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-113703	ENR	Jerry Woods	1995-08-03	UHC-83700-12	—	3422 Oak St, Jacksonville, FL, 32280	0.56	Name split from “Last, First”SSN last four extracted State name converted to code Placeholder values cleared
ENR-127969	ENR	Kathryn P Banks	2002-05-26	UHC-81761-65	7375091969	7242 Maple Ave Apt 35, Phoenix, AZ, 85016	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-101465	ENR	Adm Z Torres	1994-02-07	UHC-94361-64	2337449903	7693 Forest Ave # 677, San Antonio, TX, 78240	0.56	Date of birth reformatted Unit split from street State name converted to code ZIP+4 trimmed
ENR-128312	ENR	Andrea Y Grant	1989-02-09	UHC-84060-65	6242416008	4241 Baseline Rd, Dallas, TX, 75270	0.56	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-134331	ENR	Jacqueline F Stewart	1963-11-10	UHC-38204-13	2274808705	7018 Meadow Ln, Glendale, AZ, 85361	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-128233	ENR	James Murphy	—	UHC-37455-37	5333176302	259 Lake View Rd, Minneapolis, MN, 55449	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Whitespace trimmed
ENR-108411	ENR	Angela J Marquez	1950-05-12	UHC-98892-42	7614825835	4396 Maple Ave, Mesa, AZ, 85251	0.56	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-114112	ENR	Gloria A Lnua	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.56	Middle initial moved out of first name State name converted to code Gender normalised Whitespace trimmed
ENR-114111	ENR	Gloria A Lnua	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.56	Middle initial moved out of first name State name converted to code Gender normalised Whitespace trimmed
ENR-103486	ENR	Ana King	1986-08-02	UHC-99079-64	9734370692	5769 Lincoln Way, Dallas, TX, 75257	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
ENR-126472	ENR	Luis Cooper	2003-08-19	UHC-43368-79	5407356118	3847 Maple Ave, San Diego, CA, 92139	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Whitespace trimmed
ENR-103259	ENR	Larry Powell	1947-08-03	UHC-73284-38	2379584871	2276 Church St, Las Vegas, NV, 89106	0.56	SSN last four extracted Street suffix standardised Address re-cased State name converted to code
ENR-137579	ENR	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.56	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-109296	ENR	Martha E Walker	1970-07-15	UHC-37027-99	9368287611	8272 Washington St, Houston, TX, 77080	0.56	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed
ENR-139714	ENR	Albert I Lynch	—	UHC-43210-65	—	3732 Sage Ct, Denver, CO, 80275	0.56	Date of birth unreadable State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-140764	ENR	Emily Ford	1977-10-26	UHC-15465-68	8507024266	1597 Meadow Ln, Chandler, AZ, 85223	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-131223	ENR	Martha M Dominguez	1976-10-06	UHC-73212-31	3222632847	7973 Apache Blvd, Atlanta, GA	0.56	Member ID reformatted State name converted to code ZIP missing Gender normalised
ENR-118460	ENR	Joseph V Porter	1960-06-27	UHC-81468-86	—	6037 Sage Ct, Gilbert, AZ	0.56	State name converted to code ZIP missing Gender normalised Whitespace trimmed
ENR-116154	ENR	James E Watkins	—	UHC-32087-19	5792920257	4317 Union St, Tucson, AZ	0.56	Date of birth missing State name converted to code ZIP missing Placeholder values cleared
ENR-140660	ENR	Dennis Mendez	1934-04-26	UHC-45203-64	—	1631 Canyon Rd, Phoenix, AZ, 85093	0.56	Name re-cased Phone missing area code State name converted to code ZIP+4 trimmed
ENR-115792	ENR	Mariaan G Riley	1995-06-25	UHC-27492-53	2787018958	5620 Valley View Dr # 390, Gilbert, AZ, 85263	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
ENR-102131	ENR	Tyler Adams	1975-12-13	UHC-88134-07	3333950487	396 Baseline Rd, Chandler, AZ, 85297	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-130151	ENR	David Mendoza	1946-04-09	UHC-49624-81	2842007174	4939 Bayshore Dr Apt 40, Miami, FL, 33143	0.56	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed
ENR-102287	ENR	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.56	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-130484	ENR	Sara K Roberts	1950-08-19	UHC-52367-88	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-121662	ENR	Judith Obrien	1942-09-19	UHC-60232-99	5109820373	3631 Highland Ave, Tempe, AZ, 85233	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-107741	ENR	Stephanie Cooper	1971-11-02	UHC-79625-84	4183282238	9795 Broadway, Columbus, OH, 43291	0.56	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed
ENR-139020	ENR	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.56	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed
ENR-107017	ENR	Albert J Li	1973-10-24	UHC-19977-98	9639072435	1364 Park Pl, Charlotte, NC	0.56	Street suffix standardised Address re-cased State name converted to code ZIP missing
ENR-105175	ENR	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-139054	ENR	Walter Schultz	1969-11-16	UHC-56300-70	4718451263	8527 Desert Sky Blvd, Denver, CO, 80284	0.56	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed
ENR-128744	ENR	Jeremy T Flores	1973-01-23	UHC-14635-78	7528652778	8701 Highland Ave, Columbus, OH, 43291	0.58	Two-digit birth year SSN last four extracted State name converted to code
ENR-115440	ENR	Anna O Edwards	2007-08-12	UHC-96929-21	5888661153	4080 Palm Dr, Tucson, AZ, 85782	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-140500	ENR	Isabella J Tucker	1943-02-17	UHC-25776-70	7428877951	9827 Sage Ct, Atlanta, GA, 30305	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141559	ENR	Joe S Chen	1950-06-26	UHC-82668-02	5497188998	6167 Lincoln Way, Mesa, AZ, 85210	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139972	ENR	Rebecca G Silvva	1993-06-26	UHC-00553-93	9836314870	9351 Harbor Blvd, San Antonio, TX, 78292	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-134317	ENR	Roy Q Wilson	1988-06-24	UHC-47553-11	3968326745	8944 Hillcrest Rd, Los Angeles, CA, 90008	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-140651	ENR	Kelly Chapman	1970-01-12	UHC-53409-78	3194442943	3677 Apache Blvd, Tampa, FL, 33634	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-130387	ENR	Logan L Greene	1965-08-04	UHC-51467-56	2165107683	7931 Canyon Rd, Minneapolis, MN, 55476	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-102579	ENR	Banks Sanntiago	1956-06-22	UHC-38992-72	8394578555	3079 Highland Ave, Scottsdale, AZ, 85224	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126721	ENR	Mei Vargas	1953-01-11	UHC-17211-73	7184750034	8958 Lincoln Way, Austin, TX, 78776	0.58	State name converted to code ZIP+4 trimmed Gender normalised
ENR-139504	ENR	Isabella A Young	1939-10-21	UHC-89513-14	9314143522	289 Baseline Rd, Sacramento, CA, 95804	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-121399	ENR	Mei F Espinoza	2003-05-05	UHC-99638-54	3728246592	7842 Baseline Rd, Gilbert, AZ, 85259	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-100261	ENR	Janice X Rivera	1975-04-23	UHC-27879-12	8125380707	708 Baseline Rd, Denver, CO, 80257	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-139074	ENR	Charles Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118031	ENR	Gabriel A Hudson	1940-02-22	UHC-76138-33	9855986477	1178 Sunset Blvd, Austin, TX, 78705	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-143064	ENR	Sara T Baker	1998-08-02	UHC-05605-66	3104732933	9166 Market St, Atlanta, GA, 30331	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105402	ENR	Aaron S Larson	1996-05-07	UHC-81833-84	6839919805	3534 Union St, Nashville, TN, 37256	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-100137	ENR	Frank L Bell	1985-05-03	UHC-66685-99	9378936329	3666 Elm St, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-114243	ENR	Sue R Turner	1978-10-05	UHC-41608-99	2694856509	8534 Main St, Scottsdale, AZ, 85209	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more

4,296 rows, page 34 of 86Previous Next