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
TPA-54879	TPA	Cynthia Capman	1998-12-22	—	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135605	ENR	Heather Austin	1994-10-27	UHC-79946-28	2465374210	4774 Harbor Blvd, Gilbert, AZ, 85244	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126274	ENR	Priya J Duncan	1990-06-08	UHC-97186-66	6076146230	2247 Bayshore Dr, Austin, TX, 78724	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-108281	ENR	Judith Jacobs	1941-10-18	UHC-48697-92	5493781961	5550 Lake View Rd, Gilbert, AZ, 85225	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110609	ENR	Joyce C Andrews	1954-12-28	UHC-46410-68	8002668415	1441 Park Pl, Tucson, AZ, 85797	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409879	CLM	Ruth Ownes	1988-01-27	UHC-38282-21	—	8039 Washington St, Houston, TX, 77015	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409878	CLM	Ruth Ownes	1988-01-27	UHC-38282-21	—	8039 Washington St, Houston, TX, 77015	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137552	ENR	Stephen Gordon	1988-03-22	UHC-82600-06	7244221938	5705 Meadow Ln, Seattle, WA, 98145	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131054	ENR	Jorddan Rice	1965-09-13	UHC-17038-94	8926828107	8671 Forest Ave, Sacramento, CA, 95866	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415403	CLM	Wayne Robinson	1981-03-08	UHC-81887-49	9208112178	5518 Grand Ave, Miami, FL, 33132	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112448	ENR	Jerry Anderson	2006-12-25	UHC-02296-66	7557009346	5218 Lake View Rd, San Antonio, TX, 78227	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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
CLM-407313	CLM	Tommy Espinoza	2002-10-08	—	8288912604	1690 Willow Ct, Nashville, TN, 37229	0.60	Name re-cased Phone 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
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
PRV-25276	PRV	Jordan Mitchell	1999-01-13	UHC-41287-90	9138838022	882 Lake View Rd, Dallas, TX, 75281	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50059	TPA	Amber O Schultz	2006-02-21	—	8469648188	1979 Washington St Apt 2, Miami, FL, 33176	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-55334	TPA	Brittany Hudson	1974-11-22	—	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25572	PRV	Theresa Austin	1996-09-22	UHC-47101-37	8906088000	8576 Canyon Rd, Mesa, AZ, 85245	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-116836	ENR	Robert B Dixon	2000-10-05	UHC-69644-63	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116255	ENR	Charlie Soto	1980-10-08	UHC-26975-03	3764246105	833 Jefferson Ave, Eden Prairie, MN, 55352	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-104216	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104217	ENR	Terry Rodriugez	1964-02-21	UHC-76538-79	3492659436	2114 Ocean Ave, Fresno, CA, 93791	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128668	ENR	Megan Evans	1970-09-20	—	3592274876	7587 Market St, Houston, TX, 77091	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403120	CLM	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403119	CLM	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.60	Name re-cased Phone reformatted Member ID 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
CLM-410274	CLM	Janice Dixon	1965-05-19	UHC-16214-14	4343139723	6092 Canyon Rd, Minneapolis, MN, 55422	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-427233	CLM	Kimbely Larson	2003-08-24	UHC-41371-87	—	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.60	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+4 more
CLM-413248	CLM	Susan P Adams	1993-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426692	CLM	Tyler Wang	1941-12-14	UHC-25081-14	—	1579 Lincoln Way, Dallas, TX, 75217	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101187	ENR	Ramos M Ryan	1957-10-11	UHC-44488-08	5743513230	5901 Apache Blvd, Mesa, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431766	CLM	Heather Carpenter	1995-04-21	UHC-25991-83	7094590704	7891 Forest Ave, San Diego, CA, 92173	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115764	ENR	Charlotte Vargas	1977-08-08	UHC-37948-31	9469432870	3912 Harbor Blvd, Minneapolis, MN, 55471	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54696	TPA	Natalie Weaver	1964-07-22	UHC-79092-37	8034351630	5692 Sunset Blvd, Minneapolis, MN, 55476	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132427	ENR	Ahmed Lewis	1992-06-19	UHC-65200-10	8107477113	2645 Forest Ave, Columbus, OH, 43209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406020	CLM	Jack Richerds	1960-01-18	UHC-96441-75	9347378156	9467 Valley View Dr, San Antonio, TX, 78229	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-129765	ENR	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141924	ENR	Bardley F Padilla	1942-06-09	UHC-70138-17	5128902942	1085 Mountain View Dr, Fresno, CA, 93758	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104796	ENR	Hiroshi Rliey	1962-01-23	UHC-80208-09	5592561161	8986 Washington St, Atlanta, GA, 30354	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417281	CLM	Ruth L Padilla	1941-05-02	UHC-57379-78	6295406102	6925 Willow Ct, Minneapolis, MN, 55489	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424553	CLM	Amber Perkins	1978-11-22	UHC-05855-16	—	5171 Elm St, Charlotte, NC, 28204	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-121029	ENR	Wayne X Robertson	1965-06-04	UHC-05398-93	2534558038	7060 Hillcrest Rd, Nashville, TN, 37202	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

16,828 rows, page 114 of 337Previous Next