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-128318	ENR	Larry Mejia	2008-10-26	UHC-51529-52	5785725779	9043 Bayshore Dr, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-139906	ENR	John Vasquez	1944-12-20	UHC-97590-15	5049181456	8951 Washington St, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135956	ENR	Jessica Butler	1983-07-23	UHC-02526-79	7299124563	4446 Sage Ct Apt 36, Houston, TX	0.66	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
ENR-101445	ENR	Timothy P Hernandez	1991-07-06	UHC-76166-29	3149376695	3939 Pine Dr, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-134695	ENR	Isabella F Castillo	1946-08-01	UHC-47426-43	8376165863	256 Elm St, Chandler, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-125505	ENR	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125685	ENR	Hiroshi E Chen	1966-01-04	UHC-17645-40	—	9756 Sage Ct, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138452	ENR	Kimberly H Boyd	1994-11-10	UHC-72399-15	4365569031	5470 Central Ave, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137048	ENR	Jacqueline V West	1985-05-28	UHC-44389-59	4976766841	9211 Park Pl, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117189	ENR	Aisha N Perez	1985-06-02	UHC-74165-04	—	9553 Elm St, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-122634	ENR	Ronald Ramos	1957-11-19	UHC-86887-23	7915597980	2775 Palm Dr, Plano, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103091	ENR	Debra Romero	1946-06-10	UHC-12831-60	9009946349	1512 Central Ave, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-132674	ENR	Thomas N Sanchez	1943-03-28	UHC-02366-75	—	9360 Highland Ave, Jacksonville, FL	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+1 more
ENR-131522	ENR	Mark Espinoza	1949-06-23	UHC-64946-78	6428688761	4753 Willow Ct, Fresno, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-138914	ENR	Kevin B Burton	1974-02-28	UHC-40231-03	8846081503	2103 Forest Ave, Tampa, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-104592	ENR	Richard I Sullivan	1964-08-22	UHC-93331-91	—	6923 Canyon Rd, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127593	ENR	Margaret Dean	2000-06-07	UHC-39451-79	5149611106	2873 Maple Ave, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124128	ENR	Frank A Phillpis	1966-04-13	UHC-90331-76	—	614 Valley View Dr, Miami, FL	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-140228	ENR	Doris K Evans	1982-09-21	UHC-13778-68	3972229245	7374 Central Ave, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142188	ENR	Kelly D Boyyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-129567	ENR	Jeremy Q Black	1970-05-21	UHC-73903-49	2565526560	9616 Indian School Rd, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123730	ENR	Joshua S Chapman	1975-07-02	UHC-13597-78	8886973592	6059 Main St, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107914	ENR	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-112770	ENR	Jordan Fernandez	2000-11-19	UHC-95912-03	6904787196	9242 Elm St, Eden Prairie, MN	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-112767	ENR	Denise F Lopz	1984-03-27	UHC-94618-30	8946613553	5822 Hillcrest Rd, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101542	ENR	Fatima Davis	1997-04-15	UHC-77945-54	9334228741	35 Cedar Ln, Chandler, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-135768	ENR	Jack G Martin	1991-09-05	UHC-42073-29	3932013156	3818 Maple Ave, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-104229	ENR	Keith E Jimenez	1948-01-27	UHC-46751-64	6916397422	49 Canyon Rd, San Antonio, TX	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-104904	ENR	Victoria L Cook	1942-07-17	UHC-92086-06	5406085923	8105 Cedar Ln # 262, Fresno, CA	0.66	Unit split from street ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-133912	ENR	Ann Lynch	1944-07-26	UHC-38972-50	5167159152	3075 Apache Blvd, Tempe, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-128654	ENR	Brittany Espinoza	1961-06-18	UHC-75123-22	5362164411	6090 Highland Ave, Mesa, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101055	ENR	Debra H Bishop	—	UHC-74782-94	3157943023	5514 Grand Ave, Gilbert, AZ	0.66	Date of birth unreadable Phone reformatted State code upper-cased ZIP missing+1 more
ENR-140342	ENR	Danielle L Morales	1995-01-12	UHC-61737-79	2159460820	4345 Willow Ct, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142541	ENR	Ana H Salazar	1955-06-09	UHC-90739-81	6482125253	7470 Willow Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123060	ENR	Yuki Parker	1978-11-15	UHC-70943-90	5495991759	6713 Forest Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140183	ENR	Elizabeth O Lane	1984-04-14	UHC-82354-43	3724998421	8892 Apache Blvd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-114589	ENR	Carol Thomas	1955-07-27	UHC-25221-32	5184709440	621 Apache Blvd, San Diego, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-115835	ENR	Andrea Weaver	2004-09-02	UHC-37102-61	5337471380	7005 Union St, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126401	ENR	Evelyn Delgado	1961-10-05	UHC-46372-43	3543686826	495 Church St, Plano, TX	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-121772	ENR	Timothy Garett	1939-01-02	UHC-82469-73	4395835920	5829 Grand Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100458	ENR	Mary B Alvarado	1952-04-10	UHC-92301-91	—	8686 Sunset Blvd, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106106	ENR	George M Kim	1946-06-06	UHC-68057-28	4033784424	4350 Church St, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131322	ENR	Ann Reed	1969-04-14	UHC-75559-79	5697165221	6501 Maple Ave, Chandler, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101791	ENR	Keyla W Rojas	1976-04-08	UHC-40844-52	4046509319	114 Baseline Rd, Sacramento, CA	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-123426	ENR	Fatima Richardson	1987-09-13	UHC-41967-03	9232117624	2139 Washington St, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132809	ENR	Valentina D Alexander	1951-07-19	UHC-51225-03	5342225762	2332 Lincoln Way, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125884	ENR	Shirley Stone	1970-03-01	UHC-61879-34	9232764399	8594 Elm St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-134140	ENR	Logan T Snyder	1966-08-02	UHC-28743-44	7504947853	6657 Jefferson Ave, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100826	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	—	2079 Meadow Ln, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-107838	ENR	Cheryl Torres	1995-02-26	UHC-19193-75	8975129326	3902 Baseline Rd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

3,340 rows, page 42 of 67Previous Next