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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55711	TPA	Jeremy Castillo	1981-09-28	—	—	3847 Grand Ave, Tempe, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57566	TPA	Philip C Ross	1944-12-11	—	3545478928	3455 Park Pl, Tucson, AZ, 85773	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51778	TPA	Beverly Fuller	1941-08-02	—	—	1857 Willow Ct, Minneapolis, MN, 55416	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60183	TPA	Walter Y Mitchell	1982-10-27	—	2793247145	9681 Elm St, Fresno, CA, 93786	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50958	TPA	Kimberly West	1987-09-24	—	—	1188 Pine Dr, Los Angeles, CA, 90005	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63765	TPA	Carter Larry	1981-10-14	—	—	1439 Maple Ave, Scottsdale, AZ, 85256	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57725	TPA	Carolyn Carter	1986-05-27	UHC-89438-45	—	9813 Sunset Blvd, Sacramento, CA, 95811	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56847	TPA	Camila Moore	2004-08-02	—	7779418814	9833 Lake View Rd, Chandler, AZ, 85231	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52076	TPA	Gabriel Moreno	1963-03-04	UHC-78406-35	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63421	TPA	Denise Steens	1970-11-16	—	—	7600 Mountain View Dr, Houston, TX, 77053	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60943	TPA	Elizabeth O Nunez	2008-08-01	—	—	5625 Washington St, Sacramento, CA, 95832	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63905	TPA	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55160	TPA	Wei Robinson	1985-07-06	—	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-59491	TPA	Diana Webb	1967-05-27	—	—	5776 Oak St, Scottsdale, AZ, 85244	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53014	TPA	Aaron Smith	1947-09-28	—	—	6483 Washington St, Gilbert, AZ, 85253	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50553	TPA	Jean Ortiz	1969-08-16	—	7277886712	9151 Pine Dr, Fresno, CA, 93768	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58229	TPA	Anna Edwards	2001-12-09	—	—	3858 Willow Ct, Seattle, WA, 98135	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63811	TPA	Emily Foster	1988-02-21	—	—	1701 Meadow Ln, Gilbert, AZ, 85282	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51096	TPA	Diana Bennett	1964-09-14	—	6489880225	7866 Sunset Blvd, Minneapolis, MN, 55487	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63695	TPA	Carlos Pena	2008-10-25	—	—	2038 Park Pl, Eden Prairie, MN, 55300	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55806	TPA	Austin Warren	2000-12-22	—	—	917 Indian School Rd, Scottsdale, AZ, 85202	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-57944	TPA	Dot Andrews	1946-10-15	UHC-47197-79	8625553306	8554 Hillcrest Rd, Denver, CO, 80227	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61195	TPA	Evelyn Medina	1964-03-05	—	—	9638 Baseline Rd, Orlando, FL, 32814	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64215	TPA	Diane Chavez	1971-09-18	—	—	7566 Mountain View Dr, Jacksonville, FL, 32255	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61557	TPA	Jessica Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55905	TPA	Noah Chapman	1994-12-08	UHC-64405-22	9054873314	7353 Mountain View Dr, Dallas, TX, 75268	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50449	TPA	Gloria Moore	1955-06-15	—	—	3587 Spring St, San Diego, CA, 92136	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58834	TPA	Doris Foster	1950-02-27	—	—	5527 Pine Dr, Las Vegas, NV, 89154	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57261	TPA	Wayne Rojas	1963-03-11	—	3146244470	6144 Spring St, Atlanta, GA, 30361	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52616	TPA	Dorothy Wagner	1953-08-05	—	—	4345 Market St, Columbus, OH, 43207	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53197	TPA	Samuel Rojas	1980-08-07	—	9248834409	4200 Central Ave, Tampa, FL, 33698	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50906	TPA	Ruth Mendez	2007-11-17	—	—	7365 Spring St, San Antonio, TX, 78277	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53634	TPA	Victoira Y James	1946-03-05	—	—	4992 Hillcrest Rd, Denver, CO, 80219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50745	TPA	Priya Fuller	1954-10-08	—	—	3466 Bayshore Dr, Eden Prairie, MN, 55384	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51213	TPA	Bruce Ryan	1978-05-26	—	7638037725	7237 Mountain View Dr, Chandler, AZ, 85226	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51482	TPA	Brian Flores	1958-06-18	—	—	9152 Lincoln Way, Las Vegas, NV, 89162	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62741	TPA	Austin G Gordon	1963-02-27	UHC-97336-32	—	1575 Desert Sky Blvd, Dallas, TX, 75251	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58901	TPA	Diego Lawrence	2005-03-13	UHC-68548-08	—	1001 Hillcrest Rd, Tempe, AZ, 85203	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-54498	TPA	Donald Bennett	1977-02-28	UHC-07240-34	—	2493 Elm St, Fresno, CA, 93702	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50604	TPA	Alexander Lee	1971-04-24	—	6083542471	1021 Desert Sky Blvd, Austin, TX, 78706	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50354	TPA	Stehpen V Spencer	1972-06-27	—	—	334 Spring St, Austin, TX, 78785	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61847	TPA	Joe Bishop	1967-10-04	—	—	3979 Elm St, Gilbert, AZ, 85264	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59972	TPA	Paul Hoffman	1939-12-10	—	—	8814 Apache Blvd, Nashville, TN, 37208	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55771	TPA	Sara Espinoza	1997-01-27	—	—	5773 Central Ave, Los Angeles, CA, 90072	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56985	TPA	Priya Morales	1938-05-26	—	—	7223 Sunset Blvd, Chandler, AZ, 85233	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-50618	TPA	Maria Singh	1983-05-20	—	—	8998 Jefferson Ave, Las Vegas, NV, 89195	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52119	TPA	Olivia Shaw	2002-09-01	—	—	8294 Sage Ct, Phoenix, AZ, 85073	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56032	TPA	Sara Franklin	1955-09-04	—	—	3518 Central Ave, Las Vegas, NV, 89141	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59161	TPA	Christian Elliott	1972-07-07	—	—	3066 Apache Blvd, Tucson, AZ, 85724	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50433	TPA	Amy I Torres	1959-05-04	—	—	5688 Cedar Ln, Austin, TX, 78783	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 136 of 156Previous Next