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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115083	ENR	Eric Butler	1965-07-03	UHC-18784-76	2245339496	8200 Maple Ave, San Antonio, TX, 78217	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-50060	TPA	Alice Green	1997-11-16	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-409022	CLM	Mari Hansen	1939-04-07	UHC-86468-12	7032559520	1426 Washington St, Seattle, WA, 98139	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417851	CLM	Anna Meyer	1946-01-12	UHC-14968-48	—	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
ENR-116795	ENR	Lawrence Griffin	1993-03-19	UHC-16071-31	6382468560	7319 Pine Dr, Columbus, OH, 43291	0.94	Phone reformatted State code upper-cased Plan code upper-cased
ENR-129599	ENR	Jack C Hughes	1947-09-08	UHC-46207-33	3283352963	1769 Mesa Dr, Tempe, AZ, 85216	0.94	City re-cased Plan code upper-cased Placeholder values cleared
ENR-125510	ENR	Samantha Burns	1993-07-27	UHC-61304-66	4936707621	9661 Main St, Nashville, TN, 37248	0.94	Phone reformatted City re-cased Plan code upper-cased
ENR-111508	ENR	Sean Watson	1977-07-12	UHC-13516-97	7157317625	2932 Mesa Dr, Orlando, FL, 32846	0.94	Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-105458	ENR	Sofia W Carr	2004-07-11	—	6935724805	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
ENR-124271	ENR	Nichoolas I Campbell	1999-11-02	UHC-82304-33	6578565375	1085 Jefferson Ave, Mesa, AZ, 85248	0.96	Phone reformatted Plan code upper-cased
ENR-132737	ENR	Eric Rodriguez	1986-12-26	UHC-88408-70	5272154543	4240 Meadow Ln, Nashville, TN, 37232	0.96	Phone reformatted Plan code upper-cased
CLM-407597	CLM	Beverly Phillips	1945-08-19	—	—	996 River Rd, Nashville, TN, 37214	0.96	Plan code upper-cased Placeholder values cleared
ENR-104503	ENR	Beverly Kelly	1949-12-06	—	3492688642	1008 Lake View Rd, Phoenix, AZ, 85089	0.96	Name re-cased Plan code upper-cased
CLM-404666	CLM	Ronald Dean	1982-08-11	—	9859695463	—	0.96	Plan code upper-cased Placeholder values cleared
ENR-136172	ENR	Santiago Mooreno	1987-05-16	UHC-69964-04	8257591822	4391 Broadway, Sacramento, CA, 95863	0.96	Phone reformatted Plan code upper-cased
TPA-51544	TPA	Carool Carlson	1994-06-12	UHC-74968-93	—	841 Central Ave, Dallas, TX, 75220	0.96	Plan code upper-cased Placeholder values cleared
CLM-410710	CLM	Evelyn M Williams	2008-09-27	—	3604353854	—	0.96	Plan code upper-cased Placeholder values cleared
CLM-415634	CLM	Amanda Reed	1942-12-18	—	—	9502 Camelback Rd, Eden Prairie, MN, 55374	0.96	Plan code upper-cased Placeholder values cleared
CLM-416509	CLM	Roy Watson	1990-06-04	—	5238271614	9508 Park Pl, Scottsdale, AZ, 85285	0.96	Phone reformatted Plan code upper-cased
ENR-118897	ENR	Gloria Ward	1972-11-15	UHC-96069-44	4106032793	3963 Ridge Rd, Houston, TX, 77031	0.96	Phone reformatted Plan code upper-cased
CLM-418394	CLM	Laura X Fowler	1995-10-11	UHC-12216-11	7144179532	—	0.96	Plan code upper-cased Placeholder values cleared
ENR-131382	ENR	Harold P Espinoza	1943-01-27	UHC-05024-95	4716942695	129 Sunset Blvd, San Diego, CA, 92161	0.96	Plan code upper-cased Whitespace trimmed
CLM-423120	CLM	Scott Shaw	1980-08-26	UHC-01070-50	—	6262 Highland Ave, Atlanta, GA, 30393	0.96	Plan code upper-cased Whitespace trimmed
ENR-105259	ENR	Sharon Vasquez	1943-08-14	UHC-15996-02	8429882868	2682 Broadway, Phoenix, AZ, 85078	0.96	Phone reformatted Plan code upper-cased
ENR-119179	ENR	Gabrile Y Garza	1957-01-11	UHC-15449-71	5595212859	5766 Baseline Rd, Charlotte, NC, 28292	0.96	City re-cased Plan code upper-cased
ENR-143086	ENR	Virginia W Guerrero	1939-07-02	UHC-49764-58	—	4065 Oak St, Miami, FL, 33122	0.96	Name re-cased Plan code upper-cased
ENR-131367	ENR	Randy Park	1976-06-27	UHC-28027-27	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.96	Phone reformatted Plan code upper-cased
ENR-127223	ENR	Victoria N King	2002-11-19	UHC-42845-46	8792995022	1140 Spring St, Dallas, TX, 75268	0.96	Phone reformatted Plan code upper-cased
ENR-105114	ENR	Cunningham P Omar	1942-12-28	UHC-84013-63	6632046452	6179 Maple Ave, Jacksonville, FL, 32250	0.96	Plan code upper-cased Whitespace trimmed
CLM-405815	CLM	Jordan Munoz	1960-08-21	UHC-64719-86	6424777794	—	0.96	Plan code upper-cased Placeholder values cleared
ENR-109841	ENR	Sandra D Richardson	1962-02-11	UHC-75842-41	2803202546	1935 Baseline Rd, Atlanta, GA, 30374	0.96	Phone reformatted Plan code upper-cased
CLM-416387	CLM	Samantha Murphy	2001-03-03	UHC-34243-98	3075669853	—	0.96	Phone reformatted Plan code upper-cased
CLM-422357	CLM	Bruce Bradley	2002-03-26	—	2014560359	2156 Ocean Ave, San Diego, CA, 92153	0.96	Plan code upper-cased Placeholder values cleared
ENR-103357	ENR	Alexander A Wong	1995-03-13	UHC-68376-71	9073805114	2497 Highland Ave, Tucson, AZ, 85740	0.96	Phone reformatted Plan code upper-cased
CLM-402631	CLM	Kayla Hart	1966-12-18	UHC-59228-60	—	—	0.96	Plan code upper-cased Placeholder values cleared
ENR-137254	ENR	Patricia Rodriguez	1970-07-28	UHC-27501-86	6776848766	8202 Willow Ct, Gilbert, AZ, 85200	0.96	Phone reformatted Plan code upper-cased
CLM-408997	CLM	Arjun Fowler	1960-06-25	UHC-82747-93	2239484975	—	0.96	Plan code upper-cased Placeholder values cleared
CLM-402700	CLM	Arthur S Burton	1996-05-21	UHC-20218-65	—	8899 Cedar Ln, Jacksonville, FL, 32238	0.96	Plan code upper-cased Placeholder values cleared
ENR-125838	ENR	Logan A Jacobs	2008-01-17	UHC-61833-29	4102458437	1439 Church St, Gilbert, AZ, 85242	0.96	Plan code upper-cased Placeholder values cleared
ENR-106320	ENR	Beverly K Morris	1973-05-05	UHC-70527-03	6357159928	3960 Hillcrest Rd, Fresno, CA, 93737	0.96	Phone reformatted Plan code upper-cased
ENR-134644	ENR	Anna Ruiz	1956-06-02	UHC-41827-45	4843439310	8106 Canyon Rd, Atlanta, GA, 30390	0.96	Date of birth reformatted Plan code upper-cased
CLM-403790	CLM	Linda Luna	1956-06-23	UHC-58794-29	—	—	0.96	Plan code upper-cased Placeholder values cleared
ENR-137654	ENR	Katherine Fields	2006-08-10	UHC-33240-79	3296878007	5309 Hillcrest Rd, Mesa, AZ, 85204	0.96	Phone reformatted Plan code upper-cased
ENR-108461	ENR	Fraces P Yang	1938-08-16	UHC-31346-26	7009794856	88 Church St, Austin, TX, 78729	0.96	Name re-cased Plan code upper-cased
CLM-412324	CLM	Fraank Daniels	1945-02-24	UHC-02600-13	—	—	0.96	Plan code upper-cased Placeholder values cleared
CLM-401379	CLM	Carol Powell	1948-10-05	—	—	—	0.96	Plan code upper-cased Placeholder values cleared
CLM-405915	CLM	Beverly S Burns	1959-10-10	UHC-82374-33	5269960668	—	0.96	Plan code upper-cased Placeholder values cleared
CLM-416942	CLM	Padilla Dorothy	1976-02-07	—	—	3193 Lake View Rd, Chandler, AZ, 85297	0.96	Plan code upper-cased Whitespace trimmed
CLM-413266	CLM	Walter Bowman	1954-11-01	—	—	137 River Rd, Phoenix, AZ, 85037	0.96	Name re-cased Plan code upper-cased
CLM-426664	CLM	Roger W Banks	1974-05-26	UHC-95733-48	—	4937 Sage Ct, Scottsdale, AZ, 85262	0.96	Plan code upper-cased Placeholder values cleared

3,278 rows, page 65 of 66Previous Next