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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127329	ENR	Pamela Brown	2003-11-10	UHC-00296-23	6977895461	6660 Maple Ave, Orlando, FL, 32806	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109893	ENR	Janice G Rojas	2005-10-21	UHC-88398-83	2317912351	6773 Washington St Apt 33, Denver, CO, 80290	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-115010	ENR	Diana P Howard	1956-12-13	UHC-95898-65	—	1940 Apache Blvd, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121291	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131704	ENR	Katherine I Hart	1992-03-19	UHC-28620-79	8145279302	5857 Ridge Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-141412	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	—	8108 Canyon Rd, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-135033	ENR	Mateo Lee	1944-02-24	UHC-39222-72	7574343951	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-121347	ENR	Barbara W Harris	1995-02-21	UHC-90213-48	2605834906	5369 Bayshore Dr, Gilbert, AZ, 85294	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136432	ENR	Alexander K Ramos	1952-02-23	UHC-16972-69	6829910614	7874 Central Ave, Atlanta, GA, 30394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116593	ENR	Nancy O Richardson	2006-07-04	UHC-90846-48	—	8986 Willow Ct, Houston, TX, 77006	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122289	ENR	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd, Las Vegas, NV, 89117	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131496	ENR	Jean Owens	1956-07-14	UHC-67566-52	9342836189	4511 Cedar Ln, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141277	ENR	Pamela Graham	1967-03-14	UHC-53873-23	5043527432	9174 Hillcrest Rd, Houston, TX, 77079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140609	ENR	Theresa Lewiis	1965-09-20	UHC-86460-92	3692689943	8792 Mesa Dr, Houston, TX, 77001	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110847	ENR	Diane Harper	2004-01-20	UHC-66799-46	9489392456	1196 Mountain View Dr, Columbus, OH, 43239	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137892	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH, 43279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138616	ENR	Margaret Banks	2003-12-17	UHC-02221-08	8087806638	6612 Baseline Rd, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118432	ENR	Kayla Matthews	1981-07-24	UHC-83448-75	4412376186	4617 River Rd, Fresno, CA, 93731	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116035	ENR	Jacqueline B Harris	1953-12-04	UHC-77985-66	—	7116 Spring St, Gilbert, AZ, 85284	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120433	ENR	Maria J Vazquez	1954-10-10	UHC-60301-52	2385506675	891 Canyon Rd Apt 19, Los Angeles, CA, 90042	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-135408	ENR	Daniel Jensen	1974-09-12	UHC-77446-05	—	3605 Baseline Rd, Chandler, AZ, 85239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120870	ENR	Shirley E Harper	1966-05-19	UHC-21504-79	4336459753	9319 Church St, Scottsdale, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121448	ENR	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132988	ENR	Chheryl F Mejia	1962-12-05	UHC-16412-41	—	3470 Sage Ct, Dallas, TX, 75236	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126041	ENR	Grace Carr	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr, Minneapolis, MN, 55427	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100889	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100890	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107551	ENR	Rebcca Burton	1945-09-24	UHC-76564-15	2059014534	4816 Central Ave, Orlando, FL, 32873	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
ENR-140640	ENR	Charles T Ford	1947-03-25	—	—	8772 Maple Ave Apt 18, Tucson, AZ, 85725	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106912	ENR	Sophai Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106763	ENR	Debra T Baileey	1998-11-17	UHC-31273-63	7817078933	6890 Sunset Blvd, Eden Prairie, MN, 55336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119447	ENR	Eugene Fowler	1938-11-03	UHC-40729-20	7253341434	5011 Desert Sky Blvd, Phoenix, AZ, 85090	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-109374	ENR	Lauren S Hanon	1995-09-04	UHC-31961-07	4392835292	7391 Hillcrest Rd # 230, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133298	ENR	Laura Obrien	2000-08-16	UHC-53924-24	4486001681	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102164	ENR	Diego A Burke	1986-10-17	UHC-70227-52	5053724641	5901 Baseline Rd, Tempe, AZ, 85291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142462	ENR	Ajrun Kennedy	1955-04-24	UHC-46594-12	5762675777	9731 Washington St, Charlotte, NC, 28205	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102280	ENR	Bradley U Rice	1975-02-21	UHC-56784-20	3478986423	5761 Meadow Ln, Tempe, AZ, 85277	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122820	ENR	Michael R Flores	2000-05-13	UHC-18243-61	—	7265 Maple Ave, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113403	ENR	Gloria M Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117803	ENR	Ana A Wheeeler	1947-03-19	UHC-60445-48	4218728078	697 Forest Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104606	ENR	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122245	ENR	Katherine Sanders	1951-04-03	UHC-48581-74	9868154913	2011 River Rd, Austin, TX, 78728	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136954	ENR	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct, Atlanta, GA, 30338	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120692	ENR	Lori Ruiiz	1964-07-08	UHC-65278-08	7319907561	8718 Maple Ave, Las Vegas, NV, 89114	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-110331	ENR	Raymnd S Delgado	1975-12-28	UHC-13862-33	4438305646	873 Mountain View Dr, Jacksonville, FL, 32230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123166	ENR	Samantha C Freeman	1991-01-04	UHC-26232-06	5333401464	162 Highland Ave, Denver, CO, 80242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113082	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103991	ENR	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121909	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138926	ENR	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA, 30390	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 63 of 280Previous Next