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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107645	ENR	Eugene Robertson	1959-11-05	UHC-81445-87	8717561933	8093 Lake View Rd # 318, Mesa, AZ, 85272	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116471	ENR	Kyle Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141082	ENR	Megan W Carlson	1987-09-17	UHC-52900-15	8049442516	6904 Elm St, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116820	ENR	Wei Johnson	—	UHC-18255-97	7945034955	8648 Spring St Apt 24, Miami, FL, 33183	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-125895	ENR	Sharon F Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123155	ENR	Robert M Harris	1947-09-21	UHC-29409-54	6442502165	6344 Cedar Ln Apt 1, Houston, TX, 77078	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-137221	ENR	Timothy J Guzman	1956-04-14	UHC-86387-31	9216548684	1038 Mesa Dr, Seattle, WA, 98168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142762	ENR	Dot Gomez	1965-10-25	UHC-28888-43	8404448085	4929 Elm St, Los Angeles, CA, 90030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105780	ENR	Elijah Hall	1996-09-24	UHC-02806-77	4925726487	5172 Willow Ct, Columbus, OH, 43284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141772	ENR	Victoria J Yang	1943-09-22	UHC-95449-76	7229297430	2579 Hillcrest Rd, Tampa, FL, 33650	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-117921	ENR	Julia K Graham	1947-05-12	UHC-16313-77	8007937540	352 Willow Ct, Tucson, AZ, 85748	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City 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-123617	ENR	Judy B Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137745	ENR	Pamela Ray	2002-12-14	UHC-77160-65	5878656206	8115 Forest Ave, Minneapolis, MN, 55497	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134098	ENR	Sarah E Carlson	1943-02-20	UHC-61080-99	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126125	ENR	Luis H Holmes	1967-11-14	UHC-39290-46	4997427844	6193 Mesa Dr, Dallas, TX, 75238	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115023	ENR	Jerry R Yang	—	UHC-60447-61	5699831711	7676 Valley View Dr, Jacksonville, FL, 32212	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118940	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	8238596850	485 Washington St, Gilbert, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120561	ENR	Yuki K Duncan	1957-09-19	UHC-13281-99	5322988794	5754 Apache Blvd # 538, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-110687	ENR	Kimberly E Young	—	UHC-91008-21	3612186867	5824 Washington St, Mesa, AZ, 85291	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139949	ENR	Juan M Vasquez	1998-08-20	UHC-59195-16	3589642035	2523 Main St, San Diego, CA, 92165	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130729	ENR	Peter Harper	1957-04-15	UHC-87117-06	2522107241	4191 Grand Ave, Columbus, OH, 43284	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104124	ENR	Matthew E Espinoza	2004-08-08	UHC-35173-99	9122454951	2345 Park Pl # 275, Austin, TX, 78788	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131654	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-134260	ENR	Brandon Georeg	1968-10-07	UHC-49996-19	3902697404	6886 Ocean Ave, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118851	ENR	Jlie Marshall	2006-09-02	UHC-19095-82	6132429319	9072 Pine Dr, Dallas, TX, 75264	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address 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-100951	ENR	Brian Mitchell	1995-06-11	UHC-36383-41	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117261	ENR	Michael Chapman	1960-09-01	UHC-78960-31	6898099082	3528 Bayshore Dr, Tampa, FL, 33698	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131103	ENR	Joe Snyder	1994-11-27	UHC-75238-83	6253145044	2758 Broadway, Orlando, FL, 32880	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-119685	ENR	Jeffrey A Lopez	1956-04-07	UHC-38292-42	3879602356	2377 Central Ave, Miami, FL, 33181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111067	ENR	Karen Wells	1989-06-21	UHC-15913-51	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111066	ENR	Karen Wells	1989-06-21	UHC-15913-51	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+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-102604	ENR	Lina Crawforrd	1993-12-27	UHC-89035-43	5545279805	8402 Washington St, Denver, CO, 80274	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125035	ENR	Rachel Green	1972-10-06	UHC-78943-88	3938558749	9450 Ridge Rd, Houston, TX, 77019	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131256	ENR	Carol I Riely	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104616	ENR	Dorothy L Holmes	2006-10-05	UHC-62284-90	7419377608	6486 Palm Dr, Jacksonville, FL, 32266	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+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-121976	ENR	Kathryn I Henderson	1953-11-28	UHC-09847-52	3124846062	4192 Market St, Las Vegas, NV, 89134	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-135555	ENR	Joyce Howard	1978-05-03	UHC-48747-24	2235481783	6070 Maple Ave, Glendale, AZ, 85302	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107174	ENR	Camila LJunk	1977-12-26	UHC-37268-86	8666637272	9815 Harbor Blvd, Phoenix, AZ, 85062	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112007	ENR	Billy R Le	1940-01-19	UHC-22687-90	7982733512	1390 Mesa Dr, Phoenix, AZ, 85003	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140794	ENR	CarolynJunk	1988-02-20	UHC-74905-30	4269796635	2326 Palm Dr, Eden Prairie, MN, 55345	0.64	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-108597	ENR	Martha T Stone	2000-11-11	UHC-60822-04	8515121604	1311 Hillcrest Rd, Glendale, AZ, 85387	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142160	ENR	Ana P Ford	2007-02-13	UHC-54888-77	7542342591	8252 Desert Sky Blvd # 487, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117597	ENR	Pamela B Tran	2004-09-25	UHC-95837-67	2219380628	8893 Grand Ave, Glendale, AZ, 85332	0.64	Middle initial moved out of first name Phone reformatted State name converted to code Email lower-cased+2 more
ENR-102526	ENR	Bradley F Richardson	1961-03-15	UHC-31604-51	6542775957	9129 Grand Ave, Eden Prairie, MN, 55353	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109008	ENR	Steven Richards	1973-06-17	UHC-94453-06	9305380787	7325 Camelback Rd, Miami, FL, 33179	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109009	ENR	Steven Richards	1973-06-17	UHC-94453-06	9305380787	7325 Camelback Rd, Miami, FL, 33179	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 144 of 564Previous Next