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-424062	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413254	CLM	Jason Larson	1960-12-28	UHC-03469-36	7958266992	1155 Broadway, Mesa, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-431455	CLM	Nathan Shaw	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-425535	CLM	Beverly K Cunningham	1961-03-23	UHC-32494-13	—	5678 Meadow Ln, Miami, FL, 33173	0.78	Name split from “Last, First”City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-427721	CLM	Berry Harold	1956-02-23	UHC-87727-31	2708947482	8824 Meadow Ln, San Antonio, TX, 78234	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-429570	CLM	Justin K Matthews	2008-02-18	UHC-38023-50	—	5546 Maple Ave, Charlotte, NC, 28255	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-428251	CLM	Henry N Peters	1977-01-18	—	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-405894	CLM	Debra J Greene	1983-04-05	—	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422609	CLM	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	8867 Forest Ave, Miami, FL, 33154	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413673	CLM	Jerry Phillips	1959-10-23	—	8419976554	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419916	CLM	John Mendez	1971-06-11	UHC-77811-84	3965957617	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-413251	CLM	Ben Carpenter	1988-11-08	UHC-14500-07	5583911446	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415703	CLM	Juan Williams	1950-11-24	—	2572871449	8198 Lincoln Way, Scottsdale, AZ, 85279	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415704	CLM	Juan Williams	1950-11-24	—	2572871449	8198 Lincoln Way, Scottsdale, AZ, 85279	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400059	CLM	Jeremy G Franklin	1974-09-25	—	7618885265	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-410507	CLM	Benjamin Carr	1953-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415664	CLM	Logan Yng	1968-12-06	UHC-63190-60	5575170109	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-419093	CLM	Vyncent S Gilbert	2005-03-11	UHC-99716-09	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413146	CLM	Ann M McCoy	1972-11-10	—	5182481203	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416219	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416220	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-407541	CLM	Mari Cooper	1963-02-22	UHC-53767-89	8275767030	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402912	CLM	Kate Duncan	1958-06-19	—	8222004053	5680 Maple Ave, Nashville, TN, 37295	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-419901	CLM	Kathryn Y Robinson	1968-05-13	UHC-69124-67	—	8157 Ridge Rd, Charlotte, NC, 28201	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-419902	CLM	Kathryn Y Robinson	1968-05-13	UHC-69124-67	—	8157 Ridge Rd, Charlotte, NC, 28201	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-417533	CLM	Walteer Salazar	1984-12-04	UHC-43435-44	7329258370	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423196	CLM	Christine Cunningham	1980-12-13	—	3464128711	9251 Ridge Rd, Dallas, TX, 75296	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-419381	CLM	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419380	CLM	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427079	CLM	Sofia U Anndrews	1996-02-17	UHC-65628-97	6905613448	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-419405	CLM	Cheryl Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-415882	CLM	Scott Reed	1984-08-28	UHC-10537-89	7946055652	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424933	CLM	Tyler Wells	1942-08-07	—	5105277636	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-411911	CLM	Bruce Sanots	1938-03-13	UHC-76917-53	3278008470	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420149	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420150	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421050	CLM	Jessica Carter	1977-08-02	—	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420657	CLM	Michhael Pyerce	1992-03-04	UHC-60874-56	3454479000	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-426306	CLM	Gerald Harrison	1965-08-14	UHC-11890-86	6143571662	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412857	CLM	Barbara Fox	1964-06-23	—	9595297462	2295 Jefferson Ave, Tempe, AZ, 85225	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412109	CLM	Mrailyn Nunez	1974-08-16	—	4897164544	4466 Broadway, Jacksonville, FL, 32235	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426889	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-410168	CLM	Bobby Robertson	1965-08-20	UHC-81310-51	5643771828	8300 River Rd, Mesa, AZ, 85293	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-418902	CLM	Heather Vazquez	1986-11-05	UHC-80866-77	8963722273	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429950	CLM	Frances Hansen	1958-11-10	UHC-28727-85	7442864153	8848 Lincoln Way, San Diego, CA, 92179	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-411053	CLM	Bob Collins	1952-01-11	UHC-33675-90	—	626 Spring St, Sacramento, CA, 95859	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-411150	CLM	Austin Park	1987-07-24	UHC-57701-65	9768703257	8843 Forest Ave, Seattle, WA, 98131	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-402075	CLM	Michael Z Buyd	1992-07-23	UHC-19257-78	3975431757	5328 Ridge Rd, San Antonio, TX, 78231	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-430155	CLM	Rachel S Taylor	2004-08-20	UHC-30724-46	—	391 Broadway, Houston, TX, 77023	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-429826	CLM	Yuki Ruiz	1972-03-21	UHC-19041-11	5823605516	6056 Ridge Rd, Nashville, TN, 37257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more

3,226 rows, page 48 of 65Previous Next