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-62970	TPA	Judith Woods	1971-04-21	—	3484905379	8981 Mesa Dr, Austin, TX, 78798	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55687	TPA	Heather Chapman	1981-12-02	—	—	7036 Park Pl, Minneapolis, MN, 55418	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63045	TPA	James Mitchell	1940-05-27	—	—	8842 Highland Ave, Sacramento, CA, 95895	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63233	TPA	Jessica Scott	1971-03-12	—	—	2188 Hillcrest Rd, Gilbert, AZ, 85274	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61577	TPA	Walter Reyes	1992-04-13	UHC-60664-75	—	3935 Lake View Rd, Seattle, WA, 98141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
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-60819	TPA	Roger S Nguyen	1992-02-06	—	4567329041	4735 Central Ave Apt 19, Eden Prairie, MN, 55355	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-50492	TPA	—Junk	2001-05-09	UHC-12085-61	—	5526 Central Ave, Los Angeles, CA, 90072	0.78	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared+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-63877	TPA	Robert Simpson	1941-06-15	—	—	9634 Sage Ct, Mesa, AZ, 85256	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-57761	TPA	Charles Wilson	2006-01-02	—	8625941570	3100 Lincoln Way Apt 23, Los Angeles, CA, 90077	0.78	Date of birth reformatted Phone reformatted Unit split from street 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-52599	TPA	Susn Matthews	1960-06-04	—	4099310599	2622 Meadow Ln Apt 22, Austin, TX, 78742	0.78	Date of birth reformatted Phone reformatted Unit split from street 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-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-61033	TPA	Mei Baileey	1966-11-09	UHC-36377-34	5165565888	1353 Desert Sky Blvd, Tampa, FL, 33632	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted 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-55051	TPA	Eric Butler	1965-07-03	—	—	8200 Maple Ave, San Antonio, TX, 78217	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-58353	TPA	Martha Boyd	1977-06-20	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised 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-60592	TPA	Brian Luna	2000-02-17	—	—	2217 Indian School Rd, Minneapolis, MN, 55411	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56622	TPA	Joseph Dean	1992-07-20	—	2773097253	5930 River Rd # 746, Houston, TX, 77059	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-61574	TPA	Anna Payne	1966-11-27	—	—	3257 Market St # 795, Austin, TX, 78786	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-56279	TPA	Henry Wells	1994-05-08	—	2483558215	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-59124	TPA	Joe Carlson	1974-02-08	—	7359461783	8045 Willow Ct, Tampa, FL, 33695	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58727	TPA	Amber Watson	2001-05-13	—	4263239948	3827 Church St, Columbus, OH, 43256	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+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-58854	TPA	Victoria Salazar	1970-06-13	—	—	9172 Lake View Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+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-56359	TPA	Danielle Ramirez	1954-01-10	—	2959054328	9333 Lincoln Way, Eden Prairie, MN, 55363	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-53273	TPA	Caarolyn M Palmer	2004-08-19	—	7285629177	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted 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-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
TPA-52251	TPA	Douglas Woods	2000-08-17	UHC-13693-42	—	1511 Highland Ave, Gilbert, AZ, 85285	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54101	TPA	Wei Mendoza	1965-07-18	—	—	69 Mountain View Dr, Tampa, FL, 33679	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54347	TPA	Omar Wung	1952-11-11	—	—	8933 Mesa Dr, Minneapolis, MN, 55458	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51801	TPA	Kyle Patterson	2004-05-08	UHC-99347-41	—	6733 Lake View Rd, Tucson, AZ, 85797	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53304	TPA	Roger White	1948-08-05	—	—	1413 Meadow Ln, Miami, FL, 33135	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-60552	TPA	Christine Phillips	2005-12-25	—	—	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-53272	TPA	Amy Vasquez	1951-04-14	—	—	5795 Maple Ave, Glendale, AZ, 85335	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-56993	TPA	Ryan Carlson	1942-06-11	—	5463401984	4516 Harbor Blvd, Eden Prairie, MN, 55326	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54996	TPA	Sandra Clark	1967-09-06	—	2623503155	9762 Apache Blvd, Gilbert, AZ, 85260	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50995	TPA	Joyce O Carlson	1979-11-25	—	—	9366 Indian School Rd, Glendale, AZ, 85300	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55715	TPA	Benjamin Chen	1976-09-15	—	6567646035	1923 River Rd, Seattle, WA, 98142	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

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