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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58785	TPA	Ralph Fernandez	1943-07-07	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-54755	TPA	Amanda A Rice	1940-05-10	—	—	8763 Spring St, Fresno, CA, 93709	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-63358	TPA	Jesse Flores	2008-11-16	—	—	7763 Hillcrest Rd, Nashville, TN, 37275	0.82	Name split from “Last, First”Whitespace trimmed 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-52727	TPA	Samantha Crawford	1985-10-16	—	—	4309 Main St, Tampa, FL, 33607	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-56692	TPA	Brittany Mrris	2001-01-10	—	4673404072	—	0.82	Name split from “Last, First”Whitespace trimmed 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-62076	TPA	Karen Lopez	1992-01-05	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-55551	TPA	Pat Welch	1952-01-17	UHC-32323-36	—	8468 Indian School Rd, Tampa, FL, 33691	0.82	Name split from “Last, First”Whitespace trimmed 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-52578	TPA	Mary Fields	1988-03-05	UHC-83147-55	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-60926	TPA	Keith Silva	1987-02-11	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58623	TPA	Omar Sims	1975-08-14	—	9295862061	2190 Grand Ave, Denver, CO, 80232	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-62390	TPA	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-60719	TPA	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-64227	TPA	Lisa Graham	1951-12-26	—	—	4093 Ridge Rd, Tampa, FL, 33671	0.82	Name split from “Last, First”City re-cased 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-52899	TPA	Mateo B Castro	1969-09-04	—	6102596581	9205 Apache Blvd, Phoenix, AZ, 85069	0.82	Name split from “Last, First”Phone 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-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-52421	TPA	Thomas Powell	1965-12-19	—	4264749031	1837 Palm Dr, Atlanta, GA, 30397	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-62933	TPA	Tom Wang	1942-08-14	—	—	1523 Sage Ct, Phoenix, AZ, 85029	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-61251	TPA	Joe Howll	1964-08-20	UHC-75983-70	—	—	0.82	Name split from “Last, First”Whitespace trimmed 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-51240	TPA	Wayne Coleman	1961-12-22	UHC-27015-08	—	691 Grand Ave, Tampa, FL, 33621	0.82	Name split from “Last, First”Whitespace trimmed 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-57065	TPA	Albert Vargas	1995-09-27	—	—	113 Willow Ct, Minneapolis, MN, 55444	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-51001	TPA	Sandra Wouds	1950-04-09	UHC-62281-29	—	2795 Broadway, Denver, CO, 80232	0.82	Name split from “Last, First”Whitespace trimmed 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-62613	TPA	Haroold O Perkins	2007-02-14	—	8162288594	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-59427	TPA	Timothy J Hicks	1998-07-05	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed 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-56510	TPA	Eugene I Crwaford	1980-09-21	UHC-23406-39	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-64325	TPA	Rachel Carter	1953-11-18	—	—	6729 Grand Ave, San Diego, CA, 92164	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-61821	TPA	Anthony Ramos	1938-10-17	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58995	TPA	Sam Tores	1954-08-20	—	—	5874 Sunset Blvd, Austin, TX, 78717	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-63949	TPA	Sean Cunningham	1949-09-07	—	9739336958	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52975	TPA	Michael I Olson	1956-12-01	—	8359858016	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-58658	TPA	Mei Munoz	1964-12-03	—	—	8580 Lake View Rd, Tucson, AZ, 85716	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62186	TPA	Bruce Vazquez	1951-05-17	—	8319669136	8774 Maple Ave, Gilbert, AZ, 85273	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-56615	TPA	Rob Bowman	2000-09-24	—	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-50545	TPA	Karen Martinez	1972-11-01	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-59121	TPA	Edward Jacobs	1954-03-15	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58533	TPA	Adam Wheeler	1950-10-17	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-60455	TPA	Luis Gilbert	2002-05-27	—	—	2140 Lake View Rd, Columbus, OH, 43250	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-61689	TPA	Margaret F Weaver	1989-04-17	UHC-13952-43	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared

1,488 rows, page 27 of 30Previous Next