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
TPA-61630	TPA	Brittany Walsh	1984-05-09	—	—	6263 Forest Ave, Denver, CO, 80220	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-61062	TPA	Andrea I Payne	2008-12-09	—	—	185 Ocean Ave, Los Angeles, CA, 90049	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-52552	TPA	Christina R Estrada	1992-01-23	—	—	2304 Washington St, Atlanta, GA, 30317	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-420658	CLM	Melissa Hansen	1996-03-18	—	7109650472	5176 Lincoln Way, Las Vegas, NV, 89109	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-427543	CLM	Marilyn George	1956-07-01	UHC-28198-68	9725383490	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-412665	CLM	Sharon Jordan	1940-10-09	UHC-95905-11	—	9743 Ridge Rd, Jacksonville, FL, 32207	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-133694	ENR	Robert Brooks	1940-10-26	UHC-17255-13	4639481486	6515 Baseline Rd, Denver, CO, 80209	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55208	TPA	Zachary Holmes	1960-05-10	UHC-72648-91	6985379094	5767 Broadway, Sacramento, CA, 95856	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-109451	ENR	Christian L Marshall	1985-09-21	UHC-85149-33	7739505622	7614 Highland Ave, Gilbert, AZ, 85218	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122739	ENR	Noah U Pryce	1969-11-08	UHC-27165-52	5552532220	4559 Market St, Plano, TX, 75026	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-427684	CLM	Jesse Peterson	1963-11-24	UHC-22892-68	4268226045	3424 Maple Ave, Los Angeles, CA, 90098	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-401019	CLM	Kimberly Mejia	1977-11-19	UHC-56315-91	—	4850 Indian School Rd, Mesa, AZ, 85252	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104315	ENR	Don W Cole	1957-02-18	UHC-55288-55	5568110237	7977 Grand Ave, Nashville, TN, 37251	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58480	TPA	Gerald Banks	1998-10-17	—	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-431713	CLM	Harold Alvarado	1974-10-05	UHC-97987-12	—	2637 Church St, San Antonio, TX, 78216	0.78	Name split from “Last, First”Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-408948	CLM	Seean Stephens	1961-12-23	UHC-73604-61	9708002977	8270 Desert Sky Blvd, Mesa, AZ, 85282	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-61471	TPA	Ethan Sanchez	1971-12-04	UHC-35179-03	—	1217 Oak St, San Antonio, TX, 78252	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-127553	ENR	Mariana E Montggomery	1998-05-26	UHC-54015-86	8128725036	5809 Baseline Rd, Fresno, CA, 93715	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-103690	ENR	Emily V Long	1966-10-03	UHC-52182-81	6226019706	9499 Bayshore Dr, Orlando, FL, 32815	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
ENR-113726	ENR	Jonathan Richardson	1998-12-11	UHC-23934-26	4856597008	7951 Cedar Ln, Phoenix, AZ, 85099	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104006	ENR	Nicholas U Mendez	1969-01-24	UHC-40687-45	7535507689	1628 Ocean Ave, Columbus, OH	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
TPA-57722	TPA	Heather Lawrence	1986-03-19	—	—	9108 Forest Ave, Los Angeles, CA, 90092	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-119417	ENR	Sofia Clark	1987-06-19	UHC-19964-84	3607268580	6761 Forest Ave, Gilbert, AZ, 85262	0.78	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
CLM-406103	CLM	Santiago J Crawford	2005-05-22	—	—	3072 Main St, Columbus, OH, 43203	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-424188	CLM	Janice P Schultz	1982-07-06	—	6629872284	7254 Forest Ave, Charlotte, NC, 28231	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-402584	CLM	Lawrence Long	1978-02-09	—	—	2494 Palm Dr, Denver, CO, 80253	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-112680	ENR	Edward H Matthews	1984-03-21	UHC-66081-91	6466416764	7826 Willow Ct, Eden Prairie, MN, 55359	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-137828	ENR	Nancy Soto	1966-07-02	UHC-62466-60	6713732691	4811 Washington St, Nashville, TN, 37257	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419633	CLM	Nicole Carlson	1941-10-20	UHC-64211-07	—	8802 Pine Dr, Tampa, FL, 33663	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-117413	ENR	Katherine Y Gomez	2007-07-28	UHC-97917-42	7553635923	2883 Hillcrest Rd, Jacksonville, FL, 32213	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
CLM-415994	CLM	Joseph Cole	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-138207	ENR	Fatima Z Payne	1984-11-02	UHC-28122-89	—	5792 Forest Ave, Charlotte, NC, 28231	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
CLM-418179	CLM	Gregory Perez	1948-09-26	—	—	3026 Valley View Dr, Charlotte, NC, 28285	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103554	ENR	Alexis Alvarado	2002-07-18	UHC-08236-43	6908443487	7620 Harbor Blvd, Columbus, OH, 43299	0.78	Phone reformatted Member ID reformatted City re-cased State code upper-cased+1 more
ENR-107836	ENR	Carol Marshall	1976-10-16	UHC-49170-62	—	4091 Cedar Ln, Fresno, CA, 93717	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-111360	ENR	Alice Ellis	1994-07-19	UHC-58431-90	—	7963 Park Pl, Charlotte, NC, 28299	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-52457	TPA	Melissa Alexander	2002-05-27	—	2609990922	6643 Broadway, Scottsdale, AZ, 85233	0.78	Name split from “Last, First”Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-100871	ENR	William Spencer	2003-07-20	UHC-77918-24	7996100622	6014 Baseline Rd, Sacramento, CA, 95821	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-63764	TPA	Shirley Lee	1955-01-13	UHC-46809-42	—	429 Camelback Rd, Chandler, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130825	ENR	Denise R Hamilton	1951-07-06	UHC-95624-93	6146793769	2680 Harbor Blvd, Miami, FL, 33179	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-124455	ENR	Willie Y Millre	—	UHC-30726-46	—	1508 Canyon Rd, Atlanta, GA, 30394	0.78	Name re-cased Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
ENR-137216	ENR	Janice Booyd	1986-03-13	UHC-53637-77	8423641672	5951 Valley View Dr, Denver, CO, 80201	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-52102	TPA	Sean Hawkins	1985-10-16	—	—	89 Desert Sky Blvd, Nashville, TN, 37232	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-412967	CLM	Janice Hunt	—	UHC-20449-42	8569003404	5192 Lincoln Way, Charlotte, NC, 28268	0.78	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-142481	ENR	Jack D Guerrero	2003-12-10	UHC-81366-45	4573963695	9852 Jefferson Ave, Charlotte, NC, 28207	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103231	ENR	Douglas Morgan	1974-01-02	UHC-20227-50	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-50718	TPA	Arjun McCoy	1954-05-11	—	—	3672 Camelback Rd, Orlando, FL, 32804	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-428012	CLM	Justin Perkins	1938-11-26	UHC-33199-49	—	4991 Valley View Dr, Orlando, FL, 32832	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-400918	CLM	Carl Y Cruz	1948-04-12	UHC-48607-37	—	8758 Spring St, Charlotte, NC, 28252	0.78	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+1 more
ENR-123989	ENR	Adam Z Guerrero	1946-07-21	UHC-17075-25	5666721877	7702 Ridge Rd, Los Angeles, CA, 90084	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more

4,010 rows, page 59 of 81Previous Next