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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424308	CLM	Morrison Wei	1956-07-26	—	9546831872	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-418549	CLM	Russall Q Powell	1939-10-22	—	6546722457	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-413517	CLM	Elizabath Y Perez	1978-05-21	—	—	—	0.82	Middle initial moved out of first name Name re-cased Placeholder values cleared
CLM-405820	CLM	Benjamin Harvey	1949-06-01	UHC-69892-51	6196052892	—	0.82	Name re-cased Gender normalised Whitespace trimmed
CLM-426948	CLM	Ahmed Vega	1953-09-25	UHC-03347-26	—	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-427164	CLM	Elizabeth Stephens	1940-06-08	UHC-57401-20	—	9528 Meadow Ln, Austin, TX, 78768	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-419855	CLM	Kelly Vasquez	1994-11-02	UHC-28576-12	—	2110 Church St, Mesa, AZ, 85274	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-409680	CLM	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave Apt 25, Sacramento, CA, 95811	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-425863	CLM	Matthew J Silva	1961-07-09	UHC-88687-40	—	9834 Indian School Rd, Plano, TX, 75013	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-408888	CLM	Jesse A Cole	1951-08-18	UHC-22366-11	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-414245	CLM	Henry Wells	1994-05-08	UHC-34465-23	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-413764	CLM	Christina Walsh	1985-08-19	UHC-65890-94	—	6662 Lake View Rd, Minneapolis, MN, 55487	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-406819	CLM	Dris Simmons	1952-07-04	UHC-64986-08	—	3635 Mountain View Dr, Scottsdale, AZ, 85252	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-422639	CLM	Patricia Green	1963-04-09	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-400391	CLM	Ethan Lewis	1947-02-25	—	7949937556	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-415883	CLM	Zachary Rogers	1980-11-20	UHC-85497-87	—	4290 Ridge Rd, Eden Prairie, MN, 55310	0.84	Name re-cased Two-digit birth year
CLM-429214	CLM	Christine Vega	1995-04-02	UHC-51289-46	—	3340 Willow Ct, Atlanta, GA, 30342	0.84	Name re-cased Phone missing area code
CLM-420721	CLM	Barbara D Adams	1965-10-03	UHC-39914-52	5533683724	7342 Broadway, Jacksonville, FL, 32229	0.84	Name re-cased Gender normalised
CLM-403626	CLM	Edward Porter	1999-07-28	UHC-26683-20	—	226 Broadway, Houston, TX, 77018	0.84	Name re-cased ZIP+4 trimmed
CLM-428743	CLM	Sharon Luna	1957-12-02	—	—	9300 Maple Ave, Las Vegas, NV, 89138	0.84	Name re-cased ZIP+4 trimmed
CLM-410410	CLM	Frank Garrett	—	UHC-47816-04	—	9229 Sunset Blvd, Tampa, FL, 33618	0.84	Name re-cased Date of birth missing
CLM-408339	CLM	Brandon Johnston	1993-03-05	UHC-18239-79	8106611108	—	0.84	Name re-cased Gender normalised
CLM-405976	CLM	Ahmed Gibson	2001-11-13	UHC-08757-66	3242184962	1726 Valley View Dr, San Antonio, TX, 78217	0.84	Name re-cased ZIP+4 trimmed
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-404979	CLM	Julia Silva	1961-06-28	UHC-78965-73	4274742207	180 Lake View Rd, Sacramento, CA, 95817	0.88	Name re-cased Phone reformatted Member ID reformatted City re-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-430680	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	3084750346	—	0.88	Name re-cased Phone reformatted Member ID reformatted Plan code upper-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-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-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-431867	CLM	Ronald G Meyer	2000-05-27	—	5777411106	8153 Broadway, Mesa, AZ, 85274	0.88	Name re-cased Address re-cased City re-cased Email lower-cased+2 more
CLM-407852	CLM	Gerald Martinez	1955-10-03	UHC-27156-84	5984567185	4734 Grand Ave, Dallas, TX, 75298	0.88	Name re-cased Phone reformatted City re-cased State code upper-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-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-411855	CLM	Christian Henderson	1964-08-16	—	6639945607	145 Mountain View Dr, Charlotte, NC, 28227	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+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

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