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-136131	ENR	Beverly O Gonzalez	1944-06-04	UHC-21342-60	9484537851	8147 Jefferson Ave, Plano, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110402	ENR	Jeremy Nunez	1971-02-26	UHC-54560-44	7642382750	8260 Lincoln Way, Nashville, TN, 37271	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-142215	ENR	Terry Mendez	1991-02-24	UHC-96145-71	3077499141	3968 Grand Ave, Plano, TX, 75009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100319	ENR	Jose Soto	1957-12-27	UHC-35742-05	7322690278	3434 Main St, Columbus, OH, 43290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114428	ENR	Marcus C Reed	1954-10-05	UHC-81582-37	6823639021	9817 Oak St Apt 6, Chandler, AZ, 85297	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-126192	ENR	Robert O Wagner	1967-04-16	UHC-49380-81	3932611074	494 Market St, Mesa, AZ, 85287	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108191	ENR	Henry M Snyder	1946-09-18	UHC-07445-14	—	4659 Church St, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130579	ENR	Sean I Guerrero	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132790	ENR	Steven Jensen	1982-07-10	UHC-94738-62	3469653664	3986 Desert Sky Blvd, Dallas, TX, 75282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117732	ENR	Jesse Green	1970-07-16	UHC-20267-72	3424497807	1123 Main St, Denver, CO, 80290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109771	ENR	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116435	ENR	Emily Peterson	1996-08-21	UHC-82743-71	2067735035	8912 Camelback Rd, Miami, FL	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
ENR-136479	ENR	Sean Kelly	2003-08-08	UHC-24159-74	2784826768	4766 Grand Ave, Eden Prairie, MN, 55307	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-141201	ENR	Logan Porter	1973-10-07	UHC-52604-17	—	1265 Valley View Dr, Mesa, AZ, 85208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103907	ENR	Willie V Woods	2001-02-18	UHC-13925-39	9468977509	6332 Broadway, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-128874	ENR	Alexander I Turner	1965-08-27	UHC-98406-32	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103796	ENR	Tyler E Lewis	1939-12-16	UHC-32237-45	3989958377	9100 Cedar Ln, Atlanta, GA, 30368	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-120545	ENR	Andrea G Richardson	2000-02-16	UHC-69913-91	9873895076	5292 Sunset Blvd # 898, Tempe, AZ, 85225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139477	ENR	Walter F Burns	1996-10-24	UHC-85668-20	3558812378	739 Valley View Dr, Seattle, WA, 98183	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125777	ENR	Russell Andrea	1944-08-16	UHC-54510-32	7712889749	8847 Apache Blvd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127562	ENR	Brian Alvarado	1941-07-02	UHC-42394-48	2053595086	2574 River Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128397	ENR	Katherine M Garza	1977-12-13	UHC-34249-92	3798157969	910 Lincoln Way, Tampa, FL, 33644	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125863	ENR	Betsy U Mroeno	1965-12-24	UHC-58804-83	7747650251	1996 Park Pl, Seattle, WA, 98130	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139087	ENR	Cynthia Q Padilla	—	UHC-07077-54	6737236532	6755 Washington St, Columbus, OH, 43269	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-114368	ENR	Joey A Estrada	—	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-103933	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-103932	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-125207	ENR	Joyce Sone	1940-02-09	UHC-69436-04	4057693020	3693 Elm St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115811	ENR	Samuel Q Adams	1951-06-02	UHC-73260-83	9335347991	1053 Meadow Ln, Los Angeles, CA, 90005	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121626	ENR	Kimberly Matthews	1995-04-26	UHC-07806-94	—	8851 Lake View Rd, Austin, TX, 78745	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109785	ENR	Vncent Adams	1942-02-11	UHC-13189-31	9709013391	3494 Indian School Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131237	ENR	Samuel Martinez	1993-03-02	UHC-63883-31	2044450890	3969 Lake View Rd, San Antonio, TX, 78262	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-136583	ENR	Keith X Larson	1994-01-19	UHC-83530-31	2916371340	6408 Lincoln Way, Los Angeles, CA, 90046	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121995	ENR	Peter L Bennett	1998-11-28	UHC-67821-43	—	9378 Cedar Ln, Tempe, AZ, 85255	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-101950	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101949	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130935	ENR	Virginia Phillips	1958-10-25	UHC-14253-58	3372904669	3820 Church St, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-121957	ENR	Jonathan M Dunn	1942-10-25	UHC-19168-37	3582511527	7019 Union St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129404	ENR	Wei Coleman	1968-02-02	UHC-03076-19	6507914166	5962 Valley View Dr, Glendale, AZ, 85397	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120941	ENR	Diego Lane	1943-06-06	UHC-36112-57	—	1277 Baseline Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133435	ENR	Bobby H Fisher	1947-02-16	UHC-87911-25	4479159806	1197 Ridge Rd Apt 14, Glendale, AZ, 85315	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135263	ENR	Doris Y Bradley	1942-01-11	UHC-10651-17	4198625164	3138 Meadow Ln, Tampa, FL, 33669	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141282	ENR	Stephen A Lee	—	UHC-61986-10	6817270581	2563 Grand Ave, Atlanta, GA, 30306	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-121731	ENR	Emma Reyes	2002-08-02	UHC-50136-05	—	1391 Ridge Rd, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110224	ENR	William W Vasquez	1951-02-18	UHC-71023-24	6076055968	7310 Highland Ave, Minneapolis, MN, 55451	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116736	ENR	Mei Morgan	1955-07-10	UHC-93732-16	8336985412	7668 Maple Ave, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101411	ENR	Nicole Chapman	1981-08-15	UHC-66699-97	4269950496	7843 Meadow Ln, Jacksonville, FL, 32263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124219	ENR	Jessica A Morris	1977-08-18	UHC-59716-17	—	1321 Forest Ave, Miami, FL, 33124	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101075	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127536	ENR	Denise White	1964-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more

17,310 rows, page 99 of 347Previous Next