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-61048	TPA	Maria Taylor	1987-06-06	—	—	2393 Valley View Dr, Fresno, CA, 93732	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62992	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62993	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63651	TPA	Richard Robertson	1966-12-04	—	—	7513 Mesa Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62525	TPA	Scott Kelley	1995-07-25	UHC-50527-90	7095904912	9189 Canyon Rd, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61538	TPA	Douglas Edwards	1960-12-22	—	7007170680	5647 Maple Ave, Scottsdale, AZ, 85244	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-64398	TPA	Ana Howell	1940-02-13	—	—	8360 Pine Dr, Minneapolis, MN, 55497	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56989	TPA	Nathan Estrada	1946-10-02	UHC-05405-17	5078249746	5744 Washington St, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61396	TPA	Gary Torres	1950-01-13	—	—	3540 Harbor Blvd, Chandler, AZ, 85287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58210	TPA	Ethan Davis	1973-12-20	—	6292019441	6281 River Rd, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57819	TPA	Adam Reyes	2000-06-15	—	—	4390 Church St, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60142	TPA	Steve Maldonado	1985-04-19	—	—	1352 Desert Sky Blvd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61016	TPA	Luis Cruz	1945-09-05	—	—	8064 Park Pl, Orlando, FL, 32811	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55749	TPA	Natalie Moore	1940-10-09	—	—	4797 Cedar Ln, Glendale, AZ, 85322	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58082	TPA	Camila Ramos	1952-05-01	—	3156815432	8909 Market St, Charlotte, NC, 28213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-51824	TPA	Jonathan Richards	1968-09-07	—	6914342207	4292 Camelback Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61619	TPA	Gloria Alvarez	1956-09-04	—	4842154398	6186 Ocean Ave, Denver, CO, 80241	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-56493	TPA	Carl Watson	1947-06-14	—	—	7251 Washington St, Seattle, WA, 98189	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-64315	TPA	Carl Simmons	2003-03-11	UHC-25020-08	—	5222 Ocean Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60712	TPA	Nathan Payne	1974-09-14	—	—	8774 Canyon Rd, San Antonio, TX, 78299	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
TPA-60064	TPA	Angela D Carlson	1968-09-22	—	7955642339	4333 Church St, Seattle, WA, 98134	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-54214	TPA	Donna Coleman	1924-10-15	—	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52303	TPA	Megan Watkins	1997-10-10	UHC-36574-72	2086708343	2995 Mountain View Dr, San Diego, CA, 92132	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63842	TPA	Carl Sims	1963-06-26	—	—	3056 Indian School Rd, Tucson, AZ, 85781	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-61209	TPA	Isabella Rede	1960-09-07	—	—	7712 Jefferson Ave, Tempe, AZ, 85212	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63986	TPA	Alice Sullivan	1994-08-01	—	5434893307	9252 Jefferson Ave, Gilbert, AZ, 85275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54022	TPA	Sam Spencer	1959-02-23	—	—	1630 Lake View Rd, Dallas, TX, 75202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50948	TPA	Stephen E Mason	1949-01-20	UHC-11372-10	—	5037 Ocean Ave, Columbus, OH, 43224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59962	TPA	Richard Bennett	1991-07-15	—	—	7321 River Rd, Tempe, AZ, 85265	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51119	TPA	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave Apt 38, Minneapolis, MN, 55458	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-51813	TPA	Mei Mroris	1961-01-21	UHC-84477-97	7234983223	4799 Central Ave, Sacramento, CA, 95860	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59487	TPA	Natalie Johnson	1968-10-03	—	—	3759 Forest Ave, Mesa, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61141	TPA	Russell Powell	1943-08-05	—	—	259 Union St, Miami, FL, 33168	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57433	TPA	Sophia Watkins	1947-12-21	—	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55171	TPA	Melissa J Jordan	1981-10-21	—	—	1628 Central Ave Apt 9, Mesa, AZ, 85235	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-51869	TPA	Andrea Vazquez	1978-06-12	—	—	8128 Park Pl, Sacramento, CA, 95825	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61573	TPA	Anna Payne	1966-11-27	—	4408977065	3257 Market St, Austin, TX, 78786	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
TPA-56103	TPA	Margaret Hut	1941-10-25	—	—	8780 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54927	TPA	Isabella Jimenez	1993-02-04	—	3736267813	6914 Mesa Dr # 405, Minneapolis, MN, 55470	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61986	TPA	Santiago Sandoval	1958-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57130	TPA	Andrea X Collins	1994-03-03	—	—	4578 Market St, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50466	TPA	Harold Lawsoon	2007-10-22	—	—	4766 Bayshore Dr, San Antonio, TX, 78291	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59896	TPA	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57048	TPA	Yuki Marquez	1975-11-13	—	—	5165 Mountain View Dr, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61380	TPA	Doris Kelly	1957-03-07	—	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56883	TPA	Mateo Coleman	1963-10-03	—	9149432078	7528 Lincoln Way, Glendale, AZ, 85303	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57277	TPA	Stephanie Lane	1941-06-10	—	—	7072 Baseline Rd, Atlanta, GA, 30315	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53936	TPA	Grace Hill	1995-03-20	—	—	8723 Harbor Blvd, Plano, TX, 75086	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51880	TPA	Garald Robertson	—	—	6175138326	4482 Grand Ave # 370, San Antonio, TX, 78251	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
TPA-53354	TPA	Eric Bannks	1956-02-08	—	9595534496	776 Central Ave, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

5,750 rows, page 28 of 115Previous Next