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

Claims, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406581	CLM	Nancy Wright	1957-08-22	UHC-99348-62	—	4434 Canyon Rd, Tempe, AZ, 85241	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-425760	CLM	Abbigail Morrison	1950-04-01	UHC-09145-97	—	928 Bayshore Dr, Minneapolis, MN, 55448	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-420437	CLM	Ronald Ellis	2007-01-06	—	—	1443 Apache Blvd, Denver, CO, 80260	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-403735	CLM	Munoz Jeremy	2005-08-02	UHC-17752-21	—	4774 Spring St, Seattle, WA, 98182	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423466	CLM	Ana Thomas	1983-07-19	—	3284916761	8738 Camelback Rd, Scottsdale, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419431	CLM	Christine Stevens	1983-06-13	—	4159441739	9540 Broadway, San Antonio, TX, 78215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+3 more
CLM-410161	CLM	Alexander Carpenter	1948-07-15	UHC-30993-74	—	1607 Oak St, Orlando, FL, 32811	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417835	CLM	Hannah Z Porter	1991-06-15	UHC-63800-64	3564612216	5730 Palm Dr, Miami, FL, 33199	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413363	CLM	Andrew Ramos	1951-09-27	—	—	2590 Market St, Dallas, TX, 75211	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-417478	CLM	Willie R Woods	1981-12-09	—	2994757233	9597 Main St, Austin, TX, 78752	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432209	CLM	Raymond Maldonado	1969-10-23	UHC-59420-59	—	4552 Market St, Columbus, OH, 43285	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400070	CLM	Ambber Wells	1979-06-25	—	2665950799	299 Meadow Ln, Houston, TX, 77014	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407691	CLM	Eugene H Kelly	1976-07-07	UHC-59154-82	—	1751 Valley View Dr, Miami, FL, 33148	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-406860	CLM	Green Luis	1980-09-23	—	8744117899	1792 Mountain View Dr, San Antonio, TX, 78270	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
CLM-431320	CLM	Joe Thomas	2007-03-01	UHC-54570-05	7639533045	8252 Main St, Plano, TX, 75033	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422395	CLM	Joshua Payne	1938-09-03	—	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-410833	CLM	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave # 267, Tampa, FL, 33615	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429941	CLM	Patrick Sanders	2005-09-06	—	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415269	CLM	Jesse Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-409421	CLM	Luis Richards	1969-08-21	UHC-28814-43	—	6338 Indian School Rd, Gilbert, AZ, 85225	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-401340	CLM	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410745	CLM	Vega P Joan	1975-02-05	—	7459971291	2744 Market St, Glendale, AZ, 85331	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400495	CLM	Judith Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd, Seattle, WA, 98195	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400496	CLM	Judith Gonzales	1995-04-21	UHC-65932-60	—	144 Canyon Rd, Seattle, WA, 98195	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-402427	CLM	James Chen	1961-02-13	UHC-30142-52	8594009501	2201 River Rd, Tucson, AZ, 85704	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414181	CLM	Mason Russell	—	—	9512185992	3902 Apache Blvd, Miami, FL, 33146	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-429323	CLM	Jordan Robertson	1979-09-13	—	—	1875 Ocean Ave, Tempe, AZ, 85216	0.50	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-410765	CLM	Brittany Fowler	1948-04-11	—	7738311115	4303 Lake View Rd Apt 28, San Antonio, TX, 78274	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421445	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421446	CLM	Julie Vasquez	1944-08-01	UHC-85680-48	9832385756	4713 Jefferson Ave, Tampa, FL, 33613	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400010	CLM	Ray Walsh	1951-11-03	UHC-09175-90	—	764 Baseline Rd, Seattle, WA, 98198	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-418782	CLM	Wei Ramos	1994-12-25	UHC-46923-40	4415881085	5493 Elm St, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426745	CLM	Brenda Butler	1947-12-28	—	—	3051 Church St, Los Angeles, CA, 90027	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-407356	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427971	CLM	Hannnah Bell	1960-01-21	—	9192858875	9030 Market St, Plano, TX, 75019	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423893	CLM	Carol Riley	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413134	CLM	Marilyn Aguilar	1989-02-22	—	—	4665 Baseline Rd, Chandler, AZ, 85235	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
CLM-416819	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416818	CLM	Diana Chen	1971-06-13	UHC-87642-81	3998180006	3556 Meadow Ln, Eden Prairie, MN, 55313	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418220	CLM	Stephen Brown	1992-11-14	—	—	2974 Baseline Rd, Austin, TX, 78743	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419332	CLM	Gregory F James	1971-03-22	UHC-64701-90	—	669 Desert Sky Blvd, San Antonio, TX, 78294	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418592	CLM	Catherine Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-422351	CLM	Matthew Hoffman	1995-04-23	—	—	3568 Church St # 305, Gilbert, AZ, 85231	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410259	CLM	Fatima Sandoval	1987-09-14	UHC-28392-80	8956615193	1902 Mountain View Dr, Denver, CO, 80295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402646	CLM	Joyce Armstrong	1968-01-03	—	—	7518 Desert Sky Blvd # 468, Houston, TX, 77024	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-415847	CLM	Fatima C Ruiz	1998-12-07	UHC-33575-16	9063576772	6908 Forest Ave, Tampa, FL, 33636	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420652	CLM	Christopher Russell	1958-05-19	UHC-40318-84	7678880764	1159 Willow Ct, Houston, TX, 77005	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-421621	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA, 98151	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416393	CLM	Eric Schmidt	1945-11-23	—	—	2124 Forest Ave, Sacramento, CA, 95829	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400028	CLM	Kathryn Austin	1955-03-27	UHC-56978-49	2013766235	8582 Union St, Tampa, FL, 33603	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

2,352 rows, page 9 of 48Previous Next