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-412341	CLM	Russell Carter	1940-10-16	UHC-58996-04	7005991659	1066 Main St, Fresno, CA, 93705	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431223	CLM	Donna Morris	2003-07-27	UHC-81537-62	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413285	CLM	Jonathan Pierce	1943-09-18	UHC-45594-56	2747158996	4558 Ocean Ave, Chandler, AZ, 85237	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-419461	CLM	Robert Myers	1983-02-02	—	2696268781	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-406380	CLM	Mark Roberts	1955-12-08	UHC-20647-47	2818590566	9141 Hillcrest Rd, Dallas, TX, 75281	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-403986	CLM	Jennifer Schmidt	1952-01-28	—	5357091043	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400345	CLM	Eugene N Campbell	1951-03-21	—	4908389410	9531 Central Ave, Atlanta, GA, 30370	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417640	CLM	Anthony Elliott	1957-04-07	UHC-53370-86	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426641	CLM	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-400465	CLM	Wayne Carpenter	1993-02-01	UHC-08752-97	9764727482	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405226	CLM	Kayla Wong	1996-10-23	—	9543492668	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424328	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-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-408063	CLM	Emily Martin	1997-05-14	UHC-23423-50	—	3958 Elm St, Miami, FL, 33109	0.90	Name re-cased Date of birth reformatted Member ID 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-431110	CLM	Laura U Cruz	1974-11-24	—	—	5143 Broadway, Sacramento, CA, 95882	0.90	Name re-cased Date of birth reformatted Address re-cased Whitespace trimmed+1 more
CLM-410847	CLM	Carolyn Wong	1977-01-09	—	—	2259 Highland Ave, Sacramento, CA, 95840	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+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-425558	CLM	Bobby Fisher	1947-02-16	—	4479159806	1197 Ridge Rd, Glendale, AZ, 85315	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+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-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-429175	CLM	Billy Elliott	1982-05-12	UHC-93838-09	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted 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-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-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-411961	CLM	Austin Myers	1949-05-25	UHC-38620-73	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400800	CLM	Laura Sullivan	1974-11-11	—	6567179083	1021 Highland Ave, Atlanta, GA, 30378	0.92	Name re-cased Date of birth 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-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-421042	CLM	Dorothy Alvarez	1990-11-06	UHC-40595-14	8043562146	9758 Oak St, Tampa, FL, 33657	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 161 of 212Previous Next