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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58783	TPA	Albert E Dean	1990-11-20	—	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61874	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57406	TPA	Logan Taylor	1982-08-28	—	—	1147 Valley View Dr, Austin, TX, 78749	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60508	TPA	Fatima Carroll	1945-03-08	—	—	3295 Market St, San Diego, CA, 92124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51664	TPA	Susan Kim	1987-02-04	—	9385723040	9058 Camelback Rd, Minneapolis, MN, 55456	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53136	TPA	Jose Kim	2000-04-08	—	—	7840 River Rd, Eden Prairie, MN, 55338	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60257	TPA	Willie Hill	1954-02-17	—	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50795	TPA	Lawrence Young	1953-09-03	—	—	3964 Oak St, Tucson, AZ, 85772	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55904	TPA	Tyler X Dominguez	1982-11-27	—	—	7545 Canyon Rd, Nashville, TN, 37239	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57095	TPA	Janet K Richardson	1989-10-21	—	—	3273 Maple Ave, Atlanta, GA, 30344	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-59849	TPA	Lawrence Soto	1974-08-02	—	5823902790	6232 Willow Ct, Tempe, AZ, 85269	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-60942	TPA	Nunez Elizaebth	2008-08-01	—	—	8418 Cedar Ln # 999, Chandler, AZ, 85212	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
TPA-62102	TPA	Amy Gonzalez	1985-04-03	—	—	6841 River Rd, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62944	TPA	Kyle Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.64	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-55492	TPA	Jonathan Morgan	1981-03-23	—	—	3903 Mesa Dr, Fresno, CA, 93738	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53491	TPA	Thomas Jenkins	1996-01-19	—	—	6365 Oak St, Denver, CO, 80235	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53786	TPA	Kyle Vega	1943-01-08	UHC-33957-43	4763182938	7308 Harbor Blvd, Miami, FL, 33134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54782	TPA	Doris Adams	1984-06-12	—	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
TPA-51550	TPA	Peggy Long	1942-10-12	—	—	3638 Lake View Rd, Fresno, CA, 93736	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52848	TPA	Ethan Wilson	1974-12-05	—	—	7519 Lake View Rd, Phoenix, AZ, 85083	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52445	TPA	Maria Nguyen	2003-04-02	—	—	4081 Willow Ct, Phoenix, AZ, 85030	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50822	TPA	Richard Medina	1981-07-21	—	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+2 more
TPA-60971	TPA	Jeff Lewis	1986-09-17	—	2329633658	6230 Hillcrest Rd, Dallas, TX, 75268	0.64	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
TPA-59230	TPA	Peter Fowler	1990-09-28	—	—	1031 Central Ave, Mesa, AZ, 85243	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63169	TPA	Mark Parker	1995-01-16	—	—	5873 Mountain View Dr, Atlanta, GA, 30396	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59053	TPA	Sandra Bell	1952-11-28	—	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-56048	TPA	Maria Mills	2002-02-20	—	9558996113	4692 Park Pl, Columbus, OH, 43211	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60994	TPA	Omar Ros	1953-05-22	—	—	8413 Canyon Rd, Columbus, OH, 43215	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52348	TPA	Sophia Hughs	2006-11-23	—	—	2143 Bayshore Dr, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60651	TPA	John Weber	1984-05-24	—	—	4227 Washington St, Houston, TX, 77026	0.64	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-53512	TPA	Judy Lawrence	2008-01-26	—	—	6788 Lincoln Way, Miami, FL, 33197	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
TPA-54163	TPA	Jessica Bennett	1991-05-02	—	—	5439 Camelback Rd, Denver, CO, 80206	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60439	TPA	Willie Griffin	1973-05-18	—	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62591	TPA	Jose Powell	1975-07-26	—	—	8444 Highland Ave, Chandler, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55113	TPA	Julie Chen	1981-10-26	—	6966381928	6058 Church St, Dallas, TX, 75259	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63139	TPA	Lauren Franklin	1954-12-22	—	7653473374	506 Elm St, San Antonio, TX, 78212	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64077	TPA	Melissa Medina	1972-12-23	—	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61287	TPA	Paul O Richards	1967-04-11	—	4193047267	5432 Pine Dr, Las Vegas, NV, 89141	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64178	TPA	Julie Miller	2007-01-20	—	6278406030	7356 Camelback Rd, Tucson, AZ, 85710	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63333	TPA	Larry Moreno	1959-04-27	—	3194491091	6676 Oak St, Tempe, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60728	TPA	Teresa Tompson	1988-10-23	—	—	3780 Mountain View Dr, Tempe, AZ, 85262	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63659	TPA	Grace Richardson	1979-11-01	—	5666887063	489 Ocean Ave, Scottsdale, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55027	TPA	Deborah Thompson	1963-04-19	—	—	6191 Lake View Rd, Tucson, AZ, 85767	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53260	TPA	Gloria Fowler	1964-09-07	—	6558588140	6908 Sage Ct, Tucson, AZ, 85753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53020	TPA	Marcus Lee	1973-01-19	—	6879896745	8291 River Rd Apt 34, Glendale, AZ, 85341	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
TPA-50355	TPA	Wei Patterson	1949-07-04	—	9183319313	4830 Elm St, San Antonio, TX, 78235	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56644	TPA	Mariana Robertson	2004-08-20	—	—	5340 Desert Sky Blvd, Denver, CO, 80211	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59168	TPA	Jonathan Sanhez	1941-08-06	—	—	6808 Lake View Rd, Tucson, AZ, 85788	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64320	TPA	Katherine Ross	1956-08-01	—	—	942 Spring St, Mesa, AZ, 85244	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50630	TPA	Jordan Hoffman	1952-05-02	—	—	5062 Desert Sky Blvd, Las Vegas, NV, 89113	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

1,229 rows, page 13 of 25Previous Next