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-425044	CLM	Patrick Jordan	1948-08-20	UHC-27638-29	9009636389	5088 Mesa Dr, San Antonio, TX, 78269	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-424087	CLM	Tyler Silva	1993-01-21	UHC-89750-63	—	3953 Maple Ave, Denver, CO, 80234	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-406902	CLM	Brian J Taylor	1941-09-09	UHC-39486-76	—	3111 Mesa Dr, Columbus, OH, 43207	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-424716	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-412702	CLM	Abby U Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
CLM-431598	CLM	Beverly Q Schultz	1981-07-09	UHC-83728-87	—	627 Highland Ave, Dallas, TX, 75261	0.70	Name re-cased Two-digit birth year ZIP+4 trimmed
CLM-415810	CLM	Steven Boyd	1944-08-08	—	9865662211	3000 Mesa Dr, San Diego, CA, 92100	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-418714	CLM	Austin S Smmith	2007-09-13	UHC-95971-84	—	8639 Lincoln Way, Jacksonville, FL, 32272	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-411750	CLM	Jessica Jones	1976-11-17	—	—	371 Meadow Ln, Glendale, AZ, 85346	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-431954	CLM	Maria Davis	1980-04-07	UHC-91962-84	—	7357 Apache Blvd, Mesa, AZ, 85275	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-411036	CLM	Arjun C Schmidt	1992-12-03	UHC-24941-46	—	1003 Indian School Rd, Mesa, AZ, 85221	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-431358	CLM	Dylan Morrison	1948-06-26	UHC-76007-54	6839591610	368 Apache Blvd, Columbus, OH, 43231	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-402004	CLM	YJunk	1982-06-16	UHC-02972-27	—	2654 Cedar Ln, Minneapolis, MN, 55448	0.70	ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
CLM-424777	CLM	Arjun Meyer	2002-05-20	UHC-42340-66	6435950351	5146 Valley View Dr, Mesa, AZ, 85235	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-402874	CLM	Stephen Ray	1957-01-19	UHC-90976-19	—	630 Lake View Rd, San Antonio, TX, 78228	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-428695	CLM	Laura Silva	1951-08-26	UHC-72934-78	—	9641 Valley View Dr, Austin, TX, 78743	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-406141	CLM	—Junk	1943-10-27	UHC-20733-31	—	2915 Maple Ave, Chandler, AZ, 85226	0.70	ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
CLM-431508	CLM	Luis Sanders	1927-12-14	UHC-37937-73	—	7051 Canyon Rd, Glendale, AZ, 85301	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-400557	CLM	Amy Hudson	1994-02-15	—	—	8671 Willow Ct, Denver, CO, 80271	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-418045	CLM	Jennifer Lewis	1973-02-23	UHC-67406-74	—	3020 Washington St, Houston, TX, 77090	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-422021	CLM	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-418542	CLM	Kayla W Cunningham	1964-01-07	—	—	8778 Cedar Ln # 966, Atlanta, GA, 30356	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-411833	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd Apt 20, Orlando, FL, 32822	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
CLM-400022	CLM	Don R Cole	2002-06-28	UHC-90325-35	—	2476 Broadway, Columbus, OH, 43240	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-426155	CLM	Russell Schultz	1964-07-04	—	—	1372 Forest Ave, Plano, TX, 75033	0.70	Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-431888	CLM	Diiego Evans	1964-06-28	—	4486606449	5946 Mountain View Dr, Eden Prairie, MN, 55392	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-404211	CLM	Jeremy Campbell	1971-01-02	—	—	5454 Market St # 826, Fresno, CA, 93733	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-422438	CLM	David Wang	1968-08-14	UHC-66449-08	—	7085 Bayshore Dr, Atlanta, GA, 30360	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-413130	CLM	Sarah Hansen	1960-08-17	—	—	4346 Cedar Ln, Las Vegas, NV, 89184	0.72	Name split from “Last, First”ZIP+4 trimmed
CLM-426597	CLM	Judy Robinson	1984-04-18	UHC-50698-88	—	1766 Maple Ave, Jacksonville, FL, 32258	0.72	State name converted to code ZIP+4 trimmed
CLM-430968	CLM	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave, Las Vegas, NV, 89194	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-419666	CLM	Scott Moreno	1982-06-28	UHC-06606-92	5632549383	6152 Broadway, San Antonio, TX, 78212	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-423968	CLM	Jonathan Dominguez	1990-09-08	—	4502350403	2989 Lincoln Way, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-419863	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422619	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-421014	CLM	Adam Williamson	1977-03-03	UHC-12020-33	5512808766	2283 Valley View Dr, Miami, FL, 33143	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-403207	CLM	Betty Allen	1956-09-12	—	9659635693	8596 Broadway, Tempe, AZ, 85248	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-400221	CLM	Sarah Sanders	1961-05-12	UHC-10031-33	2274580840	9257 Willow Ct, Phoenix, AZ, 85097	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-427944	CLM	Nicholas Garcia	1964-11-11	—	5799195898	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-426806	CLM	Jessica Williamson	1963-09-19	—	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-412143	CLM	Roy Mills	1949-09-10	UHC-24316-20	5212529707	1396 Union St, Sacramento, CA, 95803	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-410681	CLM	Steven G Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
CLM-418236	CLM	Ruth Dunn	1939-07-12	UHC-54120-52	4703459151	8764 Sage Ct, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-420436	CLM	Brenda Adams	1953-06-22	—	5278476230	9136 Desert Sky Blvd, Orlando, FL, 32846	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-411155	CLM	Joyce Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-406247	CLM	Martha Rodriguez	1977-06-11	UHC-02773-73	8246313228	3973 Washington St, Phoenix, AZ, 85093	0.76	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-402692	CLM	Larry Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-403881	CLM	Tim Reed	1952-01-06	—	7423625575	6718 Lincoln Way, Miami, FL, 33103	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-431365	CLM	Bruce Powell	1978-03-13	UHC-34913-07	4579683850	5287 Broadway, Phoenix, AZ, 85045	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-416044	CLM	Edwards Christian	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more

2,352 rows, page 38 of 48Previous Next