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-59388	TPA	Larry Bradley	2001-10-13	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-53914	TPA	Brenda Murphy	1982-06-14	—	2278769205	6272 Pine Dr, Tampa, FL, 33680	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52068	TPA	Ann Cook	2002-01-18	UHC-96679-77	4052881246	6761 Park Pl, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
TPA-61616	TPA	Logan Webb	1979-06-25	—	—	8356 Jefferson Ave, Plano, TX, 75056	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50015	TPA	Kayla Chapman	1944-12-14	—	6788408311	713 Harbor Blvd, Scottsdale, AZ, 85255	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54095	TPA	Stephen Miller	2007-03-24	—	—	5983 Union St, Chandler, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60484	TPA	Arjun Austin	1960-03-04	UHC-84919-23	—	2454 Highland Ave, Tempe, AZ, 85211	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-61206	TPA	Jason Hansen	1991-12-27	—	5912543812	4417 Sage Ct Apt 33, Eden Prairie, MN, 55345	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-60807	TPA	Joseph Owens	1949-05-26	—	8519951077	7608 River Rd, Austin, TX, 78797	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63547	TPA	Dennis Delgado	1991-08-14	—	—	7235 Bayshore Dr, Fresno, CA, 93725	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59399	TPA	Rebecca F Murray	2002-09-21	—	—	6746 Lake View Rd, San Antonio, TX, 78273	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-52931	TPA	Nicole Burke	1985-04-14	—	9049854277	7663 River Rd, Orlando, FL, 32872	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-58688	TPA	Abigail Armstrong	2006-10-06	—	9635783174	9469 Apache Blvd, Dallas, TX, 75231	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63524	TPA	Mark Simpsn	1942-03-02	—	—	3103 Park Pl, Fresno, CA, 93717	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51592	TPA	Martha G Bell	1992-02-24	UHC-89637-12	—	3913 Main St, Las Vegas, NV, 89131	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58376	TPA	Daniel Grant	1940-01-14	—	—	3420 Ocean Ave, Phoenix, AZ, 85077	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59970	TPA	Ana J Riec	1967-05-27	—	3036113499	2102 Grand Ave, Chandler, AZ, 85232	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56366	TPA	Ronald Murray	1953-02-23	UHC-21726-19	—	1842 Meadow Ln, Gilbert, AZ, 85213	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
TPA-58968	TPA	Aisha Cooper	1962-03-06	—	—	7175 Broadway, Denver, CO, 80200	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-62025	TPA	Andrew Carroll	1942-04-21	—	—	8282 Baseline Rd, Tempe, AZ, 85254	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50415	TPA	Lori Dixon	1939-09-23	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX, 75003	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-53019	TPA	Maria C Hanson	1991-05-16	—	7124154265	4857 Oak St, Tampa, FL, 33644	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61755	TPA	Russell Tran	1946-10-01	—	—	8161 Valley View Dr, Mesa, AZ, 85288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53028	TPA	Jonathan Johnson	1946-02-08	—	—	2808 Broadway, Dallas, TX	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-52069	TPA	Ann R Cook	2002-01-18	—	4052881246	6761 Park Pl, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57726	TPA	Bobby T Mendez	1987-11-04	—	—	5296 Central Ave, Atlanta, GA, 30343	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59319	TPA	Camila Hunt	2001-04-21	UHC-41725-59	5577991174	2756 Union St, Tampa, FL, 33659	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62625	TPA	Gary Vargas	1949-09-07	—	—	4106 Canyon Rd, Houston, TX, 77057	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59911	TPA	Keith Foster	1973-01-10	—	8466971232	3575 Oak St, Phoenix, AZ, 85043	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53521	TPA	Richard Herrera	1984-08-28	—	—	9847 Maple Ave, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-50136	TPA	Christina O Gray	1982-06-23	—	2116183763	8282 Cedar Ln, Charlotte, NC, 28285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50927	TPA	Bradley Anderson	1976-07-24	—	4063021271	5819 Forest Ave, Las Vegas, NV, 89120	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61392	TPA	Lucia V Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64049	TPA	Julie Evans	1978-10-16	UHC-51135-08	—	847 Sage Ct, Tucson, AZ	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+2 more
TPA-60747	TPA	Peggy Taylor	1962-04-12	—	4423596196	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50166	TPA	Cristopher Pierce	1944-11-18	—	9089203343	3313 Desert Sky Blvd, Minneapolis, MN, 55405	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62964	TPA	Eric Hernadez	1979-04-17	—	6863443440	5841 Forest Ave, Los Angeles, CA, 90034	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55111	TPA	Christopher West	2008-09-19	—	7029951507	9858 Spring St, Tucson, AZ, 85745	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63950	TPA	Miller Dick	1966-07-22	—	—	1979 Hillcrest Rd, Miami, FL, 33154	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57082	TPA	Mason Morales	1941-08-10	—	—	3768 Maple Ave, San Diego, CA, 92169	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54209	TPA	Eugene Coleman	1986-01-20	—	—	9066 Ocean Ave, Austin, TX, 78748	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60070	TPA	Sean Ray	1970-02-01	—	5745452514	8684 Desert Sky Blvd, Columbus, OH, 43224	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60546	TPA	Diego Ramos	2004-03-13	—	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-63114	TPA	Steve Kelley	1976-11-11	—	6827089888	3639 Camelback Rd, Jacksonville, FL, 32283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59107	TPA	Cheryl Woods	1941-05-03	—	7933716474	3117 Union St, Plano, TX, 75005	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63514	TPA	Denise Thomas	2003-03-03	—	2108459799	983 Palm Dr, Atlanta, GA, 30301	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60357	TPA	Diane Patel	1948-10-01	—	—	8529 Mountain View Dr, Austin, TX, 78779	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63344	TPA	Karen Alexander	1975-02-26	—	5069389902	6849 Cedar Ln, Nashville, TN, 37254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59425	TPA	David Hill	1969-02-17	—	—	2886 Mountain View Dr, San Diego, CA, 92173	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63088	TPA	Heather Rodriguez	1942-02-16	—	—	460 Washington St, Mesa, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

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