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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60090	TPA	Wayne Y Watkins	1997-09-27	—	—	2153 Ocean Ave, Seattle, WA, 98130	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64439	TPA	Juan Hall	1938-04-27	—	—	3867 Hillcrest Rd, Houston, TX, 77020	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58891	TPA	Wei B Miller	1949-03-27	—	—	3062 Camelback Rd, Phoenix, AZ, 85010	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53893	TPA	Noah Salazar	1994-03-03	—	9539753018	5710 Maple Ave, Jacksonville, FL, 32270	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64105	TPA	Yuki Freeman	1980-05-09	—	9495709197	7721 Camelback Rd, Nashville, TN, 37292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56517	TPA	Billy Little	2002-08-12	—	4874098197	5327 Canyon Rd, Columbus, OH, 43296	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52132	TPA	Julie Brooks	2000-01-15	—	8504289209	2139 Park Pl, Scottsdale, AZ, 85269	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54852	TPA	Hannah Silva	1987-12-06	—	5642976614	4027 Park Pl, Glendale, AZ, 85315	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57617	TPA	Nancy Hughes	1997-02-05	—	—	7424 Cedar Ln, Las Vegas, NV, 89131	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59522	TPA	Santiago Perkins	1972-01-21	UHC-86977-19	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59312	TPA	Carollyn Walker	1997-04-28	—	—	911 Mountain View Dr, Minneapolis, MN, 55471	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55776	TPA	Lucia Owens	2008-07-17	—	7122888900	4476 Pine Dr, Charlotte, NC, 28268	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51966	TPA	Joey Lewis	2005-04-10	—	—	1020 Cedar Ln, Scottsdale, AZ, 85227	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60707	TPA	Omar Obrien	1953-12-16	UHC-62805-80	—	8422 Washington St, San Diego, CA, 92135	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50750	TPA	Christian Robinson	1950-02-06	—	—	4202 Grand Ave, Denver, CO, 80293	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55454	TPA	Mei Lee	1996-04-03	—	—	850 Pine Dr, Atlanta, GA, 30397	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60234	TPA	Katherine Carpenter	1977-08-22	—	—	2630 Harbor Blvd, Tampa, FL, 33659	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55573	TPA	Kimberly Rooberts	1944-04-27	—	6697220304	5474 Indian School Rd, Atlanta, GA, 30369	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50864	TPA	Vincent Salazar	1995-11-20	—	—	5492 Meadow Ln, Eden Prairie, MN, 55335	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55988	TPA	Tyler Medina	1990-10-01	—	—	3212 Grand Ave, Mesa, AZ, 85282	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62255	TPA	Madison Nichols	1945-06-25	—	—	9777 Desert Sky Blvd, Jacksonville, FL, 32201	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58093	TPA	Lawrence George	1996-12-12	—	—	6604 Indian School Rd, Fresno, CA, 93721	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51472	TPA	Brian Castillo	1966-06-21	—	3507824371	5969 Willow Ct, Austin, TX, 78750	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58387	TPA	Austin Li	1962-04-04	—	—	3597 Spring St, Plano, TX, 75029	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53112	TPA	Allen Gloria	1992-09-12	UHC-83991-66	—	6590 Lake View Rd, Austin, TX, 78719	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52500	TPA	Sharon Lynch	1977-12-04	—	—	8452 Desert Sky Blvd, Miami, FL, 33157	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57333	TPA	Pamela Sanders	1960-06-02	—	—	4856 Mountain View Dr, Chandler, AZ, 85272	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52740	TPA	Jean Kelly	2007-01-26	UHC-07294-32	—	1655 Cedar Ln, Chandler, AZ, 85271	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-51535	TPA	Joe Wang	1976-04-25	—	8153047222	7202 River Rd, San Diego, CA, 92172	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55307	TPA	Beverly Thompson	1943-05-13	—	7834378640	260 Park Pl, Nashville, TN, 37280	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55443	TPA	Ann Morales	1982-03-06	—	—	3142 Park Pl, Austin, TX, 78773	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62287	TPA	Carol E Stevens	1947-08-14	—	—	5527 Highland Ave, Eden Prairie, MN, 55321	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61107	TPA	Wei Knight	2003-01-13	—	—	5983 Harbor Blvd, Minneapolis, MN, 55440	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64153	TPA	Paul Gutierrez	1949-04-03	—	—	1811 Mountain View Dr, Chandler, AZ, 85263	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59671	TPA	Mary Guzman	2000-03-27	UHC-44249-22	—	1636 Pine Dr, Las Vegas, NV, 89111	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56356	TPA	Bryan Flores	1958-05-09	—	—	8892 River Rd, Mesa, AZ, 85222	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57895	TPA	Diane Contreras	1963-08-17	—	—	7134 Sage Ct, Fresno, CA, 93704	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56368	TPA	Nicole Banks	1996-12-26	—	—	2517 Mountain View Dr, Mesa, AZ, 85200	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53478	TPA	Randy Jckson	1947-02-11	—	—	8583 Central Ave, Miami, FL, 33133	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54182	TPA	Marcus Jacobs	2004-09-07	—	3787405430	3489 Church St, Phoenix, AZ, 85072	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58492	TPA	Jason Herrera	1956-10-03	—	6032629224	6182 Baseline Rd, Gilbert, AZ, 85252	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50365	TPA	Charlotte Pierce	1954-07-02	—	4733868810	8633 Ridge Rd, Eden Prairie, MN, 55358	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58443	TPA	David Yang	1991-09-02	—	—	1276 Baseline Rd, Atlanta, GA, 30337	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61907	TPA	Ahmed Vega	1953-09-25	—	9773600860	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52215	TPA	Alan Aguilar	1941-11-05	UHC-72077-72	—	7777 Hillcrest Rd, Miami, FL, 33170	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53215	TPA	Emily V Spencer	2002-01-14	UHC-55914-20	—	7951 Bayshore Dr, Los Angeles, CA, 90029	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57844	TPA	Jordan Mitchell	1999-01-13	—	—	882 Lake View Rd, Dallas, TX, 75281	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63545	TPA	Logan Silva	1957-07-14	UHC-62864-84	—	8826 Church St, Seattle, WA, 98183	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54264	TPA	Kimberly Hernandez	1979-10-17	—	7288066834	1697 Desert Sky Blvd, Chandler, AZ, 85254	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63161	TPA	Ashley Fowler	1962-02-21	—	—	827 Washington St, Fresno, CA, 93789	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

7,767 rows, page 145 of 156Previous Next