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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425802	CLM	Rob Guerrero	1947-06-24	UHC-60022-45	4619474350	8843 Ocean Ave, Seattle, WA, 98184	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421534	CLM	Kelly Griffin	1977-04-10	—	2832347520	172 Hillcrest Rd, Glendale, AZ, 85334	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403016	CLM	Nancy Vazquez	1967-08-27	UHC-61543-39	—	1015 Meadow Ln, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424442	CLM	Lawrence Ortiz	1977-03-25	—	3708535280	3355 Highland Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402982	CLM	Kevin Henderson	1962-05-24	—	5044439757	3850 Ocean Ave, Los Angeles, CA, 90057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412772	CLM	Henry U Alexander	1942-11-02	—	8962300334	6897 Indian School Rd, Gilbert, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416033	CLM	Marcus J Tukker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-428479	CLM	Linda Boyd	1993-03-26	—	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417391	CLM	Matt Anderson	1982-11-25	UHC-67789-26	—	3229 Pine Dr, Scottsdale, AZ, 85215	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406404	CLM	Marcus Munoz	1972-08-23	—	7308965219	1896 Baseline Rd, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405526	CLM	Danielle Walsh	1984-02-04	—	9459986966	9278 River Rd, Columbus, OH, 43250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405012	CLM	Eugene Romero	1966-01-01	—	7629913511	4701 Oak St # 253, Jacksonville, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-423830	CLM	Elijah Day	1964-05-06	UHC-27074-93	9622866486	6639 Union St # 625, San Antonio, TX, 78255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409071	CLM	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-428693	CLM	Lucia Rios	1938-04-02	UHC-92720-51	—	5436 Camelback Rd # 958, Denver, CO, 80248	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405389	CLM	Andrew Gutierrez	1981-04-13	UHC-30348-83	—	7873 Cedar Ln Apt 28, Los Angeles, CA, 90061	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-402035	CLM	Matrha Dean	1989-02-17	—	9192043821	5105 Spring St, Tempe, AZ, 85250	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405515	CLM	Katryn Lawson	1941-09-02	UHC-96469-23	4396118559	6143 Washington St, San Antonio, TX, 78274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421100	CLM	Ryan Li	1963-09-10	—	2393549599	5648 Elm St # 719, Fresno, CA, 93735	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411012	CLM	Gloria Godon	1952-09-04	UHC-34684-56	3825752341	9544 Camelback Rd, Orlando, FL, 32849	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424252	CLM	Kelly Evans	1943-06-21	UHC-73587-33	—	4317 Grand Ave, Miami, FL, 33188	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409314	CLM	Douglas Pierce	1939-01-26	—	3945648784	2467 Church St, Glendale, AZ, 85304	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424637	CLM	Autsin Bell	1953-01-18	UHC-52108-19	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408737	CLM	George Z Guerrero	1954-03-15	UHC-05538-48	2855619555	5087 Union St, Eden Prairie, MN, 55314	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414740	CLM	Sandra Obrien	1985-10-07	UHC-52659-90	9009166639	7731 Spring St, Atlanta, GA, 30320	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-407198	CLM	Henry Miller	1963-04-22	UHC-82425-52	3947673552	5024 Valley View Dr, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428381	CLM	Juan Marshall	1938-10-26	—	—	4144 Maple Ave, Gilbert, AZ, 85284	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415889	CLM	Natalie Murphy	1958-12-02	—	2326704718	9355 Meadow Ln, San Antonio, TX, 78215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427065	CLM	Ana Bell	2007-05-09	—	—	2813 Lake View Rd, Seattle, WA, 98127	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408864	CLM	Jerry Crawford	1980-07-03	UHC-60376-73	9117180729	7106 Jefferson Ave # 683, Jacksonville, FL, 32219	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-410900	CLM	Wayne Bennett	1949-04-19	UHC-21799-63	—	4620 Baseline Rd, Columbus, OH	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-405568	CLM	Masson Gomez	1962-04-19	UHC-14665-92	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422229	CLM	Gerald Hcks	1938-04-05	—	4709359908	8131 Main St, Charlotte, NC, 28238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411398	CLM	Julie T Ortega	1964-09-26	UHC-75380-43	8469592035	1649 Mountain View Dr, Fresno, CA, 93764	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426138	CLM	Sharon P Burns	—	—	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-405035	CLM	Carlos G Young	2004-11-02	—	6827887515	5970 Main St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415746	CLM	Doonald Murrray	2001-12-17	UHC-38778-25	—	7821 Lincoln Way # 717, Sacramento, CA, 95825	0.62	Name re-cased Member ID reformatted Unit split from street City re-cased+3 more
CLM-415505	CLM	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA, 30385	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407106	CLM	Maria Collins	1938-11-13	UHC-92321-89	6362104997	9590 Central Ave # 804, Mesa, AZ, 85261	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-414193	CLM	Henry F Holmes	1999-05-23	—	6317916123	2925 Camelback Rd, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414192	CLM	Henry F Holmes	1999-05-23	—	6317916123	2925 Camelback Rd, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410308	CLM	Vincent Wilson	1948-08-22	UHC-04051-03	9556612930	8307 Jefferson Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410555	CLM	Joe Green	1980-10-16	UHC-41373-96	6076011068	3650 Union St, Fresno, CA, 93785	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407479	CLM	Tyler Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409017	CLM	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-417224	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429452	CLM	Melissa Burns	1981-06-05	UHC-05550-71	—	5052 Willow Ct Apt 30, Gilbert, AZ, 85218	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-423943	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424053	CLM	Kimberly Gisbon	2004-07-23	UHC-59029-58	—	3019 Mesa Dr, Houston, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

13,120 rows, page 40 of 263Previous Next