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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59481	TPA	Pamela Scott	2003-06-02	—	—	5921 Harbor Blvd, Tucson, AZ, 85761	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61351	TPA	Richard Montgomery	1971-02-03	—	—	1231 Market St, Nashville, TN, 37293	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58581	TPA	Jesse Spencer	1969-06-10	—	7362875725	935 Palm Dr, Columbus, OH, 43203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54487	TPA	Jmaes Johnson	1945-07-21	UHC-22933-11	—	9124 Grand Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+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-50612	TPA	Arthur B Banks	1955-09-13	—	—	5876 Bayshore Dr, Seattle, WA, 98111	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-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-53065	TPA	Jesscia Dixon	1950-06-11	—	—	7604 Canyon Rd, Charlotte, NC, 28281	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62465	TPA	Adam Obrien	1982-04-02	—	4268543684	4314 Sunset Blvd, Chandler, AZ, 85208	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64128	TPA	Diego F Ellis	1977-03-18	—	—	7590 Willow Ct, Orlando, FL, 32876	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-61909	TPA	Alexis Arnold	1978-10-19	—	—	6036 Bayshore Dr, San Diego, CA, 92150	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address 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-54788	TPA	Adam Lnua	1941-11-08	—	—	6056 Main St, Tempe, AZ, 85296	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-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-51694	TPA	Gregory Morris	1940-02-01	—	—	4387 Washington St, Chandler, AZ, 85216	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51253	TPA	Diana W Fisher	1945-03-17	—	2785830053	6134 Canyon Rd, Charlotte, NC, 28296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61971	TPA	Kyle Taylor	1943-03-04	—	—	8402 Grand Ave, Eden Prairie, MN, 55389	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
TPA-52597	TPA	Deborah Baker	1994-06-22	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-50751	TPA	Samantha N Hughes	2003-06-15	—	6099989792	3646 Meadow Ln, Gilbert, AZ, 85293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58976	TPA	Jose Gibson	1990-06-22	—	3799991748	253 Oak St, San Diego, CA, 92194	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51540	TPA	Charlotte Lewis	1962-09-15	UHC-84126-96	3075157087	1093 Church St, Denver, CO, 80291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57990	TPA	Emily Chen	1949-03-07	UHC-23290-49	6623859741	8476 Palm Dr, Glendale, AZ, 85381	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-53813	TPA	Paul Holmes	1953-01-28	—	—	5401 Forest Ave, Scottsdale, AZ	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
TPA-62491	TPA	Bobby Gardner	1994-01-28	—	—	5754 Apache Blvd, Minneapolis, MN, 55491	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57342	TPA	Danielle Hill	1995-12-09	—	—	1649 Desert Sky Blvd, Orlando, FL, 32812	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53741	TPA	Vincent J Stevens	1975-10-05	—	—	1528 Baseline Rd, Sacramento, CA, 95845	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50012	TPA	Sara J Contreras	1973-04-10	UHC-46492-52	3284289584	4401 River Rd, Seattle, WA, 98159	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52501	TPA	Terry Snyder	1989-08-09	—	7997296005	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
TPA-52784	TPA	Janice Ellis	1972-04-17	—	—	8233 Valley View Dr, Seattle, WA, 98153	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58333	TPA	Heather Williamson	1954-09-11	—	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54615	TPA	Bradley Perkins	2003-08-26	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-54147	TPA	Stephanie Nichols	1973-03-28	—	—	6263 Ocean Ave, Gilbert, AZ, 85252	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58885	TPA	Wei Griffin	1983-07-13	—	—	6937 Union St, Houston, TX, 77001	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63648	TPA	Diana Cruz	1984-05-15	—	—	2273 Main St, Orlando, FL, 32808	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59226	TPA	Angela Williamson	1947-10-26	—	—	6565 Baseline Rd, Phoenix, AZ, 85072	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59884	TPA	Bob Marquez	1950-08-05	—	—	590 Palm Dr, Scottsdale, AZ, 85200	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-55236	TPA	Ahmed D Hicks	1956-08-28	UHC-09142-06	6405343050	8970 Union St, Jacksonville, FL, 32282	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57394	TPA	Sarah Chapman	1961-08-23	—	5957811650	263 Ridge Rd, Austin, TX, 78779	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57393	TPA	Sarah Chapman	1961-08-23	—	5957811650	263 Ridge Rd, Austin, TX, 78779	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63069	TPA	Russell Pierce	2001-08-21	—	7157825007	5135 Oak St, Charlotte, NC, 28282	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-60528	TPA	Matthew Ryan	1949-09-01	—	—	5530 Forest Ave, Las Vegas, NV, 89158	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-61499	TPA	Cheryl Reed	1984-06-12	—	6153693348	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
TPA-60334	TPA	Ralph Bailey	1968-01-10	—	—	9827 Elm St # 317, Houston, TX, 77097	0.76	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+2 more
TPA-59523	TPA	Pamela Grant	1949-06-15	UHC-93251-47	—	6343 Maple Ave, Denver, CO, 80235	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
TPA-62523	TPA	Jonathan Brooks	1999-03-02	—	—	4731 Sunset Blvd, Los Angeles, CA, 90089	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59928	TPA	Brittany Sandoval	1963-09-13	—	3088895811	9865 Desert Sky Blvd, Eden Prairie, MN, 55339	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61604	TPA	Chris Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-61603	TPA	Chris Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-56906	TPA	Logan Chen	1944-07-27	UHC-52351-70	9407769360	3272 Forest Ave, Dallas, TX, 75288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54355	TPA	Virginia F Hayes	1980-02-12	—	6488056139	966 Elm St, Mesa, AZ, 85297	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

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