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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62046	TPA	Marcus K Jensen	1968-07-11	—	—	2794 Pine Dr, San Antonio, TX, 78242	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50931	TPA	Gloria Hamilton	2008-01-22	—	—	4463 Lake View Rd, Tampa, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-51315	TPA	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-55157	TPA	Frank P Cook	1975-10-03	—	—	3893 Canyon Rd, Scottsdale, AZ, 85234	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-56592	TPA	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-52629	TPA	Carroll Alice	1942-01-23	—	—	7653 Bayshore Dr, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63374	TPA	Pat Robinson	1971-12-01	—	—	1715 Ridge Rd, Denver, CO, 80231	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50483	TPA	Nicole Chapman	1981-08-15	UHC-66699-97	—	7843 Meadow Ln, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57882	TPA	Sean N Hicks	1971-01-22	—	—	7299 Baseline Rd, Atlanta, GA, 30397	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54798	TPA	Wilile V Dunn	1968-09-07	—	—	7513 Jefferson Ave, Minneapolis, MN, 55476	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
TPA-56128	TPA	Priya Gonzales	1946-02-20	—	6446722901	8243 Hillcrest Rd, Nashville, TN, 37281	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52018	TPA	Philip O Carpenter	1952-03-23	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-64102	TPA	Frances Williamson	1960-12-08	—	9629396617	3123 Mountain View Dr, Nashville, TN, 37278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51859	TPA	Nick Fuller	1983-02-08	UHC-17681-49	—	4462 Sage Ct, Las Vegas, NV, 89144	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
TPA-55469	TPA	Foster Andrew	1955-10-12	—	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59973	TPA	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59533	TPA	Aisha Turner	1998-07-10	—	—	764 Forest Ave, Austin, TX, 78764	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54307	TPA	Santiago Garza	1994-07-26	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-59756	TPA	Luis Freeman	1999-10-21	—	—	7776 Indian School Rd, Chandler, AZ, 85293	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62569	TPA	Dennis Y Parker	1962-03-23	—	7423816539	9885 Hillcrest Rd, Phoenix, AZ, 85089	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56350	TPA	Kayla Kelley	1951-11-09	—	5756694771	2969 Palm Dr, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53718	TPA	Yuki M Allen	2003-05-22	—	—	8029 Grand Ave, Sacramento, CA, 95803	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-59787	TPA	Judith Palmer	1997-02-02	—	—	4983 Pine Dr, Orlando, FL, 32891	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-57210	TPA	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
TPA-54165	TPA	Marilyn Tucker	2003-02-22	—	—	9692 Apache Blvd, Tempe, AZ, 85221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61699	TPA	Jordan Greene	1982-01-27	—	—	2298 Camelback Rd, Scottsdale, AZ, 85255	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61995	TPA	Heather Austin	1994-10-27	UHC-79946-28	—	4774 Harbor Blvd, Gilbert, AZ, 85244	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55965	TPA	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN, 37258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56821	TPA	Russell Burton	1948-06-02	—	—	5524 Valley View Dr, Seattle, WA, 98152	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-53631	TPA	Isabella Williams	2005-12-04	—	—	1402 Maple Ave, Mesa, AZ, 85261	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-50611	TPA	Arthur B Banks	1955-09-13	—	—	5876 Bayshore Dr, Seattle, WA, 98111	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-53559	TPA	Abigail Bradley	1974-05-23	—	—	3110 Church St, Mesa, AZ, 85210	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-51891	TPA	Raymond H Hanson	1990-05-20	—	7143911775	3321 Grand Ave, Atlanta, GA, 30388	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-60617	TPA	Edward George	1983-06-17	—	—	3180 Elm St, Austin, TX, 78742	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-50308	TPA	Dylan B Scott	1971-07-22	—	—	450 Pine Dr, Houston, TX, 77048	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61225	TPA	Wilson Denise	1987-11-14	—	—	420 Hillcrest Rd, San Diego, CA, 92171	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56442	TPA	Jacob Martinez	2005-03-05	—	—	922 Camelback Rd, Dallas, TX, 75258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60340	TPA	Rachel H Carr	1969-09-16	—	—	6128 Central Ave, Seattle, WA, 98165	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62829	TPA	Sharon Ruiz	1996-02-26	UHC-05868-02	6668856260	2788 Washington St, Tampa, FL	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
TPA-56406	TPA	Mariana Evans	1997-10-27	—	—	9718 River Rd, Nashville, TN, 37251	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-58418	TPA	Elizabeth Warren	1980-09-25	—	7464714608	8697 Washington St, Houston, TX	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
TPA-63624	TPA	Pamela Wheeler	1971-02-19	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
TPA-56836	TPA	Anna Fox	1995-06-05	—	—	8586 Central Ave, San Diego, CA, 92146	0.68	Name split from “Last, First”Email lower-cased Gender normalised Placeholder values cleared
TPA-61391	TPA	Lucia Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-58281	TPA	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-60789	TPA	Tyler B Wagner	1977-08-17	UHC-29723-33	4056658474	8116 Willow Ct, San Antonio, TX, 78239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-50546	TPA	Mark McDonald	1989-02-06	—	—	1238 Park Pl, Seattle, WA, 98192	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62169	TPA	Sofia Mitkhell	1969-05-08	—	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-55663	TPA	Judy Ortega	1963-10-09	—	9313430829	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57697	TPA	Jack Hart	2004-03-07	—	6623531282	5071 Hillcrest Rd, Plano, TX, 75086	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed

1,488 rows, page 18 of 30Previous Next