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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402159	CLM	Ana Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402017	CLM	Raymond Hall	1978-08-11	—	8547646325	3690 Elm St, San Antonio, TX, 78298	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430634	CLM	Alexis Morrison	1949-03-08	—	—	4439 Apache Blvd, Tampa, FL, 33646	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400763	CLM	Billy Thomas	1961-12-16	—	—	394 Cedar Ln, Mesa, AZ, 85220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421343	CLM	Eugene Spencer	1980-09-06	—	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407890	CLM	Vincent Palmer	1969-09-01	UHC-31592-87	—	6694 Market St, Seattle, WA, 98173	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-405398	CLM	Catherine B Baker	1961-01-05	UHC-89089-25	—	8109 Sunset Blvd, San Diego, CA, 92152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431657	CLM	Billy Fisher	1980-06-20	—	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426372	CLM	Sharon Salazar	1961-01-18	—	3908660416	1694 Mesa Dr, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-419558	CLM	Rachel Wagner	1967-02-28	—	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421066	CLM	Don Daniels	2001-05-01	UHC-99841-01	—	6814 Valley View Dr, Dallas, TX, 75290	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432105	CLM	Margaret Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ, 85041	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427736	CLM	Lucia Hughes	1939-07-22	—	3725976654	3294 Lake View Rd, Atlanta, GA, 30345	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406807	CLM	Patricia Hart	1974-05-14	UHC-97214-71	—	6473 Jefferson Ave, Phoenix, AZ, 85018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419212	CLM	Jason X Herrera	1956-10-03	UHC-87054-06	6032629224	6182 Baseline Rd, Gilbert, AZ, 85252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401485	CLM	Natalie Simpson	1940-11-11	—	4947090529	4332 Maple Ave, Jacksonville, FL, 32207	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427459	CLM	Donna Graham	1976-06-12	UHC-00728-71	7767305430	1770 Oak St, Miami, FL, 33104	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-417523	CLM	Michelle Green	1975-07-07	—	9615165351	9862 Maple Ave, Gilbert, AZ, 85250	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-429186	CLM	Eric P Williamson	1998-05-13	—	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432799	CLM	Sara Baker	1998-08-02	UHC-05605-66	—	9166 Market St, Atlanta, GA, 30331	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406832	CLM	Philpi Woods	2001-02-24	—	9877177326	8935 Valley View Dr, Eden Prairie, MN, 55320	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413253	CLM	Jason Larson	1960-12-28	—	7958266992	1155 Broadway, Mesa, AZ, 85203	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-414407	CLM	George Torres	1964-05-20	UHC-42020-09	—	4804 Market St, Mesa, AZ, 85267	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-430890	CLM	Chris Yang	1961-08-27	UHC-11124-73	—	6043 Church St, Chandler, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-431812	CLM	Lucia Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-432428	CLM	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-405649	CLM	Johnny Trores	1995-01-21	—	6154562158	6220 Ocean Ave, Minneapolis, MN, 55446	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429868	CLM	Shirley Banks	1947-01-01	UHC-47686-95	8706502113	125 Lake View Rd Apt 40, Charlotte, NC, 28255	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-411286	CLM	Deborah Cooper	1980-01-04	UHC-66987-74	6489207149	742 River Rd, Tempe, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419274	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419275	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414076	CLM	Christina Larson	1995-09-26	UHC-33882-58	—	7029 Market St, Las Vegas, NV, 89190	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-413379	CLM	Luis Peters	2000-12-01	UHC-99143-52	2296960258	4568 Cedar Ln, Austin, TX, 78737	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-404935	CLM	Denise Johnston	1952-02-12	UHC-20279-55	9125281888	5325 Baseline Rd, Jacksonville, FL, 32210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432260	CLM	Arthur Turner	1996-10-25	UHC-79544-73	5504083128	3704 Mountain View Dr, Gilbert, AZ, 85271	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432024	CLM	Randy Parker	1952-10-17	—	—	5505 Grand Ave, Houston, TX, 77013	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-410192	CLM	Denise Guerrero	1997-11-18	—	—	638 Central Ave, Tempe, AZ, 85291	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417777	CLM	Henry Hudson	1962-05-17	—	3995319723	3276 Camelback Rd, Glendale, AZ, 85374	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403200	CLM	Samantha Watson	1998-11-08	UHC-51081-81	6914193597	3602 Ocean Ave, Phoenix, AZ, 85006	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416582	CLM	Mason Ramirez	1988-07-17	UHC-04462-47	—	7429 Bayshore Dr, Jacksonville, FL, 32296	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412806	CLM	Matthew B Phillips	1974-09-16	UHC-56067-41	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402379	CLM	Julia Bailey	1954-05-06	UHC-66212-73	—	9691 Church St, Charlotte, NC, 28251	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403708	CLM	Logan Sanchez	1970-12-08	UHC-37017-96	—	1334 Ridge Rd, Chandler, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-415316	CLM	Sara K Scott	1958-06-18	—	—	9443 Broadway # 572, Tempe, AZ, 85270	0.66	Unit split from street Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415727	CLM	Randy Marshall	2007-12-17	UHC-21917-14	—	1355 Harbor Blvd, Los Angeles, CA, 90048	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415652	CLM	Thheresa Young	1940-01-10	UHC-74149-85	—	97 Broadway Apt 2, Sacramento, CA, 95843	0.66	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
CLM-401820	CLM	Jon Rivera	1992-08-01	—	3459145090	728 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-410190	CLM	Gabriel Ward	1972-06-13	—	—	2708 River Rd # 202, Austin, TX, 78738	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more

2,352 rows, page 28 of 48Previous Next