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-402375	CLM	Austin M Yang	1983-07-18	UHC-35695-44	—	1442 Meadow Ln, Jacksonville, FL, 32212	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-427418	CLM	Karen Fowler	1990-05-23	—	4298398474	1888 Forest Ave, Tampa, FL, 33646	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-410724	CLM	Calr U Gilbert	1966-08-23	UHC-44633-68	5783226069	2361 Camelback Rd, San Diego, CA, 92186	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-427985	CLM	Elijah Padilla	2006-09-07	—	4285014942	5747 Willow Ct, Glendale, AZ, 85381	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-427933	CLM	Juan Stephens	1959-06-20	UHC-60981-40	9413569917	9229 Washington St, Columbus, OH, 43248	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
CLM-429552	CLM	Anna Harvey	1968-10-09	—	7775745458	3429 Forest Ave, Chandler, AZ, 85274	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-415693	CLM	Bryan K Scott	1969-06-16	—	2898924315	7540 Jefferson Ave, Chandler, AZ, 85242	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-405582	CLM	Megan Nunez	1944-06-20	—	5575666615	4296 Meadow Ln, Sacramento, CA, 95891	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-429756	CLM	James Mills	1982-10-16	UHC-21607-68	4896745749	9312 Broadway, Los Angeles, CA, 90068	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406378	CLM	Mark Roberts	1955-12-08	—	2818590566	9141 Hillcrest Rd, Dallas, TX, 75281	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-426002	CLM	Zachary Hunt	1990-01-21	UHC-68795-03	5872830589	9239 Canyon Rd, Scottsdale, AZ, 85295	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413890	CLM	Tony Davis	1950-09-01	—	5156974317	6352 Bayshore Dr, Gilbert, AZ, 85292	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-401994	CLM	Alexis Henderson	1968-03-27	—	—	5737 Lake View Rd, Phoenix, AZ, 85033	0.90	Date of birth reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-428537	CLM	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-416218	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	628 Pine Dr, Seattle, WA, 98105	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
CLM-427511	CLM	Barbara Kennedy	1969-02-21	UHC-10787-91	—	2908 Union St, Eden Prairie, MN, 55379	0.90	Name re-cased City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-411785	CLM	Arjun O Jackson	1988-01-06	—	8265469652	9393 Forest Ave, Jacksonville, FL, 32294	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404419	CLM	Dorothy U Bowman	2006-04-10	UHC-69668-05	3144859122	3967 Desert Sky Blvd, Minneapolis, MN, 55480	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406881	CLM	Maria Hanson	1991-05-16	—	7124154265	4857 Oak St, Tampa, FL, 33644	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-409970	CLM	Austin Dominguez	1954-04-10	UHC-89799-58	5792364402	7136 Cedar Ln, Tampa, FL, 33601	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-415433	CLM	Elizabeth Brown	1971-01-24	UHC-66461-69	—	30 Maple Ave, Austin, TX, 78740	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-428078	CLM	Cheryl N Martinez	1982-05-06	UHC-03389-40	—	9766 Broadway, Los Angeles, CA, 90068	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-403812	CLM	Deborah Bishop	1961-04-21	—	—	7177 Baseline Rd, Phoenix, AZ, 85079	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-400993	CLM	Matthew Jensan	1973-08-26	—	5905928265	4550 Jefferson Ave, Seattle, WA, 98171	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-416928	CLM	Alexander H Gray	1940-05-01	UHC-74703-60	—	2104 Apache Blvd, Nashville, TN, 37207	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-404584	CLM	Richard Rois	1992-02-23	UHC-20691-71	5839168503	9572 Park Pl, Glendale, AZ, 85330	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-429406	CLM	Edward Edwards	1964-11-24	UHC-79908-24	7477997808	1315 Apache Blvd, Charlotte, NC, 28241	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-409014	CLM	Bradley Bell	1989-10-15	—	6273622857	8241 Meadow Ln, Jacksonville, FL, 32268	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-419084	CLM	Scott Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-425436	CLM	Logan H Hoffman	1944-05-19	UHC-61403-22	3182978974	9891 Lincoln Way, Glendale, AZ, 85385	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-408069	CLM	James O Rodriguez	2001-03-20	UHC-66449-14	—	44 Meadow Ln, Charlotte, NC, 28289	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-408284	CLM	Betty Williamson	2006-04-21	—	—	9404 Camelback Rd, Seattle, WA, 98111	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-420602	CLM	Nicholas Clark	1963-11-09	UHC-59054-98	5335782541	7847 Highland Ave, San Diego, CA, 92198	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-400827	CLM	Stephen West	1956-10-13	UHC-82322-65	9634492533	4569 Highland Ave, Dallas, TX, 75243	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421129	CLM	Richard Lawrence	1950-10-16	UHC-94560-14	6272118276	6026 Church St, Gilbert, AZ, 85225	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-405977	CLM	Ahmed Gibson	2001-11-13	UHC-08757-66	3242184962	1726 Valley View Dr, San Antonio, TX, 78217	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413405	CLM	Lori Singh	1973-06-04	—	5726897822	2288 Canyon Rd, Denver, CO, 80250	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413322	CLM	Nancy Santiago	1974-03-03	—	7647189716	3929 Camelback Rd, Eden Prairie, MN, 55346	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-417991	CLM	Jacqueline U Baker	1995-07-20	UHC-58335-95	—	838 Mesa Dr, Nashville, TN, 37247	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-401716	CLM	Denise Mendoza	1989-02-12	UHC-54373-74	2277668269	5546 Sunset Blvd, Houston, TX, 77094	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-428053	CLM	Ethan S Williamson	1984-11-20	UHC-49331-36	—	2609 Palm Dr, Seattle, WA, 98106	0.90	Name re-cased Member ID reformatted City re-cased Plan code upper-cased+1 more
CLM-410611	CLM	Gregory Marquez	2005-03-18	—	—	7419 Oak St, Fresno, CA, 93772	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-414086	CLM	Thomas Juhnson	1987-06-12	UHC-39209-73	6676715244	2625 Main St, Minneapolis, MN, 55431	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-419230	CLM	Shirley Harris	1985-11-26	UHC-59657-64	2507911758	2404 Maple Ave, San Diego, CA, 92185	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-418454	CLM	Jordan Hill	1979-05-24	—	2466149749	9487 Church St, Tampa, FL, 33695	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-402202	CLM	Charles Wong	1963-02-01	UHC-46103-78	5454684159	2646 Broadway, Miami, FL, 33116	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-413572	CLM	Jonathan Freeman	1950-11-23	UHC-97811-68	5582189906	230 Sage Ct, Miami, FL, 33196	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404073	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	7915483407	2866 Bayshore Dr, Los Angeles, CA, 90064	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-417142	CLM	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-407237	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

5,235 rows, page 91 of 105Previous Next