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

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27267	PRV	Frances D Jackson	1961-02-19	—	2867510402	809 Apache Blvd, Minneapolis, MN, 55415	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-113962	ENR	Albert Delgado	1952-04-25	UHC-21429-15	—	1506 Broadway, San Diego, CA, 92115	0.90	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+1 more
CLM-428374	CLM	David Hernandez	1970-11-07	UHC-97769-98	—	1707 Lake View Rd, Eden Prairie, MN, 55375	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-117714	ENR	Joyce Z Hanson	1949-10-10	UHC-20821-83	7099852727	7845 Jefferson Ave, Mesa, AZ, 85227	0.90	Phone reformatted City re-cased State code upper-cased Email lower-cased+1 more
ENR-106751	ENR	Raymond H Schmidt	1954-07-01	UHC-32279-47	6626210257	8835 Valley View Dr, Jacksonville, FL, 32261	0.90	Name re-cased City re-cased State code upper-cased Email lower-cased+1 more
PRV-22029	PRV	Brian J Taylor	1941-09-09	UHC-39486-76	2872784657	3111 Mesa Dr, Columbus, OH, 43207	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-419836	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	—	5177 Camelback Rd, Dallas, TX, 75270	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62852	TPA	Hannah Dunn	2004-02-01	—	—	310 Church St, Austin, TX, 78715	0.90	Name re-cased State code upper-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-414632	CLM	Mason Ellis	1965-06-19	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.90	Name re-cased Member ID reformatted City re-cased State code upper-cased+1 more
CLM-407921	CLM	Randy Murphy	1944-02-26	—	8496614340	243 Central Ave, Charlotte, NC, 28250	0.90	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed+1 more
ENR-134891	ENR	Maria Patterson	1976-09-05	UHC-64057-21	2058420832	6781 Market St, Sacramento, CA, 95831	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-417488	CLM	Nelson Gloria	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
ENR-110048	ENR	Megan O Russell	2006-10-08	UHC-57102-62	3189850012	4368 Central Ave, Nashville, TN, 37274	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-61529	TPA	Kally Woods	1955-08-01	—	—	422 Willow Ct, Plano, TX, 75091	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-413452	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-101770	ENR	Sara F Fields	2003-10-23	UHC-73824-44	7026014059	5605 Broadway, Miami, FL, 33115	0.90	Date of birth reformatted Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-110297	ENR	Rojas O Christopher	1949-11-02	UHC-25497-48	3394045641	3036 Spring St, Denver, CO, 80242	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-128993	ENR	Kayla X Lewis	1978-06-27	UHC-29423-32	7166857720	8719 Ocean Ave, Gilbert, AZ, 85269	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-141465	ENR	Sean D Cunningham	1948-09-07	UHC-84508-19	9739336958	6245 Jefferson Ave, Houston, TX, 77057	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-100428	ENR	Lauren S Davis	1996-11-20	UHC-98479-36	—	4206 Baseline Rd, Scottsdale, AZ, 85264	0.90	Name re-cased Date of birth reformatted City re-cased State code upper-cased+1 more
CLM-403204	CLM	Marinaa Collins	1966-09-24	—	—	9011 Pine Dr, Jacksonville, FL, 32277	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
ENR-101670	ENR	Geore Medina	1973-04-16	UHC-11140-35	3594854403	8947 Spring St, Minneapolis, MN, 55478	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
PRV-23540	PRV	Diego Fox	1994-05-06	—	7789553363	51 Washington St, San Diego, CA, 92115	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-59220	TPA	Arthur Kelley	1973-10-12	—	4266714227	5723 Washington St, Jacksonville, FL, 32202	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-431243	CLM	Tyler Wallacce	1992-09-05	UHC-31842-98	3919207989	8122 Broadway, Minneapolis, MN, 55481	0.90	Date of birth reformatted Phone reformatted Address re-cased State code upper-cased+1 more
ENR-102653	ENR	Benjamin W Mitchell	1976-12-10	UHC-40333-59	9168751240	7287 Desert Sky Blvd, San Diego, CA, 92144	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-52641	TPA	Petter Simpson	1980-02-20	—	—	2473 Lincoln Way, Fresno, CA, 93748	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-124989	ENR	Helen G Mendez	1949-07-10	UHC-76991-24	5279763713	8923 River Rd, Chandler, AZ, 85242	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-116906	ENR	Bobby Powell	1965-12-22	UHC-79003-10	6014179192	5887 Ocean Ave, Phoenix, AZ, 85091	0.90	Phone reformatted Member ID reformatted State code upper-cased Email lower-cased+1 more
CLM-402602	CLM	Thomas G Cook	1950-06-08	—	3322393167	2114 Pine Dr, Nashville, TN, 37231	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
PRV-27555	PRV	Benjamin Turner	1986-11-22	UHC-15001-22	8614303476	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-111872	ENR	Brian Arnold	1997-01-20	UHC-34190-55	6864275908	192 Broadway, Scottsdale, AZ, 85272	0.90	Name re-cased Phone reformatted Address re-cased State code upper-cased+1 more
TPA-53966	TPA	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct, Minneapolis, MN, 55480	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
CLM-431886	CLM	Timothy Gonzales	1991-10-25	UHC-54402-04	2468541764	6157 Market St, Houston, TX, 77065	0.90	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+1 more
CLM-415693	CLM	Bryan K Scott	1969-06-16	—	2898924315	7540 Jefferson Ave, Chandler, AZ, 85242	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-423256	CLM	Isabella R Simmons	1967-04-01	UHC-46548-52	—	6859 Valley View Dr, Scottsdale, AZ, 85281	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-62886	TPA	Bobby Ramos	1984-08-24	—	—	8043 Church St, Eden Prairie, MN, 55319	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55436	TPA	Katherine Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-23505	PRV	Ana Bradley	1999-03-06	—	7198603873	1725 Spring St, Las Vegas, NV, 89173	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-133093	ENR	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.90	Phone reformatted State code upper-cased Email lower-cased Plan code upper-cased+1 more
CLM-420646	CLM	Adam Campbell	1941-09-13	UHC-29663-24	5944268146	9218 Sunset Blvd, Atlanta, GA, 30341	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-128164	ENR	Roger J Patterson	1985-04-25	UHC-93623-42	—	6366 Washington St, Atlanta, GA, 30326	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
ENR-135330	ENR	Randy Munoz	2003-09-18	UHC-21023-01	3436893410	7660 Central Ave, Sacramento, CA, 95872	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-130064	ENR	Melissa Owens	1972-03-18	UHC-20322-63	7324086024	7251 Sunset Blvd, San Antonio, TX, 78222	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
CLM-413890	CLM	Tony Davis	1950-09-01	—	5156974317	6352 Bayshore Dr, Gilbert, AZ, 85292	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-132595	ENR	Willie C Rivera	1997-04-28	UHC-34561-90	6753114765	3895 Meadow Ln, Los Angeles, CA, 90067	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-113056	ENR	Charlotte Guzman	1979-01-05	UHC-44024-14	4195880323	4687 Palm Dr, Scottsdale, AZ, 85273	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-140685	ENR	Philip Day	1959-06-01	UHC-67344-68	8455978616	5260 Lincoln Way, Eden Prairie, MN, 55374	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-428320	CLM	Cheryl R Reynolds	1947-12-05	—	5443398066	2655 Market St, Minneapolis, MN, 55482	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-123301	ENR	Rebecca Salazer	1960-03-16	UHC-42362-52	4012798296	1717 Palm Dr, Minneapolis, MN, 55451	0.90	Name re-cased Phone reformatted State code upper-cased Email lower-cased+1 more

4,010 rows, page 69 of 81Previous Next