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-402515	CLM	Catherine P Neson	1954-10-12	UHC-61771-81	4817875132	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401874	CLM	Mark Howell	1940-07-09	UHC-14995-76	—	7289 Mesa Dr, Denver, CO, 80276	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402532	CLM	Priya Phillips	1940-01-02	UHC-10701-47	7499608220	6123 Apache Blvd, Columbus, OH, 43243	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-409544	CLM	Andrew O Vargas	2000-03-18	UHC-80697-36	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423018	CLM	Bradley Carlson	1951-06-21	UHC-48617-01	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404564	CLM	Mariana V Parker	1990-06-22	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-414355	CLM	Rebecca B Lewis	1967-03-26	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-432808	CLM	Carlos K Payne	1951-08-07	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431754	CLM	William I Vargas	1981-12-28	UHC-52456-25	—	5990 Apache Blvd, Nashville, TN, 37247	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431528	CLM	Gabriel Simmons	1956-09-16	UHC-78443-20	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428101	CLM	Valentina Cole	1960-02-19	—	3233173921	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-403675	CLM	Jacqueline C Walsh	1977-04-12	UHC-85901-07	—	9862 Lincoln Way, Los Angeles, CA, 90004	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423602	CLM	Aaron Rojas	1938-03-27	UHC-10065-30	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419621	CLM	Thomas Smith	1987-09-18	UHC-95598-56	—	8313 Hillcrest Rd, Los Angeles, CA, 90031	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-423168	CLM	Karen R Reynolds	1987-01-01	UHC-41791-25	—	1102 Jefferson Ave, Fresno, CA, 93769	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-425302	CLM	Karan Berry	1978-03-12	—	—	1986 Mesa Dr, Las Vegas, NV, 89187	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401139	CLM	Logan Sims	1982-02-26	—	—	539 Meadow Ln, Houston, TX, 77006	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-421457	CLM	Samantha Ray	1990-09-03	UHC-10409-87	—	464 Jefferson Ave, Denver, CO, 80269	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-404323	CLM	James Shaw	1976-12-17	UHC-20908-36	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412107	CLM	Ana Bradley	1999-03-06	UHC-60593-33	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-418633	CLM	Abigail Sandoval	1998-03-11	UHC-26589-69	—	5932 Sunset Blvd, Tempe, AZ, 85268	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-415642	CLM	Austin Johnson	2008-01-03	UHC-23041-70	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401390	CLM	Scott Evans	1939-08-08	UHC-99603-38	7517417209	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-417173	CLM	Tyler J Singh	2002-04-12	UHC-91836-14	9546375251	—	0.94	Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-423843	CLM	Thhomas Carter	2004-04-14	UHC-49760-79	—	8606 Broadway, San Antonio, TX, 78212	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-404741	CLM	Lisa Jimenez	1985-04-16	—	4492953475	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403152	CLM	Noah Wilson	1942-07-12	UHC-22667-58	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-409719	CLM	Danielle Torrees	2003-09-16	UHC-36695-30	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401627	CLM	Cheryl Arnold	1939-07-17	UHC-49778-27	—	1883 Canyon Rd, Chandler, AZ, 85280	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-411075	CLM	Teresa Armstong	1941-02-06	UHC-45294-16	—	769 Lincoln Way, Los Angeles, CA, 90017	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-424238	CLM	Rebecca Myres	1985-12-02	UHC-44550-43	5239443816	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410436	CLM	Michelle Cunningham	2007-07-25	UHC-27388-13	8905956307	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420326	CLM	Andrew Matthews	1980-07-04	—	4503420006	606 Church St, Miami, FL, 33129	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430977	CLM	Stpehanie Berry	1985-10-04	—	—	5678 Union St, Scottsdale, AZ, 85207	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-415747	CLM	Donald Murray	2001-12-17	UHC-38778-25	7513713750	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416278	CLM	Carlos C Kennedy	1976-02-05	—	—	6234 Highland Ave, Phoenix, AZ, 85056	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402933	CLM	Evelyn Morris	1996-04-22	UHC-90026-65	—	—	0.94	Name re-cased Date of birth reformatted Whitespace trimmed
CLM-413973	CLM	Kennteh Gibson	1983-05-01	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405586	CLM	Marcus C Bryant	1998-01-03	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-422991	CLM	Joe Williamson	1976-10-01	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423797	CLM	Keith S Bradley	1990-11-17	UHC-88618-79	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-431171	CLM	Paul Valdez	1957-11-17	—	—	3442 Highland Ave, Sacramento, CA, 95898	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-400848	CLM	Roger Hamilton	1970-08-26	UHC-09343-47	8397472337	5610 Sunset Blvd, Tucson, AZ, 85797	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-400361	CLM	Donna Sullivan	1995-08-15	UHC-77457-37	7805569180	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417566	CLM	Donald Richardson	2000-06-11	—	—	3305 Valley View Dr, Tampa, FL, 33682	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-406834	CLM	Keith Valdez	1972-04-23	UHC-86260-35	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-428604	CLM	Kathleen Carr	1968-08-02	—	—	9618 Desert Sky Blvd, Glendale, AZ, 85381	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415969	CLM	Patrick Gardner	2000-08-12	UHC-61113-46	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431945	CLM	Diane Gonzalez	1939-04-13	—	6669987737	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-411080	CLM	Harold Schultz	1984-08-28	UHC-65721-45	—	5706 Broadway, Columbus, OH, 43219	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 184 of 212Previous Next