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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126815	ENR	Mary M Garrett	2007-12-22	UHC-35643-74	3962112281	2645 Lake View Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129837	ENR	Betty Saniago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105058	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln Apt 12, San Antonio, TX, 78264	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-131858	ENR	Keith Carroll	1988-08-27	UHC-89001-42	9754329905	3969 Apache Blvd, Tempe, AZ, 85202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-128683	ENR	Joshua Watson	1993-02-28	UHC-01191-79	2228836876	2168 Elm St, Orlando, FL, 32848	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114980	ENR	Christina I Guzman	1999-07-27	UHC-18324-39	3049036070	3359 Cedar Ln, Scottsdale, AZ, 85253	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127059	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St # 598, Las Vegas, NV, 89168	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-127524	ENR	Cynthia B Vazquez	1980-11-27	UHC-10386-45	5608344257	8953 Spring St, Tucson, AZ, 85752	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101748	ENR	Andrea R McDonald	1960-02-20	UHC-37874-98	7022642104	6585 Park Pl, Nashville, TN, 37270	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114356	ENR	Valentina C Ray	2000-05-10	UHC-34927-03	5616824492	3346 Sunset Blvd, Fresno, CA, 93750	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101494	ENR	Justin Z Webb	1940-03-22	UHC-44043-41	3768172453	2138 Harbor Blvd, Austin, TX, 78748	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126363	ENR	Edward W Elliott	1979-05-08	UHC-33180-88	9205284936	2976 Park Pl, Tempe, AZ, 85230	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112914	ENR	Linda D Matthews	2000-05-27	UHC-60641-45	6432611762	5828 Baseline Rd, Tampa, FL, 33693	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119768	ENR	Chris Fuller	1947-05-27	UHC-77707-71	9128520357	7758 River Rd, Eden Prairie, MN	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
ENR-133734	ENR	Ruth E Wheeler	2007-03-13	UHC-38169-95	6276220062	4468 Cedar Ln, Minneapolis, MN, 55429	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128175	ENR	Stephen V Rss	2000-09-10	UHC-97438-20	3278205147	1885 Grand Ave, Jacksonville, FL, 32290	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123126	ENR	Gerald B Dixon	1986-01-13	UHC-04299-88	3423122740	2943 Central Ave, Las Vegas, NV, 89158	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126397	ENR	Abigail F Adams	—	UHC-47242-41	6588168171	9028 Spring St # 617, Glendale, AZ, 85370	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122272	ENR	Ralph Q Montgomery	1992-12-15	UHC-35654-55	4525731815	4474 Sage Ct, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113404	ENR	Julia Torres	1983-06-06	UHC-43531-71	4072293235	4613 Apache Blvd Apt 12, Eden Prairie, MN, 55320	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132330	ENR	Shirley S Munooz	1962-10-06	UHC-28956-10	5358922463	9750 Sage Ct, Fresno, CA, 93795	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115367	ENR	Heather M Rodriguez	1960-12-16	UHC-35708-48	5688503537	5155 Highland Ave, Fresno, CA, 93718	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-110299	ENR	Abigal Murphy	1975-04-26	UHC-18664-98	6034992873	6723 Willow Ct, Austin, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-135745	ENR	Edward N Ellis	1979-04-10	UHC-04613-77	3896890798	4385 Broadway, Mesa, AZ, 85288	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Address re-cased+2 more
ENR-107233	ENR	Doris P Simmpson	1998-05-10	UHC-01495-37	7798106558	638 Hillcrest Rd, Seattle, WA, 98105	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142484	ENR	Julie F Hall	—	UHC-83195-17	8863741924	1783 Union St, Jacksonville, FL, 32202	0.52	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-127730	ENR	Kathryn L Gutierrez	—	UHC-77738-19	2853333842	1505 Palm Dr, Austin, TX	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129826	ENR	Kyle Burton	1975-08-22	UHC-26348-50	7839896157	5561 Ocean Ave, San Antonio, TX, 78216	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101680	ENR	Omar Diaz	—	UHC-01138-15	2885098407	5356 Harbor Blvd, Dallas, TX	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137369	ENR	Rachel X Russell	1991-04-22	UHC-59733-49	8517869926	8899 Forest Ave, Glendale, AZ, 85398	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111030	ENR	Albert A Herrera	1979-02-01	UHC-78925-85	2672644878	5972 Baseline Rd, Charlotte, NC, 28221	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104805	ENR	Vincent V Singh	1951-10-08	UHC-60582-92	5876182273	688 Baseline Rd, Miami, FL, 33173	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118569	ENR	Brandon Fowler	1938-06-25	UHC-57396-57	5496745470	820 Mesa Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119097	ENR	Olivia R Hamilton	1948-01-01	UHC-98232-98	2349228912	1843 Main St, Las Vegas, NV, 89142	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134302	ENR	Alexander C Chavez	1961-04-07	UHC-68036-12	6903660817	2654 Oak St, Orlando, FL, 32875	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138748	ENR	Spencer D Janet	1949-05-01	UHC-89276-43	2036122906	8719 Washington St, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112963	ENR	Joe Q Hernandez	—	UHC-15476-72	7448370918	795 Maple Ave, Tempe, AZ, 85295	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138554	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142594	ENR	Mei Q Howell	1961-04-12	UHC-44146-28	9004678163	3682 Spring St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119227	ENR	Larry M Franklin	1955-01-19	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 22, Atlanta, GA, 30311	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-116535	ENR	NJunk	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139675	ENR	Maria U Montgomery	1951-04-08	UHC-73684-45	6173444429	2720 Baseline Rd, Plano, TX, 75056	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123632	ENR	Jacqueline N Sanders	—	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106029	ENR	Sofia Luna	1995-01-17	UHC-09907-30	5195937770	4207 Cedar Ln, Dallas, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-140579	ENR	Ethan Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105500	ENR	Justin Andrews	1981-06-15	UHC-75001-98	7112998881	5448 Ridge Rd, Eden Prairie, MN, 55323	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-102773	ENR	Sara H Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway # 898, Seattle, WA, 98113	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-120750	ENR	Larry L Morales	2002-09-18	UHC-01817-65	6217476977	1782 Ridge Rd, Sacramento, CA, 95853	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132860	ENR	Rose F Brittany	2003-08-03	UHC-64681-45	2459038367	8817 Canyon Rd, Tucson, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105289	ENR	Theresa Stewart	2005-05-23	UHC-25878-48	4638132634	4082 Ridge Rd, Scottsdale, AZ, 85266	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

28,181 rows, page 50 of 564Previous Next