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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405112	CLM	Sophia Wilson	1958-01-14	UHC-22018-02	9446933110	3631 Market St, Nashville, TN, 37219	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412234	CLM	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429264	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400941	CLM	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408121	CLM	Stephen Peterson	1943-06-12	—	5229834977	6606 Jefferson Ave, San Antonio, TX, 78242	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408726	CLM	Sean Watson	1977-07-12	—	—	2932 Mesa Dr, Orlando, FL, 32846	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-420590	CLM	Emma A Sanders	1948-08-06	—	2228543447	6865 Sage Ct, Nashville, TN, 37297	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-414206	CLM	Heather Sympson	1995-12-01	UHC-44129-07	7052744371	4087 Apache Blvd, Plano, TX, 75005	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419395	CLM	Sophia P Moreno	1978-04-16	UHC-86788-83	9439019688	7487 Ridge Rd, Tucson, AZ, 85721	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420092	CLM	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave, Tempe, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432477	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432476	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414547	CLM	George Diaz	1971-08-22	UHC-75475-51	—	2001 Washington St, Fresno, CA, 93778	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417565	CLM	Mariana Freeman	1968-12-20	UHC-39956-01	8975461539	7185 Valley View Dr, Las Vegas, NV, 89109	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425748	CLM	Sraa Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422621	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-428784	CLM	Christina Dominguez	1985-09-15	UHC-80528-85	8428256560	949 Pine Dr, Dallas, TX, 75251	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408985	CLM	Joyce Bowman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421362	CLM	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431938	CLM	Natalie Nguyen	1999-08-14	UHC-95171-02	3027117996	391 Willow Ct, Nashville, TN, 37267	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404814	CLM	Bobby Z Rivera	1978-07-28	—	—	6527 Washington St, Scottsdale, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413883	CLM	Nicholas W Dixon	1948-06-27	UHC-09024-50	9339303634	8495 Canyon Rd, Fresno, CA, 93705	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418719	CLM	John Henderson	1977-06-20	UHC-90386-33	4096066200	5437 Meadow Ln, Mesa, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402651	CLM	Carl Rivera	1970-04-01	—	2407486163	2998 Canyon Rd, Charlotte, NC, 28212	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402318	CLM	Laura Alvarado	2006-01-21	—	—	9722 Hillcrest Rd, Seattle, WA, 98116	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402317	CLM	Laura Alvarado	2006-01-21	—	—	9722 Hillcrest Rd, Seattle, WA, 98116	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-432000	CLM	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426421	CLM	Mark Holmes	1985-06-05	UHC-10666-98	6576990025	9633 River Rd, Houston, TX, 77089	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430180	CLM	Caroyln I Li	1943-09-13	UHC-24165-93	5094447690	2737 Lake View Rd, Minneapolis, MN, 55479	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429556	CLM	Alexis Elliott	1987-05-15	—	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
CLM-431357	CLM	Judith G Schultz	1988-05-25	—	—	3026 Ocean Ave, Seattle, WA, 98177	0.64	Middle initial moved out of first name Name re-cased City re-cased State name converted to code+2 more
CLM-415498	CLM	Maria Vazquez	1954-10-10	UHC-60301-52	—	891 Canyon Rd, Los Angeles, CA, 90042	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411943	CLM	Cynthia P Elliott	1961-02-13	—	—	8657 Mountain View Dr, San Diego, CA, 92172	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412035	CLM	Yuki Hunter	1998-10-08	UHC-43336-98	—	730 Forest Ave, Fresno, CA, 93780	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426205	CLM	Sanchez Matthew	1973-07-15	UHC-08593-53	6234514211	5256 Palm Dr, Scottsdale, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414096	CLM	Debra Elliott	1959-08-05	UHC-29655-41	—	5362 Park Pl, Nashville, TN, 37210	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405080	CLM	Nathan Jacobs	—	UHC-34860-04	—	2410 River Rd, Mesa, AZ, 85227	0.64	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+2 more
CLM-418721	CLM	Rlaph Bell	1976-11-03	UHC-11833-22	—	8457 Apache Blvd, Tempe, AZ, 85201	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425680	CLM	Janet Mejia	2000-12-10	—	—	2450 Camelback Rd, Phoenix, AZ, 85012	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404759	CLM	Nancy Elliott	2004-10-04	UHC-74232-48	—	4488 Washington St, Houston, TX, 77051	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410126	CLM	Bruce Watson	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-429930	CLM	Michelle Oliver	1978-02-16	UHC-82552-09	4003361707	8192 Indian School Rd, Sacramento, CA, 95899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414963	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414962	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414781	CLM	Scott Bryant	1972-08-07	—	3943588150	2176 Broadway, San Antonio, TX, 78200	0.64	Two-digit birth year Address re-cased City re-cased State name converted to code+2 more
CLM-424832	CLM	Joe Weaver	1989-10-27	—	6965698934	7990 Jefferson Ave, San Antonio, TX, 78245	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-418415	CLM	Ryan Hunter	1966-10-05	UHC-48235-63	—	7479 Forest Ave, Charlotte, NC, 28209	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416304	CLM	Anna Reiid	1965-12-01	UHC-32350-43	—	6762 Spring St, Fresno, CA, 93744	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408226	CLM	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-416063	CLM	Donald Matthews	1995-02-05	UHC-95205-05	—	1183 Grand Ave, Eden Prairie, MN, 55352	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

2,633 rows, page 30 of 53Previous Next