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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411262	CLM	Adam Bailey	1993-04-26	—	5936105188	8267 Sage Ct, Fresno, CA, 93726	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-413683	CLM	Daniel Myers	2000-04-01	UHC-98359-04	—	3748 Canyon Rd, Tempe, AZ, 85248	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429942	CLM	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419157	CLM	Madison Hunter	1956-09-19	UHC-08390-09	2352969304	5842 Valley View Dr, Nashville, TN, 37230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415058	CLM	Raymond Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412896	CLM	Gregory Delgado	1968-04-21	UHC-32595-69	8166737532	4695 Lincoln Way, Austin, TX, 78742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417005	CLM	Joshua Crawford	—	UHC-22291-10	2445474690	1591 Bayshore Dr, Glendale, AZ, 85314	0.62	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
CLM-428813	CLM	Ralph X Tran	1938-12-26	UHC-19577-66	3196739034	9090 Pine Dr, Sacramento, CA, 95876	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400158	CLM	Elizabeth Castro	1995-05-22	—	4434097676	2577 Highland Ave, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427072	CLM	Deb Obrien	1991-02-05	UHC-77787-12	—	6867 Main St, Los Angeles, CA, 90099	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427168	CLM	Doris Pierce	1947-07-28	—	6638538637	9815 Palm Dr, Atlanta, GA, 30396	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400517	CLM	Evelyn Rodriguz	1946-12-04	UHC-93535-65	9156511326	44 Palm Dr, Austin, TX, 78767	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425891	CLM	Randy Edwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427227	CLM	Michelle Soto	1948-06-18	—	4596715037	4713 Lincoln Way, Scottsdale, AZ	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-431306	CLM	Amber Milsl	1988-04-07	UHC-83923-02	4644549085	6809 River Rd, San Diego, CA, 92182	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405197	CLM	Victoria McCoy	1998-05-22	UHC-62971-33	7018455061	8234 Oak St, Seattle, WA, 98100	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416017	CLM	Fatima Butler	1972-06-01	UHC-49073-83	—	5607 Church St, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403811	CLM	Willie Lawrence	1981-01-26	—	—	2641 Forest Ave, Gilbert, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425723	CLM	Kathryn Jordan	1963-06-15	UHC-11277-48	8313452280	5080 Sunset Blvd, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414896	CLM	Yuki Rusesll	1992-02-03	—	—	365 Lincoln Way, Los Angeles, CA, 90004	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422312	CLM	Hiroshi Morgan	1994-04-16	UHC-20795-47	—	1282 Sunset Blvd, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426295	CLM	Arthur Cooper	1999-02-02	UHC-27455-41	9697536460	2750 Ridge Rd, Fresno, CA, 93711	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431296	CLM	Vasquez S David	1976-04-28	UHC-87418-32	—	414 Sage Ct, Scottsdale, AZ, 85231	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416655	CLM	Dlan Carroll	1991-03-20	UHC-34004-64	5405558190	4376 Central Ave, Phoenix, AZ, 85032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419904	CLM	Christine Hawkins	1963-02-21	—	4713214089	1463 Palm Dr, Miami, FL, 33138	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420618	CLM	Nathan Tran	2003-06-21	—	8003341053	4071 River Rd, Los Angeles, CA, 90061	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-417423	CLM	Jimmy Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408557	CLM	Jerry Lawosn	1992-06-03	—	5596205988	6696 Spring St, Los Angeles, CA, 90010	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423899	CLM	Mateo Chapman	1975-10-13	UHC-11485-33	—	8884 Mountain View Dr, Austin, TX, 78790	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410918	CLM	Ashley Espinoza	1995-03-07	UHC-29663-82	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-432811	CLM	Valentina Jacobs	1974-08-06	UHC-49399-41	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400280	CLM	Heather F Foster	2000-04-09	UHC-18247-46	8226072896	7943 Central Ave, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425573	CLM	Janet Tucker	1972-06-26	UHC-36190-80	—	4988 Indian School Rd, Minneapolis, MN, 55460	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411065	CLM	Sandra Morgan	1939-05-20	UHC-28897-69	—	1706 Palm Dr, Denver, CO, 80287	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430724	CLM	Mateo Salazar	1965-05-19	—	8103428509	4525 Highland Ave, Mesa, AZ, 85215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431348	CLM	Ryan Anderson	1999-10-17	UHC-78959-95	—	1852 Main St, Las Vegas, NV, 89111	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416588	CLM	Debra Wagner	1967-06-21	UHC-54439-28	7785471930	4557 Canyon Rd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406643	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406644	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432658	CLM	Alice Hanson	1952-11-06	UHC-82049-78	—	6900 Spring St, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430371	CLM	Linda Burton	1956-01-25	UHC-39412-86	—	6114 Apache Blvd, Austin, TX, 78720	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418175	CLM	Michael Diaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400005	CLM	Jesse Black	2004-10-05	UHC-94495-51	—	3456 Bayshore Dr, Nashville, TN, 37230	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-409410	CLM	Carlos F Mendez	1967-01-27	—	—	9858 Elm St, San Antonio, TX, 78288	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407008	CLM	Emily Silva	1976-12-22	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401785	CLM	Amy I Rice	1991-06-04	UHC-66150-22	—	7485 Highland Ave, Denver, CO, 80265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426052	CLM	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416575	CLM	Ethan Welch	1949-09-13	—	—	1962 Mesa Dr, San Antonio, TX, 78221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430591	CLM	Frank Willis	1973-10-01	—	6417264275	9768 Spring St, Tucson, AZ, 85755	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427440	CLM	Danielle Crawford	2002-09-25	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

2,633 rows, page 22 of 53Previous Next