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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420390	CLM	Laura Smith	2008-02-11	—	3367712501	3423 Park Pl, Las Vegas, NV, 89135	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403890	CLM	Raymond Aguilar	1951-04-03	UHC-81281-26	4118760579	1291 Highland Ave, Chandler, AZ, 85250	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419875	CLM	Mary Williams	1960-06-08	UHC-91552-92	—	975 Mesa Dr, Denver, CO, 80254	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413781	CLM	Logan Wang	2001-03-04	UHC-72381-10	5619720419	9242 Park Pl, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430320	CLM	Joyce Santos	1986-04-08	—	—	9522 Central Ave, Orlando, FL, 32815	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426834	CLM	Justin I Rios	1940-03-24	UHC-51097-31	—	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400719	CLM	Donna Stevens	1950-02-07	UHC-33728-20	2037666012	4021 Harbor Blvd Apt 35, Denver, CO, 80294	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431953	CLM	Dougals Castillo	1962-12-03	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419919	CLM	Albert Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-406977	CLM	Emily Cooper	1987-04-08	UHC-31685-70	—	246 Mountain View Dr, Los Angeles, CA, 90087	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408742	CLM	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411980	CLM	Hiroshi J Lawrence	1943-01-16	UHC-54967-01	—	5431 Hillcrest Rd, San Antonio, TX, 78200	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-408702	CLM	Ann Gray	1981-06-26	—	7686554715	4566 Camelback Rd # 691, Houston, TX, 77023	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400226	CLM	Evelyn Knight	1989-08-28	UHC-87537-12	—	4135 Church St, Glendale, AZ, 85372	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-419371	CLM	Mateo A Nichols	—	—	3852589739	8569 Sunset Blvd, Miami, FL, 33183	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430449	CLM	Lucia Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-412653	CLM	Charlotte Fox	1978-03-10	UHC-60940-57	—	657 Jefferson Ave Apt 31, San Antonio, TX, 78201	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-406701	CLM	Keith Dixon	2004-11-24	UHC-14813-19	—	8405 Meadow Ln, Las Vegas, NV, 89176	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403896	CLM	Joyce Sanchez	1955-04-11	UHC-08012-65	5936663259	9217 Ocean Ave # 387, Austin, TX, 78749	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412897	CLM	Gregory Delgado	1968-04-21	—	—	4695 Lincoln Way, Austin, TX, 78742	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-413508	CLM	Joyce Z Hanson	1949-10-10	—	7099852727	7845 Jefferson Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405354	CLM	Lawrence Hamilton	1949-01-17	UHC-23883-35	—	8701 Sunset Blvd, Sacramento, CA, 95881	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429647	CLM	Kennneth Cox	1953-06-17	—	3216387904	3484 Maple Ave, Glendale, AZ, 85331	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414653	CLM	Watkins Jacob	1948-01-23	UHC-84596-80	9825231742	1221 Church St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417286	CLM	Micheelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-406631	CLM	Lori Q Lane	2006-03-28	—	—	5174 Church St Apt 34, Atlanta, GA, 30392	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-413924	CLM	Jessica Perez	1997-02-15	UHC-75199-96	—	9284 Willow Ct, Dallas, TX, 75277	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406821	CLM	Melissa Fox	1979-01-22	UHC-13839-35	4848736745	2330 Ridge Rd, Fresno, CA, 93744	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428366	CLM	Jonathan Brooks	1999-03-02	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA, 90089	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404481	CLM	Willie Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421777	CLM	Dennis Y Morris	—	UHC-83204-10	5093429408	1592 Cedar Ln, Seattle, WA, 98162	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411435	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-411434	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-424754	CLM	Scott Singh	2006-10-16	—	7792045030	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-430970	CLM	Sharon Webb	1974-10-26	UHC-86487-27	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-408070	CLM	James O Rodriguez	2001-03-20	UHC-66449-14	2049632593	44 Meadow Ln, Charlotte, NC, 28289	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415871	CLM	Jose Black	1963-09-14	UHC-66821-16	—	4276 Cedar Ln, Fresno, CA, 93707	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417854	CLM	Lori Patel	2001-10-19	UHC-75874-08	3799411619	4018 Indian School Rd, Orlando, FL, 32812	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413166	CLM	Logan A Phillips	1966-04-21	—	4609196479	3710 Mountain View Dr, Orlando, FL, 32851	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431509	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431510	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-430696	CLM	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418810	CLM	Alice Vazquez	1939-02-06	UHC-55168-96	—	9804 Indian School Rd, Seattle, WA, 98183	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401979	CLM	Bobby Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417825	CLM	Virginia Hart	1980-05-04	UHC-92459-20	5929584864	2284 Central Ave, Glendale, AZ, 85315	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426202	CLM	Barbara Dunn	2007-01-04	UHC-34994-98	—	8620 Cedar Ln, Miami, FL, 33198	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-431746	CLM	Lauren Jones	1990-08-01	UHC-47493-60	9143326951	5472 Mountain View Dr, Sacramento, CA, 95849	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-432092	CLM	Sam Fuller	1941-11-24	—	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407396	CLM	Arthur A Lucas	1954-04-24	UHC-21109-17	6517413344	9504 River Rd, Atlanta, GA, 30300	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

18,771 rows, page 73 of 376Previous Next