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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404534	CLM	Olivia Walker	1967-04-24	—	—	9153 Church St, San Antonio, TX, 78281	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420916	CLM	Janice Sandoval	2003-12-23	—	—	8538 Highland Ave, Orlando, FL, 32852	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409893	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC	0.78	Name re-cased City re-cased State code upper-cased ZIP missing+1 more
CLM-429690	CLM	Sharon D Burke	2001-12-20	—	3514196066	655 Harbor Blvd, Glendale, AZ, 85344	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400138	CLM	Amber O Schultz	2006-02-21	UHC-96526-73	—	1979 Washington St, Miami, FL, 33176	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422825	CLM	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX, 78781	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424771	CLM	Andrea Carlson	1970-07-16	UHC-03381-49	—	9848 Hillcrest Rd, San Diego, CA, 92180	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-419831	CLM	Daniel Elliott	1944-03-10	UHC-52792-25	—	8182 Washington St, San Diego, CA, 92172	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420733	CLM	Jack Ray	1955-10-24	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415407	CLM	Jean O Cruz	1960-10-19	—	—	6465 Indian School Rd, Jacksonville, FL, 32231	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-407139	CLM	Shirley Turner	2000-08-27	UHC-50165-44	4279456318	8787 Desert Sky Blvd, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432395	CLM	Hiroshi Russell	1965-01-28	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
CLM-424436	CLM	Bradley Moris	1956-11-20	UHC-07576-73	—	4566 Spring St, Tucson, AZ, 85761	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-410499	CLM	Isabella Ramirez	2003-06-23	—	6706526520	3355 Elm St Apt 36, Minneapolis, MN, 55479	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-432562	CLM	Patricia Guzman	1984-06-18	UHC-51894-06	—	9570 Pine Dr, Seattle, WA, 98122	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408653	CLM	Katherine Williamson	1999-08-27	—	2908776161	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-417649	CLM	Jacob P Walker	1999-02-27	—	4869501794	2767 Highland Ave, Scottsdale, AZ, 85250	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412904	CLM	Amber E Reyes	1997-03-24	UHC-63044-27	3525515883	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-429509	CLM	Betty H Marshall	1957-11-08	UHC-98142-18	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-422861	CLM	Diana Santiago	1990-12-02	—	2425485707	7726 Oak St, Tempe, AZ, 85202	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-423746	CLM	Mariana Gardner	2001-01-24	UHC-13906-61	—	7580 Willow Ct, Miami, FL, 33169	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-424282	CLM	Katherine Cox	2008-07-13	—	—	4094 Washington St, Denver, CO, 80226	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-411063	CLM	Barbara Espinoza	2001-10-25	UHC-95188-55	—	4396 Valley View Dr, Tempe, AZ, 85224	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406652	CLM	Gregory Davis	1991-06-07	UHC-72859-52	—	1305 Desert Sky Blvd, Miami, FL, 33108	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419937	CLM	Mateo S Dyaz	1952-06-25	UHC-92907-25	5253721839	2968 Apache Blvd, Houston, TX, 77085	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-405253	CLM	Braandon E Lene	1986-11-24	UHC-12070-15	3463915941	8331 Maple Ave, Tampa, FL, 33653	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
CLM-418518	CLM	Virginia Hudson	—	—	—	5068 Ocean Ave, Dallas, TX, 75218	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-405848	CLM	Sofia Duncan	1938-06-28	—	7576423281	2365 River Rd, Denver, CO, 80217	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407466	CLM	Barbara Bell	1995-02-17	—	9838985372	6067 Apache Blvd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-419285	CLM	Amber Munoz	1984-08-17	—	—	9780 Maple Ave, Chandler, AZ, 85275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421485	CLM	Noah S Torres	1979-09-16	UHC-06965-04	—	2460 Grand Ave, Eden Prairie, MN, 55325	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-429814	CLM	Joseph M Bell	1958-08-12	—	—	2496 Lake View Rd, Tampa, FL, 33671	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430593	CLM	Carlos Armstrong	1954-10-14	UHC-94418-35	—	2395 Lincoln Way, Gilbert, AZ, 85212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421268	CLM	Dylan Scott	1939-01-17	UHC-87615-04	2607352085	4556 Ridge Rd, Miami, FL, 33148	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-426186	CLM	Abby Nguyen	1983-08-14	UHC-73153-32	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-412804	CLM	Jesse H Stevens	1992-11-10	—	5224321924	2642 Harbor Blvd, Gilbert, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-414244	CLM	Jess Morgan	1957-05-01	UHC-15395-10	—	4019 Meadow Ln, Glendale, AZ, 85317	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428611	CLM	Shirley Reyes	1940-05-17	—	5454095040	2986 Cedar Ln, Orlando, FL, 32883	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413018	CLM	Juan Guerrero	1963-05-04	UHC-70320-01	9588018924	7648 Broadway, Atlanta, GA	0.78	Name re-cased Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-428598	CLM	Donald Gomez	1938-04-07	—	—	6300 Ocean Ave, Plano, TX, 75011	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409167	CLM	Juan M Murphy	1973-10-03	UHC-80089-58	—	147 Canyon Rd, Tampa, FL, 33668	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416235	CLM	Gloria Harper	1943-06-01	UHC-02195-39	—	5253 River Rd, Plano, TX, 75089	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411196	CLM	Dorothy J Spencer	1945-06-17	UHC-83167-50	—	8053 Meadow Ln, Atlanta, GA, 30333	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425151	CLM	Dorothy Mejia	1961-08-27	UHC-13045-75	—	412 Sunset Blvd, Denver, CO, 80246	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410888	CLM	Hannah Dixon	1984-01-07	—	6799192947	2538 Union St, Nashville, TN, 37268	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429910	CLM	Kathryn Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-421440	CLM	Natalie Morgan	1984-06-10	UHC-37332-82	8957775802	597 Washington St, Miami, FL, 33111	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400885	CLM	Jenny Pena	1980-02-11	UHC-60009-39	—	2080 Valley View Dr, Mesa, AZ, 85281	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404221	CLM	Doris Welch	1950-07-19	UHC-37433-50	—	2676 Forest Ave, Houston, TX, 77070	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416052	CLM	Jordan Aguilar	1945-11-04	UHC-48872-37	8319281593	9669 Ocean Ave, Los Angeles, CA, 90053	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 146 of 263Previous Next