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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134890	ENR	Christopher O Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126276	ENR	Mateo Guzman	1969-11-18	UHC-81858-58	6985248265	341 Church St, Dallas, TX, 75228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134813	ENR	Mariana Valdez	1982-04-23	—	—	684 Oak St, Columbus, OH, 43207	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-108253	ENR	Willie Shaw	1978-12-02	UHC-91895-73	5833930070	7789 Canyon Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101888	ENR	Amanda Marshall	1952-06-22	UHC-03865-31	9524022435	1064 Ocean Ave, Gilbert, AZ, 85283	0.64	Name re-cased SSN last four extracted City re-cased State name converted to code+2 more
ENR-101038	ENR	Sara K Phillips	2002-08-13	UHC-60451-51	—	5025 Desert Sky Blvd, Orlando, FL, 32803	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101039	ENR	Sara K Phillips	2002-08-13	UHC-60451-51	—	5025 Desert Sky Blvd, Orlando, FL, 32803	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101927	ENR	Kayla Peters	1998-02-02	UHC-70168-10	4735053946	7236 Ocean Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128904	ENR	Larry Vazquez	1959-03-18	UHC-08267-68	8523381378	4752 Mountain View Dr, Miami, FL, 33143	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125236	ENR	Benjamin Hanson	1947-04-05	UHC-23432-99	4814972639	1725 Apache Blvd, Denver, CO, 80282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126717	ENR	Ethan L Palmer	1998-05-03	UHC-82294-17	6363217862	9433 Spring St Apt 23, Las Vegas, NV, 89124	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-109243	ENR	Mei H Garza	1963-11-28	UHC-51081-72	2756507022	9484 Indian School Rd, Tucson, AZ, 85707	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112023	ENR	Ashley Marquez	1974-06-24	UHC-60528-22	5198953939	3704 Cedar Ln, Eden Prairie, MN, 55376	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101013	ENR	Priya Collins	—	UHC-14575-37	2173713753	2440 Sage Ct, Houston, TX, 77014	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
ENR-117880	ENR	Carol M Gutierrez	2000-09-08	UHC-45287-35	8695427797	5447 Church St, Plano, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135811	ENR	Lisa Obrien	2004-01-24	UHC-77989-41	—	3140 Lake View Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109293	ENR	Anna Marshall	2004-09-25	UHC-40846-63	7366532932	3775 Sunset Blvd, Minneapolis, MN, 55452	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-116027	ENR	Nancy Burton	1983-05-02	UHC-12094-80	7357737778	3984 Lake View Rd, Scottsdale, AZ, 85221	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113437	ENR	Frances O Diaz	1978-07-05	UHC-39881-92	—	8921 River Rd, Eden Prairie, MN, 55375	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119157	ENR	Grace R Stone	1991-10-07	UHC-67144-84	—	8990 Elm St, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135168	ENR	Sara I Baker	—	UHC-35017-70	5226618224	9270 Valley View Dr, Houston, TX, 77071	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-142380	ENR	Alexander W Adams	1944-06-04	UHC-12301-91	3475076915	3714 Church St, Tempe, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132776	ENR	Joan Fowler	1983-10-14	UHC-85183-78	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134647	ENR	Sara Kim	1961-11-19	UHC-68327-33	7987848136	4384 Meadow Ln, Tempe, AZ, 85239	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-115753	ENR	Julia Vega	1957-03-13	UHC-76127-09	5826771252	8225 Highland Ave, Scottsdale, AZ, 85229	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110425	ENR	Christine L Porter	1938-01-27	UHC-26384-27	5587700292	1809 Desert Sky Blvd, Tempe, AZ, 85242	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-110482	ENR	Jordan Z Isabella	1953-11-28	UHC-87151-05	3046206087	4444 Harbor Blvd, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124346	ENR	Willie Greene	2001-03-23	UHC-80414-25	6312915495	2632 Indian School Rd, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107675	ENR	Ruth Y Stephens	1956-11-26	UHC-49733-39	4162881086	3218 Grand Ave, Denver, CO, 80292	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104523	ENR	Bryan Y Green	1995-07-18	UHC-72511-86	8855353384	6662 Camelback Rd, Seattle, WA, 98167	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130155	ENR	Randy B Reid	1997-10-25	UHC-02401-36	4467916031	6483 Highland Ave, Austin, TX, 78720	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111928	ENR	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL, 33141	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108631	ENR	Lisa V Park	1981-01-07	UHC-71833-42	6023521726	6352 Desert Sky Blvd # 791, Sacramento, CA, 95813	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-100061	ENR	Brenda W Phillips	1942-09-21	UHC-53605-63	3483369303	2925 Bayshore Dr, Plano, TX, 75019	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-143001	ENR	Maria D Fields	1944-03-23	UHC-29736-44	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107116	ENR	Bobby J Foster	1999-04-05	UHC-79226-65	7329549250	8924 Oak St # 955, Los Angeles, CA, 90026	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129328	ENR	Rios Ralph	1958-09-16	UHC-33129-05	2778450487	9132 Desert Sky Blvd, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110923	ENR	Mrk Silvva	1994-06-25	UHC-12194-34	9606861955	1331 Sunset Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142647	ENR	Lucia J Castilol	1989-12-02	UHC-03398-73	9229647888	413 Ocean Ave, Miami, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109260	ENR	Lucia Gray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC	0.64	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
ENR-121098	ENR	John H Lopez	2007-10-26	UHC-22836-21	9405873671	8776 Harbor Blvd # 374, Tucson, AZ, 85767	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-101645	ENR	Keith Johnston	1939-07-14	UHC-91584-67	2454555973	3427 Sunset Blvd, Tempe, AZ, 85275	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106666	ENR	Donna Torres	1978-02-11	UHC-22870-14	7664553844	5372 Bayshore Dr Apt 18, Los Angeles, CA, 90045	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-113277	ENR	Helen J Jackson	1978-08-12	UHC-94122-95	5105388168	5934 Lake View Rd, Glendale, AZ, 85356	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134446	ENR	Priya McDonald	1948-12-07	UHC-32075-50	2392296956	4674 River Rd, Orlando, FL, 32844	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120755	ENR	William Y Carlson	1991-12-18	UHC-03108-32	2307520205	4889 Willow Ct, Seattle, WA, 98148	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124873	ENR	Aisha P Morrison	2006-04-13	UHC-15863-85	3559735208	3540 Maple Ave, Houston, TX, 77081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119954	ENR	Linda C McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-122982	ENR	Abigail Roberts	1963-06-08	UHC-14496-11	3338304448	3460 Market St, Nashville, TN, 37298	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-127228	ENR	Emily J Smith	1947-01-09	UHC-61805-54	2464362858	8374 Market St, Eden Prairie, MN, 55374	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

17,310 rows, page 107 of 347Previous Next