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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413568	CLM	Brandon Peterson	1974-03-12	UHC-68516-24	5728424306	8586 Central Ave, Glendale, AZ, 85392	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425295	CLM	Richard F Cruz	2008-02-16	UHC-30512-30	—	9194 Mesa Dr, Houston, TX, 77008	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403529	CLM	Maria Chavez	1966-05-25	UHC-22088-39	—	9462 Mountain View Dr # 944, Atlanta, GA, 30318	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-407184	CLM	Helen N Kelley	1996-05-12	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416842	CLM	Mason Ferguon	1968-08-04	UHC-99590-17	—	4206 Elm St, Scottsdale, AZ, 85243	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406255	CLM	Linda Wood	2007-12-16	UHC-88685-49	5125269792	4941 Highland Ave Apt 30, Columbus, OH, 43231	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-425214	CLM	Jerry Hamilton	1954-08-13	UHC-24792-31	2096707176	3452 Ocean Ave, Seattle, WA	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401507	CLM	Mariana O Fox	1973-08-19	UHC-10297-93	6068040409	7850 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-418515	CLM	Kelly Parkr	1956-06-27	UHC-71577-37	8308015516	8069 Palm Dr, Dallas, TX, 75235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404585	CLM	Maria T Pierce	1999-11-23	—	9246010575	8608 Camelback Rd, Seattle, WA, 98103	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-404485	CLM	Natalie N King	1946-01-09	UHC-53620-37	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-411669	CLM	Cynthia Montgomery	1950-08-16	UHC-56890-57	—	8486 Maple Ave, Los Angeles, CA, 90029	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-431058	CLM	Jonathan Hunt	1991-05-28	UHC-20299-86	2338932043	8273 Palm Dr, Tampa, FL, 33613	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425745	CLM	Jamees Li	2003-12-03	—	—	823 Bayshore Dr, Houston, TX, 77063	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432701	CLM	Katherine Silva	1967-06-26	UHC-61789-52	—	1917 Palm Dr, Houston, TX, 77040	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432780	CLM	Brian Vazquez	1956-09-26	UHC-89900-10	—	6606 Oak St Apt 23, Austin, TX	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-402978	CLM	Mson Santos	1964-03-21	UHC-10432-64	—	8308 Canyon Rd # 517, Glendale, AZ, 85385	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-413163	CLM	Janice Austin	1986-05-20	—	8939218217	3077 Bayshore Dr, Columbus, OH, 43220	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419407	CLM	Mary Torres	1951-03-26	—	2367824297	5562 Highland Ave, Columbus, OH, 43298	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431213	CLM	Sophia Daniiels	—	UHC-50502-80	—	9788 Jefferson Ave, Denver, CO, 80275	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-413738	CLM	Bryan Ferguson	1978-11-06	UHC-51134-40	2685940852	323 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-422183	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419013	CLM	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd, Los Angeles, CA, 90051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432346	CLM	Michael A Weber	1950-11-17	UHC-80019-73	2665201176	3529 Washington St, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-407812	CLM	Keith Alvarez	2001-08-18	—	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418155	CLM	Alan Dean	1992-09-12	UHC-33697-11	—	5224 Camelback Rd, Fresno, CA, 93707	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-413398	CLM	Samuel Obrien	2000-10-08	UHC-78534-34	6003705917	8778 Oak St, Tampa, FL, 33693	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425004	CLM	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV, 89147	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-425667	CLM	Lisa Williamson	1956-04-04	—	8855537555	6819 Park Pl, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409783	CLM	Grace Ray	1945-11-08	—	9644989844	3885 Market St, Nashville, TN, 37295	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414150	CLM	Ralph Cole	1964-06-11	—	—	9782 Valley View Dr, Tucson, AZ, 85778	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402716	CLM	Kayla Wells	1985-07-02	UHC-51813-94	—	16 Forest Ave, Glendale, AZ, 85362	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411184	CLM	Kelly Obrien	1988-04-21	—	—	3449 Camelback Rd, Columbus, OH, 43266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415921	CLM	Donna Weber	1951-08-05	—	9283791570	3086 Sunset Blvd, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418619	CLM	Mariana Matthews	1941-02-12	—	—	241 Jefferson Ave # 948, Tempe, AZ, 85277	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431892	CLM	Mariana Little	1943-09-05	UHC-08311-83	5145791028	4453 Market St, Chandler, AZ, 85286	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426092	CLM	Kayla Schmidt	1973-12-05	—	—	7183 Sunset Blvd, Columbus, OH, 43276	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411443	CLM	Ashley Sandoval	1970-05-09	—	—	1920 Canyon Rd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-415476	CLM	Paul Little	1969-06-22	—	5139536473	5292 Central Ave, Atlanta, GA, 30343	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420597	CLM	Jennifer Griffin	—	UHC-36930-80	7429375619	4234 Market St, Chandler, AZ, 85204	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-402811	CLM	Brandon Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-428664	CLM	Adam Hicks	1979-05-03	UHC-61952-26	—	5348 Mountain View Dr, Denver, CO, 80282	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428663	CLM	Adam Hicks	1979-05-03	UHC-61952-26	—	5348 Mountain View Dr, Denver, CO, 80282	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407619	CLM	Timothy Kim	1949-12-24	—	—	5736 Grand Ave, San Antonio, TX, 78214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422375	CLM	Carlos Rios	1975-03-10	UHC-99107-83	4964129845	8347 Pine Dr, Glendale, AZ, 85391	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429816	CLM	Jacob Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400902	CLM	Alan Johnston	1988-08-13	UHC-44462-04	2524738587	1486 Central Ave, Seattle, WA, 98192	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429603	CLM	Jack Robinson	1956-12-10	UHC-10590-68	4479247018	7370 Washington St, Tempe, AZ, 85278	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-409376	CLM	Lori Graham	1968-06-02	UHC-89319-70	—	4806 Palm Dr, Jacksonville, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426736	CLM	Robert Harper	1995-09-18	UHC-35694-15	6283139197	4989 Main St Apt 24, Chandler, AZ, 85219	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

18,771 rows, page 67 of 376Previous Next