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-405868	CLM	Isabella Cole	1999-09-09	UHC-76066-34	—	9072 Maple Ave, San Antonio, TX, 78212	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-428869	CLM	Walter Carlson	1955-10-26	UHC-39159-19	—	2773 Mountain View Dr, Phoenix, AZ, 85067	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407925	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	9305131662	6307 Valley View Dr, Glendale, AZ, 85305	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-428934	CLM	Beverly Davis	1976-12-19	UHC-39550-29	2642854470	9037 Cedar Ln, Houston, TX, 77065	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-411423	CLM	Ana Mendoza	1996-01-08	UHC-49984-10	—	2269 Bayshore Dr, Seattle, WA, 98162	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-404142	CLM	Betty Padilla	1979-09-12	—	7648372199	7491 Canyon Rd, Tampa, FL, 33609	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-424650	CLM	Larry Watson	1964-11-17	UHC-48101-50	8256533324	2006 Valley View Dr, Denver, CO, 80219	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-418355	CLM	Steven V Wets	1968-04-02	—	—	16 Mesa Dr, Gilbert, AZ, 85268	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402635	CLM	Emma P Nguyen	1975-02-21	UHC-41432-67	—	5278 Indian School Rd, Minneapolis, MN, 55449	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-415467	CLM	Zachary Munoz	1971-06-21	—	—	6721 Broadway, Los Angeles, CA, 90014	0.80	Date of birth reformatted Address re-cased State name converted to code Placeholder values cleared
CLM-411373	CLM	Salazar Gregory	1955-03-17	—	3938067388	5228 Harbor Blvd, Los Angeles, CA, 90079	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-403996	CLM	Omar Stewart	1954-07-03	UHC-95053-34	—	7497 Washington St, Gilbert, AZ, 85296	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407146	CLM	Kathleen Obrien	1953-02-15	UHC-76854-65	6242279150	6948 Pine Dr, Columbus, OH, 43294	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-422426	CLM	Lawrence Soto	1974-08-02	UHC-60682-84	—	6232 Willow Ct, Tempe, AZ, 85269	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419477	CLM	Laura E Flores	1974-03-11	UHC-25734-32	—	7067 Cedar Ln, Phoenix, AZ, 85018	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427007	CLM	Adam Mendoza	1956-02-27	—	8238225670	430 Market St, Tucson, AZ, 85758	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-411135	CLM	Maria G Kelly	1970-02-25	UHC-02887-02	7049041430	478 Spring St, Minneapolis, MN, 55456	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-405522	CLM	Cheryl Munoz	1946-05-05	UHC-39247-46	8498714888	9140 Lake View Rd, Tempe, AZ, 85297	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
CLM-417730	CLM	Joyce M Webb	1940-07-21	UHC-86059-45	4087064188	4877 Grand Ave, Seattle, WA, 98187	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-423626	CLM	Randy Soto	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420887	CLM	Diana Burns	2006-11-17	—	—	2843 Jefferson Ave, Miami, FL, 33120	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416178	CLM	Thomas X Lawrence	1964-08-10	UHC-37217-39	—	5476 Mountain View Dr, Charlotte, NC, 28276	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426900	CLM	Angela Morgan	1975-12-15	UHC-21095-73	8005654624	6432 Cedar Ln, Orlando, FL, 32843	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431079	CLM	Mei Vega	2008-01-22	UHC-96916-94	—	641 Highland Ave, Gilbert, AZ, 85208	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419078	CLM	Danielle King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-410296	CLM	Hirohi Duncan	1997-03-16	UHC-87556-99	—	2411 Sunset Blvd, Tempe, AZ, 85296	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422133	CLM	Samuel Mendoza	1979-01-02	UHC-48138-76	—	808 Park Pl, San Diego, CA, 92164	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418934	CLM	Christine Webb	1979-03-15	UHC-65802-97	8396118541	8114 Ridge Rd, Eden Prairie, MN, 55376	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413743	CLM	Jonathan G Brns	1966-05-01	UHC-48027-13	—	8059 Palm Dr, San Diego, CA, 92142	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-404124	CLM	Albert Kim	1988-09-03	UHC-21636-30	—	2264 Pine Dr, Tucson, AZ, 85784	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-407748	CLM	Charlotte Reyes	1943-10-20	UHC-26687-68	6242936807	2567 Canyon Rd, Charlotte, NC, 28296	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-415015	CLM	Victoria Maldonado	1966-01-02	UHC-88689-50	7917734873	9385 Sage Ct, Atlanta, GA, 30348	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-420561	CLM	Dot Fowler	1990-02-06	UHC-10722-65	—	2653 Lincoln Way, Phoenix, AZ, 85079	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
CLM-412138	CLM	Camila Morgan	1992-07-21	UHC-73268-26	7844103472	2671 Lake View Rd, Orlando, FL, 32899	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-429300	CLM	Ronald Jimenez	1942-10-25	UHC-03548-71	6127797056	3830 Mountain View Dr, Atlanta, GA, 30359	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
CLM-413149	CLM	Austin Y Morgan	1982-12-01	—	—	6776 Sunset Blvd, Chandler, AZ, 85258	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401613	CLM	Ana Roberts	1973-01-18	UHC-57213-03	7572678141	9756 Lincoln Way, Mesa, AZ, 85221	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-400998	CLM	Mary Hughes	1973-01-12	—	4135029924	3133 Washington St, Orlando, FL, 32870	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419045	CLM	Fatima J Bryant	1991-08-14	—	—	9517 Lincoln Way, Sacramento, CA, 95858	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-422766	CLM	Andrea Gomez	1987-10-27	UHC-49598-70	—	9419 Sunset Blvd, Tucson, AZ, 85762	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422448	CLM	Jeerry Morrison	2001-04-26	—	5767986753	4585 Ridge Rd, Sacramento, CA, 95859	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-418297	CLM	Linda A Obrien	1962-06-07	—	3922499740	7746 Palm Dr, Dallas, TX, 75211	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-408804	CLM	Mery Moreno	1992-12-28	—	9167791678	2055 Cedar Ln, Phoenix, AZ, 85050	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421764	CLM	Laura Bennett	1963-02-07	—	—	3622 Desert Sky Blvd, Dallas, TX, 75238	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422184	CLM	Bruce Graham	1960-05-19	UHC-36934-07	—	4108 Highland Ave, Houston, TX, 77019	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405602	CLM	Raymond Gardner	1948-01-19	UHC-31863-51	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
CLM-423450	CLM	Lauren Sandoval	1955-08-17	UHC-88391-59	3288316191	3650 Willow Ct, Tucson, AZ, 85701	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427438	CLM	Julie Garrett	1940-06-04	—	—	5021 Pine Dr, San Antonio, TX, 78221	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413451	CLM	Samantha Obrien	1965-02-22	—	—	6785 Oak St, Seattle, WA, 98136	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-403677	CLM	Raymond Delgado	1966-11-06	—	—	961 Cedar Ln, San Antonio, TX, 78231	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared

2,633 rows, page 48 of 53Previous Next