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-407877	CLM	Samantha Elliott	1975-08-03	UHC-46587-22	—	5177 Highland Ave, Scottsdale, AZ, 85223	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429771	CLM	Jean Aguilar	1964-03-15	—	7828314723	4645 Sunset Blvd, Seattle, WA, 98108	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410440	CLM	Jeffrey Parker	2000-11-19	UHC-31127-48	—	7356 Canyon Rd, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409025	CLM	Laura Gomez	1964-03-17	—	—	8549 Desert Sky Blvd Apt 5, Charlotte, NC, 28241	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426947	CLM	Ahmed Vega	1953-09-25	UHC-03347-26	—	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-408192	CLM	Larry Patterson	1993-11-15	UHC-30933-70	—	8912 Ocean Ave, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403429	CLM	Aisha Cole	1975-04-01	—	4593416989	4922 Cedar Ln, Minneapolis, MN, 55410	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429532	CLM	Fatima Day	1938-07-11	UHC-20701-07	—	6160 Church St, Denver, CO	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432750	CLM	Maria Fields	1944-03-23	UHC-29736-44	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408468	CLM	Judy Payne	1950-01-20	UHC-70825-08	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427234	CLM	Alexander King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-406964	CLM	Diana Ramos	1994-10-07	UHC-98291-09	—	8705 Pine Dr, Atlanta, GA, 30335	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400559	CLM	Mateo Espinoza	1979-03-21	—	7177346822	2755 Central Ave, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408597	CLM	Kevin Hudson	1991-01-01	UHC-27296-98	—	8959 Market St, Glendale, AZ, 85387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401387	CLM	Katherine Grant	2008-04-28	—	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419574	CLM	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419311	CLM	Melissa U Chavez	1991-11-18	—	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417722	CLM	Cheryl Cunningham	1963-02-20	UHC-69862-58	8194278892	9223 Elm St, Seattle, WA, 98192	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402243	CLM	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd, Chandler, AZ, 85263	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426570	CLM	Arjun T Wright	1982-09-07	UHC-27547-79	—	8140 Washington St, Charlotte, NC, 28227	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417863	CLM	Roger E Black	1992-07-21	UHC-70794-50	—	929 Harbor Blvd, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421998	CLM	Katherine Medina	1965-01-25	UHC-13206-38	8152649263	6551 Central Ave, Los Angeles, CA, 90051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426476	CLM	Barb Peters	1996-06-26	UHC-44679-43	3468856639	501 Willow Ct, Scottsdale, AZ, 85275	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405774	CLM	Ana Alexander	1998-03-14	UHC-52420-37	—	9045 Spring St, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404910	CLM	Bruce P Ferguson	1977-04-10	UHC-65891-58	—	3067 Mesa Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409641	CLM	Willie Hoffman	1963-05-05	—	3829388058	5145 Mesa Dr, Denver, CO, 80241	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-404596	CLM	Gry Hansen	1975-05-10	UHC-74176-39	5989936256	—	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-428544	CLM	Keith Tran	1998-05-08	UHC-70696-87	—	8577 Highland Ave, Fresno, CA, 93722	0.62	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
CLM-430783	CLM	Catherine Marshll	1999-12-18	UHC-48702-23	5655780944	5936 River Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427286	CLM	Amy V Hall	1967-03-03	UHC-03925-56	7155283157	7298 Mesa Dr # 281, Sacramento, CA, 95848	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-422200	CLM	Joyce Reynolds	1963-10-28	—	4222081837	3813 Harbor Blvd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404126	CLM	Margaret Vasquez	2004-12-24	UHC-21400-01	—	3239 Pine Dr, Denver, CO, 80260	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-412257	CLM	Debra Murphy	1955-02-25	UHC-04747-38	2053640895	6611 Elm St, Gilbert, AZ, 85219	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413527	CLM	Fatima A Howard	1997-03-07	UHC-10084-09	5706521809	3345 Sage Ct, Dallas, TX, 75225	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405811	CLM	Nnacy Delgado	1953-06-14	—	—	452 Harbor Blvd, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432688	CLM	Susan Weber	1960-12-03	UHC-37047-32	—	5025 Camelback Rd, Tempe, AZ, 85298	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406502	CLM	Lawrence Mitchell	1940-07-19	UHC-30433-13	—	5724 Hillcrest Rd, Columbus, OH, 43221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426232	CLM	Russell J Holmes	1969-07-10	—	—	6297 Sage Ct, Atlanta, GA, 30312	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-416787	CLM	George Cooleman	1961-02-13	—	9609266717	4707 Meadow Ln, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408602	CLM	Arthur Lucas	1982-09-11	UHC-03901-28	—	2547 Ocean Ave, Nashville, TN, 37228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431538	CLM	Richard White	1967-04-21	UHC-57024-22	9234712099	371 Palm Dr, Houston, TX, 77000	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414117	CLM	Dennis B Spencer	1979-01-01	—	8949703973	4568 Church St, Minneapolis, MN, 55451	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431998	CLM	Ralph Mejia	1955-01-02	—	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417157	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421432	CLM	Lucia Vazquez	1970-06-11	—	6337599464	4165 Meadow Ln, Fresno, CA, 93711	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415545	CLM	Andy Romero	1986-01-06	—	—	7154 Highland Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405668	CLM	Henry Larson	2005-10-19	UHC-00409-57	6215021280	3319 Maple Ave, Jacksonville, FL, 32204	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400195	CLM	Andrea R Mendoza	1949-05-24	UHC-31553-52	—	3821 Willow Ct, Denver, CO, 80230	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-410517	CLM	James Burke	1984-04-13	UHC-15512-71	4768982074	2643 Park Pl, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409372	CLM	Gerald Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more

18,771 rows, page 58 of 376Previous Next