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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127841	ENR	Shirley Torres	1951-11-12	—	5334115685	4346 Lake View Rd, San Diego, CA, 92107	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128940	ENR	Luis R Romero	1947-05-10	UHC-62136-56	9322377468	2683 Mountain View Dr Apt 4, Glendale, AZ, 85379	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-107326	ENR	Wayne Payne	1944-02-02	UHC-86755-25	2794497156	8680 Elm St, Seattle, WA, 98118	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107814	ENR	Keith Z Willis	1946-06-07	UHC-74143-65	2788415730	8299 Willow Ct, San Diego, CA, 92187	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-106476	ENR	Catherine Soto	1985-09-02	UHC-57677-79	7592938207	6467 Jefferson Ave, Tempe, AZ, 85283	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130019	ENR	Joyce Walker	1988-01-22	UHC-44827-85	6146151787	7085 Park Pl, Seattle, WA, 98166	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130020	ENR	Joyce Walker	1988-01-22	UHC-44827-85	6146151787	7085 Park Pl, Seattle, WA, 98166	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138939	ENR	Cheryl Howell	1987-07-07	UHC-72843-98	9025578865	9849 Spring St, Jacksonville, FL, 32276	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-106038	ENR	Scott D Richardson	1980-05-06	UHC-85342-87	9834541600	5331 Highland Ave, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-110896	ENR	Pamela Hicks	1951-06-04	UHC-52905-09	5164572256	5492 Highland Ave, Seattle, WA, 98198	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123618	ENR	Lauren Munoz	1989-07-19	UHC-64060-30	—	8553 Maple Ave, Dallas, TX, 75224	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-112542	ENR	Maria M Gibson	1961-07-08	UHC-66677-72	—	5131 Oak St, Seattle, WA, 98103	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113183	ENR	Douglas Z Woods	1944-10-13	UHC-79950-61	—	4909 Central Ave, Columbus, OH, 43294	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117707	ENR	Mariana R Lee	1972-01-02	UHC-21542-39	3745340939	6393 Main St, Austin, TX, 78706	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109348	ENR	Ryan M Duncan	2002-11-20	UHC-30657-74	5002363668	8674 Willow Ct, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-100803	ENR	Russell J Carlson	1972-11-07	UHC-54250-93	2932613023	1405 Valley View Dr, Orlando, FL, 32863	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-111608	ENR	Aisha Hanson	—	UHC-94475-97	3157849821	6852 Willow Ct, Houston, TX, 77094	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
ENR-132855	ENR	Charlie Reynolds	1986-08-01	UHC-62726-06	2343492650	7293 Bayshore Dr, Jacksonville, FL, 32270	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-105826	ENR	Gregory Jensen	2005-08-16	UHC-11923-03	6088586740	3096 Pine Dr, Scottsdale, AZ, 85285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117006	ENR	Pamela H Collins	1942-09-03	UHC-20336-22	3416422463	1992 Meadow Ln, Mesa, AZ, 85242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132315	ENR	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St # 674, Las Vegas, NV, 89143	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-130738	ENR	Sandra Mills	2002-09-21	UHC-92279-87	4713090138	43 Church St, Chandler, AZ, 85291	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103911	ENR	Victoria M Burns	1958-05-16	UHC-63049-65	8653856494	4127 Ridge Rd, Tucson, AZ, 85754	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101078	ENR	Hiroshi X Armstrong	1952-11-03	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135822	ENR	Camila W Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd, Atlanta, GA, 30305	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125371	ENR	Arthur J Mendez	1949-10-01	UHC-03942-39	8706809253	178 Lake View Rd, Atlanta, GA, 30320	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139159	ENR	Jeffrey H Cox	1998-05-27	UHC-10954-72	6416094877	2169 Desert Sky Blvd, Sacramento, CA, 95842	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-107429	ENR	Carol Y Gonzalez	1955-10-09	UHC-52139-69	5807875170	6918 Desert Sky Blvd, Minneapolis, MN, 55448	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138250	ENR	Sofia K Howard	1956-10-02	UHC-60029-39	5135486442	7473 Palm Dr, Phoenix, AZ	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-109052	ENR	Virginia O Cox	1983-10-08	UHC-68178-44	3752807034	6698 Sunset Blvd, Columbus, OH, 43248	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139823	ENR	Abigail D Perez	1996-10-25	UHC-81326-41	6629644810	3454 Bayshore Dr, Las Vegas, NV, 89114	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108380	ENR	David A Banks	2000-08-20	UHC-99373-66	2322140948	8520 Indian School Rd, Gilbert, AZ, 85245	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105959	ENR	RachelJunk	1954-08-12	UHC-44054-68	6135367989	2152 Oak St, Orlando, FL, 32871	0.76	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+2 more
ENR-120869	ENR	Camila A Marshall	1956-12-09	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129286	ENR	Deborah Hill	1941-10-28	UHC-93002-46	4022273661	3555 Main St, Tucson, AZ, 85726	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114900	ENR	Sean K Moore	1955-11-21	UHC-28439-67	7555128204	3487 Pine Dr, Scottsdale, AZ, 85291	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-135547	ENR	Evelyn A Sullyvan	1980-01-03	UHC-19195-34	3178283552	1104 Willow Ct, Gilbert, AZ, 85267	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104559	ENR	Lisa Griffin	1941-09-27	UHC-64792-99	7933022674	1440 Elm St, Jacksonville, FL, 32291	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134970	ENR	Edward Z Rse	1938-07-05	UHC-71305-55	4524168980	540 Union St, Gilbert, AZ, 85246	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115638	ENR	Judy Gordon	1989-01-19	UHC-42217-51	7278481504	3894 Broadway, Austin, TX, 78713	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
ENR-114655	ENR	Maia Nichols	1984-12-26	UHC-63435-65	9379006222	1856 Willow Ct, Minneapolis, MN, 55464	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121242	ENR	Rebecca King	1966-03-28	UHC-55205-58	5666547385	4953 Cedar Ln, Seattle, WA	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-129737	ENR	Raymond X McCoy	1957-06-12	UHC-38052-26	6009033498	6844 Harbor Blvd, Scottsdale, AZ, 85208	0.76	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+2 more
ENR-122460	ENR	Elizabeth Yang	1960-11-12	UHC-30686-46	3213412052	1229 Lake View Rd, Tampa, FL, 33607	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103464	ENR	Deboreh X Hart	1951-04-03	UHC-08292-97	3194357066	4956 Spring St, Austin, TX, 78752	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103897	ENR	Ryan Little	1995-06-13	UHC-91652-15	5702969473	8002 Mountain View Dr, Eden Prairie, MN, 55327	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120306	ENR	Arjun Q Cole	1961-07-25	UHC-22790-95	6974662147	9824 Valley View Dr, Nashville, TN, 37209	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122270	ENR	Dorothy D Marquez	1955-12-07	UHC-73764-85	4483974788	1017 Baseline Rd, Los Angeles, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-108567	ENR	Janice O Gutierrez	1970-06-20	UHC-15589-61	4998666057	8218 Palm Dr, Nashville, TN, 37281	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129572	ENR	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more

16,916 rows, page 156 of 339Previous Next