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-404032	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-423027	CLM	Samantha F Valdez	1950-02-09	UHC-09139-97	2996051262	6880 Park Pl, Glendale, AZ, 85362	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423440	CLM	Jacob Harvey	1991-02-10	UHC-30103-80	3422132751	9345 Main St Apt 38, San Diego, CA, 92168	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418964	CLM	Wei Greene	1945-01-21	—	9613863042	63 Lincoln Way, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400057	CLM	Lara Hamilton	1956-01-17	—	2047051289	7386 River Rd, Las Vegas, NV, 89191	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-423475	CLM	Walter Hudson	1939-11-17	—	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-423750	CLM	Julia Myers	2001-03-08	UHC-12935-90	9365067662	7917 Desert Sky Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416281	CLM	Megan Mendez	1980-08-24	UHC-42944-94	4423146963	5609 Forest Ave # 243, Phoenix, AZ, 85010	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413774	CLM	Aaron Bailey	1938-10-12	UHC-83010-96	3414456706	3294 Elm St, Eden Prairie, MN, 55325	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416645	CLM	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425015	CLM	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-424896	CLM	Frank Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410809	CLM	Nicole Richardson	2008-09-22	—	7257076485	2529 Canyon Rd, Houston, TX, 77064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414045	CLM	Steve L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr, Denver, CO, 80244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402102	CLM	Jordan Brton	1954-08-28	—	9786668728	8433 Washington St # 906, Tempe, AZ, 85288	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404887	CLM	Jordan Ramirez	1995-11-26	UHC-27987-27	8045672997	1597 Harbor Blvd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404942	CLM	Russell F Morales	1969-02-22	—	2543228009	4402 Desert Sky Blvd # 269, Tucson, AZ, 85744	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-414392	CLM	Gregory Cruz	2004-09-18	—	6396616977	8123 Hillcrest Rd, Denver, CO, 80241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427979	CLM	Abigail Rios	1979-05-26	UHC-06532-92	7957894652	5815 Bayshore Dr, San Antonio, TX, 78296	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411316	CLM	Betty Rojas	1976-12-27	UHC-59588-79	2533774468	3322 Hillcrest Rd, Sacramento, CA, 95831	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-405431	CLM	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr # 323, Gilbert, AZ, 85229	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-400978	CLM	Camila Rogers	2004-02-15	—	8248373567	811 Hillcrest Rd, Miami, FL, 33103	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413470	CLM	Anan Carr	1972-11-13	—	4513187275	7558 Central Ave, Phoenix, AZ, 85025	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412218	CLM	Noah Walch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428917	CLM	Donald Cooper	1988-03-11	—	5756987106	4619 Central Ave, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420892	CLM	Benjamin Collins	2004-03-16	—	7277170303	1636 Apache Blvd, Tucson, AZ, 85757	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418487	CLM	Julia Perkins	1945-03-26	—	5899882435	5328 Washington St, Tempe, AZ, 85269	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405528	CLM	Denise Dunn	1954-05-11	—	3797197048	5263 Sunset Blvd, Tempe, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430055	CLM	Priay T Fuller	1952-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403146	CLM	Fatima Jones	1965-05-13	UHC-49631-46	9498251916	8055 Harbor Blvd, Seattle, WA, 98167	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408846	CLM	Aaron Andrews	2007-04-08	UHC-76478-80	5338795238	6597 Church St, San Diego, CA, 92170	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413460	CLM	Natalie Wang	1942-05-17	UHC-03089-16	3485064143	5516 Market St, Austin, TX, 78786	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425258	CLM	Mariana Campbbell	2008-05-15	UHC-28563-63	7312895058	2470 Palm Dr, Minneapolis, MN, 55400	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408769	CLM	Shaw Vincent	1984-04-27	UHC-60140-35	7722673629	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-428248	CLM	Maria Dean	—	UHC-57338-06	3078597175	7959 Harbor Blvd, Sacramento, CA, 95812	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-403601	CLM	Mary K Rogers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423222	CLM	William Knight	1940-02-10	UHC-41179-03	3535879695	267 Grand Ave, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414087	CLM	Tyler Adams	1959-02-25	—	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411588	CLM	Juan Jordan	2000-07-03	UHC-43301-66	3265291127	7107 Jefferson Ave, Plano, TX, 75064	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-415523	CLM	Bruce Reynolds	1945-07-01	UHC-33418-96	3325831335	8688 Apache Blvd, Glendale, AZ, 85382	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409230	CLM	Joe Castillo	1971-02-06	—	6245948061	4630 Church St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422488	CLM	Paul Vazquez	1995-01-08	UHC-55634-10	9782620349	4886 Lake View Rd, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429912	CLM	Joshua Castor	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 31, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418427	CLM	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	2093 Hillcrest Rd, Gilbert, AZ, 85254	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-406050	CLM	John Delgado	1990-07-14	UHC-78053-81	6478350126	9808 Market St, Sacramento, CA, 95873	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429022	CLM	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	7326 Highland Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407374	CLM	Santiago Elliott	1989-06-01	—	7082062197	5848 Elm St, Orlando, FL, 32832	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402764	CLM	Frank Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-408762	CLM	Jeff Ortiz	1986-10-08	UHC-55126-77	6715436453	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more

11,960 rows, page 54 of 240Previous Next