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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419310	CLM	Kathryn Taylor	2001-03-11	UHC-15072-08	—	8668 Lake View Rd, Seattle, WA, 98144	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-424672	CLM	Sandra Obrien	1975-12-18	UHC-04569-93	—	6992 Jefferson Ave, Fresno, CA, 93777	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411115	CLM	Carl Chen	1997-08-15	UHC-16221-28	6119534344	8246 Canyon Rd, Charlotte, NC	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-426667	CLM	Ana Lee	1945-12-22	—	—	8520 Washington St, Fresno, CA, 93791	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406930	CLM	Rebecca Harrison	1997-11-28	—	9826424169	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420601	CLM	Nicholas Clark	1963-11-09	UHC-59054-98	—	7847 Highland Ave, San Diego, CA, 92198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420600	CLM	Nicholas Clark	1963-11-09	UHC-59054-98	—	7847 Highland Ave, San Diego, CA, 92198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410099	CLM	Rachel C Hughes	1963-04-07	—	—	6194 Willow Ct, Austin, TX, 78713	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420044	CLM	Daniel Parker	1977-04-03	UHC-98857-93	—	5608 Canyon Rd, Tucson, AZ, 85759	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421262	CLM	Randy Lawrence	1952-10-20	UHC-68395-91	4035065606	9077 Oak St, Las Vegas, NV, 89131	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415052	CLM	Albert Hall	1981-10-24	UHC-09057-91	4889737661	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-413896	CLM	Mason Vasquez	1967-05-27	UHC-71588-63	—	3053 Central Ave, Los Angeles, CA, 90066	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427469	CLM	Jacob Mitchell	1981-05-21	UHC-54026-38	—	9611 Bayshore Dr, Houston, TX, 77028	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407618	CLM	Timothy Kim	1949-12-24	UHC-68405-99	3733865400	5736 Grand Ave, San Antonio, TX, 78214	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400825	CLM	Victoria Jensen	1947-04-21	—	6565923680	2757 Spring St, Sacramento, CA, 95834	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414890	CLM	David Ryan	1956-10-15	—	—	5705 Pine Dr, Tempe, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423431	CLM	Ralph Knight	1998-02-15	UHC-26304-24	—	3878 Jefferson Ave, Seattle, WA, 98155	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402794	CLM	Jack Reed	1963-04-03	UHC-42013-97	7437110930	9195 River Rd, Charlotte, NC, 28255	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431783	CLM	Mariana Morrison	2006-09-09	—	—	279 Jefferson Ave, Tucson, AZ, 85715	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429924	CLM	Stephen Freeman	1991-10-18	—	4962753492	1765 Spring St, Atlanta, GA, 30398	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405462	CLM	Jess Alexannder	1973-06-17	—	5955116045	5403 Jefferson Ave, Phoenix, AZ, 85034	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413233	CLM	Diaan J Valdez	1999-11-04	UHC-88091-78	6172462764	4552 Sage Ct, Las Vegas, NV, 89167	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-414390	CLM	Walter Cruz	2003-11-07	UHC-56734-59	8238596850	485 Washington St, Gilbert, AZ, 85277	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414845	CLM	Betty Peters	1990-01-10	—	—	143 Desert Sky Blvd, Chandler, AZ, 85232	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404975	CLM	Jack Marshall	1963-06-13	UHC-15423-91	—	4285 Main St, Mesa, AZ, 85263	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409312	CLM	Douglas Pierce	1939-01-26	—	—	2467 Church St, Glendale, AZ, 85304	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411782	CLM	Sofia Weaver	1995-10-15	—	—	7535 Mesa Dr, Orlando, FL, 32814	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404720	CLM	Karen Walker	1965-08-19	UHC-57736-99	4455396447	8920 Grand Ave, Denver, CO, 80288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405920	CLM	James Hamilton	1994-09-27	—	—	2485 Mountain View Dr, Los Angeles, CA, 90040	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424665	CLM	Alice Mejia	1942-06-13	UHC-60560-81	2824471224	649 Apache Blvd, Denver, CO, 80254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421213	CLM	Gerald Rios	1976-03-19	—	—	3000 Maple Ave, San Antonio, TX, 78252	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-407467	CLM	Vincent Adams	1942-02-11	—	9709013391	3494 Indian School Rd, Scottsdale, AZ, 85228	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409706	CLM	Brian V Reid	1972-04-13	UHC-22030-18	—	7920 Valley View Dr, Orlando, FL, 32843	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422728	CLM	Benjamin Fuller	1964-03-15	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-430020	CLM	Madison H Pyne	1995-11-13	—	—	4122 Market St, Eden Prairie, MN, 55344	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432075	CLM	Emily Shaw	1992-02-13	—	4262150652	1137 Washington St, Gilbert, AZ, 85258	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427426	CLM	David Henry	1938-09-08	UHC-00305-08	4584778767	7188 Broadway, San Diego, CA, 92109	0.76	Name split from “Last, First”Phone reformatted Address re-cased City re-cased+2 more
CLM-403817	CLM	Jesse Alvarez	1939-04-07	—	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402184	CLM	Billy Cunningham	1973-08-24	UHC-53069-58	9044642670	7671 Jefferson Ave, Miami, FL, 33140	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401604	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421413	CLM	Steephen Jimenez	2006-09-27	UHC-39923-61	4525100958	3249 Bayshore Dr, Denver, CO, 80254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431090	CLM	Diana Dixon	1999-02-21	—	7065056555	6630 Washington St, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-425194	CLM	Charlotte P Cloeman	1973-01-26	UHC-41854-94	4066696962	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-425193	CLM	Charlotte P Cloeman	1973-01-26	UHC-41854-94	4066696962	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-429985	CLM	Theresa McDonald	1967-09-28	UHC-35139-46	—	3477 Jefferson Ave, Mesa, AZ, 85242	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427083	CLM	Anna Ortiz	1950-04-27	—	4955288843	7138 Forest Ave, Jacksonville, FL, 32293	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402703	CLM	Donna Russell	1941-05-01	—	—	1862 Mesa Dr, Miami, FL, 33125	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419605	CLM	Amy Flores	1947-08-22	UHC-82844-75	6495102061	8713 Willow Ct, Houston, TX, 77011	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400759	CLM	Kenneth Stewart	1995-03-25	—	2322345091	2211 Mesa Dr, Denver, CO, 80273	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-432083	CLM	Jeffrey Warren	2001-02-27	—	6464297828	7249 Lincoln Way, Tucson, AZ, 85709	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more

18,771 rows, page 163 of 376Previous Next