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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53347	TPA	Abiail Herrera	2007-08-01	—	5625269774	6743 Central Ave, Las Vegas, NV, 89114	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-21085	PRV	Deborah Jacobs	2005-02-05	UHC-75354-55	7373546839	3198 Apache Blvd, Orlando, FL, 32809	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-429878	CLM	Keith Rogers	1974-06-19	—	—	4103 Elm St # 699, Tempe, AZ, 85264	0.78	Date of birth reformatted Unit split from street City re-cased State code upper-cased+1 more
PRV-25502	PRV	Roy Q Simpson	1956-07-16	—	9677755119	9767 Harbor Blvd, Gilbert, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26470	PRV	Thomas Harrison	1996-03-24	UHC-69538-36	3882122897	9744 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-121779	ENR	Bradley I Santiago	1955-10-16	UHC-33469-09	5278922307	9837 Palm Dr, San Antonio, TX, 78201	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136472	ENR	John Z Phillips	1968-05-03	UHC-80528-22	5335792886	7931 Highland Ave, Denver, CO, 80265	0.78	Two-digit birth year Phone reformatted State code upper-cased Email lower-cased+1 more
TPA-61728	TPA	Ralph Armstrong	1957-02-11	—	—	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59585	TPA	Matthew Mrquez	1963-03-11	—	3106503184	3974 Harbor Blvd, Sacramento, CA, 95824	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-415422	CLM	Brittany G Long	1978-06-02	UHC-81737-68	—	6125 Forest Ave, Tempe, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-135794	ENR	Walter G Ramirez	—	UHC-14008-83	7755666035	217 Park Pl, Miami, FL, 33105	0.78	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased+1 more
ENR-121246	ENR	Kayla S Riley	2004-02-12	UHC-19964-66	5012211052	2261 River Rd, Dallas, TX, 75285	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55949	TPA	Noah Padilla	1984-09-20	—	—	5201 Highland Ave, Austin, TX, 78774	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-117566	ENR	Lauren Grant	2004-10-28	UHC-01346-09	8502877272	7880 Ridge Rd, Miami, FL, 33125	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-417496	CLM	Danil Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH, 43225	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
ENR-119555	ENR	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	7657 Canyon Rd, Denver, CO, 80285	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-119647	ENR	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 258, Eden Prairie, MN, 55375	0.78	Phone reformatted Unit split from street Address re-cased State code upper-cased+1 more
ENR-119646	ENR	Eric Valdez	1939-11-25	UHC-86362-98	9126375845	9341 Broadway # 258, Eden Prairie, MN, 55375	0.78	Phone reformatted Unit split from street Address re-cased State code upper-cased+1 more
ENR-109215	ENR	Ann U Jensen	1970-07-14	UHC-97263-25	5404314712	6086 Union St, Los Angeles, CA, 90092	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21761	PRV	Gerald Richardson	1957-04-11	—	—	1747 Sage Ct, Gilbert, AZ, 85254	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-102359	ENR	Isabella F Payne	1968-08-14	UHC-31430-96	—	4932 Highland Ave, Jacksonville, FL, 32266	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-109789	ENR	Edward M Mreno	1994-11-20	—	4806532070	1636 Lake View Rd, Gilbert, AZ, 85233	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58978	TPA	Helen Dominguez	2000-05-20	—	—	320 Pine Dr Apt 2, Eden Prairie, MN, 55369	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-123803	ENR	Logan Z Richardson	1981-11-11	UHC-44547-13	3566552589	2481 Apache Blvd, Las Vegas, NV, 89167	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130694	ENR	Aisha D Patterson	1988-02-14	UHC-02136-81	7075833705	2577 Meadow Ln, Phoenix, AZ, 85006	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55632	TPA	Camila Baker	1946-03-09	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-407557	CLM	Laura Gonzales	1955-03-11	UHC-58273-59	—	2608 Washington St, Fresno, CA, 93729	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-23070	PRV	Victoria Contreras	1974-07-19	—	5102282443	7228 Baseline Rd, Orlando, FL, 32817	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-23289	PRV	Mariana Hert	1950-10-09	UHC-94804-40	6403280672	4835 Pine Dr, Scottsdale, AZ, 85211	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-430615	CLM	Jessica Smith	1991-08-28	UHC-10378-37	—	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410273	CLM	Mark Owens	—	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.78	Date of birth missing Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-22400	PRV	Sofia Porter	2002-07-04	—	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.78	Phone reformatted SSN last four extracted State code upper-cased Whitespace trimmed+1 more
TPA-53846	TPA	Kenneth Evans	1972-06-04	—	—	7384 Harbor Blvd, Houston, TX, 77045	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-401360	CLM	Barbara Taylor	1976-03-10	—	—	2598 Lincoln Way, Chandler, AZ, 85217	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59203	TPA	Tom Bnks	1970-05-19	—	—	707 Meadow Ln, San Antonio, TX, 78210	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-24511	PRV	Lawrence S Nichols	1941-03-26	UHC-23434-16	5985970939	2895 Canyon Rd, Las Vegas, NV, 89183	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
TPA-58554	TPA	Samantha Burns	1993-07-27	—	—	9661 Main St, Nashville, TN, 37248	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-424233	CLM	Philip Warren	1946-04-26	UHC-00906-32	—	416 Meadow Ln, Nashville, TN, 37260	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-138603	ENR	Daniel U Green	1946-02-17	UHC-29070-58	3202522313	4763 Jefferson Ave, San Antonio, TX, 78260	0.78	Name re-cased Member ID reformatted SSN last four extracted State code upper-cased+1 more
CLM-422366	CLM	Mary Dunn	2006-01-08	UHC-29729-74	—	7093 Mountain View Dr, Tampa, FL	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-107092	ENR	Emily Walker	1960-10-10	UHC-64069-02	8892267163	5286 Valley View Dr, Plano, TX, 75004	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103463	ENR	Pamela U Williamson	2006-01-25	UHC-45877-14	7428984919	5009 Broadway, Fresno, CA, 93711	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
TPA-60324	TPA	James Smith	1942-08-18	—	7345710297	3221 Oak St, Chandler, AZ, 85242	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-140191	ENR	Jessica Smith	1991-08-28	UHC-10378-37	7944874284	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-426795	CLM	George Ford	1991-12-01	UHC-72353-72	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-408607	CLM	Eugene Evans	1996-11-21	UHC-63484-44	8443900229	6250 Mountain View Dr # 486, Scottsdale, AZ, 85272	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-112857	ENR	Hannah S Riley	1964-12-11	UHC-92072-80	8008131959	2847 Sage Ct, Houston, TX, 77074	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-421986	CLM	Kathlen Harrison	1984-09-15	—	—	9299 Valley View Dr, San Antonio, TX, 78231	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-131245	ENR	Judy E Montgomery	1962-02-14	UHC-91198-73	7003875748	6221 Central Ave, Eden Prairie, MN, 55388	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102888	ENR	Greg X McCuy	1942-05-15	UHC-38818-96	5182790967	8994 Lake View Rd, Nashville, TN, 37293	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

4,010 rows, page 54 of 81Previous Next