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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425092	CLM	Grace Dominguez	1971-10-11	UHC-38982-72	—	1991 Broadway, San Diego, CA, 92156	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-427763	CLM	David Coleman	1968-07-18	—	—	1912 Broadway, Los Angeles, CA, 90098	0.80	Name re-cased Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429333	CLM	Barb Kennedy	1967-03-23	—	—	4915 Elm St, Tampa, FL, 33669	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-432335	CLM	Jonathan O Schultz	1945-06-08	—	—	3118 Pine Dr, Charlotte, NC, 28298	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-410959	CLM	Valentina Yang	1943-08-22	UHC-72593-31	—	2679 Sunset Blvd, Seattle, WA, 98131	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-429336	CLM	Laura O Berry	1961-02-18	—	—	5033 Main St, Miami, FL, 33184	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402376	CLM	Austin Yang	1983-07-18	UHC-35695-44	8615822064	9563 River Rd, Los Angeles, CA, 90099	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404023	CLM	Steve K Guzman	2001-11-20	UHC-15163-18	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-429117	CLM	Brian Dixon	1985-07-13	—	—	8209 Maple Ave, Gilbert, AZ, 85204	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-432644	CLM	Hiroshi P Peterson	1947-08-28	UHC-47694-32	3743863817	6875 Apache Blvd, Gilbert, AZ, 85234	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406026	CLM	Jesse Fields	1948-04-10	UHC-75871-12	—	829 Central Ave, Dallas, TX, 75288	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-417914	CLM	Judith West	1965-07-26	—	—	9842 Broadway, Gilbert, AZ, 85238	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405726	CLM	Maggie B Obrien	1985-05-03	UHC-19518-51	—	1406 Elm St, Nashville, TN, 37286	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411494	CLM	Kayla Carr	1964-05-19	—	—	37 Camelback Rd, Phoenix, AZ, 85042	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411956	CLM	Henry Alvarez	1956-09-16	—	9042388403	2832 Meadow Ln, Tampa, FL, 33643	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432259	CLM	Arthur Turner	1996-10-25	UHC-79544-73	—	3704 Mountain View Dr, Gilbert, AZ, 85271	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423907	CLM	Maria Jenkins	2006-04-01	—	7118276384	2486 Mountain View Dr, Jacksonville, FL, 32232	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-424412	CLM	Michael Vargas	1970-12-16	UHC-17895-09	—	2345 Maple Ave, Miami, FL, 33124	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426771	CLM	Amber Hicks	1986-03-13	UHC-79648-21	—	6384 Mesa Dr, Gilbert, AZ, 85230	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-422723	CLM	Terry West	1982-11-25	—	7538299365	4900 Church St, Los Angeles, CA, 90086	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-414875	CLM	Heather H Buton	2006-05-11	UHC-19857-94	2033496757	9594 Maple Ave, Orlando, FL, 32856	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412368	CLM	Henry Gomez	1957-07-16	UHC-44840-46	5165932301	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-407052	CLM	Joseph Evans	1993-02-13	UHC-49441-33	2687165448	731 Canyon Rd, Orlando, FL, 32842	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-403419	CLM	Dylan Dominguez	1988-03-25	UHC-56390-60	—	3895 Palm Dr, Gilbert, AZ, 85279	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-420918	CLM	Jacqueline Campbell	1942-06-26	—	—	1998 Broadway, Seattle, WA, 98119	0.80	Name re-cased Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-431136	CLM	Ahmed J Castro	1947-09-25	UHC-57979-50	—	7417 Park Pl, Tucson, AZ, 85763	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-430683	CLM	Russell Lee	1915-05-07	UHC-01980-83	—	6430 Camelback Rd, Gilbert, AZ, 85258	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427041	CLM	Priya U Crapenter	1992-08-18	—	—	9840 Broadway, Scottsdale, AZ, 85244	0.80	Address re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425100	CLM	Jacob Riley	1943-04-26	UHC-23169-11	4226796102	1862 Hillcrest Rd, Seattle, WA, 98179	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425706	CLM	Ahmed Watkins	1943-02-12	—	8264652384	439 Apache Blvd, San Antonio, TX, 78285	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-406752	CLM	Maria Robinson	1962-12-03	—	—	717 Grand Ave, Columbus, OH, 43281	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422786	CLM	Eric Hunt	1962-09-19	—	—	8930 Union St, Glendale, AZ, 85301	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412498	CLM	Adam Gibson	1991-01-08	—	9115456638	7686 Sunset Blvd, Sacramento, CA, 95867	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423545	CLM	Sarah Fuller	1955-02-01	UHC-33174-34	—	3247 Elm St, Austin, TX, 78794	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427251	CLM	Carolyn Smith	1946-04-21	UHC-59178-53	—	5400 Canyon Rd, Austin, TX, 78727	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418695	CLM	Alexis Jimenez	1971-09-20	UHC-20281-74	—	1687 Desert Sky Blvd, Miami, FL, 33106	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413339	CLM	Keith Smith	1997-05-06	UHC-42383-68	—	8139 Washington St, Jacksonville, FL, 32275	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429703	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425789	CLM	Amy Ruiz	2005-04-11	UHC-48579-10	2073820208	347 Indian School Rd, Gilbert, AZ, 85269	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405039	CLM	Isabella Lawrence	1943-05-05	UHC-57600-72	—	7536 Ridge Rd, Minneapolis, MN, 55469	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428201	CLM	Georgge Herrera	1952-10-09	—	—	337 Mesa Dr, Atlanta, GA, 30307	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419132	CLM	Camila Fowler	1956-08-27	—	—	91 Mesa Dr, San Antonio, TX, 78278	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-421414	CLM	Shirley Obrien	1970-02-16	UHC-90722-63	—	4621 Forest Ave, Tempe, AZ, 85234	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414665	CLM	Gary Bryatn	2003-09-22	UHC-95416-52	5177028284	8554 Meadow Ln, Tucson, AZ, 85761	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409409	CLM	Larry Bradley	1943-04-15	—	4824612325	4938 Pine Dr, Gilbert, AZ, 85233	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418919	CLM	Melissa Harvey	1985-06-21	—	—	194 Cedar Ln, Houston, TX, 77058	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423125	CLM	Jeffrey P Delgado	1978-01-06	UHC-40955-02	9054808362	3273 Spring St, Scottsdale, AZ, 85214	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426997	CLM	Mateo Morgan	1991-11-13	UHC-70721-13	7566602508	7118 Desert Sky Blvd, Gilbert, AZ, 85271	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400811	CLM	Brandon Russell	1944-07-24	—	8886806197	7081 Main St, Jacksonville, FL, 32262	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401027	CLM	Maria Long	1927-11-04	—	9763378811	5897 Central Ave, Glendale, AZ, 85322	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

2,352 rows, page 43 of 48Previous Next