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

Enrollment, 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
ENR-123632	ENR	Jacqueline N Sanders	—	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140579	ENR	Ethan Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129563	ENR	Timothy Phillips	2005-07-25	UHC-10844-40	3038615081	5321 River Rd, Tempe, AZ, 85205	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-102773	ENR	Sara H Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway # 898, Seattle, WA, 98113	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-105289	ENR	Theresa Stewart	2005-05-23	UHC-25878-48	4638132634	4082 Ridge Rd, Scottsdale, AZ, 85266	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122869	ENR	Billy W Edwards	1985-12-05	UHC-09876-01	2107350803	5729 Camelback Rd, Tempe, AZ, 85201	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101643	ENR	Vincent X Tran	1987-09-12	UHC-31092-94	4966542599	9163 Central Ave, Tucson, AZ, 85726	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105610	ENR	Lucia F Hoffman	1941-02-12	UHC-31201-99	3569658725	836 Desert Sky Blvd, Seattle, WA, 98195	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-142099	ENR	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133009	ENR	Jremy Dunn	2002-08-04	UHC-68007-89	—	5789 Apache Blvd Apt 5, Charlotte, NC, 28244	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139243	ENR	Pricce V Mateo	2008-02-20	UHC-70897-29	6196087567	4704 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113173	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave, Denver, CO, 80222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137966	ENR	Hannah Rojas	1963-01-04	UHC-56751-85	9775529134	1371 Lake View Rd, Nashville, TN	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131756	ENR	Brenda Carpenter	1953-05-23	UHC-50968-55	3354432906	4125 Canyon Rd # 218, Minneapolis, MN, 55419	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107157	ENR	Bradley N Alvarado	—	UHC-60977-15	8558861572	9460 Apache Blvd, Orlando, FL, 32800	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-137250	ENR	Thomas L Wallace	1978-02-12	UHC-19625-02	4596317662	4115 Market St, Las Vegas, NV, 89149	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107229	ENR	Lnda Stevens	1949-05-21	UHC-29670-57	6933022129	5554 Forest Ave, Dallas, TX, 75220	0.52	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-114185	ENR	Aaron Garcia	1963-04-27	UHC-88510-65	7519765126	7813 Desert Sky Blvd, Minneapolis, MN, 55424	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130948	ENR	Goria Wilson	1984-11-23	UHC-54456-13	9643140894	4217 River Rd, Austin, TX, 78785	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121850	ENR	Beverly Z Simmons	1941-08-28	UHC-14430-68	4813293283	3203 Spring St, Austin, TX, 78706	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100218	ENR	Austin I Wong	1960-08-26	UHC-42508-72	5719434647	2723 Grand Ave Apt 35, Houston, TX, 77024	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113174	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave Apt 1, Denver, CO, 80222	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-140552	ENR	Roger Chavez	1971-05-02	UHC-06007-39	5388543540	6965 Broadway, Miami, FL, 33159	0.52	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+2 more
ENR-134138	ENR	Marcus B Singh	1941-05-20	UHC-84028-93	8177857832	8266 Bayshore Dr, Tampa, FL, 33665	0.52	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-140262	ENR	Cheryl Banks	1985-09-01	UHC-00187-29	6327010937	9272 Grand Ave, Dallas, TX, 75274	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-123242	ENR	Diana S Bailey	1999-10-21	UHC-96404-93	—	3860 Spring St, Miami, FL	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127240	ENR	Ann G Russell	2006-06-08	UHC-35547-48	3885656960	4502 Hillcrest Rd, San Diego, CA, 92103	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115922	ENR	Walter L Alvarez	1941-06-02	UHC-32233-17	3753790045	4448 Sage Ct, Houston, TX, 77031	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130653	ENR	Madison Hawkins	1950-04-28	UHC-18827-80	6365432404	3643 Forest Ave Apt 20, Gilbert, AZ, 85231	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-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
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
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
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
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
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
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
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
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
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
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
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
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
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

7,326 rows, page 36 of 147Previous Next