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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427981	CLM	Abigail R Rios	1979-05-26	UHC-06532-92	—	5815 Bayshore Dr # 723, San Antonio, TX, 78296	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-421944	CLM	Douglas Soto	1984-12-21	—	—	5646 Canyon Rd, Fresno, CA, 93708	0.66	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430895	CLM	Katherine Ellis	1945-08-02	—	3428365735	1385 Jefferson Ave, Eden Prairie, MN, 55322	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422092	CLM	Luis R Romero	1947-05-10	—	9322377468	2683 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421635	CLM	Justin Nguyen	1975-03-19	UHC-14195-85	—	9384 Park Pl, San Antonio, TX, 78274	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418514	CLM	Kelly Praker	1956-06-27	UHC-71577-37	—	8069 Palm Dr, Dallas, TX, 75235	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-417704	CLM	Brandon Dixon	1978-07-20	UHC-95071-91	8074556861	9110 Central Ave, Tampa, FL	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
CLM-423608	CLM	Gerald Perkins	1983-10-22	UHC-47298-31	—	9658 Maple Ave, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411399	CLM	Julie T Ortega	1964-09-26	—	—	1649 Mountain View Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-417936	CLM	Albert Gonzalez	1940-07-10	UHC-09877-20	—	2501 Mountain View Dr, Sacramento, CA, 95819	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430503	CLM	Pamela Guzman	1982-06-11	UHC-98619-77	—	9168 Mountain View Dr, Tempe, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432399	CLM	Ronald Cox	1994-08-04	UHC-07390-48	—	1782 Camelback Rd # 759, Scottsdale, AZ, 85231	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-425470	CLM	Steven Ramos	1969-01-26	—	7312929098	1184 Hillcrest Rd, Sacramento, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-404709	CLM	Charlles Rice	1968-08-21	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425966	CLM	Arjun Fernandez	1950-04-22	UHC-20619-13	9013075807	3885 Park Pl, Minneapolis, MN, 55436	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417437	CLM	Angela Sullivan	1962-09-08	—	—	173 Indian School Rd, Minneapolis, MN, 55402	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407857	CLM	Ronald Espinoza	1981-09-20	—	—	763 Oak St, Atlanta, GA, 30355	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408085	CLM	Ryan Robinson	1946-08-04	—	—	1897 Ocean Ave Apt 2, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418992	CLM	Sofia I Rioos	1992-06-06	UHC-21043-75	8688752423	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416173	CLM	Ethan Q Moore	1993-04-26	—	8555204235	4536 River Rd, Chandler, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417473	CLM	Grace Coleman	1983-09-28	UHC-12992-59	7408669557	9679 Meadow Ln, Tucson, AZ, 85711	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-410926	CLM	Rachel Willis	1975-12-03	UHC-19492-19	—	12 Ocean Ave, Charlotte, NC, 28279	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
CLM-428980	CLM	Carol O Bryant	1951-09-03	—	—	2505 Meadow Ln, Jacksonville, FL, 32292	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417898	CLM	Albert McDonald	1964-10-20	UHC-92730-31	—	9197 Canyon Rd Apt 23, Columbus, OH, 43264	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-420204	CLM	Alexis A Armstrong	1996-08-18	UHC-63561-95	—	1658 Canyon Rd, Austin, TX, 78733	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432803	CLM	Charles Gordon	1943-09-21	UHC-54101-17	4953268725	2811 Desert Sky Blvd, Sacramento, CA, 95830	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-415835	CLM	Kenneth Thompson	1952-02-21	—	—	2624 Central Ave, San Antonio, TX, 78270	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-430916	CLM	Justin Le	1977-05-22	UHC-43468-04	4799229662	1662 Market St, Phoenix, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416261	CLM	Heather Burton	2002-06-15	UHC-68676-39	8534239768	308 Central Ave, Miami, FL, 33113	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-400606	CLM	Marcus Hall	1947-12-15	UHC-89525-68	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-422363	CLM	Mary Bennett	1992-08-27	UHC-46137-46	—	9251 Sunset Blvd, Atlanta, GA, 30354	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407095	CLM	Ahmed Ortiz	1963-02-05	—	—	210 Maple Ave, San Antonio, TX, 78245	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417679	CLM	Janice Marquez	1938-09-08	UHC-17144-80	6509737372	8672 Cedar Ln, Chandler, AZ, 85253	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431591	CLM	Ethan V Kim	1972-01-09	—	—	3734 Grand Ave, Gilbert, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422679	CLM	Kathryn Berry	1945-05-22	UHC-89770-54	8813003887	6986 Washington St, Houston, TX, 77052	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-429370	CLM	Logan P Sanders	1962-11-27	UHC-91805-80	—	5114 Forest Ave, Fresno, CA, 93769	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422456	CLM	Larry Cole	1986-09-09	UHC-55286-40	7605663804	7823 Bayshore Dr, Seattle, WA, 98167	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402948	CLM	Chris Weaver	1986-04-05	UHC-97085-20	—	9496 Lincoln Way, Chandler, AZ, 85269	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407194	CLM	Emma Crawford	1984-03-02	—	—	5153 Sage Ct, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411473	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-411472	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-403180	CLM	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-408763	CLM	Alvarez Gerald	1956-10-14	UHC-63558-98	6056733343	3604 Mountain View Dr Apt 27, Miami, FL, 33132	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-421025	CLM	Janice B Wheeler	1997-09-12	UHC-26426-40	—	3263 Central Ave Apt 34, Glendale, AZ, 85363	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-407365	CLM	Brian Jenkins	2006-11-01	UHC-85971-66	—	7721 Palm Dr, San Diego, CA, 92165	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-424476	CLM	Diana Turner	1970-11-06	—	7939690217	3212 Lake View Rd, Gilbert, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410304	CLM	Emma Wagner	1944-08-22	—	—	5589 Broadway, Orlando, FL, 32855	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-416488	CLM	Anthony Weaver	1999-03-14	—	—	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-420267	CLM	Billy N Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405813	CLM	Jordan A Munoz	—	UHC-64719-86	6424777794	—	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+1 more

10,559 rows, page 57 of 212Previous Next