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-64056	TPA	Natalie Vazquez	1974-09-11	—	2645313082	8208 Main St, Nashville, TN, 37244	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59455	TPA	William Clark	1986-07-21	—	—	7594 Cedar Ln, Tampa, FL, 33680	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63487	TPA	Janet Hawkins	1947-06-21	—	7834554394	2446 Indian School Rd, Seattle, WA, 98147	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-63486	TPA	Janet Hawkins	1947-06-21	—	7834554394	2446 Indian School Rd, Seattle, WA, 98147	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-56579	TPA	Andrea Ruiz	1988-04-27	—	4356946150	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-51855	TPA	Melissa Thompson	1976-02-10	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-53319	TPA	Ahmed Sanders	1950-04-11	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-55944	TPA	Mary Jacobs	1983-06-07	—	—	4376 Elm St, San Antonio, TX, 78234	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52882	TPA	Brian Nunez	1966-01-09	—	—	8089 Sunset Blvd, Las Vegas, NV, 89166	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60634	TPA	Ann Sims	1960-10-04	—	—	7084 Elm St, Nashville, TN, 37232	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-63007	TPA	Dylan Russell	1950-01-20	—	—	875 Camelback Rd, Fresno, CA, 93795	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-57923	TPA	Andrew Simmons	1996-11-15	—	4038688829	1958 Valley View Dr, Denver, CO, 80241	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62871	TPA	Jose Jensen	1939-09-04	—	—	4470 Church St, Mesa, AZ, 85243	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63889	TPA	Nathan Shaw	2003-08-10	—	—	9411 Willow Ct, Miami, FL, 33164	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54376	TPA	Cynthia Contreras	1978-03-06	—	—	4353 Washington St, Phoenix, AZ, 85043	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54435	TPA	Araon Cruz	2008-01-18	—	5962960753	7271 Jefferson Ave, Phoenix, AZ, 85091	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-64175	TPA	Adam Schmidt	1973-02-12	—	—	3416 Palm Dr, Orlando, FL, 32827	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54392	TPA	Betty Ellis	1999-10-26	—	—	8398 Market St, Minneapolis, MN, 55437	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-60125	TPA	Bryan Robertts	1938-07-04	—	—	6377 Indian School Rd, Tempe, AZ, 85256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56723	TPA	Danielle Sims	1961-10-28	—	—	3165 Willow Ct, Tampa, FL, 33607	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52109	TPA	Linda Padilla	1947-02-20	UHC-69153-86	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-61704	TPA	Ahmed Hoffman	1978-02-08	—	—	7858 Spring St, Gilbert, AZ, 85296	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56173	TPA	Philip Gonzalez	1948-06-04	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54703	TPA	Virginia Freeman	1960-09-05	—	4076903566	9052 Cedar Ln, Nashville, TN, 37275	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-55212	TPA	Juan Singh	1968-07-02	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-56629	TPA	Dennis Mendoza	1983-03-10	UHC-19611-28	—	2596 Ocean Ave, Phoenix, AZ, 85016	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-63530	TPA	Jack Torres	1949-02-10	—	—	110 Spring St, Nashville, TN, 37271	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-58913	TPA	Elijah Williamson	1989-12-24	—	—	868 Union St, Seattle, WA, 98134	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55735	TPA	Brandon Kim	—	—	—	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-57349	TPA	Kimberly Payne	1942-04-07	—	—	4517 Bayshore Dr, Jacksonville, FL, 32253	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57073	TPA	Evelyn Elliott	1949-01-12	—	—	5279 Pine Dr, Houston, TX, 77046	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61326	TPA	Wayne Perkins	1943-09-07	—	—	5373 Highland Ave, Mesa, AZ, 85212	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-61168	TPA	Santiago Baker	1991-02-27	—	—	3643 Park Pl, Los Angeles, CA, 90027	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-50854	TPA	Beverly Ramos	1944-03-10	—	9183627716	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55948	TPA	Noah Padilla	1984-09-20	—	—	5201 Highland Ave, Austin, TX, 78774	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-62479	TPA	Austin Welch	1963-04-23	—	—	278 Palm Dr, Gilbert, AZ, 85277	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-50603	TPA	Edward Perez	1969-07-23	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56709	TPA	Barbara Carter	1941-08-17	—	—	5676 Ridge Rd, Chandler, AZ, 85290	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58994	TPA	Jennifer Watkins	1993-04-21	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-62359	TPA	Joe Morgan	1965-07-21	—	—	8689 Church St, Sacramento, CA, 95873	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62459	TPA	Sam Warren	2003-06-02	—	2472459264	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-63182	TPA	Lauren Sullivan	1938-07-08	—	—	1058 Spring St # 265, Miami, FL, 33158	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-54589	TPA	Juan Santos	—	—	—	9303 Central Ave, Nashville, TN, 37231	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-64146	TPA	Kevin Hughes	1944-07-02	—	—	7328 Bayshore Dr, Glendale, AZ, 85319	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52965	TPA	Philip Peterson	1938-11-21	—	—	7400 Sage Ct, Houston, TX, 77021	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-56813	TPA	Megan Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO, 80218	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60538	TPA	Sandra Reed	1985-04-05	—	4217610275	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-57656	TPA	Judy Pierce	1991-02-15	—	—	2875 Maple Ave, San Antonio, TX, 78239	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-57921	TPA	John Hicks	1965-03-05	—	—	5013 Sage Ct, Miami, FL, 33176	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51529	TPA	Amy Ryan	2000-09-03	—	—	7338 Elm St, Charlotte, NC, 28204	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared

14,135 rows, page 209 of 283Previous Next