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-126317	ENR	Judy Brown	1979-03-24	UHC-18974-54	8854644983	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-117768	ENR	Rachel Lee	—	UHC-20804-03	2993997503	3132 Meadow Ln, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-126897	ENR	Erc M McDonald	1998-09-18	UHC-74400-83	8795365198	3139 Harbor Blvd, Dallas, TX, 75268	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116371	ENR	Ruth Z Contreras	1979-05-04	UHC-90999-03	5595469929	7697 Lincoln Way Apt 12, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-111595	ENR	Dylan Wilson	—	UHC-63112-01	8235661270	406 Ridge Rd, Austin, TX, 78760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-104414	ENR	Wayne Wang	1963-02-23	UHC-60912-66	3194217820	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-120609	ENR	Roy Day	1977-12-20	UHC-75293-36	9335657565	249 Harbor Blvd, Atlanta, GA, 30318	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129011	ENR	Sandra N Sanders	1982-08-26	UHC-34665-63	8686180005	7881 Willow Ct, Columbus, OH, 43215	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112220	ENR	Donna Baker	1966-03-19	UHC-92998-90	3105353561	6602 Willow Ct, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104034	ENR	Victoria Walsh	1969-03-17	UHC-36064-71	8442432647	617 Main St, Minneapolis, MN, 55447	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138651	ENR	Brian Y Matthews	1971-04-24	UHC-93707-17	8872508548	8645 Sunset Blvd, Dallas, TX, 75224	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122970	ENR	Brenda D Robinson	1998-11-13	UHC-74822-49	9472560429	4873 Mesa Dr, Houston, TX, 77092	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-128539	ENR	Elijah Collins	1979-06-20	UHC-12190-69	2622537759	1597 Central Ave, Jacksonville, FL, 32297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129327	ENR	Pamela K Grant	1961-09-13	UHC-80809-65	8833087580	2444 Ocean Ave, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-125342	ENR	Abigail Z Dunn	2003-03-04	UHC-61964-15	4093958781	2360 Central Ave, Gilbert, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102336	ENR	Edward W Ross	1958-02-20	UHC-19199-46	2218702828	784 Ocean Ave, Las Vegas, NV	0.64	Name re-cased Member ID reformatted ZIP missing Email lower-cased+2 more
ENR-123130	ENR	Jessica Daniels	1995-04-13	UHC-65761-03	8668036594	5520 Broadway, Columbus, OH, 43254	0.64	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
ENR-134006	ENR	Victoria T Ortiz	1974-01-26	UHC-94538-28	4844674215	6449 River Rd, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123851	ENR	Patrick Ortega	1990-09-09	UHC-60327-76	8315654725	3527 Canyon Rd, Atlanta, GA, 30306	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111752	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128157	ENR	Danielle Y Yang	1982-07-16	UHC-14336-24	4403069991	9457 Cedar Ln, Gilbert, AZ, 85256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116009	ENR	Nancy Lewis	1984-11-14	UHC-97623-93	2995272899	6223 Valley View Dr, Austin, TX, 78732	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113518	ENR	Mark Owens	1946-08-06	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104923	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd, Denver, CO, 80214	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124429	ENR	Bryan H Bowman	1967-06-24	UHC-87473-19	—	2395 Lake View Rd, Seattle, WA, 98184	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101720	ENR	Tyler Estrada	1977-04-19	UHC-86807-20	—	5571 Central Ave, Gilbert, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132147	ENR	Gerald F Walsh	1992-12-12	UHC-26959-99	5344482132	4133 Forest Ave, Las Vegas, NV, 89126	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111034	ENR	Wayne Carlson	1975-08-09	UHC-25678-31	6516015704	5863 Grand Ave, Charlotte, NC, 28265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116670	ENR	Frank V West	2008-07-19	UHC-04003-72	3652722280	9071 Cedar Ln, Tempe, AZ, 85266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141290	ENR	Michelle Pierce	1953-04-26	UHC-82505-34	4038304836	491 Hillcrest Rd, Austin, TX, 78792	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-118345	ENR	Mark E Garza	1946-07-07	UHC-27171-17	5268755930	7320 Washington St, Charlotte, NC, 28201	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120330	ENR	Jacqueline G Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.64	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+2 more
ENR-115830	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-138694	ENR	Melissa Soto	2005-02-14	UHC-93543-82	3645251963	8505 Valley View Dr, Eden Prairie, MN, 55350	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112053	ENR	Sean Z Sims	1966-10-05	UHC-28541-23	8875415263	5018 Elm St, Mesa, AZ, 85281	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124073	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd, Sacramento, CA, 95824	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117975	ENR	Douglas X Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-124753	ENR	Philip Scott	1943-05-13	UHC-89601-27	5666321495	6752 River Rd, Tempe, AZ, 85240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118872	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-118873	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-114812	ENR	Larua Y Coleman	1977-10-16	UHC-16193-22	7277426152	8086 Washington St, Houston, TX, 77027	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-107948	ENR	Ahmed X Harper	—	UHC-87526-51	4263598581	7978 Park Pl, Phoenix, AZ, 85072	0.64	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-107265	ENR	Bruce S Ramos	1948-03-06	UHC-52527-15	3794985571	6296 Main St, Glendale, AZ, 85347	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134028	ENR	Debra L Marshall	2003-04-13	UHC-06922-26	6456655717	5514 Canyon Rd, Seattle, WA, 98135	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-122722	ENR	Charlotte C Gibson	1948-07-04	UHC-34652-59	8093990045	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112734	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112733	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103565	ENR	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125993	ENR	Teresa B Alvarado	1963-04-16	UHC-66432-05	3894551467	7002 Baseline Rd, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132882	ENR	Randy C Jensen	2008-05-28	UHC-83435-92	4107448684	7270 Ridge Rd, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more

7,326 rows, page 78 of 147Previous Next