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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50917	TPA	Ana Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-51280	TPA	Virgginia F Delgado	1962-04-03	UHC-25625-24	5676392000	8879 Ocean Ave, Denver, CO, 80215	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58193	TPA	Sean Adams	1968-12-24	UHC-01130-29	8357626925	6127 Indian School Rd, Los Angeles, CA, 90001	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-63419	TPA	Jessica A George	1949-12-04	UHC-93474-84	—	5100 Valley View Dr, Seattle, WA, 98142	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-51317	TPA	Kimberly Tran	1951-09-18	UHC-62232-76	5437793939	6364 Bayshore Dr, Eden Prairie, MN, 55385	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-57201	TPA	Valentina Peters	1959-03-02	UHC-88193-84	9455041028	9631 Harbor Blvd, Las Vegas, NV, 89122	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-54352	TPA	Teresa Hayes	1958-07-09	UHC-65208-35	2643977486	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-54487	TPA	Jmaes Johnson	1945-07-21	UHC-22933-11	—	9124 Grand Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+2 more
TPA-57703	TPA	Shirley Larson	2002-03-01	UHC-40728-43	3777893684	3209 Washington St, Columbus, OH, 43206	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-60254	TPA	Elizabeth Larson	1955-06-12	UHC-23618-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
TPA-50356	TPA	Wei Patterson	1949-07-04	UHC-24216-61	—	4830 Elm St, San Antonio, TX, 78235	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-61849	TPA	Deborah Martin	1956-07-01	UHC-52139-04	—	8438 Ridge Rd, Houston, TX, 77077	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55874	TPA	Marcus Whte	1984-02-10	UHC-00927-15	8558303111	3172 Main St, Scottsdale, AZ, 85299	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-63710	TPA	Deniel Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave # 518, Columbus, OH, 43222	0.76	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-57587	TPA	Hannah Lucas	1986-12-09	UHC-54951-70	—	9358 Mountain View Dr, Plano, TX, 75067	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-62507	TPA	Aliice Collins	1986-05-23	UHC-40643-26	—	2282 Jefferson Ave, San Antonio, TX, 78219	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-57237	TPA	Judith Obrien	1942-09-19	UHC-60232-99	—	3631 Highland Ave, Tempe, AZ, 85233	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-56457	TPA	Bill Powell	1973-01-13	UHC-92775-03	—	1719 Ridge Rd, Eden Prairie, MN, 55337	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+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-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-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-55730	TPA	Kayla Reid	2003-09-12	UHC-98078-99	—	2115 Market St, Sacramento, CA, 95845	0.76	Name re-cased Two-digit birth year Member ID reformatted City 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-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-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-51331	TPA	Doris Weber	1959-08-24	UHC-86325-71	—	851 Mountain View Dr, Chandler, AZ, 85236	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59126	TPA	Mason Stevens	2005-09-23	UHC-89948-35	—	2997 Mountain View Dr, Minneapolis, MN, 55418	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-57582	TPA	Andreew Smith	1962-12-08	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
TPA-63725	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-63724	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-59227	TPA	Angela Williamson	1947-10-26	UHC-83917-22	—	6565 Baseline Rd, Phoenix, AZ, 85072	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-53881	TPA	Caroln Clark	2000-02-04	UHC-25927-01	—	7512 Meadow Ln, Tampa, FL, 33629	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-52559	TPA	Matthew Ryan	1972-02-10	UHC-87039-03	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-59255	TPA	Samuel Bennett	1946-07-10	UHC-99610-72	—	4248 Lincoln Way, Fresno, CA, 93754	0.78	Name re-cased Member ID reformatted City re-cased Gender normalised+1 more
TPA-51308	TPA	Digo West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52032	TPA	Sofia V Lane	1964-08-03	UHC-15778-92	—	5091 Sage Ct, Scottsdale, AZ, 85283	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53532	TPA	Yuki Dominguz	1982-09-13	UHC-20110-23	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53427	TPA	Ben Webb	1967-03-24	UHC-91181-73	4184709271	9584 Hillcrest Rd, San Diego, CA, 92173	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-64016	TPA	Christian Rivera	1988-10-19	UHC-65906-62	—	1552 Willow Ct, Tucson, AZ, 85785	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60452	TPA	Sarah Boyd	1955-02-23	UHC-43849-79	8093101076	1040 Willow Ct, Glendale, AZ, 85376	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-54388	TPA	Christina Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50947	TPA	Heather U Valdez	1966-03-06	UHC-93047-86	—	2610 Main St, Tucson, AZ, 85756	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57583	TPA	Smith Andrew	1962-10-28	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-51440	TPA	Gerald Robertson	1997-03-28	UHC-86460-12	—	7199 Camelback Rd, San Diego, CA, 92127	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62631	TPA	Meissa Valdez	1958-04-10	UHC-92566-61	—	1948 Lincoln Way # 128, Fresno, CA, 93740	0.78	Member ID reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
TPA-52701	TPA	Camila Silva	1938-04-14	UHC-53560-35	—	489 Highland Ave, Austin, TX, 78778	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54088	TPA	Jesse Hernandez	2008-10-08	UHC-40678-60	—	2780 Forest Ave, Chandler, AZ, 85247	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-62376	TPA	Ken Q Hamilton	1985-10-18	UHC-66672-48	—	4095 Lake View Rd, Sacramento, CA, 95883	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-63867	TPA	Jarry Roberts	2005-11-21	UHC-19892-59	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-58740	TPA	Lawrence U Smith	1964-03-19	UHC-22685-39	8889655008	259 Central Ave, Orlando, FL, 32877	0.78	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+1 more

245 rows, page 3 of 5Previous Next