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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409337	CLM	Joan Gilbert	1995-06-14	UHC-72248-27	2517239798	6266 Valley View Dr, Austin, TX, 78702	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-408594	CLM	Steven Holmes	1938-02-13	—	6089863242	6670 Washington St, Tempe, AZ, 85245	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429305	CLM	Kimberly H Boyd	1994-11-10	UHC-72399-15	—	5470 Central Ave, Fresno, CA, 93751	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406016	CLM	Deborah Riley	2002-05-03	—	—	6318 Palm Dr, Glendale, AZ, 85338	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411222	CLM	Carlos Spencer	1952-05-26	UHC-03040-35	—	1250 Sage Ct, Minneapolis, MN, 55429	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424910	CLM	Russell Dunn	2005-11-05	—	—	206 Harbor Blvd, Fresno, CA, 93751	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-416459	CLM	Jonathan H Mason	1958-03-06	UHC-16686-90	—	8561 Mesa Dr, Minneapolis, MN, 55467	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-417326	CLM	Dennis U Carroll	1943-02-20	—	—	7211 Broadway, Glendale, AZ, 85375	0.80	Date of birth reformatted Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-406142	CLM	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX, 75215	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-403956	CLM	Eric Myers	1978-08-04	—	—	4858 Washington St, Glendale, AZ, 85394	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-414010	CLM	Gloria Sanchez	1977-08-26	UHC-28712-93	4554409378	3874 Church St, Columbus, OH, 43288	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420548	CLM	Tyler Meyer	1949-04-04	—	—	1349 Lincoln Way, Jacksonville, FL, 32297	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431583	CLM	Aaron Morris	1945-05-07	UHC-45541-40	—	6297 Lake View Rd, Scottsdale, AZ, 85276	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426956	CLM	Nicholas Diaz	2004-04-09	UHC-37468-77	—	9304 Elm St, Seattle, WA, 98139	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404665	CLM	Shirley Gomez	1997-05-20	UHC-68219-95	—	4826 Bayshore Dr, Glendale, AZ, 85383	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430573	CLM	Ruth Sanchez	1996-05-14	—	—	2653 Elm St, Columbus, OH, 43298	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-418180	CLM	Gregory Perez	1948-09-26	UHC-88894-40	—	3026 Valley View Dr, Charlotte, NC, 28285	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412412	CLM	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-427893	CLM	Yuki Stephens	1941-11-27	UHC-35271-91	—	1860 Cedar Ln, Gilbert, AZ, 85237	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426234	CLM	Russell Holmes	1969-07-10	UHC-68851-64	—	6297 Sage Ct, Atlanta, GA, 30312	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-407032	CLM	Joyce Y Santos	1955-10-19	—	8255946871	6973 Mesa Dr, Denver, CO, 80237	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432564	CLM	Charlotte Lynch	1978-11-05	—	—	9516 Cedar Ln, Las Vegas, NV, 89120	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422196	CLM	Heather Morris	1949-06-10	UHC-15441-17	4399367405	1309 Willow Ct, Austin, TX, 78751	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-420304	CLM	Gregory Rivera	1955-02-21	—	—	40 Park Pl, Orlando, FL, 32845	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-410112	CLM	Jose Watkins	1970-10-12	—	4167743291	4524 Apache Blvd, Glendale, AZ, 85369	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-420294	CLM	Cheryl Andrews	1942-06-01	UHC-74091-14	—	3779 Jefferson Ave, Plano, TX, 75011	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-415723	CLM	Benjamin Z Harper	1965-07-26	UHC-31896-42	—	493 Spring St, Mesa, AZ, 85224	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419221	CLM	Wayne Collins	1983-12-03	—	—	4627 Camelback Rd, Phoenix, AZ, 85059	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431329	CLM	Diana Luna	1953-09-27	UHC-63649-97	—	8549 Grand Ave, Columbus, OH, 43269	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-418962	CLM	Yuki Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418961	CLM	Yuki Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-408515	CLM	Julie Fowler	1984-10-15	UHC-96571-16	2496927446	6025 Washington St, Seattle, WA, 98116	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421963	CLM	Randy Williams	1972-03-18	UHC-07902-34	7604390396	2660 Mountain View Dr, Columbus, OH, 43231	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-410233	CLM	James McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA, 93715	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-416293	CLM	Sandra Crawford	2000-06-09	UHC-88894-29	4218584642	6612 Harbor Blvd, Houston, TX, 77024	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424609	CLM	Samuel Y Bishop	1973-11-16	UHC-34213-31	—	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429757	CLM	Mills James	1982-10-16	UHC-21607-68	4896745749	9312 Broadway, Los Angeles, CA, 90068	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-411596	CLM	Austin Morales	1992-04-08	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-408595	CLM	Tyler McDonald	1947-11-22	—	—	2865 Broadway, San Antonio, TX, 78223	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-416238	CLM	Jack Hall	1999-09-13	UHC-00511-45	—	5459 Canyon Rd, San Diego, CA, 92191	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425606	CLM	Lauren Wang	1963-08-19	—	8896251698	6246 Park Pl, Nashville, TN, 37252	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402203	CLM	Patrick Elliott	1973-02-27	UHC-17420-63	6577583887	8508 Willow Ct, Columbus, OH, 43261	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-414109	CLM	Walter Flores	1966-11-05	—	4604772449	4809 Bayshore Dr, Austin, TX, 78778	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-419159	CLM	Janice McCoy	2004-03-02	UHC-72128-31	—	7802 Oak St, Nashville, TN, 37293	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423903	CLM	Julie Cunningham	1995-02-07	UHC-66087-50	—	6792 Indian School Rd, Nashville, TN, 37204	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-419033	CLM	Barbara Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-414006	CLM	Mariana G Dixon	1975-06-01	—	—	9177 Main St, Scottsdale, AZ, 85289	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-432606	CLM	George Ramos	1962-03-15	UHC-92611-30	6926011459	2114 Willow Ct, Seattle, WA, 98113	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-404898	CLM	Wayne Weaver	1954-08-08	UHC-84816-21	—	8045 Main St, Austin, TX, 78710	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413909	CLM	Lori Carter	1979-12-12	—	5406338501	6789 Maple Ave, Sacramento, CA, 95812	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

2,352 rows, page 42 of 48Previous Next