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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51325	TPA	Richard Andrews	1990-08-18	—	—	5035 Pine Dr, Glendale, AZ, 85337	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59867	TPA	Danielle Lawrence	1983-10-12	—	7698663216	9652 Mesa Dr, Houston, TX, 77069	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
TPA-62728	TPA	Dylan Lynch	1999-03-16	—	—	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63201	TPA	Elijah Weaver	1999-02-26	—	—	8717 Main St, Atlanta, GA, 30388	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-54467	TPA	Gloria Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50199	TPA	Theresa Cooper	1980-01-11	UHC-54625-21	—	2097 Central Ave, Los Angeles, CA, 90040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51256	TPA	Elijha Porter	—	UHC-37005-15	—	1434 Canyon Rd, Columbus, OH, 43202	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-53279	TPA	Tyler Fernandez	1978-08-14	—	6672376826	4638 Mountain View Dr, Los Angeles, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-53745	TPA	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-60152	TPA	Amanda A West	1977-05-16	—	9244703483	4670 Lake View Rd, Charlotte, NC, 28286	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-60020	TPA	Bruce Wells	1977-11-17	—	—	7373 Pine Dr # 846, Charlotte, NC, 28233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-57584	TPA	Mark Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-54547	TPA	Judy Mtthews	1986-08-25	—	—	3336 Mountain View Dr, San Diego, CA, 92198	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-57827	TPA	Angela Gilbert	1964-01-11	—	—	336 Pine Dr, Miami, FL, 33162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53908	TPA	Christina Gonzalse	1963-11-26	—	6326063316	3686 Lake View Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60941	TPA	Ethan Wlch	1941-06-23	UHC-61196-41	—	9226 Lake View Rd # 443, Minneapolis, MN, 55409	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57867	TPA	Larry Lynch	1993-07-16	—	—	4992 Valley View Dr, San Antonio, TX, 78275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59954	TPA	Betty Cox	1944-01-01	—	—	3527 Central Ave, Jacksonville, FL, 32275	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-61022	TPA	Brandon V Clark	1990-07-05	—	—	2821 Apache Blvd, Plano, TX, 75002	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-63272	TPA	Chris Phillips	—	—	7283023079	3969 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Date of birth unreadable City re-cased ZIP missing+2 more
TPA-55606	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55169	TPA	Melissa Stephens	2004-04-03	—	—	2913 Sunset Blvd, Jacksonville, FL, 32280	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-51175	TPA	Christopher Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51176	TPA	Christopher Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56574	TPA	Jeremy Fernandeez	1942-06-17	—	4697208333	842 Church St, Charlotte, NC, 28265	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-55827	TPA	Lisa Mendez	1953-09-05	—	5005642611	9253 Jefferson Ave Apt 12, San Diego, CA, 92186	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-55421	TPA	Lawrence Watson	1995-10-04	—	—	9551 Camelback Rd # 710, Minneapolis, MN, 55483	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-56023	TPA	Jacqueline Wagner	1938-01-24	UHC-77881-56	—	4420 Sage Ct Apt 33, Miami, FL	0.64	Date of birth reformatted Unit split from street City re-cased State code upper-cased+2 more
TPA-52959	TPA	Willie L Martin	1951-09-19	—	3329874066	8414 Willow Ct, Nashville, TN, 37262	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60359	TPA	Ann Lawrence	—	—	—	8405 Apache Blvd, Miami, FL, 33125	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-60248	TPA	Robert P Mooore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-51131	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-51132	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-58447	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57357	TPA	Kelly Espinoza	1999-11-27	—	—	2936 Canyon Rd, Sacramento, CA, 95858	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-53040	TPA	Melissa C Salazar	1994-04-25	—	—	8316 Apache Blvd, Sacramento, CA, 95885	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-50968	TPA	Olivia Hart	1976-10-26	UHC-78547-45	8638372853	9622 Highland Ave, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61723	TPA	Susan Harris	1979-02-09	UHC-09269-29	—	7073 Willow Ct # 317, Scottsdale, AZ, 85247	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
TPA-53456	TPA	Gloria Kim	1953-04-30	—	4409054905	4694 Sunset Blvd, Tempe, AZ, 85237	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-51111	TPA	Sofia Li	1948-12-18	—	—	1674 Ridge Rd, Jacksonville, FL, 32294	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-51324	TPA	Jacqueline Herrera	1969-10-14	—	—	8269 Palm Dr, San Diego, CA, 92141	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-62039	TPA	John Freeman	1946-07-23	—	—	2736 Lake View Rd, San Antonio, TX, 78294	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-55177	TPA	Omar Simpson	1999-11-26	—	—	7949 Central Ave, Charlotte, NC, 28273	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-58770	TPA	Brian Walsh	1969-11-11	—	8335883813	8536 Union St, Tucson, AZ, 85733	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54062	TPA	Bradley Reynolds	1960-03-11	—	7287981520	3365 Elm St # 847, San Antonio, TX, 78211	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52207	TPA	Anna Martin	1966-05-02	UHC-56138-06	—	766 Park Pl, Chandler, AZ, 85261	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63471	TPA	Omar Espinoza	2006-08-05	—	—	9085 Baseline Rd, Chandler, AZ, 85253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55617	TPA	Emily Murray	1992-02-20	UHC-96474-99	—	8357 Spring St # 750, Charlotte, NC, 28293	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-56039	TPA	Pamela Gutierrez	2005-08-08	—	—	6224 Meadow Ln, Las Vegas, NV, 89191	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62570	TPA	George Munoz	1969-01-10	—	—	918 Sunset Blvd, San Diego, CA, 92170	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more

2,455 rows, page 15 of 50Previous Next