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-59089	TPA	Fatima Kelly	1973-06-10	—	—	4014 Jefferson Ave, Mesa, AZ, 85237	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61855	TPA	Charlotte Kenndey	1945-11-08	—	—	6137 Maple Ave, Chandler, AZ, 85214	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56491	TPA	Barbara P Chavez	1980-07-12	—	4139387604	4256 Camelback Rd, San Diego, CA, 92158	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-61432	TPA	Scott Hawkins	2008-06-10	—	—	8995 Pine Dr, Tempe, AZ, 85250	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-50867	TPA	Kelly Ford	1981-02-06	—	—	8521 Desert Sky Blvd, Phoenix, AZ, 85066	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52287	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62696	TPA	Albert Cruz	1992-09-19	—	—	1079 Lake View Rd, Gilbert, AZ, 85238	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61652	TPA	John Padilla	1991-03-22	—	6249462986	6058 Ocean Ave, Tucson, AZ, 85798	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62357	TPA	Danielle W Jones	1991-08-18	—	—	9088 Baseline Rd, Chandler, AZ, 85292	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61222	TPA	Barbara Park	1982-05-01	—	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62462	TPA	Rebecca Ortiz	1958-03-24	—	—	6811 Harbor Blvd, Phoenix, AZ, 85091	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56022	TPA	Willie Owens	2008-09-07	—	—	4477 Central Ave, Columbus, OH, 43244	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52896	TPA	Eugene Cox	1983-02-14	—	9205851897	28 Spring St, Miami, FL, 33105	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62687	TPA	Gary Perkins	1960-01-03	—	—	207 Lincoln Way, Denver, CO, 80224	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-61199	TPA	Pemela Arnold	1974-03-06	—	—	3833 Willow Ct, Tempe, AZ, 85259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-57268	TPA	Brenda Robinson	1946-11-23	—	3414444166	8740 Sunset Blvd, Nashville, TN, 37205	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56311	TPA	Sarah Tucker	1998-03-06	UHC-97286-29	8369550609	3680 Central Ave, Phoenix, AZ, 85036	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-60886	TPA	Alna Dminguez	1990-07-24	UHC-26620-07	2643157691	690 Valley View Dr, Houston, TX, 77006	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-55693	TPA	Rachel Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56786	TPA	Lawrence Kennedy	1940-07-23	—	9592139256	2893 Baseline Rd, Dallas, TX, 75217	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50313	TPA	Pamela Bradley	1994-12-07	—	—	4004 Baseline Rd, Jacksonville, FL, 32266	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51194	TPA	Judith Ramirez	1964-11-02	—	—	1023 Canyon Rd, Mesa, AZ, 85283	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62747	TPA	Andrea Espinoza	1975-04-26	—	—	3610 Highland Ave, Chandler, AZ, 85235	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-61349	TPA	Gerald Mendez	1963-01-11	—	—	4300 Mountain View Dr, Nashville, TN, 37210	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53044	TPA	Priya Edwards	1998-12-12	UHC-24743-58	—	9801 Willow Ct, Atlanta, GA, 30393	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55383	TPA	Jacqueline V Jones	1955-05-13	UHC-92030-89	4156409037	1278 Lake View Rd, Denver, CO, 80286	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-55088	TPA	Kathleen Robertson	1975-05-13	—	3522814693	7407 Pine Dr, Tampa, FL, 33685	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60154	TPA	Judy Welch	1968-06-08	—	—	4253 Lake View Rd, Gilbert, AZ, 85255	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63339	TPA	Nicholas Contreras	1994-10-03	—	—	9465 Meadow Ln, Plano, TX, 75042	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54076	TPA	Brenda Phillips	1945-10-26	—	—	5189 Grand Ave, Orlando, FL, 32884	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53063	TPA	Russell Grant	1961-10-09	—	2745216612	2049 Church St, Glendale, AZ, 85306	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59874	TPA	Bobby Wilson	1980-12-08	UHC-65025-01	—	2048 Lake View Rd, San Antonio, TX	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-62080	TPA	Evelyn Walsh	1945-11-12	—	—	472 Apache Blvd, San Antonio, TX, 78224	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53892	TPA	Logan Patterson	1994-07-22	—	—	9605 Canyon Rd, Mesa, AZ, 85203	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57949	TPA	Jordan Mitchell	1970-03-02	—	—	9358 Jefferson Ave, Denver, CO, 80204	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59966	TPA	Kathryn T Berry	1945-05-22	UHC-89770-54	—	6986 Washington St, Houston, TX, 77052	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57480	TPA	Santiago Lnych	1998-06-15	UHC-94650-08	—	2281 River Rd, Las Vegas, NV, 89117	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58724	TPA	Ana Grant	1985-06-28	—	—	9801 Jefferson Ave, Columbus, OH, 43214	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56281	TPA	Henry Wells	1994-05-08	—	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63592	TPA	Richard Rodriguez	1946-12-14	—	—	9317 Bayshore Dr, Chandler, AZ, 85233	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64029	TPA	Diana Salazar	2001-02-17	—	—	9622 Desert Sky Blvd, Sacramento, CA, 95884	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56863	TPA	Theresa Young	1940-01-10	—	—	97 Broadway, Sacramento, CA, 95843	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-63407	TPA	Keith Kennedy	2007-04-08	—	—	8920 Palm Dr, Houston, TX, 77003	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60977	TPA	Natalie Hayes	1954-11-18	—	9218285903	5420 Ridge Rd, Plano, TX, 75032	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54118	TPA	Brian Hawkins	1990-02-01	—	—	9646 Spring St, Nashville, TN, 37275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56456	TPA	William Powell	1973-01-13	—	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54768	TPA	Ryan Knyght	1952-11-19	—	9477738831	8974 Willow Ct, Houston, TX, 77050	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63663	TPA	Jean Scott	2008-07-28	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63662	TPA	Jean Scott	2008-07-28	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54329	TPA	Larry Alvarado	1978-05-04	—	7187767150	3582 Church St, Glendale, AZ, 85361	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more

4,728 rows, page 46 of 95Previous Next