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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424141	CLM	Donald R Hudson	1976-01-19	UHC-43303-53	—	6764 Baseline Rd # 526, Charlotte, NC, 28284	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412866	CLM	Steven Clark	1959-12-17	—	—	9021 Sage Ct, Denver, CO, 80268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417092	CLM	Nicole Owens	1975-09-15	—	—	618 Mountain View Dr, San Antonio, TX, 78216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407393	CLM	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402072	CLM	—Junk	2002-08-25	—	6695645536	—	0.64	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+2 more
CLM-427389	CLM	Elijah Y Wood	1984-09-24	UHC-55725-25	—	3073 Main St, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425687	CLM	Austin B Robertson	1968-10-16	UHC-45622-09	7956957572	7410 Ocean Ave, Jacksonville, FL, 32222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422243	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-422242	CLM	Adam B Young	—	UHC-88914-95	—	9456 Mesa Dr, Tempe, AZ, 85277	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-401754	CLM	Paatrick R Espinoza	1996-01-18	—	2278139119	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410879	CLM	Knight Ryan	1952-11-19	UHC-97617-12	—	—	0.64	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-415946	CLM	Jean Wilson	1943-03-02	UHC-50761-37	—	3814 Apache Blvd, Jacksonville, FL, 32275	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420062	CLM	James Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420061	CLM	James Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400679	CLM	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408726	CLM	Sean Watson	1977-07-12	—	—	2932 Mesa Dr, Orlando, FL, 32846	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-417902	CLM	Ana Fernandez	1962-03-06	—	2937847485	7415 Sunset Blvd, Orlando, FL, 32804	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424094	CLM	Nicole Gonzalez	1959-04-24	UHC-37073-66	—	1921 Union St, Las Vegas, NV, 89106	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417134	CLM	Amanda I Taylor	1996-10-16	UHC-20184-77	6433592311	9588 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420590	CLM	Emma A Sanders	1948-08-06	—	2228543447	6865 Sage Ct, Nashville, TN, 37297	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-400318	CLM	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St Apt 21, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-419891	CLM	Elijah Aadms	1968-01-13	UHC-50533-10	—	4148 Highland Ave, Denver, CO	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+2 more
CLM-413778	CLM	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr, Los Angeles, CA, 90028	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-426167	CLM	Kayla C Yang	1952-06-07	UHC-08889-57	5295095466	7845 Palm Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427378	CLM	Roger Davis	1994-04-28	—	—	4491 Elm St Apt 16, Miami, FL, 33168	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407265	CLM	Carol Mendoza	1946-05-19	UHC-73382-64	8912186104	7006 Harbor Blvd, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414255	CLM	Brittany Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414547	CLM	George Diaz	1971-08-22	UHC-75475-51	—	2001 Washington St, Fresno, CA, 93778	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401740	CLM	Tersa Hanson	1968-11-19	—	—	6035 Indian School Rd # 188, Jacksonville, FL, 32265	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427623	CLM	Amber N Lee	2004-04-08	—	—	5091 Church St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425748	CLM	Sraa Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414363	CLM	Barbara Oliver	1976-07-15	UHC-71536-77	4512666444	2343 Sunset Blvd, Austin, TX, 78778	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407893	CLM	Alexis Olson	1974-03-23	—	—	2050 River Rd, Charlotte, NC, 28221	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420807	CLM	Jordan Rose	1980-10-09	—	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430531	CLM	Christian Thomas	2005-10-19	—	—	4914 Market St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407901	CLM	Bradley X Robinson	1985-07-17	—	—	8938 Grand Ave, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427055	CLM	Sarah Millar	1953-10-07	UHC-52058-49	4366666315	5539 Desert Sky Blvd Apt 10, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408985	CLM	Joyce Bowman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402722	CLM	Gerald C Jonees	1951-11-21	UHC-35765-08	5804221517	5976 Harbor Blvd, Atlanta, GA, 30337	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406082	CLM	Fernandez R George	1959-03-23	UHC-61162-85	—	5931 Union St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429238	CLM	Sandra Brown	2005-02-05	UHC-38120-34	—	4287 Central Ave, Mesa, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421362	CLM	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414756	CLM	Sandra Simmons	1967-02-27	—	—	469 Elm St, Seattle, WA, 98181	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432367	CLM	Teresa Woods	1968-09-17	UHC-42550-05	7654510728	4912 Hillcrest Rd, Chandler, AZ, 85221	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415574	CLM	Charles Russell	1956-03-23	UHC-91688-49	2956729951	5776 Indian School Rd, Gilbert, AZ, 85293	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406844	CLM	Virginia Clark	1948-02-25	UHC-21787-94	—	670 Sage Ct, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426042	CLM	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr Apt 35, Scottsdale, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-407216	CLM	Theresa Espinoza	1979-02-20	UHC-67186-14	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423224	CLM	Sharon Dean	2005-09-11	—	—	1782 Valley View Dr, Charlotte, NC, 28202	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420779	CLM	Benjamin Gibson	1990-11-28	—	—	559 Canyon Rd Apt 35, Columbus, OH, 43281	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

10,559 rows, page 48 of 212Previous Next