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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54533	TPA	Matthew Hunt	1964-09-03	—	5485113418	7991 Sunset Blvd, Scottsdale, AZ, 85263	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61857	TPA	Vincent Z King	1948-08-14	—	7135329965	5963 Valley View Dr, Tucson, AZ, 85712	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50024	TPA	Eddward Harrison	1952-02-27	—	—	2915 Market St, Charlotte, NC, 28225	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55418	TPA	Kevin Hernandez	1969-07-03	—	7776254173	7438 Ridge Rd, Minneapolis, MN, 55473	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61068	TPA	Scott Knight	1964-04-01	—	—	5464 Oak St, Miami, FL, 33131	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62191	TPA	Sean C Cunningham	1976-03-27	—	7413625672	9346 Cedar Ln, Eden Prairie, MN, 55308	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-52344	TPA	Luis W Hill	1942-10-27	—	—	7828 Meadow Ln, Gilbert, AZ, 85271	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50738	TPA	Sean Nunez	1997-10-03	—	4425150403	4431 Forest Ave, Fresno, CA, 93704	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51795	TPA	Amber Colemman	1948-07-20	—	—	1524 Market St, Dallas, TX, 75203	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62330	TPA	Kevin Fernandez	1971-05-07	—	—	1111 River Rd, Tempe, AZ, 85222	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58346	TPA	Carolyn Pierce	1990-11-13	—	—	2381 Mountain View Dr, Jacksonville, FL, 32296	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50715	TPA	Judy Schultz	1971-11-05	—	6744583506	3200 Ridge Rd, Minneapolis, MN	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-64287	TPA	Ana N Mendoza	1983-03-07	—	5518727496	2702 Lake View Rd, Atlanta, GA, 30307	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56062	TPA	Sara Butler	1957-12-03	—	2283393807	7267 Grand Ave, Columbus, OH, 43206	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59886	TPA	Marilyn Hlal	1963-03-04	—	7954216511	1501 Valley View Dr, Eden Prairie, MN, 55304	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50547	TPA	Albert P Claark	1977-05-15	—	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62455	TPA	Billy Woods	2008-12-28	—	6417375470	9638 Sage Ct, Atlanta, GA, 30338	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64431	TPA	Joseph Payne	1971-07-21	—	8603369247	8176 Hillcrest Rd, Orlando, FL, 32897	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54649	TPA	Ana X James	1952-02-17	UHC-70297-58	8439058580	1093 Jefferson Ave, Plano, TX, 75077	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63854	TPA	Alice Snyder	1981-06-05	—	5149107994	5736 Market St, Scottsdale, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52461	TPA	Jean Mills	1961-04-07	—	—	6528 Grand Ave, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64225	TPA	Joan Prcie	1938-10-13	—	8775217866	5568 River Rd, Seattle, WA, 98144	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50124	TPA	Valentina Austin	1980-11-05	—	—	6663 Highland Ave, Gilbert, AZ, 85292	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54197	TPA	Paul Long	1994-08-14	—	—	231 Elm St, Denver, CO, 80225	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53214	TPA	Dot Medina	1967-10-19	—	—	1837 Pine Dr, Houston, TX, 77041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57364	TPA	Jordan Ramirez	1985-10-28	—	4638726516	3884 Mountain View Dr, Tampa, FL, 33671	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56662	TPA	Mark Ramirez	1959-05-03	UHC-99276-30	—	4317 Lake View Rd, Seattle, WA, 98109	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61952	TPA	Jena T Davis	1947-11-14	—	6489249295	5123 Forest Ave, Sacramento, CA, 95804	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55423	TPA	Lisa Hawkins	2004-03-27	—	—	6779 Broadway, Charlotte, NC, 28250	0.74	Name re-cased Date of birth reformatted Address re-cased City re-cased+3 more
TPA-63141	TPA	Betty M Burke	1966-02-08	—	—	4250 Mountain View Dr, Phoenix, AZ, 85086	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62556	TPA	Lauren Vasquez	1960-10-16	—	4225410360	8820 Ridge Rd, Minneapolis, MN, 55411	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63909	TPA	Myers George	1970-10-13	—	2065219426	2198 Sage Ct, Scottsdale, AZ, 85218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54178	TPA	Donald Griffin	1973-05-26	—	—	9557 Main St, Mesa, AZ, 85273	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54107	TPA	Betty Mendez	1998-09-03	—	8569685949	5766 Spring St, Dallas, TX, 75216	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59891	TPA	Emily Chapman	2008-06-05	—	—	3822 Highland Ave, San Antonio, TX, 78271	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57931	TPA	Roger Bishop	1975-11-01	—	—	5376 Bayshore Dr # 602, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-55448	TPA	Kevin Perkins	1946-09-13	—	8983675834	3108 Lake View Rd, San Diego, CA, 92117	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-61914	TPA	Gary Rios	1985-02-10	—	—	8407 Market St, Tucson, AZ, 85738	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61194	TPA	Alex Obrien	1938-03-04	—	5055992426	8884 Sage Ct, Dallas, TX, 75246	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51133	TPA	Brandon Rice	1986-03-14	—	—	9531 Mountain View Dr, Fresno, CA, 93773	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52280	TPA	Lawrence Wagnr	1952-08-03	—	9752639074	2661 Indian School Rd, Phoenix, AZ, 85030	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56848	TPA	Jsese Singh	1988-02-14	—	9242635331	5619 Palm Dr, Houston, TX, 77092	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57954	TPA	Ana Grant	1979-06-23	—	—	9741 Oak St, Minneapolis, MN, 55447	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59464	TPA	Christopher I Jackson	1959-04-13	UHC-69793-47	—	4347 Meadow Ln, Austin, TX, 78768	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-62005	TPA	Burke O Bryna	1998-09-15	—	7426339903	8698 Bayshore Dr, Dallas, TX, 75228	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56469	TPA	Maon Yang	1939-11-28	—	9186914852	8549 Lake View Rd, Plano, TX, 75072	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64112	TPA	Theresa Sims	1984-01-16	—	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59949	TPA	Paul Thomas	1976-03-20	—	—	5585 Grand Ave, Las Vegas, NV, 89192	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53589	TPA	Virginia Freeman	2005-02-19	—	7952487698	2185 Mountain View Dr, Minneapolis, MN, 55465	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61828	TPA	Deborah Sandoval	1995-09-16	UHC-35084-28	8938233663	2765 Mesa Dr, Austin, TX, 78705	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

2,455 rows, page 22 of 50Previous Next