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-111480	ENR	Carlos P Li	1979-07-08	UHC-60268-18	9654796057	8294 Grand Ave, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110370	ENR	Denise Cooper	1980-04-10	UHC-73125-42	7233152570	974 Washington St, Tampa, FL, 33612	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123271	ENR	Anna Scott	1957-04-13	UHC-58273-66	9125241538	5832 Desert Sky Blvd, Mesa, AZ, 85290	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129514	ENR	Jonh N Lynch	2002-02-23	UHC-31180-51	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110668	ENR	Bryan Z Sanders	1976-04-21	UHC-11135-76	7023817340	1169 Market St, Orlando, FL, 32817	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126709	ENR	Christopher Z Ortega	2006-06-19	UHC-06039-73	6253350169	9815 Bayshore Dr, Charlotte, NC, 28268	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103007	ENR	Edward B Phillips	1958-07-15	UHC-27722-99	5498414449	8139 Sage Ct, San Diego, CA, 92192	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119150	ENR	Kenneth O Kelly	1986-08-06	UHC-11634-34	5334640680	3483 Hillcrest Rd, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101020	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140922	ENR	Marcus M Nelson	1990-02-05	UHC-78032-35	5155676352	1732 Park Pl, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111013	ENR	Maria Gonzales	2000-01-19	UHC-95621-18	—	1866 Ridge Rd, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123217	ENR	Joyce Bryant	1964-12-20	UHC-28974-37	2048651733	8094 Central Ave, Austin, TX, 78739	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116173	ENR	Kevin Hernandez	1969-07-03	UHC-94068-18	—	7438 Ridge Rd, Minneapolis, MN, 55473	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111101	ENR	Zachary E Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120171	ENR	Amy Lawrence	2003-09-23	UHC-73297-66	5037589751	2012 Mountain View Dr, Denver, CO, 80247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120172	ENR	Amy Lawrence	2003-09-23	UHC-73297-66	5037589751	2012 Mountain View Dr, Denver, CO, 80247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141448	ENR	Diego Y Sanchez	1990-08-07	UHC-73735-25	6954819169	6419 Camelback Rd, Denver, CO, 80202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113559	ENR	Gabriel Padilla	2007-08-22	UHC-42797-52	4564186944	7856 Ocean Ave, Fresno, CA, 93786	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134704	ENR	Susan V Bradley	1938-04-27	UHC-85039-25	3188670480	7748 Forest Ave, Scottsdale, AZ, 85241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117294	ENR	Susan C Thompson	1978-07-14	UHC-86388-83	5223831255	3690 Cedar Ln, Mesa, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137263	ENR	Richard Rice	1977-10-05	UHC-29214-90	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142257	ENR	Logan M Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-135179	ENR	Lori R Guzman	1957-01-14	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107273	ENR	Cherly N Munoz	1946-05-05	UHC-39247-46	8498714888	5559 Sage Ct, Mesa, AZ, 85276	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118969	ENR	Philip U Rivera	1993-06-03	UHC-89285-29	7729574457	9740 Sunset Blvd, Charlotte, NC, 28252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104872	ENR	Elijah Hunt	1948-08-06	UHC-81346-28	5638914106	8491 Union St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136407	ENR	Barb Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133923	ENR	Abigail Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126859	ENR	Janice Brery	1944-07-19	UHC-42017-54	9445800027	7319 Oak St, Miami, FL, 33179	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117836	ENR	Lauren D Fowler	1952-04-22	UHC-70815-91	9317575965	4464 Apache Blvd, Glendale, AZ, 85398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118705	ENR	Timothhy N Rice	1994-11-24	UHC-92138-91	6822990225	8880 Forest Ave, Las Vegas, NV, 89193	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-137269	ENR	Emma X Lewis	1972-04-19	UHC-60704-58	2295430951	1188 Ridge Rd, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-106105	ENR	Philip O Carpenter	1952-03-23	UHC-95540-90	7835940628	3207 Oak St, Tucson, AZ, 85777	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130992	ENR	Sofia J Romero	1967-03-07	UHC-33423-69	8384194682	4041 Apache Blvd, Plano, TX, 75044	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112234	ENR	Ann X Castro	1951-07-07	—	9063170933	3733 Washington St, Las Vegas, NV, 89114	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122008	ENR	Elijah Smith	1976-05-04	UHC-23137-21	7994291390	1889 Apache Blvd, Plano, TX, 75085	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-101128	ENR	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122174	ENR	Abby L Lane	1963-02-21	UHC-97196-37	5844209746	2794 Main St, Minneapolis, MN, 55491	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111753	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127175	ENR	Mari D Knight	2006-03-17	UHC-08266-58	2095519219	4553 Spring St, Glendale, AZ, 85393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140052	ENR	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134298	ENR	Sean Crawford	1993-12-28	UHC-87115-68	7178395461	3979 River Rd, Charlotte, NC, 28276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110891	ENR	Kayla Chen	1967-01-25	UHC-95675-57	2378351439	8289 Main St, Nashville, TN, 37244	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-103260	ENR	Matthew S Larson	1970-02-14	UHC-85218-52	7563970201	7614 Forest Ave, Denver, CO, 80238	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-127060	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St, Las Vegas, NV, 89168	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113816	ENR	Amber Mitchell	1943-11-14	UHC-14221-60	5199944051	8182 Ridge Rd, Sacramento, CA, 95855	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138166	ENR	Jose H Robinson	2002-04-09	UHC-50740-97	3538913287	508 Broadway, Eden Prairie, MN, 55362	0.64	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-116233	ENR	Robert G Valdez	2000-10-21	UHC-32586-14	8906295975	1002 Elm St, Seattle, WA, 98111	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138078	ENR	Marc X Walsh	1997-07-05	UHC-37839-21	9878415044	—	0.64	Phone reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
ENR-133599	ENR	Jeffrey Howard	1986-12-07	UHC-77025-69	6842821472	4279 Palm Dr, Columbus, OH, 43287	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more

7,326 rows, page 69 of 147Previous Next