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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405490	CLM	Jacob Rivera	2005-08-21	UHC-66815-32	4562957222	5445 Union St, Columbus, OH, 43255	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-129756	ENR	Susan R Schmidt	1949-12-17	UHC-94571-79	9045340791	6027 Church St, Chandler, AZ, 85221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106002	ENR	Richard B Webb	1970-08-17	UHC-90379-15	2164810000	5939 Highland Ave, Austin, TX, 78706	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-134820	ENR	Dennis N Vazquez	1952-06-21	UHC-71319-79	3989061745	4307 Maple Ave, Miami, FL, 33181	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105445	ENR	Larry Franklin	1973-09-04	UHC-64798-78	4168405275	6127 Harbor Blvd, San Antonio, TX, 78201	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421117	CLM	Jessica Schmidt	1999-11-07	UHC-33321-26	7513869572	1851 River Rd, Houston, TX, 77083	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-137076	ENR	Harold E Wood	1991-04-19	UHC-31679-43	4492035714	9393 Oak St, San Diego, CA, 92167	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24776	PRV	Lori S George	1947-08-05	UHC-37487-27	5437123950	6812 Broadway, Tempe, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-405434	CLM	Benjamin Olson	2003-05-25	UHC-22547-34	—	7725 Palm Dr, Las Vegas, NV, 89195	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
ENR-142955	ENR	Jordan Payne	2000-04-02	UHC-53942-34	—	8673 Camelback Rd, Denver, CO, 80217	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54801	TPA	Sofia Li	2003-01-08	—	—	303 Palm Dr, Sacramento, CA, 95850	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412349	CLM	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-111698	ENR	Angela Guzman	1958-01-27	UHC-35394-38	8578799408	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-118245	ENR	Joyce F Reyes	2008-12-04	UHC-28639-46	5382203546	1156 Broadway, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-118437	ENR	Brian N Robertson	1969-10-18	UHC-07917-24	5786063592	708 Maple Ave, San Diego, CA, 92196	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420699	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	4732970994	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-115036	ENR	Joe N Torres	1985-05-16	UHC-61111-61	3736327454	7285 Indian School Rd, Tucson, AZ, 85743	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21914	PRV	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-409119	CLM	Joe Freeman	2007-11-17	—	—	7788 Meadow Ln, Miami, FL, 33128	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-113153	ENR	Tyler Sullivan	1992-07-06	UHC-70041-90	9603215648	1500 Meadow Ln, Miami, FL, 33115	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109612	ENR	Dylan Bennett	2007-07-02	UHC-79922-03	2649023335	1538 Grand Ave, Sacramento, CA, 95859	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418787	CLM	Larry Green	1958-08-24	UHC-67519-46	—	7068 Lake View Rd, Orlando, FL, 32830	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-123465	ENR	Walter Simpson	1969-08-24	UHC-67262-83	—	1892 Pine Dr, Tempe, AZ, 85267	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418677	CLM	Yuki H Hanson	—	UHC-02203-04	—	6392 Bayshore Dr, Fresno, CA, 93749	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-428977	CLM	Deborah Ortega	1966-09-17	UHC-05686-65	5073373848	5164 Lincoln Way, Atlanta, GA, 30370	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-423518	CLM	Joan Woods	1963-12-01	—	4032093602	9615 Central Ave, Dallas, TX, 75284	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117075	ENR	Mateo E Barnes	1954-02-13	UHC-54709-71	7598498133	7827 Hillcrest Rd, Atlanta, GA, 30335	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142602	ENR	Patricia Richards	1965-06-27	UHC-53338-88	8175337623	2662 Main St, Chandler, AZ, 85211	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55696	TPA	Cheryl Gonzales	1958-02-01	—	—	7206 Market St, Mesa, AZ, 85274	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-431965	CLM	Eric H Young	1949-09-14	—	3852300313	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-123069	ENR	Debra X Armstrong	1947-10-12	UHC-39020-80	9324917154	3701 Canyon Rd, Scottsdale, AZ, 85209	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-125534	ENR	Shirley Gutierrez	1958-08-13	UHC-95109-52	3608963553	2473 Willow Ct, San Antonio, TX, 78276	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418536	CLM	Russell Brown	1941-07-27	UHC-59359-98	—	654 Forest Ave, Orlando, FL, 32804	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404426	CLM	Christina Castro	1973-09-16	UHC-59692-44	8037465226	1514 Church St, Jacksonville, FL, 32245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60250	TPA	Adam Wood	1941-01-05	UHC-86873-43	—	8490 Highland Ave, Charlotte, NC, 28251	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59267	TPA	Lori Johnston	1998-12-05	—	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-141693	ENR	Christina J Howard	1963-02-13	UHC-84989-54	5384528826	8646 Forest Ave, Tampa, FL, 33684	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-102255	ENR	Mitchell Jessica	1962-04-20	UHC-53125-10	5653138278	7665 Main St, Mesa, AZ, 85263	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132792	ENR	Wei B Rodriguez	1944-09-20	UHC-29509-85	9508259985	8123 Mountain View Dr, Tempe, AZ, 85254	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419839	CLM	Nicole L Welch	1975-05-01	UHC-08156-10	2713853904	8107 Washington St, San Diego, CA, 92107	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-131366	ENR	Dorothy Gordon	1964-12-25	UHC-20959-68	3735725182	2761 River Rd, Jacksonville, FL, 32227	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126829	ENR	Charles U Fowelr	2006-05-02	UHC-37024-92	6576268161	4648 Church St, Tampa, FL, 33657	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-29232	PRV	Samantha R Thompson	1941-01-01	—	4139936843	2218 Indian School Rd, Austin, TX, 78713	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-131986	ENR	Christine I Hunt	1990-01-18	UHC-64394-43	7978293653	81 Palm Dr, Houston, TX, 77053	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402500	CLM	Keith Mills	1940-08-12	UHC-71507-37	—	3588 Canyon Rd, Plano, TX, 75006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405539	CLM	Jesse Tucker	1983-05-04	—	—	4341 Church St, Glendale, AZ, 85315	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
CLM-412991	CLM	Jason Lopez	1994-12-09	UHC-54594-32	—	5705 Desert Sky Blvd, Minneapolis, MN, 55459	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119640	ENR	Ann E Adams	1983-01-10	UHC-99901-62	5615062737	5537 Camelback Rd, Sacramento, CA, 95832	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429735	CLM	Jose Lynch	1976-07-03	UHC-32183-59	3305012955	1938 Harbor Blvd, Glendale, AZ, 85330	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117901	ENR	Yuki Moreon	1965-09-11	UHC-18359-83	—	851 Market St, Plano, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more

16,828 rows, page 208 of 337Previous Next