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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425655	CLM	Jack Kennedy	1955-03-14	UHC-82804-57	—	1930 Valley View Dr, Orlando, FL, 32880	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-428037	CLM	Doris L Rogers	2008-12-28	UHC-47330-63	7198238952	7281 Meadow Ln, Glendale, AZ, 85324	0.82	Two-digit birth year Phone reformatted City re-cased
CLM-416684	CLM	Danielle Hill	1995-12-09	—	2302029522	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-430192	CLM	Barbara D Flores	1961-03-06	UHC-29272-09	—	5681 Washington St, Las Vegas, NV, 89129	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423743	CLM	Gloria N Pierce	1960-09-19	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-426575	CLM	Jeremy Alexander	1938-02-12	UHC-93768-64	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-432127	CLM	Margaret Sullivan	2005-04-17	UHC-11975-47	2349254587	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-401249	CLM	Lisa Hawkins	1973-04-02	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402205	CLM	Lucia Sims	2001-05-28	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-424724	CLM	Daniel Garcia	1976-12-04	UHC-29220-65	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-406553	CLM	Evelyn Green	2006-05-03	UHC-78882-43	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-417687	CLM	Rebecca Salazar	1960-03-16	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-411835	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd, Orlando, FL, 32822	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-411836	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd, Orlando, FL, 32822	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-402747	CLM	Ethan Perry	1998-07-13	UHC-12378-37	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418552	CLM	Luis U Adams	1983-06-10	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-418760	CLM	Billy Austin	1992-05-22	—	—	29 Lincoln Way, Fresno, CA, 93774	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-421773	CLM	Luis McDonald	1940-06-07	—	—	4096 Main St, Glendale, AZ, 85353	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-432202	CLM	Megan Peters	1957-12-07	—	5556597564	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418194	CLM	Peter Santiago	1962-08-17	UHC-41610-43	2566629243	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-429678	CLM	Madison Franklin	1975-01-16	UHC-89354-81	2728366963	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-401443	CLM	Emily Young	1987-09-27	UHC-70363-93	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-431866	CLM	Ronald Meyer	2000-05-27	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-410310	CLM	Wei Berry	1983-09-09	UHC-57906-75	7145231338	1615 Indian School Rd, Eden Prairie, MN, 55342	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-430489	CLM	Lucia Welch	1987-03-03	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-408052	CLM	Thomas Kelly	1988-06-15	UHC-56097-83	—	4316 Main St, Los Angeles, CA, 90063	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412894	CLM	Joe Richards	1945-09-03	—	—	5655 Ridge Rd, Minneapolis, MN, 55404	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412998	CLM	Jesse Diaz	1959-10-26	UHC-17665-61	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-413859	CLM	Jose Adams	1938-05-09	—	—	8059 Elm St, Columbus, OH, 43246	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-409781	CLM	Joshua M Diaz	1983-01-17	UHC-62814-55	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-415227	CLM	Robert Knight	1974-11-08	—	7698021759	7235 Spring St, Minneapolis, MN, 55483	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-426173	CLM	Carl Sims	1953-05-05	UHC-71488-13	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-426475	CLM	Philip Brooks	1954-04-07	UHC-83585-66	—	2349 Central Ave, Tucson, AZ, 85790	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-420682	CLM	Billy Ramirez	1964-04-15	—	—	773 Union St, Charlotte, NC, 28213	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-407343	CLM	Douglas James	1943-06-02	UHC-64300-08	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-432738	CLM	Ana Gutierrez	1971-09-20	UHC-10479-88	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-423594	CLM	Tyler West	1971-07-18	UHC-16776-34	—	6865 Willow Ct, Austin, TX, 78766	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401022	CLM	Margaret Powell	1987-06-01	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-411692	CLM	Elijah Greene	1991-01-08	—	7868331812	8724 Hillcrest Rd, Mesa, AZ, 85294	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-418949	CLM	Eugene Fields	1946-04-17	—	—	8134 Valley View Dr, Columbus, OH, 43232	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-429042	CLM	Peggy Reyes	1964-05-23	UHC-91691-69	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-425053	CLM	Mark Y Hughes	1941-03-17	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-411889	CLM	Dylan Esipnoza	1971-05-12	UHC-73048-76	—	6787 Willow Ct, Tampa, FL, 33685	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-407818	CLM	Hiroshi Ryan	1940-05-02	UHC-40939-18	6475535353	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-404674	CLM	Sophia Hill	1960-12-15	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-403129	CLM	Paul Patel	1942-05-08	UHC-83011-39	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423095	CLM	Alan X Gibson	1958-08-25	UHC-17762-84	—	4425 Ridge Rd, San Diego, CA, 92195	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-401708	CLM	Wei Rivera	1963-05-11	UHC-06713-64	2213479941	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421975	CLM	Thomas Wheeler	1951-03-02	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-424067	CLM	Patricia Russ	1949-05-22	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared

2,168 rows, page 40 of 44Previous Next