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-407870	CLM	Harold Hudson	1979-08-07	UHC-86397-55	4974924107	7039 Jefferson Ave, Dallas, TX, 75254	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400454	CLM	Nicole Chen	1978-03-01	—	9148064077	4532 Apache Blvd, Tempe, AZ, 85240	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401336	CLM	Mateo Weaver	1952-04-01	UHC-06209-31	—	8866 Ocean Ave, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-432093	CLM	Samantha Fuller	1941-11-24	—	—	4633 Cedar Ln, Charlotte, NC, 28222	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406023	CLM	Victoria Moreno	1944-01-01	UHC-39035-15	9736192774	1164 Meadow Ln, Nashville, TN, 37263	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405002	CLM	Julia D Meyer	1974-10-05	—	4508333637	2629 Bayshore Dr, Sacramento, CA, 95806	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403139	CLM	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403140	CLM	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404890	CLM	Samantha Gonzalez	1939-04-09	UHC-43456-07	4035114429	9765 Meadow Ln, San Antonio, TX, 78275	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-408241	CLM	Doris O Dunn	1990-04-22	UHC-40407-79	2944718445	6561 Valley View Dr, Scottsdale, AZ, 85289	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409052	CLM	Paul Delgado	2002-01-15	UHC-31052-20	2923862524	7157 Grand Ave, Scottsdale, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-431318	CLM	Beverly H Alexander	1957-10-27	UHC-95042-21	—	8544 Cedar Ln, Seattle, WA, 98185	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423131	CLM	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr Apt 4, Eden Prairie, MN, 55394	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-414700	CLM	Vincent Austin	1943-10-28	UHC-22962-32	—	9755 Sage Ct, Dallas, TX, 75217	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423768	CLM	Virginia V Maldonado	2006-02-18	UHC-28497-69	8846301812	4553 Main St, Sacramento, CA, 95889	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420995	CLM	Ruth Mills	2005-05-13	—	8636072237	6713 Market St, Tampa, FL, 33618	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422757	CLM	Jonathan Washington	1949-09-26	UHC-74294-52	—	2193 Willow Ct, Tampa, FL, 33657	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406729	CLM	Jonathan Owens	1939-02-17	—	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422919	CLM	Alexis W Parker	1988-11-26	—	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-421107	CLM	Dennis N Park	1948-06-15	—	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403070	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-410673	CLM	Jeffrey N Simmons	1977-03-08	—	8809483626	6175 River Rd, Tempe, AZ, 85240	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416881	CLM	Richard Grant	1946-12-07	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406728	CLM	Jean Hansen	1939-04-20	UHC-98236-66	—	8068 Spring St, Denver, CO, 80201	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415121	CLM	Timothy Brooks	1978-03-15	UHC-96249-54	6567818224	9727 Maple Ave, Tempe, AZ, 85257	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429902	CLM	Taylor Anthony	1940-06-11	UHC-53353-74	8374546978	5141 Central Ave, Atlanta, GA, 30369	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426831	CLM	Kathryn Payne	1988-12-19	—	8638248181	7108 Canyon Rd, Mesa, AZ, 85289	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410671	CLM	Michael Lopez	1963-01-09	—	6502907866	578 Willow Ct, Houston, TX, 77082	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409104	CLM	Janice Henry	1944-10-20	UHC-34207-15	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430219	CLM	Charlotte Lee	1982-03-09	UHC-02855-78	9076673577	7336 Harbor Blvd, Sacramento, CA, 95896	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410364	CLM	Janice Dunn	1953-04-18	UHC-55442-35	6909012854	3591 Oak St, Denver, CO, 80249	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404687	CLM	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	1097 Oak St, Tempe, AZ, 85271	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-400772	CLM	Angela R Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-423868	CLM	Mariana Peterson	1998-12-07	—	—	9813 Union St, Jacksonville, FL, 32205	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427419	CLM	Paul Duncan	1991-03-19	UHC-18036-19	7946959553	7625 Sage Ct, Mesa, AZ, 85201	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-407280	CLM	Steven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL	0.76	Phone reformatted Member ID reformatted City re-cased ZIP missing+2 more
CLM-430914	CLM	Justin Le	1977-05-22	—	4799229662	1662 Market St, Phoenix, AZ, 85049	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401796	CLM	Grace James	1987-11-21	UHC-29142-83	—	6385 River Rd, Las Vegas, NV, 89188	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-427755	CLM	Jordan Flores	1944-07-12	—	7625032040	7559 Hillcrest Rd, Minneapolis, MN, 55479	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430056	CLM	Roger Watson	1991-01-08	UHC-16160-47	3969214940	7742 Oak St, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-408739	CLM	Sandra Frranklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420103	CLM	Ashley Park	1984-03-25	UHC-77999-99	—	5422 Meadow Ln, Miami, FL, 33129	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406369	CLM	Carlos Austin	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413664	CLM	Josh T Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-402247	CLM	Christopher U Mendoa	1940-07-08	UHC-01903-53	7615025764	9673 Bayshore Dr, Gilbert, AZ, 85297	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401605	CLM	Martha Simmoons	2002-02-09	—	6406005170	1191 Park Pl, Atlanta, GA, 30306	0.76	Phone reformatted City re-cased State name converted to code Plan code upper-cased+2 more
CLM-423260	CLM	Stephen Gonzales	1985-05-06	UHC-33555-92	—	789 Highland Ave, Tucson, AZ, 85780	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406651	CLM	Walter Patel	2005-07-01	UHC-76743-89	4442800558	6868 Maple Ave, Phoenix, AZ, 85063	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403537	CLM	Ahmed Moore	1988-10-26	UHC-96359-72	—	376 Palm Dr, Las Vegas, NV, 89164	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409659	CLM	Alexander L Wells	1963-06-07	—	2883575441	6815 Harbor Blvd, Sacramento, CA, 95852	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,235 rows, page 57 of 105Previous Next