENR	Anthony Contreras	1941-04-08	UHC-62351-46	4729745041	2424 Canyon Rd, Eden Prairie, MN, 55320	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-128827	ENR	Edward Sanchez	1951-09-13	UHC-11141-16	—	9732 Market St, Nashville, TN, 37268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased+1 more
ENR-100458	ENR	Mary B Alvarado	1952-04-10	UHC-92301-91	—	8686 Sunset Blvd, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142175	ENR	Nuyen M Robert	2006-12-04	UHC-46294-99	3033169511	2915 Bayshore Dr, Orlando, FL, 32870	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-108964	ENR	Maria Gonzales	1998-07-15	UHC-35906-35	—	4946 Jefferson Ave, Nashville, TN, 37206	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108965	ENR	Maria Gonzales	1998-07-15	UHC-35906-35	—	4946 Jefferson Ave, Nashville, TN, 37206	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127325	ENR	Sandra Patel	1950-01-10	UHC-84344-21	7888946895	5464 Canyon Rd, Miami, FL, 33101	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117516	ENR	Dennis Boyd	1990-02-09	UHC-62213-03	3976135821	614 Hillcrest Rd, Plano, TX, 75077	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119794	ENR	Charlotte Singh	1972-08-23	UHC-87275-87	—	6918 Jefferson Ave, Minneapolis, MN, 55424	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124098	ENR	Keith S Webb	1995-10-16	UHC-92115-80	4146552867	5609 Elm St, Miami, FL, 33185	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105041	ENR	Larry H Grant	1981-03-04	UHC-91481-73	7948664949	3030 Hillcrest Rd, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-129985	ENR	Frences H Wagner	1964-10-04	UHC-84713-83	3396701275	5646 Mountain View Dr, Dallas, TX, 75204	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111957	ENR	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-131703	ENR	Gabriel Freeman	1997-01-10	UHC-43737-02	—	8222 Park Pl, Las Vegas, NV, 89159	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-104424	ENR	Katheriine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101175	ENR	Ashley Thomas	1983-03-07	UHC-49242-29	4042256977	7181 Ocean Ave, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-139393	ENR	Billy Q Medina	1980-05-23	UHC-03106-77	—	2742 Church St, Jacksonville, FL, 32293	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-129476	ENR	Wei I Andrews	2004-04-18	UHC-27116-09	6853277645	739 Lake View Rd, Miami, FL, 33172	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-131528	ENR	Jose F Powell	1944-05-22	UHC-96914-98	5175134559	3607 Palm Dr, San Diego, CA, 92141	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139996	ENR	Bruce Huson	1992-08-14	UHC-08784-83	7759961648	2452 Elm St, San Antonio, TX, 78216	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141978	ENR	Christian Nichols	1949-03-23	UHC-98422-73	8008890097	5985 Harbor Blvd Apt 11, Los Angeles, CA, 90039	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-117436	ENR	Kyle Watkins	1986-09-24	UHC-09482-52	—	24 Union St, Glendale, AZ, 85302	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-127341	ENR	Joe Z Carlson	1974-02-08	UHC-73768-75	7359461783	8045 Willow Ct, Tampa, FL, 33695	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106874	ENR	Stephanie I Snyder	1986-08-09	UHC-11789-17	4346357606	5871 Mesa Dr, Seattle, WA, 98149	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-128610	ENR	Joe Riley	1988-08-21	UHC-84868-97	—	5814 Sage Ct, San Diego, CA, 92173	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117113	ENR	Cheryl B Porter	1961-12-22	UHC-07691-19	6668443902	1305 Sunset Blvd Apt 12, Columbus, OH, 43239	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-122454	ENR	Aisha K Roberts	1980-11-07	UHC-45959-65	2374620615	8827 Lincoln Way, Minneapolis, MN, 55451	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101084	ENR	Andrea Bishop	2005-12-15	UHC-45947-89	7108256801	6243 Ridge Rd, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138709	ENR	Wayne Payne	1974-03-16	UHC-38229-70	2405843306	4120 River Rd, Jacksonville, FL, 32230	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140619	ENR	Patrica King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-108798	ENR	Walter J Kelley	1940-10-04	UHC-88520-79	2724732346	2940 Mesa Dr, Charlotte, NC	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-121685	ENR	Austin C Yang	1968-02-23	UHC-44918-67	9658041536	1316 River Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-133728	ENR	Donald Santiago	2003-08-02	UHC-70607-32	5392213150	4272 Harbor Blvd Apt 30, Miami, FL, 33124	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135050	ENR	Jeremy Yang	1957-01-06	UHC-66540-13	—	7540 Valley View Dr # 190, Phoenix, AZ, 85049	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112634	ENR	Evelyn Olson	2005-11-27	UHC-46398-33	6593857016	8984 Jefferson Ave, Jacksonville, FL, 32276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134052	ENR	Judith Lee	1981-02-09	UHC-48840-84	8098303444	1553 Market St, Atlanta, GA, 30357	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121281	ENR	Danielle George	1954-11-16	UHC-64557-14	2179051593	2035 Church St, Eden Prairie, MN, 55340	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133945	ENR	Karen E Romero	1986-03-19	UHC-81131-34	6014145517	6696 Spring St Apt 30, Denver, CO, 80276	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-126449	ENR	Grace Espinoza	1963-01-08	UHC-25192-82	2886636749	466 Willow Ct, Las Vegas, NV, 89161	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-114425	ENR	Julia K Franklin	2001-03-26	UHC-21881-25	3883961290	9744 Indian School Rd, Dallas, TX, 75229	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113969	ENR	Carl Vega	1939-12-26	UHC-72214-77	6338953920	2668 Camelback Rd, Scottsdale, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-125062	ENR	Marcus Rodriguez	1995-09-07	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115693	ENR	Carol R Walker	1987-08-16	UHC-53115-36	2052651534	384 Grand Ave, Orlando, FL, 32870	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,989 rows, page 93 of 280Previous Next