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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126534	ENR	Wayne P Mendez	1972-07-22	UHC-99962-74	5133699948	1804 Ridge Rd, Tempe, AZ, 85293	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-29274	PRV	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-125897	ENR	Beverly P Lynch	1991-04-16	UHC-58484-01	8353147482	7879 Washington St, Sacramento, CA, 95867	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-401944	CLM	Janice Bradley	2008-04-14	UHC-98079-31	—	4907 Desert Sky Blvd, Nashville, TN, 37239	0.90	Date of birth reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
ENR-113057	ENR	Kevin C Coleman	1942-10-16	UHC-70834-58	3268638705	8198 Highland Ave, Las Vegas, NV, 89100	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-104091	ENR	Patrick Carter	1994-02-05	UHC-72060-79	6576445617	6994 Cedar Ln, Miami, FL, 33135	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
CLM-420602	CLM	Nicholas Clark	1963-11-09	UHC-59054-98	5335782541	7847 Highland Ave, San Diego, CA, 92198	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-133723	ENR	Diana Bennett	1966-06-15	UHC-06406-54	4897455242	6786 Sunset Blvd, Sacramento, CA, 95829	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-141495	ENR	Hannah Dunn	2007-01-03	UHC-44637-08	—	3323 Desert Sky Blvd, Miami, FL, 33173	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-115079	ENR	Nicole Elliott	1954-07-08	UHC-60817-81	8312584921	2392 Spring St, Tucson, AZ, 85744	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
CLM-410464	CLM	Luis F Smith	1940-11-24	UHC-09878-93	6982923154	4992 Park Pl, Los Angeles, CA, 90054	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-430112	CLM	William E Ray	1943-10-22	UHC-70885-47	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-133755	ENR	Jess B Yang	1974-07-19	UHC-62594-53	9842942411	905 Ocean Ave, Mesa, AZ, 85265	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-133754	ENR	Jess B Yang	1974-07-19	UHC-62594-53	9842942411	905 Ocean Ave, Mesa, AZ, 85265	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
CLM-428053	CLM	Ethan S Williamson	1984-11-20	UHC-49331-36	—	2609 Palm Dr, Seattle, WA, 98106	0.90	Name re-cased Member ID reformatted City re-cased Plan code upper-cased+1 more
ENR-142278	ENR	Patricia U Edwards	1976-12-14	UHC-98173-36	9783003273	7988 Sage Ct, San Antonio, TX, 78271	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
CLM-402525	CLM	Dennis Lopez	1926-10-07	UHC-83888-95	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-105226	ENR	Jennifer R Santiago	1960-07-25	UHC-46898-90	3658345495	4521 Valley View Dr, Eden Prairie, MN, 55394	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-117588	ENR	Eliazbeth S Tucker	1945-01-16	UHC-54513-26	6926399135	5669 Meadow Ln, Minneapolis, MN, 55496	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
CLM-403385	CLM	Mergaret Daniels	1967-05-01	UHC-58157-12	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-121533	ENR	Jack Ramos	1991-11-26	UHC-42071-33	2058026242	626 Grand Ave, Tampa, FL, 33636	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-111178	ENR	Donald Fields	1981-05-24	UHC-22806-16	4973747885	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-408509	CLM	Joan Hanson	1970-10-28	UHC-65084-63	3413620546	6881 Grand Ave, Orlando, FL, 32801	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-118558	ENR	Denise X Warren	1952-03-06	UHC-93992-96	4016969677	747 Camelback Rd, Nashville, TN, 37229	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-22873	PRV	Christian Lynch	1948-12-03	UHC-37248-01	2349623799	8524 Bayshore Dr, Austin, TX, 78716	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-114612	ENR	Arthur N Franklin	1949-08-05	UHC-82571-88	—	350 Lake View Rd, Denver, CO, 80289	0.90	Name re-cased Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-406310	CLM	Charles X Knight	1990-09-25	UHC-80231-78	6042698139	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-404073	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	7915483407	2866 Bayshore Dr, Los Angeles, CA, 90064	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-23793	PRV	Joyce K Fisher	1974-05-01	UHC-71280-23	6424829456	6729 Washington St, Chandler, AZ, 85205	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-109194	ENR	Heather Vazquez	1979-12-04	UHC-76947-93	2286534652	5238 Harbor Blvd, Chandler, AZ, 85258	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-111535	ENR	Carol James	1950-05-14	UHC-38761-26	—	7188 Market St, Chandler, AZ, 85254	0.90	Date of birth reformatted Member ID reformatted City re-cased Email lower-cased+1 more
ENR-101217	ENR	Keith S Duncan	1907-02-04	UHC-01148-15	8607079713	4389 Washington St, Tucson, AZ, 85770	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-412405	CLM	Kathleeen Ryan	1941-07-27	UHC-93566-19	5773461486	5311 Washington St, Las Vegas, NV, 89102	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-124348	ENR	Raymond S Scott	1957-08-04	UHC-68110-07	4096892450	9683 Forest Ave, Tampa, FL, 33617	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400009	CLM	Becky Guerrero	1994-08-12	UHC-73120-26	—	9512 Broadway, San Antonio, TX, 78221	0.90	Date of birth reformatted Member ID reformatted Address re-cased Whitespace trimmed+1 more
CLM-420243	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-132164	ENR	Heather Moreno	1963-08-07	UHC-49093-34	8734612717	2841 Lake View Rd, San Diego, CA, 92191	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-430045	CLM	Sophia Long	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN, 55324	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430046	CLM	Sophia Long	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN, 55324	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426962	CLM	Ana Pyane	1942-08-03	UHC-71106-34	3847713900	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-111959	ENR	Doris N Ford	1985-08-03	UHC-09446-73	2744938096	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-116731	ENR	Richard S Cook	1966-07-15	UHC-12079-07	7724575059	—	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-403946	CLM	Ralph W Garza	1947-08-28	UHC-69417-14	9834411893	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-101047	ENR	Sara K Johnston	1959-10-28	UHC-62612-57	8925788246	8648 Ocean Ave, Plano, TX, 75092	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-134881	ENR	Brittany M Gonzalez	2006-07-09	UHC-28632-44	4053529207	694 Cedar Ln, Austin, TX, 78745	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-116564	ENR	Diane D Reed	1995-09-05	UHC-16399-94	5742544094	6816 Ridge Rd, Gilbert, AZ, 85290	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-105449	ENR	Gloria F Garaz	1963-02-17	UHC-82880-86	4134177804	1536 Market St, Austin, TX, 78794	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-125552	ENR	Doris K Fernandez	2003-02-04	UHC-98369-55	2485091224	5596 Bayshore Dr, Jacksonville, FL, 32268	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-132103	ENR	Cynthia Bowman	1956-03-14	UHC-97143-22	6612601445	5228 Market St, San Diego, CA, 92123	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423365	CLM	Hannah Yang	1960-11-12	UHC-38205-90	8628563844	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more

7,723 rows, page 131 of 155Previous Next