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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421612	CLM	Philip Hill	1960-04-12	UHC-58500-48	—	1537 Spring St, Austin, TX, 78780	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-427129	CLM	Stephanie Thomas	1964-12-17	—	—	3328 Cedar Ln, Tampa, FL, 33622	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-415596	CLM	Timothy Berry	1963-09-08	UHC-15965-49	—	4727 Meadow Ln, Glendale, AZ, 85330	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-410592	CLM	Jennifer Scott	1990-10-11	UHC-43086-65	—	3029 Market St, Sacramento, CA, 95839	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-432416	CLM	Jacob K Rojas	1988-12-24	—	7539003351	4083 Elm St, Plano, TX, 75028	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-431363	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	8182614739	4175 Forest Ave, Orlando, FL, 32880	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
CLM-421322	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421323	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400246	CLM	Diane Lucas	1950-03-12	UHC-67802-73	—	3522 Jefferson Ave, Tampa, FL, 33637	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-412610	CLM	Christopher Chavez	1944-04-25	—	4769815000	5415 Forest Ave, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-405940	CLM	Benjamin Johnson	1969-01-25	—	8985780827	3802 Ocean Ave, Tucson, AZ, 85785	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-408660	CLM	Roger Morrison	1992-03-22	UHC-69557-31	—	1173 Apache Blvd, Las Vegas, NV, 89139	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-405635	CLM	Williamson Kathryn	1943-10-27	UHC-31158-46	—	6937 Church St, Miami, FL, 33184	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413466	CLM	Mark L Gutierrez	1973-08-10	—	—	9527 Mesa Dr, Los Angeles, CA, 90069	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-428382	CLM	Roy C McCoy	1947-11-12	UHC-81798-84	5895381300	4969 Central Ave, Jacksonville, FL, 32285	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-421984	CLM	Mei Montgomery	1980-10-03	UHC-76866-45	8806903350	3156 Harbor Blvd, Gilbert, AZ, 85276	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-422722	CLM	Sharon Cruz	1950-07-28	UHC-31927-16	7053017850	3056 Desert Sky Blvd, Glendale, AZ, 85332	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406352	CLM	Angela Lawson	1966-08-21	—	3325285419	1035 Bayshore Dr, Dallas, TX, 75283	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-405854	CLM	Kally P Aguilar	1938-11-04	UHC-52255-77	—	5312 Ridge Rd, San Antonio, TX, 78246	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412655	CLM	Mark Hamilton	1957-09-22	UHC-13468-46	—	775 Willow Ct, Denver, CO, 80207	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-425560	CLM	Luis Moore	2008-09-11	UHC-48649-21	9679336671	9374 Ridge Rd, Houston, TX, 77083	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428868	CLM	Daniel Marshall	1940-12-06	UHC-91743-60	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-419634	CLM	Nicole D Carlson	1941-10-20	UHC-64211-07	—	8802 Pine Dr, Tampa, FL, 33663	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-426536	CLM	Adam Singh	1948-02-03	UHC-56507-16	—	1814 Broadway, Tucson, AZ, 85761	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-407906	CLM	Adam Walsh	1972-11-01	UHC-68037-68	9416385838	7280 Ocean Ave, Plano, TX, 75020	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429598	CLM	Mary A Taylor	2000-02-17	—	6894116972	7667 Bayshore Dr, Minneapolis, MN, 55400	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-409497	CLM	Rebecca Campbell	1953-05-09	—	—	5109 Indian School Rd, Dallas, TX, 75253	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428369	CLM	Scott Kelley	1995-07-25	—	—	9189 Canyon Rd, Seattle, WA, 98100	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400715	CLM	Lori E Meyer	1959-11-17	UHC-13791-29	—	9738 Canyon Rd, Charlotte, NC, 28282	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-425064	CLM	Terry Watson	1944-11-06	UHC-66989-30	9459152615	706 Forest Ave, San Diego, CA, 92144	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424248	CLM	Richard Murphy	1992-02-22	UHC-66444-91	6824514806	546 Lincoln Way, Chandler, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+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-417301	CLM	Russell Long	1993-02-19	UHC-26038-09	—	1286 Broadway, Glendale, AZ, 85356	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased City 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-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-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-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-404079	CLM	Sandra Hansen	2005-07-06	UHC-69805-53	3326084519	7281 Willow Ct, San Diego, CA, 92175	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-425101	CLM	Jacob Riley	1943-04-26	UHC-23169-11	—	1862 Hillcrest Rd, Seattle, WA, 98179	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-430030	CLM	Mason O Hoffman	1975-10-25	UHC-12915-20	—	4286 Ridge Rd, Minneapolis, MN, 55495	0.78	Street suffix standardised Address re-cased City re-cased 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-432481	CLM	Jason Little	1964-11-10	UHC-48267-90	—	7533 Cedar Ln, Gilbert, AZ, 85217	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-432404	CLM	Anna I Bennett	1953-09-15	UHC-53468-90	—	8268 Highland Ave, Gilbert, AZ, 85263	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-431035	CLM	Robert Patterson	1982-10-18	UHC-46621-18	8038700883	8502 Ridge Rd, Phoenix, AZ, 85004	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419801	CLM	Diane Reid	1954-02-03	—	—	2365 Sage Ct, Houston, TX, 77045	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-418173	CLM	Noah Wallace	1952-12-09	—	—	3878 Main St, Minneapolis, MN, 55470	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403179	CLM	Roy Ray	1946-07-24	UHC-74378-53	—	176 Central Ave, Phoenix, AZ, 85055	0.78	Name re-cased City re-cased State code upper-cased Gender normalised+1 more
CLM-415144	CLM	Patricia M Robertson	1997-07-11	UHC-21505-88	—	5703 River Rd, Jacksonville, FL, 32257	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-408347	CLM	Brenda Stephens	1963-11-26	—	8336563455	6011 Grand Ave, Orlando, FL, 32849	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more

5,235 rows, page 66 of 105Previous Next