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-52296	TPA	Anthony Guerrero	1993-12-01	UHC-84143-49	—	5499 Church St, Los Angeles, CA, 90034	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-64079	TPA	Juan Walsh	1952-04-10	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59286	TPA	Mateo Hughes	1965-05-14	—	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
TPA-57302	TPA	Abigail Palmer	2007-09-23	—	6482625506	5914 Palm Dr, Dallas, TX, 75235	0.94	Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-60458	TPA	Aisha Carlson	1971-06-04	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52150	TPA	Catherine Gracia	1965-03-14	UHC-49707-14	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-53090	TPA	Jennifer Hawkins	1943-07-14	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59332	TPA	Alexis B Payne	1960-09-09	—	—	309 Indian School Rd, Phoenix, AZ, 85062	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-53842	TPA	Lisa Reyes	1997-05-10	—	9475361192	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-58385	TPA	Austin Bryant	1970-09-14	—	—	7242 Camelback Rd, Eden Prairie, MN, 55312	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60781	TPA	Deborah Grant	1942-10-14	UHC-98028-76	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-53192	TPA	Ryan V Wagner	1959-12-11	—	7364465106	7438 Highland Ave, San Diego, CA, 92172	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54257	TPA	Charoltte Parker	1998-09-07	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59637	TPA	Beverly Vasquez	1980-01-13	—	2784063649	3211 Meadow Ln, Denver, CO, 80216	0.94	Name re-cased Date of birth reformatted City re-cased
TPA-55781	TPA	Aaron Rojas	1980-11-08	—	3164352379	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-55782	TPA	Aaron Rojas	1980-11-08	—	3164352379	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-58597	TPA	Matthew K Kelley	1954-01-02	—	2295604446	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54631	TPA	Jessica Matthews	1962-01-06	—	—	938 Park Pl, Chandler, AZ, 85206	0.94	Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-59496	TPA	Dorothy Li	1958-07-23	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59104	TPA	Jacob Maldonado	1996-07-26	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57965	TPA	Kayla Turner	1972-08-22	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55064	TPA	Kayla Carr	1964-05-19	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51738	TPA	Ethan Rios	1992-05-13	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50289	TPA	Logan Ramirez	1944-05-18	—	—	666 Hillcrest Rd, Los Angeles, CA, 90093	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57727	TPA	Amber Hicks	2002-12-04	—	—	737 Sunset Blvd, Houston, TX, 77001	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62644	TPA	Aisha Rojas	1956-12-18	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63061	TPA	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52758	TPA	Pamela Hill	1943-02-01	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50176	TPA	Sara Castillo	1978-01-28	—	2196321798	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-53723	TPA	Alice Salazar	2002-02-23	—	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57759	TPA	Emma Reid	1993-07-11	—	—	5948 Palm Dr, Mesa, AZ, 85238	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-64442	TPA	Eugene N Obrien	2006-10-05	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50722	TPA	Martha Harrison	1980-03-26	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57464	TPA	Anthony Garcia	2008-06-19	—	—	1099 Baseline Rd, Denver, CO, 80282	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-53670	TPA	Nicholas Phillips	1985-06-03	—	8929835817	804 Cedar Ln, Mesa, AZ, 85271	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59074	TPA	Amanda West	1947-03-04	—	8689155554	2156 Apache Blvd, Las Vegas, NV, 89197	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55198	TPA	Gabriel Woods	1946-07-26	—	2889487679	1388 Broadway, Las Vegas, NV, 89188	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54624	TPA	Gabriel Luna	2001-12-03	UHC-12214-03	—	3051 Washington St, Las Vegas, NV, 89151	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51501	TPA	Justin Fisher	1939-03-26	—	—	5138 Central Ave, Minneapolis, MN, 55450	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51502	TPA	Justin Fisher	1939-03-26	—	—	5138 Central Ave, Minneapolis, MN, 55450	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54575	TPA	Henry McDonald	1973-10-15	—	—	2033 Ocean Ave, Tempe, AZ, 85207	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64019	TPA	Hiroshi Day	1998-11-02	—	—	9870 Apache Blvd, Mesa, AZ, 85278	0.94	Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-55809	TPA	Emily Homes	1979-07-01	UHC-72045-46	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53854	TPA	Bruce Fowler	1938-05-08	—	3897636212	7225 Lincoln Way, Columbus, OH, 43213	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53853	TPA	Bruce Fowler	1938-05-08	—	3897636212	7225 Lincoln Way, Columbus, OH, 43213	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50026	TPA	Natalie Salazar	1957-02-22	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-64110	TPA	Evelyn Simmons	1938-11-26	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-60314	TPA	Lisa Valedz	2006-12-13	UHC-32379-05	8006260173	7952 Apache Blvd, Columbus, OH, 43200	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54617	TPA	Frank Stephens	1983-04-08	—	3628098196	8890 Lincoln Way, Chandler, AZ, 85223	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59381	TPA	Judy Hansen	1968-08-13	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

4,728 rows, page 85 of 95Previous Next