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

Enrollment, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123861	ENR	Christine Boyd	1960-02-28	UHC-94168-61	2692145167	7304 Jefferson Ave, Tucson, AZ, 85748	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126373	ENR	Juan G Gordon	1979-08-06	—	6923582645	7373 Washington St, Atlanta, GA, 30391	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142306	ENR	Jerry Q Chapman	1997-09-24	—	9219825498	3583 Meadow Ln, Houston, TX, 77061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110726	ENR	Henry G Reid	1968-01-04	UHC-50023-54	5979944818	7221 Lincoln Way, Austin, TX, 78753	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117682	ENR	Austin T Hanson	1974-09-09	UHC-99877-94	—	1610 Church St, Phoenix, AZ, 85030	0.72	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-110074	ENR	Janet Fox	1995-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH, 43263	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135378	ENR	Lucia A Ross	1995-11-07	UHC-91262-41	2088196179	1906 Spring St, Charlotte, NC, 28289	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141439	ENR	Dorothy I Edwards	1947-05-18	UHC-40811-85	7984802331	7794 Oak St, Sacramento, CA, 95820	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-139322	ENR	Brandon V Smith	1954-09-13	UHC-16733-19	6118762320	8647 Park Pl, Glendale, AZ, 85350	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127390	ENR	Sophia X Franklin	1938-12-01	UHC-43254-64	7748175753	2156 Ocean Ave, Tampa, FL, 33622	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120064	ENR	Natahn L Cole	1988-06-19	UHC-73438-95	3365112392	2027 Sage Ct, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-142415	ENR	Anthony C Morrison	1987-09-13	UHC-63513-43	8556818361	2796 Pine Dr, San Antonio, TX, 78297	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113167	ENR	Lawrence Howard	1945-12-13	UHC-07588-78	8189305682	9438 Valley View Dr, Los Angeles, CA, 90077	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138238	ENR	Arjun Dominguez	1985-07-22	UHC-91705-75	6394848074	7632 Camelback Rd, Nashville, TN, 37245	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-119163	ENR	Mariaana C Roberts	1964-05-14	UHC-24113-38	8964119895	8309 Lincoln Way, Scottsdale, AZ, 85268	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140796	ENR	Kathleen T Jacobs	1948-11-11	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115155	ENR	Michelle Hudon	1939-08-23	UHC-39161-56	—	3593 Main St, Los Angeles, CA, 90017	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140318	ENR	Charlotte Le	1948-04-01	UHC-73579-53	8793365418	9232 Harbor Blvd, Phoenix, AZ, 85024	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-111060	ENR	Walter Crewford	1999-10-02	UHC-83187-18	6415089019	6940 Oak St, Gilbert, AZ, 85240	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-106096	ENR	Larry Q Barnes	1983-06-16	UHC-44053-64	—	2439 Oak St, Gilbert, AZ, 85247	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122896	ENR	Evelyn T Jensen	2005-05-28	UHC-72278-72	5616577951	9886 Sage Ct, Phoenix, AZ, 85052	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138263	ENR	Aisha I Powell	1963-07-22	UHC-80579-39	—	7207 Palm Dr, Sacramento, CA, 95899	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-111321	ENR	Deborah Jenkins	2002-05-05	UHC-33274-11	—	8137 Central Ave, Houston, TX, 77004	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132472	ENR	Sofia T Lucas	1969-04-12	UHC-89122-72	6606442234	9873 Union St, Austin, TX, 78744	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124336	ENR	Jonathan Franklin	1946-11-26	UHC-43187-68	6024857554	5396 Central Ave, Minneapolis, MN, 55443	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101677	ENR	Frrank Y Park	1940-10-09	UHC-71024-06	—	9254 Cedar Ln, Sacramento, CA, 95886	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-109441	ENR	Mason B Harper	1996-05-08	UHC-52064-23	4629989619	6142 Hillcrest Rd, Fresno, CA, 93764	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114817	ENR	Jacqueline T Vasquez	1948-10-02	UHC-66201-13	9056302197	800 Sunset Blvd, San Diego, CA, 92120	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142722	ENR	Amber J Burton	2001-09-17	UHC-56560-03	9259346575	1680 Spring St, San Diego, CA, 92152	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123620	ENR	Lori Parker	1989-05-13	—	2246029121	9876 Church St, Atlanta, GA, 30379	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103138	ENR	Josh Turner	1948-07-10	UHC-50096-50	2783506599	8193 Harbor Blvd, Mesa, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-126118	ENR	Charles H Watson	1957-05-22	UHC-39319-89	6903054815	8858 Union St, San Diego, CA, 92154	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101041	ENR	Angeal Yang	1970-01-18	UHC-08091-97	—	7662 Oak St, Austin, TX, 78702	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106928	ENR	Carl V Kennedy	1947-07-22	UHC-27655-75	6643127574	7406 Ridge Rd, Columbus, OH, 43259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101074	ENR	Grace O Little	1972-02-06	UHC-70114-35	7943580354	4309 Spring St, Scottsdale, AZ, 85229	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-130017	ENR	Kathryn U Cooper	1979-09-21	UHC-84332-55	6334853736	2370 Ridge Rd, Mesa, AZ, 85215	0.74	Phone reformatted City re-cased State code upper-cased Email lower-cased+3 more
ENR-141006	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-131970	ENR	Austin Rose	1944-06-18	UHC-24245-99	8235775049	4041 Forest Ave, Plano, TX, 75007	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121190	ENR	Jon Oliver	—	UHC-44697-32	3769185738	708 Forest Ave, San Antonio, TX, 78224	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-102637	ENR	Barbara R Jacbos	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115588	ENR	Cynthia Ramirez	1949-07-11	UHC-27116-13	—	8515 Ridge Rd, Tampa, FL, 33642	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-119827	ENR	Denise M Morrison	1980-05-09	UHC-28395-72	7618677344	5045 Bayshore Dr, Sacramento, CA, 95830	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124772	ENR	Eric I Weber	1941-05-28	UHC-30418-97	2944307087	3755 Mountain View Dr, Atlanta, GA, 30352	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110338	ENR	Kenneth F Park	1949-07-22	UHC-68608-54	2286759322	9438 Pine Dr, Los Angeles, CA, 90038	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142885	ENR	Bobby Myers	1956-05-09	UHC-26951-75	5732117958	4441 Mesa Dr, Phoenix, AZ, 85041	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110312	ENR	Jacqueline Williamson	1952-06-01	UHC-44237-32	3996918034	1442 Canyon Rd, Las Vegas, NV, 89162	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119748	ENR	Charles I Burke	1991-05-15	UHC-82580-99	8557747509	3100 Lake View Rd, Atlanta, GA, 30302	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120590	ENR	Donna N Weaevr	1955-03-14	UHC-45899-75	6488785248	9791 Park Pl, Austin, TX, 78756	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112507	ENR	Freeman E Eric	1962-05-09	UHC-17531-99	3566904311	4064 Indian School Rd, San Diego, CA, 92165	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134534	ENR	Aaron R Foster	1946-01-19	UHC-62336-70	6017715743	1771 Oak St, Chandler, AZ, 85256	0.74	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+3 more

1,918 rows, page 16 of 39Previous Next