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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416623	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave # 794, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+1 more
CLM-424229	CLM	Diana Morgan	1959-11-28	—	—	8762 Mesa Dr, San Antonio, TX, 78210	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424350	CLM	Emma X Chapman	1990-12-02	UHC-69747-90	—	2569 Hillcrest Rd, Scottsdale, AZ, 85272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-428510	CLM	Frank Lawrence	1945-09-08	—	—	6136 Harbor Blvd, Fresno, CA, 93724	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430819	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430820	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423274	CLM	Scott Hughes	1997-01-24	UHC-27255-93	—	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410843	CLM	Albert Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416642	CLM	Maggie Cole	1973-09-02	UHC-65282-20	—	6556 Lake View Rd, Las Vegas, NV, 89198	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432263	CLM	Bryan N Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420982	CLM	Raymond Mendez	2005-06-03	—	7887098471	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432533	CLM	Arjun Hanson	1962-01-24	UHC-47578-88	—	7609 Spring St, Seattle, WA, 98109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414210	CLM	Danielle Webar	1961-11-12	—	—	9546 Valley View Dr, Scottsdale, AZ, 85274	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411284	CLM	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave, Mesa, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-413022	CLM	Julie M Armstrong	1995-02-28	—	—	1904 Sunset Blvd, Chandler, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429198	CLM	Daniel Alexander	1961-03-27	—	—	100 Oak St, Nashville, TN, 37228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-424231	CLM	Stephanie B Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431765	CLM	Dylan H Alexander	2003-08-15	UHC-29580-17	—	4658 Valley View Dr # 324, Los Angeles, CA, 90028	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-426101	CLM	Beveryl Morales	1955-05-12	UHC-59503-45	—	1235 Cedar Ln, San Diego, CA, 92176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423189	CLM	Jesse Armstrong	1941-04-03	UHC-52920-63	8637155511	2778 Elm St, Miami, FL, 33109	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-418158	CLM	Christopher Cunningham	1990-03-02	UHC-09111-69	—	9136 Apache Blvd, Seattle, WA, 98120	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416181	CLM	Mari Castro	1973-08-17	UHC-68892-31	—	571 Maple Ave, Denver, CO, 80249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412045	CLM	Lorri E Perkins	1969-01-03	UHC-69897-97	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-415285	CLM	Janice Edwarsd	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414056	CLM	Amanda Chapman	1950-09-03	UHC-94916-77	7667875967	6464 Maple Ave # 624, Miami, FL, 33137	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-406217	CLM	Frank Armsrong	1977-11-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421662	CLM	Heather F Duncan	1946-05-05	UHC-86333-10	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-417859	CLM	Kevin V Walker	1985-12-27	UHC-67304-99	—	8453 Washington St, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400255	CLM	Marcus Garcai	1986-01-10	—	3819313410	3958 Mesa Dr, Tempe, AZ, 85246	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-418637	CLM	Natalie Hoffman	1973-05-14	UHC-91848-90	—	4436 Highland Ave, Mesa, AZ, 85217	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404412	CLM	Jeffrey Jordan	1968-06-26	—	—	5488 Canyon Rd, Atlanta, GA, 30389	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426487	CLM	Roy T Henyr	1976-06-24	—	3563988381	256 Desert Sky Blvd, Plano, TX, 75054	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420042	CLM	Daniel Parker	1977-04-03	—	—	5608 Canyon Rd, Tucson, AZ, 85759	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412254	CLM	Michelle A Morales	1967-07-07	UHC-22339-48	6869383019	1321 Washington St, Chandler, AZ, 85278	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412352	CLM	Ann Morales	1982-03-06	UHC-02904-05	—	3142 Park Pl, Austin, TX, 78773	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420245	CLM	Ethan Boyd	1990-12-17	—	—	7978 Sage Ct, Atlanta, GA, 30372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400460	CLM	Julia Obrien	1940-01-03	—	—	497 Oak St, Gilbert, AZ, 85280	0.66	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+1 more
CLM-410577	CLM	Joyce Morrison	2008-07-04	UHC-87643-47	—	2570 Lake View Rd, Nashville, TN, 37262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431253	CLM	Kimberly O Hill	1945-12-18	—	7707482301	6792 Ocean Ave, Mesa, AZ, 85234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406768	CLM	Charlotte Sanchez	1979-02-14	UHC-10300-72	4773274381	6991 Desert Sky Blvd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-425622	CLM	Edward Alvarado	1960-06-18	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-432058	CLM	Randy M Gonzalez	1951-05-02	—	7466478219	7743 Meadow Ln Apt 22, Denver, CO, 80213	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-405113	CLM	Nathan Soto	1986-07-23	UHC-40896-79	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-424132	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-424131	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-416228	CLM	Fatima T Mendez	1945-07-18	UHC-89648-48	9868505073	4395 Union St, Orlando, FL, 32809	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-419833	CLM	Albert E Jacobs	1994-07-04	—	7032001297	1538 Lake View Rd, Seattle, WA, 98175	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416436	CLM	Anna Baker	1944-10-27	UHC-10154-58	—	3705 Palm Dr, Chandler, AZ, 85289	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401465	CLM	Barbara Ruiz	1989-09-07	—	—	2288 River Rd, Chandler, AZ, 85237	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408171	CLM	Bruce Sanchez	1938-09-19	UHC-50815-51	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

3,226 rows, page 31 of 65Previous Next