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-424329	CLM	Diane Dominguez	1946-08-06	UHC-17276-55	9789858984	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425591	CLM	Harold Peterson	1963-12-09	UHC-37208-63	5642721322	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-409755	CLM	Brenda Turner	1983-08-03	UHC-44384-04	3938908504	1252 Mountain View Dr, Columbus, OH, 43294	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431910	CLM	Ethan Gordon	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way, Dallas, TX, 75288	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-400786	CLM	James Thompson	1979-07-14	—	8414840669	5754 Bayshore Dr, Minneapolis, MN, 55499	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409088	CLM	Billy Le	1940-01-19	UHC-22687-90	7982733512	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-418120	CLM	Donna Bell	1944-10-23	UHC-52060-01	9659166127	2480 Canyon Rd, Jacksonville, FL, 32238	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407299	CLM	Daniel Freeman	1956-01-22	—	8016636961	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425955	CLM	Brenda Nichols	2007-08-08	—	5895609036	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425377	CLM	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426438	CLM	Peul Willis	1949-10-17	UHC-36011-62	8018506508	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-409210	CLM	Jeffrey P Clrak	1962-10-22	UHC-45965-92	9453380672	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407856	CLM	Ronald Espinoza	1981-09-20	—	3695381020	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-424992	CLM	Samuel Russell	2002-08-26	UHC-79322-77	6844569438	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414404	CLM	Dennnis Jimenez	1966-06-08	—	7964328831	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430590	CLM	Brittany Holmes	1989-02-22	—	8866702630	1374 Apache Blvd, Columbus, OH, 43266	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413601	CLM	Jason T Phillips	1986-08-11	UHC-16875-64	5137629575	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413600	CLM	Jason T Phillips	1986-08-11	UHC-16875-64	5137629575	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426466	CLM	Joseph Garcia	1956-05-23	UHC-81822-24	9056013717	9575 Ocean Ave, Tampa, FL, 33665	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429928	CLM	Fatima T Knight	1963-09-13	UHC-92327-02	4696345513	2657 Market St, Eden Prairie, MN, 55302	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-410610	CLM	Austin L Pena	1973-05-08	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ, 85328	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413999	CLM	Nicholas Jackson	1951-02-03	UHC-39004-12	7286235202	849 Cedar Ln, Fresno, CA, 93766	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-432639	CLM	Tyler Yang	1969-10-20	UHC-30040-50	6322917300	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-408161	CLM	Vincent I Hayes	1945-11-04	—	4099895608	1652 Washington St, Phoenix, AZ, 85099	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-424787	CLM	Camila Coleeman	1960-01-21	UHC-30287-02	8105710688	2961 Cedar Ln, Tampa, FL, 33609	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-430385	CLM	Natalie Spencer	1986-01-27	UHC-74798-50	9136532007	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-410202	CLM	Maria Martin	1974-12-05	UHC-06183-65	5267433029	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406941	CLM	Jesse R Alexander	2007-02-13	UHC-98335-18	3156531933	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428948	CLM	Vincent K Castillo	1979-05-25	—	5865607373	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415465	CLM	Franklin Juan	1963-03-08	UHC-92188-10	4423077818	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432344	CLM	Jermy Mendez	1987-09-14	—	6669795351	9855 Sage Ct, Tampa, FL, 33660	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414855	CLM	Donald Gonzales	2006-10-09	UHC-12549-84	9435833336	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423758	CLM	Raymond Washington	1968-08-17	UHC-78812-89	7543059283	4238 Broadway, Mesa, AZ, 85246	0.90	Name re-cased Phone reformatted Address re-cased City re-cased+1 more
CLM-410584	CLM	Sara Ortiz	1979-04-07	UHC-96234-58	3052494046	6585 Lake View Rd, Minneapolis, MN, 55411	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-409903	CLM	Amber A Howell	1967-03-16	UHC-88592-44	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-403072	CLM	Diego West	1962-07-26	UHC-45695-22	2465781563	3822 Baseline Rd, Dallas, TX, 75235	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429026	CLM	Carol B Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.92	Name re-cased Phone reformatted Member ID reformatted Address re-cased
CLM-425600	CLM	Barbara Johnston	1990-12-20	UHC-77608-21	2573931456	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429392	CLM	Emily Roberts	1955-07-11	UHC-42496-47	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401004	CLM	Ralph Vargas	1969-06-27	UHC-63428-97	5144147151	5769 Cedar Ln, Tempe, AZ, 85279	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427592	CLM	Sofia G Price	1970-08-23	UHC-91931-96	7288038801	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404658	CLM	Olivia Padilla	1998-05-26	—	6444014155	9203 River Rd, San Diego, CA, 92139	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423247	CLM	Sophia Lawrence	1989-05-04	UHC-54923-39	2544280562	2752 Valley View Dr, Charlotte, NC, 28215	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427122	CLM	Jeremy Chen	2007-05-25	UHC-50178-70	7047105583	—	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-423267	CLM	Stephen Lewis	1945-04-19	UHC-79108-37	7083511873	6070 Sage Ct, Scottsdale, AZ, 85260	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422683	CLM	Diego Richardson	1943-08-13	UHC-07366-97	6045885724	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428818	CLM	Christopher Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423663	CLM	Eugene Franklin	1999-06-01	—	9537519462	4137 Mountain View Dr, Miami, FL, 33145	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426651	CLM	Joseph Flores	1958-02-10	UHC-70640-04	2515019194	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-402577	CLM	Sofia A Howell	1971-04-14	—	4798965964	9781 Sunset Blvd, Charlotte, NC, 28216	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared

11,960 rows, page 186 of 240Previous Next