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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59615	TPA	Julie Carroll	1953-12-25	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59975	TPA	Dennis Hill	1956-09-17	—	—	1492 Ridge Rd, Houston, TX, 77057	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59674	TPA	Juan Morrison	1942-06-03	—	8823937301	917 Cedar Ln, Jacksonville, FL, 32263	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-50018	TPA	Jeremy Franklin	1974-09-25	—	—	3588 Jefferson Ave, Houston, TX, 77063	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-59568	TPA	Stephen Mills	2006-12-22	—	6588782049	2771 Willow Ct, Nashville, TN, 37245	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52260	TPA	Billy Morgan	1977-10-28	—	—	2010 Union St, Denver, CO, 80224	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
TPA-50389	TPA	Marcus Wallace	—	—	—	7455 Palm Dr, Plano, TX, 75030	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-50150	TPA	Anna Stevens	1970-11-09	UHC-64371-85	—	582 Union St, Orlando, FL, 32828	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-63363	TPA	Austtin Li	1943-07-11	—	8143275055	4095 Bayshore Dr, Scottsdale, AZ, 85262	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50328	TPA	Gary Arnold	1996-08-01	—	7362148274	4541 Baseline Rd, Dallas, TX, 75246	0.68	Street suffix standardised Address re-cased State name converted to code 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-59535	TPA	Jeffrey Bradley	—	—	—	3300 Cedar Ln, Eden Prairie, MN, 55321	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
TPA-52125	TPA	Kayla Williamson	2008-07-14	—	—	9478 Jefferson Ave, Columbus, OH, 43221	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50976	TPA	Aaron Z Chapman	1967-06-11	—	8024873015	7379 Grand Ave, Minneapolis, MN	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
TPA-60391	TPA	Janet Hakins	1996-03-26	—	5695896314	7647 Mesa Dr, Tucson, AZ, 85704	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-63784	TPA	Terry Williams	1939-10-17	UHC-02175-32	—	9227 Cedar Ln # 409, Nashville, TN, 37268	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-57005	TPA	Alexander Johnston	2006-02-24	—	—	3793 Lake View Rd Apt 3, Gilbert, AZ, 85247	0.68	Unit split from street ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-56904	TPA	George F Salazar	—	—	—	1928 Palm Dr, San Antonio, TX, 78272	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
TPA-56793	TPA	Caterine Lawrence	1957-05-18	—	—	9836 Canyon Rd Apt 22, Chandler, AZ, 85249	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
TPA-53265	TPA	Vincent Meyer	2005-07-25	—	—	7588 Camelback Rd, Dallas, TX, 75251	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-58881	TPA	Jessica G Marquez	1995-02-23	—	—	2107 Sunset Blvd, Gilbert, AZ, 85212	0.68	Two-digit birth year Street suffix standardised Address re-cased 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-54198	TPA	Gerald Nichols	1956-12-02	—	—	592 Broadway, Los Angeles, CA, 90092	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-63785	TPA	Alexis Elliott	1965-02-04	—	—	9576 Cedar Ln, Atlanta, GA, 30344	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55667	TPA	Kimberly Mitchell	1945-05-18	—	5469420396	2928 Ridge Rd, Phoenix, AZ, 85096	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
TPA-58202	TPA	Sophia Roberts	1942-06-05	UHC-04642-04	—	3413 Valley View Dr, Austin, TX, 78720	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61895	TPA	Elijah Campbell	1959-10-22	—	—	—	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52546	TPA	Martha Austin	1992-04-23	—	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-60677	TPA	Sue Vazquez	2007-09-06	UHC-84134-22	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-56963	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56962	TPA	Judy Williams	1997-09-06	—	4322595626	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59354	TPA	Randy L Lawrence	—	—	—	9077 Oak St, Las Vegas, NV, 89131	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Placeholder values cleared
TPA-64041	TPA	Juan Y Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-61500	TPA	Danielle Palmer	2001-07-22	UHC-01567-87	—	9568 Maple Ave, San Diego, CA, 92162	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-53281	TPA	Sophia Back	2005-12-01	—	—	5644 Hillcrest Rd, Dallas, TX, 75255	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-56874	TPA	Maosn Wong	1991-01-03	—	—	4234 Willow Ct, Los Angeles, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63226	TPA	Ashley D Parker	1968-02-15	—	—	277 Park Pl, Tempe, AZ	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared
TPA-51000	TPA	Gerald Walsh	2000-04-07	—	—	8766 Forest Ave, Plano, TX, 75052	0.68	Street suffix standardised Address re-cased 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-50748	TPA	Jacob Diaz	1951-10-15	—	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53312	TPA	Bruce Sanchez	1966-12-13	UHC-67947-39	—	9891 Highland Ave # 771, Tempe, AZ, 85216	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
TPA-60436	TPA	Ronald West	2007-07-24	—	3499013255	1699 Union St, Minneapolis, MN, 55467	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-59770	TPA	Ruth Olson	1960-10-19	—	—	8833 Sage Ct, Seattle, WA, 98120	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-58058	TPA	Timothy P Castillo	1953-12-13	—	8052847670	3418 Baseline Rd, Tucson, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
TPA-63418	TPA	Daniel Davis	2004-12-08	UHC-43463-17	—	8632 Camelback Rd, Dallas, TX, 75272	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-56462	TPA	Jacob Watkins	1948-01-23	—	9825231742	1221 Church St, Fresno, CA, 93719	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53545	TPA	Megan Henry	1944-01-14	—	—	4325 Hillcrest Rd, Las Vegas, NV, 89153	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50156	TPA	Bobby C Gilbert	2001-02-27	—	—	6310 Grand Ave, Dallas, TX, 75253	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62729	TPA	Betty Stephens	2006-12-15	—	—	2735 Lincoln Way, Atlanta, GA, 30337	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-64437	TPA	Carlos Gardner	1963-10-26	—	—	503 Elm St, Columbus, OH, 43241	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared

14,135 rows, page 97 of 283Previous Next