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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132783	ENR	Michelle Collins	1952-06-16	UHC-23487-77	—	498 Valley View Dr, Austin, TX, 78735	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-104814	ENR	Raymond K Young	1965-05-13	UHC-75134-62	4598987820	1448 Grand Ave, Phoenix, AZ, 85015	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138981	ENR	Samantha H Armstrong	—	UHC-46849-18	4226324549	6687 Elm St, Denver, CO, 80297	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
CLM-428410	CLM	Luaren K Phillips	1966-01-01	UHC-19206-41	—	8819 Sunset Blvd, Seattle, WA, 98177	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427321	CLM	Charlie Gonzalez	1974-07-20	UHC-02909-70	—	559 Desert Sky Blvd, Mesa, AZ, 85295	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142819	ENR	Santos F Elizabath	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125776	ENR	Will M Espinoza	1960-09-11	UHC-41396-31	6646168492	9710 Palm Dr, Eden Prairie, MN, 55395	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107586	ENR	Henry A Mendez	1981-08-06	UHC-27527-73	—	7683 Meadow Ln, Jacksonville, FL	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-411437	CLM	Arthur George	2000-07-02	UHC-37062-38	—	3309 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
CLM-401432	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	—	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116393	ENR	Angela Marquez	2001-07-12	UHC-91286-59	2716583170	6514 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118971	ENR	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave, Phoenix, AZ, 85084	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123870	ENR	Bobby J Banks	1976-05-12	UHC-35737-64	4622759381	5703 Valley View Dr Apt 18, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-108647	ENR	Christina U Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St, Tempe, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119948	ENR	Carol I Ramirez	1944-09-23	UHC-43837-44	6134610915	1707 Maple Ave, Minneapolis, MN, 55464	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-408215	CLM	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-130927	ENR	Virginia Burton	1994-09-10	UHC-53335-75	2067410784	210 River Rd, Dallas, TX, 75267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20790	PRV	Linda T Weaver	1945-04-12	UHC-05696-37	5934093369	8132 Grand Ave, Seattle, WA, 98145	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133332	ENR	Ed Z Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St, San Antonio, TX, 78287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130902	ENR	Bruce Weber	1975-02-03	UHC-97519-16	3083029179	673 Sunset Blvd, Eden Prairie, MN, 55311	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-122140	ENR	Jason Gardner	1984-10-04	UHC-94728-15	3639102724	2380 Canyon Rd, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101942	ENR	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-405056	CLM	Ashley Morrison	1987-09-22	UHC-68018-38	6515929829	5044 Maple Ave, Phoenix, AZ, 85056	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401770	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	7481 Mesa Dr, Nashville, TN, 37287	0.64	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-122640	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120459	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln Apt 6, Glendale, AZ, 85360	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-104666	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109483	ENR	Susan C Estrada	1958-05-10	UHC-65247-52	8356094075	1971 Highland Ave, Seattle, WA, 98119	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418256	CLM	Mark Y Green	—	UHC-96867-75	—	9414 Pine Dr, Sacramento, CA, 95881	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117626	ENR	Bruce G Garza	1971-02-23	UHC-63823-65	2108312845	2756 Ocean Ave, Miami, FL	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410134	CLM	Andrew Little	1972-07-06	UHC-11547-97	3903531535	7344 Oak St, Chandler, AZ, 85276	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20692	PRV	Peter Vazquez	2002-04-11	UHC-44962-11	8228597955	8624 Cedar Ln, Tempe, AZ, 85219	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134031	ENR	Amber P Larson	1957-11-21	UHC-32544-37	—	8175 Jefferson Ave, Tempe, AZ, 85258	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+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
CLM-405873	CLM	Nancy Stephens	—	UHC-48987-01	6659931265	5003 Pine Dr, San Diego, CA, 92149	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
PRV-21763	PRV	John V Richards	—	UHC-96441-75	9347378156	—	0.64	Middle initial moved out of first name Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-429103	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-140292	ENR	Alan Aguilar	1964-11-24	UHC-36939-26	6858170704	2959 Lake View Rd, Atlanta, GA, 30392	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26473	PRV	Noah Clark	1959-02-15	UHC-79330-67	9502449281	1599 Central Ave, Las Vegas, NV, 89117	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-108218	ENR	Dylan Reid	2002-07-28	UHC-31001-11	4323685107	6707 Meadow Ln, Atlanta, GA, 30345	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+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
CLM-408811	CLM	Vincent G Ruiz	1997-09-22	UHC-15528-60	4182214963	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108434	ENR	Mateo Scott	1991-09-20	UHC-19384-80	4054338735	4314 Elm St, Glendale, AZ, 85313	0.64	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-120296	ENR	Mason E Wagner	1961-12-20	UHC-25712-26	7124809239	868 Lincoln Way, Nashville, TN, 37238	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+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-102882	ENR	Sue S Evans	1960-06-17	UHC-39153-49	8418939686	7457 Baseline Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-109010	ENR	Donald V Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.64	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
CLM-416327	CLM	Theresa Herrera	1945-04-08	UHC-63529-87	—	4862 Indian School Rd, Tempe, AZ, 85243	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142213	ENR	Frank Owens	—	UHC-66842-15	2777321620	7234 Washington St, Sacramento, CA, 95800	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 50 of 155Previous Next