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
CLM-422869	CLM	Eugene Anderson	1963-08-20	UHC-70469-53	—	7952 Union St, Chandler, AZ, 85251	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-64279	TPA	Jlie Hall	1956-08-14	—	—	1783 Union St, Jacksonville, FL, 32202	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-116522	ENR	Elizabeth Ward	1946-08-04	UHC-04250-69	3396341229	1229 Willow Ct, Seattle, WA, 98173	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-142886	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-142887	ENR	Teresa A Howel	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
CLM-430997	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St # 643, Dallas, TX, 75260	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418273	CLM	Philip Singh	1975-11-10	UHC-22844-24	—	9171 Canyon Rd, Jacksonville, FL, 32261	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-123622	ENR	Valentina Welch	2002-10-01	UHC-42837-33	3664875664	1242 Jefferson Ave, Atlanta, GA, 30373	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-119486	ENR	Denise Q Harrizon	1977-01-12	UHC-02609-73	7054383803	1036 Union St, Sacramento, CA, 95818	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed
ENR-134127	ENR	Janice A Schultz	2000-05-05	UHC-65755-45	8794584258	3150 Lake View Rd, Orlando, FL, 32875	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-428817	CLM	Batty Stephens	2006-12-15	UHC-08557-91	—	2735 Lincoln Way, Atlanta, GA, 30337	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-138254	ENR	Keiht G Murphy	2002-11-25	UHC-50394-87	7234990871	7738 Central Ave, Las Vegas, NV, 89169	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-137844	ENR	Daniel Marshall	1940-12-06	UHC-91743-60	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-124587	ENR	Aisha A Snyder	1967-03-11	UHC-55261-40	8303202486	7756 Hillcrest Rd, Atlanta, GA, 30333	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
TPA-53430	TPA	Scott L Cooper	2008-02-08	—	—	9015 Church St, Glendale, AZ, 85352	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-428608	CLM	Madison Lawson	1995-11-02	—	—	8044 Elm St, Tempe, AZ, 85283	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
TPA-52022	TPA	Linda Gomez	1994-04-14	—	—	8638 River Rd, Jacksonville, FL, 32251	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-100923	ENR	Betsy Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-136378	ENR	Bradley Crawford	1960-03-11	UHC-16738-82	5214569303	4699 Union St, Glendale, AZ, 85393	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58646	TPA	Valentina Santiago	1994-10-02	—	—	5323 Broadway, Las Vegas, NV, 89175	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-126648	ENR	Catherine Li	1990-10-07	UHC-53926-42	2504630938	6378 Cedar Ln, Fresno, CA, 93797	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-101418	ENR	Donald Z Park	1995-07-25	UHC-31519-50	8936697271	8179 Church St, Miami, FL, 33175	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-100117	ENR	Nicole Andrews	1968-04-17	UHC-39588-61	8108840508	5611 Ridge Rd, Los Angeles, CA, 90089	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-105461	ENR	Jose Carpenter	1971-02-23	UHC-15648-98	5589861934	5511 Elm St, Phoenix, AZ, 85066	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
PRV-26536	PRV	Pamela I Lucas	1970-12-01	—	2927828982	1073 Church St, Las Vegas, NV, 89186	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-114278	ENR	Amber Y Howell	1968-02-03	UHC-49101-43	4128910576	369 Hillcrest Rd, Glendale, AZ, 85332	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-128088	ENR	Samantha T Gonzales	1977-09-15	UHC-30309-93	9763005617	6015 Jefferson Ave, Mesa, AZ, 85299	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-134653	ENR	Nancy R Hunter	1944-07-27	UHC-44484-45	—	3143 Grand Ave, San Antonio, TX, 78263	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
PRV-24620	PRV	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln, Plano, TX, 75044	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
ENR-123294	ENR	Arthur S McCoy	1963-12-20	UHC-67999-02	—	6547 Main St Apt 7, Dallas, TX, 75240	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
CLM-427811	CLM	Steven George	1984-07-09	UHC-26902-16	—	6220 Lincoln Way, Seattle, WA, 98128	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-101514	ENR	Carl Cole	1943-08-19	UHC-70721-52	—	2452 Oak St, Columbus, OH, 43216	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-429674	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 214, Tucson, AZ, 85707	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-121939	ENR	Camila Romero	1941-04-20	UHC-45685-14	3968047708	6264 Forest Ave, Tampa, FL, 33674	0.68	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed
CLM-415085	CLM	Nathan Salazar	1968-03-03	UHC-92123-21	8448358897	3670 Meadow Ln, Los Angeles, CA, 90004	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-128098	ENR	Emma L Carroll	1984-04-25	UHC-47807-89	5816291336	8499 Indian School Rd, Fresno, CA, 93735	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
CLM-410472	CLM	Cheryl Collins	1992-04-14	UHC-48515-83	4783251355	5401 Church St, Los Angeles, CA, 90077	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-111018	ENR	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
CLM-406472	CLM	Lauren Jordan	1995-07-18	—	—	3684 Ridge Rd, Minneapolis, MN, 55492	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-421523	CLM	Suusan Maldonado	1997-06-14	—	8428336487	1448 Camelback Rd, Miami, FL, 33129	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-415543	CLM	Eugene Roberts	1991-08-14	—	—	5606 Lincoln Way, San Antonio, TX, 78285	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
PRV-24191	PRV	Stephen B Hayes	1945-03-09	—	—	5994 Willow Ct, Scottsdale, AZ, 85264	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-142157	ENR	Barbara Willis	1983-05-09	UHC-77515-78	8869768059	8672 Washington St, Plano, TX	0.68	Phone reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-141765	ENR	Russell Y Rojas	1966-11-19	UHC-09549-19	6555818674	1584 Broadway, Houston, TX, 77069	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
CLM-412179	CLM	Julie B Alexander	1990-01-15	—	—	8043 Pine Dr, San Diego, CA, 92164	0.68	Middle initial moved out of first name Date of birth reformatted State name converted to code Placeholder values cleared
ENR-120612	ENR	Ronalld R Fuller	1939-02-12	UHC-85530-87	4367727375	7629 Hillcrest Rd, Plano, TX, 75086	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-130147	ENR	Kathryn F Johntson	1982-05-14	UHC-79887-78	8215636347	1217 Pine Dr, Mesa, AZ, 85255	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
CLM-427540	CLM	Jerry L Walsh	1980-03-10	UHC-90013-29	—	1562 Valley View Dr, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-105846	ENR	Roger Tucker	2005-07-26	UHC-54789-43	7398496372	7631 Maple Ave, Plano, TX, 75075	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
TPA-51291	TPA	Arjun Turner	1984-09-08	—	—	8735 Valley View Dr, Phoenix, AZ, 85067	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared

9,084 rows, page 139 of 182Previous Next