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-406072	CLM	Amy Morris	1950-01-21	UHC-22208-49	3172801482	9661 Broadway, Minneapolis, MN, 55498	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-423079	CLM	Gary Torres	2000-04-04	—	—	1172 Church St, Minneapolis, MN, 55477	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405937	CLM	Doris Coleman	1989-06-06	UHC-31811-70	7357357749	342 Valley View Dr, Tempe, AZ, 85275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409463	CLM	Luis West	1971-02-19	UHC-57737-68	7952276883	8772 Lincoln Way, Fresno, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-427911	CLM	Aaron Reid	1968-04-25	UHC-10885-76	—	1642 Apache Blvd, Miami, FL, 33146	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406168	CLM	Helen Gray	1978-07-03	UHC-92539-10	—	8725 Church St, Atlanta, GA, 30393	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-427972	CLM	Hannah Bell	1960-01-21	UHC-89444-27	—	9030 Market St, Plano, TX, 75019	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-408307	CLM	Abigail Marshall	1943-09-25	UHC-76851-39	6475203297	8253 Desert Sky Blvd, Dallas, TX, 75264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430804	CLM	Kylle A Hunt	1959-07-03	—	—	9635 Highland Ave, Denver, CO, 80254	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430570	CLM	Frances Tucker	1991-07-13	UHC-24971-18	—	237 Pine Dr, Charlotte, NC, 28233	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414339	CLM	Lucia V Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412754	CLM	Priya Spencer	2007-01-27	UHC-46670-64	—	252 Apache Blvd, Houston, TX, 77015	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424020	CLM	Omar N Espinoza	1972-06-10	UHC-79522-74	—	4678 Park Pl, Glendale, AZ, 85344	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-410908	CLM	Joan Lee	1951-08-21	—	—	5901 River Rd, Plano, TX, 75013	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410907	CLM	Joan Lee	1951-08-21	—	—	5901 River Rd, Plano, TX, 75013	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428801	CLM	Edward Simpson	1974-09-14	UHC-96293-11	2796159432	8389 Valley View Dr, Scottsdale, AZ, 85203	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-423934	CLM	Kenneth Johnston	1978-02-15	UHC-37895-83	—	5511 Apache Blvd, Mesa, AZ, 85213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411175	CLM	Betty Wheeler	2002-10-15	—	—	2733 Church St, Charlotte, NC, 28288	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-418652	CLM	Carol K Singh	1997-02-14	—	5752674334	5749 Canyon Rd, Las Vegas, NV, 89107	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422570	CLM	Barbara Vasuqez	1988-11-11	UHC-58555-26	—	3528 Church St, Seattle, WA, 98134	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404689	CLM	Ashley Bowman	1978-06-17	—	—	6982 Mountain View Dr, Glendale, AZ, 85371	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412912	CLM	Isabella Rose	1952-12-19	UHC-76923-43	4803442760	9607 Main St, Eden Prairie, MN, 55377	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411413	CLM	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-417877	CLM	Nathan Cole	1958-07-27	UHC-77282-78	8604055720	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418791	CLM	Elijah B Ruiz	1981-01-18	UHC-16462-61	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409726	CLM	Sofia G Dean	1988-09-15	UHC-65371-02	—	4411 Market St, Atlanta, GA, 30385	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413537	CLM	Betty Bennett	1972-12-08	UHC-09862-50	2777843314	1451 Main St # 491, Tampa, FL, 33605	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-416828	CLM	Jessica M Campball	1970-05-04	UHC-90907-81	4142670478	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409378	CLM	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428164	CLM	Dyllan King	1938-09-20	UHC-53344-87	—	2534 Market St Apt 24, Columbus, OH, 43275	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-416921	CLM	Lauren Bryant	1961-05-04	—	9455408977	5494 Harbor Blvd, Atlanta, GA, 30323	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428275	CLM	Pamela Edwards	2002-04-27	UHC-56282-29	7928686247	6075 Meadow Ln, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-413081	CLM	Joyce Fisher	1974-05-01	—	—	6729 Washington St, Chandler, AZ, 85205	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-432096	CLM	Wei Marshall	1967-12-26	—	8256521422	1183 Oak St, Seattle, WA, 98174	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401477	CLM	Austin Stevens	1992-06-12	UHC-53338-41	7376688370	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413957	CLM	Luis Dunn	1950-11-21	—	—	5311 Desert Sky Blvd, Charlotte, NC, 28275	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412184	CLM	Kathryn Hart	1983-10-22	—	6156147128	1868 Park Pl, Jacksonville, FL, 32215	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419610	CLM	Logan Miller	1959-06-03	—	2243926533	4889 River Rd, Miami, FL, 33161	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417957	CLM	Wayne Q Silva	2005-02-18	UHC-07518-90	—	3386 Union St, Orlando, FL, 32817	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425418	CLM	Samantha R Palmar	2008-02-16	UHC-09047-81	—	523 Lake View Rd Apt 16, Los Angeles, CA, 90049	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-409681	CLM	Kayla T Sims	1951-10-03	UHC-92620-10	—	9742 Ridge Rd, San Diego, CA, 92121	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411513	CLM	Judith Castillo	1984-08-12	UHC-17837-26	4316528624	5562 Pine Dr, Tucson, AZ, 85793	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428359	CLM	Michael Nunez	1991-12-07	UHC-34718-24	—	6691 Palm Dr, Austin, TX, 78728	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427851	CLM	Dyylan Y Cole	2004-07-01	UHC-93588-47	2582930050	6513 Cedar Ln, Phoenix, AZ, 85086	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419953	CLM	Abigail Ellis	2007-08-21	—	—	2869 Palm Dr, Phoenix, AZ, 85047	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401990	CLM	Sean Alvarado	1974-11-08	UHC-95582-59	—	3881 Palm Dr, Los Angeles, CA, 90000	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-417419	CLM	Brandun Shaw	1960-11-07	—	—	7007 Oak St, Denver, CO, 80237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430317	CLM	Ethan Peers	1971-06-14	UHC-28291-35	—	4909 Meadow Ln, Seattle, WA, 98152	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404122	CLM	Abigail Walsh	1950-08-26	UHC-35970-83	—	6737 Bayshore Dr, San Antonio, TX, 78249	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422626	CLM	Isabella Hanson	1969-02-15	UHC-86221-59	—	6627 Apache Blvd, Eden Prairie, MN, 55326	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more

10,559 rows, page 104 of 212Previous Next