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-53092	TPA	Bobby Jordan	1948-01-10	—	—	8985 Valley View Dr, Dallas, TX, 75295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-63537	TPA	Diego Warren	1994-10-28	—	—	8476 Palm Dr, Chandler, AZ, 85210	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-60630	TPA	Sofia Walkre	1997-10-01	—	—	3784 Oak St, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
TPA-58909	TPA	Mateo Simpson	1977-01-14	UHC-30934-66	5124901471	5376 Broadway, Los Angeles, CA, 90018	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-58566	TPA	Jerry Lane	1949-10-23	—	—	2060 Ocean Ave, Orlando, FL, 32820	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed
TPA-61064	TPA	Martha Y Dixno	2007-02-09	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50053	TPA	Nathan Q Yang	1989-12-19	—	—	7436 River Rd Apt 16, Seattle, WA, 98190	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
TPA-50949	TPA	Larry Bryant	1996-10-10	UHC-63283-73	—	3207 Camelback Rd, Las Vegas, NV, 89148	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-52204	TPA	Joyce Q Gibson	1984-04-10	—	—	2946 Ocean Ave, Las Vegas, NV, 89113	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-55116	TPA	Frank Moreno	1941-03-07	—	—	2391 Lincoln Way # 874, Sacramento, CA, 95806	0.68	Date of birth reformatted Phone missing area code Unit split from street Placeholder values cleared
TPA-53648	TPA	Alice B Owens	1997-06-09	—	—	—	0.68	Middle initial moved out of first name Date of birth reformatted Gender normalised Placeholder values cleared
TPA-58219	TPA	Douglas Day	1946-08-13	—	—	3209 Washington St, Orlando, FL, 32814	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-62325	TPA	Aaron Knight	1983-07-13	UHC-95721-09	—	8293 Spring St, Nashville, TN, 37219	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-51363	TPA	Joe Stephens	1975-03-11	—	3118285793	302 Church St, Columbus, OH, 43237	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-61387	TPA	Donald Santiago	2003-08-02	—	5392213150	4272 Harbor Blvd, Miami, FL	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing
TPA-53796	TPA	Ketherine Williamson	1999-08-27	—	—	6785 Sunset Blvd, Tucson, AZ	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-59989	TPA	Mateo Ray	2006-10-13	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-62393	TPA	Black Evelyn	1953-10-02	—	—	8411 Union St, Columbus, OH, 43228	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-62936	TPA	Austin Jensen	1945-08-06	—	—	6006 Church St, San Diego, CA	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
TPA-50594	TPA	Cynthia Hansen	1971-01-22	UHC-95339-89	—	388 Cedar Ln, Tucson, AZ, 85748	0.68	Date of birth reformatted Phone missing area code Gender normalised Plan code upper-cased
TPA-57891	TPA	Betty Paetl	1959-02-07	UHC-54842-23	7427794631	1321 River Rd Apt 2, Charlotte, NC, 28291	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
TPA-64302	TPA	Juan Wallace	1954-02-27	UHC-92362-72	—	5508 Union St, Columbus, OH, 43254	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
TPA-61999	TPA	—Junk	1960-03-21	—	9596542063	—	0.68	Date of birth reformatted Phone reformatted Gender normalised No usable name (quarantined)
TPA-55463	TPA	Amy Wiliamson	1982-11-20	—	—	7943 Desert Sky Blvd, Jacksonville, FL, 32201	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
TPA-57609	TPA	Andrea Anderson	1945-09-25	—	—	1436 Cedar Ln, San Antonio, TX, 78250	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
TPA-61701	TPA	Tyler Patel	1955-10-09	UHC-72738-99	—	2695 Hillcrest Rd, Dallas, TX	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
TPA-62594	TPA	Helen Snyder	1967-06-25	—	—	4492 Ridge Rd, Atlanta, GA, 30333	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-64248	TPA	Denise Mills	1982-03-24	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-56083	TPA	Cheryl Cruz	1952-05-01	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63760	TPA	Jordan Munoz	2007-05-27	UHC-45378-23	—	4852 Mountain View Dr, Mesa, AZ, 85211	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
TPA-60561	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-51707	TPA	Brian Bishop	1959-01-02	—	2383251453	1478 Lincoln Way, Plano, TX, 75057	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57932	TPA	Roger Arnold	2005-06-25	—	—	2065 Lake View Rd, Denver, CO, 80213	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-60048	TPA	Gabriel Price	1959-11-11	—	7559818132	9889 Washington St, Minneapolis, MN, 55445	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63988	TPA	Jacqueline V Richards	2004-09-10	—	3352060718	2754 Main St, Dallas, TX, 75298	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-64062	TPA	Charles Stevens	2004-01-25	—	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59794	TPA	Jacob C Anderson	1939-07-06	—	5025547768	2590 Maple Ave, Seattle, WA, 98194	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-52214	TPA	Alan M Aguilar	1941-11-05	—	5943606724	7777 Hillcrest Rd, Miami, FL, 33170	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61247	TPA	Kathleen Jordan	1993-05-20	—	4562653540	5168 River Rd, Houston, TX, 77026	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58772	TPA	Lawrence Jackson	1972-10-08	—	4302933514	3008 Ocean Ave, Austin, TX, 78710	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62232	TPA	Wayne Fernandez	1941-12-03	—	4989514706	6873 Canyon Rd, Jacksonville, FL, 32269	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56520	TPA	Nancy Espinoza	2008-09-01	UHC-65433-82	7777289344	3498 Apache Blvd, Phoenix, AZ, 85038	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-61836	TPA	Angela Ellis	1949-03-02	—	4463762583	9545 Apache Blvd, Fresno, CA, 93761	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59718	TPA	Bruce Little	1939-07-09	—	7795054597	5733 Baseline Rd, Los Angeles, CA, 90043	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52554	TPA	Kelly Wong	2007-06-01	—	5664562492	7943 Pine Dr, Dallas, TX, 75262	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52147	TPA	Jessica Torres	1971-07-02	UHC-04919-14	7079164172	1126 Elm St, Atlanta, GA, 30368	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50164	TPA	David T Padilla	1952-11-13	—	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59783	TPA	Henry Burtn	1978-07-11	—	6458435996	1268 Cedar Ln, Charlotte, NC, 28206	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61648	TPA	Carlos Cllark	1975-12-08	—	6917465857	3497 Church St, Miami, FL, 33184	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64239	TPA	Lauren Willis	1968-03-04	—	—	3496 Ridge Rd, Seattle, WA, 98199	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

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