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-405211	CLM	Maria Gibson	1985-05-25	UHC-55479-43	—	8145 Washington St, Eden Prairie, MN, 55316	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-410423	CLM	Ethan Grant	1983-09-09	—	9252235207	9820 Highland Ave, Austin, TX, 78753	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-415649	CLM	Arthur Arnold	1951-02-27	—	9588546416	7565 Palm Dr, San Diego, CA, 92162	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414316	CLM	Caroln Harrison	1998-09-18	—	5663688369	3144 Indian School Rd, Eden Prairie, MN, 55318	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-406961	CLM	Rojas Christine	1958-09-05	UHC-29975-38	—	9123 Spring St, Nashville, TN, 37294	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-427669	CLM	Jonatahn Flores	1972-09-19	UHC-29582-45	8434524663	9441 Canyon Rd, Eden Prairie, MN, 55360	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-418424	CLM	Bnejamin Butler	1954-07-24	UHC-13351-83	7634583309	1068 Willow Ct, Columbus, OH, 43297	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-413603	CLM	Jason Phillips	1986-08-11	UHC-16875-64	5137629575	6367 Maple Ave, Houston, TX, 77051	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-406006	CLM	Adrea Wood	2008-06-21	UHC-17270-65	8656952746	2241 Desert Sky Blvd, Minneapolis, MN, 55405	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407331	CLM	Madison Nguyen	1989-05-15	UHC-11426-92	4865458324	4028 Meadow Ln, Phoenix, AZ, 85085	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-412098	CLM	Abigail Scott	1979-12-18	—	—	943 Harbor Blvd, Orlando, FL, 32833	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-429131	CLM	Mary Maldonado	1962-05-10	UHC-19356-27	—	2125 Willow Ct, Nashville, TN, 37207	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-403607	CLM	Emma Watson	1991-08-15	UHC-67915-09	—	1108 Elm St, Sacramento, CA, 95854	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-432667	CLM	Benjamin Olson	1977-02-25	UHC-43567-80	—	3921 Lincoln Way, Jacksonville, FL, 32278	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-426978	CLM	Fraank I Taylor	1954-04-27	UHC-33074-35	7784963230	2933 Desert Sky Blvd, Sacramento, CA, 95855	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-426979	CLM	Fraank I Taylor	1954-04-27	UHC-33074-35	7784963230	2933 Desert Sky Blvd, Sacramento, CA, 95855	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-409320	CLM	Ruth I Jackson	1958-10-05	UHC-96525-97	4373894975	1033 Broadway, Eden Prairie, MN, 55301	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-400272	CLM	Kenneth Reynolds	1975-11-04	—	—	7968 Lincoln Way, Chandler, AZ, 85220	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
CLM-400571	CLM	Judith Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd, Orlando, FL, 32893	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-407984	CLM	Jacqueline Riice	1971-10-10	—	—	4571 Lake View Rd, Las Vegas, NV, 89128	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-431387	CLM	Philip Greene	1982-10-01	—	—	3314 Jefferson Ave, San Antonio, TX, 78267	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-408634	CLM	Susen D Reynolds	1966-09-20	UHC-74764-44	9374251094	2323 Camelback Rd, Las Vegas, NV, 89115	0.92	Phone reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-414351	CLM	Wei Castillo	1960-11-18	UHC-42128-21	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-430298	CLM	Alexander Snyder	1955-03-26	—	—	6314 Central Ave, Plano, TX, 75057	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-405801	CLM	Harold V Reynolds	1985-09-02	UHC-89498-76	6889013119	7204 Bayshore Dr, Tampa, FL, 33604	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414183	CLM	Emma Hudson	1957-12-12	—	—	5153 Sunset Blvd, Phoenix, AZ, 85085	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-423649	CLM	Mason Vasquez	1952-12-01	UHC-56594-06	6696404326	7154 Maple Ave, Los Angeles, CA, 90097	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
CLM-402777	CLM	Mason Z Moore	1984-05-16	UHC-30212-79	—	7231 Indian School Rd, Chandler, AZ, 85220	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-414819	CLM	Amanda Martinez	1960-08-03	—	2975490507	7043 Forest Ave, Glendale, AZ, 85321	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-423614	CLM	Joan Fuller	1948-05-28	—	—	5685 Maple Ave, Phoenix, AZ, 85099	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-405424	CLM	Maria Johnston	1964-12-18	UHC-84101-87	3565066094	2105 Harbor Blvd, Charlotte, NC, 28202	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-415764	CLM	Mark Valdez	1963-01-27	UHC-15559-11	7848814410	8847 Mesa Dr, Nashville, TN, 37269	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-431313	CLM	Joshua Guerrero	1963-09-04	UHC-94844-47	6243763251	7674 Baseline Rd, Dallas, TX, 75246	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411555	CLM	Alexander Schultz	1967-11-05	UHC-44327-61	2416952655	7629 Desert Sky Blvd, Tucson, AZ, 85748	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-411556	CLM	Alexander Schultz	1967-11-05	UHC-44327-61	2416952655	7629 Desert Sky Blvd, Tucson, AZ, 85748	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-419399	CLM	Doris K Fernandez	2003-02-04	UHC-98369-55	2485091224	5596 Bayshore Dr, Jacksonville, FL, 32268	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-408209	CLM	Madison Lopez	1970-08-17	UHC-62337-01	—	3579 Willow Ct, Miami, FL, 33104	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-400400	CLM	Diego L Payne	1961-04-18	UHC-65200-03	—	9440 Mountain View Dr, Scottsdale, AZ, 85213	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-420224	CLM	Diego Lawrence	2005-03-13	—	4465048557	1001 Hillcrest Rd, Tempe, AZ, 85203	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-425268	CLM	Susan P Howell	1949-07-09	UHC-90495-38	—	558 Willow Ct, Chandler, AZ, 85249	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-425597	CLM	Kimberly Bryant	1999-01-19	UHC-33003-66	—	1902 Willow Ct, Dallas, TX, 75298	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-408833	CLM	Rebecca Roberts	1981-03-07	UHC-71907-16	—	7830 Camelback Rd, Glendale, AZ, 85320	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-419426	CLM	Roy Q Day	1991-03-06	—	5967007206	6292 Church St, Los Angeles, CA, 90075	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-424544	CLM	Mateo Sanchez	1996-11-11	UHC-38016-14	—	8758 Camelback Rd, Chandler, AZ, 85262	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-423171	CLM	Mei Sanchez	1988-09-11	UHC-00404-61	—	4230 Lincoln Way, Jacksonville, FL, 32225	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-405706	CLM	Janice Hall	1988-10-26	UHC-51449-87	—	2256 Union St, Houston, TX, 77077	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-419208	CLM	Adam G Roberts	1976-02-27	UHC-76557-89	4548700372	5241 Lincoln Way, Minneapolis, MN, 55413	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414968	CLM	Stevens Henry	1970-10-26	—	8138942341	9556 Sunset Blvd, Eden Prairie, MN, 55343	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-431047	CLM	Brittany Taylor	1941-05-07	UHC-11983-40	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407981	CLM	Richard Herera	1984-08-28	—	8183153334	9847 Maple Ave, Tucson, AZ, 85755	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared

5,235 rows, page 93 of 105Previous Next