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-424399	CLM	Gregory W Kelley	1970-06-12	—	8648333370	4795 Maple Ave, Houston, TX, 77030	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401025	CLM	Maria Long	1972-11-04	—	—	5897 Central Ave, Glendale, AZ, 85322	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409315	CLM	Douglsa M Pierce	1939-01-26	UHC-16964-87	—	2467 Church St, Glendale, AZ, 85304	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406633	CLM	Joe Stephens	2008-02-05	—	6195200229	4462 Sunset Blvd, Jacksonville, FL, 32242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406212	CLM	Angela Nichols	—	UHC-66882-67	—	4796 Washington St, Sacramento, CA, 95863	0.76	Date of birth reformatted Date of birth unreadable Member ID reformatted City re-cased+2 more
CLM-402092	CLM	Raymond Hart	1973-03-08	UHC-46604-84	4414062269	2095 Market St, Eden Prairie, MN, 55309	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401616	CLM	Sophia Fox	1973-06-20	—	4989404410	5249 Sage Ct, Houston, TX, 77012	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419525	CLM	Jose Yang	1939-04-03	UHC-63980-93	—	3298 River Rd, Tucson, AZ, 85737	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419952	CLM	Sofia Williams	1970-02-20	—	2563565103	3918 Pine Dr, Austin, TX, 78796	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-406247	CLM	Martha Rodriguez	1977-06-11	UHC-02773-73	8246313228	3973 Washington St, Phoenix, AZ, 85093	0.76	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-425839	CLM	Raymond M Baker	1977-10-18	UHC-89971-89	3817739398	3551 Ridge Rd, Scottsdale, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419075	CLM	Jason Gray	1983-11-23	UHC-15887-53	2484697238	3678 Spring St, Gilbert, AZ, 85264	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412095	CLM	Samuel Graham	2007-03-12	UHC-58628-86	—	5141 Maple Ave, Columbus, OH, 43249	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420835	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	—	6552 Jefferson Ave, San Diego, CA, 92194	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424913	CLM	Isabella L Hart	1975-03-17	—	4313225139	4604 Jefferson Ave, Glendale, AZ, 85372	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408625	CLM	Betty Le	1953-07-25	—	—	9800 Mesa Dr, Houston, TX, 77009	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426318	CLM	Philip Freeman	1952-09-19	UHC-56132-61	9676220530	8036 Camelback Rd, Columbus, OH, 43224	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418311	CLM	Rebecca R Young	1958-07-26	UHC-29880-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-429969	CLM	Ashley Parker	1968-02-15	UHC-65675-26	6409045682	277 Park Pl, Tempe, AZ, 85275	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402692	CLM	Larry Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401916	CLM	Pamela Ruiz	1951-01-16	UHC-56632-98	—	2604 Baseline Rd, Gilbert, AZ, 85256	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414872	CLM	Elizabeth George	1960-05-24	—	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-431144	CLM	Charles Hoffman	1986-03-16	UHC-28425-96	—	1089 Bayshore Dr, Jacksonville, FL, 32269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418899	CLM	Joseph Schultz	1973-08-16	—	4874525606	7373 Main St, Los Angeles, CA, 90039	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405238	CLM	Anthony W Guerrero	1993-12-01	UHC-84143-49	—	5499 Church St, Los Angeles, CA, 90034	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407028	CLM	Christian Yang	2002-05-05	—	9187197387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420069	CLM	Emma A Ramos	1960-08-12	—	9288762075	6476 Sunset Blvd, Charlotte, NC, 28260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401372	CLM	Arjun Gardneer	1987-08-28	UHC-24635-15	4878303467	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-432480	CLM	Willie Bennett	1969-01-25	—	6495868623	1924 Highland Ave, Columbus, OH, 43225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414802	CLM	Johnny Lynch	1985-12-18	—	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-417537	CLM	Alexis Tran	1938-01-26	—	—	238 Apache Blvd, Sacramento, CA, 95836	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423971	CLM	Jennifer Medina	2000-06-27	—	—	1107 Valley View Dr, Eden Prairie, MN, 55325	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409339	CLM	Bryan Boyd	1956-09-28	—	9749855522	4755 Central Ave, Nashville, TN, 37288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403239	CLM	Valentina Duncan	1974-12-22	—	—	5898 Sunset Blvd, San Antonio, TX, 78219	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-425496	CLM	Christopher Graham	1969-02-07	UHC-23280-13	7066617598	5309 Ridge Rd, Gilbert, AZ, 85293	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425733	CLM	Amber O Jordan	1985-02-17	UHC-29175-45	9313022259	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-400879	CLM	Janet Wright	1966-09-20	UHC-45348-02	—	4019 Maple Ave, Minneapolis, MN, 55415	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-412898	CLM	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-431340	CLM	Rachel Nichols	1970-07-06	UHC-39062-02	6194396351	4830 Sunset Blvd, Tucson, AZ, 85725	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409882	CLM	Charlotte Mills	1978-05-22	UHC-67782-74	—	352 Ridge Rd, Tempe, AZ, 85251	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405895	CLM	Debra Greene	1983-04-05	—	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402142	CLM	Bruce Johnston	1957-08-10	—	—	3273 Harbor Blvd, Dallas, TX, 75275	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424610	CLM	Samuel Bishop	1973-11-16	UHC-34213-31	7638216000	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414002	CLM	Julia Holmes	1974-12-28	—	6967289662	2935 Ocean Ave, Nashville, TN, 37211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418784	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	—	1909 Canyon Rd, Denver, CO, 80250	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413023	CLM	Julia Jackson	1958-09-16	UHC-47213-74	—	9848 Jefferson Ave, San Diego, CA, 92114	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416352	CLM	Steven Ramirez	1952-06-15	UHC-82095-13	7215604422	5837 Indian School Rd, Columbus, OH, 43282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420421	CLM	Bruce Daavis	1963-02-04	UHC-59299-76	—	7325 Willow Ct, Houston, TX, 77081	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427910	CLM	Marcus Montgomery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416129	CLM	Jerry Salazra	1990-01-10	UHC-41927-80	—	6001 Ridge Rd, San Antonio, TX, 78219	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

18,771 rows, page 153 of 376Previous Next