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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58329	TPA	Kyle Dominguez	1991-07-17	UHC-67063-37	7159392477	8407 Broadway, San Diego, CA, 92189	0.90	Name re-cased Phone reformatted Address re-cased Whitespace trimmed+1 more
TPA-58778	TPA	Lisa Dunn	1940-11-09	—	6915743293	999 River Rd, Austin, TX, 78730	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-61868	TPA	Larry Singh	2004-07-15	UHC-55360-97	2286557941	3589 Main St, Los Angeles, CA, 90036	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-58334	TPA	Julia Snyder	1951-02-06	—	5525074119	2609 Sunset Blvd, Glendale, AZ, 85379	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-56467	TPA	Steven Robinson	2004-09-15	—	3272207989	9561 Mountain View Dr, Jacksonville, FL, 32266	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-61893	TPA	Sean Howell	1979-03-20	UHC-66065-50	6227496210	1203 Sage Ct, Sacramento, CA, 95889	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62768	TPA	Barbara Weber	1948-01-25	—	3499060415	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-55068	TPA	Teresa Lewis	2000-06-26	—	—	7045 Meadow Ln, Dallas, TX, 75282	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58373	TPA	Carl Marshall	1963-07-22	—	6894527111	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61077	TPA	Arthur Rios	1971-01-03	—	—	1393 Meadow Ln, Orlando, FL, 32867	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-58650	TPA	Virginia Weaver	1955-09-24	—	—	5687 Sage Ct, Glendale, AZ, 85351	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51421	TPA	Mei Vazquez	1999-12-10	—	7283897926	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61845	TPA	Garcia Priya	1967-07-19	—	—	2276 Broadway, Dallas, TX, 75216	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61111	TPA	Bryan Morgan	1998-03-16	—	3952226884	9619 Maple Ave, Los Angeles, CA, 90072	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58970	TPA	Gloria Tran	1945-05-04	—	5176778499	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57442	TPA	Sofia Myers	1992-03-21	—	8426458625	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62700	TPA	Maria Hayes	1977-08-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53223	TPA	Carolyn Morales	1953-04-20	—	—	395 Church St, Austin, TX, 78795	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53601	TPA	Anthony Torres	1940-10-14	—	8453167535	6430 Palm Dr, Sacramento, CA, 95812	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61894	TPA	Jack Castro	1967-08-03	—	9175743970	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62053	TPA	Michelle S Hart	1972-04-06	—	—	2271 Lake View Rd, Houston, TX, 77096	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-59477	TPA	Billy Williams	1950-04-07	—	—	6354 Baseline Rd, Houston, TX, 77045	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-56200	TPA	David Hernandez	1987-06-28	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-56354	TPA	Aaron Harris	1968-02-17	UHC-65969-21	—	422 Park Pl, Scottsdale, AZ, 85211	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
TPA-52293	TPA	Ryan Green	1995-12-03	—	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61496	TPA	Patricia Davis	1983-10-12	—	7568288565	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50324	TPA	Wei Hughes	1987-07-27	—	—	9840 Maple Ave, Austin, TX, 78785	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51760	TPA	Kenneth Payne	1973-10-27	—	—	4077 Grand Ave, Chandler, AZ, 85223	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63678	TPA	Kelly Chapman	1971-01-12	—	3194442943	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-60401	TPA	Joan S Knight	1997-11-15	—	9414703845	3802 Highland Ave, Fresno, CA, 93796	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55682	TPA	Lucia Little	2008-01-04	—	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56984	TPA	Abigail Olson	1945-07-07	UHC-32653-35	4863715490	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64371	TPA	Julie Medina	2004-05-05	UHC-60078-04	—	7323 Apache Blvd, Austin, TX, 78743	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52066	TPA	Joshua Brown	1993-10-09	—	3207121797	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58246	TPA	Ralph T Marshall	1975-02-01	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64076	TPA	Melissa Medina	1972-12-23	—	—	670 Sage Ct, Glendale, AZ, 85359	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54193	TPA	Luis Sullivan	1950-06-03	—	3872678215	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57667	TPA	Paul Woods	2007-09-24	—	—	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-50741	TPA	Jacqueline Taylor	1976-10-27	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-54714	TPA	Gregory Hudson	1954-02-04	UHC-41204-86	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58268	TPA	Alexis Jimenez	1971-09-20	—	—	1687 Desert Sky Blvd, Miami, FL, 33106	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50232	TPA	Bobby Alexander	2000-12-16	—	3163077428	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63457	TPA	Virginia Wheeler	1991-07-17	—	8278888238	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61741	TPA	Peter Garrett	2000-01-10	UHC-91659-77	3872256359	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62524	TPA	Scott Kelley	1995-07-25	—	—	9189 Canyon Rd, Seattle, WA, 98100	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52895	TPA	Eugene Cox	1983-02-14	—	—	28 Spring St, Miami, FL, 33105	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-59799	TPA	Noah Woods	1969-10-02	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63866	TPA	Kimberly Mills	1955-12-07	—	—	9137 Main St, Gilbert, AZ, 85208	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63865	TPA	Kimberly Mills	1955-12-07	—	—	9137 Main St, Gilbert, AZ, 85208	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-55153	TPA	Donna Stephens	1984-03-07	—	5458276708	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

5,750 rows, page 90 of 115Previous Next