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-53666	TPA	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-64271	TPA	Jonathan Schultz	1945-06-08	—	—	3118 Pine Dr, Charlotte, NC, 28298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56127	TPA	Priya O Gonzales	1946-02-20	—	6446722901	8243 Hillcrest Rd, Nashville, TN, 37281	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51521	TPA	Betty Alvarez	1972-04-14	—	—	5477 Mountain View Dr, Scottsdale, AZ, 85223	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58037	TPA	Ronald Price	1983-08-01	—	—	280 Spring St, Gilbert, AZ, 85200	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-53363	TPA	Luis Burns	2000-08-08	—	—	3270 Oak St, Denver, CO, 80219	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60255	TPA	Janet Dixon	2007-10-04	—	—	2945 Lincoln Way, Houston, TX, 77078	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56946	TPA	Eric Q Andrews	1996-10-25	—	—	9487 Apache Blvd, Glendale, AZ, 85348	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57800	TPA	Helen Bailey	1953-03-28	UHC-99440-30	—	6658 Maple Ave, Seattle, WA, 98172	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-58019	TPA	Harold K Mejia	1969-10-17	—	5163320294	2037 Desert Sky Blvd, Las Vegas, NV, 89109	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55073	TPA	Linda Smith	1989-09-17	—	8909450678	6905 Hillcrest Rd, Tempe, AZ, 85222	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59458	TPA	Megan Berry	1943-10-26	—	7057694309	6422 Highland Ave, Sacramento, CA, 95888	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59852	TPA	Frank Fernandez	1960-04-04	UHC-46561-13	—	6763 Mesa Dr, Glendale, AZ, 85323	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62816	TPA	Matoe Welch	1945-11-08	—	—	5941 Apache Blvd, San Antonio, TX, 78279	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52777	TPA	Arjun Sanders	1961-05-25	UHC-60332-28	—	1118 Oak St, Miami, FL, 33190	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56928	TPA	Karen Woods	1944-07-03	—	—	9357 Indian School Rd, Plano, TX, 75014	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55013	TPA	Billy Alexander	1946-04-05	UHC-77283-87	4814817040	1182 Central Ave, Tampa, FL, 33694	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-64416	TPA	Frances Meyer	1984-11-08	—	—	4342 Main St, Phoenix, AZ, 85091	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58323	TPA	Larry Chapman	1981-11-16	—	—	3349 Union St, Eden Prairie, MN, 55390	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-62201	TPA	Albert Hoffman	1967-12-23	—	—	3682 Pine Dr, San Diego, CA, 92153	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57046	TPA	Serah Singh	1940-12-15	—	4785488691	220 Broadway Apt 20, Jacksonville, FL, 32214	0.80	Name re-cased Unit split from street Address re-cased Placeholder values cleared
TPA-59162	TPA	Noah Hall	1967-05-02	—	—	8762 Desert Sky Blvd, Tampa, FL, 33644	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63067	TPA	Luis Nichols	1975-08-02	—	—	7229 Union St, Seattle, WA, 98198	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50752	TPA	Samantha N Hughes	2003-06-15	—	6099989792	3646 Meadow Ln, Gilbert, AZ, 85293	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54958	TPA	Willam Z Coleman	2004-12-19	—	—	2790 Forest Ave, Mesa, AZ, 85200	0.80	Date of birth reformatted State name converted to code Plan code upper-cased Placeholder values cleared
TPA-58394	TPA	Amber Fernandez	1970-08-14	—	—	3495 Hillcrest Rd, San Diego, CA, 92129	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62334	TPA	Diego Ray	1979-07-24	—	—	203 Union St, Phoenix, AZ, 85011	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58931	TPA	Christopher Ortega	2006-06-19	UHC-06039-73	6253350169	9815 Bayshore Dr, Charlotte, NC, 28268	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-59436	TPA	Ronald Guerrero	1953-09-22	UHC-63884-96	8149949320	8347 Market St, Scottsdale, AZ, 85262	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63652	TPA	Christopher Yang	1961-08-27	—	—	6043 Church St, Chandler, AZ	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64391	TPA	Joan Silva	1968-06-25	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-51008	TPA	Terry B Kelley	1963-01-07	—	—	8993 Camelback Rd, Tempe, AZ, 85223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64282	TPA	Roy James	1967-08-14	—	2083171681	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62887	TPA	Susan Hanson	1982-10-01	—	—	4755 Maple Ave, Minneapolis, MN, 55488	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63220	TPA	Alice Mendez	1992-04-02	—	—	3762 Jefferson Ave, Orlando, FL, 32851	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51243	TPA	Jerrry Murray	1986-02-06	UHC-55351-47	—	7532 Cedar Ln, Nashville, TN, 37277	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63324	TPA	Michael George	1955-06-24	UHC-92579-34	—	3589 Baseline Rd, Miami, FL, 33173	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-55344	TPA	Carl Cole	1962-09-09	—	3319963046	7658 Oak St, Austin, TX, 78776	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53068	TPA	Donna Padilla	1951-10-28	—	—	6322 Bayshore Dr Apt 9, Sacramento, CA, 95875	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
TPA-51053	TPA	Peter Roberts	1988-04-11	UHC-41456-86	4076290973	—	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-60245	TPA	Richard Hansen	1959-10-08	—	3505892402	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57239	TPA	Aisha X Gibson	1941-12-19	—	8773634795	3743 Church St, Atlanta, GA, 30359	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-51641	TPA	Mariana G Bradley	1961-08-08	—	7159317768	3194 Sunset Blvd, Seattle, WA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
TPA-52338	TPA	Amy Washngton	1963-07-27	UHC-41659-76	—	8281 Mountain View Dr, Fresno, CA, 93710	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59430	TPA	Julie Vasquez	1944-08-01	—	—	4713 Jefferson Ave, Tampa, FL, 33613	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58288	TPA	Kathryn Mills	2008-02-24	—	—	2641 Ocean Ave, Miami, FL, 33111	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58383	TPA	Aisha Morrison	2006-04-13	—	—	3540 Maple Ave, Houston, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59222	TPA	Stephanie Harper	1964-06-15	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-56802	TPA	William Wright	1999-12-01	—	—	5224 Apache Blvd, Fresno, CA, 93732	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55513	TPA	Arjun Lucas	2003-05-25	—	—	5737 Market St, Tempe, AZ, 85288	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

14,135 rows, page 169 of 283Previous Next