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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60315	TPA	Nathan T Robinson	1956-07-18	—	2533232530	6682 Ridge Rd, Glendale, AZ, 85384	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59880	TPA	Lori Porter	1946-02-14	UHC-02218-88	2658648981	8225 Grand Ave, Plano, TX, 75062	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53877	TPA	Charlotte Alexander	1997-04-13	—	—	8547 Mountain View Dr, Nashville, TN, 37287	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51440	TPA	Gerald Robertson	1997-03-28	UHC-86460-12	—	7199 Camelback Rd, San Diego, CA, 92127	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63654	TPA	Charlotte Y Jacobs	1945-06-27	—	—	4117 Ridge Rd, Gilbert, AZ, 85251	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54278	TPA	Ruth Cole	1966-12-16	—	—	2598 Broadway, Jacksonville, FL, 32232	0.78	Date of birth reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62698	TPA	Julie Henry	2003-09-22	UHC-63032-05	7312680113	4006 Valley View Dr, Atlanta, GA, 30310	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60148	TPA	Karen Green	1953-06-27	—	6726132324	1578 Camelback Rd, Dallas, TX, 75298	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62057	TPA	Santyago Gardner	2002-05-23	UHC-38477-59	5974603565	1820 Spring St, Las Vegas, NV, 89113	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58450	TPA	Samuel Salazar	1980-09-13	—	—	8284 Harbor Blvd, Sacramento, CA, 95851	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62148	TPA	Wayne Williamson	1983-05-16	—	—	4055 Apache Blvd, Seattle, WA, 98184	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60497	TPA	Joyce Soto	1969-09-28	—	—	3811 Church St, Atlanta, GA, 30343	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-52701	TPA	Camila Silva	1938-04-14	UHC-53560-35	—	489 Highland Ave, Austin, TX, 78778	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55588	TPA	Justin Wilson	1974-03-27	—	9504625876	5123 Camelback Rd, Plano, TX, 75001	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53196	TPA	Hiroshi Harper	2008-03-06	—	7746266530	6123 Baseline Rd, Nashville, TN, 37203	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53374	TPA	Eugene H Kelly	1976-07-07	—	—	1751 Valley View Dr, Miami, FL, 33148	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63546	TPA	Olivia Hawkins	1955-07-12	—	5535151907	3492 Maple Ave, Columbus, OH, 43217	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56212	TPA	Maria Jordan	1956-08-02	—	5245193419	9605 Cedar Ln, Austin, TX, 78745	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51822	TPA	George Lewis	2005-02-23	—	5417594227	2058 Sage Ct, Houston, TX, 77017	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51821	TPA	George Lewis	2005-02-23	—	5417594227	2058 Sage Ct, Houston, TX, 77017	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50601	TPA	Mason Guzman	1965-07-26	—	—	9687 Oak St, Miami, FL, 33166	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53347	TPA	Abiail Herrera	2007-08-01	—	5625269774	6743 Central Ave, Las Vegas, NV, 89114	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60428	TPA	Grace Williams	1977-04-18	—	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54088	TPA	Jesse Hernandez	2008-10-08	UHC-40678-60	—	2780 Forest Ave, Chandler, AZ, 85247	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-60992	TPA	Stephanie Collins	1974-08-04	—	2789321986	7857 Ridge Rd, San Antonio, TX, 78280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52837	TPA	Liz McDonald	1992-08-18	—	—	8972 Broadway, Tucson, AZ, 85719	0.78	Name re-cased Two-digit birth year Address re-cased Whitespace trimmed+1 more
TPA-54253	TPA	Mei Johnson	1978-02-23	UHC-36165-09	3637610823	4634 River Rd, Plano, TX, 75089	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59847	TPA	Laura Jordan	1944-05-14	—	3519449871	1051 Jefferson Ave, Scottsdale, AZ, 85218	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53076	TPA	Deborah Bnks	1964-01-22	—	—	8093 Oak St, Phoenix, AZ, 85022	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60956	TPA	Martha B Russell	1986-09-26	—	—	8647 Desert Sky Blvd, Orlando, FL, 32896	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53440	TPA	Elizabeth Stevens	1993-01-09	—	—	3674 Maple Ave, Minneapolis, MN, 55409	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63260	TPA	Rick Murray	2000-05-02	—	—	958 Pine Dr, Seattle, WA, 98187	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59950	TPA	Paul Thomas	1976-03-20	—	—	5585 Grand Ave, Las Vegas, NV, 89192	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60400	TPA	Eric Simpson	1998-10-18	—	9843752110	8776 Canyon Rd, Columbus, OH, 43289	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52340	TPA	Joseph Kennedy	1946-06-09	—	—	522 Valley View Dr, Fresno, CA, 93708	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58096	TPA	Pamela Pierce	1985-09-21	—	—	5981 Meadow Ln, Phoenix, AZ, 85037	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-52373	TPA	Jerry Franklin	1963-04-23	—	3975339901	2202 Apache Blvd, Houston, TX, 77032	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53037	TPA	Lauren Mason	1953-05-25	—	—	2872 Church St, Tempe, AZ, 85205	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58382	TPA	Gloria Franklin	1974-06-06	UHC-58135-07	—	9640 Meadow Ln, Nashville, TN, 37203	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51402	TPA	Linda C Spencer	1966-09-16	—	3328480395	6260 Ridge Rd, Tucson, AZ, 85787	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62253	TPA	Anthony Harris	2002-11-20	UHC-93261-88	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-53750	TPA	Victoria Hunt	2004-02-03	—	3492579670	8062 Cedar Ln, Dallas, TX, 75273	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57999	TPA	Lawrence Roberts	1982-07-10	UHC-89575-55	2407025915	8451 Jefferson Ave, Nashville, TN, 37239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57432	TPA	Robert Thomas	1966-03-15	—	—	4075 Park Pl, Nashville, TN, 37274	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63676	TPA	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51561	TPA	Philip Harris	1978-06-25	—	—	1274 Main St, Austin, TX, 78761	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63500	TPA	Ruth Sanchez	1996-05-14	UHC-68224-02	—	2653 Elm St, Columbus, OH, 43298	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55860	TPA	Isabella Stewart	1995-11-01	—	9159768851	9036 Mesa Dr, Charlotte, NC, 28239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55861	TPA	Isabella Stewart	1995-11-01	—	9159768851	9036 Mesa Dr, Charlotte, NC, 28239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58610	TPA	Roy Obrien	2008-09-19	—	—	3089 Mountain View Dr, Houston, TX, 77061	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

7,854 rows, page 116 of 158Previous Next