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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123156	ENR	Christina T Lopez	1977-11-24	UHC-93022-02	4587333626	8112 Maple Ave, Mesa, AZ, 85290	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-135355	ENR	Maria Obrien	1962-09-02	UHC-45605-61	4179623581	432 Elm St, Miami, FL, 33149	0.78	Name split from “Last, First”Name re-cased Phone reformatted Member ID reformatted+1 more
ENR-108362	ENR	Helen Warren	1992-12-26	UHC-46711-11	2987698227	9044 Valley View Dr, Scottsdale, AZ, 85222	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-102370	ENR	Brian Munoz	1976-10-19	UHC-20932-66	6725070916	2640 Hillcrest Rd, Jacksonville, FL, 32257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-139318	ENR	Martha G Hunter	1960-05-25	UHC-01122-45	2027052652	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-142247	ENR	Logan J Marshall	1939-04-21	UHC-13279-34	5397048856	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-102806	ENR	Edward D Dixon	1955-10-09	UHC-73167-56	9079863923	2744 River Rd, Glendale, AZ, 85365	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-121910	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-102373	ENR	Jonathan Rivera	1992-08-01	UHC-64480-79	3459145090	728 Central Ave, Chandler, AZ, 85268	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Email lower-cased+1 more
ENR-124323	ENR	Ana A Ward	1990-10-10	UHC-01651-17	6384259388	5438 Church St, San Antonio, TX, 78216	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-106274	ENR	Gabriel Q Lynch	1961-04-25	UHC-26228-68	9819997735	9093 Valley View Dr, Sacramento, CA, 95841	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-124529	ENR	Emily Wilson	1961-02-26	UHC-49998-61	6426001848	3781 Lincoln Way, Charlotte, NC, 28254	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-121534	ENR	Denise E Hamilton	1988-06-25	UHC-25159-90	7014016989	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-118498	ENR	Yuki Lawson	1979-12-18	UHC-45792-55	3674439844	1848 Camelback Rd, Minneapolis, MN, 55427	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-141551	ENR	Karen Y Duncan	1956-07-14	UHC-54582-64	7963624652	23 Lincoln Way, Gilbert, AZ, 85264	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-108670	ENR	Pamela Lawrence	2001-03-23	UHC-46185-69	7278615849	648 Washington St, Eden Prairie, MN, 55309	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-127646	ENR	Samuel B Bennett	1946-07-10	UHC-99610-72	3557702800	4248 Lincoln Way, Fresno, CA, 93754	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-107742	ENR	Madyson Gay	1978-01-25	UHC-81442-53	2839797952	6503 Maple Ave, San Antonio, TX, 78238	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-133288	ENR	Sarah Bailey	1971-09-27	UHC-07917-53	7457121533	5551 Washington St, Dallas, TX, 75228	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-111512	ENR	Samuel S Watkins	1979-04-28	UHC-70023-86	5415224612	1983 Highland Ave, Sacramento, CA, 95867	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-132523	ENR	Aishha D Moore	1996-11-07	UHC-61480-16	7848269253	7689 Apache Blvd, Las Vegas, NV, 89140	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-129677	ENR	Lori V Li	2000-05-16	UHC-86987-56	2137529288	7785 Ocean Ave, San Diego, CA, 92124	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
ENR-117598	ENR	Bobby Milller	1995-01-10	UHC-03506-53	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-108826	ENR	Christian Morrison	1969-06-28	UHC-39410-53	5332752929	7318 Mesa Dr, Tempe, AZ, 85234	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-137567	ENR	Ethan Chavez	1951-07-01	—	—	2576 Central Ave, Tempe, AZ, 85272	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-133338	ENR	Nathan R Clark	1941-01-15	UHC-81651-12	2929846918	387 Jefferson Ave, Chandler, AZ, 85217	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-117144	ENR	Maria Owens	1962-11-07	UHC-11319-80	9284739575	951 Pine Dr, Orlando, FL, 32842	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-104574	ENR	Danelle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL, 33627	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-131907	ENR	Adam Contreras	1964-09-08	UHC-57383-50	8906699925	5403 Broadway, Tampa, FL, 33659	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-139940	ENR	James Watkins	1968-03-23	UHC-33571-64	8895793837	5967 Willow Ct, Eden Prairie, MN, 55329	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-140416	ENR	Kennedy Keith	1992-06-12	UHC-27597-78	8783427240	2080 Mountain View Dr, Tempe, AZ, 85252	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-131330	ENR	Nicholas D Martin	1999-10-26	UHC-37556-62	3462622258	8440 Broadway, Tucson, AZ, 85783	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-137534	ENR	Dylan Jensen	1967-11-24	UHC-19747-59	5937192670	9643 Mountain View Dr, Glendale, AZ, 85311	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-127215	ENR	Carolyn M Wheeler	1975-07-12	UHC-66472-11	5166132235	4004 Lincoln Way, Dallas, TX, 75263	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-105375	ENR	Emily X Jenkins	2001-03-17	UHC-79681-97	8436494979	7216 Canyon Rd, Austin, TX, 78700	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-130740	ENR	Jesse Thompson	1963-09-17	UHC-41852-91	2874705157	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-104801	ENR	Hannah A Little	1979-02-09	UHC-08897-80	2198387355	9146 Lake View Rd, Seattle, WA, 98175	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-127056	ENR	Dorothy Fowler	1990-02-06	UHC-10722-65	5363592077	2653 Lincoln Way, Phoenix, AZ, 85079	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-112215	ENR	Doris Jackson	1992-09-03	UHC-02898-44	8143022671	6227 Desert Sky Blvd, Las Vegas, NV, 89148	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-115755	ENR	Sean P Morris	1981-12-19	UHC-34916-58	—	3635 Canyon Rd, Atlanta, GA, 30349	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-101711	ENR	Adam Sanders	1998-12-16	UHC-10599-86	9013968821	8671 Valley View Dr, Fresno, CA, 93713	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-126183	ENR	Bryan G Banks	1985-07-06	UHC-29398-59	4117616199	1805 Palm Dr, Phoenix, AZ, 85090	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-108666	ENR	Jacob S Coleman	1963-06-15	UHC-92202-30	3637787263	1605 Broadway, Fresno, CA, 93786	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased
ENR-106088	ENR	Steven Simmons	1963-06-11	UHC-96815-08	4959485679	6837 Elm St, Las Vegas, NV, 89122	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-108854	ENR	Evelyn D Soto	1987-11-24	UHC-05804-38	5368776699	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-103862	ENR	Kevin K Henderson	1962-05-24	UHC-22125-14	5044439757	3850 Ocean Ave, Los Angeles, CA, 90057	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-141800	ENR	Jeremy Carroll	1981-07-04	UHC-32516-38	3463307896	9384 Church St, Las Vegas, NV, 89118	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-131067	ENR	Sarah Torres	1984-06-01	UHC-53323-39	3167161936	6112 Valley View Dr, Scottsdale, AZ, 85248	0.80	Name split from “Last, First”Member ID reformatted Email lower-cased Whitespace trimmed
ENR-107962	ENR	Barbara P Black	1963-04-19	UHC-91522-50	6056582920	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-136619	ENR	Kevin T Guerrero	1956-03-23	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA, 93783	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

4,309 rows, page 74 of 87Previous Next