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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402891	CLM	Grace Hawkins	1938-07-27	UHC-70840-06	—	1559 Willow Ct, Fresno, CA, 93701	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400461	CLM	Diana McDonald	2001-02-15	UHC-97280-61	—	5119 Canyon Rd, Nashville, TN, 37283	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405255	CLM	Alexis Washington	1997-12-03	—	2627064480	5669 Valley View Dr, Columbus, OH	0.50	Name re-cased Phone reformatted 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-415598	CLM	Ruth Hall	—	—	2722957547	470 Apache Blvd, Columbus, OH, 43290	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403651	CLM	Evelyn Ray	1914-10-09	UHC-12550-93	2313290812	1967 Camelback Rd Apt 33, Eden Prairie, MN, 55330	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405135	CLM	Sara Pena	1957-03-18	UHC-34572-90	6202755766	1798 River Rd, Tampa, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417097	CLM	Hannah Graham	2005-01-26	UHC-42390-49	—	3757 Meadow Ln, Eden Prairie, MN, 55364	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422818	CLM	Sfoia P Rodriguez	1941-08-23	UHC-80555-02	9885105438	5934 Harbor Blvd, Atlanta, GA, 30349	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-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-430095	CLM	Jean O Nelson	1987-09-12	UHC-20738-64	—	5776 Ridge Rd, Charlotte, NC, 28236	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-414674	CLM	Rachel Ray	1956-09-26	—	—	4441 Palm Dr, Fresno, CA	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-404482	CLM	Maria Fields	2000-02-10	—	4563813806	9137 Ocean Ave, Sacramento, CA, 95838	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418056	CLM	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405960	CLM	Judy P Wells	1938-01-11	UHC-84471-03	2872005196	9036 Valley View Dr, Tempe, AZ, 85211	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-407003	CLM	Grace Lawrence	1990-02-28	UHC-55097-42	—	5929 Central Ave, Glendale, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address 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-426350	CLM	Maria R Jordan	1979-04-01	—	—	7536 Central Ave, Atlanta, GA, 30385	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416985	CLM	Kenneth Henry	2001-05-17	UHC-27427-73	—	4427 Forest Ave, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-421393	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416196	CLM	Carol Dunn	1959-09-09	UHC-98857-51	—	5140 Apache Blvd, Fresno, CA, 93731	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412842	CLM	George P Evans	1942-02-04	UHC-58786-71	8625600336	4569 Mesa Dr, Scottsdale, AZ, 85296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418020	CLM	Jessica Gordon	—	—	—	7519 Pine Dr, Sacramento, CA, 95810	0.52	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429084	CLM	Mariena Williamson	1967-04-01	—	4858857683	2955 Church St, Fresno, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407177	CLM	Ahmed T Wallace	1970-07-11	—	—	4100 Cedar Ln, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-430815	CLM	Diego Montgomery	1950-06-08	—	—	2865 Main St, Columbus, OH, 43211	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413278	CLM	Katherine King	1944-12-21	—	—	5831 Meadow Ln # 329, Tempe, AZ, 85271	0.52	Name re-cased Two-digit birth year Unit split from street State name converted to code+2 more
CLM-401231	CLM	Dennis Matthews	1968-10-04	—	—	4603 Desert Sky Blvd, Fresno, CA, 93752	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+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-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
CLM-430817	CLM	Diego Montgomery	1950-06-08	UHC-56570-23	9429118311	2865 Main St, Columbus, OH, 43211	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415894	CLM	Diego Lane	1943-06-06	—	—	1277 Baseline Rd, San Diego, CA, 92186	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-424078	CLM	Hannah Bradley	1971-09-11	—	—	3317 Elm St, Houston, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-415759	CLM	Michael Anderson	1966-05-26	UHC-95902-85	—	8542 Willow Ct, Jacksonville, FL, 32260	0.52	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416296	CLM	Jerry Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St # 434, Los Angeles, CA, 90098	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403691	CLM	Gary V Weber	1980-03-13	UHC-46874-68	—	7590 Forest Ave, Seattle, WA, 98100	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414140	CLM	Raymond Banks	1966-04-28	UHC-72994-01	—	3219 Grand Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-408467	CLM	Judy Payne	1950-01-20	—	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415266	CLM	Albet W Richadrs	1994-01-03	—	3465088391	3265 Church St, Chandler, AZ, 85246	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429008	CLM	Peter Garrett	1989-03-09	—	6724364168	6303 Church St, Orlando, FL, 32831	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428187	CLM	Victoria Ramirez	1987-10-14	—	4828457852	3413 Desert Sky Blvd Apt 7, Mesa, AZ, 85267	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-425773	CLM	Joan J Soto	1981-05-17	—	7578853556	1004 Apache Blvd, Los Angeles, CA, 90000	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402226	CLM	Alice Singh	1983-02-16	—	—	4384 Main St, San Antonio, TX	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404273	CLM	Adam Clark	1994-12-09	UHC-19041-57	2088420531	4456 Park Pl, Denver, CO, 80201	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419334	CLM	Gregory F James	1971-03-22	—	—	8867 Hillcrest Rd # 519, Charlotte, NC, 28249	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402930	CLM	Gregory Morales	1942-12-05	UHC-11323-44	3389600893	999 Jefferson Ave, Chandler, AZ, 85271	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402498	CLM	Natalie Romero	1970-11-09	UHC-05876-88	2439531214	1511 Baseline Rd, Glendale, AZ, 85339	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more

2,633 rows, page 13 of 53Previous Next