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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415785	CLM	Albert Daniels	1952-03-03	UHC-27627-55	7882228939	—	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-428514	CLM	Julia O Ortega	1949-04-12	UHC-48319-96	2192361726	2489 Camelback Rd Apt 20, Orlando, FL, 32874	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415164	CLM	Terry Peterson	1940-03-22	UHC-56448-49	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415547	CLM	Carol W Guzman	2008-10-12	—	9789961347	3432 Grand Ave, Plano, TX, 75003	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408447	CLM	Joshua T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405093	CLM	Valentina J Alvarado	1954-06-20	—	2494603363	2353 Palm Dr, Orlando, FL, 32831	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-409936	CLM	Lori T Ward	1965-06-23	UHC-57208-30	5317212150	5185 Maple Ave, Denver, CO, 80271	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405371	CLM	Danielle Ellis	1990-10-07	—	4336129016	5780 Meadow Ln, Sacramento, CA, 95825	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420858	CLM	Isabella Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave # 427, Tempe, AZ, 85230	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-420456	CLM	Jennifer Watkins	—	—	3146720042	1753 Baseline Rd, Glendale, AZ, 85360	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417984	CLM	Christine C Delgado	1941-08-20	—	4209125213	6732 Elm St, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404662	CLM	Sandra Lewis	1994-04-02	UHC-69787-06	9565329294	2873 Maple Ave, Jacksonville, FL, 32214	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-414131	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St # 502, Plano, TX, 75096	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420180	CLM	Arthur Espinoza	1991-10-23	UHC-03984-93	5154727968	2783 Market St, Gilbert, AZ, 85284	0.64	Two-digit birth year Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-401576	CLM	Noah Le	1974-11-02	—	5145312747	2400 Meadow Ln, Dallas, TX, 75285	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429136	CLM	Juan O Murray	1959-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429135	CLM	Juan O Murray	1959-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430496	CLM	Sean Schmidt	1984-12-05	—	4822037122	4144 Sage Ct, Fresno, CA, 93715	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432632	CLM	Mateo Black	1994-09-12	UHC-06260-45	3126194905	1266 Jefferson Ave, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416147	CLM	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-411566	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave Apt 28, Gilbert, AZ, 85255	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-432386	CLM	Margaret Ramos	1995-07-26	UHC-40021-88	6014371352	4658 Mesa Dr, Columbus, OH, 43222	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413380	CLM	Olivia Robertson	1950-11-13	—	5592256717	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-424595	CLM	Jeryr Thomas	1975-09-28	UHC-77632-15	4854250951	8244 Washington St, Sacramento, CA, 95889	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416922	CLM	Anthony Garcia	2008-06-19	UHC-44396-53	6396636939	1099 Baseline Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410114	CLM	Gerald Chavez	—	UHC-99698-91	4268273256	6886 Central Ave, Seattle, WA, 98186	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423128	CLM	Sandra Banks	2000-12-28	UHC-77872-48	5844352533	7841 Park Pl, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419528	CLM	Billy M Cook	1978-11-21	—	3589721902	5824 Willow Ct, Scottsdale, AZ, 85208	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421427	CLM	Katherine F Lucas	1946-05-19	UHC-42065-62	2249149800	1463 Cedar Ln # 249, Gilbert, AZ, 85254	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-424439	CLM	Andrea Howell	1951-10-20	UHC-41300-78	3507965589	7160 Ocean Ave, Columbus, OH, 43227	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424440	CLM	Andrea Howell	1951-10-20	UHC-41300-78	3507965589	7160 Ocean Ave, Columbus, OH, 43227	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402538	CLM	Billy Green	1951-07-15	—	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-423785	CLM	Douglas I Reynolds	2008-01-12	—	2736520040	8095 Highland Ave Apt 3, Minneapolis, MN, 55414	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-402389	CLM	Linda Ryan	1952-06-11	UHC-16663-51	6655572730	3595 Elm St, Scottsdale, AZ, 85297	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401638	CLM	Aaron Padilla	1948-01-22	UHC-23716-20	3646599158	3528 Union St, Los Angeles, CA, 90017	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-419120	CLM	Le U Jonathan	1978-08-09	UHC-34946-14	8089783259	4386 Market St, Denver, CO, 80254	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412413	CLM	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-406416	CLM	Heather Singh	1948-01-09	UHC-61064-10	4244339075	6811 Elm St, Plano, TX, 75098	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400200	CLM	Roegr Orttiz	1970-12-19	UHC-26091-54	2333673612	7441 Bayshore Dr, Minneapolis, MN, 55411	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431859	CLM	Randy Rss	1940-01-07	—	3174487162	728 Spring St, Orlando, FL, 32893	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424343	CLM	Amber Reed	1938-04-08	UHC-53409-60	3153608502	715 Valley View Dr, Miami, FL, 33183	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411108	CLM	Adam Rogers	1991-02-14	UHC-08320-64	2954659419	550 Valley View Dr, Tampa, FL, 33679	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408058	CLM	Gabriel Burns	1949-04-05	UHC-23008-39	9409419965	5336 Apache Blvd, Jacksonville, FL, 32297	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409791	CLM	Melissa Palmer	1944-12-17	UHC-30104-68	5127205570	5098 Bayshore Dr Apt 34, Los Angeles, CA, 90032	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-404063	CLM	Judith N Mers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave Apt 33, Austin, TX, 78758	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-407895	CLM	Teresa Gutierrez	2001-03-21	UHC-30469-27	8406553103	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423804	CLM	Heather M Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-420413	CLM	Gloria Tran	1945-05-04	UHC-23626-76	5176778499	6142 Apache Blvd, Jacksonville, FL, 32225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413200	CLM	Anna Waalsh	1957-03-01	UHC-93358-69	7363634028	1738 Sunset Blvd, Jacksonville, FL, 32295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 56 of 240Previous Next