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-422951	CLM	Bradley Bryant	1990-12-16	UHC-99924-03	—	3422 Lake View Rd, Atlanta, GA, 30370	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425714	CLM	Teresa Fisher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-412070	CLM	Kevin Mejia	—	—	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-410438	CLM	Mertha Chapman	1938-04-06	—	—	1455 Mountain View Dr, Tempe, AZ, 85218	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-410870	CLM	Gerald I Bennett	—	—	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-419307	CLM	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St Apt 9, Mesa, AZ, 85216	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-425633	CLM	Joyce Williams	1955-08-15	UHC-83998-13	4099440757	7046 Oak St Apt 36, Dallas, TX, 75243	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408132	CLM	Andrea Coleman	1998-03-17	UHC-21993-89	5059686150	7471 Washington St, Tempe, AZ, 85232	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414041	CLM	Daviid Hernandez	1987-06-28	UHC-79977-02	6913086821	1326 Washington St, Denver, CO, 80226	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421012	CLM	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417213	CLM	Omar Adams	1972-10-03	UHC-62737-71	6619210110	8093 Canyon Rd, San Antonio, TX, 78234	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-406181	CLM	Arjun Wang	1953-11-17	—	3453024263	8871 Lincoln Way, Las Vegas, NV, 89161	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431050	CLM	Lawrence E Hansen	1988-02-04	—	—	2358 Meadow Ln Apt 21, Miami, FL, 33103	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-409612	CLM	Virginia Martin	1953-05-18	—	—	5201 Apache Blvd, Orlando, FL, 32875	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-421283	CLM	Shirley L Morris	1985-03-17	UHC-89888-33	—	7543 Canyon Rd, Atlanta, GA, 30375	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-421400	CLM	Jeffrey Park	1938-06-15	—	7903638100	5894 Pine Dr, Chandler, AZ, 85282	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403540	CLM	Gregory Elliott	1961-08-16	UHC-34661-18	—	1131 Central Ave Apt 20, Atlanta, GA, 30332	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-418711	CLM	Janice West	1946-05-25	—	7406652820	207 Meadow Ln, Chandler, AZ, 85257	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418024	CLM	Yuki Murphy	1945-05-16	UHC-24467-37	7952192534	3311 Ocean Ave, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421486	CLM	John Fox	1942-08-28	UHC-40679-15	7197997533	9468 Palm Dr, Dallas, TX, 75204	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432040	CLM	Brittany Shaw	—	UHC-43130-16	5076170562	6327 Ridge Rd, Denver, CO, 80299	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411438	CLM	Brenda Tran	1994-10-17	UHC-06212-91	—	9506 Lake View Rd, Tucson, AZ, 85739	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-402628	CLM	Ruth Vargas	2001-04-09	UHC-73294-75	8469270847	7794 Union St, Glendale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411351	CLM	Gerald Bowman	1991-02-02	—	—	8942 Desert Sky Blvd, Glendale, AZ, 85372	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-408546	CLM	Robert Lewis	1985-04-22	UHC-37733-01	—	2513 Valley View Dr, Charlotte, NC, 28210	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426624	CLM	Diana Hunt	1949-07-28	UHC-91212-74	—	5404 Hillcrest Rd, Jacksonville, FL, 32207	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417351	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	6720 Willow Ct, Austin, TX, 78770	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412271	CLM	Jerry Jensen	1955-08-28	UHC-63050-35	2679586582	4916 Sunset Blvd, Nashville, TN, 37255	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414793	CLM	Scott Ward	1943-10-21	UHC-40403-01	9702470172	468 Pine Dr # 226, Jacksonville, FL, 32251	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-403710	CLM	Ketih Vazquez	1965-05-23	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406777	CLM	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-415569	CLM	Timothy Brown	1962-05-07	UHC-81996-24	—	2918 Highland Ave # 420, Charlotte, NC, 28209	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-414252	CLM	Lisa Hughes	2005-08-28	UHC-77813-26	—	3596 Main St, Las Vegas, NV, 89178	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-416760	CLM	Jeffrey Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429792	CLM	Jeremy Moore	1995-09-27	—	9455731222	7041 Willow Ct Apt 13, Mesa, AZ, 85262	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420411	CLM	Espinoza Jason	1959-09-06	UHC-11220-61	—	7502 Central Ave, Miami, FL, 33109	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431076	CLM	Robert Mason	1978-01-24	—	—	4934 Mountain View Dr Apt 25, Orlando, FL, 32839	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404870	CLM	Kyle Cruz	1970-07-28	UHC-67404-33	7427326030	4360 Broadway # 696, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
CLM-404230	CLM	Diana Reid	2000-01-25	—	—	548 Central Ave, Houston, TX, 77006	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430569	CLM	Kelly Miller	1970-07-10	UHC-14354-74	5884851834	4486 Palm Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404397	CLM	Samantha Castillo	1972-09-18	UHC-23757-47	4294026965	398 Meadow Ln Apt 27, Atlanta, GA, 30302	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-404282	CLM	Aisha Fowler	1946-04-20	—	—	1357 Cedar Ln, Nashville, TN, 37204	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421710	CLM	Sophia Ray	—	—	7377922231	707 Valley View Dr, Austin, TX, 78737	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429485	CLM	Steve King	1969-01-20	—	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410059	CLM	Meyer Yuki	1950-06-01	UHC-39552-52	—	7772 Harbor Blvd, Seattle, WA, 98122	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415567	CLM	Benjamin P Singh	1948-11-04	UHC-04897-53	4392169084	747 Ocean Ave, San Antonio, TX, 78286	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-404577	CLM	Scott D Richardson	1980-05-06	—	9834541600	9172 Canyon Rd, Chandler, AZ, 85243	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413974	CLM	Margaret Gardner	1978-11-20	UHC-83781-04	—	9118 Cedar Ln, Orlando, FL, 32864	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407348	CLM	George Murphy	1998-10-14	UHC-12080-51	9648052507	2791 Elm St # 190, Fresno, CA, 93778	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427906	CLM	Emma Q Clark	2005-11-07	—	7826977088	8762 River Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

2,633 rows, page 8 of 53Previous Next