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-403752	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-413554	CLM	Deborah Rose	1998-08-11	—	—	1463 Mountain View Dr, Phoenix, AZ, 85039	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407635	CLM	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-430506	CLM	Kevin Andrews	1982-03-06	—	—	7867 Ocean Ave, San Diego, CA, 92114	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431898	CLM	Margaret Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA, 30309	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428621	CLM	Natalie Paler	1959-12-10	UHC-45579-15	8732669924	1713 Ridge Rd, Orlando, FL, 32891	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427861	CLM	Mariana Perez	1994-09-22	—	6747055863	4020 Meadow Ln, San Diego, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-405520	CLM	Priya O Crawford	1980-08-21	UHC-19959-40	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-424360	CLM	Pamela Haayes	1967-07-20	UHC-15386-32	—	3336 Valley View Dr, Atlanta, GA, 30325	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-422134	CLM	Samuel Mendoza	1979-01-02	UHC-48138-76	—	808 Park Pl, San Diego, CA, 92164	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-415856	CLM	Tyler Snyder	1964-08-19	—	—	6743 Lake View Rd, Eden Prairie, MN, 55316	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401298	CLM	Scott Gardner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave, Las Vegas, NV	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-412801	CLM	Anna Wells	1951-09-16	UHC-60237-17	—	1368 Indian School Rd, San Antonio, TX, 78204	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-407617	CLM	Patricia Schultz	1940-11-24	—	—	8206 Union St, Denver, CO, 80296	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418888	CLM	Terry Kennedy	1978-01-10	UHC-22890-01	8496869856	5008 Ridge Rd Apt 4, Eden Prairie, MN, 55394	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-422768	CLM	Joe Obrine	1938-06-20	UHC-91026-53	—	832 Oak St, Jacksonville, FL, 32288	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416690	CLM	Wayne Wilson	1970-08-19	UHC-52511-08	6499841624	5355 Ocean Ave, San Diego, CA, 92100	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418030	CLM	Kyle Hill	2005-12-22	—	4137661012	4264 Market St, Charlotte, NC, 28268	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-420285	CLM	Janet Brown	2006-05-26	UHC-22090-70	5157272000	4416 Desert Sky Blvd, Austin, TX, 78726	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421407	CLM	Aisha Hughes	2000-08-26	UHC-26837-69	—	5338 Cedar Ln, Denver, CO, 80284	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-431072	CLM	Brenda Carpenter	1993-02-15	—	9457399328	7814 Willow Ct, Columbus, OH, 43217	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407172	CLM	Beverly Bennett	1977-03-21	UHC-04971-47	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-427946	CLM	James Owens	1966-02-24	UHC-52508-51	2275331039	9781 Harbor Blvd, Phoenix, AZ, 85016	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410561	CLM	Thomas D Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431012	CLM	Melissa Garrett	1953-04-26	UHC-66082-81	—	9896 Highland Ave, Glendale, AZ, 85307	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410070	CLM	Natalie P McCoy	2001-10-02	—	2496150304	7730 Hillcrest Rd, Charlotte, NC, 28237	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418354	CLM	Lawrence Kenneth	1965-08-19	UHC-46680-27	—	9367 Grand Ave, Seattle, WA, 98160	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430791	CLM	Cynthia Sullivan	1999-07-27	—	8348382068	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-414253	CLM	Judy Jordan	1989-01-03	UHC-28813-88	—	2117 Spring St, Orlando, FL, 32879	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428316	CLM	Bryan Wheeler	1958-07-14	UHC-77912-63	—	6051 Broadway, Atlanta, GA, 30338	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-403495	CLM	Anna Johnston	1949-10-10	—	7986369958	6386 Jefferson Ave, Seattle, WA, 98136	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-428716	CLM	Jonathan Harrison	1979-05-07	UHC-92177-58	8552796314	4160 Sage Ct, Atlanta, GA, 30320	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-420894	CLM	Benjamin Collins	2004-03-16	UHC-34115-12	7277170303	1636 Apache Blvd, Tucson, AZ, 85757	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420517	CLM	Michelle Murphy	1951-01-17	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-413150	CLM	Austin Morgan	1982-12-01	UHC-70663-96	—	6776 Sunset Blvd, Chandler, AZ, 85258	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426348	CLM	Aaron O Moore	1995-06-17	—	7935208211	7264 Indian School Rd, San Diego, CA, 92174	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-414575	CLM	Doald M Luna	1971-01-26	UHC-91905-46	—	9766 Washington St, San Diego, CA, 92137	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418472	CLM	Madison I McCoy	1979-04-23	UHC-54920-73	—	7606 Camelback Rd, Jacksonville, FL, 32268	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422690	CLM	Richard O Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432217	CLM	Patrick Lawrence	1998-01-28	UHC-40638-05	—	3024 Canyon Rd, Minneapolis, MN, 55445	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425075	CLM	Elijjah Williams	1959-10-23	UHC-93427-23	—	6333 Harbor Blvd, Seattle, WA, 98178	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407546	CLM	Abigail Kelley	1987-10-27	UHC-49343-30	—	3540 Harbor Blvd, Seattle, WA, 98172	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408446	CLM	Alice Howard	1990-05-11	—	2779082283	8259 Grand Ave, Fresno, CA, 93726	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405532	CLM	Kelly I Stevens	1958-08-25	UHC-62356-43	—	8166 Ocean Ave, Houston, TX, 77006	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429582	CLM	Ashley Mason	2006-01-05	UHC-58320-28	6706363011	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-416646	CLM	Marcus Johnston	1957-01-12	UHC-13149-50	—	7914 Meadow Ln, Las Vegas, NV, 89167	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415386	CLM	Sara Wlech	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
CLM-421587	CLM	Doris Guzman	1956-10-23	—	—	3126 Indian School Rd, Minneapolis, MN, 55466	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404990	CLM	Linda James	1949-08-16	UHC-74269-33	6336183500	1598 Park Pl, Fresno, CA, 93784	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422541	CLM	Ralph Mendoza	1977-11-03	—	—	1456 Palm Dr, Los Angeles, CA, 90082	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 139 of 263Previous Next