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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127687	ENR	Mlissa Andrews	—	UHC-49025-89	8545452138	516 Sunset Blvd, Denver, CO, 80248	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-140342	ENR	Danielle L Morales	1995-01-12	UHC-61737-79	2159460820	4345 Willow Ct, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134626	ENR	Sophia Greene	1999-10-04	UHC-49435-56	4365680637	6045 Highland Ave, Glendale, AZ, 85315	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105702	ENR	Brenda Y Walsh	1988-04-20	UHC-09527-12	5647345428	8975 Cedar Ln, Sacramento, CA, 95805	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-142541	ENR	Ana H Salazar	1955-06-09	UHC-90739-81	6482125253	7470 Willow Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109277	ENR	Henry Rodriguez	—	UHC-62145-72	6993874714	5598 Jefferson Ave, Jacksonville, FL, 32243	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-110342	ENR	Keith P West	2003-12-22	UHC-45978-28	3428078814	7579 Camelback Rd Apt 23, Orlando, FL, 32860	0.66	Name re-cased Member ID reformatted Unit split from street Gender normalised+1 more
ENR-109338	ENR	Kathleen L Obrien	1953-02-15	UHC-76854-65	6242279150	6948 Pine Dr Apt 37, Columbus, OH, 43294	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-120749	ENR	Ahmed G Lee	2000-04-26	UHC-13172-99	7472577129	1909 Ocean Ave, Houston, TX, 77082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125502	ENR	Kelly Perry	1963-08-16	UHC-61552-77	5424199112	6792 Maple Ave Apt 11, Fresno, CA, 93783	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-139209	ENR	Anthony X Taylor	1940-06-11	UHC-53353-74	8374546978	5141 Central Ave Apt 30, Atlanta, GA, 30369	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-135774	ENR	Jeremy West	1938-07-24	UHC-33653-23	4207577384	3262 Baseline Rd Apt 32, Scottsdale, AZ, 85232	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-132018	ENR	Eric I Castillo	—	UHC-33264-33	—	8778 Ocean Ave, Minneapolis, MN, 55400	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-124521	ENR	Natalie O Hoffman	—	UHC-91848-90	8585642442	4436 Highland Ave, Mesa, AZ, 85217	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-121772	ENR	Timothy Garett	1939-01-02	UHC-82469-73	4395835920	5829 Grand Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101810	ENR	Joyce M Oliver	1983-05-10	UHC-53916-48	—	1062 Indian School Rd, Gilbert, AZ, 85292	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-110724	ENR	Anthony Contreras	1941-04-08	UHC-62351-46	4729745041	2424 Canyon Rd, Eden Prairie, MN, 55320	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-129908	ENR	Mary Morales	1952-07-05	UHC-12845-55	8899279498	2948 Church St, Glendale, AZ, 85330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139791	ENR	Walter N Willis	1997-10-16	UHC-81969-99	—	7871 Meadow Ln, Dallas, TX, 75236	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-127652	ENR	Jose J Chapman	1947-03-16	UHC-16119-29	9713265250	3582 Pine Dr, Sacramento, CA, 95883	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106693	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-106694	ENR	Janice E Cox	1955-09-19	UHC-66627-67	—	6590 Elm St, Eden Prairie, MN, 55304	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-111921	ENR	Maria Kim	1995-11-26	UHC-78972-88	5455342079	6098 Baseline Rd, Atlanta, GA, 30302	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106001	ENR	Richard B Webb	1970-08-17	UHC-90379-15	2164810000	5939 Highland Ave Apt 25, Austin, TX, 78706	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-126657	ENR	Frances W Hicks	—	UHC-42723-22	—	284 Mountain View Dr, Tampa, FL, 33673	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-131322	ENR	Ann Reed	1969-04-14	UHC-75559-79	5697165221	6501 Maple Ave, Chandler, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106027	ENR	Lisa Thompson	1980-03-13	UHC-79224-34	8929076595	9812 Ridge Rd, San Antonio, TX, 78289	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-112304	ENR	Jesse Martinez	1995-06-06	UHC-96971-36	7814438649	5938 Canyon Rd, Dallas, TX, 75224	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130080	ENR	Glroia H Graham	1979-05-11	UHC-62018-44	2714051776	4843 Ridge Rd, Mesa, AZ, 85294	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-135918	ENR	Catherine Kelley	—	UHC-27584-01	3077608462	1279 Hillcrest Rd, Glendale, AZ, 85387	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-123426	ENR	Fatima Richardson	1987-09-13	UHC-41967-03	9232117624	2139 Washington St, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136278	ENR	Mariana Chen	1992-11-11	UHC-99463-67	9652345337	5602 Ridge Rd Apt 20, San Diego, CA, 92173	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-138432	ENR	Debra O Kennedy	1964-01-18	UHC-17931-97	3367354783	171 Apache Blvd # 278, Seattle, WA, 98107	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-142489	ENR	Jesse I Daniels	1960-11-24	UHC-34721-77	6987582646	5751 Elm St, Charlotte, NC, 28238	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108273	ENR	Nancy C Carlson	1981-08-13	UHC-15272-02	4286571119	6960 Maple Ave, Plano, TX, 75052	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127153	ENR	Ana X Haart	1994-10-23	UHC-58138-74	6716122649	3106 Valley View Dr, Fresno, CA, 93726	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111926	ENR	Anthony Wang	1991-07-23	UHC-64043-02	9486846751	5874 Hillcrest Rd, San Antonio, TX, 78224	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127061	ENR	George M Schultz	1989-01-12	UHC-31612-96	4769797367	9044 Elm St, Austin, TX, 78762	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138349	ENR	AmberJunk	1967-08-17	UHC-90032-57	4436973155	4942 Pine Dr, Phoenix, AZ, 85084	0.66	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared+1 more
ENR-139324	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139325	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139532	ENR	Sandra H Reynolds	1946-05-23	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-117436	ENR	Kyle Watkins	1986-09-24	UHC-09482-52	—	24 Union St, Glendale, AZ, 85302	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-133574	ENR	Ryan Barnes	1957-09-02	UHC-62073-15	8573790866	4816 Desert Sky Blvd, Gilbert, AZ, 85248	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112508	ENR	Omar W Carter	2002-04-05	UHC-20223-76	—	1110 Baseline Rd, Houston, TX, 77090	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127341	ENR	Joe Z Carlson	1974-02-08	UHC-73768-75	7359461783	8045 Willow Ct, Tampa, FL, 33695	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134579	ENR	Bryan I Hawkins	1963-06-14	UHC-61785-78	2908174035	4861 Cedar Ln, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-110041	ENR	Patrcik Garcia	1998-12-01	UHC-86364-52	4932639086	1849 Ocean Ave, San Diego, CA, 92199	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-109082	ENR	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave Apt 6, Austin, TX, 78720	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107329	ENR	Nicole Duncan	1958-08-01	UHC-54826-05	—	630 Central Ave, Houston, TX, 77047	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more

17,310 rows, page 112 of 347Previous Next