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

Claims, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430995	CLM	Evelyn Jackson	1970-01-05	UHC-18381-07	2048128842	2557 Pine Dr, Atlanta, GA, 30372	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403614	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-403763	CLM	Alice Robinson	1955-12-26	UHC-97366-44	3819777241	8625 Spring St, Eden Prairie, MN, 55365	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410604	CLM	Walker Rachel	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ, 85267	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401277	CLM	Albert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415931	CLM	Jacob Ramos	1964-07-27	UHC-86970-92	3269450818	7741 Market St, Houston, TX, 77000	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411116	CLM	Rebecca Bryant	1985-07-08	—	9653233527	861 Canyon Rd, Seattle, WA, 98173	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407603	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	3553 Harbor Blvd, Gilbert, AZ, 85240	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-409101	CLM	Gloria Hoffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-407484	CLM	Abigail N Hicks	2001-04-05	UHC-46842-79	9654116494	251 Hillcrest Rd, Seattle, WA, 98176	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430011	CLM	Larry Garcia	1952-09-11	UHC-62291-99	—	3651 Harbor Blvd, Fresno, CA, 93741	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406085	CLM	Santiago Phillips	1962-11-01	—	—	9067 Forest Ave, San Antonio, TX, 78242	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-409569	CLM	Zachay Perry	2008-05-01	UHC-94829-05	6392581928	1235 Main St, Charlotte, NC, 28237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420343	CLM	Hannah Roberts	1971-11-23	—	9087587519	8378 Bayshore Dr, Tempe, AZ, 85209	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405422	CLM	Elijah Q Cox	1986-06-28	—	7087550164	5551 Main St, Jacksonville, FL, 32237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430205	CLM	Sophia Lynch	1951-05-02	UHC-90674-61	6112390258	8743 Baseline Rd, Eden Prairie, MN, 55315	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-418185	CLM	William C Weaver	1971-07-06	UHC-86260-13	6229826713	2512 Church St, Houston, TX, 77015	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416275	CLM	Jacob Jensen	1944-06-02	UHC-55803-44	9828047639	3352 Mountain View Dr, Las Vegas, NV, 89159	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417653	CLM	Edward H Dominguez	1972-05-07	UHC-99922-82	8333307288	7510 Oak St, Mesa, AZ, 85219	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407542	CLM	Maria Cooper	1963-02-22	UHC-53767-89	8275767030	7528 Desert Sky Blvd, Miami, FL, 33160	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402639	CLM	Gregory Richardson	1960-04-11	—	2909667947	1687 Palm Dr, Dallas, TX, 75271	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411070	CLM	Andrea Li	1954-10-09	UHC-66640-67	4199503324	4255 Maple Ave, Scottsdale, AZ, 85274	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401226	CLM	Ann Lopez	1940-11-23	UHC-75662-02	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420059	CLM	Christina Hunter	1958-08-07	—	6496449248	8080 Palm Dr, Atlanta, GA, 30331	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432608	CLM	Christina Williams	1996-12-21	UHC-25299-76	4427525175	9383 Ocean Ave, Tucson, AZ, 85705	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402478	CLM	Brandon Rievra	2006-08-16	UHC-83841-16	2404264191	4526 Jefferson Ave, Gilbert, AZ, 85280	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421608	CLM	Donna Vargas	1990-02-18	UHC-71106-61	3266307310	2257 Mountain View Dr, Tucson, AZ, 85776	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429543	CLM	Omar Boyd	1939-02-16	—	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410921	CLM	Mary Morales	1998-04-27	UHC-10683-37	9196515365	738 Broadway, Sacramento, CA, 95819	0.72	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-425697	CLM	Heatther Silva	1939-12-15	UHC-15559-59	7606036438	6414 Park Pl, Gilbert, AZ, 85237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403844	CLM	Kimberly T Cruz	1967-03-18	—	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422746	CLM	Elizabeth S Reyes	1944-11-12	—	3417211908	6171 Spring St, Fresno, CA, 93733	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432174	CLM	Alice Hart	1966-02-17	UHC-52800-45	5224630912	3785 Mountain View Dr, Orlando, FL, 32809	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424453	CLM	Austin Rose	1944-06-18	—	8235775049	4041 Forest Ave, Plano, TX, 75007	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400083	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417643	CLM	Diana Bailey	1999-10-21	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410554	CLM	Joe Green	1980-10-16	UHC-41373-96	—	3650 Union St, Fresno, CA, 93785	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411261	CLM	Samuel T Reyes	1940-02-05	UHC-82409-02	—	445 Mesa Dr, Charlotte, NC, 28256	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423965	CLM	Marilyn Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd, Minneapolis, MN, 55446	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426369	CLM	Abigail Carr	2000-10-15	—	5119913782	2810 Baseline Rd, Orlando, FL, 32805	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428619	CLM	Jack Yang	1943-06-04	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403400	CLM	Evelyn Kelly	1961-01-06	UHC-87850-47	9224326417	8427 River Rd, Minneapolis, MN, 55446	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411526	CLM	Jose Barnes	1979-07-16	UHC-53140-13	2354606618	7290 Cedar Ln, Austin, TX, 78722	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417091	CLM	Thompson Mason	1973-11-12	UHC-69452-86	—	3206 Willow Ct, Tucson, AZ, 85745	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420552	CLM	Joyce R Andrews	2003-04-05	—	4118984468	8129 Indian School Rd, Las Vegas, NV, 89139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411258	CLM	Jessica Vargas	1971-11-27	—	4374826481	4014 Sunset Blvd, Glendale, AZ, 85329	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426895	CLM	Isabella Mendoza	1953-11-27	UHC-26500-93	6718099197	4776 Lake View Rd, Austin, TX, 78715	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409200	CLM	Angela Murphy	1948-09-05	—	9646761889	5389 Harbor Blvd, Glendale, AZ, 85341	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401268	CLM	Masoon Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401269	CLM	Masoon Porter	1984-11-16	UHC-76399-31	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 131 of 376Previous Next