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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120023	ENR	Kyle Harrison	1967-05-15	UHC-34852-96	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-105125	ENR	Anthony X Jensen	—	UHC-85828-85	8413906782	4054 Church St, Tampa, FL, 33636	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142137	ENR	Barbara Hernandez	1942-08-22	UHC-51058-65	8998436564	7256 River Rd, Glendale, AZ, 85347	0.52	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109847	ENR	Judy R Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128107	ENR	Jack Chavez	1984-03-24	UHC-35215-81	6542024061	2789 Baseline Rd, Eden Prairie, MN, 55379	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140984	ENR	Carlos Thomas	1984-08-16	UHC-19784-35	3103077383	9622 Washington St, Charlotte, NC, 28270	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-138991	ENR	Tim Simmons	1957-09-16	UHC-07596-21	6864441659	4725 Ocean Ave, Orlando, FL, 32872	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117899	ENR	Ruth Brooks	1962-11-18	UHC-73684-25	4472187387	298 Church St, Denver, CO, 80237	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138740	ENR	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct # 833, Orlando, FL, 32826	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118692	ENR	Adam Green	2003-05-12	UHC-08215-14	—	731 Market St, Austin, TX, 78743	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
ENR-109109	ENR	Marilyn H Herrrera	1959-02-03	UHC-34250-05	2843742460	9296 Ridge Rd, Orlando, FL, 32834	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115920	ENR	Jess K Stephens	1948-06-15	UHC-76732-26	—	9811 Canyon Rd, Eden Prairie, MN, 55340	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124107	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	3017906448	1996 Elm St, Tampa, FL, 33661	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118590	ENR	Emma Hudson	1975-12-12	UHC-78903-55	9622691542	5153 Sunset Blvd, Phoenix, AZ, 85085	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-121403	ENR	Christian Y Castillo	1973-10-17	UHC-97898-44	6993727418	5226 Mountain View Dr, San Diego, CA, 92123	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128465	ENR	Billy Z Castillo	1961-03-08	UHC-03191-11	—	4676 Harbor Blvd, Atlanta, GA, 30399	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-119543	ENR	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100774	ENR	Judith J Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd Apt 2, Orlando, FL, 32893	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-118628	ENR	Jessica N Pena	1967-12-17	UHC-66466-53	7029677363	6112 Washington St, Fresno, CA, 93746	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138313	ENR	Marcus Hudson	1977-06-02	UHC-54432-48	7177341686	4570 Oak St, Minneapolis, MN, 55467	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127143	ENR	Jack X Alvarez	1998-07-06	UHC-88924-15	3919448494	8357 Cedar Ln, Charlotte, NC, 28268	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114650	ENR	Diana G Boyd	1955-04-18	UHC-11471-55	6088262669	1473 Sage Ct, San Antonio, TX, 78290	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116624	ENR	Priya P Morgan	1945-08-17	UHC-69874-28	7852782422	2195 Lake View Rd, Dallas, TX, 75209	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128101	ENR	Roonald Guerrero	1953-09-22	UHC-63884-96	8149949320	8347 Market St, Scottsdale, AZ, 85262	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127035	ENR	Bruce J Wrigt	1963-11-10	UHC-57010-36	3139077538	1735 Sage Ct, Mesa, AZ, 85205	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141062	ENR	Russell F Schultz	—	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119507	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ, 85765	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114341	ENR	Diane Lawson	1992-01-09	UHC-62696-54	5178300677	9198 Mesa Dr, Chandler, AZ, 85296	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128341	ENR	Donna T Aguilar	1991-06-09	UHC-53014-02	2775435026	3600 Central Ave, San Diego, CA, 92164	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131402	ENR	Payne T Jerry	2007-09-09	UHC-08650-24	2464010636	8748 Harbor Blvd Apt 27, Denver, CO, 80283	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133672	ENR	Brian Davis	1966-07-20	UHC-04570-35	—	6652 Park Pl # 207, Jacksonville, FL, 32214	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129459	ENR	Marcus Ward	2004-03-13	UHC-17912-68	7955419368	6546 Jefferson Ave, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-107362	ENR	Eugene Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121897	ENR	Catherine Lee	1967-03-15	UHC-31793-24	—	1926 Union St, Chandler, AZ, 85249	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127173	ENR	Emma S Griffin	1961-04-16	UHC-91839-84	9888686331	6820 Hillcrest Rd, Los Angeles, CA, 90022	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119193	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	8090 Lake View Rd, Chandler, AZ, 85278	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109162	ENR	Daniel N Ryan	1950-03-06	UHC-22573-16	—	8467 Cedar Ln, Jacksonville, FL, 32204	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103687	ENR	Sandra L Wang	1992-07-25	UHC-11750-72	—	4488 Cedar Ln Apt 2, Seattle, WA, 98127	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108897	ENR	Nicholas Z Reyes	1975-02-18	UHC-88476-59	2558078897	6595 Meadow Ln Apt 17, San Antonio, TX, 78221	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137777	ENR	Hiroshi J Shaw	1972-05-08	UHC-17958-15	8947945234	119 Camelback Rd # 933, Miami, FL, 33183	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125798	ENR	Alice Carter	1963-12-03	UHC-42043-27	6529860076	5321 Ocean Ave, Sacramento, CA, 95804	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124488	ENR	Virginia Cooper	1942-04-16	UHC-28150-15	4854742524	3201 Mesa Dr, Gilbert, AZ, 85253	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132912	ENR	Emma Jackson	1905-11-25	UHC-14402-88	6897179127	1433 Jefferson Ave, Nashville, TN, 37238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100994	ENR	Stephanie Gardner	1953-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+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-135346	ENR	Nicholas Diaz	2004-04-09	UHC-37468-77	2239982353	9304 Elm St # 560, Seattle, WA, 98139	0.52	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-104473	ENR	Kathelen Baker	1943-04-12	UHC-40436-49	7135346339	9748 Washington St, Atlanta, GA, 30329	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106054	ENR	Stephanie Reed	1994-02-26	UHC-72165-55	8794793904	7279 Bayshore Dr, Seattle, WA, 98103	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111974	ENR	Naoh O Moore	1987-04-28	UHC-57675-74	5248929032	2448 Lincoln Way, Phoenix, AZ, 85084	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+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

3,951 rows, page 23 of 80Previous Next