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

Third-party administrator, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58322	TPA	Larry Chapman	1981-11-16	—	—	3349 Union St, Eden Prairie, MN, 55390	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63213	TPA	Charlotte Ramos	1996-05-05	—	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60782	TPA	Noah Garza	2008-06-07	—	5816758587	3042 Market St, Plano, TX, 75014	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56257	TPA	Benjamin Padilla	1974-09-23	—	—	6589 Forest Ave, Austin, TX, 78768	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57841	TPA	Zachary Rios	1949-06-20	—	—	7635 Oak St, Houston, TX, 77020	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-51323	TPA	Laura F Reyes	1987-02-18	—	—	6236 Spring St, Dallas, TX, 75216	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63198	TPA	Janice Park	1971-10-21	—	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62085	TPA	Mei Grant	1967-07-21	—	—	8400 Main St, Eden Prairie, MN, 55319	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52265	TPA	Richard Hudson	1974-01-08	—	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53807	TPA	Jean Vasquez	1972-09-15	UHC-72732-38	—	447 Ocean Ave, Jacksonville, FL, 32204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58434	TPA	Christine Lawson	1940-02-08	—	4548798020	8494 Market St, Charlotte, NC, 28251	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63441	TPA	Matthew Ellis	1967-12-06	UHC-13836-14	—	4838 Jefferson Ave, Houston, TX, 77053	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58550	TPA	Dylan Obrien	1981-08-09	—	5179956815	4022 Meadow Ln, Fresno, CA, 93761	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50271	TPA	Kenneth Dunn	1950-03-15	—	—	345 Harbor Blvd, Atlanta, GA, 30390	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61461	TPA	Lisa Payne	1977-09-12	—	—	6546 Pine Dr, Tucson, AZ, 85769	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63171	TPA	Evelyn Berry	1997-05-13	—	6654921336	4129 Valley View Dr, Jacksonville, FL, 32223	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
TPA-54013	TPA	Frances Simpson	2006-12-03	—	—	4657 Forest Ave, Plano, TX, 75084	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53608	TPA	Angela Montgomery	1972-11-26	UHC-50629-28	—	5712 Baseline Rd, Plano, TX, 75047	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62908	TPA	Thomas P Pierce	1948-03-05	—	3765254748	1406 Maple Ave, Orlando, FL, 32812	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51934	TPA	Lucia Wood	1943-05-22	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50962	TPA	Steven Ruyz	1971-06-18	—	5573298954	860 Bayshore Dr, Tucson, AZ, 85734	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50151	TPA	Eric Sims	1947-06-04	—	2535772240	4759 Oak St, Tampa, FL, 33682	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59843	TPA	Daniel Z Bllack	2005-02-09	—	—	4370 Spring St, Phoenix, AZ, 85078	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60632	TPA	Arthur Johnston	1943-01-08	—	—	9472 Cedar Ln, Plano, TX, 75067	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-54894	TPA	Pat Alexander	1967-08-09	UHC-70757-96	—	1326 River Rd, Austin, TX, 78721	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54559	TPA	Diana Obrien	1971-09-07	UHC-82105-09	9458802963	5504 Indian School Rd, Fresno, CA, 93792	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60579	TPA	Jerry Silva	1958-10-15	—	—	8957 Camelback Rd, Chandler, AZ, 85243	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63798	TPA	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53177	TPA	Frank O Sanchez	1941-11-17	—	8233939383	2748 Sage Ct, Seattle, WA, 98163	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52940	TPA	Ana Austin	1942-09-19	UHC-98418-43	9819596700	7915 Hillcrest Rd, Dallas, TX, 75210	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60633	TPA	Angela Woods	1978-01-03	—	—	3904 Canyon Rd, Scottsdale, AZ, 85226	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62841	TPA	Tom I Cruz	1998-03-20	UHC-85435-68	—	5054 Main St, Phoenix, AZ, 85085	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-55190	TPA	Frances Ford	1945-03-03	—	—	9796 Market St, Las Vegas, NV, 89161	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53703	TPA	Patricia Q Banks	2007-05-19	—	5594210595	4827 Willow Ct, San Antonio, TX, 78218	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55796	TPA	Matthew Rios	1960-04-19	—	—	96 Baseline Rd, Phoenix, AZ, 85052	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50321	TPA	Matthew Johnston	1986-08-07	—	—	5468 Market St, Columbus, OH, 43268	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51110	TPA	Laarry Vasquez	2003-04-24	—	—	5326 Lincoln Way, Jacksonville, FL, 32248	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56205	TPA	Isabella Watkins	1967-06-02	—	—	1407 Ocean Ave, Mesa, AZ, 85223	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60832	TPA	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr, Austin, TX, 78768	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61785	TPA	Kelly Mason	1950-04-08	—	6127365124	527 Jefferson Ave, Eden Prairie, MN, 55374	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-64394	TPA	Jeremy Gardner	2007-05-17	—	—	7452 Baseline Rd, Eden Prairie, MN, 55347	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51734	TPA	Albert Sanders	1943-07-28	UHC-97542-95	—	313 Canyon Rd, Las Vegas, NV, 89106	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50484	TPA	Anthony Rose	1996-09-22	—	—	7414 Desert Sky Blvd, Scottsdale, AZ, 85229	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-64241	TPA	Lisa Nelson	1971-08-13	—	4947561674	4376 Mesa Dr, Scottsdale, AZ, 85289	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61278	TPA	Janet Tucker	1972-06-26	—	—	4988 Indian School Rd, Minneapolis, MN, 55460	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53216	TPA	Patricia Sullivan	1960-08-06	—	—	7284 Grand Ave, Plano, TX, 75022	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56185	TPA	Glroia Sanchez	1977-08-26	—	—	3874 Church St, Columbus, OH, 43288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58746	TPA	Santiago Obrien	1991-08-09	—	—	9425 Maple Ave, Scottsdale, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57603	TPA	Lisa S Gardner	1972-02-21	UHC-73897-42	—	4855 Sunset Blvd, Las Vegas, NV, 89139	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62565	TPA	Cheryl Armstrong	1967-04-06	—	7249073323	1762 Lake View Rd, San Diego, CA, 92136	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

2,455 rows, page 26 of 50Previous Next