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-123201	ENR	Omar Wheeler	—	UHC-56019-56	4373897552	5673 Hillcrest Rd, Gilbert, AZ, 85261	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136470	ENR	William L Walsh	1952-05-27	UHC-61186-88	—	9058 Mesa Dr, Seattle, WA, 98143	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-116401	ENR	Joyce X Guzman	1969-10-22	UHC-97902-24	8742052890	7227 Mesa Dr, Sacramento, CA, 95812	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-113807	ENR	Lucia H Watson	1976-09-28	UHC-44470-52	5326763495	2545 Oak St, Tempe, AZ, 85265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126108	ENR	Patrick M Fowler	1960-10-11	UHC-61685-33	—	7433 Jefferson Ave, Gilbert, AZ, 85226	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
ENR-138706	ENR	Bradley B Burns	1990-07-20	UHC-05063-39	6189462349	8795 Grand Ave, Fresno, CA, 93728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129504	ENR	Jerry X Reed	1953-05-08	UHC-79353-44	2132362722	9153 Pine Dr, Miami, FL	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
ENR-116010	ENR	Luis Jimenez	1975-03-10	UHC-59962-81	3503400558	8141 Meadow Ln, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116019	ENR	Deborah N Harper	1973-09-28	UHC-63588-98	3247012215	4799 River Rd, Charlotte, NC, 28291	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120935	ENR	Dorothy E Vasquez	1979-11-07	UHC-67174-45	—	7436 Apache Blvd, Plano, TX, 75023	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-141478	ENR	Paul Kniight	1963-09-22	UHC-30214-82	—	2690 Church St, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114548	ENR	Sandra Y Luna	1964-03-12	UHC-78857-62	—	9505 Oak St, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-129872	ENR	Dylan Z Perry	1956-03-25	UHC-04097-97	8559664614	1210 Canyon Rd, Mesa, AZ	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-142702	ENR	Amber Z Salazar	1995-06-04	UHC-48415-05	2105357373	5289 Jefferson Ave, Atlanta, GA, 30368	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120600	ENR	Amanda I Reed	1942-12-18	UHC-39770-46	7868161924	9502 Camelback Rd, Eden Prairie, MN, 55374	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109366	ENR	Joyce Garrett	2008-12-28	UHC-90365-28	6349210712	7709 Grand Ave, Eden Prairie, MN, 55363	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-106773	ENR	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141595	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	7049231856	9373 Spring St Apt 20, Mesa, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-122441	ENR	Thomas Foster	1999-05-26	UHC-99921-94	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-123424	ENR	Gregory O Lynch	1968-08-02	UHC-18272-61	7727890288	4885 Lincoln Way, Atlanta, GA, 30395	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135323	ENR	Michael Olson	1938-05-19	UHC-99283-82	—	995 Camelback Rd, Tucson, AZ, 85794	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-107088	ENR	Ryan Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-137372	ENR	Sue Jimenez	—	UHC-77826-79	—	4500 Meadow Ln, Charlotte, NC, 28215	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-106451	ENR	Marcus Y Payne	1962-12-06	UHC-10387-43	5854635926	8525 Main St, Austin, TX, 78749	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123903	ENR	Austin Ross	1995-01-02	UHC-53685-87	6033974657	2101 Valley View Dr, Tampa, FL, 33607	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106074	ENR	Jen P Carr	1949-11-05	UHC-46410-65	5399735898	2820 Hillcrest Rd, San Antonio, TX, 78277	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119202	ENR	Isabella Perkins	1965-05-25	UHC-41872-98	4744684845	566 Church St, Phoenix, AZ, 85099	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-112638	ENR	Isabella M Parker	1955-02-11	UHC-22975-41	3803155498	3506 Grand Ave, Glendale, AZ, 85339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138460	ENR	Mary Baker	1975-09-19	UHC-44395-57	4565386532	5840 Desert Sky Blvd, San Diego, CA, 92117	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-110186	ENR	Deborah Pyane	1953-11-09	UHC-76162-47	7892267417	3013 Grand Ave, Phoenix, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-128896	ENR	Brandon S Martin	2004-12-15	UHC-74333-50	8935675058	3900 Bayshore Dr, Charlotte, NC, 28246	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100810	ENR	Ray Guerrero	1938-04-14	UHC-76611-91	—	1035 Meadow Ln, Charlotte, NC, 28252	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120162	ENR	Arjun H Griffin	1980-09-20	UHC-29385-65	9017558398	6000 Highland Ave, San Antonio, TX, 78256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119620	ENR	Jesse P Crawford	1998-01-07	UHC-88981-84	—	8368 Elm St, Mesa, AZ, 85284	0.64	Middle initial moved out of first name Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-105756	ENR	David Garza	1938-04-06	UHC-42370-28	—	4042 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101320	ENR	Henry W Gray	1950-12-21	UHC-82608-67	5154205663	119 Park Pl, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141956	ENR	Samuel I Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114671	ENR	Becky W George	1977-02-07	UHC-12353-35	8895679413	7053 Maple Ave, Eden Prairie, MN, 55377	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129645	ENR	Sean F Mendoza	1962-11-14	UHC-68785-32	9033023098	7046 Highland Ave, Atlanta, GA, 30380	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134890	ENR	Christopher O Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109959	ENR	Helen F Smth	2001-08-18	—	—	1063 Forest Ave, Austin, TX, 78704	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134813	ENR	Mariana Valdez	1982-04-23	—	—	684 Oak St, Columbus, OH, 43207	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-117586	ENR	Lori P Singh	1973-06-04	UHC-68004-93	—	2288 Canyon Rd, Denver, CO, 80250	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111266	ENR	Ronald B Lawrence	1981-05-22	UHC-29293-43	—	3578 Central Ave Apt 6, Scottsdale, AZ, 85283	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136887	ENR	Christian Ford	1959-06-12	UHC-71264-08	—	746 Spring St, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131870	ENR	Nicholas Kelley	1975-12-01	UHC-74114-72	8367944475	6841 Main St, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101888	ENR	Amanda Marshall	1952-06-22	UHC-03865-31	9524022435	1064 Ocean Ave, Gilbert, AZ, 85283	0.64	Name re-cased SSN last four extracted City re-cased State name converted to code+2 more
ENR-101038	ENR	Sara K Phillips	2002-08-13	UHC-60451-51	—	5025 Desert Sky Blvd, Orlando, FL, 32803	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101039	ENR	Sara K Phillips	2002-08-13	UHC-60451-51	—	5025 Desert Sky Blvd, Orlando, FL, 32803	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126264	ENR	Carlos Pierce	1968-02-01	UHC-83629-71	2505343210	3529 Meadow Ln, Orlando, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more

16,916 rows, page 104 of 339Previous Next