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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408799	CLM	Isabella Watkins	1961-04-24	UHC-33271-44	9135964825	5608 Meadow Ln, Los Angeles, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-421968	CLM	Jonathan Gibson	1978-02-08	UHC-88509-08	6126597893	3380 Lake View Rd, Seattle, WA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-412997	CLM	Jesse Diaz	1959-10-26	UHC-17665-61	5079615018	5728 Lincoln Way, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-429794	CLM	Walter Carlon	1963-02-09	—	3907059886	8108 Ridge Rd, Los Angeles, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-412609	CLM	Sandra Nelson	1965-05-01	—	—	699 Desert Sky Blvd, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-400463	CLM	David R Coleman	1950-03-23	UHC-62709-80	—	2925 Main St, Scottsdale, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412992	CLM	Justin W Walker	1991-05-28	UHC-88686-62	—	6167 Baseline Rd, Minneapolis, MN	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-400597	CLM	Anna Kelley	2002-01-02	UHC-40324-73	8749851574	3926 Harbor Blvd, San Diego, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed 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-417416	CLM	Maria Bakar	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-425058	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
CLM-425059	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
CLM-417753	CLM	Pierce S Heather	1966-05-21	UHC-91470-77	5685013498	3017 Ocean Ave, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-420959	CLM	Camila O Reyes	1981-06-18	UHC-66882-65	—	488 Grand Ave, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411639	CLM	Anna Dominguez	1988-01-08	—	7637036214	1499 Indian School Rd, Seattle, WA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408204	CLM	Sarah Barnes	1992-05-16	—	4673681744	8806 Sage Ct, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417819	CLM	Sharon Cox	1949-11-02	—	—	4839 Ridge Rd, San Antonio, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409501	CLM	Tim Santos	1980-07-26	—	—	5827 Camelback Rd, Seattle, WA	0.80	Date of birth reformatted City re-cased ZIP missing 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-409195	CLM	Sandra B Gibson	1955-12-24	UHC-13846-52	8628386025	8415 Union St, San Antonio, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
CLM-420747	CLM	Susan Q Vazquez	2005-09-06	UHC-65517-83	7918100949	4082 Camelback Rd, Minneapolis, MN	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
CLM-416251	CLM	Christian Y Csatillo	1973-10-17	UHC-97898-44	—	5226 Mountain View Dr, San Diego, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403857	CLM	Mei Rogers	1954-02-16	—	—	4173 Pine Dr, San Antonio, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402400	CLM	Juhn Watson	2001-06-02	UHC-02871-53	—	7878 Mountain View Dr, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407220	CLM	Frank Carter	1990-09-19	—	6873963969	8971 Market St, Tempe, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-424495	CLM	Carol Peterson	1988-03-27	—	—	7116 Central Ave, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411254	CLM	Gabriel Gray	2001-08-25	—	3388153032	8384 Lincoln Way, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-428388	CLM	Raymond Hill	1979-07-20	UHC-45778-72	—	3309 Church St, Seattle, WA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-410397	CLM	Philip A Wood	1946-02-19	UHC-74863-07	8772941398	3849 Highland Ave, Mesa, AZ	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-406434	CLM	Philip Bradley	1945-06-28	—	6299844473	2457 Hillcrest Rd, Minneapolis, MN	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409450	CLM	Rachel Q Walker	1968-02-06	—	—	6585 Maple Ave, Chandler, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429524	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	—	1968 Willow Ct, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412431	CLM	Willie F Hansen	1941-12-16	—	3386239076	4689 Park Pl, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Plan code upper-cased Placeholder values cleared
CLM-417842	CLM	Angela Wagner	1963-08-06	UHC-33234-79	—	7213 Highland Ave, Minneapolis, MN	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-402582	CLM	Philip S Crawford	1964-08-16	—	3057207867	9494 Maple Ave, Los Angeles, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-424410	CLM	Michael S Vargas	1970-12-16	UHC-17895-09	5154559343	2345 Maple Ave, Miami, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401474	CLM	Adam Nunez	1950-10-11	—	—	5131 Apache Blvd, Phoenix, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401550	CLM	Stephanie Tucker	1986-12-12	UHC-85763-40	—	5732 Meadow Ln, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429932	CLM	Mateo Price	2008-02-20	—	—	4704 Mountain View Dr, Tempe, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408300	CLM	Michelle Jensen	2005-04-02	—	—	311 Park Pl, Nashville, TN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-404512	CLM	Gregory Meyer	1996-06-23	UHC-69051-57	—	5926 Willow Ct, Tempe, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403216	CLM	Priya V West	2006-07-03	UHC-15513-78	—	7070 Oak St, Charlotte, NC	0.80	City re-cased ZIP missing Plan code upper-cased Placeholder values cleared
CLM-407609	CLM	Richard Q Washington	2006-06-16	—	5408400677	8427 Camelback Rd, Glendale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403494	CLM	Maria F Burns	1978-03-19	UHC-33124-31	2974253271	345 Grand Ave, Columbus, OH	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-427087	CLM	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-415290	CLM	Ryan White	1997-06-15	UHC-97161-39	—	1067 Oak St, Austin, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402803	CLM	Kimberly Rios	1997-05-23	—	—	5559 Harbor Blvd, Mesa, AZ	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-414118	CLM	Dennis Spencer	1979-01-01	—	8949703973	4568 Church St, Minneapolis, MN	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
CLM-406898	CLM	Barbara Hanson	1953-04-02	UHC-41769-76	3685367118	4855 Willow Ct, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-419130	CLM	Albert C Freeman	1967-05-03	—	—	8885 Desert Sky Blvd, Tucson, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared

2,072 rows, page 38 of 42Previous Next