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-59043	TPA	Gregory Hudson	1968-08-14	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57431	TPA	Terrry Richardson	1984-07-04	—	—	921 Main St # 693, Chandler, AZ, 85220	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-52856	TPA	Luis Reed	1944-04-24	—	2423077489	3980 Meadow Ln, Orlando, FL, 32821	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-58785	TPA	Ralph Fernandez	1943-07-07	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-61503	TPA	Evelyn Yang	1985-12-24	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-61712	TPA	Gary Collns	1978-09-17	—	—	3518 Mountain View Dr, Los Angeles, CA, 90037	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-63247	TPA	Denise Knight	2005-03-02	—	—	7847 Central Ave, San Antonio, TX, 78282	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-55575	TPA	Patricia Howard	1946-03-17	—	—	8106 Camelback Rd, Sacramento, CA, 95811	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-59927	TPA	Bobby H Freeman	1945-03-23	—	—	8006 Indian School Rd, Eden Prairie, MN, 55361	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
TPA-62076	TPA	Karen Lopez	1992-01-05	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52466	TPA	Roger Dominguez	1946-05-18	—	4357984198	668 Forest Ave, Las Vegas, NV, 89193	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-60567	TPA	Deborah Ball	1939-04-25	—	7785080638	8886 Spring St, Austin, TX, 78735	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58078	TPA	Sean Stephens	1979-08-26	—	—	9699 Indian School Rd, Mesa, AZ, 85258	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-61610	TPA	GJunk	1978-02-04	—	—	3675 Sage Ct, Tucson, AZ, 85780	0.82	Date of birth reformatted Placeholder values cleared No usable name (quarantined)
TPA-62064	TPA	Isabella George	1988-11-27	—	—	9793 Lake View Rd, Austin, TX, 78766	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-57897	TPA	Keith U Myers	1973-09-21	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-60161	TPA	Amanda Cole	2005-10-28	UHC-20244-98	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-55429	TPA	Warren Priya	1987-11-26	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52636	TPA	Amber Oliver	1949-08-23	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-54833	TPA	Fatima Collins	1999-12-24	—	—	9073 Lincoln Way, Denver, CO, 80205	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-55805	TPA	Bobby Gordon	1980-01-03	—	8475740019	2134 Ridge Rd, Sacramento, CA, 95893	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-56982	TPA	Nicholas Grant	1998-11-06	UHC-26220-94	—	7769 Lake View Rd, Fresno, CA, 93715	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-62761	TPA	Luis Perez	2002-08-15	UHC-57144-77	8839338205	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57438	TPA	Brenda Ortiz	1973-05-20	UHC-96228-35	—	4107 Palm Dr, Fresno, CA, 93701	0.82	Date of birth reformatted Street suffix standardised Address re-cased
TPA-57848	TPA	Roger Nelson	1989-06-14	UHC-31937-38	—	1103 Desert Sky Blvd, Tucson, AZ, 85733	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
TPA-51432	TPA	Vincent Hanson	1943-12-03	—	—	6526 Camelback Rd, Atlanta, GA, 30302	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52225	TPA	Brian Little	1946-02-09	UHC-65114-56	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-60973	TPA	Brandon N Smith	1958-10-14	UHC-72514-77	—	1746 Bayshore Dr, Dallas, TX, 75258	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-51807	TPA	Jose Carpenter	1971-02-23	—	5589861934	5511 Elm St, Phoenix, AZ, 85066	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57542	TPA	Nicole Owens	1974-09-15	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57543	TPA	Nicole Owens	1974-09-15	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-54842	TPA	Alice J Vasquez	2002-04-17	—	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-54411	TPA	Julie Sims	1980-02-25	—	5126944707	4819 Valley View Dr, San Antonio, TX, 78220	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
TPA-52684	TPA	Wei Daniels	2007-10-20	UHC-15768-48	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-62544	TPA	Arthur Rivera	1966-04-15	UHC-43347-56	—	8948 Apache Blvd, Houston, TX, 77054	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-58270	TPA	Martha R Bennett	1948-03-18	—	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-63196	TPA	Mark Nelson	1957-10-06	—	—	3833 Desert Sky Blvd, Las Vegas, NV, 89126	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-62035	TPA	Alexander W King	1974-02-01	—	—	2968 Main St, Phoenix, AZ, 85071	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58486	TPA	KJunk	1956-03-13	—	—	—	0.82	Date of birth reformatted Placeholder values cleared No usable name (quarantined)
TPA-53537	TPA	Carlos Stone	1982-01-01	UHC-21036-35	—	3927 Lincoln Way, Atlanta, GA, 30345	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51666	TPA	Kenneth Mitchell	1972-10-10	—	—	5912 Willow Ct, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-55304	TPA	Kenneth Harrison	1961-04-04	—	—	1680 Lake View Rd, Las Vegas, NV, 89177	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-60132	TPA	Benjamin C Barrnes	1943-11-28	UHC-74392-69	—	8722 Ridge Rd Apt 28, Sacramento, CA, 95862	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-50461	TPA	Henry Gray	1950-12-21	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-60867	TPA	Doorthy Fox	1960-10-15	UHC-34920-65	5793449713	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50344	TPA	Adam R Simpson	2005-10-07	UHC-19865-62	—	5333 Harbor Blvd, Phoenix, AZ, 85000	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-53538	TPA	Carlos Stone	1982-01-01	UHC-21036-35	—	3927 Lincoln Way, Atlanta, GA, 30345	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-58526	TPA	Amber Munoz	1984-08-17	—	5585273189	9780 Maple Ave, Chandler, AZ, 85275	0.82	Date of birth reformatted Phone reformatted Gender normalised
TPA-55060	TPA	Alice Foster	1955-05-09	UHC-43864-94	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51461	TPA	Dylan Day	1968-03-05	—	4364032927	522 Indian School Rd, Denver, CO, 80214	0.82	Date of birth reformatted State name converted to code Placeholder values cleared

4,728 rows, page 69 of 95Previous Next