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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119620	ENR	Jesse P Crawford	1998-01-07	UHC-88981-84	—	8368 Elm St, Mesa, AZ, 85284	0.64	Middle initial moved out of first name Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-120718	ENR	Doirs Nichols	1944-11-19	UHC-72925-71	8308692916	5904 Willow Ct Apt 21, Houston, TX, 77024	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-134402	ENR	Virginia Mjia	2006-02-17	UHC-29010-39	2412314554	5994 Canyon Rd Apt 22, Fresno, CA, 93767	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128135	ENR	Benjamin Gomez	1944-04-12	UHC-60286-49	—	9609 Harbor Blvd, Seattle, WA, 98150	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113058	ENR	Diane Burtton	1938-03-23	UHC-07727-34	3157840228	9214 Central Ave, Plano, TX, 75046	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-101927	ENR	Kayla Peters	1998-02-02	UHC-70168-10	4735053946	7236 Ocean Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130514	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	6353 Jefferson Ave, Atlanta, GA, 30338	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133898	ENR	Christopher C Thomas	2003-09-08	UHC-20607-60	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-108457	ENR	Samantha Hicks	1955-07-24	UHC-27558-25	—	3610 Valley View Dr, Eden Prairie, MN, 55346	0.64	Name split from “Last, First”Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-116402	ENR	Samuel V Wong	1946-11-23	UHC-13804-81	5925918015	3726 Hillcrest Rd, Fresno, CA, 93740	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108862	ENR	Robert H Murphy	1999-04-24	UHC-28931-58	4718085102	7979 Apache Blvd, Charlotte, NC	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402550	CLM	Jordan Porter	1970-07-21	UHC-35270-91	—	214 Washington St, Los Angeles, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
PRV-27827	PRV	Judith Grant	1968-06-16	UHC-73698-48	5394379731	7974 Ridge Rd, Sacramento, CA, 95824	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427165	CLM	Nicholas H Le	1977-05-15	UHC-49251-67	8577396860	4494 Spring St, Orlando, FL	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-139868	ENR	Ethan V Chen	1984-03-24	UHC-45491-20	5746985275	5723 River Rd, Nashville, TN, 37277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424108	CLM	Omar Ferguson	1950-11-04	UHC-22742-24	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107033	ENR	Carolyn T Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA, 95874	0.64	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-424004	CLM	Jeremy V Elliott	1977-09-03	UHC-55568-28	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424005	CLM	Jeremy V Elliott	1977-09-03	UHC-55568-28	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409560	CLM	Andrew L Bennett	1959-07-03	UHC-25240-08	—	7099 Cedar Ln, Las Vegas, NV	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-124437	ENR	Ruth V Watson	1963-01-03	UHC-13000-42	4468974507	2307 Sunset Blvd, Jacksonville, FL, 32283	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101645	ENR	Keith Johnston	1939-07-14	UHC-91584-67	2454555973	3427 Sunset Blvd, Tempe, AZ, 85275	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106666	ENR	Donna Torres	1978-02-11	UHC-22870-14	7664553844	5372 Bayshore Dr Apt 18, Los Angeles, CA, 90045	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-419697	CLM	Marcus Burke	2007-05-07	UHC-06300-95	—	8892 Meadow Ln, Minneapolis, MN	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25199	PRV	Christopher Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120755	ENR	William Y Carlson	1991-12-18	UHC-03108-32	2307520205	4889 Willow Ct, Seattle, WA, 98148	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-430964	CLM	Luis Butler	1948-01-28	UHC-19301-15	—	7243 Sunset Blvd, Tampa, FL, 33671	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410272	CLM	Joshua Cook	1959-11-20	UHC-57439-68	—	352 Apache Blvd, Tucson, AZ, 85785	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28352	PRV	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-116363	ENR	Alexis V Yang	1997-10-17	UHC-66903-75	3073795334	5797 Elm St, Scottsdale, AZ, 85278	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128278	ENR	Brittany C Richardson	1992-04-08	UHC-85550-72	3652940002	4591 Lincoln Way, Tucson, AZ, 85731	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-105893	ENR	Jesse Santos	1981-06-19	UHC-21978-49	3377739768	8431 Palm Dr, Phoenix, AZ, 85086	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-107446	ENR	Jacqueline V Fowler	1999-12-16	UHC-41947-43	2752865146	1885 Central Ave, Jacksonville, FL, 32221	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402164	CLM	Brenda Campbell	2004-07-04	UHC-47470-58	5679285712	9082 Lincoln Way, Houston, TX, 77028	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-132217	ENR	Mei Alexander	1941-04-04	UHC-21643-14	9242715819	9152 Camelback Rd, Jacksonville, FL, 32279	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418286	CLM	Ryan Soto	1994-04-04	UHC-95153-72	5052710280	3892 Hillcrest Rd, Seattle, WA, 98158	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106891	ENR	Eugene V Owens	2008-05-22	UHC-90372-35	—	3082 Indian School Rd, Dallas, TX, 75238	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29457	PRV	Jose Banks	1997-11-05	UHC-92182-66	7163179933	5571 Main St # 201, Dallas, TX, 75275	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-101866	ENR	Rebecca Jacobs	1993-02-24	UHC-27599-54	9668486900	7259 Highland Ave, Jacksonville, FL, 32237	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428901	CLM	Barbara Weber	—	UHC-24739-99	—	4863 Ocean Ave, Eden Prairie, MN, 55336	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-400927	CLM	Priya Chen	1999-03-03	UHC-87411-86	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112063	ENR	Bruce P Adams	1942-10-15	UHC-74963-28	—	6011 Main St, Sacramento, CA	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
ENR-104579	ENR	Patricia Bowman	1989-02-14	UHC-82448-60	4585137889	201 Hillcrest Rd, Columbus, OH	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+2 more
CLM-431891	CLM	Beverly Singh	1958-07-28	UHC-78091-79	—	8154 Sunset Blvd, Seattle, WA, 98132	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423609	CLM	Christian McCoy	1971-12-15	UHC-69126-94	—	3749 Park Pl, Los Angeles, CA, 90076	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114011	ENR	Sofia Webb	—	UHC-71462-42	7009545390	3993 Highland Ave, Orlando, FL, 32802	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-120903	ENR	Terry Gomez	2002-01-21	UHC-97945-44	—	875 Grand Ave, Eden Prairie, MN, 55359	0.64	Date of birth reformatted Phone missing area code Member ID reformatted ZIP+4 trimmed+2 more
ENR-136483	ENR	Logan V Patterson	1962-09-14	UHC-77830-85	5196254018	9384 Lincoln Way, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-429398	CLM	Theresa Carter	1968-12-13	UHC-04988-64	8186483464	4683 Palm Dr, Chandler, AZ, 85262	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120563	ENR	Bradley H Burton	1975-04-28	UHC-71453-79	5993241731	4574 Broadway, Houston, TX	0.64	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+2 more

7,723 rows, page 54 of 155Previous Next