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-112603	ENR	Elizabeth B Olson	1982-01-28	UHC-75955-49	6824039215	438 Lincoln Way, Tempe, AZ, 85254	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112602	ENR	Elizabeth B Olson	1982-01-28	UHC-75955-49	6824039215	438 Lincoln Way, Tempe, AZ, 85254	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-128584	ENR	Zachary Robertson	1963-06-17	UHC-51782-76	3365881947	9048 Jefferson Ave, Tucson, AZ, 85731	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-138329	ENR	Janike Guzman	1946-08-08	UHC-17068-79	2892855655	6966 Maple Ave, San Antonio, TX, 78208	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-124211	ENR	Maria Reid	1943-06-02	UHC-95329-63	9256529682	8664 Mountain View Dr, Las Vegas, NV, 89198	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
CLM-407416	CLM	Emma Myes	2005-11-14	UHC-94234-71	—	1779 Oak St, Sacramento, CA, 95877	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25202	PRV	Heen Thomas	1941-02-13	—	4405197634	3663 Sage Ct, Tempe, AZ, 85295	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-431128	CLM	Saarh Hamilton	1963-02-16	—	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.80	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased
TPA-54839	TPA	Barbara R Espinoza	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418551	CLM	Eric Bailey	1989-07-10	UHC-12608-31	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-115765	ENR	Jesse Contreras	1998-12-20	UHC-26604-40	4163750386	1322 Mountain View Dr, Columbus, OH, 43232	0.80	Name re-cased State name converted to code Email lower-cased Whitespace trimmed
CLM-426703	CLM	Jordan Taylor	1974-02-22	UHC-73953-94	2359329202	7853 Market St, Atlanta, GA, 30316	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-106392	ENR	Joseph Stevens	2006-12-12	UHC-47377-58	9736055285	4801 Union St, Atlanta, GA, 30339	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-132956	ENR	Arthur Z Waallace	1961-07-10	UHC-29082-43	6658667099	4639 Lake View Rd, Tucson, AZ, 85766	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-55315	TPA	Hnnah Sims	1985-11-24	—	—	9768 Sunset Blvd, Dallas, TX, 75256	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-56685	TPA	Kathryn Price	1987-02-12	—	8736981814	5333 Lincoln Way, Plano, TX, 75049	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-102514	ENR	Amy U Dunn	1978-04-25	UHC-33934-78	9489513000	9517 Harbor Blvd, Glendale, AZ, 85394	0.80	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased
PRV-29544	PRV	Timothy Q Bryant	1980-04-17	UHC-71520-19	5316043515	4466 Ridge Rd, Phoenix, AZ, 85009	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413935	CLM	Sharon Scott	1977-06-19	UHC-18523-72	—	7146 Cedar Ln, Scottsdale, AZ, 85214	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409930	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
ENR-129893	ENR	Julia Z Baker	1975-07-01	UHC-87121-87	4634874714	659 Central Ave, Glendale, AZ, 85321	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-135769	ENR	Vincent S Graham	1998-05-26	—	9733688954	2048 Hillcrest Rd, Jacksonville, FL, 32208	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413359	CLM	Ronald Padilla	2001-08-28	—	—	6044 Broadway, Eden Prairie, MN, 55370	0.80	Address re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51960	TPA	Ykui Mitchell	1976-08-27	—	—	6923 Main St, Denver, CO, 80255	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432573	CLM	Julie Medina	2004-05-05	UHC-60078-04	—	7323 Apache Blvd, Austin, TX, 78743	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426023	CLM	Dorothy Fisher	1990-08-05	—	8167397449	9204 Apache Blvd, Los Angeles, CA, 90036	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405868	CLM	Isabella Cole	1999-09-09	UHC-76066-34	—	9072 Maple Ave, San Antonio, TX, 78212	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-132716	ENR	Ruth Arnold	1992-11-16	UHC-20192-12	7338076770	1369 Hillcrest Rd, San Antonio, TX, 78222	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
PRV-23204	PRV	Larua Z Li	1953-03-28	—	—	6983 Willow Ct, Scottsdale, AZ, 85213	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-124284	ENR	Bradley Y Powell	1988-12-02	UHC-00538-61	—	5426 Camelback Rd, Plano, TX, 75059	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112275	ENR	Henry Z Hawkins	1947-02-19	UHC-79208-06	6939881866	4306 River Rd, Mesa, AZ, 85267	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-21094	PRV	Christopher Pierce	1985-09-16	UHC-28425-80	—	5397 Ridge Rd, Austin, TX, 78793	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-428869	CLM	Walter Carlson	1955-10-26	UHC-39159-19	—	2773 Mountain View Dr, Phoenix, AZ, 85067	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-61353	TPA	Kathryn Jordan	1963-06-15	—	—	5080 Sunset Blvd, Charlotte, NC, 28215	0.80	City re-cased State name converted to code Email lower-cased Whitespace trimmed
CLM-407925	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	9305131662	6307 Valley View Dr, Glendale, AZ, 85305	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-51155	TPA	Noah Lawrence	1965-07-20	—	2895613596	169 Baseline Rd, Minneapolis, MN, 55443	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-130320	ENR	Brandon B Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-428934	CLM	Beverly Davis	1976-12-19	UHC-39550-29	2642854470	9037 Cedar Ln, Houston, TX, 77065	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-141020	ENR	Joshua M Gonzales	2001-03-06	UHC-38587-47	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.80	State name converted to code Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-22551	PRV	Stephen Munoz	1971-04-11	—	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-114985	ENR	Pamela Rojas	1976-04-09	UHC-38278-60	7022490917	2815 Elm St, Plano, TX, 75010	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-411423	CLM	Ana Mendoza	1996-01-08	UHC-49984-10	—	2269 Bayshore Dr, Seattle, WA, 98162	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-404142	CLM	Betty Padilla	1979-09-12	—	7648372199	7491 Canyon Rd, Tampa, FL, 33609	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-131447	ENR	Jerry I Romero	1948-11-17	UHC-76822-18	4277625950	2347 Broadway, San Diego, CA, 92198	0.80	Phone reformatted Member ID reformatted Address re-cased State name converted to code
CLM-424650	CLM	Larry Watson	1964-11-17	UHC-48101-50	8256533324	2006 Valley View Dr, Denver, CO, 80219	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-112459	ENR	Perez Bobby	2005-01-26	UHC-66145-46	6677276081	669 Ridge Rd, Plano, TX, 75086	0.80	Name re-cased Date of birth reformatted City re-cased State name converted to code
CLM-418355	CLM	Steven V Wets	1968-04-02	—	—	16 Mesa Dr, Gilbert, AZ, 85268	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51675	TPA	Emma Coleman	1992-05-06	—	9285603134	8276 Oak St, Tempe, AZ, 85215	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-135103	ENR	Sandra Patel	2000-10-27	UHC-42242-89	8219423767	1212 Lake View Rd, Austin, TX, 78746	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53666	TPA	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared

9,084 rows, page 163 of 182Previous Next