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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-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-64391	TPA	Joan Silva	1968-06-25	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-51552	TPA	Philip K George	1952-09-16	UHC-01483-44	7644815635	2537 Sage Ct, Jacksonville, FL, 32223	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
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-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-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-58182	TPA	Mei Cunningham	1985-07-19	—	—	6528 Meadow Ln, Charlotte, NC, 28215	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52289	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60116	TPA	Santiago Allen	1975-09-04	—	—	2932 Ocean Ave, Nashville, TN, 37213	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-64390	TPA	Mateo Black	1994-09-12	UHC-06260-45	—	1266 Jefferson Ave, Tucson, AZ, 85722	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62096	TPA	Mei Vasquez	1958-03-22	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57621	TPA	James Soto	2002-03-26	—	5302381197	7915 Meadow Ln, Atlanta, GA, 30342	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60407	TPA	Virginia Burton	1994-09-10	—	—	210 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-60733	TPA	Joseph Johnston	1950-10-17	—	—	1263 Central Ave, Scottsdale, AZ, 85273	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61555	TPA	Gloria Salazar	1943-01-13	—	—	944 Forest Ave, Orlando, FL, 32805	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
TPA-57657	TPA	Jerry Ramos	1974-10-07	—	3894092273	5136 Elm St, Sacramento, CA, 95880	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-63496	TPA	Albert Stephens	1990-04-16	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58115	TPA	Jack Williamson	1973-01-11	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59550	TPA	Helen Santiago	1959-06-06	—	—	9467 Spring St, Houston, TX, 77085	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59505	TPA	Teresa Chavez	1955-12-19	UHC-86083-05	8972857938	8567 Church St, Houston, TX, 77019	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
TPA-52144	TPA	Catherine Fosteer	1998-10-10	—	—	6272 River Rd, Miami, FL, 33115	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53461	TPA	Jose Perry	1967-07-03	—	9156935561	7548 Mountain View Dr, Fresno, CA, 93749	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62775	TPA	Susan Z Barnes	1999-01-17	—	2894137118	9887 Lincoln Way, Seattle, WA, 98149	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57984	TPA	Denise Padilla	1970-09-21	—	—	5052 Church St, Phoenix, AZ, 85080	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-55743	TPA	Anthony Lewis	1952-08-09	—	—	7328 Union St, Houston, TX, 77058	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63505	TPA	Harod Howell	1939-01-19	—	—	300 Washington St, Nashville, TN, 37219	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
TPA-59979	TPA	Frank Banks	1981-05-15	—	5343609093	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64413	TPA	Benjamin Olson	1977-02-25	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62671	TPA	Rebecca Estrada	1998-01-03	UHC-94735-59	—	9541 Jefferson Ave, Atlanta, GA, 30310	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50096	TPA	Deborah T Murray	2003-04-24	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63253	TPA	Martha Marquez	2002-07-06	—	—	6570 Mesa Dr, Phoenix, AZ, 85053	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61386	TPA	Amy Ruuiz	2005-04-11	—	2073820208	347 Indian School Rd, Gilbert, AZ, 85269	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-60997	TPA	Joe Ramos	1969-08-23	—	—	6532 Mountain View Dr, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53018	TPA	Steev Meer	1999-09-17	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-56492	TPA	Priya Y Schultz	1969-11-28	UHC-36322-49	4144723519	4149 Ocean Ave, Miami, FL, 33195	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51576	TPA	Nicole Wood	2002-05-07	UHC-81471-19	—	3460 Sage Ct, San Antonio, TX, 78286	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-61078	TPA	Madison Black	1995-03-09	—	—	5866 Sunset Blvd, Tucson, AZ, 85747	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-55200	TPA	Henry Yang	1987-12-03	—	—	4104 Highland Ave, Dallas, TX, 75298	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63300	TPA	Priya H Estrada	1980-01-15	UHC-63095-70	—	9798 Sage Ct, Columbus, OH, 43245	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61781	TPA	Ralph Jacobs	1999-04-07	—	—	1278 River Rd, Phoenix, AZ, 85090	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53800	TPA	Willie Webb	2006-09-24	—	3536897247	2644 Grand Ave, Tempe, AZ, 85211	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-50068	TPA	Maria Dvis	2007-03-12	UHC-35556-52	—	5103 Willow Ct, Tempe, AZ, 85247	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

5,750 rows, page 75 of 115Previous Next