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-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-58004	TPA	Gloria Wells	1956-09-12	—	5833700976	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54433	TPA	Gerald Chavez	1987-03-27	—	4268273256	6886 Central Ave, Seattle, WA, 98186	0.92	Date of birth reformatted Phone reformatted City re-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-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-59583	TPA	Larry Morales	1941-06-09	—	6054619166	3047 Main St, Nashville, TN, 37222	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53142	TPA	Diane Alvarez	1998-06-11	—	—	7578 Central Ave, Plano, TX, 75055	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
TPA-55062	TPA	Joe Adms	2008-05-04	—	—	2370 Canyon Rd, Atlanta, GA, 30326	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed 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-57843	TPA	Jordna Mitchell	1999-01-13	—	—	882 Lake View Rd, Dallas, TX, 75281	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed 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-54818	TPA	Denise Harper	1985-08-11	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed 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-50791	TPA	Carlos Wood	2002-12-16	—	3508565529	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60860	TPA	Larry Bure	1966-03-05	—	5303525883	1576 Broadway, Orlando, FL, 32853	0.92	Date of birth reformatted Phone reformatted Address re-cased 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-55921	TPA	Isabella Nelson	1992-04-21	—	5203335188	2964 Grand Ave, Austin, TX, 78797	0.92	Date of birth reformatted Email lower-cased 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-63859	TPA	Arjun Burton	1938-05-13	—	4486057871	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51420	TPA	Harrold Cox	1990-07-21	—	8966329013	7364 Lincoln Way, Las Vegas, NV, 89137	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-51838	TPA	Nathan Padilla	1945-12-21	—	2873502135	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60002	TPA	Michelle Burns	1938-06-03	—	—	4095 Park Pl, Dallas, TX, 75205	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-56355	TPA	Carl Vasquez	2000-10-08	—	3964821958	2528 Union St, Eden Prairie, MN, 55310	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60872	TPA	Eliah Webb	1981-09-03	—	3025630804	1767 Washington St, Miami, FL, 33105	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
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-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-63736	TPA	Beverly Brown	1993-03-23	—	7905314712	—	0.92	Date of birth reformatted Phone reformatted Email lower-cased 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-51816	TPA	Elijah M Delgado	1982-04-20	—	2645003478	—	0.92	Date of birth reformatted Phone 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-62928	TPA	Arjun Meyer	2006-05-24	—	—	3470 Jefferson Ave, Phoenix, AZ, 85009	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-59403	TPA	Paul Stone	1957-11-03	—	2473927138	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed
TPA-61908	TPA	Billy Mills	1946-11-11	—	9603095488	—	0.92	Date of birth reformatted Phone 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-62428	TPA	Yuki M Richardson	1994-01-22	—	7038504062	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-64129	TPA	Diego Ellis	1977-03-18	—	2232599124	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57577	TPA	Frances A Hill	1966-07-26	—	5736357429	7104 Jefferson Ave, Scottsdale, AZ, 85237	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-50077	TPA	Teresa Franklin	2006-09-27	UHC-79947-46	4965056080	4892 Broadway, Orlando, FL, 32896	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52592	TPA	Roy Harrison	1975-08-21	—	7999802811	4717 Camelback Rd, Minneapolis, MN, 55468	0.92	Date of birth reformatted City re-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-51374	TPA	Samantha Sandoval	2000-06-18	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

4,728 rows, page 80 of 95Previous Next