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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409335	CLM	ScottJunk	1954-07-22	UHC-89192-22	3704954147	9154 Cedar Ln, Seattle, WA, 98102	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133892	ENR	Kathryn Waren	1959-03-12	UHC-71018-94	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-418881	CLM	Annna Ward	1958-06-16	—	6014215132	1243 Oak St, Minneapolis, MN, 55493	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420041	CLM	Virginia Wilson	1999-05-18	UHC-88267-97	—	7763 Oak St # 570, San Antonio, TX, 78268	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425780	CLM	Albert Sanders	1975-04-25	UHC-20970-55	—	7144 Market St, Las Vegas, NV, 89114	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25758	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr, Tempe, AZ, 85259	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124338	ENR	Debra Z Black	2004-05-25	UHC-02549-25	4757230223	2045 Valley View Dr # 897, San Diego, CA, 92108	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25022	PRV	Karen Nunez	1964-07-26	UHC-53022-61	3893833489	315 Indian School Rd, Atlanta, GA, 30324	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113853	ENR	Thomas D Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-106152	ENR	Adam L Freeman	1954-12-10	UHC-15081-88	8559862182	2392 Oak St, San Antonio, TX, 78223	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111284	ENR	Susan L Ross	1982-07-18	UHC-33226-10	5604832539	4013 Oak St, Sacramento, CA, 95894	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60215	TPA	Jackie L Wheeler	1959-05-23	—	—	8137 Bayshore Dr, Plano, TX, 75011	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124174	ENR	Philip Larson	1953-11-19	UHC-32280-28	4609465524	5533 Market St, Tucson, AZ, 85703	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133708	ENR	Isabella Vasquez	2002-12-07	UHC-33559-05	4809850659	6491 Washington St Apt 19, Tempe, AZ, 85245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417759	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St, San Diego, CA, 92192	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104791	ENR	Raymond N Armstrong	1984-08-09	UHC-54364-17	8808589858	2275 Forest Ave, Sacramento, CA, 95851	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-105238	ENR	Diana J Russell	1999-01-05	UHC-52397-34	8807150014	3778 Apache Blvd, Tempe, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117163	ENR	Catherine L Peters	1960-04-22	UHC-57239-93	6722681200	387 Park Pl, Tucson, AZ, 85776	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116194	ENR	Salazar Logan	2007-03-09	UHC-81920-75	8544500931	4954 Union St, Charlotte, NC, 28266	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53441	TPA	Jordan Ferguson	1969-08-05	—	9746705648	5600 Palm Dr, Eden Prairie, MN, 55336	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-103274	ENR	Don Alvarado	1955-01-02	UHC-30276-20	6067577430	8594 Central Ave, Austin, TX, 78769	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403918	CLM	Wayne Marshall	—	UHC-10389-42	3399188121	6503 Highland Ave, Los Angeles, CA, 90022	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-20002	PRV	Laura Alvarado	1939-03-06	—	2082046344	4347 Church St, Plano, TX, 75086	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-61541	TPA	Raymond Hicks	2007-09-22	—	8437869678	7323 Baseline Rd Apt 5, Orlando, FL, 32825	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128625	ENR	Lauren N Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ, 85036	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133408	ENR	Logan M Reed	1959-07-22	UHC-34426-64	2422757897	8131 Highland Ave, Sacramento, CA, 95824	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114352	ENR	Boyd N Carl	1942-12-18	UHC-08601-36	3642228670	8407 Washington St, Mesa, AZ, 85269	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101844	ENR	Sophia W Pierce	1973-09-23	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-420529	CLM	Diego Jimenez	2005-03-07	UHC-89670-40	9074718885	6107 Palm Dr, Houston, TX, 77097	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423064	CLM	Hannah R Santos	1999-07-04	UHC-76256-41	6293963219	6379 Camelback Rd, Eden Prairie, MN, 55382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137090	ENR	Cheryl Yang	2003-02-03	UHC-63563-16	7472906448	3370 Bayshore Dr # 978, Jacksonville, FL, 32235	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110079	ENR	Patricia G Aguilar	1953-02-23	UHC-00064-32	9224534467	5789 River Rd, Nashville, TN, 37202	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-52774	TPA	Nancy Hoffman	1945-06-23	UHC-67490-98	—	4284 Grand Ave, Phoenix, AZ, 85062	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-403719	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403720	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21843	PRV	Alexis Wheeler	1957-05-26	—	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28284	PRV	Sophia Morgan	1989-01-15	—	3636774936	504 River Rd, Houston, TX, 77048	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128889	ENR	Janet W Aguilar	1959-11-13	UHC-58854-62	3556563331	4575 Church St, Tucson, AZ, 85714	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111949	ENR	Jacob W Fowler	1940-06-26	UHC-65588-27	4427117583	2147 Valley View Dr, Miami, FL, 33140	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63450	TPA	Ralph Garcia	1945-04-22	—	—	2592 Forest Ave # 444, Miami, FL, 33115	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55722	TPA	Mary Powell	2007-09-09	—	—	2667 Indian School Rd, Atlanta, GA, 30336	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55723	TPA	Mary Powell	2007-09-09	—	—	2667 Indian School Rd, Atlanta, GA, 30336	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415095	CLM	Nathan Burton	1997-10-09	UHC-04380-99	9856764577	3629 Union St # 220, Atlanta, GA, 30308	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422191	CLM	Alexander Wells	1997-01-06	UHC-49517-10	—	5592 Broadway, Los Angeles, CA, 90067	0.50	Name re-cased Two-digit birth year Address re-cased City re-cased+3 more
CLM-408445	CLM	Bobby Jacobs	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 934, San Antonio, TX, 78285	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418156	CLM	Anthony O Simmons	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415572	CLM	Dennis Dominguez	1966-12-28	UHC-79255-89	—	7029 Union St, San Diego, CA, 92171	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63176	TPA	Aadm Sanders	2005-02-09	—	—	5341 Ridge Rd, Tempe, AZ, 85206	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-423348	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53556	TPA	Melissa Gardner	1949-02-05	—	6383769295	778 Apache Blvd, Austin, TX, 78758	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

8,263 rows, page 26 of 166Previous Next