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
ENR-115047	ENR	Arthur N George	2000-07-02	UHC-37062-38	—	3309 Sunset Blvd, Las Vegas, NV, 89177	0.78	Date of birth reformatted Member ID reformatted State name converted to code Email lower-cased+1 more
CLM-417828	CLM	Ashley Bradley	1956-04-18	—	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-132725	ENR	Bryan Holmes	2010-07-09	UHC-32802-07	6852048159	4649 Broadway, Seattle, WA, 98139	0.78	Name re-cased Phone reformatted Member ID reformatted Address re-cased+1 more
ENR-124899	ENR	Gabriel J Wong	1950-02-27	UHC-32961-30	—	3548 Harbor Blvd, Tampa, FL, 33636	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-23470	PRV	Lisa O Walker	1960-01-24	UHC-66353-78	—	3284 Mesa Dr, Atlanta, GA, 30361	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-113602	ENR	Ryan Howard	1982-12-13	UHC-83733-33	—	6856 Oak St, Jacksonville, FL, 32262	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-429277	CLM	John Bell	1979-07-03	UHC-89686-04	3126068312	4113 Market St, Tucson, AZ, 85785	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-116532	ENR	Gregory X Perez	1972-05-25	UHC-27476-32	7954659941	7630 Broadway, Tucson, AZ, 85735	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-429153	CLM	Anna Wallace	1940-10-14	UHC-03491-04	—	2854 Sage Ct, Glendale, AZ, 85304	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
TPA-53399	TPA	Emma Walsh	2000-09-24	—	—	1229 Park Pl, Glendale, AZ, 85379	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-430480	CLM	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ, 85295	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-424686	CLM	Teresa Johnson	1944-11-06	—	—	3273 Washington St, Austin, TX, 78701	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-417129	CLM	Diego Q Wood	1998-05-03	—	7676343463	7733 Mountain View Dr, Minneapolis, MN, 55444	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-411441	CLM	Jean Ramos	1962-04-03	—	6334280425	2365 Jefferson Ave, Seattle, WA, 98157	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405440	CLM	Jesse Hughes	1956-06-22	—	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-423048	CLM	Alaan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-124054	ENR	Timothy Wagner	1985-04-05	UHC-18612-73	—	9724 Bayshore Dr, Columbus, OH, 43283	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-134611	ENR	Brittany P Wood	1969-01-26	UHC-73503-38	6194216309	3399 Cedar Ln, Charlotte, NC, 28277	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-54033	TPA	Lori Ellis	2005-08-15	—	8887633981	5821 Union St, Orlando, FL, 32879	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
ENR-115257	ENR	Brandon P Wheeler	1981-12-18	UHC-40767-81	9004463621	3670 Sunset Blvd, Los Angeles, CA, 90072	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
TPA-57665	TPA	Sean Pryce	1952-05-18	—	—	469 Apache Blvd, Chandler, AZ, 85296	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
ENR-128410	ENR	Samuel W Armstrong	1974-01-24	UHC-40072-28	2257753657	2575 Willow Ct, Eden Prairie, MN, 55335	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-101885	ENR	Gabrel C Delgado	1990-08-22	UHC-88074-91	2045886921	3811 River Rd, Plano, TX, 75027	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
CLM-425813	CLM	Jean Day	1943-03-26	UHC-32810-59	2186348777	7726 Church St, Denver, CO, 80220	0.78	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-414135	CLM	Daniel I Marshall	1964-11-10	UHC-78984-90	—	7389 Hillcrest Rd, Scottsdale, AZ, 85219	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-420901	CLM	Sarah Morris	1994-05-08	UHC-40918-63	4496500273	4576 Harbor Blvd, Mesa, AZ, 85264	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
PRV-29108	PRV	Kevin L Hoffman	2006-10-27	—	8928082700	3210 Park Pl, Miami, FL, 33188	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-128224	ENR	James P Stewart	2004-09-23	UHC-71459-23	3744402053	1520 Lincoln Way, Scottsdale, AZ, 85268	0.80	Phone reformatted Member ID reformatted City re-cased State name converted to code
CLM-420045	CLM	Isabella Wallace	1955-09-12	—	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53724	TPA	Thomas Bryant	2004-04-05	UHC-39628-85	—	7941 Desert Sky Blvd, Tampa, FL, 33659	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-125907	ENR	Chris Morgan	2007-09-01	UHC-43385-83	—	469 Pine Dr, Austin, TX, 78759	0.80	Date of birth reformatted State name converted to code Email lower-cased Whitespace trimmed
CLM-431712	CLM	Nathan Gomez	1963-01-06	UHC-24011-85	3333381642	7774 Broadway, Charlotte, NC, 28237	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-51904	TPA	Luis Gordon	1948-07-16	—	9007903007	46 Sage Ct, Minneapolis, MN, 55469	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-105251	ENR	Sandra Scott	1962-04-20	UHC-95286-62	4676828569	3181 Lake View Rd, Tempe, AZ, 85294	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
CLM-419522	CLM	Peter T Castillo	2007-04-06	—	—	237 Canyon Rd, San Antonio, TX, 78286	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-410255	CLM	Beverly Robinson	1982-01-25	UHC-05141-71	—	9497 Sage Ct, Scottsdale, AZ, 85224	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-110410	ENR	Vincent Q Nichols	2007-07-12	UHC-71780-87	7806040647	2588 Highland Ave, Los Angeles, CA, 90026	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405789	CLM	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405790	CLM	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-122017	ENR	Joshua W Shaw	1977-03-20	UHC-83625-46	9137897645	6188 Hillcrest Rd, Dallas, TX, 75228	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
ENR-139215	ENR	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.80	Phone reformatted City re-cased State name converted to code Email lower-cased
ENR-111301	ENR	Dennis Ramirez	1942-03-12	UHC-56990-49	2167681774	8022 Baseline Rd, Las Vegas, NV, 89122	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
PRV-26707	PRV	Valentina Coleman	1965-02-18	—	2629016360	4830 Palm Dr, Eden Prairie, MN, 55377	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412812	CLM	Christian T Spencer	1998-03-06	UHC-79262-67	—	2485 Highland Ave, Seattle, WA, 98192	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22553	PRV	Timothy Yang	1954-04-02	—	2048134736	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431266	CLM	Priya Fernandez	2007-10-11	—	9449883064	595 Elm St, Atlanta, GA, 30305	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-131783	ENR	Hiroshi O Phillips	1988-06-09	UHC-74919-73	3133688048	7472 Palm Dr, Austin, TX, 78710	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
CLM-412768	CLM	Susan Cunningham	1972-05-03	UHC-54309-49	—	1351 Baseline Rd, Gilbert, AZ, 85266	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-123764	ENR	Ana E Morgan	1970-12-11	UHC-89767-67	9302634432	8899 Broadway, Scottsdale, AZ, 85296	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-113978	ENR	Kathleen Z Williams	1965-01-10	UHC-38380-64	6003212002	5247 Broadway, Phoenix, AZ, 85059	0.80	Phone reformatted Address re-cased State name converted to code Placeholder values cleared

9,084 rows, page 160 of 182Previous Next