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
ENR-128813	ENR	Camila I Bishop	2004-09-16	UHC-97812-75	8848859691	8817 Willow Ct, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402857	CLM	Omar Vazquez	1953-09-15	UHC-33790-46	—	753 Camelback Rd, Tucson, AZ, 85752	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138708	ENR	Payne Wayne	1975-03-16	UHC-38229-70	2405843306	4120 River Rd, Jacksonville, FL, 32230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111474	ENR	Emily Y Martin	2000-10-02	UHC-21382-50	6297192327	7853 Valley View Dr, Tucson, AZ, 85746	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407201	CLM	Ralph E Perry	1979-12-08	—	6229461851	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-55929	TPA	Noah Moreno	1950-01-19	—	6237746058	2347 Bayshore Dr, Charlotte, NC, 28283	0.64	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised+2 more
TPA-50397	TPA	Juile Webb	1951-02-14	—	—	3557 Palm Dr, Eden Prairie, MN, 55331	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138046	ENR	Kayla Mitchell	1985-01-11	UHC-33941-54	9583016221	5324 Desert Sky Blvd, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103645	ENR	Maria H Clark	1994-08-10	UHC-79357-13	4867624492	6838 Central Ave, Tempe, AZ, 85268	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-425979	CLM	Mark Padilla	1968-04-28	UHC-93890-43	9835627883	7838 Harbor Blvd, Fresno, CA, 93748	0.64	Phone reformatted State name converted to code Email lower-cased Gender normalised+2 more
ENR-129924	ENR	Ramos P Hannah	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd, Dallas, TX, 75207	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425635	CLM	Joyce Williams	1955-08-15	UHC-83998-13	4099440757	7046 Oak St, Dallas, TX, 75243	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426083	CLM	Douglas R Woods	1940-01-07	UHC-42719-19	3723233546	2430 Elm St, Columbus, OH, 43293	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-106258	ENR	John T Vargas	2005-10-08	UHC-19817-94	—	2856 Baseline Rd, Plano, TX, 75000	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116954	ENR	Wei R Torres	1979-05-09	UHC-56088-15	6752806109	983 Desert Sky Blvd, Miami, FL, 33180	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-128866	ENR	Alex E Snyder	1992-07-21	UHC-73516-09	3486850678	9767 Union St, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141823	ENR	Doris H Espinoza	1965-01-18	UHC-94052-91	7234821211	5805 Meadow Ln, Scottsdale, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117811	ENR	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59656	TPA	Carol Webb	1993-12-23	—	4518603749	2396 Washington St, Chandler, AZ, 85235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51665	TPA	Cheryl Q Contreras	1986-08-24	—	6783404244	9492 River Rd, Houston, TX, 77096	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130235	ENR	Adam D Boyd	1953-08-23	UHC-70010-26	8982668218	6921 River Rd, Eden Prairie, MN, 55349	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141398	ENR	Samantha Cook	1946-05-07	UHC-28805-55	7297800928	3442 Hillcrest Rd, Denver, CO, 80218	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61177	TPA	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-406198	CLM	Christine Murray	2002-03-11	—	4796531114	3663 Oak St, Tempe, AZ, 85202	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103361	ENR	Luis P Vega	1939-07-28	UHC-18828-56	—	2560 Ocean Ave, Minneapolis, MN, 55458	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400311	CLM	Kenneth Flores	1991-11-17	UHC-45261-61	8689873126	456 Meadow Ln, Glendale, AZ, 85337	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-141211	ENR	Philip D Greene	1981-10-01	UHC-72670-36	4058635603	2179 Sunset Blvd, San Antonio, TX, 78236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429455	CLM	Jose J Yang	1996-12-24	UHC-79343-17	6139254564	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-63077	TPA	Charlotte Brown	1943-09-16	—	8034178320	7125 Central Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105456	ENR	Christina E Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139394	ENR	Ruth N Chen	1955-09-20	UHC-79105-63	5522583699	3335 Camelback Rd, Sacramento, CA, 95874	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403381	CLM	Debra Green	2003-11-26	UHC-24356-58	7233930279	4701 Washington St, Chandler, AZ, 85205	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-20668	PRV	Hiroshi Banks	1989-07-07	—	—	3319 Ocean Ave, Las Vegas, NV, 89119	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-102157	ENR	Fatima Taylor	1979-11-28	UHC-67995-68	5398760532	9519 Desert Sky Blvd, San Antonio, TX, 78283	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402346	CLM	Joan Vargas	1975-09-14	UHC-56474-61	—	5951 Maple Ave, Seattle, WA, 98175	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429283	CLM	Brittany J Richardson	1952-12-02	UHC-80551-30	—	4734 Baseline Rd, Plano, TX, 75079	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113358	ENR	Victoria X White	1948-06-23	UHC-30480-57	2236150248	7135 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-139981	ENR	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX, 78712	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402652	CLM	Rice Brandon	1986-03-14	UHC-75050-61	5098666317	9531 Mountain View Dr, Fresno, CA, 93773	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-425078	CLM	Joseph Day	1968-04-14	UHC-62916-46	5583799198	8532 Palm Dr, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-22788	PRV	Angela Q Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-102353	ENR	Susan Q Contreras	1944-06-18	UHC-75987-03	6519702250	2840 Grand Ave, San Diego, CA, 92177	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-51519	TPA	Joshua Murphy	1958-12-18	—	—	5303 Baseline Rd, Chandler, AZ, 85280	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422915	CLM	Maria D Reynolds	1984-04-07	UHC-36945-54	5475445772	6424 Lake View Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-400503	CLM	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55984	TPA	Justin Gilbert	1979-10-17	UHC-98842-28	—	5876 Indian School Rd, Mesa, AZ, 85232	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414143	CLM	Dennis Contreras	1998-08-27	UHC-23357-72	—	1344 Mountain View Dr, Orlando, FL, 32830	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404009	CLM	Virginia B Singh	1957-04-27	UHC-78289-57	7104572779	1609 Valley View Dr, Charlotte, NC, 28268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142117	ENR	Margaret Gomez	1987-01-16	UHC-02887-18	4054648648	4366 Valley View Dr, Los Angeles, CA, 90018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108361	ENR	Carlos T Austin	1990-08-02	UHC-10686-47	7497621933	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 173 of 337Previous Next