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-429123	CLM	John Ferguson	1972-11-22	UHC-54117-64	9847110020	9103 Apache Blvd, San Antonio, TX, 78235	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407964	CLM	Charlotte Welch	1957-01-17	UHC-68577-02	4046750921	2334 Lake View Rd, Houston, TX, 77011	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403965	CLM	Joyce Duncan	1982-09-14	UHC-07860-94	9555856598	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417642	CLM	Isabella Dunn	1993-02-10	UHC-01958-35	2977500268	2684 Mesa Dr, Chandler, AZ, 85251	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421670	CLM	Adam Soto	1963-03-23	UHC-12844-11	—	9868 Elm St, Atlanta, GA, 30318	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404121	CLM	Lisa Wlker	1979-01-20	—	6869250852	5732 Forest Ave, Tempe, AZ, 85276	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-408993	CLM	Kathleeen Clark	1999-06-28	UHC-53597-08	—	7249 Spring St, Las Vegas, NV, 89186	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-421761	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419347	CLM	Carlos Howard	1959-05-04	UHC-62694-54	9797037808	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429394	CLM	Alexis Prce	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-431844	CLM	Doris Martinez	1969-08-11	UHC-96353-84	8837165670	788 Maple Ave, Plano, TX, 75029	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424874	CLM	Alice Porter	1985-07-23	UHC-21910-53	—	5235 Lake View Rd, Tempe, AZ, 85232	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406541	CLM	Walter Phillips	1997-01-14	—	—	4901 Forest Ave, Jacksonville, FL, 32255	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423116	CLM	Samantha Dean	2004-11-26	—	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411507	CLM	Mary Martin	1983-10-15	UHC-02890-69	2564091693	9709 Union St, Orlando, FL, 32850	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419899	CLM	Amy O Castillo	1947-04-12	—	9766212067	3849 Apache Blvd, Austin, TX, 78797	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426808	CLM	Alexis L Howard	1982-01-11	—	—	6008 Cedar Ln, Scottsdale, AZ, 85252	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-416522	CLM	Grace Fishr	1971-03-01	—	3313736736	5229 Church St, Austin, TX, 78719	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432455	CLM	Jason James	1957-02-14	UHC-94506-04	—	9716 Mountain View Dr, Glendale, AZ, 85352	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423023	CLM	Kimberly Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
CLM-429386	CLM	Madison B Graham	1948-02-25	UHC-92091-04	6534897342	1690 Forest Ave, Glendale, AZ, 85369	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-413726	CLM	Alexiis Stephens	1946-11-14	UHC-11918-64	—	7276 Harbor Blvd, Denver, CO, 80295	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417170	CLM	William Flors	1938-04-05	—	—	9195 Hillcrest Rd, Phoenix, AZ, 85005	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419478	CLM	Marilyn Hut	1985-03-25	UHC-30807-74	8722826872	8599 Lake View Rd, Nashville, TN, 37242	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-422890	CLM	Samantha Mendoza	1984-04-22	UHC-58534-90	2607024145	1404 Cedar Ln, Scottsdale, AZ, 85244	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406133	CLM	Lori A Rodriguez	1941-12-16	—	—	2084 Maple Ave, Gilbert, AZ, 85252	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425982	CLM	Gerald D McDonald	1983-06-24	UHC-64643-77	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-415443	CLM	Samuel Castro	1975-05-08	—	—	216 Indian School Rd, Dallas, TX, 75266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400064	CLM	Andrea Murphy	1945-01-09	UHC-07528-87	3287406582	3741 Spring St, Atlanta, GA, 30350	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423330	CLM	Carolyn Day	1942-07-25	UHC-23740-64	5915403919	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-413235	CLM	Terry Bowman	1984-02-01	UHC-58664-75	3083506683	3752 Lincoln Way, Glendale, AZ, 85372	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-414612	CLM	Mark Johnston	1965-11-10	—	3645912585	37 Park Pl, Columbus, OH, 43206	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412393	CLM	Stephanie Chaevz	1967-06-19	UHC-51901-51	—	1655 Indian School Rd, Phoenix, AZ, 85056	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412392	CLM	Stephanie Chaevz	1967-06-19	UHC-51901-51	—	1655 Indian School Rd, Phoenix, AZ, 85056	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406899	CLM	Barabra Hansno	1953-04-02	—	3685367118	4855 Willow Ct, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410258	CLM	Lauren Freeman	1969-08-13	UHC-21137-53	—	5889 Oak St, Minneapolis, MN, 55438	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-430166	CLM	Joseph Daniels	1941-05-21	—	2814425825	2421 Meadow Ln Apt 8, Sacramento, CA, 95890	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-403029	CLM	Raymond E Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-430954	CLM	Kelly Chapman	1970-01-12	UHC-53409-78	—	3677 Apache Blvd, Tampa, FL, 33634	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400812	CLM	Hiroshi Armstrong	1952-11-03	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422299	CLM	Abby Obrien	1982-10-28	UHC-11522-72	4474154923	7923 Indian School Rd, Las Vegas, NV, 89158	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407662	CLM	Shirley Dean	1993-10-19	UHC-15898-83	7766433523	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-426468	CLM	Bobby N Dean	1941-05-26	UHC-81117-27	—	717 Valley View Dr, Jacksonville, FL, 32287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429187	CLM	Erric P Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-428651	CLM	Grace U Mendez	1962-06-05	UHC-83618-82	—	4883 Apache Blvd, Orlando, FL, 32821	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430128	CLM	Melissa Maldonado	1971-06-16	—	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-430546	CLM	Maria Ryan	1955-01-17	UHC-03334-11	—	7797 Cedar Ln # 742, Sacramento, CA, 95853	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-401829	CLM	Teresa Chavez	1953-05-09	—	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417259	CLM	Patrick Ellis	—	—	7134396493	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-417758	CLM	Rios Zachary	1949-06-20	UHC-47072-78	6982184977	9062 Lincoln Way, Sacramento, CA, 95887	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 123 of 263Previous Next