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 “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
CLM-407317	CLM	Elizabeth Smith	—	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-403268	CLM	Kenneth Coopar	1999-04-06	UHC-97521-32	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425841	CLM	Dorothy Wang	1974-07-20	—	—	4129 Bayshore Dr, Columbus, OH, 43268	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-423754	CLM	Santiago Welch	2005-05-16	UHC-58279-63	3244839393	1935 Maple Ave # 245, Nashville, TN, 37219	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430999	CLM	Judy Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419874	CLM	Jessica Reid	1980-05-01	—	—	5218 Washington St, Seattle, WA, 98167	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417125	CLM	Jordan J Carr	1977-09-07	—	—	4252 Park Pl, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-423003	CLM	Robert Maldonado	1994-03-20	UHC-70978-88	—	8660 Valley View Dr, Orlando, FL, 32850	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409407	CLM	Mason Munoz	2007-02-11	—	3112621875	2110 Apache Blvd, Charlotte, NC, 28277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432720	CLM	Marcus Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423438	CLM	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423439	CLM	Stephen E Weber	1966-02-18	UHC-21091-76	4659502162	4771 Grand Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412354	CLM	Deborah V Gilbert	1966-05-12	UHC-22494-09	7152997127	5353 Church St, Minneapolis, MN, 55412	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420710	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401423	CLM	Maria Singgh	1983-05-20	UHC-69979-70	5963582387	8998 Jefferson Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413765	CLM	Virginia Park	1957-02-18	UHC-36087-66	9038891474	8609 Canyon Rd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430974	CLM	Diane Olson	1981-07-11	—	—	4637 Lake View Rd # 174, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-416963	CLM	Judith U Powell	1970-10-21	UHC-41358-51	8603008810	8553 Canyon Rd, Scottsdale, AZ, 85266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420113	CLM	Rebecca K Griffin	1980-04-17	—	9439514188	9239 Bayshore Dr, Houston, TX, 77028	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401028	CLM	Sara X Ortega	1976-02-06	UHC-81674-85	—	5180 Church St, Fresno, CA, 93729	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428465	CLM	Lisa Yang	1972-07-13	UHC-51154-51	—	5461 Valley View Dr, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405101	CLM	Diane Knight	1942-11-18	—	2424683030	2976 Market St, Tucson, AZ, 85760	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408624	CLM	Diego Campbell	1975-01-09	—	6608087742	7400 Main St, Fresno, CA, 93796	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407780	CLM	Benjamin Wbb	1967-03-24	UHC-91181-73	—	9584 Hillcrest Rd, San Diego, CA, 92173	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-425374	CLM	Drew D Berry	2003-04-08	UHC-83026-24	3414596311	2860 Market St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425821	CLM	Santiago Price	1955-09-15	UHC-44765-45	—	6407 Bayshore Dr, Orlando, FL, 32879	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400892	CLM	Amber Johnston	1946-08-06	—	—	1914 Maple Ave, Atlanta, GA, 30303	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-416591	CLM	Randy Greene	1995-03-22	UHC-51031-14	7476614093	8745 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423899	CLM	Mateo Chapman	1975-10-13	UHC-11485-33	—	8884 Mountain View Dr, Austin, TX, 78790	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410918	CLM	Ashley Espinoza	1995-03-07	UHC-29663-82	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-418452	CLM	Julia Jackson	1986-05-03	UHC-00538-03	—	9856 Maple Ave, San Antonio, TX, 78252	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-424200	CLM	Jacob B Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-414469	CLM	Elizabeth Santiago	2002-01-27	UHC-41576-25	—	8741 Palm Dr, Tempe, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-425385	CLM	Roger V Warren	1962-09-09	UHC-99655-23	2674836157	6569 Mountain View Dr, Nashville, TN, 37282	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-424079	CLM	Lucia E Padilla	—	—	7774201493	1051 Maple Ave, Columbus, OH, 43298	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-427730	CLM	Susan Graham	1966-04-08	UHC-42834-64	3493906093	9569 Hillcrest Rd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414156	CLM	Danny Benett	2008-08-12	UHC-66829-88	—	9592 Market St, Glendale, AZ, 85308	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-423840	CLM	Noah Ortiz	1988-06-04	—	6593427028	3793 Park Pl, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425413	CLM	Sean Perkins	1943-10-17	UHC-05438-97	8696495934	2758 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414854	CLM	Donald Gonzales	2006-10-09	UHC-12549-84	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422661	CLM	Sara Duncan	—	UHC-26231-77	2686028171	2909 Pine Dr, Gilbert, AZ, 85202	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-428692	CLM	Lucia Rios	1939-04-02	UHC-92720-51	—	5436 Camelback Rd, Denver, CO, 80248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-432187	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429832	CLM	Jesse D Lewis	1976-02-19	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412367	CLM	Madison Webbb	—	UHC-00101-50	2077875107	2888 Market St, Tucson, AZ, 85716	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401666	CLM	Emma Cole	—	—	7923069816	8778 Pine Dr, Denver, CO, 80250	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-416308	CLM	Nicole Ltitle	1984-04-07	UHC-13450-33	2072563145	4572 Grand Ave, Houston, TX, 77011	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421697	CLM	Eric Morgan	1995-05-07	UHC-37404-89	7144826159	798 Ocean Ave, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423869	CLM	Mariana Peterson	1998-12-07	UHC-91604-29	7706362001	9813 Union St Apt 15, Jacksonville, FL, 32205	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

13,120 rows, page 32 of 263Previous Next