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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52562	TPA	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd, Houston, TX, 77097	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-57580	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432730	CLM	Madison U Thomas	1945-05-25	UHC-45958-44	—	9336 Maple Ave, Minneapolis, MN, 55440	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425979	CLM	Mark Padilla	1968-04-28	UHC-93890-43	9835627883	7838 Harbor Blvd, Fresno, CA, 93748	0.64	Phone reformatted State name converted to code Email lower-cased Gender normalised+2 more
ENR-116816	ENR	Keith Burns	1988-09-16	UHC-28763-39	3388309775	9209 Lake View Rd, Phoenix, AZ, 85010	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412480	CLM	George J Larson	1964-08-18	UHC-26066-39	4079564256	4673 Park Pl, Los Angeles, CA, 90047	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109768	ENR	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA, 90039	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130036	ENR	Nicole B Mitchell	2003-03-23	UHC-19620-71	2374136517	8191 Sunset Blvd, Columbus, OH, 43292	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-120568	ENR	Theresa Payne	1978-09-05	UHC-59654-15	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128878	ENR	Mary U Remirez	1986-05-21	UHC-56915-42	8607855942	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124351	ENR	Roger Boyd	2007-11-27	UHC-05609-11	2154216642	5693 Central Ave, Scottsdale, AZ, 85295	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109069	ENR	Rebecca Richardson	1998-09-23	UHC-74913-63	—	5170 Lake View Rd, Eden Prairie, MN, 55316	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111636	ENR	Mary J Burton	2008-01-03	UHC-12996-17	5543013548	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123203	ENR	Arthur Vargas	1966-01-23	UHC-94619-95	4037955218	7710 Elm St, Gilbert, AZ, 85283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124480	ENR	Cynthia Grya	1986-06-08	UHC-12777-98	4514132650	7290 Washington St, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425420	CLM	Patrick Gilbert	1986-05-26	UHC-38235-14	7817051727	9878 Indian School Rd, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106828	ENR	Ryan T Warren	1981-09-17	UHC-88327-63	8912743852	8565 Desert Sky Blvd, Las Vegas, NV, 89165	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403826	CLM	Mari Wood	1941-12-26	UHC-46790-74	—	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.64	City re-cased State name converted to code ZIP+4 trimmed Plan code upper-cased+2 more
PRV-29080	PRV	Angela L Morriis	1957-05-17	—	—	610 Grand Ave, Dallas, TX, 75219	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403381	CLM	Debra Green	2003-11-26	UHC-24356-58	7233930279	4701 Washington St, Chandler, AZ, 85205	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
ENR-125708	ENR	Jose G Yag	1939-04-03	UHC-63980-93	9695708235	6985 Church St, Tucson, AZ, 85792	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114674	ENR	Cynthia Y Carr	1955-08-15	—	9252421827	5537 Hillcrest Rd, Tampa, FL, 33652	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416907	CLM	Bobby Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway, Gilbert, AZ, 85238	0.64	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
ENR-121442	ENR	Philip Q Bown	2003-03-10	UHC-75306-06	6717400471	429 Mesa Dr, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56417	TPA	Marilyn Martin	1996-11-28	—	—	2436 Indian School Rd, Eden Prairie, MN, 55376	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402021	CLM	Diana Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131787	ENR	Luis Stewart	1969-01-04	UHC-90674-38	6144851471	867 Camelback Rd, Los Angeles, CA, 90065	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402275	CLM	Nicole Torres	1982-01-12	—	—	6945 Market St, San Diego, CA, 92103	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136817	ENR	Heather Herrera	1969-08-21	UHC-46295-84	9026868882	9711 Indian School Rd, Charlotte, NC, 28270	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122668	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59094	TPA	Ruth Hernandez	1955-05-15	—	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-63397	TPA	Natalie Myers	1963-07-27	—	—	3976 Forest Ave, Los Angeles, CA, 90030	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422285	CLM	Mari Q Cunningham	1959-10-20	—	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413257	CLM	James Owens	1980-03-02	UHC-46110-34	—	6467 Camelback Rd, Plano, TX, 75086	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130716	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130717	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404072	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.64	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+2 more
ENR-131462	ENR	Paul E Coleman	1959-07-19	UHC-88763-02	9318890926	8700 Union St, Las Vegas, NV, 89179	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58391	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58390	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126857	ENR	Henry Olson	1960-05-17	UHC-46750-03	2673230960	4258 Mountain View Dr, Tampa, FL, 33693	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-29576	PRV	Maria D Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-101759	ENR	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50963	TPA	Steve Ruiz	1971-06-18	—	—	860 Bayshore Dr, Tucson, AZ, 85734	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59920	TPA	George Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115175	ENR	Hannah U Maldonado	1975-05-25	UHC-29515-36	4603525406	5758 Park Pl, Las Vegas, NV, 89126	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402111	CLM	Valdez Mateo	1962-09-19	UHC-38430-28	—	9595 Sage Ct, San Diego, CA	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-133832	ENR	David E Guzman	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409530	CLM	Matthew Hanson	1944-12-11	UHC-50046-10	2927607482	1870 Spring St, Glendale, AZ, 85325	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111333	ENR	Walter H Fullre	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA, 30360	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

9,084 rows, page 107 of 182Previous Next