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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28514	PRV	Justin Rice	1948-06-02	UHC-64295-91	—	2262 Union St # 107, Jacksonville, FL, 32254	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110391	ENR	Dick Q Pierce	2001-02-08	UHC-33815-88	8277124381	2290 Grand Ave Apt 40, San Antonio, TX, 78224	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
TPA-56585	TPA	Douglas Carpenter	1945-07-21	UHC-55704-92	—	3423 Jefferson Ave # 642, Tampa, FL, 33648	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413680	CLM	Brian F Wilson	1983-10-03	UHC-08927-59	—	955 Cedar Ln Apt 20, Miami, FL, 33107	0.66	Member ID reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-409338	CLM	Bryan Boyd	1956-09-28	—	—	4755 Central Ave # 638, Nashville, TN, 37288	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117760	ENR	Randy L Gilbert	1989-12-12	UHC-77868-74	3037153012	8588 Grand Ave Apt 35, Nashville, TN, 37289	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64396	TPA	Hiroshi Peterosn	1947-08-28	UHC-47694-32	—	6875 Apache Blvd # 572, Gilbert, AZ, 85234	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-123614	ENR	Andrew Lawrence	1977-02-26	UHC-57381-90	3749830436	2137 Forest Ave # 848, Austin, TX, 78712	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125673	ENR	Jeffrey Z Evans	1962-04-10	—	5099098857	207 Valley View Dr Apt 38, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Plan code upper-cased+1 more
ENR-126040	ENR	Grace Carr	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr # 815, Minneapolis, MN, 55427	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23023	PRV	Victoria Ramirez	1957-12-09	UHC-01322-01	8917815866	635 Forest Ave # 652, Sacramento, CA, 95807	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-104784	ENR	Sean U Watkins	2006-06-01	—	2899082366	2957 Valley View Dr # 656, Miami, FL, 33183	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-416286	CLM	Mei Turner	1941-10-09	UHC-49851-73	—	9888 Sunset Blvd Apt 2, Scottsdale, AZ, 85219	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-426767	CLM	Virginia Green	1963-10-26	UHC-24354-61	2292047499	8700 Sunset Blvd Apt 2, San Diego, CA, 92126	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
PRV-20976	PRV	Jessica Burns	2007-05-20	UHC-28147-73	—	8189 Sage Ct Apt 7, Seattle, WA, 98114	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-102365	ENR	Maria P Myers	1998-02-16	UHC-78259-73	8343850501	7724 Sage Ct Apt 28, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
PRV-20024	PRV	Maria Ortiz	1999-11-28	—	—	5555 Harbor Blvd Apt 13, Jacksonville, FL, 32241	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-138650	ENR	Jose J Yang	1996-12-24	UHC-79343-17	6139254564	6764 Ridge Rd Apt 11, Tampa, FL, 33657	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56811	TPA	Jean Robertson	1961-11-09	—	6967203498	7484 Camelback Rd # 960, Columbus, OH, 43234	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
CLM-405636	CLM	Brandon Snyder	1968-12-04	—	—	8063 Pine Dr Apt 28, Nashville, TN, 37248	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54237	TPA	Patricia Phillips	1963-07-20	—	—	3971 Jefferson Ave # 862, Los Angeles, CA, 90010	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429407	CLM	Edward F Edwards	1964-11-24	—	—	1315 Apache Blvd Apt 7, Charlotte, NC, 28241	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123521	ENR	Benjamin Taylor	2001-12-08	UHC-67866-65	—	6565 Cedar Ln Apt 23, Las Vegas, NV, 89175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64251	TPA	David Howell	1978-06-19	—	—	1246 Camelback Rd # 223, Columbus, OH, 43210	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-402623	CLM	Luis Vega	1938-07-28	—	—	2560 Ocean Ave # 314, Minneapolis, MN, 55458	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23753	PRV	Luis Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd Apt 30, Las Vegas, NV, 89139	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-422546	CLM	Pamela Tran	1947-06-05	UHC-02051-22	—	4889 Spring St Apt 37, Sacramento, CA, 95828	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60459	TPA	Amanda Martinez	1962-06-21	—	5305175038	700 Church St Apt 38, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-408763	CLM	Alvarez Gerald	1956-10-14	UHC-63558-98	6056733343	3604 Mountain View Dr Apt 27, Miami, FL, 33132	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-400788	CLM	Alice Knight	1958-06-21	UHC-58125-21	—	6465 Pine Dr Apt 11, Orlando, FL, 32859	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421025	CLM	Janice B Wheeler	1997-09-12	UHC-26426-40	—	3263 Central Ave Apt 34, Glendale, AZ, 85363	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-431225	CLM	Christian Lynch	1982-04-12	UHC-89218-09	4735622060	2724 Central Ave # 869, San Antonio, TX, 78248	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410882	CLM	Abigail Gray	1998-07-12	UHC-91906-99	—	3479 Market St Apt 28, Nashville, TN, 37292	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104316	ENR	Gerald Q Anderson	1983-03-15	UHC-62113-50	4298781475	9159 Jefferson Ave Apt 3, Tucson, AZ, 85757	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-410034	CLM	Bruce Morales	1938-04-18	UHC-48238-50	—	1436 Jefferson Ave Apt 28, San Diego, CA, 92167	0.66	Name re-cased Two-digit birth year Unit split from street Plan code upper-cased+1 more
ENR-124392	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	—	927 Indian School Rd # 271, San Antonio, TX, 78203	0.66	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+1 more
PRV-27016	PRV	Calros Jenzen	1988-06-19	—	—	5801 Canyon Rd Apt 38, Tucson, AZ, 85700	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-129137	ENR	Heather Munoz	1971-02-03	UHC-96240-40	3296654694	2548 Washington St # 658, Orlando, FL, 32824	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-134366	ENR	Russell J Holmes	1969-07-10	UHC-68851-64	4113858348	6297 Sage Ct # 452, Atlanta, GA, 30312	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-142028	ENR	Omar Daniels	1945-12-06	UHC-02028-90	4847064144	802 Spring St Apt 17, Scottsdale, AZ, 85223	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115361	ENR	Arthur L Rice	1999-05-20	UHC-25386-54	5812371863	4090 Market St Apt 15, Los Angeles, CA, 90002	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23485	PRV	Keith R Ross	1996-07-22	—	4175293226	7356 Maple Ave # 587, Houston, TX, 77015	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22921	PRV	Jason M Mills	1986-04-22	—	3524226638	2460 Grand Ave Apt 16, Tampa, FL, 33639	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
TPA-64308	TPA	Juztin L Cruz	1944-09-18	—	—	2917 Ridge Rd Apt 1, San Antonio, TX, 78273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-132643	ENR	Teresa Bishop	1961-04-10	UHC-34907-30	6129120926	314 Church St Apt 20, Tampa, FL, 33601	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-62214	TPA	Hiroshi A Moore	1950-09-08	—	—	952 Union St # 246, Glendale, AZ, 85388	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401646	CLM	Michael Armstrong	1958-12-05	—	—	9055 Bayshore Dr # 843, Austin, TX, 78730	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-404722	CLM	Benjamin Morgan	1941-05-03	UHC-99637-20	—	8904 Main St Apt 24, Fresno, CA, 93709	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137509	ENR	Sara A Vega	1971-11-12	UHC-61662-93	8964138417	3538 Elm St Apt 19, Charlotte, NC, 28298	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
ENR-108742	ENR	Laura X Murray	1945-05-02	UHC-66427-98	3324067182	5256 Cedar Ln Apt 15, Austin, TX, 78723	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 94 of 140Previous Next