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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420263	CLM	Martha Nichols	1989-04-27	—	4647608888	1787 Jefferson Ave, Mesa, AZ, 85240	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424496	CLM	Carol Peterson	1988-03-27	UHC-20697-04	9047784461	7116 Central Ave, Columbus, OH, 43230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410395	CLM	Jeff Contreras	1985-03-18	UHC-49087-19	8444373158	1184 Main St, San Diego, CA, 92196	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-428727	CLM	Julie Simmons	1983-02-16	—	5817213191	1667 Canyon Rd, Miami, FL, 33192	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400008	CLM	Sophia Ramirez	1974-07-12	UHC-63528-88	7196681436	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400007	CLM	Sophia Ramirez	1974-07-12	UHC-63528-88	7196681436	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-414461	CLM	Noah Garrett	1984-06-17	UHC-99638-91	7952268932	3201 Sunset Blvd, Charlotte, NC, 28246	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431244	CLM	Theresa Singh	1948-04-09	UHC-14998-79	4599033090	8027 Union St, Austin, TX, 78747	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413313	CLM	Teresa J Larson	—	—	8062937259	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-401446	CLM	Andrea Soto	2004-11-26	—	3192373196	7076 Mesa Dr, Scottsdale, AZ, 85273	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418981	CLM	Mark I Hoffman	1993-10-18	—	3723763077	7240 Union St, Nashville, TN, 37228	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407004	CLM	Deborah Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-410507	CLM	Benjamin Carr	1953-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421361	CLM	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410273	CLM	Mark Owens	—	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.78	Date of birth missing Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-401447	CLM	Janie Rice	1938-12-26	UHC-09502-63	2673962817	8888 Palm Dr, Tucson, AZ, 85748	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427902	CLM	Chuck F Sims	1988-03-08	UHC-42845-48	4295756670	1382 Sunset Blvd, Tampa, FL, 33692	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400213	CLM	Lori Parker	1949-09-28	UHC-06551-05	2927735526	5635 Elm St, Chandler, AZ, 85238	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413091	CLM	Natalie Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd, Miami, FL, 33177	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406478	CLM	Emily Austin	1958-02-05	UHC-31246-46	8466637827	3924 Mountain View Dr, San Antonio, TX, 78246	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404830	CLM	Laura V Alvarez	1994-01-13	UHC-59481-37	2819546655	231 Grand Ave, Glendale, AZ, 85322	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400591	CLM	Larry Richardson	1992-01-08	UHC-30947-57	4018202269	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-431430	CLM	Wei Cooper	1953-10-25	UHC-84241-56	7056088883	5751 River Rd, Chandler, AZ, 85261	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429786	CLM	Heather Ramirez	1984-02-13	—	7002360098	—	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-421403	CLM	Tyler Hudson	1972-02-12	UHC-96277-14	6996382378	7391 Elm St, Minneapolis, MN, 55417	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430785	CLM	Roger Marshall	1998-11-17	—	7182261340	9125 Camelback Rd, Minneapolis, MN, 55418	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412885	CLM	Joyce Martin	1989-03-11	—	5783885952	4978 Mountain View Dr, Eden Prairie, MN, 55366	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412601	CLM	Crawford Cheryl	1953-01-26	—	3855974144	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412356	CLM	Deborah Gilbert	—	UHC-22494-09	7152997127	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-406792	CLM	Diana Estrada	1996-11-10	—	5762514278	2583 Harbor Blvd # 109, Eden Prairie, MN, 55397	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-410804	CLM	Haarold Fox	1946-07-09	UHC-10508-05	6978267472	8814 Elm St, Columbus, OH, 43242	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430965	CLM	Luis Butler	1948-01-28	—	4235671000	7243 Sunset Blvd, Tampa, FL, 33671	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-425128	CLM	Joshua Gray	1994-04-12	UHC-40679-05	8249883339	1373 Lincoln Way, Sacramento, CA, 95872	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429246	CLM	Stephanie Thomas	1975-08-01	—	7312012011	4840 Elm St, Eden Prairie, MN, 55390	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406005	CLM	Janice Roberts	1981-08-28	—	9005793777	1097 Mountain View Dr, Eden Prairie, MN, 55330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403392	CLM	Henry Hunter	1944-09-06	UHC-56451-44	4696066935	8415 Canyon Rd, Tampa, FL, 33682	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
CLM-408576	CLM	Marilyn H Nichols	1944-03-06	—	2109932813	5511 Baseline Rd, Nashville, TN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419093	CLM	Vyncent S Gilbert	2005-03-11	UHC-99716-09	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-409246	CLM	Pamela Simpson	1987-12-16	—	2748896114	8409 Ridge Rd, Glendale, AZ, 85358	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408573	CLM	Isabella Vargas	1979-09-10	—	2239221480	8194 Sunset Blvd, Miami, FL, 33120	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408415	CLM	James Burke	1946-01-12	—	7486023083	6978 Forest Ave, San Diego, CA, 92128	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430824	CLM	Randy Wright	1947-08-15	UHC-97517-01	8902045648	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432757	CLM	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431224	CLM	Christian U Lynch	1982-04-12	UHC-89218-09	4735622060	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-423898	CLM	Mteo O Chapman	1975-10-13	—	4388667009	8884 Mountain View Dr, Austin, TX, 78790	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410711	CLM	Evellyn Williams	2008-09-27	UHC-96663-83	3604353854	8149 Bayshore Dr, Tempe, AZ, 85270	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422489	CLM	Paul Vazquez	1995-01-08	—	9782620349	4886 Lake View Rd # 529, Plano, TX, 75085	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-420001	CLM	Priya H McDonald	1965-08-04	UHC-72612-44	6966363485	5136 Apache Blvd, Tempe, AZ, 85277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413146	CLM	Ann M McCoy	1972-11-10	—	5182481203	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-405797	CLM	Jordan Duncan	1993-06-11	UHC-11088-69	7863190096	4713 Indian School Rd, Houston, TX, 77066	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

11,960 rows, page 128 of 240Previous Next