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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415828	CLM	William Scott	1938-04-20	UHC-86572-89	—	2049 River Rd, Dallas, TX, 75207	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-414474	CLM	Jean Marquez	1976-10-18	UHC-24571-43	5258996880	5307 Desert Sky Blvd # 337, Columbus, OH, 43220	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429239	CLM	Sandra Brown	2005-02-05	UHC-38120-34	—	4287 Central Ave, Mesa, AZ, 85278	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420625	CLM	Doris Hatr	1999-03-26	UHC-42027-01	—	793 Lake View Rd # 378, Eden Prairie, MN, 55388	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-413560	CLM	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-412224	CLM	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419434	CLM	Jonathan Q Silva	2006-05-10	UHC-97068-21	—	8190 Cedar Ln, Fresno, CA, 93752	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431016	CLM	Randy Bishop	1982-05-13	UHC-81792-57	—	7863 Oak St, Tempe, AZ	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-428236	CLM	Diane Little	1956-02-14	UHC-00503-91	—	9056 Washington St # 639, Orlando, FL, 32845	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
CLM-417429	CLM	Maria Jenkins	1941-07-28	UHC-97871-08	—	771 Ridge Rd, Denver, CO, 80202	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-429041	CLM	Mei Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-406292	CLM	Nathan Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413067	CLM	Stephen Montgumery	1975-11-13	UHC-57923-64	—	2336 Church St, Dallas, TX, 75219	0.50	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-416559	CLM	Jacck Bowman	1940-04-17	—	3062909753	8293 Washington St Apt 11, Gilbert, AZ, 85205	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-428334	CLM	Joyce Wng	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-414104	CLM	Amanda U Shaw	1966-03-05	UHC-91321-72	—	7331 Washington St, Columbus, OH, 43256	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-420943	CLM	Russell Bell	2006-04-02	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-408298	CLM	Jean White	1946-10-19	—	—	546 Desert Sky Blvd # 990, Los Angeles, CA, 90096	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430704	CLM	Ahmmed A Cooper	1942-03-08	UHC-91936-31	—	8482 Valley View Dr, Los Angeles, CA	0.50	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
CLM-421661	CLM	Heather F Duncan	1946-05-05	—	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-406499	CLM	Barbara Lynch	1958-02-01	UHC-29653-61	—	8824 Maple Ave, Austin, TX, 78742	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404648	CLM	Mary Wilson	2008-01-16	—	—	5888 Canyon Rd # 670, Los Angeles, CA, 90079	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-429909	CLM	Barb Carroll	1966-01-23	—	5239637570	7998 Harbor Blvd, San Diego, CA, 92116	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402522	CLM	Mary Shaw	1961-12-27	UHC-19721-07	—	958 Palm Dr # 393, Denver, CO, 80290	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421858	CLM	Lauren Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413947	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-430555	CLM	Billy Reid	1999-03-09	UHC-17079-68	—	2250 Apache Blvd, Eden Prairie, MN, 55376	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402907	CLM	Peter Brooks	1965-09-18	—	2474697906	2138 Union St, Seattle, WA, 98164	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400842	CLM	Nancy Lane	1944-12-15	UHC-50508-51	8012862661	7624 Main St, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422993	CLM	Betty G Gomez	1977-06-09	—	3774138090	347 Main St, Tampa, FL, 33632	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-423634	CLM	Carol M Franklin	1938-04-22	UHC-98866-30	—	8103 Union St, Tempe, AZ, 85292	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-407545	CLM	Juan Tran	2007-06-20	—	4312024556	354 Central Ave Apt 33, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street ZIP missing+3 more
CLM-406320	CLM	Stephanie Vargas	1954-12-15	—	7878145246	5974 Desert Sky Blvd, Fresno, CA, 93745	0.50	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+3 more
CLM-432583	CLM	Mateo Caarlson	1937-10-22	—	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405155	CLM	Gregory Hunt	1978-09-14	UHC-84710-60	—	4621 Sage Ct, Scottsdale, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+3 more
CLM-432319	CLM	Justin Powell	1983-02-13	UHC-42263-27	—	2150 Spring St, Columbus, OH, 43255	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-406629	CLM	William Howard	1946-05-27	—	6322157771	9694 Bayshore Dr, Nashville, TN, 37277	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408511	CLM	Bobby I Dominguez	2005-12-21	UHC-26590-88	—	1263 Canyon Rd Apt 7, Dallas, TX, 75265	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421557	CLM	Donald Stewart	—	—	—	5415 Highland Ave, Minneapolis, MN, 55498	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-422632	CLM	Heather Hudson	1938-03-05	—	9293965350	359 Jefferson Ave, Fresno, CA, 93771	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432163	CLM	Jordan Thoomas	1948-03-05	UHC-00688-86	—	5317 Jefferson Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-401956	CLM	Ashley Murphy	1952-10-12	—	—	1854 Oak St, Las Vegas, NV, 89156	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424698	CLM	Ronald Valdez	1978-10-18	UHC-61056-55	7287468816	9019 Central Ave, Jacksonville, FL, 32234	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400624	CLM	Harold E Martin	1989-10-04	—	8902671945	1613 Highland Ave, Seattle, WA, 98125	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424065	CLM	Patricia Ross	1949-05-22	UHC-68744-18	—	52 Desert Sky Blvd, Glendale, AZ, 85394	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-403930	CLM	Danielle White	1999-07-17	UHC-49036-24	9699190327	5573 Bayshore Dr, Minneapolis, MN, 55470	0.52	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+2 more
CLM-409518	CLM	Hiroshi Freeman	1977-05-09	UHC-18692-03	4563485461	5685 Lake View Rd, Mesa, AZ, 85282	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407097	CLM	Gerald Y Wagner	1982-02-05	UHC-37501-46	—	9744 River Rd, Charlotte, NC, 28269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423132	CLM	Cynthia King	1981-07-10	UHC-15784-43	3084654069	386 Mesa Dr, Fresno, CA, 93754	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
CLM-400668	CLM	Ashley Jones	1969-09-11	UHC-95558-79	—	1608 Desert Sky Blvd, Tucson, AZ, 85744	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more

5,465 rows, page 20 of 110Previous Next