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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424988	CLM	Hiroshi NJunk	1979-04-09	UHC-91468-21	5297206074	9087 Harbor Blvd, Chandler, AZ, 85228	0.80	Phone reformatted State code upper-cased Placeholder values cleared No usable name (quarantined)
CLM-406648	CLM	Mason Aguilar	1941-07-11	UHC-36480-04	7956968359	811 River Rd, Glendale, AZ, 85390	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-406649	CLM	Mason Aguilar	1941-07-11	UHC-36480-04	7956968359	811 River Rd, Glendale, AZ, 85390	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-426821	CLM	Rebecca Rodriguez	1964-11-20	—	6947712326	5378 Harbor Blvd, Seattle, WA, 98146	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-424353	CLM	Dennis S Bradley	1944-01-12	UHC-87114-24	7836394413	2195 Park Pl, Plano, TX, 75024	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
CLM-417599	CLM	Theresa Mejia	1950-03-10	UHC-12335-75	—	1593 River Rd, Sacramento, CA, 95856	0.80	Name re-cased Two-digit birth year State code upper-cased Placeholder values cleared
CLM-408595	CLM	Tyler McDonald	1947-11-22	—	—	2865 Broadway, San Antonio, TX, 78223	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-432566	CLM	Cheryl Crar	1981-12-11	UHC-85484-89	—	1403 Sunset Blvd, Orlando, FL, 32891	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-418948	CLM	Sandra White	1941-03-24	—	—	498 Main St, San Antonio, TX, 78253	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-429333	CLM	Barb Kennedy	1967-03-23	—	—	4915 Elm St, Tampa, FL, 33669	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-410203	CLM	Jennifer Nunez	—	UHC-84002-20	4029078641	2821 Grand Ave, Eden Prairie, MN, 55347	0.80	Date of birth unreadable Phone reformatted State code upper-cased Placeholder values cleared
CLM-405317	CLM	Danielle Jackson	1954-10-11	UHC-84944-11	—	3506 Spring St, Denver, CO, 80238	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-410692	CLM	Lori Webb	1991-07-01	UHC-69037-61	—	2854 Maple Ave, Miami, FL, 33172	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422602	CLM	Eric Q Clark	1947-12-27	UHC-91237-25	—	7672 Market St, Tempe, AZ, 85278	0.80	State code upper-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424676	CLM	Jerry M Lawrence	1950-12-23	—	2566847581	1879 Lincoln Way, Houston, TX, 77085	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
CLM-429117	CLM	Brian Dixon	1985-07-13	—	—	8209 Maple Ave, Gilbert, AZ, 85204	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-400087	CLM	Wei Garza	1973-05-15	UHC-61834-78	—	1790 Maple Ave, Seattle, WA, 98131	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-402105	CLM	Frank Marquez	1977-05-01	UHC-15177-02	—	9017 Hillcrest Rd, Columbus, OH, 43278	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-419791	CLM	Ronald Q Fowler	—	UHC-11532-40	8608026760	6612 Park Pl, San Diego, CA, 92110	0.80	Name re-cased Date of birth unreadable State code upper-cased Placeholder values cleared
CLM-422631	CLM	Thomas X Hicks	1959-06-20	—	—	9517 Hillcrest Rd, Phoenix, AZ, 85008	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-403562	CLM	Cheryl K Fernandez	1993-06-17	UHC-03714-35	—	6716 Forest Ave, Miami, FL, 33133	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-419376	CLM	Albert Ellis	2001-08-08	—	—	860 Ocean Ave # 846, Houston, TX, 77050	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-425435	CLM	Logan H Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.80	Middle initial moved out of first name State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-425434	CLM	Logan H Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.80	Middle initial moved out of first name State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422649	CLM	Angela E Hamilton	1940-07-12	UHC-79266-88	—	2240 Market St, Chandler, AZ, 85202	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
CLM-417456	CLM	Danielle Mejia	1972-12-12	—	3934232667	5814 Indian School Rd # 361, Charlotte, NC, 28287	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
CLM-427718	CLM	David Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ	0.80	Phone reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-428482	CLM	Keith Graham	1954-04-20	UHC-75505-45	—	5193 Lincoln Way, Los Angeles, CA, 90080	0.80	Two-digit birth year City re-cased State code upper-cased Placeholder values cleared
CLM-427084	CLM	Sarah Garcia	1948-11-24	—	—	4211 Market St, Eden Prairie, MN	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-418344	CLM	Carol Kelly	1939-10-17	—	—	1796 Maple Ave # 529, Seattle, WA, 98114	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-410824	CLM	Christian D Rojas	1958-05-15	—	5299698703	4017 Main St, Las Vegas, NV, 89161	0.80	City re-cased State code upper-cased Gender normalised Placeholder values cleared
CLM-431240	CLM	Mariana Cook	1996-12-14	—	7259450677	7666 Sunset Blvd, Atlanta, GA, 30339	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
CLM-417200	CLM	Russell Lucas	1973-06-11	—	—	8307 Indian School Rd, Seattle, WA, 98174	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402723	CLM	Gerald Jones	1951-11-21	—	—	5976 Harbor Blvd, Atlanta, GA, 30337	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411764	CLM	Joe Young	1970-04-15	—	—	6460 Grand Ave, Sacramento, CA, 95833	0.80	Two-digit birth year State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-414690	CLM	Megan Burke	1979-12-16	UHC-39787-28	—	6849 Ocean Ave, Mesa, AZ, 85293	0.80	Date of birth reformatted Phone missing area code State code upper-cased Placeholder values cleared
CLM-422891	CLM	Douglas Matthews	1976-06-02	—	—	1722 Canyon Rd, Tampa, FL, 33601	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-418893	CLM	Gloria Franklin	1974-06-06	—	2646625596	9640 Meadow Ln, Nashville, TN, 37203	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-431078	CLM	Sharon Lewis	1982-06-20	UHC-19056-83	9035266511	7383 Central Ave, Houston, TX, 77018	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
CLM-428762	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr, Fresno, CA, 93740	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
CLM-423742	CLM	Kimberly Cunningham	1948-04-18	UHC-52660-83	6924575961	7075 Baseline Rd, Seattle, WA, 98153	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
CLM-427325	CLM	Lisa D Obrien	2004-10-24	UHC-77989-41	—	3140 Lake View Rd, Tucson, AZ, 85730	0.80	Name split from “Last, First”Name re-cased State code upper-cased Placeholder values cleared
CLM-429044	CLM	Raymond Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX	0.80	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed
CLM-411464	CLM	Austin Padilla	1938-07-03	UHC-50622-97	5313303332	2950 Desert Sky Blvd, Chandler, AZ, 85266	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
CLM-431482	CLM	Michelle Peters	1961-02-03	UHC-18230-13	3127923826	7616 Desert Sky Blvd, San Antonio, TX, 78237	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
CLM-411808	CLM	Douglas Jackson	2007-04-04	UHC-53621-80	4813251547	9299 Indian School Rd, Scottsdale, AZ, 85252	0.80	Name re-cased Two-digit birth year Phone reformatted State code upper-cased
CLM-414057	CLM	Amanda Chapman	1950-09-03	UHC-94916-77	7667875967	6464 Maple Ave, Miami, FL	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429249	CLM	Haarold Y Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.80	Two-digit birth year Member ID reformatted State code upper-cased Placeholder values cleared
CLM-403582	CLM	Frank Thompson	1992-04-06	—	—	7457 Spring St, Tucson, AZ, 85710	0.80	State code upper-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-419680	CLM	Eric Lewis	1979-09-26	UHC-91782-76	—	1644 Cedar Ln, Orlando, FL, 32864	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared

1,156 rows, page 19 of 24Previous Next