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 “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
ENR-135849	ENR	Evelyn Walsh	1945-11-12	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-119947	ENR	Tricia M Robertson	1997-07-11	UHC-21505-88	5882219616	5703 River Rd, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116529	ENR	Philip Morales	1963-02-13	UHC-36559-45	7253071982	5117 Oak St, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134192	ENR	Beverly P Moraales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113555	ENR	Emma O Campbell	1971-11-15	UHC-47039-85	4163118053	4875 Central Ave, Mesa, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-109619	ENR	Therasa Cook	1943-09-26	UHC-31271-01	8586534993	3414 Union St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101671	ENR	Jeffrey G Lucas	1978-05-27	UHC-89444-84	2088973348	3327 Meadow Ln, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119239	ENR	Lus Jenkins	1958-10-19	UHC-57726-75	—	7476 Ridge Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137222	ENR	Ronald Cole	1952-02-22	UHC-01467-69	3823767927	1549 Union St, Miami, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102639	ENR	Betty West	1983-05-28	UHC-82275-78	6432609690	3801 Lake View Rd, Denver, CO	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-141911	ENR	Salazar Brenda	1989-06-02	UHC-15544-04	5575157216	3821 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127839	ENR	Luis O Young	1947-11-15	UHC-96425-54	9133048270	5246 Camelback Rd, Las Vegas, NV	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-136691	ENR	Patricia I Watson	1985-09-02	UHC-87254-10	5553480510	7904 Washington St, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119361	ENR	Sofia Stone	1957-07-25	UHC-26887-79	—	9671 Highland Ave, Tucson, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-115766	ENR	Jesse Contreras	1998-12-20	UHC-26604-40	4163750386	1322 Mountain View Dr, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-110491	ENR	Nathaan U Hayes	1951-10-28	UHC-76338-71	9504367991	7675 Church St, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137188	ENR	Isabella Hart	1990-07-26	UHC-48345-45	6778433704	5350 Spring St, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-120655	ENR	Jacqueline J Berry	1961-10-07	UHC-46209-94	5185942960	351 Forest Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-119011	ENR	Evelyn Q Guzman	1993-10-24	UHC-64017-72	—	8001 Pine Dr, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112557	ENR	Randy U Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110640	ENR	Melissa R Gardner	1949-02-05	UHC-81275-40	6383769295	778 Apache Blvd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119952	ENR	Marcus V Carr	1942-10-28	UHC-56477-42	4574149849	2952 Jefferson Ave, Tampa, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-104258	ENR	Bruce J Le	1968-08-09	UHC-76471-58	8419986588	3831 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119390	ENR	John Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-119855	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-113565	ENR	Joan C Brown	2002-09-03	UHC-09520-95	4536977100	4391 Maple Ave, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127755	ENR	Robert Phillips	1938-07-04	UHC-99540-99	7964800844	9723 Main St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137010	ENR	Julia K Wright	1961-08-26	UHC-97703-86	—	9015 Sage Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130503	ENR	Janice J Rios	2003-04-19	UHC-16842-20	5869491000	3515 Hillcrest Rd, Scottsdale, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131507	ENR	Noah Hansen	1971-05-16	UHC-83557-49	6987721915	8909 Harbor Blvd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124767	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-124768	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-140752	ENR	Daniel W Mejia	1965-07-17	UHC-18153-42	8766420344	7763 Ocean Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121087	ENR	Mark Hart	—	UHC-51511-77	8049933833	9124 Park Pl, Atlanta, GA	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-133882	ENR	Maria G Rojes	1943-08-21	UHC-01066-43	5245561709	5968 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135293	ENR	Frank Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St, Denver, CO	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-123793	ENR	Judith Lawrence	1976-01-24	UHC-43217-77	3145426255	8822 Maple Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114915	ENR	Dylan Dean	1940-04-18	UHC-33903-05	3722813844	3307 Apache Blvd, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104276	ENR	Tim C Cook	2004-02-16	UHC-20743-60	9704746692	2519 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102219	ENR	Virginia Castillo	1992-06-06	UHC-00947-15	7614498180	6133 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118626	ENR	Omar E Alvarado	1980-04-10	UHC-76117-74	7033342947	4305 Highland Ave, Chandler, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108606	ENR	Brian W Maldonado	1942-03-05	—	5295924354	198 Main St, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110987	ENR	Abigail T Payne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN	0.64	Date of birth reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-110214	ENR	Jennifer Jensen	1977-10-17	UHC-58585-41	—	987 Grand Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104762	ENR	Maria Dean	1987-08-11	UHC-39017-66	9643076582	8425 Broadway # 808, Dallas, TX	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
ENR-103075	ENR	Jonathan F Cunningham	1971-01-22	UHC-44375-44	6833334528	1755 Lake View Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140050	ENR	Brenda Garrett	1981-09-22	—	3098899475	5537 Hillcrest Rd, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127119	ENR	Natalie Estrada	1938-05-17	UHC-84399-83	4355169604	8742 Church St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100608	ENR	Donald P Johnston	2002-06-09	UHC-00235-32	7185071064	2788 Meadow Ln, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121352	ENR	Laura Porter	1947-02-03	UHC-98577-38	5883855785	167 River Rd # 683, Orlando, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more

3,340 rows, page 36 of 67Previous Next