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

All sources, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401134	CLM	Kayla Mejia	2003-09-22	UHC-37503-44	—	6725 Baseline Rd, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-63057	TPA	Marya Stone	1970-12-01	—	—	2623 Church St, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-409765	CLM	Jeremy Owens	1977-12-27	—	—	1683 Washington St, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-101846	ENR	Sofia Padilla	2007-03-04	UHC-77527-78	2487623563	5934 Elm St, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-406771	CLM	Ruzsell Stewart	1938-12-17	—	2287968735	79 Union St, Denver, CO	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
ENR-131989	ENR	Tyler B Wagner	1977-08-17	UHC-29723-33	—	8116 Willow Ct, San Antonio, TX	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-420256	CLM	Joe Olson	1986-02-15	UHC-47916-67	—	8847 Market St # 779, Scottsdale, AZ	0.68	Unit split from street City re-cased ZIP missing Whitespace trimmed
CLM-429421	CLM	Austin Rogers	1986-07-06	UHC-96104-23	6477430493	7743 Sage Ct, San Antonio, TX	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-109905	ENR	Cheryl Reed	1952-09-07	UHC-42325-33	2686135598	4160 Oak St, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-136173	ENR	Santiago Moreno	1987-05-16	UHC-69964-04	8257591822	4391 Broadway, Sacramento, CA	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP missing
ENR-121525	ENR	Amber Nguyen	1975-07-27	UHC-25468-58	4427354243	2380 Lincoln Way, Denver, CO	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
PRV-21960	PRV	Donald Castillo	1942-07-26	—	5183424288	2970 Market St, Phoenix, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-122339	ENR	Cunningham B Judith	1999-05-20	UHC-01302-60	8107094477	2252 Mesa Dr, Minneapolis, MN	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
ENR-111210	ENR	Valentina Castro	1965-09-27	UHC-67267-14	7689673204	4388 Broadway, Houston, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
ENR-130568	ENR	Eugene Padilla	2007-06-27	UHC-02340-28	5378633073	1804 Ridge Rd, Chandler, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110875	ENR	Alan White	1941-05-22	UHC-81845-87	—	353 Pine Dr, Houston, TX	0.68	Phone missing area code ZIP missing Email lower-cased Whitespace trimmed
ENR-137360	ENR	Douglas K Perez	1946-12-16	UHC-09660-92	2088442455	4022 Spring St, Minneapolis, MN	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-421341	CLM	Gloria Martinez	1959-09-01	UHC-12879-76	—	840 Central Ave # 941, Las Vegas, NV	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
ENR-107886	ENR	Kenneth K Ellis	1945-06-12	UHC-91252-46	5884796031	5467 Apache Blvd, Austin, TX	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Whitespace trimmed
PRV-25069	PRV	Mei Wilson	1978-03-11	UHC-28950-12	—	3147 Lincoln Way, Charlotte, NC	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61780	TPA	Susan Guzman	1959-06-14	—	—	9558 Desert Sky Blvd, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-142157	ENR	Barbara Willis	1983-05-09	UHC-77515-78	8869768059	8672 Washington St, Plano, TX	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
CLM-427540	CLM	Jerry L Walsh	1980-03-10	UHC-90013-29	—	1562 Valley View Dr, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-102058	ENR	Hannah Coleman	1957-12-14	UHC-98061-34	8817346540	295 Desert Sky Blvd, Minneapolis, MN	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-104792	ENR	Raymond N Armstrong	1984-08-09	UHC-54364-17	8808589858	2275 Forest Ave Apt 36, Sacramento, CA	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
PRV-26085	PRV	Ann Nunez	1988-07-19	UHC-74358-70	—	2786 Hillcrest Rd, Atlanta, GA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
CLM-426525	CLM	Raymond Carpenter	1968-04-14	UHC-37527-46	—	64 Palm Dr, Tucson, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
TPA-51920	TPA	Patrick Gutierrez	1993-10-02	—	—	6794 Cedar Ln, Mesa, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411463	CLM	Austin Padilla	1938-07-03	UHC-50622-97	5313303332	2950 Desert Sky Blvd, Chandler, AZ	0.68	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing
CLM-403198	CLM	Brenda Estrada	1963-12-15	UHC-89999-03	—	8397 Canyon Rd, Tucson, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-132044	ENR	Kenneth T Diaz	2000-11-09	UHC-01133-38	—	5393 Mountain View Dr, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
ENR-140221	ENR	Thomas Park	1997-05-11	UHC-49640-65	5212872738	6432 Ocean Ave, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed
PRV-26463	PRV	Sandra A Stevens	1963-08-22	UHC-88900-39	3853865840	6300 Lake View Rd, Tempe, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-135113	ENR	Beverly Jackson	1986-03-23	UHC-04410-23	7016324921	7204 Jefferson Ave, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-129695	ENR	Russell Diaz	1947-07-01	UHC-67883-28	5352656993	2963 Canyon Rd, Houston, TX	0.68	Name re-cased Two-digit birth year Phone reformatted ZIP missing
CLM-403437	CLM	Nicole Sanders	1955-06-06	UHC-28472-75	—	329 Jefferson Ave, Columbus, OH	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429496	CLM	Linda Hansen	1943-12-04	—	—	7747 Broadway, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52013	TPA	Jennifer P Carr	1949-11-05	UHC-46410-65	—	2820 Hillcrest Rd, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-122515	ENR	Jacqueline O West	2001-11-06	UHC-85592-57	3106589115	4293 Cedar Ln, Orlando, FL	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP missing
CLM-426097	CLM	Daniielle Schultz	1914-07-01	UHC-73966-94	—	7494 Union St, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-129343	ENR	Amber C Colmean	1980-12-01	UHC-86025-62	—	4927 Indian School Rd, Fresno, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-138121	ENR	Camila P Andrews	1974-03-26	UHC-07406-76	2402934059	6437 Broadway, Charlotte, NC	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-102862	ENR	Melissa C Washington	1983-05-16	UHC-41729-60	—	4346 Elm St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-142948	ENR	Jeremy Sims	1980-06-18	UHC-18079-22	8628864460	3402 Washington St, Chandler, AZ	0.68	Name re-cased Phone reformatted SSN last four extracted ZIP missing
ENR-111666	ENR	Virginia Oliver	1972-01-15	UHC-84406-02	3209596604	7715 Valley View Dr, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Whitespace trimmed
CLM-424726	CLM	Jerry Jordan	1997-06-11	UHC-64857-05	—	2771 Spring St # 470, Tempe, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
ENR-117429	ENR	Abigail D Dunn	1965-01-06	UHC-14067-97	4825949958	5392 Union St, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
CLM-410931	CLM	Doris Simms	1987-06-10	UHC-19611-18	—	2883 Oak St, San Diego, CA	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
ENR-117411	ENR	Martha Johnston	1998-12-04	UHC-85943-94	—	6408 Lake View Rd, Fresno, CA	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Placeholder values cleared
ENR-107936	ENR	Mason King	1959-08-04	UHC-51740-50	2037032899	3044 Ridge Rd, Eden Prairie, MN	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing

7,146 rows, page 109 of 143Previous Next