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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421326	CLM	Martha Silva	1999-10-03	—	4559877433	313 Main St, Chandler, AZ, 85257	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-422675	CLM	Wei Morris	1970-02-14	—	2139737646	9555 Central Ave, Mesa, AZ, 85253	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-427882	CLM	Bnejamin Brown	1989-10-03	UHC-30055-77	—	3447 Sage Ct, Denver, CO, 80241	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424485	CLM	Jackson Elijah	1991-08-23	UHC-62956-68	6808879251	2903 Lake View Rd, Fresno, CA, 93786	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429346	CLM	Joyce Spencer	1967-09-14	UHC-65674-90	3148639728	9339 Oak St, Eden Prairie, MN, 55317	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425781	CLM	Albert Sanders	1975-04-25	UHC-20970-55	6986405762	7144 Market St, Las Vegas, NV, 89114	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401771	CLM	Gabriel X Walker	1976-02-08	—	—	5984 Mesa Dr, Nashville, TN, 37205	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417833	CLM	Diego Howard	2001-08-15	—	—	1130 Market St, Chandler, AZ, 85275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400388	CLM	Maria Dominguez	1997-08-23	UHC-24070-78	8515428995	5877 Lake View Rd, Mesa, AZ, 85266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400387	CLM	Maria Dominguez	1997-08-23	UHC-24070-78	8515428995	5877 Lake View Rd, Mesa, AZ, 85266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432511	CLM	Susan G Perez	1938-06-23	UHC-09172-06	8805255677	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431386	CLM	Kimberly Mills	1955-12-07	UHC-05503-20	8016234112	9137 Main St, Gilbert, AZ, 85208	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401704	CLM	Virginia Castillo	1992-06-06	UHC-00947-15	7614498180	6133 Canyon Rd, Los Angeles, CA, 90090	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-403536	CLM	Joyce Wang	1980-08-14	—	3296635105	2091 Pine Dr, Tucson, AZ, 85787	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-420492	CLM	Alan Powell	1986-10-20	UHC-61794-36	7382050511	4543 Harbor Blvd, San Antonio, TX, 78203	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-417892	CLM	Justin Tran	1941-03-07	—	—	3195 Market St, Mesa, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-428182	CLM	Judith Webb	1948-09-19	—	—	5335 Spring St, Seattle, WA, 98182	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401255	CLM	Brandon O Adams	1957-09-08	—	—	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-425251	CLM	Marilyn Mills	1958-04-07	UHC-97613-50	2392064253	837 Jefferson Ave, Mesa, AZ, 85237	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-425449	CLM	Judy Snyder	2001-04-21	—	9553458882	4775 Baseline Rd, Austin, TX, 78741	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-416984	CLM	Walter Washington	1981-12-16	—	5097985418	6312 Park Pl, Nashville, TN, 37285	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414445	CLM	Dennis Hunter	1968-03-28	UHC-11019-58	—	5261 Harbor Blvd, Plano, TX, 75077	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421627	CLM	Arjun G Morris	1999-02-21	UHC-36733-02	8436328177	3815 Cedar Ln, Scottsdale, AZ, 85290	0.78	Middle initial moved out of first name Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-424909	CLM	Scott Roero	1949-12-11	—	8605180711	9688 Spring St, Seattle, WA, 98188	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414503	CLM	Brandon Torres	1955-11-27	—	—	4878 Canyon Rd, Chandler, AZ, 85267	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417708	CLM	Liz Piecre	1956-05-17	UHC-85478-50	—	1579 Union St, Gilbert, AZ, 85267	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427881	CLM	Ana Barnes	1983-04-19	UHC-47145-41	8869763314	4649 Pine Dr, Columbus, OH, 43286	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423319	CLM	Evelyn Palmer	1956-01-03	UHC-60922-90	—	2570 Lake View Rd, Fresno, CA, 93770	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420344	CLM	David R Yang	1947-05-10	UHC-30445-94	3884721360	1680 Jefferson Ave, Nashville, TN, 37270	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-422825	CLM	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX, 78781	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412942	CLM	Cheryl D Brown	1940-07-08	UHC-94107-41	—	5763 Washington St, Gilbert, AZ, 85220	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421625	CLM	Oliivia Gonzales	1943-12-08	UHC-00411-18	—	8846 Apache Blvd, Seattle, WA, 98151	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-402870	CLM	Luis Payne	1986-12-14	UHC-63005-41	7828538699	5466 Mesa Dr, Gilbert, AZ, 85234	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432395	CLM	Hiroshi Russell	1965-01-28	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
CLM-426516	CLM	John Payne	1947-12-01	UHC-58602-12	—	4417 Hillcrest Rd, Atlanta, GA, 30363	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410499	CLM	Isabella Ramirez	2003-06-23	—	6706526520	3355 Elm St Apt 36, Minneapolis, MN, 55479	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-432562	CLM	Patricia Guzman	1984-06-18	UHC-51894-06	—	9570 Pine Dr, Seattle, WA, 98122	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427474	CLM	Rick Jordan	2005-03-20	UHC-30947-21	—	7025 Market St, Columbus, OH, 43230	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429509	CLM	Betty H Marshall	1957-11-08	UHC-98142-18	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-422861	CLM	Diana Santiago	1990-12-02	—	2425485707	7726 Oak St, Tempe, AZ, 85202	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-405507	CLM	Madyson Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway, Gilbert, AZ, 85219	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-411063	CLM	Barbara Espinoza	2001-10-25	UHC-95188-55	—	4396 Valley View Dr, Tempe, AZ, 85224	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406652	CLM	Gregory Davis	1991-06-07	UHC-72859-52	—	1305 Desert Sky Blvd, Miami, FL, 33108	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411859	CLM	Christina Carroll	1990-07-10	UHC-18251-33	7576411917	4892 Indian School Rd, Scottsdale, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405253	CLM	Braandon E Lene	1986-11-24	UHC-12070-15	3463915941	8331 Maple Ave, Tampa, FL, 33653	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
CLM-413046	CLM	Michelle Soto	1966-06-26	UHC-81155-46	5334184049	5905 Maple Ave, Dallas, TX, 75211	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401295	CLM	Kevin T Ford	1946-09-25	UHC-90193-21	7835850816	3596 Broadway, Houston, TX, 77069	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-432610	CLM	Jacob Espinoza	1943-03-01	UHC-09081-77	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429495	CLM	Cheyrl Little	1992-09-28	UHC-89021-43	5216093799	4835 Hillcrest Rd, Eden Prairie, MN, 55390	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412155	CLM	Arjun Cruz	1941-01-12	UHC-83745-64	—	2005 Indian School Rd, Denver, CO, 80240	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more

10,559 rows, page 119 of 212Previous Next