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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137547	ENR	David P Simmons	1980-07-07	UHC-57111-04	3589680219	741 Lincoln Way, Sacramento, CA, 95884	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109786	ENR	Angela Baker	1956-07-15	UHC-46469-11	4438980166	3469 Grand Ave, Miami, FL, 33104	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108494	ENR	Elizabeth Fox	2005-12-07	UHC-85549-30	2096109660	9575 Ocean Ave, Los Angeles, CA, 90057	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-131020	ENR	Madison O Garza	2005-11-04	UHC-78183-73	—	9875 Mountain View Dr, Houston, TX, 77059	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105451	ENR	Joseph Wright	1976-04-20	UHC-09052-51	7436136113	2096 Willow Ct, Tampa, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-140484	ENR	Mark G Phillips	1983-11-26	UHC-10262-11	9655214060	7082 Camelback Rd Apt 38, Plano, TX, 75032	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136105	ENR	George Ray	2001-06-05	UHC-83002-54	8359095135	2902 Union St, Houston, TX, 77045	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128121	ENR	Cheryl Knight	1961-08-03	UHC-48893-14	2702108459	7882 Lake View Rd Apt 9, San Diego, CA, 92128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137047	ENR	Mark Y Hicks	1990-04-12	UHC-61038-68	3108023624	2633 Hillcrest Rd, Austin, TX, 78718	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-140930	ENR	Elizabeth D Myers	1981-12-18	UHC-25672-92	3663642933	9332 Ridge Rd, Dallas, TX, 75292	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-100557	ENR	Joohn Gardner	1947-11-06	UHC-45824-49	7044809229	6299 Desert Sky Blvd Apt 3, Austin, TX, 78722	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115044	ENR	Angela M Spencer	1957-03-27	UHC-26327-07	5559695081	3030 Indian School Rd, Columbus, OH, 43200	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114257	ENR	Dot H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120577	ENR	Hannah Wlliams	1987-08-16	UHC-36369-69	4214869341	7355 Camelback Rd, Tucson, AZ, 85768	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142798	ENR	Luis O Montgomery	1992-02-03	UHC-06571-51	3707124936	3225 Harbor Blvd, Houston, TX, 77058	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101543	ENR	Kate Fiels	—	UHC-27585-35	8537793302	7998 Spring St, Mesa, AZ, 85205	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-109977	ENR	Christina I Perez	1944-11-01	—	9453053626	4757 Ridge Rd Apt 5, Glendale, AZ, 85331	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134290	ENR	Jeremy K Martin	1940-04-16	—	3054013311	2692 Canyon Rd, Los Angeles, CA, 90023	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-136959	ENR	Samuel Warren	2003-06-02	UHC-67401-51	—	4561 Pine Dr, Mesa, AZ, 85246	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140496	ENR	Omar A Price	1998-12-10	UHC-59884-84	3368421517	2765 Spring St, Scottsdale, AZ	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-114594	ENR	Carl S Chhen	1997-08-15	UHC-16221-28	—	8246 Canyon Rd, Charlotte, NC, 28269	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-117422	ENR	Tony G Aguilar	1989-11-06	UHC-75197-95	—	7798 Mountain View Dr, Tempe, AZ, 85288	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-115150	ENR	Dooris Cox	1987-05-05	UHC-68670-25	6165029901	9747 Hillcrest Rd, Seattle, WA, 98100	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130782	ENR	Jerry Q Moore	1963-04-12	UHC-01331-32	8214662649	5838 Lincoln Way, Columbus, OH	0.50	Name re-cased City re-cased State name converted to code ZIP missing+3 more
ENR-112827	ENR	Megan Reed	2005-11-11	UHC-55099-86	2428131623	8402 Mesa Dr, Sacramento, CA, 95812	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140074	ENR	Philip Z Stephens	1940-02-17	UHC-52177-38	5218261425	145 Cedar Ln, Dallas, TX, 75271	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125075	ENR	Gerald Little	1996-11-14	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120530	ENR	Barbara C Fisher	1938-06-16	UHC-18628-86	5728819269	4226 Church St, Orlando, FL, 32822	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108696	ENR	Cynthia Q Owens	1961-04-27	UHC-95956-57	7182424978	9409 Main St, Phoenix, AZ, 85051	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120858	ENR	Teresa Fox	1961-05-17	UHC-55652-57	7083451464	3267 Camelback Rd, Minneapolis, MN, 55437	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127108	ENR	Beth Kennedy	1946-03-05	UHC-31956-48	9322850128	2428 Valley View Dr Apt 36, Jacksonville, FL, 32287	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125130	ENR	Sam Johnstton	1951-06-13	UHC-73743-62	9364229242	3367 Desert Sky Blvd, Seattle, WA, 98113	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142918	ENR	Mason M Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121138	ENR	Linda Robinson	2002-05-22	UHC-09691-48	—	6595 Union St, Nashville, TN, 37283	0.50	Name re-cased Phone missing area code Member ID reformatted State name converted to code+3 more
ENR-104462	ENR	Julia O Montgomery	1953-03-18	UHC-08245-41	3424773408	8871 Harbor Blvd, Scottsdale, AZ, 85265	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-122768	ENR	Wayne J Matthews	1953-07-06	UHC-13783-22	6537451332	8347 Market St # 903, Scottsdale, AZ, 85295	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117193	ENR	Sarah Tucker	1943-09-21	UHC-46506-60	—	8369 Mountain View Dr, Sacramento, CA, 95819	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128229	ENR	Valentina Q Patel	1943-04-05	UHC-58567-46	5195039657	9493 Canyon Rd, Seattle, WA, 98115	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109477	ENR	Bobby W Garrett	1963-04-16	UHC-52614-08	7056980880	6221 Canyon Rd, Mesa, AZ, 85219	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133564	ENR	Mason Baker	1942-12-28	UHC-52066-68	9625822416	7065 Harbor Blvd Apt 34, Columbus, OH, 43262	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138308	ENR	Betty Ray	1991-11-01	UHC-11103-39	—	9637 Cedar Ln, Orlando, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-118436	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	9605 Cedar Ln, Austin, TX, 78745	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105549	ENR	Priya Rodriguez	1950-11-12	UHC-48070-64	6889821901	3100 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-127376	ENR	Elizabeth I Wallace	1976-06-08	UHC-00524-84	8558049065	6933 Oak St, Houston, TX, 77028	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103208	ENR	Brandon N Jenkins	1994-08-01	UHC-34796-81	6559348279	1660 Palm Dr, Scottsdale, AZ, 85209	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116194	ENR	Salazar Logan	2007-03-09	UHC-81920-75	8544500931	4954 Union St, Charlotte, NC, 28266	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142081	ENR	Wayne Li	1960-01-10	UHC-00692-94	6184614168	7279 Mountain View Dr, Jacksonville, FL, 32265	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124382	ENR	Ahmed P Silva	1965-07-09	UHC-49438-05	2517985638	9183 Elm St # 922, Scottsdale, AZ, 85299	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103274	ENR	Don Alvarado	1955-01-02	UHC-30276-20	6067577430	8594 Central Ave, Austin, TX, 78769	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122812	ENR	Roger V Howard	1945-02-23	UHC-89900-25	8835059944	3622 Sage Ct, Austin, TX, 78770	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more

4,296 rows, page 17 of 86Previous Next