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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418828	CLM	Natalie Tran	1970-05-17	—	4223195655	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415683	CLM	Sophia Lee	2003-03-11	—	5425709844	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416990	CLM	Douglas D Howell	1959-05-10	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415724	CLM	Ronald Herrera	1980-09-14	UHC-53971-30	6398054413	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-415725	CLM	Ronald Herrera	1980-09-14	UHC-53971-30	6398054413	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-403647	CLM	Sott W Coleman	1981-11-07	UHC-13133-67	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401010	CLM	Andrea V Meyer	1993-04-13	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413045	CLM	Brandon Kim	1962-06-04	UHC-37131-92	9459205331	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429935	CLM	Walter Flores	1947-07-06	—	—	9510 Grand Ave, Los Angeles, CA, 90056	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404053	CLM	Danyel Palmer	1960-03-08	UHC-52734-93	—	2641 Apache Blvd, Chandler, AZ, 85282	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427054	CLM	Sarah Miler	1953-10-07	UHC-52058-49	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-408425	CLM	Mark Woods	1943-08-20	—	6848005925	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414438	CLM	Wei Washington	1938-12-18	—	2287229709	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402280	CLM	Christina Bradley	1958-08-26	UHC-61892-18	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-431182	CLM	Russell D Hannson	1985-01-02	UHC-81301-92	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420444	CLM	Patricia Vazquez	1967-02-22	—	—	4205 Market St, Houston, TX, 77098	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-406986	CLM	Mark X Hunt	1984-06-14	—	7804560399	7893 Sage Ct, Tampa, FL, 33699	0.94	Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-409619	CLM	Lynch W Bradley	1964-05-22	—	—	2568 Grand Ave, Austin, TX, 78741	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-432804	CLM	Carlos Payne	1951-08-07	UHC-13103-96	—	3843 Broadway, Houston, TX, 77040	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-415389	CLM	Douglas Matthews	1946-05-26	UHC-83823-18	2336834424	3945 Broadway, Plano, TX, 75066	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-421930	CLM	Maria Wells	2005-07-01	UHC-83588-76	5318586325	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417812	CLM	Gregory O Lynch	1968-08-02	UHC-18272-61	—	4885 Lincoln Way, Atlanta, GA, 30395	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406670	CLM	Andrea Foster	2003-05-24	UHC-45296-24	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425359	CLM	Nathan Pattersno	1954-10-23	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-400537	CLM	Maria F Chavez	1999-10-15	UHC-84323-11	2286283880	3624 Union St, Las Vegas, NV, 89105	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422179	CLM	Evelyn Graham	1968-03-17	UHC-18366-77	—	551 Washington St, Sacramento, CA, 95807	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409724	CLM	Alan Ramos	1971-09-24	—	—	34 Washington St, Seattle, WA, 98132	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-404972	CLM	Donald Elliott	1964-08-03	—	6618662285	5052 Indian School Rd, Austin, TX, 78727	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411100	CLM	Emma Aguilar	1953-07-16	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418482	CLM	Denise Armmstrong	1973-06-18	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420463	CLM	Patrick Valdez	1950-04-27	UHC-71408-63	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-430495	CLM	Sean O Schmidt	1984-12-05	UHC-17406-73	—	4144 Sage Ct, Fresno, CA, 93715	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-423304	CLM	Arjun Scott	1999-05-04	—	7663542743	2788 Sage Ct, Plano, TX, 75035	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408321	CLM	Gregory L Pierce	1941-04-14	—	7567820684	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-400577	CLM	Ronalld Hill	1984-01-11	—	8393979984	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402627	CLM	Ruth Vargas	2001-04-09	UHC-73294-75	—	7794 Union St, Glendale, AZ, 85336	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406597	CLM	Hiroshi Lewwis	1954-09-13	—	—	3962 Main St, Scottsdale, AZ, 85212	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425516	CLM	Grace Garza	1949-03-05	—	2954890894	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411126	CLM	Ethan Griffin	1999-10-13	UHC-23197-88	3033574813	8239 Willow Ct, Minneapolis, MN, 55423	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413184	CLM	Alexander Richards	1964-04-08	UHC-09285-22	—	4381 Pine Dr, Mesa, AZ, 85232	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-425114	CLM	Christine White	1945-10-20	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431560	CLM	Wayne Rios	1985-10-01	UHC-02895-59	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-432744	CLM	Rachel Young	1961-08-26	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425373	CLM	Debra Patel	1989-07-21	UHC-43762-42	7363350476	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408720	CLM	Joshua Reid	1987-09-19	UHC-38851-18	9065402514	1962 Camelback Rd, Los Angeles, CA, 90018	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412259	CLM	Gary Maldonado	1978-10-07	UHC-81287-58	5006399695	1689 Maple Ave, Austin, TX, 78799	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-414578	CLM	Elizabeth Y Ford	1952-04-22	UHC-42418-43	—	137 Elm St, Plano, TX, 75085	0.94	Name re-cased Date of birth reformatted Whitespace trimmed
CLM-403410	CLM	Eric Ruiz	1948-02-07	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-405683	CLM	Payne Christopher	2000-05-20	UHC-95023-02	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-432044	CLM	Joshua A Grffin	1945-12-20	UHC-76115-04	4728295532	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 186 of 212Previous Next