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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64197	TPA	Nicholas Kennedy	1974-04-10	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53519	TPA	Brian Schmidt	1958-10-15	UHC-76529-82	—	1569 Sunset Blvd, Tempe, AZ, 85296	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-55655	TPA	Danielle Z Phillips	1992-06-04	—	7368254868	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64047	TPA	Carol U Rogers	1947-04-05	—	—	5460 Bayshore Dr, Minneapolis, MN, 55495	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-61764	TPA	Lawrence Wallae	1975-10-13	—	8466865142	9318 Elm St, Nashville, TN, 37237	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
TPA-63361	TPA	Jacob Dominguez	1995-08-07	—	3514569918	3852 Elm St, Chandler, AZ, 85215	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-55336	TPA	Brittany Hudson	1974-11-22	UHC-99834-93	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64254	TPA	Yuki Jacobs	1940-04-28	—	6542597164	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57187	TPA	Carol Ross	1987-03-24	—	—	5318 Central Ave, Orlando, FL, 32845	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-50038	TPA	Joshua Burke	1994-09-03	—	3297627345	6405 Hillcrest Rd, Denver, CO, 80285	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63011	TPA	Sen Sims	1945-02-08	—	4554337047	4081 Mesa Dr, Phoenix, AZ, 85020	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61303	TPA	Raymond B Castro	1983-01-07	—	—	6579 Palm Dr, Charlotte, NC, 28275	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-63945	TPA	Ana B Soto	1940-01-25	—	7794951800	234 Spring St, Tempe, AZ, 85235	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57828	TPA	Grace Romero	1978-08-24	UHC-31170-76	6328209186	6656 Lincoln Way, Nashville, TN, 37237	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-53202	TPA	Paul Foster	1983-02-05	—	8163103032	4047 Washington St, San Antonio, TX, 78240	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-63626	TPA	Ronald Wheeler	2001-02-14	—	—	1587 Park Pl, Plano, TX, 75076	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-55398	TPA	Joseph Singh	1961-03-14	—	—	5235 Maple Ave, Glendale, AZ, 85307	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57414	TPA	Matthew Watkins	2009-03-02	—	—	3179 Baseline Rd, Jacksonville, FL, 32231	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-56582	TPA	Andrew S Banks	1956-07-22	—	—	4132 Willow Ct, Eden Prairie, MN, 55335	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59759	TPA	Diana A Spencer	1942-08-19	—	6903792927	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59807	TPA	Lauren Chen	1973-07-26	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55488	TPA	Alexis D Rose	1955-08-02	UHC-40584-26	6946981859	6299 Hillcrest Rd, Atlanta, GA, 30393	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57037	TPA	Lori S George	1947-08-05	UHC-37487-27	5437123950	6812 Broadway, Tempe, AZ, 85239	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54761	TPA	Jacqueline Flores	1939-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-56600	TPA	Laura Watkins	1961-02-15	UHC-86062-54	—	2762 Willow Ct, Mesa, AZ, 85231	0.92	Name re-cased City re-cased State code upper-cased Placeholder values cleared
TPA-53429	TPA	Vicky Fox	1985-02-11	—	7174387510	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53958	TPA	Catherine Butler	1956-04-27	—	4239549224	9460 Meadow Ln, Phoenix, AZ, 85024	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64193	TPA	Isabella K Mendoza	1939-09-25	UHC-57834-93	6077213717	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53499	TPA	Shirley Sandoval	2007-07-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56751	TPA	Bobby Gilbert	1980-02-07	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58321	TPA	Bobby W Rodriguez	1940-03-22	—	—	9029 Main St, Austin, TX, 78743	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-60685	TPA	Katherine I Hart	1992-03-19	—	8145279302	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52618	TPA	Jose Elliott	2004-11-26	—	6433539765	1677 Oak St, San Diego, CA, 92172	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54916	TPA	Madison I Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd, Scottsdale, AZ, 85251	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-62932	TPA	Grace Perry	1939-10-05	—	4417174547	5055 Washington St, Dallas, TX, 75215	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62637	TPA	Dylan Jensen	1967-11-24	—	—	9643 Mountain View Dr, Glendale, AZ, 85311	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51218	TPA	Sophia Thompson	2005-07-09	UHC-80003-55	4615186988	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58071	TPA	Emma X Berry	1961-12-16	—	—	5470 Jefferson Ave, Austin, TX, 78763	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61746	TPA	Bradley B Padilla	1961-04-03	UHC-12439-31	—	2055 Mesa Dr, Tempe, AZ, 85206	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-61328	TPA	Larry Scott	1959-05-02	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52399	TPA	Keih Sanchez	1959-08-17	—	6013369400	4800 Ocean Ave, Houston, TX, 77077	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-58777	TPA	Jacob Rios	2001-09-28	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-56630	TPA	Dennis Mendoza	1983-03-10	—	9748507483	2596 Ocean Ave, Phoenix, AZ, 85016	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-58681	TPA	Christine Morgan	2007-09-01	—	—	469 Pine Dr, Austin, TX, 78759	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-57975	TPA	Richard Harrison	1987-09-11	—	—	3041 Broadway, Atlanta, GA, 30364	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-53333	TPA	Willie Robinson	1992-04-01	—	5023689952	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61008	TPA	Luis N Cole	1976-05-18	—	5127429601	1216 Grand Ave, Charlotte, NC, 28279	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54875	TPA	Timothy Jones	1952-03-04	—	—	4271 Harbor Blvd, Phoenix, AZ, 85049	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-58261	TPA	Sam J Oliver	1968-03-01	—	5809294918	3743 Church St, Houston, TX, 77089	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57574	TPA	Carlos I Berry	1980-07-27	—	9023242532	2017 Palm Dr, Mesa, AZ, 85295	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

5,750 rows, page 96 of 115Previous Next