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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55502	TPA	Priya Sanchez	1999-09-05	—	—	8031 Jefferson Ave, Los Angeles, CA, 90012	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-62616	TPA	Henry F Hunter	1946-09-13	—	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-57872	TPA	Waltr Dominguez	1944-11-03	—	—	7860 Palm Dr, Atlanta, GA, 30304	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50175	TPA	Madison Wright	1971-11-10	—	—	1261 Harbor Blvd, Chandler, AZ, 85264	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62718	TPA	Christina Gonzalez	1968-01-23	UHC-26758-34	—	87 Sage Ct, Jacksonville, FL, 32218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61266	TPA	Billy Green	1939-11-06	—	4646264015	1467 Sage Ct, Las Vegas, NV, 89165	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-62134	TPA	Grace Thompson	1957-11-22	—	8669846590	7788 Market St, Las Vegas, NV, 89116	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55990	TPA	Sandra Williamson	1981-10-08	—	4939425136	6358 Canyon Rd, Mesa, AZ, 85240	0.76	Name re-cased Phone 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-61644	TPA	Sandra Morrison	2004-08-01	—	3203309882	1976 Spring St, Gilbert, AZ, 85268	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50205	TPA	Hiroshi Ortega	1979-11-11	—	7748608302	188 Elm St, Austin, TX, 78799	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-62113	TPA	Priia Collins	1942-04-01	—	—	6339 Baseline Rd, Mesa, AZ, 85246	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+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-60913	TPA	Joe Thomas	1975-10-17	—	—	9108 Washington St, San Antonio, TX, 78215	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59035	TPA	Frances N Guerrero	1961-08-23	—	5133943035	3108 Pine Dr, San Diego, CA, 92123	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-50446	TPA	Bradley P Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54638	TPA	Teresa Wong	1980-10-10	—	4522791791	3782 Valley View Dr, Austin, TX, 78794	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56477	TPA	Steven George	1971-03-07	UHC-39607-73	8165342757	1231 Park Pl, Los Angeles, CA, 90067	0.76	Phone reformatted Member ID 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-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-62738	TPA	Frances Riley	1976-07-17	UHC-22768-51	2866262654	2157 Maple Ave, Nashville, TN, 37251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63240	TPA	Michelle Dean	1957-09-09	—	2662021352	615 Washington St, Denver, CO, 80248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-58060	TPA	Kenneth Sims	1999-06-16	UHC-30731-18	2473060141	392 Indian School Rd, Phoenix, AZ, 85096	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53307	TPA	Diana X Murphy	1963-09-13	—	7635285128	800 Market St, Mesa, AZ, 85260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52158	TPA	Zahary Ortega	1947-11-11	—	—	7811 Washington St, Fresno, CA, 93778	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58779	TPA	Linda X Wagner	1994-05-17	—	3179276389	3653 Pine Dr, Atlanta, GA, 30338	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52692	TPA	Zachary F Hudson	1952-12-12	—	—	3391 Jefferson Ave, Gilbert, AZ, 85288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+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

7,854 rows, page 104 of 158Previous Next