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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56540	TPA	Olivia Long	1997-07-15	—	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62701	TPA	Mary Hamilton	1961-07-01	—	3598889997	391 Union St, Tucson, AZ, 85706	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
TPA-64210	TPA	Doris Q Obrien	1973-11-11	UHC-18952-16	—	8287 Grand Ave, Fresno, CA, 93705	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63174	TPA	Jessica Warren	1986-07-17	—	—	7351 River Rd, Plano, TX, 75013	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56841	TPA	Beverly Hunter	1996-11-15	UHC-61579-57	7736722371	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56840	TPA	Beverly Hunter	1996-11-15	UHC-61579-57	7736722371	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56151	TPA	Bruce Banks	1983-06-21	—	—	5040 Harbor Blvd, Atlanta, GA, 30334	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52416	TPA	Emily Martinez	2004-08-11	—	6786736831	9266 Sage Ct, Orlando, FL, 32811	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-52877	TPA	Mason Torres	1982-07-15	—	3144807127	6111 Church St, Orlando, FL, 32875	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55962	TPA	Rachel Lee	1939-11-02	—	—	3132 Meadow Ln, Las Vegas, NV, 89139	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59237	TPA	Tyler Reed	1950-11-15	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58707	TPA	Amanda Thompson	1959-01-02	—	—	929 Maple Ave, Austin, TX, 78775	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53486	TPA	Michelle Lee	1952-02-03	—	2468883201	88 Highland Ave, Charlotte, NC, 28211	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52498	TPA	Emma Lawson	1955-05-21	—	—	3954 Central Ave, Jacksonville, FL, 32248	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62336	TPA	Stephanie Snyder	1975-08-13	—	5565002787	8214 Sage Ct, Atlanta, GA, 30331	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-51004	TPA	Matthew Allen	1989-07-11	—	2306515265	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56166	TPA	Kelly E Duncan	1978-09-20	—	6864764460	9867 Oak St, Tampa, FL, 33688	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63767	TPA	Patrick Moales	1966-05-01	—	8953673611	1729 Central Ave, Sacramento, CA, 95803	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61188	TPA	Betty V Watkins	1994-07-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57031	TPA	Linda Robinson	2002-05-22	—	5796164499	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61518	TPA	Lauren U Peters	1984-07-16	—	—	1420 Oak St, Glendale, AZ, 85392	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-54779	TPA	Dina Chapman	2000-02-08	—	6322272810	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57901	TPA	Mariana C Ray	1981-12-14	—	4435063290	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61465	TPA	Ralph Andrews	1953-09-20	—	2122278055	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57593	TPA	Maria Ryan	1965-03-01	—	—	8437 Lake View Rd, Atlanta, GA, 30370	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54332	TPA	Maria Bailey	1989-05-28	UHC-08893-22	4909490878	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57178	TPA	Gabriel Estrada	1989-03-12	—	4444313872	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56259	TPA	Saarh Q Bennett	1976-11-09	—	9735663116	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54032	TPA	Stephanie Hamilton	1963-09-04	—	4293329333	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-51263	TPA	Wei Gardner	2002-11-12	—	8488640320	9666 Canyon Rd, Mesa, AZ, 85212	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52573	TPA	Ethan Lee	1995-05-01	—	—	999 Church St, Mesa, AZ, 85219	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59851	TPA	Elijah Harper	1947-09-17	—	—	4099 Ridge Rd, Tempe, AZ, 85229	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61739	TPA	Joyce Wells	1988-11-18	UHC-37536-81	7357410579	3694 Sage Ct, Dallas, TX, 75215	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-58050	TPA	Edward Peterson	1965-05-18	UHC-86064-90	2547880228	1428 Maple Ave, Orlando, FL, 32889	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
TPA-59163	TPA	Noah Hall	1967-05-02	—	—	8762 Desert Sky Blvd, Tampa, FL, 33644	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-59164	TPA	Noah Hall	1967-05-02	—	—	8762 Desert Sky Blvd, Tampa, FL, 33644	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-51692	TPA	Steve Q Scott	1943-08-22	UHC-90161-54	7923482814	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54932	TPA	Zachary Thmpson	1959-02-24	—	8112505484	320 Washington St, Tampa, FL, 33695	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58420	TPA	Collins Jecob	1975-08-04	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58252	TPA	Pamela Sims	2003-07-07	—	6417452159	6354 Bayshore Dr, Los Angeles, CA, 90064	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-54354	TPA	Kle Taylor	2006-05-28	—	7039513758	8390 Market St, Tampa, FL, 33671	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
TPA-57193	TPA	Keith Hart	1964-11-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59598	TPA	Olivia Duncan	1978-10-22	—	3723305599	5226 Baseline Rd, Tampa, FL, 33646	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-52700	TPA	Willie Harrison	1989-05-04	—	7552947311	9217 Bayshore Dr, Las Vegas, NV, 89105	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56174	TPA	Judith Foster	1972-07-03	—	—	6667 Elm St, Dallas, TX, 75243	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-51796	TPA	Zechary Luna	1949-03-04	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56243	TPA	Kyle Wood	2004-12-11	—	3376941410	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53642	TPA	Lisa Morris	1996-08-12	—	2968291428	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56637	TPA	Marthha Rogers	1942-10-09	UHC-97687-25	7048212313	7733 Jefferson Ave, San Antonio, TX, 78213	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-53149	TPA	Ana Price	1949-12-07	—	5512031933	605 Broadway, Jacksonville, FL, 32257	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

4,728 rows, page 77 of 95Previous Next