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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134964	ENR	Mason A Reid	1994-02-25	UHC-94678-82	8328805841	4264 Palm Dr # 906, Seattle, WA, 98165	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-403988	CLM	Cynthia Burton	1960-07-26	UHC-26454-12	5116006211	7275 Apache Blvd, Charlotte, NC, 28216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117526	ENR	Brandon X Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St, Seattle, WA, 98127	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121647	ENR	Olivia Maldonado	1959-04-02	UHC-73748-47	8716659768	3376 Washington St, Gilbert, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117447	ENR	Steven Carter	1959-02-25	UHC-12003-54	7832495872	4229 Apache Blvd # 743, Columbus, OH, 43211	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-110634	ENR	Mary Hunter	1948-03-07	UHC-79113-04	7572556514	9548 Palm Dr, Plano, TX, 75001	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137237	ENR	Victoria T Evans	1962-08-16	UHC-91282-09	4574529704	5865 Palm Dr, Tempe, AZ, 85230	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23786	PRV	William X Rodriguez	1968-09-04	—	2233375882	5466 Church St, Gilbert, AZ, 85239	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118547	ENR	Ethan E Mills	1938-07-25	UHC-93643-96	4245738596	6811 Park Pl, Plano, TX, 75081	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103621	ENR	Brandon Y Obrrien	1985-10-23	UHC-52239-76	8319827605	2492 Forest Ave, Las Vegas, NV, 89131	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-128675	ENR	Brittany P Fuller	1939-10-04	UHC-65472-14	7165006523	8574 Market St, San Antonio, TX, 78246	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424265	CLM	Watkins Frances	1946-10-08	UHC-87981-39	—	983 Highland Ave, Orlando, FL, 32864	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
ENR-107160	ENR	Emma S Lopez	1940-08-10	UHC-18654-27	2364020917	9378 Union St, Nashville, TN	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405258	CLM	Frak Padilla	1964-02-14	UHC-18739-54	—	3588 River Rd, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-404973	CLM	Aaron Mendez	2006-05-23	—	3994284583	4835 Main St, Orlando, FL, 32867	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104064	ENR	Stevens Amber	1992-09-18	UHC-79182-12	7656264037	3816 Mesa Dr, Charlotte, NC, 28233	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24822	PRV	Edward K Cox	1978-07-11	—	4298913946	8251 Sage Ct, Houston, TX, 77023	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107752	ENR	Nicole Perry	1988-11-01	UHC-68070-74	4757105879	2531 Sunset Blvd, Glendale, AZ, 85305	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28345	PRV	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	4612 Park Pl, Miami, FL, 33164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408338	CLM	Gary West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408893	CLM	Jean Carr	1969-06-27	—	—	901 Central Ave, Los Angeles, CA, 90095	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-119958	ENR	Amber R Burke	1994-03-09	UHC-16041-55	—	8073 Sunset Blvd, Austin, TX, 78758	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54123	TPA	Justin Russell	1972-06-26	—	—	2618 Church St, Nashville, TN, 37221	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-133517	ENR	Peter G Fox	2000-02-11	UHC-43855-32	3789476021	5462 Forest Ave, Houston, TX, 77083	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-23166	PRV	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55836	TPA	Katherine Gomez	2007-07-28	—	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102300	ENR	Joan O Larson	1998-08-21	UHC-90608-23	2823842901	605 Oak St, Tampa, FL, 33666	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431646	CLM	Brandon S Flores	2001-04-20	UHC-22774-26	2988795108	9616 Apache Blvd Apt 1, Mesa, AZ, 85232	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-22365	PRV	Angela E Saazar	2001-02-03	UHC-20499-93	6846723646	9038 Lincoln Way, Atlanta, GA, 30362	0.60	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-408389	CLM	Karen Wells	1989-06-21	UHC-15913-51	—	3908 Sunset Blvd, Nashville, TN	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-106189	ENR	Amy Fuller	1982-08-24	UHC-70500-62	7492760762	6125 Pine Dr, Tucson, AZ, 85746	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429759	CLM	Ana N Sendoval	1951-01-11	UHC-55976-50	9547799028	3345 Sunset Blvd, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-63944	TPA	Helen Davis	1942-02-26	—	—	9545 Apache Blvd, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139648	ENR	Jonathan Y Singh	1983-09-11	UHC-90837-11	5358152918	8741 Baseline Rd, Charlotte, NC, 28259	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-123377	ENR	Steve M Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St # 111, San Diego, CA, 92192	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-112331	ENR	Douglas G Cooper	1977-09-17	UHC-28409-19	8447769461	7523 Oak St, Nashville, TN	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115738	ENR	Elijah M Ortega	1950-01-09	UHC-94724-95	4765924986	4503 Oak St, Phoenix, AZ, 85045	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103212	ENR	Stephen Perkins	1944-11-02	UHC-79590-67	2148262899	6701 Valley View Dr, San Antonio, TX, 78241	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-56484	TPA	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-111309	ENR	Ahmed Peters	1946-01-14	UHC-83992-23	7319567631	9559 Spring St, Seattle, WA, 98172	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109270	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109269	ENR	Mark K Fisher	1990-05-05	—	—	585 Spring St Apt 24, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-54514	TPA	Donna Hoffman	—	—	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-100485	ENR	Munoz Elizabeth	1982-02-13	UHC-40216-61	—	4165 Willow Ct, Columbus, OH, 43235	0.60	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-401812	CLM	Jacqueline Willsi	2003-09-05	UHC-69078-97	8716036630	5661 Sage Ct, San Diego, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130134	ENR	Kimberly P Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137933	ENR	Victoria Nunze	1991-02-24	UHC-10473-09	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103359	ENR	Catherine Mendez	1966-11-23	UHC-56577-77	2997021880	125 Church St, San Diego, CA, 92135	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-129929	ENR	Randy Stewart	1955-03-05	UHC-05456-20	—	8689 Grand Ave, San Diego, CA, 92137	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-26241	PRV	HelenJunk	1991-05-18	UHC-00390-60	6782075902	5356 Oak St, Dallas, TX, 75217	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 62 of 357Previous Next