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-407236	CLM	Jason Ryan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-430233	CLM	Cynthai E Ross	1940-07-22	UHC-77621-70	9115534062	4921 Meadow Ln, Glendale, AZ, 85393	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-432402	CLM	Peter Marshall	1968-10-23	—	3417412237	6560 Camelback Rd, Tampa, FL, 33646	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-411667	CLM	Heather M Rodriguez	1960-12-16	UHC-35708-48	—	5388 Valley View Dr, Houston, TX, 77098	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-401614	CLM	Ralph Harper	1950-06-14	—	8224266008	712 Elm St, Plano, TX, 75055	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412659	CLM	George Vasquez	2008-11-14	—	2568951862	7870 River Rd, Plano, TX, 75085	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-413948	CLM	Lawrence L Wright	1981-12-16	UHC-86075-61	—	2780 Harbor Blvd, Scottsdale, AZ, 85242	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-402918	CLM	Roy Tucker	1946-01-17	—	—	7341 Oak St, Atlanta, GA, 30300	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-429251	CLM	Lucia Ellis	1972-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-430656	CLM	Valentina White	1958-10-18	—	7442007947	7046 Hillcrest Rd, Minneapolis, MN, 55412	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-426668	CLM	Ana Lee	1945-12-22	—	5949592135	8520 Washington St, Fresno, CA, 93791	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-411872	CLM	Roy Park	1962-04-11	UHC-92516-92	7488587988	675 Church St, Las Vegas, NV, 89128	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-428422	CLM	Martha Estrada	1990-04-12	UHC-83322-47	—	4612 Park Pl, Miami, FL, 33164	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-409258	CLM	Mary Ross	1970-03-28	UHC-16737-05	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421152	CLM	Scott Rogers	1975-04-10	UHC-34357-45	—	1722 Canyon Rd, Fresno, CA, 93769	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-425319	CLM	Gerald Russell	1951-07-01	—	—	6855 Maple Ave, Tucson, AZ, 85758	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-424660	CLM	Joyce Sanchez	1966-10-24	—	5079071539	2620 Market St, Las Vegas, NV, 89104	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-415347	CLM	Margaret Obrien	1996-11-16	—	—	4073 Market St, Atlanta, GA, 30311	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-404768	CLM	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-412073	CLM	Arthur Warern	1957-09-17	UHC-86622-12	5265263860	952 Broadway, Chandler, AZ, 85296	0.90	Phone reformatted Address re-cased City re-cased State code upper-cased+1 more
CLM-412968	CLM	Janice Hunt	1956-12-24	—	—	5192 Lincoln Way, Charlotte, NC, 28268	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-420480	CLM	Martha D Gardner	1944-05-13	—	2579837123	3192 Sunset Blvd, Gilbert, AZ, 85215	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-432681	CLM	Helen Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln, Nashville, TN, 37205	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-403196	CLM	Dennis Hunt	1993-03-07	UHC-89275-42	7022047001	9777 Mountain View Dr, Columbus, OH, 43245	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-421738	CLM	Randy I Lynch	1996-09-27	UHC-19138-60	—	269 Canyon Rd, Eden Prairie, MN, 55336	0.90	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+1 more
CLM-430487	CLM	Sarah Sanchez	1943-03-13	—	—	7645 Sage Ct, Fresno, CA, 93724	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-431457	CLM	Nathan Shaw	2003-08-10	UHC-44338-93	—	9411 Willow Ct, Miami, FL, 33164	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-408062	CLM	Bruce Ward	1939-10-03	—	7513706054	2876 Church St, Charlotte, NC, 28258	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413387	CLM	Elijah Boyd	2000-09-03	—	—	5611 Hillcrest Rd, San Diego, CA, 92156	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-419156	CLM	Hannah V James	2007-07-04	UHC-64914-03	—	3210 Oak St, Plano, TX, 75086	0.90	Date of birth reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-426713	CLM	Treesa D Cunningham	1974-03-02	UHC-56407-99	5897165184	981 Willow Ct, San Diego, CA, 92163	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-418100	CLM	Denise V Ortega	1956-02-19	—	—	9540 Broadway, Dallas, TX, 75244	0.90	Name re-cased Address re-cased City re-cased Whitespace trimmed+1 more
CLM-413285	CLM	Jonathan Pierce	1943-09-18	UHC-45594-56	2747158996	4558 Ocean Ave, Chandler, AZ, 85237	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-426641	CLM	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-431910	CLM	Ethan Gordon	1945-10-17	UHC-40444-84	5623543872	706 Lincoln Way, Dallas, TX, 75288	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-410847	CLM	Carolyn Wong	1977-01-09	—	—	2259 Highland Ave, Sacramento, CA, 95840	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-425558	CLM	Bobby Fisher	1947-02-16	—	4479159806	1197 Ridge Rd, Glendale, AZ, 85315	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-400364	CLM	Marcus E Luna	1991-11-07	UHC-28607-59	—	4042 Desert Sky Blvd, Scottsdale, AZ, 85225	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-429928	CLM	Fatima T Knight	1963-09-13	UHC-92327-02	4696345513	2657 Market St, Eden Prairie, MN, 55302	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-423758	CLM	Raymond Washington	1968-08-17	UHC-78812-89	7543059283	4238 Broadway, Mesa, AZ, 85246	0.90	Name re-cased Phone reformatted Address re-cased City re-cased+1 more
CLM-410584	CLM	Sara Ortiz	1979-04-07	UHC-96234-58	3052494046	6585 Lake View Rd, Minneapolis, MN, 55411	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-426880	CLM	Carolyn Lawrence	1947-01-25	UHC-82629-05	—	3658 Lincoln Way, Eden Prairie, MN, 55360	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-411298	CLM	Santiago Gray	1979-02-26	UHC-93351-32	8887483337	4158 Spring St, Dallas, TX, 75241	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-425125	CLM	Timothy Stephens	1964-12-22	UHC-43932-39	—	36 Grand Ave, Jacksonville, FL, 32232	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-426780	CLM	Sue Ward	1976-10-13	UHC-82540-45	—	1262 Canyon Rd, Columbus, OH, 43220	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-416870	CLM	Ann P Brown	1983-09-08	UHC-30609-35	5488779910	9844 Meadow Ln, Gilbert, AZ, 85214	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
CLM-417869	CLM	Heather Sanchez	1996-06-03	—	—	3323 Park Pl, Chandler, AZ, 85293	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414189	CLM	Lori Ferguson	2006-08-26	UHC-87498-51	—	2459 Highland Ave, Glendale, AZ, 85352	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-402577	CLM	Sofia A Howell	1971-04-14	—	4798965964	9781 Sunset Blvd, Charlotte, NC, 28216	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-402578	CLM	Sofia A Howell	1971-04-14	—	4798965964	9781 Sunset Blvd, Charlotte, NC, 28216	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared

5,235 rows, page 92 of 105Previous Next