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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57384	TPA	Samuel Montgomery	1946-10-24	—	—	1004 Pine Dr, Sacramento, CA, 95879	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-51334	TPA	Nicholas Carter	1938-12-23	—	—	8213 Apache Blvd, Orlando, FL, 32843	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59297	TPA	Maria Fields	2001-09-12	—	8792688239	8076 Highland Ave, Seattle, WA, 98195	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-62182	TPA	Donald Adams	1946-11-07	—	—	9804 Sunset Blvd, Plano, TX, 75003	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-62760	TPA	Susan I Fields	1959-01-25	UHC-67312-24	—	8220 Grand Ave, Atlanta, GA	0.78	City re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-60933	TPA	Charles Reid	1969-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55149	TPA	Valentina L Burke	1940-09-27	—	—	5368 Elm St, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
TPA-62238	TPA	Peter Y West	1975-01-06	UHC-81086-81	—	9360 Elm St, Los Angeles, CA, 90076	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-64231	TPA	Bobby Simpson	1961-07-27	—	5796655691	133 River Rd, Dallas, TX, 75257	0.78	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+1 more
TPA-63403	TPA	Mariana Garrett	2003-11-15	—	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-60497	TPA	Joyce Soto	1969-09-28	—	—	3811 Church St, Atlanta, GA, 30343	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-53347	TPA	Abiail Herrera	2007-08-01	—	5625269774	6743 Central Ave, Las Vegas, NV, 89114	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61728	TPA	Ralph Armstrong	1957-02-11	—	—	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59585	TPA	Matthew Mrquez	1963-03-11	—	3106503184	3974 Harbor Blvd, Sacramento, CA, 95824	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55949	TPA	Noah Padilla	1984-09-20	—	—	5201 Highland Ave, Austin, TX, 78774	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-58978	TPA	Helen Dominguez	2000-05-20	—	—	320 Pine Dr Apt 2, Eden Prairie, MN, 55369	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
TPA-55632	TPA	Camila Baker	1946-03-09	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-53846	TPA	Kenneth Evans	1972-06-04	—	—	7384 Harbor Blvd, Houston, TX, 77045	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59203	TPA	Tom Bnks	1970-05-19	—	—	707 Meadow Ln, San Antonio, TX, 78210	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-58554	TPA	Samantha Burns	1993-07-27	—	—	9661 Main St, Nashville, TN, 37248	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-60324	TPA	James Smith	1942-08-18	—	7345710297	3221 Oak St, Chandler, AZ, 85242	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-62093	TPA	Deborah Perry	1941-09-28	—	4816085049	1929 Oak St, Fresno, CA, 93777	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
TPA-60261	TPA	Evelyn Palmer	1956-01-03	—	5335273349	2570 Lake View Rd, Fresno, CA, 93770	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
TPA-59189	TPA	Michelle Carpenter	1960-07-18	—	—	8637 Ocean Ave, Chandler, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61422	TPA	Matthew Bowman	1992-11-25	—	3075231472	4383 Palm Dr, Miami, FL, 33143	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57165	TPA	Hiroshi Sanchez	1999-06-15	—	—	5705 Union St, Sacramento, CA, 95809	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
TPA-52841	TPA	Brian Guerrero	2003-07-22	UHC-77891-89	7768248278	1517 Apache Blvd, Houston, TX, 77038	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51921	TPA	Jensen Gregory	2005-08-16	—	—	3096 Pine Dr, Scottsdale, AZ	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-62216	TPA	Roy Bunrs	1996-01-06	—	—	1170 Church St, Denver, CO, 80296	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57151	TPA	Dylan Rogers	1953-07-20	—	8109434477	9893 Sunset Blvd, Denver, CO	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
TPA-63713	TPA	Jeremy Dominguez	1972-02-12	—	9689135832	8548 Hillcrest Rd, Mesa, AZ, 85287	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59139	TPA	Brandon Johnston	1979-09-16	—	—	9503 Lake View Rd, Seattle, WA, 98108	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60196	TPA	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more
TPA-58505	TPA	Sharon Perry	1953-02-19	—	—	5356 Spring St, Denver, CO, 80211	0.78	Name re-cased State code upper-cased Gender normalised Plan code upper-cased+1 more
TPA-52332	TPA	Sophia Schultz	1979-05-28	—	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51188	TPA	Linda Oliver	1983-11-25	—	—	1038 Sunset Blvd, Eden Prairie, MN, 55375	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-52006	TPA	Amber Mejia	1953-02-17	—	4953626145	5149 Mesa Dr, Gilbert, AZ, 85265	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62978	TPA	Margaret Knight	1952-08-24	—	6384374725	5141 Harbor Blvd, Columbus, OH, 43294	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-56927	TPA	Lawson W Cynthia	1943-07-11	—	3019598469	5399 Indian School Rd, Tucson, AZ, 85712	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-50020	TPA	Jack Sims	1988-12-07	UHC-53521-04	—	580 Lincoln Way # 909, Gilbert, AZ, 85258	0.78	Date of birth reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
TPA-51310	TPA	Albert Lawson	2001-01-12	—	—	7179 River Rd, Denver, CO, 80213	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-51603	TPA	Janice Ramirez	1973-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN	0.78	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-55748	TPA	Natalie Moore	1940-10-09	—	—	4797 Cedar Ln, Glendale, AZ, 85322	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
TPA-50893	TPA	Laura Rojas	1991-05-21	—	7336243992	2057 Union St, Seattle, WA, 98127	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57782	TPA	Mateo B Wallace	1980-05-21	—	—	8602 Harbor Blvd, Denver, CO, 80228	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58791	TPA	Raymond Ortiz	1965-04-04	—	—	9314 Hillcrest Rd, Fresno, CA, 93776	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
TPA-50698	TPA	Gloria X Chapman	1945-07-20	—	—	9217 Elm St, Phoenix, AZ, 85055	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59367	TPA	Jerry O McDonald	1969-01-06	—	—	9110 Jefferson Ave, San Diego, CA, 92160	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-51636	TPA	Ashley Larson	1970-12-10	—	—	9382 Jefferson Ave, Dallas, TX, 75279	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-64450	TPA	Juan Morales	1995-06-09	—	—	8572 Valley View Dr, Gilbert, AZ, 85253	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more

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