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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134738	ENR	Debra Reyes	1948-06-17	UHC-49126-41	9502768749	5057 Canyon Rd, Las Vegas, NV, 89162	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120776	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120777	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116529	ENR	Philip Morales	1963-02-13	UHC-36559-45	7253071982	5117 Oak St, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105036	ENR	Stephen X Romero	2005-04-12	UHC-91458-30	7232201272	2814 Sage Ct, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110486	ENR	Jeremy W Hill	—	UHC-25891-17	6125007852	6424 Harbor Blvd, Glendale, AZ, 85341	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111083	ENR	Sara M Porter	1963-06-07	UHC-06963-91	—	9594 Baseline Rd, Eden Prairie, MN, 55330	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-117396	ENR	Marilyn C Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-109095	ENR	Walter Roberts	1979-01-05	UHC-32804-90	9173025383	8525 Ocean Ave, Miami, FL, 33110	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116085	ENR	Frannces Y Mendez	1969-07-06	UHC-23857-56	3998187185	1557 Indian School Rd, Phoenix, AZ, 85086	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135090	ENR	Russell X Marshall	1971-08-06	UHC-83173-41	2437149342	962 Spring St # 885, Tempe, AZ, 85278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114083	ENR	Caolyn Taylor	1999-12-28	UHC-94825-21	2187028594	3614 Jefferson Ave, Houston, TX, 77007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-106765	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct Apt 3, Houston, TX, 77074	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116654	ENR	Billy V Nunez	1974-06-02	UHC-72442-85	3876015975	4507 Mesa Dr, Jacksonville, FL, 32295	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109421	ENR	Megan F Palmer	2003-04-07	UHC-42773-93	6808270867	7321 Highland Ave, Tampa, FL, 33606	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129354	ENR	Angela Burtoon	1988-07-08	UHC-28844-31	—	6571 River Rd, Orlando, FL, 32886	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-138391	ENR	Jeffrey L Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL, 32899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137571	ENR	Stephanie Martinez	1943-05-07	UHC-86165-98	7038576417	9578 Camelback Rd, Orlando, FL, 32816	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134192	ENR	Beverly P Moraales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107773	ENR	Sophia N Wagner	1982-04-26	UHC-66406-43	8895125018	617 Highland Ave, Gilbert, AZ, 85210	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142276	ENR	Doris Q Obrien	1973-11-11	UHC-18952-16	7817896098	8287 Grand Ave, Fresno, CA, 93705	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-106940	ENR	Michael W Carpenter	1970-03-14	UHC-72769-44	7234587347	5993 Willow Ct, Tucson, AZ, 85755	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115078	ENR	Butler Andrea	1941-12-05	UHC-91603-61	6377994482	6968 Highland Ave, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122369	ENR	Abigail Gomez	1954-05-20	UHC-76184-54	—	9733 Apache Blvd, Tempe, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-111137	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave # 496, Fresno, CA, 93782	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-124942	ENR	Carl H Andrews	1941-01-28	UHC-08966-48	3166548207	3243 Baseline Rd, Tucson, AZ, 85747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114311	ENR	Don Silva	1974-07-08	UHC-22389-52	8255637206	7501 Camelback Rd, Seattle, WA, 98164	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108232	ENR	Arjun Sanders	1961-05-25	UHC-60332-28	6138658536	1118 Oak St, Miami, FL, 33190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141563	ENR	Michael A Howard	1947-06-26	UHC-16390-23	7095995372	2431 Park Pl, Las Vegas, NV, 89151	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113081	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd # 905, Sacramento, CA, 95828	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107645	ENR	Eugene Robertson	1959-11-05	UHC-81445-87	8717561933	8093 Lake View Rd # 318, Mesa, AZ, 85272	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116471	ENR	Kyle Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141082	ENR	Megan W Carlson	1987-09-17	UHC-52900-15	8049442516	6904 Elm St, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109015	ENR	Grrace T Vargas	—	UHC-40656-31	5905289339	955 Ocean Ave, Minneapolis, MN, 55475	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-125895	ENR	Sharon F Weber	2006-09-08	UHC-02965-50	4403387593	6745 Apache Blvd, San Diego, CA, 92173	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123155	ENR	Robert M Harris	1947-09-21	UHC-29409-54	6442502165	6344 Cedar Ln Apt 1, Houston, TX, 77078	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-137221	ENR	Timothy J Guzman	1956-04-14	UHC-86387-31	9216548684	1038 Mesa Dr, Seattle, WA, 98168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142762	ENR	Dot Gomez	1965-10-25	UHC-28888-43	8404448085	4929 Elm St, Los Angeles, CA, 90030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105780	ENR	Elijah Hall	1996-09-24	UHC-02806-77	4925726487	5172 Willow Ct, Columbus, OH, 43284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104115	ENR	Roy P Ray	1946-07-24	UHC-74378-53	—	176 Central Ave, Phoenix, AZ, 85055	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141772	ENR	Victoria J Yang	1943-09-22	UHC-95449-76	7229297430	2579 Hillcrest Rd, Tampa, FL, 33650	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-123617	ENR	Judy B Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115669	ENR	Jonathan Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd # 949, Las Vegas, NV, 89149	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116197	ENR	Catherine V Henderson	1986-01-17	UHC-95700-75	7679563869	4276 Church St, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-137745	ENR	Pamela Ray	2002-12-14	UHC-77160-65	5878656206	8115 Forest Ave, Minneapolis, MN, 55497	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109619	ENR	Therasa Cook	1943-09-26	UHC-31271-01	8586534993	3414 Union St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134098	ENR	Sarah E Carlson	1943-02-20	UHC-61080-99	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126125	ENR	Luis H Holmes	1967-11-14	UHC-39290-46	4997427844	6193 Mesa Dr, Dallas, TX, 75238	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115023	ENR	Jerry R Yang	—	UHC-60447-61	5699831711	7676 Valley View Dr, Jacksonville, FL, 32212	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118940	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	8238596850	485 Washington St, Gilbert, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

26,564 rows, page 187 of 532Previous Next