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-414265	CLM	Carlos Lucas	1965-04-04	UHC-26021-69	—	7146 Market St, Chandler, AZ, 85280	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-414095	CLM	Debra Elliott	1959-08-05	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-429109	CLM	Terry Young	2003-12-26	UHC-16318-17	—	116 Baseline Rd, Houston, TX, 77015	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-413226	CLM	Joan Hoffman	1942-09-22	—	—	4691 River Rd, Scottsdale, AZ, 85203	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-421767	CLM	Pat Li	1969-12-22	UHC-70875-63	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-432014	CLM	Arjun Santos	1960-05-14	—	—	866 Hillcrest Rd, Eden Prairie, MN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-430841	CLM	Jerry T Banks	1945-09-20	UHC-69891-94	6254404110	249 Oak St, Columbus, OH, 43202	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-410590	CLM	Tyer Russell	1958-12-09	UHC-38785-33	—	596 Hillcrest Rd, Orlando, FL, 32866	0.84	Date of birth reformatted Gender normalised
CLM-416314	CLM	Lucia Fuller	1976-05-01	—	—	8952 Park Pl, Fresno, CA, 93730	0.84	Date of birth reformatted Gender normalised
CLM-420628	CLM	Stephanie Rss	1998-02-27	—	—	504 Sunset Blvd, Austin, TX, 78795	0.84	Date of birth reformatted SSN last four extracted
CLM-425793	CLM	Sarah Medina	1971-12-14	UHC-08978-41	8102627525	6277 Elm St, Gilbert, AZ, 85250	0.84	Name split from “Last, First”Date of birth reformatted
CLM-426592	CLM	Gary Fields	1988-08-24	UHC-65382-80	—	8600 Willow Ct, Fresno, CA, 93736	0.84	Date of birth reformatted Gender normalised
CLM-414449	CLM	Coleman Eric	2007-04-20	UHC-65472-35	6735916329	—	0.84	Date of birth reformatted Gender normalised
CLM-410176	CLM	Christine Morales	2007-01-19	UHC-18121-75	5674677874	9879 Lincoln Way, Fresno, CA, 93702	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-412174	CLM	Tran B Maria	1969-05-10	UHC-71683-43	4302044410	8644 Broadway, Chandler, AZ, 85246	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-412603	CLM	Lori Cmapbell	1980-01-13	UHC-28401-72	5544397034	231 Broadway, Fresno, CA, 93734	0.86	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-416977	CLM	Mark Contreras	1994-06-05	UHC-18319-57	3653359957	7677 Indian School Rd, Sacramento, CA, 95831	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-414627	CLM	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.86	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-420008	CLM	Patricia Z Dixon	1980-05-05	UHC-19955-99	8944666462	4078 Elm St, Charlotte, NC, 28210	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-420570	CLM	Linda McDonald	1980-04-09	UHC-70228-56	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-425457	CLM	Edward Reyes	2004-09-24	UHC-07461-95	5445091423	—	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-421318	CLM	Jennifer Weber	1946-07-05	UHC-83139-76	9197241137	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-417681	CLM	Ryan Chen	1963-04-11	UHC-69720-39	8739516905	4269 Maple Ave, San Diego, CA, 92151	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
CLM-426057	CLM	Evelyn Ruiz	1969-09-25	UHC-60263-23	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-425833	CLM	Anna H Williams	1985-11-05	UHC-92716-76	3408108516	2622 Lincoln Way, Sacramento, CA, 95860	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429439	CLM	Sharon V Rose	1956-02-12	UHC-95563-56	—	1190 Grand Ave, Los Angeles, CA, 90044	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-424241	CLM	Randy Hall	1982-01-27	UHC-34342-11	3269836537	8707 Valley View Dr, Phoenix, AZ, 85004	0.88	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+2 more
CLM-421256	CLM	Brian Cook	1997-03-07	—	7973394249	3174 Market St, Columbus, OH, 43224	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-418169	CLM	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-418207	CLM	Janice Valdez	1979-01-23	UHC-71780-60	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-404671	CLM	Albert Ray	1963-01-25	UHC-24942-04	2715871969	4063 Elm St, Denver, CO, 80232	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-407170	CLM	Nicholas Gibson	1948-06-11	—	8219769250	6030 Camelback Rd, Minneapolis, MN, 55489	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
CLM-418863	CLM	Ethan Armstrong	1952-01-19	UHC-82773-75	2599056255	3847 Indian School Rd, Mesa, AZ, 85212	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-413024	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	8635967809	9879 Elm St, Jacksonville, FL, 32278	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-431263	CLM	Jacob D Parker	1969-11-12	UHC-01644-25	4603785370	3708 Desert Sky Blvd, San Antonio, TX, 78250	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-431279	CLM	Hannah Ramos	1952-09-18	UHC-51097-46	—	8140 Broadway, Tempe, AZ, 85258	0.88	Name re-cased Date of birth reformatted Address re-cased City re-cased+2 more
CLM-409912	CLM	Kyle Snachez	1963-05-16	UHC-85114-93	9607333637	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-429952	CLM	Danielle Young	2004-09-22	—	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-404172	CLM	Joseph Wright	1976-04-20	UHC-09052-51	—	2096 Willow Ct, Tampa, FL, 33660	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more
CLM-430486	CLM	Sarah Sanchez	1943-03-13	UHC-82518-76	—	7645 Sage Ct, Fresno, CA, 93724	0.88	Date of birth reformatted Member ID reformatted City re-cased State code upper-cased+2 more
CLM-418547	CLM	Russell Q Powell	1939-10-22	UHC-73379-98	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-410905	CLM	Sara Snyder	1959-08-17	UHC-32651-31	—	4222 Sage Ct, Miami, FL, 33195	0.88	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+2 more
CLM-418731	CLM	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-402087	CLM	Mateo Olson	1957-06-04	UHC-93325-81	8942216360	7391 Broadway, Mesa, AZ, 85251	0.88	Date of birth reformatted Phone reformatted Address re-cased Plan code upper-cased+2 more
CLM-405153	CLM	Douglas Hernandez	1945-10-12	UHC-13991-22	2623919056	1934 Lincoln Way, San Antonio, TX, 78213	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416824	CLM	Kyle T Watkins	1984-12-10	UHC-94843-45	2243979350	2406 Palm Dr, Tampa, FL, 33648	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-402825	CLM	Chaarles Ford	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-400594	CLM	Haroold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429881	CLM	Julie Pena	1994-12-14	UHC-64751-19	8296431839	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-402615	CLM	Joseph Mitchell	1991-08-04	UHC-11166-10	—	9484 Highland Ave, Tucson, AZ, 85796	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more

10,559 rows, page 151 of 212Previous Next