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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430726	CLM	Wesst Janice	1955-07-13	UHC-37336-21	—	6528 Main St, Scottsdale, AZ, 85235	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-401080	CLM	Joan Castillo	1960-04-13	UHC-72136-56	—	53 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428886	CLM	Aaron Salazar	1961-10-18	UHC-14420-33	—	5728 Willow Ct, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403680	CLM	Sarah Alvarado	1963-04-16	UHC-19247-27	2095581648	6407 Grand Ave Apt 35, Orlando, FL, 32893	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409233	CLM	Logan Hamilton	1972-01-12	UHC-20469-91	3447825010	7925 Pine Dr, Charlotte, NC, 28217	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401142	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401141	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426275	CLM	Alan O Greene	1943-11-23	UHC-55208-95	—	9748 Oak St Apt 8, Columbus, OH, 43243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429764	CLM	Donald Payne	1959-06-26	UHC-97805-04	—	6405 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405709	CLM	Jean Sullivan	1986-08-24	UHC-24114-02	6352395516	48 Ridge Rd, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-403592	CLM	Stevens H Kevin	1947-11-12	UHC-74291-02	—	2398 River Rd, San Antonio, TX, 78255	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432537	CLM	Doris McDonald	1977-06-19	—	—	566 Church St, Chandler, AZ, 85203	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425376	CLM	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424643	CLM	Vincent Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423995	CLM	Karn Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427082	CLM	Sofia Andrews	1996-02-17	UHC-65628-97	—	377 Spring St, Charlotte, NC, 28218	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410055	CLM	Emma Medina	1946-10-22	—	—	1963 Mesa Dr, Atlanta, GA, 30333	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412009	CLM	Gerald Jones	1943-06-01	—	—	6618 Church St, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426025	CLM	Valentina Welch	—	—	8166164652	6400 Sunset Blvd, Denver, CO, 80289	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-405503	CLM	Tony Mason	1959-08-27	UHC-71486-08	5229854900	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-431559	CLM	Bryan Payne	1960-09-21	UHC-76306-90	3424340781	3458 Camelback Rd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408095	CLM	Gregory Guerrero	1967-09-14	UHC-16053-08	—	6620 Mountain View Dr # 623, Phoenix, AZ, 85001	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-429313	CLM	Joseph Hanson	1999-12-05	—	—	3879 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426511	CLM	Bryan Pena	1961-08-26	—	4859801555	6885 Market St, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428380	CLM	Stephanie N Evans	2005-06-17	UHC-34729-41	—	8831 Baseline Rd, Houston, TX, 77092	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-426799	CLM	Scott Le	1960-06-05	—	7588631704	586 Canyon Rd # 235, Gilbert, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-411243	CLM	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-425425	CLM	Barbaa S Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400536	CLM	Brian Vargas	1977-11-09	UHC-94455-80	—	5424 Lincoln Way, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
CLM-422799	CLM	Terry Duncan	—	UHC-48122-41	4503059619	3045 Highland Ave, Plano, TX, 75088	0.64	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+2 more
CLM-417374	CLM	Sean Allen	1945-02-02	—	5197888025	9540 Lake View Rd # 390, Denver, CO, 80293	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430687	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	2289194915	6511 Sage Ct, Houston, TX, 77018	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-405247	CLM	Kaith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405246	CLM	Kaith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429004	CLM	Virginia Johnston	1978-09-20	—	—	6385 Ridge Rd, Nashville, TN, 37271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405062	CLM	Austin Berry	2007-04-07	UHC-63286-32	—	4427 Washington St, Nashville, TN, 37276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403308	CLM	Hannah Mendoza	1995-08-01	—	2909254756	7245 Baseline Rd # 382, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418868	CLM	Barbara Castillo	1940-11-11	UHC-29086-90	7644619224	2447 Mesa Dr, Columbus, OH, 43292	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430969	CLM	Sharon Webb	1974-10-26	—	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411876	CLM	Theresa W Cruz	1962-06-06	—	—	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415840	CLM	Judy Franklin	1940-09-15	UHC-60428-87	4824037730	7597 Sage Ct # 191, Atlanta, GA, 30322	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427053	CLM	Bryaan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420825	CLM	George Foster	1972-01-04	UHC-93150-43	6028437312	1130 Mesa Dr, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428333	CLM	Danielle C Grant	1943-09-06	—	7436538896	9196 Harbor Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418197	CLM	Diana Black	1988-01-22	UHC-32855-08	—	4681 Forest Ave, Phoenix, AZ, 85070	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415041	CLM	Ronald Evans	1987-01-25	—	—	8732 Meadow Ln # 417, Gilbert, AZ, 85296	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420955	CLM	Denise White	1963-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424626	CLM	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408420	CLM	Zachary Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

30,862 rows, page 107 of 618Previous Next