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-430473	CLM	Elijah Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404800	CLM	Larry N Ried	1955-09-02	UHC-25768-96	5346119525	6846 Main St, Charlotte, NC, 28259	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426517	CLM	John Payne	1947-12-01	UHC-58602-12	4165285691	4417 Hillcrest Rd, Atlanta, GA, 30363	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402511	CLM	Olivia I Hut	1987-09-16	—	5355722990	4796 Hillcrest Rd, Atlanta, GA, 30302	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-409007	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd Apt 14, Tucson, AZ, 85756	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-406423	CLM	Stephanie X Burns	1963-07-07	UHC-16872-58	—	2406 Indian School Rd, Charlotte, NC, 28231	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420330	CLM	Kyle Smith	1984-10-21	UHC-47052-61	6009582377	2161 Jefferson Ave, Orlando, FL, 32827	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423242	CLM	Nicole Mitchell	1993-06-03	UHC-23875-61	4124848918	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-401227	CLM	Danielle Young	1954-06-21	—	—	3852 Market St, Scottsdale, AZ, 85229	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415364	CLM	Ethan Little	1983-02-03	UHC-34632-67	9834112655	2244 Pine Dr, Tampa, FL, 33633	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418504	CLM	Ralph Montgomery	1968-03-03	—	—	8841 Central Ave, Jacksonville, FL, 32223	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404322	CLM	Jon G Hayes	1989-02-20	—	2966132464	8962 Highland Ave, Seattle, WA, 98198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403473	CLM	Kathhryn Pierce	1939-02-21	—	5335257449	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408832	CLM	Dorothy U Turner	1977-09-01	UHC-22932-26	9079898363	7948 Sunset Blvd, Los Angeles, CA, 90059	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401426	CLM	Amanda M Daniels	1938-08-18	UHC-10897-78	—	8322 Sage Ct, Nashville, TN, 37216	0.76	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-419471	CLM	Kimberly Simmons	1997-02-12	—	—	5330 Park Pl, Miami, FL, 33186	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-431185	CLM	Jean Nunez	2008-01-15	UHC-87705-91	6176407823	1238 Central Ave, Nashville, TN, 37294	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423266	CLM	Emma Jacobs	1996-10-14	UHC-65539-03	5969700598	3329 Lake View Rd, Denver, CO	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-418456	CLM	Gabriel Cole	1988-03-14	—	—	2533 Hillcrest Rd, Eden Prairie, MN, 55350	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410069	CLM	Natalie P McCcoy	2001-10-02	UHC-26564-74	—	7730 Hillcrest Rd, Charlotte, NC, 28237	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-416471	CLM	Donna Burton	1941-04-09	—	—	4192 Forest Ave, Tucson, AZ, 85793	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422926	CLM	Frances Wagner	1964-10-04	UHC-84713-83	3396701275	5646 Mountain View Dr, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-408089	CLM	Kathryn A Perry	1971-07-27	—	7694911117	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410606	CLM	Pat Luna	1983-10-03	UHC-87231-07	9599188887	2497 Baseline Rd, Jacksonville, FL, 32287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408469	CLM	Joan Johnston	2001-03-18	—	—	8718 Desert Sky Blvd, Miami, FL, 33104	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418856	CLM	Kyle O Bryant	1976-09-16	UHC-45658-55	—	3140 Ocean Ave, Nashville, TN, 37281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414352	CLM	Rebecca B Lewis	1967-03-26	UHC-04909-22	8059327399	6545 Maple Ave, Nashville, TN, 37215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430072	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted SSN last four extracted Plan code upper-cased+2 more
CLM-429320	CLM	Mason Hill	2005-08-11	UHC-48547-94	—	4209 Elm St, San Diego, CA, 92141	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426374	CLM	Sharon Salazar	1961-01-18	—	3908660416	1694 Mesa Dr, Atlanta, GA, 30393	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422996	CLM	Pat Marshall	1981-06-08	UHC-92316-19	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415143	CLM	Logan Romero	1948-08-03	UHC-29691-98	—	3367 Central Ave, Los Angeles, CA, 90020	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426364	CLM	Justin Munoz	2006-11-04	UHC-63130-10	7847570774	1759 Grand Ave, Plano, TX, 75048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429653	CLM	Dylan Gomez	1963-08-12	UHC-44561-38	—	5409 Union St, Los Angeles, CA, 90029	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418757	CLM	Bobby W Berry	1941-04-01	UHC-07304-71	—	6469 Valley View Dr, Glendale, AZ, 85351	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418507	CLM	Elizabeth Nelson	1951-12-05	UHC-53683-17	2308867446	1662 Elm St, Minneapolis, MN, 55449	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414550	CLM	Mateo Elliott	1996-02-27	UHC-10418-03	5548525222	8436 Highland Ave, San Diego, CA, 92196	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400234	CLM	Espinoza Angela	1979-07-09	—	—	6531 Ocean Ave, Fresno, CA, 93743	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406830	CLM	Samuel Mitchell	1982-03-18	UHC-84599-11	—	5976 Grand Ave, Las Vegas, NV, 89175	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429282	CLM	Brittany Richardson	1952-12-02	UHC-80551-30	—	4734 Baseline Rd, Plano, TX, 75079	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-403143	CLM	Stephanie Howard	1999-02-18	UHC-41737-39	9759429102	1991 Grand Ave, Miami, FL, 33180	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402099	CLM	Russell Gardner	1955-12-20	UHC-65262-67	—	4353 Jefferson Ave, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402823	CLM	Kimberly Stewart	2000-06-04	—	—	6267 Forest Ave, Sacramento, CA, 95806	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428283	CLM	Arjun Flores	1999-02-16	UHC-44900-25	—	8217 Union St, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+2 more
CLM-411678	CLM	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411388	CLM	Mateo Medina	1950-03-15	UHC-80796-72	—	5639 Willow Ct, Sacramento, CA, 95805	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403333	CLM	Teresa Hayes	1962-10-05	—	—	2774 Pine Dr, Gilbert, AZ, 85236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417025	CLM	Gerald Hamiilton	1985-10-02	—	4428469240	6006 Spring St, San Antonio, TX, 78237	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-409759	CLM	Bryan Z Martinez	2008-10-21	UHC-39860-37	—	4682 Washington St, Orlando, FL, 32825	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425568	CLM	Peter Cunningham	1949-04-19	—	—	331 Church St, Nashville, TN, 37293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 93 of 212Previous Next