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-56162	TPA	Amber Miller	1953-10-09	—	—	5844 Baseline Rd, Columbus, OH, 43292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54169	TPA	Donald Vazquez	1960-05-26	—	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52848	TPA	Ethan Wilson	1974-12-05	—	—	7519 Lake View Rd, Phoenix, AZ, 85083	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57611	TPA	Sophia Larson	—	—	—	6801 Washington St, Tempe, AZ, 85263	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-55879	TPA	Scott Rose	1985-06-01	—	—	954 Canyon Rd Apt 12, San Diego, CA, 92102	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54068	TPA	Sophia O Cunningham	1973-05-01	—	9494144183	3898 Sunset Blvd, Seattle, WA, 98150	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61876	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52952	TPA	Emma Snyder	1987-01-06	UHC-72226-83	—	9645 Washington St, Chandler, AZ, 85242	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57478	TPA	Albert Nelson	1942-10-10	—	5446530671	4813 Central Ave, Las Vegas, NV, 89140	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-64348	TPA	Joe Martin	2008-02-18	—	—	9024 Bayshore Dr, Minneapolis, MN, 55483	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58789	TPA	Wayne Davis	1956-05-25	—	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61279	TPA	Angela Vargas	—	—	—	1565 Ridge Rd, Seattle, WA, 98121	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-50822	TPA	Richard Medina	1981-07-21	—	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+2 more
TPA-54377	TPA	Cynthia OJunk	1978-03-06	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59230	TPA	Peter Fowler	1990-09-28	—	—	1031 Central Ave, Mesa, AZ, 85243	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63169	TPA	Mark Parker	1995-01-16	—	—	5873 Mountain View Dr, Atlanta, GA, 30396	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56064	TPA	Alexander V Williamson	—	—	7166095209	5393 Ridge Rd, Las Vegas, NV, 89146	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61254	TPA	Roger Hawkins	1973-01-24	—	—	1000 Baseline Rd, Las Vegas, NV, 89173	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53747	TPA	Susan Sims	1958-07-18	—	—	2297 Elm St, Austin, TX, 78742	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56876	TPA	Helen Vega	1965-02-17	UHC-30224-19	7636033215	6800 Ocean Ave, Gilbert, AZ, 85257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53625	TPA	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51031	TPA	James Chen	1961-02-13	—	—	2201 River Rd, Tucson, AZ, 85704	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63792	TPA	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60994	TPA	Omar Ros	1953-05-22	—	—	8413 Canyon Rd, Columbus, OH, 43215	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52348	TPA	Sophia Hughs	2006-11-23	—	—	2143 Bayshore Dr, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60651	TPA	John Weber	1984-05-24	—	—	4227 Washington St, Houston, TX, 77026	0.64	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-62510	TPA	Jerry Snyder	2003-07-14	—	—	2995 Ridge Rd, Fresno, CA, 93791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53730	TPA	Mei Jackson	2002-05-19	—	—	3669 Market St, Mesa, AZ, 85225	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63718	TPA	Richard Espinoza	1964-11-08	—	—	2138 Spring St, Sacramento, CA, 95882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53967	TPA	Randy Washington	1956-04-20	—	2258325116	7571 Camelback Rd, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57036	TPA	Lori George	1947-08-05	—	—	6812 Broadway # 590, Tempe, AZ	0.64	Name re-cased Unit split from street Address re-cased ZIP missing+2 more
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-60883	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60884	TPA	Joyce Sanchez	1966-10-24	—	—	2620 Market St # 661, Las Vegas, NV, 89104	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61716	TPA	Ralph G Estrada	1976-01-02	UHC-70370-72	9007198209	4738 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54163	TPA	Jessica Bennett	1991-05-02	—	—	5439 Camelback Rd, Denver, CO, 80206	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53070	TPA	Christian Walker	1970-03-18	—	2196102158	2675 Pine Dr, Tampa, FL, 33688	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56087	TPA	Theresa A Cook	1987-01-13	—	—	8803 Mountain View Dr, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59582	TPA	Tim Sullivan	1992-05-26	UHC-76596-84	3903477696	5317 Washington St, Charlotte, NC, 28214	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63081	TPA	Mary Taylor	2000-02-17	—	—	7667 Bayshore Dr, Minneapolis, MN, 55400	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52035	TPA	Olivia Padilla	1998-05-26	—	6444014155	9203 River Rd, San Diego, CA, 92139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53062	TPA	Sarah Warren	1958-09-27	—	—	9367 Church St, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-55061	TPA	Joe Adams	2008-05-04	—	5666361327	2370 Canyon Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54684	TPA	Grace H Ross	1985-12-22	—	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58233	TPA	Gary Taylor	1950-05-21	—	9676200728	6786 Main St, Phoenix, AZ, 85016	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57505	TPA	Jean Andrews	1940-07-07	—	—	4756 Jefferson Ave, Miami, FL, 33151	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-54864	TPA	Sandra N Snyder	1952-02-28	UHC-06644-60	—	3716 Washington St, Las Vegas, NV, 89140	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60230	TPA	Michelle Mendez	1967-12-20	—	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61287	TPA	Paul O Richards	1967-04-11	—	4193047267	5432 Pine Dr, Las Vegas, NV, 89141	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63566	TPA	Fatima Schmidt	—	—	—	6559 Highland Ave, Los Angeles, CA, 90068	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more

5,750 rows, page 24 of 115Previous Next