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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102913	ENR	Mason T Schultz	1998-04-10	UHC-99478-24	—	9216 River Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-100042	ENR	Omar F Williams	1994-03-17	UHC-48669-35	7577838343	6733 Grand Ave, Miami, FL, 33178	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-108439	ENR	Alice Spencer	1942-06-18	UHC-10903-66	2532508988	6231 Bayshore Dr, Houston, TX, 77026	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142123	ENR	Jacob Garcia	1988-02-20	UHC-83504-38	3356271115	4780 Meadow Ln, Seattle, WA, 98126	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130193	ENR	—Junk	2004-06-17	UHC-98575-87	4723074932	7028 River Rd, Sacramento, CA, 95826	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113136	ENR	Lawrence Jackkson	1941-01-05	UHC-17019-82	6357936197	2392 Lincoln Way, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-127367	ENR	Logan I Ruiz	2006-12-13	UHC-90013-58	4733805948	7672 Main St, Eden Prairie, MN, 55339	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137354	ENR	Jack V Castro	1990-05-26	UHC-62887-60	4642474919	2221 Mesa Dr, Nashville, TN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119585	ENR	Virginia O Griffin	1959-12-09	UHC-40983-79	3854270634	9324 Oak St, Tempe, AZ, 85244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127329	ENR	Pamela Brown	2003-11-10	UHC-00296-23	6977895461	6660 Maple Ave, Orlando, FL, 32806	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113364	ENR	Evelyn Campbell	1999-05-21	UHC-88927-95	3747667952	8276 Spring St, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121347	ENR	Barbara W Harris	1995-02-21	UHC-90213-48	2605834906	5369 Bayshore Dr, Gilbert, AZ, 85294	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136853	ENR	Stephen K Padilla	1989-03-27	UHC-13351-48	8665651864	212 Church St, Jacksonville, FL, 32236	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110847	ENR	Diane Harper	2004-01-20	UHC-66799-46	9489392456	1196 Mountain View Dr, Columbus, OH, 43239	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104119	ENR	Carolyn F Roberts	1974-02-03	UHC-06363-32	6006767200	707 Mesa Dr, Plano, TX, 75027	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136567	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136566	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116035	ENR	Jacqueline B Harris	1953-12-04	UHC-77985-66	—	7116 Spring St, Gilbert, AZ, 85284	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120433	ENR	Maria J Vazquez	1954-10-10	UHC-60301-52	2385506675	891 Canyon Rd Apt 19, Los Angeles, CA, 90042	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-104389	ENR	Roy W Vazquez	1941-01-06	UHC-90646-48	7356233476	6604 Central Ave, Austin, TX	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-136112	ENR	Douglas Ortega	1991-01-22	UHC-67942-79	2092315147	3035 Baseline Rd, Charlotte, NC, 28267	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-108056	ENR	Scott Carr	2007-12-05	UHC-10295-36	4672167984	8349 Highland Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-140460	ENR	Brittany Henderson	—	UHC-13878-53	5744364696	8332 Union St, Dallas, TX, 75214	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107950	ENR	Gerald V Santos	1975-06-28	UHC-52170-31	7308826264	3172 Bayshore Dr, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121448	ENR	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132988	ENR	Chheryl F Mejia	1962-12-05	UHC-16412-41	—	3470 Sage Ct, Dallas, TX, 75236	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136756	ENR	Ben Q Simmons	1971-06-14	UHC-86087-23	6653691551	8450 Camelback Rd, Gilbert, AZ, 85224	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107551	ENR	Rebcca Burton	1945-09-24	UHC-76564-15	2059014534	4816 Central Ave, Orlando, FL, 32873	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
ENR-140640	ENR	Charles T Ford	1947-03-25	—	—	8772 Maple Ave Apt 18, Tucson, AZ, 85725	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135098	ENR	Brittany S Patterson	1948-01-06	UHC-73847-70	6738581097	9509 Forest Ave, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122130	ENR	Susan A Herrera	1977-09-13	UHC-51841-46	9422196219	6558 Park Pl, Austin, TX, 78751	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119447	ENR	Eugene Fowler	1938-11-03	UHC-40729-20	7253341434	5011 Desert Sky Blvd, Phoenix, AZ, 85090	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-123619	ENR	Ann R Long	1953-05-23	UHC-06317-61	8017191931	2571 Camelback Rd, Houston, TX, 77034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102164	ENR	Diego A Burke	1986-10-17	UHC-70227-52	5053724641	5901 Baseline Rd, Tempe, AZ, 85291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125127	ENR	Carl S Hall	1916-07-07	UHC-05485-85	4027821671	6450 Elm St, Minneapolis, MN	0.62	Name re-cased Phone reformatted SSN last four extracted ZIP missing+3 more
ENR-140841	ENR	Kathryn Garza	1951-12-02	UHC-35299-16	7002835404	3592 Park Pl, Chandler, AZ, 85209	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102280	ENR	Bradley U Rice	1975-02-21	UHC-56784-20	3478986423	5761 Meadow Ln, Tempe, AZ, 85277	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137640	ENR	Lucia M Ris	1939-04-02	UHC-92720-51	5095694502	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118052	ENR	Alexander V Williamson	1968-05-24	UHC-52859-50	7166095209	5393 Ridge Rd, Las Vegas, NV, 89146	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111600	ENR	Linda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
ENR-104606	ENR	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108300	ENR	Brittany L Powell	1938-04-25	UHC-49296-63	4054126761	6672 Elm St, Dallas, TX, 75292	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110004	ENR	Jose Gonzales	1948-08-10	UHC-64318-32	9789786986	8528 Camelback Rd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110331	ENR	Raymnd S Delgado	1975-12-28	UHC-13862-33	4438305646	873 Mountain View Dr, Jacksonville, FL, 32230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118211	ENR	Adam Welch	1959-06-12	UHC-45041-79	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-100147	ENR	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140773	ENR	Robert Flores	1950-01-28	UHC-72032-58	5035287393	796 Mesa Dr, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134885	ENR	Patricia S Owens	1950-08-04	UHC-87048-14	6174440320	3078 Ocean Ave, Nashville, TN, 37201	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124534	ENR	Annna Y Luna	2001-08-13	UHC-47812-78	8599159442	964 Apache Blvd, Las Vegas, NV, 89108	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-121909	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

8,934 rows, page 46 of 179Previous Next