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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429917	CLM	Melissa Soto	1979-06-25	UHC-47899-58	—	4356 Jefferson Ave, Fresno, CA, 93723	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
CLM-412342	CLM	Katherine W Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-416681	CLM	Dorothy Wagner	—	UHC-27472-49	—	—	0.66	Date of birth unreadable Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-421772	CLM	Jose Y Perez	1980-04-25	UHC-94809-39	—	4123 Central Ave, Gilbert, AZ, 85257	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-414993	CLM	Kieth L Jones	1987-01-29	UHC-95396-91	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.66	City re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-419775	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	—	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-410034	CLM	Bruce Morales	1938-04-18	UHC-48238-50	—	1436 Jefferson Ave Apt 28, San Diego, CA, 92167	0.66	Name re-cased Two-digit birth year Unit split from street Plan code upper-cased+1 more
CLM-430328	CLM	William Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-408461	CLM	Brenad Garrett	1985-09-28	UHC-01984-24	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-428630	CLM	Ethan Chavez	1951-07-01	UHC-43527-12	5118317688	2576 Central Ave, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432612	CLM	Jacob Espinoaz	1943-03-01	—	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.66	Two-digit birth year Phone reformatted Gender normalised Plan code upper-cased+1 more
CLM-404530	CLM	Heathr Griffin	1987-08-11	UHC-60659-31	—	8521 Palm Dr, Jacksonville, FL, 32278	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404442	CLM	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr Apt 31, Miami, FL, 33159	0.66	Unit split from street State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-412727	CLM	Ann Welch	1990-11-23	UHC-96949-18	—	5773 Grand Ave, Seattle, WA, 98173	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
CLM-410788	CLM	Deborah McDonald	—	—	—	—	0.66	Name re-cased Date of birth missing Gender normalised Plan code upper-cased+1 more
CLM-410524	CLM	Ann W Hudson	1944-06-11	—	—	1546 Highland Ave, Nashville, TN, 37278	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-429900	CLM	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Plan code upper-cased+1 more
CLM-401131	CLM	Adam Torres	1994-02-07	UHC-94361-64	—	24 Jefferson Ave, Fresno, CA, 93790	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-408714	CLM	Vincent Gordon	1973-01-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
CLM-418324	CLM	Omar Moore	—	UHC-47663-42	2598112902	—	0.68	Name re-cased Date of birth unreadable Gender normalised Plan code upper-cased
CLM-417656	CLM	Matthew P Rice	1999-03-22	—	—	6058 Apache Blvd, Houston, TX, 77066	0.68	SSN last four extracted Gender normalised Plan code upper-cased Placeholder values cleared
CLM-427406	CLM	Jeff Crawford	1953-09-12	UHC-09449-40	9398889240	4512 Elm St, Nashville, TN, 37270	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-429457	CLM	Harold Barnes	1995-04-05	—	8725208417	683 Hillcrest Rd, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-416941	CLM	Gabriel Delgado	1993-11-22	UHC-19497-55	—	7840 Spring St, Phoenix, AZ, 85045	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-415575	CLM	Samuel E Kelley	1969-12-07	—	3918742582	9612 Spring St, Orlando, FL, 32857	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400160	CLM	Jluie R Wilson	1965-12-07	UHC-58931-70	—	766 Washington St, Austin, TX	0.72	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+4 more
CLM-418756	CLM	Camila Tran	1958-03-13	UHC-16446-89	9355912289	1343 Forest Ave, Phoenix, AZ, 85032	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430011	CLM	Larry Garcia	1952-09-11	UHC-62291-99	—	3651 Harbor Blvd, Fresno, CA, 93741	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409569	CLM	Zachay Perry	2008-05-01	UHC-94829-05	6392581928	1235 Main St, Charlotte, NC, 28237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417653	CLM	Edward H Dominguez	1972-05-07	UHC-99922-82	8333307288	7510 Oak St, Mesa, AZ, 85219	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411070	CLM	Andrea Li	1954-10-09	UHC-66640-67	4199503324	4255 Maple Ave, Scottsdale, AZ, 85274	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401226	CLM	Ann Lopez	1940-11-23	UHC-75662-02	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424453	CLM	Austin Rose	1944-06-18	—	8235775049	4041 Forest Ave, Plano, TX, 75007	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423965	CLM	Marilyn Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd, Minneapolis, MN, 55446	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426369	CLM	Abigail Carr	2000-10-15	—	5119913782	2810 Baseline Rd, Orlando, FL, 32805	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411681	CLM	Terry Black	1992-02-25	UHC-24200-02	4795818032	7291 Ridge Rd, Scottsdale, AZ, 85208	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412030	CLM	Keith Z Lopez	1954-12-07	UHC-85819-38	4926077912	5191 Spring St, Fresno, CA, 93714	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-430471	CLM	Elijah N Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432256	CLM	Victoria Dunn	2001-10-11	UHC-06859-93	—	8891 Canyon Rd, Tampa, FL, 33620	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418291	CLM	Margaret F Nichols	1969-01-18	—	5594918770	4873 Sage Ct, Dallas, TX, 75225	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418678	CLM	Yuki Hanson	1981-03-04	UHC-02203-04	5829358898	8102 Market St, Plano, TX, 75071	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421263	CLM	Randy Lawrence	1952-10-20	—	—	9077 Oak St, Las Vegas, NV, 89131	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426754	CLM	Walter Benntt	1995-10-25	UHC-35632-44	5532117517	9390 Spring St, San Diego, CA, 92121	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402906	CLM	Janice Anderson	1981-10-10	—	7292220567	8439 Indian School Rd, Atlanta, GA, 30360	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412594	CLM	Natalie C Nelson	1944-03-01	—	8009397909	402 Ridge Rd, Plano, TX, 75056	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409262	CLM	Terry E Rivera	1993-04-10	UHC-56476-05	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404144	CLM	Kathleen K Carpenter	1965-06-13	UHC-24892-68	2586454641	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-413979	CLM	Martha Maldonado	1965-02-23	UHC-91916-41	—	4490 Market St, Nashville, TN, 37266	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414325	CLM	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO, 80290	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431451	CLM	Jordan Brooks	1963-03-19	UHC-55414-72	—	9719 Church St, Plano, TX, 75053	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

825 rows, page 6 of 17Previous Next