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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138378	ENR	Alexander X Reed	1972-07-06	UHC-93940-21	2034337615	5002 Palm Dr, Nashville, TN, 37222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121979	ENR	Adam Q Chavez	1963-05-21	UHC-85762-32	6985488153	7933 Willow Ct, Minneapolis, MN, 55485	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122143	ENR	Michelle Cruz	1989-01-21	UHC-30518-14	3207545778	274 Oak St, San Diego, CA, 92107	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131838	ENR	Pamela Hayes	1967-07-20	UHC-15386-32	9569671033	3336 Valley View Dr, Atlanta, GA	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-120143	ENR	Zachary I Armstrong	1981-07-23	UHC-82590-28	5928168777	3933 Market St, Miami, FL, 33141	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-105753	ENR	William Howard	1965-01-06	UHC-75421-08	6615280200	759 Indian School Rd, Sacramento, CA, 95824	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-100624	ENR	Vincent R Espinoza	1986-11-16	UHC-24991-05	7908805643	6278 Apache Blvd, Columbus, OH, 43266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102144	ENR	Amy H Castillo	1959-02-15	UHC-48609-92	7128482013	3513 Lincoln Way # 464, Scottsdale, AZ, 85282	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-115619	ENR	Chirstian Henderson	1964-08-16	UHC-97023-90	6639945607	145 Mountain View Dr, Charlotte, NC, 28227	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109201	ENR	Samantha Q Soto	1985-08-15	UHC-22778-76	7973460691	2257 Harbor Blvd, Jacksonville, FL, 32242	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114693	ENR	Elizabeth J Watson	1953-02-11	UHC-09551-93	7024295748	799 Forest Ave, Scottsdale, AZ, 85235	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130870	ENR	Joshua K Singh	1950-11-19	UHC-77969-65	—	1428 Sage Ct, Mesa, AZ, 85226	0.76	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+2 more
ENR-107628	ENR	Lauren Rivera	1962-11-07	UHC-27701-96	3962587334	3282 Canyon Rd, Austin, TX, 78734	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131130	ENR	Heather M Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-109787	ENR	Christian I Reynolds	1969-04-15	UHC-02582-56	—	836 Bayshore Dr, Plano, TX, 75001	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132081	ENR	Meteo D Sanchez	1996-11-11	UHC-38016-14	4386527009	8758 Camelback Rd, Chandler, AZ, 85262	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122797	ENR	Anthony Burke	2000-11-19	UHC-16206-89	7187124998	5830 Harbor Blvd, Scottsdale, AZ, 85265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135657	ENR	Sandra L Wilson	1938-12-11	UHC-86959-21	3998036007	3901 Forest Ave, Dallas, TX, 75245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114110	ENR	Wei U Estrada	1987-08-21	UHC-45426-98	3574269615	5179 Pine Dr, Los Angeles, CA, 90075	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-105115	ENR	Aaron N Freeman	2005-04-26	UHC-40711-63	3093288681	2647 Ridge Rd, Glendale, AZ, 85331	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132782	ENR	Ashley Cox	1942-04-15	UHC-52514-87	6327020065	7781 Mountain View Dr, Miami, FL, 33180	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129095	ENR	Carlos Simpson	1987-11-11	UHC-76249-46	8092640377	5282 Lake View Rd, Seattle, WA, 98175	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110650	ENR	Abigail Bradley	1974-05-23	—	8062646214	3110 Church St, Mesa, AZ, 85210	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-136652	ENR	Mateo Q Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St, Nashville, TN, 37299	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137794	ENR	Chris D Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100932	ENR	Susan N Bennett	1951-07-12	UHC-83289-11	9894362311	8267 Jefferson Ave, Denver, CO, 80203	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100931	ENR	Susan N Bennett	1951-07-12	UHC-83289-11	9894362311	8267 Jefferson Ave, Denver, CO, 80203	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114561	ENR	Marcus L Parker	1984-05-05	UHC-80216-92	—	3673 Meadow Ln, Denver, CO, 80213	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122562	ENR	Daniel E Cooper	1969-07-18	UHC-27455-47	6208011209	142 River Rd, Austin, TX, 78775	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-120435	ENR	Arjun G Martinez	1938-06-17	UHC-42845-59	5955349977	210 Union St, Minneapolis, MN, 55436	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120434	ENR	Arjun G Martinez	1938-06-17	UHC-42845-59	5955349977	210 Union St, Minneapolis, MN, 55436	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125867	ENR	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-128473	ENR	Helen Henry	1950-07-05	UHC-47591-64	6467528838	588 Central Ave, Los Angeles, CA, 90092	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115327	ENR	Kyla L Ramos	1946-06-04	UHC-52631-69	4414144068	7515 Market St, Charlotte, NC, 28233	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-122645	ENR	Jesse Ward	1941-06-25	UHC-25709-59	7622487952	6078 Cedar Ln, Minneapolis, MN, 55471	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-124605	ENR	Michelle E Hunter	2004-12-09	UHC-25175-77	—	1209 Union St, Tucson, AZ, 85789	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113717	ENR	Margaret L Owens	1976-07-02	UHC-56821-54	8663539190	549 Oak St, Tampa, FL, 33638	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107832	ENR	Mary F Garrett	1997-05-15	UHC-41408-06	3553547487	5195 Maple Ave, Tempe, AZ, 85265	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104771	ENR	Andrea Burke	1989-01-15	UHC-04666-59	3915742107	6622 Maple Ave, Los Angeles, CA, 90062	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124885	ENR	Dennis Hrt	1968-12-28	UHC-24963-87	2114345679	3788 Forest Ave, Tampa, FL, 33634	0.76	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-136485	ENR	Cheryl Stephens	1972-06-18	UHC-55529-33	7867815082	176 Washington St, Mesa, AZ, 85258	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-140472	ENR	Doris H Duncan	1953-10-23	UHC-99139-53	3474022805	5659 Park Pl, Minneapolis, MN, 55444	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102461	ENR	Billy K Mitchell	1966-06-18	—	5662002685	6481 Canyon Rd, Los Angeles, CA, 90048	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119823	ENR	Theresa E Harris	1958-09-18	UHC-49222-72	3047336906	7303 Valley View Dr, Miami, FL, 33145	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-136360	ENR	Albert C Delgado	1939-08-14	UHC-47612-02	6594465449	7963 Meadow Ln, Plano, TX, 75095	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122647	ENR	Nathan Hughes	1989-09-13	—	9036262784	9491 Lincoln Way, Chandler, AZ, 85223	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-124015	ENR	Jonathan George	1973-05-09	UHC-90734-76	2557071892	9653 Elm St, Charlotte, NC, 28278	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-107570	ENR	Sean Phillips	1976-12-12	UHC-19316-80	—	2972 Cedar Ln, Eden Prairie, MN, 55340	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-125148	ENR	Jason E Gray	1983-11-23	—	2484697238	3678 Spring St, Gilbert, AZ, 85264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124519	ENR	Sophia Y Tran	1957-12-07	UHC-25731-70	4529664935	5582 Ocean Ave, Glendale, AZ, 85303	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 158 of 339Previous Next