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-431841	CLM	Juan Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427357	CLM	Diana Long	2007-11-05	UHC-77612-55	3562153840	7104 Sage Ct, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417269	CLM	Elijah Smith	1982-08-13	—	9618841968	518 Desert Sky Blvd, Seattle, WA, 98134	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410122	CLM	Abigail N Hicks	1970-08-17	UHC-60211-80	7603337570	5753 Union St, Miami, FL, 33105	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428712	CLM	Jerry Guerrero	1976-01-23	UHC-49960-30	7894603497	9063 Palm Dr, Seattle, WA, 98115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404487	CLM	Mason Duncan	1984-04-28	—	7874786941	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418104	CLM	Billy Vega	1941-05-20	—	3883406916	6469 Hillcrest Rd, Chandler, AZ, 85210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405765	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	—	4978 Valley View Dr, Austin, TX, 78766	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425379	CLM	Anna Pena	1952-06-19	UHC-06834-15	8289941885	5940 Jefferson Ave, Dallas, TX, 75288	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402468	CLM	Ruth Webb	1951-05-07	UHC-49889-56	3723665548	6517 Baseline Rd, San Antonio, TX, 78200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402467	CLM	Ruth Webb	1951-05-07	UHC-49889-56	3723665548	6517 Baseline Rd, San Antonio, TX, 78200	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412697	CLM	Virginia Porter	1959-12-12	—	8884730181	7329 Mesa Dr, Charlotte, NC, 28276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421982	CLM	Albert Diaz	1944-07-06	UHC-94730-52	7906992008	3720 Church St, Nashville, TN, 37298	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408513	CLM	Bobby Dominguez	2005-12-21	UHC-26590-88	8704841361	1263 Canyon Rd, Dallas, TX, 75265	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416299	CLM	Steven Y Guzman	1960-11-07	UHC-93254-06	6957930496	1507 Central Ave, Houston, TX, 77023	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430078	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410767	CLM	Lauren Perry	1954-10-27	UHC-79257-94	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405217	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407169	CLM	Isabella Davis	1976-08-21	UHC-86806-72	4998355063	3286 Bayshore Dr, Atlanta, GA, 30333	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400629	CLM	Alexander Thompson	1999-03-02	—	8565110832	8452 Central Ave, Eden Prairie, MN, 55317	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403927	CLM	Henry Wayne	1983-09-06	—	6774280066	8107 Indian School Rd, Mesa, AZ, 85268	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401076	CLM	Angela Mills	1973-10-09	UHC-64081-98	7142756815	3753 Harbor Blvd, Tucson, AZ, 85789	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412050	CLM	Martha Cole	1964-12-06	—	7209195890	7007 Central Ave, Gilbert, AZ, 85258	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404900	CLM	Zachray Gibson	1955-12-07	—	6259309230	710 Bayshore Dr, Gilbert, AZ, 85278	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407010	CLM	Ethan Garza	1967-07-06	—	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-420394	CLM	Brittany Nichols	1984-08-18	UHC-42580-56	6863678202	4311 Sage Ct, Eden Prairie, MN, 55357	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431077	CLM	Janet Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd, Phoenix, AZ, 85055	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423359	CLM	Billy Fisher	1981-08-20	—	9354351554	696 Union St, Nashville, TN, 37259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404007	CLM	Eugene Young	1983-07-25	UHC-39535-18	2538700296	4495 River Rd, Dallas, TX, 75204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419806	CLM	Linda Mrtin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414259	CLM	Bryan Graham	1952-04-08	UHC-91389-39	7733559998	238 Jefferson Ave, San Antonio, TX, 78204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419032	CLM	Catherine Fuller	1961-02-27	UHC-08698-57	—	3944 Oak St, Denver, CO, 80224	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408382	CLM	Nick Obrien	1959-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400183	CLM	Anthony U Ross	1992-04-18	—	3758002080	6561 Valley View Dr, Plano, TX, 75066	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405029	CLM	George Jensen	1941-11-06	UHC-11856-62	5812019278	5394 Forest Ave, Plano, TX, 75074	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-432379	CLM	Melissa Gibson	1946-03-15	UHC-27893-59	9548196908	8469 Oak St, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419139	CLM	Keith Berry	2006-04-02	—	5234439026	810 Valley View Dr, Mesa, AZ, 85262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403870	CLM	Wong Z Kyle	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd, Mesa, AZ, 85242	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429506	CLM	Douglas Alvarado	2000-03-27	—	6735118205	1453 Indian School Rd, Jacksonville, FL, 32253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416390	CLM	Eric Schmidt	1945-11-23	—	7504715846	3720 Pine Dr, Miami, FL, 33118	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409050	CLM	Thomas E Welch	2007-02-15	UHC-45658-13	9565018537	3687 Cedar Ln, Orlando, FL, 32874	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427341	CLM	Janice Moore	1982-07-13	UHC-20558-92	2056336310	7643 Union St, Houston, TX, 77017	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-423218	CLM	Eric M Spencer	1967-07-21	—	7916402907	9811 Oak St, Minneapolis, MN, 55438	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413224	CLM	Harold K Matthews	1978-02-24	UHC-67154-41	3305268321	176 Union St, Mesa, AZ, 85278	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-419774	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	4831 Apache Blvd, Nashville, TN, 37255	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420207	CLM	Albert T Sandoval	1941-10-21	UHC-70056-48	3167710019	9266 Forest Ave, Tampa, FL, 33615	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-425366	CLM	Janet Davis	1974-06-07	UHC-23902-55	9444432708	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-424556	CLM	Carlos Hoffman	1963-08-01	—	8923658676	559 Mesa Dr, Austin, TX, 78768	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420885	CLM	Brtitany Guerrero	1991-10-24	UHC-24257-81	9442937989	6190 Spring St, Dallas, TX, 75282	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

10,559 rows, page 71 of 212Previous Next