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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405811	CLM	Nnacy Delgado	1953-06-14	—	—	452 Harbor Blvd, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103225	ENR	Olivia I Hunt	1987-09-16	UHC-22928-25	5355722990	8481 Union St, Miami, FL, 33166	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432688	CLM	Susan Weber	1960-12-03	UHC-37047-32	—	5025 Camelback Rd, Tempe, AZ, 85298	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400826	CLM	Donald Morrison	1970-11-26	—	—	6285 Park Pl, Denver, CO, 80283	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-117063	ENR	Daniel B Long	1991-04-20	UHC-54887-82	5307312182	7111 Lake View Rd, Chandler, AZ, 85297	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-419073	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140896	ENR	Mary V Torres	1943-05-26	UHC-04025-13	2715109300	9232 Bayshore Dr, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139034	ENR	Donald Payne	1959-06-26	UHC-97805-04	7782909563	6405 Hillcrest Rd, Gilbert, AZ, 85276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416787	CLM	George Cooleman	1961-02-13	—	9609266717	4707 Meadow Ln, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408602	CLM	Arthur Lucas	1982-09-11	UHC-03901-28	—	2547 Ocean Ave, Nashville, TN, 37228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24528	PRV	Sofia Y Wilson	2004-06-18	UHC-06608-41	5902998121	3482 River Rd, San Diego, CA, 92138	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431538	CLM	Richard White	1967-04-21	UHC-57024-22	9234712099	371 Palm Dr, Houston, TX, 77000	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26547	PRV	Jeramy X Pena	1952-07-10	—	5283734031	2723 Indian School Rd, Orlando, FL, 32847	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-135834	ENR	Scott U Boyd	1961-05-06	UHC-40250-67	5788993387	8030 Forest Ave Apt 38, Jacksonville, FL, 32299	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-431998	CLM	Ralph Mejia	1955-01-02	—	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135455	ENR	Doris Armstrong	1946-07-03	UHC-89619-29	5795077045	9518 Lake View Rd, Atlanta, GA, 30322	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122122	ENR	Nicholas Castillo	1963-08-07	UHC-57647-09	—	8065 Maple Ave, Las Vegas, NV, 89194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135634	ENR	Alice W Palmer	1967-07-18	UHC-90767-83	6022567270	2542 Palm Dr, Minneapolis, MN, 55402	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135125	ENR	Lawrence W Rodriguez	1954-05-19	UHC-79646-43	3512953415	2472 Spring St Apt 34, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120084	ENR	Danielle X Lawrence	1984-09-14	UHC-64538-98	9512991607	3317 Forest Ave, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26450	PRV	Catherine Ford	1977-12-27	—	9728980314	1919 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430454	CLM	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407659	CLM	Sarah B Ford	1998-10-01	UHC-23807-49	8177010911	7721 Maple Ave, Phoenix, AZ, 85088	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118672	ENR	Jonathan Roberts	1992-11-16	UHC-61724-28	7599278215	9440 Harbor Blvd, San Diego, CA, 92103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415545	CLM	Andy Romero	1986-01-06	—	—	7154 Highland Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118643	ENR	Maria S Hicks	1978-05-15	UHC-96300-61	9593067115	4991 Lake View Rd, Houston, TX, 77048	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139637	ENR	Larry Moreno	1959-04-27	UHC-74516-27	—	6676 Oak St, Tempe, AZ, 85271	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129220	ENR	Catherine Greene	1985-11-23	UHC-14019-01	7135916637	6073 Forest Ave, Jacksonville, FL, 32262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103300	ENR	Brian A Foster	1958-02-21	UHC-43884-73	5567946570	4475 Ocean Ave, Dallas, TX, 75290	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409372	CLM	Gerald Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-426647	CLM	Lori Lucas	1987-09-03	UHC-85098-51	—	699 Spring St, Los Angeles, CA, 90097	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106210	ENR	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140166	ENR	Jonathan Thompson	1997-02-10	UHC-39861-05	5674603208	6515 Pine Dr # 502, Jacksonville, FL, 32264	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409126	CLM	Jenny Bradley	1986-09-17	UHC-27870-32	4868409963	8203 Park Pl, Houston, TX, 77044	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140980	ENR	Helen Hernandez	1944-08-17	UHC-30505-42	8426164522	9585 Elm St, Minneapolis, MN, 55405	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52907	TPA	Donald Herrera	1997-10-22	—	2574529558	9786 Central Ave # 996, Minneapolis, MN, 55448	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-404182	CLM	Christina Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141023	ENR	Charlotte L Nichols	1997-12-23	UHC-59303-91	4964430166	370 Spring St, Charlotte, NC, 28235	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27269	PRV	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413366	CLM	TeresaJunk	2002-02-28	UHC-70614-27	—	421 Camelback Rd, Fresno, CA, 93710	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404271	CLM	Nancy Williams	1978-09-28	—	—	6186 Grand Ave, Las Vegas, NV, 89145	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402945	CLM	Frances Bailey	1996-09-28	—	—	8364 Park Pl, Nashville, TN, 37226	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102891	ENR	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	8445 Lake View Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-421379	CLM	Dylan Bowman	1984-06-22	—	—	2383 Cedar Ln, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109466	ENR	Natalie X Garza	1971-04-14	UHC-25802-28	2354109462	5124 Central Ave, Eden Prairie, MN, 55310	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142042	ENR	Deborah Parker	1964-08-18	UHC-21722-78	4797887450	2437 Market St, San Diego, CA, 92139	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50206	TPA	Santiago M Peters	1999-11-21	—	—	8248 Willow Ct, San Antonio, TX, 78210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430086	CLM	Amy Butler	1959-06-20	—	—	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130091	ENR	Terry Weaver	1940-10-16	UHC-07235-51	6982239207	3798 Camelback Rd, Tempe, AZ, 85205	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134636	ENR	Santiago C Lewis	1975-02-03	UHC-07351-67	2308332714	9229 Hillcrest Rd, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

32,400 rows, page 113 of 648Previous Next