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

Third-party administrator, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55913	TPA	Alan Sanchez	1966-11-25	—	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54670	TPA	Julie Spencer	2005-02-08	—	5165850640	1749 Main St, Sacramento, CA, 95897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51273	TPA	Kayla G Romero	1997-06-11	—	—	18 Central Ave, Glendale, AZ, 85309	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
TPA-50296	TPA	David Medina	2006-04-26	—	—	1177 Sage Ct, Dallas, TX, 75271	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51409	TPA	Eugene Henderson	1938-01-23	UHC-97281-64	—	3955 Church St, Sacramento, CA, 95861	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59115	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-59114	TPA	Gary Jenkins	—	—	—	5509 Palm Dr Apt 32, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+2 more
TPA-53161	TPA	Gloria Rogers	1984-03-18	UHC-45329-47	4333501480	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56023	TPA	Jacqueline Wagner	1938-01-24	UHC-77881-56	—	4420 Sage Ct Apt 33, Miami, FL	0.64	Date of birth reformatted Unit split from street City re-cased State code upper-cased+2 more
TPA-50314	TPA	Betty Simpson	1985-03-11	—	—	3543 Elm St, Plano, TX, 75010	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51454	TPA	Roger L Ryan	1975-08-28	UHC-35596-61	—	5731 Ridge Rd # 723, Minneapolis, MN, 55463	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61816	TPA	Roger Nguyen	1946-11-14	—	9607734942	4808 Highland Ave, Glendale, AZ, 85381	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52739	TPA	Donna G Mitcell	1947-08-01	UHC-84277-54	—	1369 Canyon Rd, Gilbert, AZ, 85290	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62767	TPA	Barbara Weber	1948-01-25	—	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52600	TPA	Emily Perez	1997-04-28	—	4075598766	74 Jefferson Ave, Columbus, OH, 43244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61433	TPA	Bryan Dominguez	1939-12-26	—	9708544869	2269 Sage Ct, Minneapolis, MN, 55442	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53040	TPA	Melissa C Salazar	1994-04-25	—	—	8316 Apache Blvd, Sacramento, CA, 95885	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-50664	TPA	Ralph F Gonzalez	1994-03-16	—	7308811916	7003 Jefferson Ave, Las Vegas, NV, 89189	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53592	TPA	Bruce W Sanchez	1938-09-19	—	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51974	TPA	Lawrence Ferguson	1995-02-09	—	—	8245 Canyon Rd, Dallas, TX, 75289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51814	TPA	Harold Berry	1971-02-16	—	—	8670 River Rd, Sacramento, CA, 95829	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53965	TPA	Ashley Williams	1985-01-03	—	—	9230 Central Ave, Orlando, FL, 32894	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54657	TPA	Campbell Keith	1962-05-19	—	4843988297	5441 Meadow Ln, Nashville, TN, 37234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59480	TPA	Beverly Taylor	1952-11-03	UHC-23926-10	—	294 Market St, Fresno, CA, 93790	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58276	TPA	Dieggo Franklin	1984-03-24	—	—	8107 Jefferson Ave, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52207	TPA	Anna Martin	1966-05-02	UHC-56138-06	—	766 Park Pl, Chandler, AZ, 85261	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61692	TPA	Rebecca Dixon	1938-04-13	—	—	8865 Maple Ave, Eden Prairie, MN, 55387	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63471	TPA	Omar Espinoza	2006-08-05	—	—	9085 Baseline Rd, Chandler, AZ, 85253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59594	TPA	Martha Morgan	1992-06-22	—	—	9387 Elm St, Denver, CO, 80249	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50137	TPA	Philip N Le	1980-02-05	—	4016238117	6056 Union St, San Diego, CA, 92112	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-53117	TPA	Christian Yang	1945-08-01	—	—	8005 Willow Ct, Austin, TX, 78785	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58715	TPA	Olivia Fuller	2000-11-15	UHC-49543-71	5937264366	3435 Ridge Rd, Plano, TX, 75079	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61631	TPA	Brittany Walsh	1984-05-09	UHC-72666-02	—	6263 Forest Ave, Denver, CO, 80220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59377	TPA	Paul Payne	1949-06-04	—	3815352733	1440 Mesa Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53820	TPA	Judith I Black	1993-05-25	—	—	198 Ridge Rd, Seattle, WA, 98182	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
TPA-59362	TPA	Helen Guerrero	1991-08-23	—	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53151	TPA	Ralph Perry	1979-12-08	UHC-71340-83	—	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62580	TPA	Andrew Armstrong	1987-05-17	—	—	7138 Main St, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62446	TPA	Gerald Garza	1945-04-09	—	—	3829 Main St, Denver, CO, 80234	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
TPA-51431	TPA	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-58465	TPA	Simpson Tyler	1958-12-13	—	—	8568 Cedar Ln, Denver, CO, 80272	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58621	TPA	Rcahel Wagner	1967-02-28	—	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51438	TPA	Matthew Howell	1973-06-12	UHC-16485-71	—	8776 Maple Ave, Chandler, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56989	TPA	Nathan Estrada	1946-10-02	UHC-05405-17	5078249746	5744 Washington St, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63612	TPA	Lawrence Silva	1974-07-17	—	2083487666	5164 Canyon Rd, Fresno, CA, 93726	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50557	TPA	Frank Park	1940-10-09	—	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53135	TPA	Brandon Yang	2002-08-16	—	5734770055	6100 Main St, Nashville, TN, 37233	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54960	TPA	Christopher T Reed	1952-11-16	—	—	1263 Desert Sky Blvd, Tampa, FL, 33642	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58200	TPA	Charles Armstrong	1998-09-13	—	—	1851 Maple Ave, Seattle, WA, 98184	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59572	TPA	Betty Jimenez	1979-11-25	—	—	5854 Lake View Rd, Atlanta, GA, 30378	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

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