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-109900	ENR	Bobby X Clark	1949-08-03	UHC-74673-94	8324835296	9785 Indian School Rd, Seattle, WA, 98194	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-122139	ENR	Jean Z Collins	1971-03-07	UHC-75899-09	3415528863	4646 Main St, Tucson, AZ, 85755	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-431079	CLM	Mei Vega	2008-01-22	UHC-96916-94	—	641 Highland Ave, Gilbert, AZ, 85208	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419078	CLM	Danielle King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-410296	CLM	Hirohi Duncan	1997-03-16	UHC-87556-99	—	2411 Sunset Blvd, Tempe, AZ, 85296	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-108609	ENR	Scott T Harris	2008-05-03	UHC-17087-13	6058537876	6690 Oak St, Columbus, OH, 43227	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56528	TPA	Christine Garcia	1961-03-06	—	—	2995 Broadway, Minneapolis, MN, 55477	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-422133	CLM	Samuel Mendoza	1979-01-02	UHC-48138-76	—	808 Park Pl, San Diego, CA, 92164	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-120962	ENR	Richard I Bell	1966-10-16	UHC-43264-73	5218517205	5962 Main St, Austin, TX, 78726	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
CLM-418934	CLM	Christine Webb	1979-03-15	UHC-65802-97	8396118541	8114 Ridge Rd, Eden Prairie, MN, 55376	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141143	ENR	Alan Ford	1954-02-06	UHC-28968-71	4964408361	3276 Lincoln Way, Chandler, AZ, 85268	0.80	Name re-cased Phone reformatted State name converted to code Email lower-cased
ENR-119953	ENR	Anthony U Hayes	1946-09-03	UHC-47136-42	9296420529	1648 Baseline Rd, Houston, TX, 77003	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
CLM-413743	CLM	Jonathan G Brns	1966-05-01	UHC-48027-13	—	8059 Palm Dr, San Diego, CA, 92142	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-111446	ENR	Grace Padilla	1956-02-27	UHC-44270-79	9179541768	9820 Jefferson Ave, Dallas, TX, 75266	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-124108	ENR	Dennis C Flores	1954-01-08	UHC-39982-50	5627481899	4971 Lincoln Way, Fresno, CA, 93716	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
TPA-59642	TPA	Cooper Vincetn	1990-12-24	—	9089137181	8425 Jefferson Ave, Nashville, TN, 37245	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52914	TPA	Kelly Ortiz	1972-07-07	—	—	311 Ridge Rd, Plano, TX, 75065	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56009	TPA	Anthony L Palmer	1953-06-21	UHC-35596-29	6407435110	867 Elm St, Fresno, CA, 93755	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-61695	TPA	Michael Schmidt	2004-10-28	—	5799566239	7258 Harbor Blvd, Dallas, TX, 75268	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-404124	CLM	Albert Kim	1988-09-03	UHC-21636-30	—	2264 Pine Dr, Tucson, AZ, 85784	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
PRV-27897	PRV	Charlotte Y Kennedy	1945-11-08	—	2464543506	6137 Maple Ave, Chandler, AZ, 85214	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-117061	ENR	Laura C Hill	1985-12-11	UHC-61295-39	8854025052	3213 Sunset Blvd, Sacramento, CA, 95897	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-122162	ENR	Victoria K Dominguez	1954-09-11	UHC-36954-59	2943653045	1165 Canyon Rd, Phoenix, AZ, 85066	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
ENR-129680	ENR	Gary Myers	1981-04-13	UHC-24954-02	5292239926	5636 Ridge Rd, Fresno, CA, 93701	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-129110	ENR	Aaron Coleman	1950-11-02	UHC-13209-74	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-119228	ENR	Logan Bans	1938-12-17	UHC-24747-10	8369589018	135 Harbor Blvd, Scottsdale, AZ, 85212	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-407748	CLM	Charlotte Reyes	1943-10-20	UHC-26687-68	6242936807	2567 Canyon Rd, Charlotte, NC, 28296	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25615	PRV	Joseph Carpenter	1942-01-28	UHC-79380-69	2197361619	874 Main St, Tucson, AZ, 85713	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-29257	PRV	Roger Luna	1960-10-11	—	8308053037	2436 Indian School Rd, Miami, FL, 33148	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-415015	CLM	Victoria Maldonado	1966-01-02	UHC-88689-50	7917734873	9385 Sage Ct, Atlanta, GA, 30348	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
ENR-101535	ENR	Dennis B Li	1967-06-16	UHC-05445-31	3619922646	5730 Park Pl, Atlanta, GA, 30346	0.80	Name re-cased State name converted to code Email lower-cased Whitespace trimmed
CLM-420561	CLM	Dot Fowler	1990-02-06	UHC-10722-65	—	2653 Lincoln Way, Phoenix, AZ, 85079	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
TPA-52324	TPA	Ronald H Campbell	2006-09-20	—	—	4839 Valley View Dr, Orlando, FL, 32828	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-412138	CLM	Camila Morgan	1992-07-21	UHC-73268-26	7844103472	2671 Lake View Rd, Orlando, FL, 32899	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-102730	ENR	Maria Dxon	1949-04-21	UHC-50948-07	6903050825	7768 Grand Ave, Minneapolis, MN, 55490	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-429300	CLM	Ronald Jimenez	1942-10-25	UHC-03548-71	6127797056	3830 Mountain View Dr, Atlanta, GA, 30359	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
CLM-413149	CLM	Austin Y Morgan	1982-12-01	—	—	6776 Sunset Blvd, Chandler, AZ, 85258	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-110173	ENR	Vincent Coook	2008-04-20	UHC-88788-90	7632934940	8602 Highland Ave, Eden Prairie, MN, 55363	0.80	Phone reformatted City re-cased State name converted to code Email lower-cased
ENR-110741	ENR	Christian N Taylor	1940-05-07	UHC-16429-28	6009992787	5386 Valley View Dr, Dallas, TX, 75264	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401613	CLM	Ana Roberts	1973-01-18	UHC-57213-03	7572678141	9756 Lincoln Way, Mesa, AZ, 85221	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-400998	CLM	Mary Hughes	1973-01-12	—	4135029924	3133 Washington St, Orlando, FL, 32870	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58138	TPA	Kyle U Gray	1998-02-04	UHC-48658-50	—	2344 Cedar Ln, Houston, TX, 77009	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419045	CLM	Fatima J Bryant	1991-08-14	—	—	9517 Lincoln Way, Sacramento, CA, 95858	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-113155	ENR	Maria J Taylor	1957-07-12	UHC-26628-66	7803090713	9663 Jefferson Ave, Tampa, FL, 33636	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
PRV-25803	PRV	Christine Fuller	1976-04-25	UHC-04747-15	3417450937	9726 Valley View Dr, Glendale, AZ, 85323	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-54080	TPA	Ethan Dixon	1987-11-14	—	—	7408 Desert Sky Blvd, Seattle, WA, 98143	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63851	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-63852	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-121400	ENR	Rachel J Perkins	1979-10-24	UHC-17278-72	5195095736	9847 Spring St, Atlanta, GA, 30310	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
CLM-422766	CLM	Andrea Gomez	1987-10-27	UHC-49598-70	—	9419 Sunset Blvd, Tucson, AZ, 85762	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared

9,084 rows, page 165 of 182Previous Next