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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409571	CLM	Harold Mason	1940-11-11	—	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126394	ENR	Joyce Watson	1938-11-17	UHC-18256-92	4017122581	3969 Lincoln Way, Jacksonville, FL, 32297	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-413832	CLM	Doris Dominguez	2001-12-16	UHC-82608-31	—	6256 Sunset Blvd, Scottsdale, AZ, 85220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140858	ENR	Ahmed O Coleman	1957-03-03	UHC-59645-10	5126065971	4581 Forest Ave, Columbus, OH	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-141185	ENR	Kyle Cook	2001-09-07	UHC-25023-44	2166147611	9327 Broadway, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-139929	ENR	Omar Fisher	1995-03-19	UHC-39161-40	4287150689	8386 Ocean Ave, Las Vegas, NV, 89106	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-21271	PRV	George Moreno	1975-07-02	UHC-65364-35	5858632110	9621 Cedar Ln, Phoenix, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-108918	ENR	Camila I Burke	2008-01-17	UHC-01880-25	8863246004	3340 Market St Apt 22, Minneapolis, MN, 55483	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108716	ENR	John Little	1968-05-02	UHC-51193-40	4528658516	1768 Maple Ave, Gilbert, AZ, 85254	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131156	ENR	Wei Ortega	1955-10-09	UHC-90425-63	9729104239	933 Highland Ave, Chandler, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116876	ENR	Samantha Q Medina	1993-01-09	UHC-02306-10	9213005051	6921 Baseline Rd, Sacramento, CA	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23119	PRV	Aaron Gacia	1963-04-27	—	7519765126	7813 Desert Sky Blvd, Minneapolis, MN, 55424	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-122385	ENR	Roger T Hoffman	1962-02-03	UHC-52215-08	6632873018	7165 Willow Ct, Eden Prairie, MN, 55313	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24051	PRV	Paul Alvarez	2000-05-10	—	—	7640 Washington St, Houston, TX, 77048	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-420183	CLM	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St Apt 39, San Antonio, TX, 78273	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425307	CLM	Gloria King	1976-07-02	—	—	932 Ocean Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-105755	ENR	Marilyn Willis	1997-06-15	UHC-30752-12	8272927043	8924 Grand Ave, Atlanta, GA, 30334	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405184	CLM	Austin Watson	1998-06-16	UHC-30177-94	—	7865 Highland Ave, Minneapolis, MN, 55425	0.52	Name re-cased Two-digit birth year State name converted to code Gender normalised+2 more
ENR-106777	ENR	Marcus V Arnold	1966-01-02	UHC-01409-71	6249407731	4299 River Rd, Los Angeles, CA, 90071	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62763	TPA	Alexander Reid	—	UHC-22695-59	—	5107 Lake View Rd # 452, Plano, TX, 75027	0.52	Name re-cased Date of birth unreadable Unit split from street Gender normalised+2 more
TPA-64218	TPA	Carl McCoy	1966-04-05	—	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52622	TPA	Steven Salazar	1950-05-26	—	—	694 Bayshore Dr Apt 21, Fresno, CA, 93798	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422280	CLM	Maria Jones	1981-12-28	—	—	5204 Spring St, Chandler, AZ, 85221	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110731	ENR	Kelly Park	1961-01-15	UHC-03415-63	5006041013	1235 Camelback Rd # 977, Dallas, TX, 75231	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429299	CLM	Arthur Smith	1975-09-02	—	8772636178	7230 Harbor Blvd Apt 23, Nashville, TN, 37202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126354	ENR	Priya H McDonald	1965-08-04	UHC-72612-44	6966363485	5136 Apache Blvd, Tempe, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140839	ENR	Alexis B Murray	1990-12-15	UHC-07375-77	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62453	TPA	Samantha Riely	1965-12-27	—	—	5302 Hillcrest Rd, Orlando, FL, 32828	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128568	ENR	Larry N Hanson	1959-07-28	UHC-36825-92	—	5391 Mountain View Dr, Seattle, WA, 98133	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-418270	CLM	Kenneth Sims	1999-06-16	UHC-30731-18	2473060141	392 Indian School Rd, Phoenix, AZ, 85096	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52470	TPA	Larry Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St, Seattle, WA, 98124	0.52	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
ENR-110840	ENR	Julia U Carroll	1972-07-10	UHC-35780-70	8312837561	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-100644	ENR	Grace A Taylor	1971-09-23	—	4154149172	7577 Camelback Rd, Atlanta, GA, 30339	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424207	CLM	Linda S Wong	1986-02-05	—	6142896788	2390 Apache Blvd, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423107	CLM	Raymond Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104590	ENR	Patrick M Weaver	—	UHC-07386-91	—	8123 Elm St, Fresno, CA, 93729	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-59046	TPA	Beverly Chapman	1975-07-20	—	—	2771 Lake View Rd, Las Vegas, NV, 89180	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-140151	ENR	Nancy O Carpenter	1980-06-07	UHC-82726-77	6596643853	7629 Ocean Ave, Dallas, TX, 75246	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26718	PRV	Ahmed Castillo	1996-09-28	UHC-03994-93	9295262376	5587 Meadow Ln, Sacramento, CA, 95807	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426178	CLM	Jose Jordan	1947-12-06	UHC-22708-92	5628054075	2093 Oak St, Dallas, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-51865	TPA	Gary Welch	1940-12-20	—	—	1042 Church St, Tampa, FL, 33621	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413262	CLM	Edward Alvarez	1948-01-05	UHC-92725-88	8786178484	9770 Highland Ave, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119987	ENR	Matthews Lori	2000-11-13	UHC-03231-10	—	6793 Market St, Mesa, AZ, 85218	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-415799	CLM	Alan Ramos	—	—	—	3586 Bayshore Dr, Chandler, AZ, 85255	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-133252	ENR	Jerry G Sanchez	1988-09-27	UHC-29270-33	3656995693	322 Meadow Ln, Denver, CO, 80240	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28929	PRV	Grace D Hughes	1965-10-15	—	6717940564	181 Central Ave, Tampa, FL, 33632	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56336	TPA	Bobby Stone	1954-07-02	—	7399530508	2672 Grand Ave, Scottsdale, AZ, 85241	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134690	ENR	Dorothy Franklin	1976-08-17	UHC-90811-84	—	1448 Desert Sky Blvd, Atlanta, GA, 30389	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103719	ENR	Eugene Tran	1985-09-05	UHC-63592-24	4136552830	7045 Forest Ave, Las Vegas, NV, 89185	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137443	ENR	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 74 of 337Previous Next