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
PRV-26016	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-26015	PRV	Tyler Li	1939-02-08	UHC-35505-93	5075694556	3573 Grand Ave, Las Vegas, NV, 89111	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120687	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120688	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116331	ENR	Susan Clark	1983-12-06	UHC-41538-04	4646232642	9001 River Rd, Houston, TX, 77035	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20301	PRV	Emily Mejia	1976-04-16	UHC-14207-80	2842861564	9063 Hillcrest Rd, Dallas, TX, 75252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29554	PRV	Bruce Bennett	1966-04-06	—	2022203023	1262 Union St, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24561	PRV	Elizabeth Ruiz	1971-02-03	UHC-93078-29	2312135623	1768 Union St, San Antonio, TX, 78242	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118127	ENR	Justin Montgomery	1981-06-01	UHC-35192-79	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429832	CLM	Jesse D Lewis	1976-02-19	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104214	ENR	Jack H Fisher	1998-07-20	UHC-01029-95	—	2171 Mountain View Dr, Charlotte, NC, 28288	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134951	ENR	Alexis U Freeman	1973-06-24	UHC-97467-72	2588509352	5193 Sage Ct, Minneapolis, MN, 55433	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-23960	PRV	Tim Dixon	1951-11-17	UHC-54331-87	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-415360	CLM	Sophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-57233	TPA	Brian Bell	1963-01-06	—	—	784 Camelback Rd, San Diego, CA, 92192	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404083	CLM	Jacqueline Black	1990-08-17	UHC-52048-14	—	3673 Apache Blvd, Tucson, AZ, 85721	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411113	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411114	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-103190	ENR	Vincent Hernandez	1970-11-27	UHC-79184-35	5812268140	4259 Canyon Rd, Chandler, AZ, 85217	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133857	ENR	Jordan Lawrence	2002-09-13	—	8357539084	7239 Ocean Ave, Los Angeles, CA, 90071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105708	ENR	Joyce S Hoffman	1968-12-19	UHC-00985-31	4652037132	9011 Lake View Rd, Jacksonville, FL, 32286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128802	ENR	Grace T Taylor	1987-06-25	UHC-14572-13	5346798505	5460 Grand Ave, San Antonio, TX, 78296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403837	CLM	Christopher H Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-100239	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100238	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402423	CLM	Margaret D Franklin	1941-10-02	UHC-75474-29	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423355	CLM	Cynhia A Luna	1962-05-06	UHC-52161-93	—	8928 Oak St, Gilbert, AZ, 85267	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-59146	TPA	Jacob Jensen	1942-01-19	UHC-74692-41	—	5608 Meadow Ln, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
CLM-412941	CLM	Pamela H Collins	1942-09-03	UHC-20336-22	3416422463	1992 Meadow Ln, Mesa, AZ, 85242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114461	ENR	Diego M Hicks	1999-10-24	UHC-33928-89	5556305755	517 Church St, Sacramento, CA, 95835	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114460	ENR	Diego M Hicks	1999-10-24	UHC-33928-89	5556305755	517 Church St, Sacramento, CA, 95835	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416326	CLM	Deborah Maldonado	1958-04-28	UHC-25667-87	8394392191	904 Canyon Rd, Fresno, CA, 93786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412707	CLM	Randy Dixon	1991-08-06	UHC-17679-69	—	6924 Willow Ct, Atlanta, GA, 30381	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130116	ENR	Amanda Kelly	2001-05-04	UHC-16076-20	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26082	PRV	Sara Hanson	1993-07-16	UHC-23621-71	6265279615	2711 Sage Ct, Charlotte, NC, 28237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108282	ENR	Michael Peters	1951-07-01	UHC-46427-71	—	5547 Mountain View Dr, Scottsdale, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406322	CLM	Terry Dunn	1970-06-22	UHC-54521-89	—	1568 Cedar Ln, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137370	ENR	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60768	TPA	Doris Burke	1962-04-27	—	—	3850 Bayshore Dr, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116306	ENR	Scott Gilbert	1940-05-12	UHC-73546-71	2482628548	1979 Pine Dr, Houston, TX, 77078	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
TPA-55729	TPA	George McCoy	1994-09-25	—	—	8944 Cedar Ln, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428169	CLM	Kevin Matthews	1965-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.62	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
ENR-135526	ENR	Kathleen O Fox	1975-03-13	UHC-30454-85	3574216903	7887 Hillcrest Rd, Gilbert, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102793	ENR	Brenda H Lee	1945-07-28	UHC-73450-07	—	6710 Central Ave, Glendale, AZ, 85311	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137183	ENR	Dennis Z Whaeler	1998-07-16	UHC-00478-31	2279085271	1427 Maple Ave, Phoenix, AZ, 85029	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414596	CLM	Sean N Sandoval	1955-05-28	UHC-11554-69	—	8736 Harbor Blvd, Gilbert, AZ, 85203	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120974	ENR	Tyler Padilla	1974-03-25	UHC-67281-64	9269980496	7057 Mesa Dr, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more

8,263 rows, page 66 of 166Previous Next