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-118425	ENR	Michael O Gibson	1986-02-27	UHC-01677-55	8157379451	6105 Main St, Los Angeles, CA, 90079	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142344	ENR	Catherine Romero	1952-02-09	UHC-95527-11	9445379019	9615 Camelback Rd, Tempe, AZ, 85263	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134790	ENR	Kelly G Robinson	1981-07-19	UHC-76289-79	9245058985	7506 Cedar Ln, Orlando, FL, 32883	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-117281	ENR	Benjamin W Hawkins	1950-01-05	UHC-71370-31	5662764780	4245 Hillcrest Rd, Columbus, OH, 43230	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106698	ENR	Rachel F Vargas	1942-02-13	UHC-36679-03	3639714505	1445 Palm Dr, San Antonio, TX, 78297	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130083	ENR	Eric U Hamilton	1942-07-16	UHC-48489-85	2767159498	8027 Oak St, Charlotte, NC, 28277	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105813	ENR	Isabella S Soto	2005-08-09	UHC-90755-39	2407378770	6725 Indian School Rd, Denver, CO, 80272	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136349	ENR	Ronald C Hernandez	1963-12-28	UHC-59399-26	8649458497	1684 Union St, Tempe, AZ, 85252	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-114044	ENR	Sarah Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-115659	ENR	Donald O Lynch	1999-02-27	UHC-41325-80	—	2835 Lake View Rd, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
ENR-104522	ENR	Willie R Torres	1979-07-09	UHC-44435-18	5303858684	3439 Valley View Dr, Tampa, FL, 33603	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129250	ENR	Lauren Vasquez	1969-06-01	UHC-16499-87	4536605087	6717 Pine Dr, Los Angeles, CA, 90049	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118854	ENR	Priya W Franklin	1985-01-04	UHC-46621-29	6724324548	3923 Sunset Blvd, Mesa, AZ, 85291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101497	ENR	Dorothy Jackson	2008-11-10	UHC-09214-53	9759369494	6142 Lake View Rd, Denver, CO, 80268	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-132787	ENR	Rachel Soto	2000-09-28	UHC-26861-94	6369522000	865 Oak St, Tampa, FL, 33681	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-132786	ENR	Rachel Soto	2000-09-28	UHC-26861-94	6369522000	865 Oak St, Tampa, FL, 33681	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-126481	ENR	Randy Medina	1973-05-25	UHC-46897-05	8387381476	2559 Washington St, San Antonio, TX, 78292	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-114457	ENR	Amanda D Allen	1938-10-14	UHC-08169-97	5872179484	8015 Bayshore Dr, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-133386	ENR	Yuki S Bradley	1968-03-18	UHC-33277-67	4419526572	7211 Jefferson Ave, Eden Prairie, MN, 55360	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-122813	ENR	Kimebrly Q Gardner	1968-11-23	UHC-05701-79	—	1126 Washington St, Columbus, OH, 43247	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-116058	ENR	Edward H Myers	—	UHC-95659-89	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-128906	ENR	Mason Mitcheell	1970-02-12	UHC-65663-44	5912815733	3286 Cedar Ln, Houston, TX, 77009	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104932	ENR	Jeffrey O Allen	1990-01-02	UHC-29346-52	6203934513	3685 Sunset Blvd, Chandler, AZ, 85287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128981	ENR	Kelly Welch	1949-07-22	UHC-86290-81	9232145248	3905 Valley View Dr, Austin, TX, 78756	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101030	ENR	Denny Lynch	1951-08-21	UHC-81258-19	—	4357 Cedar Ln, Atlanta, GA, 30378	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126295	ENR	Gregory S Wagner	1968-04-22	UHC-10634-98	9892776402	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-132333	ENR	Grace S Barnes	2001-12-22	UHC-02610-34	7532302229	3180 Harbor Blvd, Orlando, FL, 32868	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107725	ENR	Nancy Stephens	2007-05-08	UHC-48987-01	—	5003 Pine Dr, San Diego, CA, 92149	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110195	ENR	Priya I Price	1954-04-23	UHC-37982-54	6957102574	846 Spring St, Gilbert, AZ, 85240	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140354	ENR	Logan E Carr	1978-06-08	UHC-66549-87	—	5888 Valley View Dr, Atlanta, GA, 30393	0.66	Phone missing area code City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-103261	ENR	Jennifer A Baker	1956-02-01	UHC-93710-38	5822422029	6553 Apache Blvd, Sacramento, CA, 95813	0.66	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127970	ENR	Stephanie B Alvarado	1994-11-24	UHC-14676-12	—	7956 Camelback Rd, Las Vegas, NV, 89197	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100234	ENR	Olivia R Carr	2001-04-06	UHC-45696-36	7447903673	7218 River Rd, Mesa, AZ, 85201	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110574	ENR	Janice Fisher	1939-10-25	UHC-18024-58	2708942994	7148 Spring St, Los Angeles, CA, 90096	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-103978	ENR	Roy Howell	1951-03-05	UHC-50013-23	4359597506	8604 Lake View Rd, San Diego, CA, 92194	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121366	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121365	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103603	ENR	Timothy Wilson	1995-03-24	UHC-70158-96	6073712460	9453 Central Ave, Orlando, FL, 32816	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-138990	ENR	Marcus R Luna	1955-03-12	UHC-01356-25	2348831994	5242 Lake View Rd, Tampa, FL, 33623	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100691	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-119456	ENR	Pamela K Butler	1995-11-10	UHC-80952-81	9757403631	8619 Spring St, Miami, FL, 33198	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-133154	ENR	Tom Q Matthews	2002-08-28	UHC-58466-91	8473193831	8141 Mountain View Dr, Miami, FL, 33161	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108820	ENR	Gary Harvey	—	UHC-53525-01	7039308215	3688 River Rd, Gilbert, AZ, 85222	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134895	ENR	Barbara B Moreno	1968-07-17	UHC-01832-24	5169399619	5040 Oak St, Nashville, TN, 37264	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115350	ENR	Julie Johnson	1971-12-09	UHC-66669-36	8043858243	4699 Sunset Blvd, Houston, TX, 77023	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112363	ENR	Susan Greene	1948-04-19	UHC-60400-11	4782221577	3327 Cedar Ln, Dallas, TX, 75260	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115875	ENR	Larry S Carlson	1968-09-07	UHC-21900-73	8663289047	9728 Camelback Rd, San Diego, CA, 92144	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123950	ENR	Henry Contreras	1985-03-16	UHC-88378-45	2403622110	7384 Cedar Ln, Houston, TX, 77096	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-136253	ENR	Russell E Young	1950-05-14	UHC-33983-89	3169084127	6989 Mountain View Dr, Tempe, AZ, 85272	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134160	ENR	Natalie Obrien	1969-07-27	UHC-10176-82	5435550647	5256 Apache Blvd, Plano, TX, 75024	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more

3,951 rows, page 52 of 80Previous Next