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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423604	CLM	Wei Kelley	2004-02-10	UHC-12042-09	7053449461	7137 Lake View Rd, Denver, CO, 80201	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409688	CLM	Aaron Taylor	1978-06-11	—	2264882521	4151 Sage Ct, Las Vegas, NV, 89197	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408066	CLM	Christopher Henderson	1952-06-11	UHC-24246-34	2334616139	1971 Meadow Ln, Los Angeles, CA, 90052	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402413	CLM	Eugene Duncan	1962-01-04	—	8792909910	3585 Jefferson Ave, Houston, TX, 77007	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429563	CLM	Bob Robinson	1988-10-05	UHC-71882-37	—	6663 Bayshore Dr, San Antonio, TX, 78288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408249	CLM	Jacqueline Morgan	2005-03-07	UHC-18123-57	—	6138 Canyon Rd, Las Vegas, NV, 89144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402463	CLM	Randy P Rodriguez	2004-02-16	UHC-13394-18	—	577 Central Ave, Jacksonville, FL, 32221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419057	CLM	Carl Hall	1961-07-07	—	4027821671	6450 Elm St, Minneapolis, MN, 55413	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420084	CLM	Betty O Vega	1946-04-04	UHC-40806-34	—	1690 Bayshore Dr, Columbus, OH, 43248	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424700	CLM	Linda Wilson	1989-11-08	UHC-89184-84	—	1678 Church St, Fresno, CA, 93790	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421711	CLM	Lauura Ellis	1991-10-28	—	2612654691	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-422185	CLM	Bruce Graham	1960-05-19	UHC-36934-07	6194401334	4108 Highland Ave, Houston, TX, 77019	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414904	CLM	James Albert	1962-11-11	UHC-00467-13	—	2638 Forest Ave, Tempe, AZ, 85266	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428802	CLM	Ed Simpson	1974-09-14	—	2796159432	8389 Valley View Dr, Scottsdale, AZ, 85203	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418039	CLM	Sofia Richards	1987-11-21	—	—	2580 Desert Sky Blvd, Plano, TX, 75020	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426679	CLM	Rachel Fowler	1961-06-04	—	9838192153	8131 Sunset Blvd, Phoenix, AZ, 85069	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-429989	CLM	Ryan Willis	1951-07-07	UHC-67623-04	2202578544	5630 Maple Ave, Jacksonville, FL, 32249	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415092	CLM	Daniel Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418762	CLM	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	—	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-403671	CLM	Andrea Burke	1989-01-15	UHC-04666-59	—	6622 Maple Ave, Los Angeles, CA, 90062	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432547	CLM	Jduy Wells	1989-06-18	UHC-65896-08	—	5771 Indian School Rd, Scottsdale, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428902	CLM	Matthew Kelly	1981-02-20	—	—	5109 Hillcrest Rd, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413250	CLM	Susan Adams	1992-09-01	UHC-39910-13	—	8014 Valley View Dr, Minneapolis, MN, 55410	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406710	CLM	Mairana Simmons	1954-11-18	—	—	5200 Desert Sky Blvd, Tempe, AZ, 85279	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
CLM-402973	CLM	Fatima Webb	1964-11-20	UHC-03290-88	5492409953	2690 Desert Sky Blvd, Los Angeles, CA, 90018	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421421	CLM	Emily Baker	1967-12-01	UHC-95533-24	—	425 Jefferson Ave, Los Angeles, CA, 90096	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403340	CLM	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432037	CLM	Jack H Spencer	1949-11-24	—	—	2289 Central Ave, Dallas, TX, 75272	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409281	CLM	Rachel W Elliott	1995-11-25	—	9612852033	9231 River Rd, San Antonio, TX, 78241	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416370	CLM	Lisa Rice	1975-07-12	UHC-13130-09	—	1330 Ridge Rd, Phoenix, AZ, 85094	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411885	CLM	Mariana Park	2000-05-15	UHC-57556-96	3823530792	491 Sage Ct, Dallas, TX, 75221	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408738	CLM	Sandra Franklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-421699	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402444	CLM	Natlie Howell	1950-03-28	UHC-74422-60	6915246600	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-430391	CLM	Keith Kennedy	2007-04-08	—	—	8920 Palm Dr, Houston, TX, 77003	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417187	CLM	Julia Jackson	2004-09-26	—	—	6367 Oak St, Orlando, FL, 32800	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419229	CLM	Vincent Reyes	2006-10-23	—	—	8555 Park Pl, Plano, TX, 75016	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430951	CLM	Ray Robinson	1994-09-08	UHC-23437-72	—	8665 Bayshore Dr, Denver, CO, 80298	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428707	CLM	Charlotte Alexander	1966-07-09	—	8152173038	3185 Park Pl, Tucson, AZ, 85745	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430522	CLM	Janet Grrett	1995-11-27	UHC-41886-21	4366904995	6771 Broadway # 109, Miami, FL, 33154	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-406059	CLM	Arthur Oliver	1944-07-11	UHC-24409-36	—	6950 Spring St, Los Angeles, CA, 90046	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417332	CLM	Keith G Ford	1947-04-21	—	4382416892	6215 Central Ave, Orlando, FL, 32811	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-404368	CLM	Katherine Fuller	1977-05-11	UHC-06882-78	—	6620 Market St, Glendale, AZ, 85388	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432047	CLM	Nathen Hernandez	1998-09-28	UHC-51466-53	6626810799	7291 Union St, Fresno, CA, 93756	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426682	CLM	Judth Larson	1952-10-27	—	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411583	CLM	Anthony T Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-404859	CLM	Virginia J Munoz	1964-08-23	UHC-21025-48	6556513146	4537 Oak St, Los Angeles, CA, 90018	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430789	CLM	Christian Anderson	1939-07-09	—	—	2042 Washington St, Orlando, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-413483	CLM	Joshua Wright	1965-03-19	UHC-71174-31	3802215070	7265 Desert Sky Blvd, Chandler, AZ, 85273	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431481	CLM	Elizabeth Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway Apt 34, Las Vegas, NV, 89146	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more

13,120 rows, page 98 of 263Previous Next