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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404074	CLM	Austin I Rodriguez	1994-10-26	—	—	9749 Mesa Dr, Mesa, AZ, 85288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424094	CLM	Nicole Gonzalez	1959-04-24	UHC-37073-66	—	1921 Union St, Las Vegas, NV, 89106	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421235	CLM	Virignia Ray	—	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-413510	CLM	William Folwer	1940-08-11	—	—	9182 Bayshore Dr, San Diego, CA, 92186	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410682	CLM	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413778	CLM	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr, Los Angeles, CA, 90028	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
CLM-418036	CLM	Brandon Gilbert	1979-12-13	UHC-89487-07	—	2482 Market St, Phoenix, AZ, 85021	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414255	CLM	Brittany Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414363	CLM	Barbara Oliver	1976-07-15	UHC-71536-77	4512666444	2343 Sunset Blvd, Austin, TX, 78778	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420807	CLM	Jordan Rose	1980-10-09	—	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405056	CLM	Ashley Morrison	1987-09-22	UHC-68018-38	6515929829	5044 Maple Ave, Phoenix, AZ, 85056	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414756	CLM	Sandra Simmons	1967-02-27	—	—	469 Elm St, Seattle, WA, 98181	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426953	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431964	CLM	Frances E Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408701	CLM	Jacqueline Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401774	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415392	CLM	Mariana Valdeez	1982-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424394	CLM	Mariana Stewart	1984-05-09	UHC-55215-31	—	4958 Indian School Rd, Houston, TX, 77056	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404751	CLM	Nicole Bowman	1978-12-16	—	—	3795 Lincoln Way, Tampa, FL, 33683	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405873	CLM	Nancy Stephens	—	UHC-48987-01	6659931265	5003 Pine Dr, San Diego, CA, 92149	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-423925	CLM	Marcus Fuller	1967-12-11	—	—	9406 Indian School Rd, Scottsdale, AZ, 85291	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430896	CLM	Valentina Reid	1965-04-06	—	—	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429171	CLM	Teersa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418956	CLM	Vincent Le	1947-02-13	—	9202898359	1141 Ocean Ave, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431776	CLM	Megan Moore	2002-11-06	—	—	640 Maple Ave, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422249	CLM	Gabriel Bradley	1946-03-05	UHC-00034-62	—	1795 Church St, Fresno, CA, 93742	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428305	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428306	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416327	CLM	Theresa Herrera	1945-04-08	UHC-63529-87	—	4862 Indian School Rd, Tempe, AZ, 85243	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407108	CLM	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-425310	CLM	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418438	CLM	Wayne Z Mills	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC, 28222	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402995	CLM	Natalie Banks	1985-05-18	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX, 78789	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420604	CLM	Billy Wong	1989-02-21	—	7366585740	5293 Ridge Rd, Plano, TX, 75096	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409986	CLM	Nicole Hayes	1939-04-16	—	7178720107	695 Apache Blvd, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-422941	CLM	Arthur Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404484	CLM	Henry Anedrson	1953-11-06	—	—	5226 Washington St, Charlotte, NC, 28246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more
CLM-407714	CLM	Amy O Elliott	1950-07-18	—	4656105196	7041 Elm St, Phoenix, AZ, 85070	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415636	CLM	Dylan Hudson	2005-07-01	UHC-06408-75	—	3085 Camelback Rd, Fresno, CA, 93777	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415120	CLM	Ana Webb	2001-09-28	—	3183860052	6431 Desert Sky Blvd, Tampa, FL, 33641	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403548	CLM	Kelly Shaw	1994-12-10	UHC-70062-36	—	7662 Lake View Rd, Chandler, AZ, 85265	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404598	CLM	Brian McCoy	1948-03-27	UHC-41653-53	—	5981 Hillcrest Rd, Seattle, WA, 98102	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-409303	CLM	Isabella Carr	1944-10-15	UHC-90357-27	9414001802	9474 Church St, Scottsdale, AZ, 85289	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422803	CLM	Sims Sharon	1954-10-15	UHC-25011-43	—	6678 Canyon Rd, Atlanta, GA, 30349	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401509	CLM	Mary Murray	1979-11-05	—	—	4644 Indian School Rd, Atlanta, GA, 30358	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423989	CLM	Randy Park	1976-06-27	—	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431201	CLM	Bradley Jnes	1962-03-17	UHC-59050-84	—	6499 Bayshore Dr, Houston, TX, 77064	0.64	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-420837	CLM	Karen Martin	1984-04-01	UHC-08306-99	2415029347	3754 Main St, Miami, FL, 33149	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

2,352 rows, page 26 of 48Previous Next