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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105757	ENR	Austin Lucas	1973-04-28	UHC-18883-68	—	9566 Oak St, Minneapolis, MN, 55454	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-425603	CLM	Lauren Wang	1963-08-19	—	8896251698	6246 Park Pl, Nashville, TN, 37252	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56065	TPA	Scott H Hamilton	1944-01-26	—	6845883514	234 Broadway, Orlando, FL	0.62	Name re-cased Phone reformatted State code upper-cased ZIP missing+3 more
TPA-56551	TPA	Randy B Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-431026	CLM	Ronald Castro	1958-12-04	UHC-33034-68	—	2663 Meadow Ln, Seattle, WA, 98156	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400012	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400011	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21292	PRV	Bryan N Freeman	1951-11-21	—	7866862770	7670 Valley View Dr, Plano, TX, 75079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431958	CLM	Henry Ward	1939-03-06	UHC-63253-17	—	2753 Sunset Blvd, San Diego, CA, 92160	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26432	PRV	Teresa D Simpson	1957-04-18	UHC-58968-10	5189591430	1259 Mountain View Dr, Orlando, FL, 32820	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27606	PRV	Luis Willis	1981-11-19	UHC-03152-84	4072630254	8903 Desert Sky Blvd, Denver, CO, 80210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23626	PRV	Jason E Gutirerez	1971-06-19	UHC-26533-02	3714187582	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-401778	CLM	Angela Reid	1943-08-06	—	5496372649	2793 Indian School Rd # 435, San Antonio, TX, 78239	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-113706	ENR	Catherine Y Bennett	1945-01-20	UHC-61792-31	4918452836	9312 Indian School Rd, Orlando, FL, 32854	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111022	ENR	Camila Lucas	1959-11-09	UHC-50549-37	—	4364 Maple Ave, Chandler, AZ, 85205	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-59474	TPA	Frances X Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140871	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415597	CLM	Ruth Hall	1968-09-24	—	2722957547	470 Apache Blvd, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57615	TPA	Nancy Hughes	—	UHC-92987-80	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-400301	CLM	Lauren S Davis	1997-11-20	—	5343028354	4206 Baseline Rd, Scottsdale, AZ, 85264	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-127351	ENR	Danielle Murray	—	UHC-55126-74	4683016909	7790 Meadow Ln, Eden Prairie, MN, 55330	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-408721	CLM	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-128915	ENR	Anthony James	—	UHC-64793-65	9794147274	2390 Church St, Glendale, AZ, 85385	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
CLM-419729	CLM	Carlso Franklin	1956-02-16	—	4258070428	7808 Meadow Ln, Gilbert, AZ, 85216	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135449	ENR	Wayne Boyd	1966-06-01	UHC-37084-54	4284496491	3787 Apache Blvd, Miami, FL, 33191	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27703	PRV	Patricia Thompson	1945-12-24	UHC-18570-72	6438668849	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-56224	TPA	Mary Owens	1943-01-19	—	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27637	PRV	Christopher C Thomas	2003-09-08	—	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126999	ENR	Jake M Foster	1988-11-23	UHC-38844-77	9465108237	3819 Lake View Rd, Tucson, AZ, 85725	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140647	ENR	Eric K Flores	1962-10-19	—	4509388794	3873 Indian School Rd, Seattle, WA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118113	ENR	Deennis E Elliott	1975-04-06	UHC-09901-47	4146987519	3313 Maple Ave Apt 40, Gilbert, AZ, 85265	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21733	PRV	James M Hamilton	1994-09-27	—	4663256249	2485 Mountain View Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414036	CLM	Christine O Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-27304	PRV	Joshua Morales	1994-08-01	—	7135402824	9767 Sunset Blvd # 107, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-123898	ENR	John W Thoams	1960-05-14	UHC-00769-29	5769066203	8931 Baseline Rd, Scottsdale, AZ, 85282	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107881	ENR	Alexander Aguilar	1999-03-21	—	3798604515	2890 Jefferson Ave, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106832	ENR	Barbara G Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr, Jacksonville, FL, 32235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63005	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28000	PRV	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-28595	PRV	Ann Sims	1992-02-16	UHC-84909-39	4029507313	2701 Pine Dr # 847, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106644	ENR	Stephen Q Ortiz	1988-12-03	UHC-98013-72	7395713430	4836 Lake View Rd, Las Vegas, NV, 89160	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52946	TPA	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-130234	ENR	Megan Rios	1951-04-03	UHC-47867-27	—	9068 Central Ave, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
TPA-61963	TPA	Ruth E Bishop	1990-05-13	—	5734364466	804 Oak St, Atlanta, GA, 30347	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430728	CLM	Austin Santos	2004-09-16	—	3052768455	9199 Church St, Dallas, TX, 75207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57535	TPA	Ruth Z Price	1971-01-26	—	3438950785	4460 Mesa Dr, Las Vegas, NV, 89187	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135814	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135815	ENR	Emily R Reynolds	1962-04-06	—	8903392682	5254 Mountain View Dr # 199, Austin, TX, 78712	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27457	PRV	Julia Ryan	1988-04-08	—	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127203	ENR	Anthony Marttinez	1979-08-19	UHC-21138-28	3895403934	5560 Forest Ave, Denver, CO, 80259	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more

71,257 rows, page 181 of 1,426Previous Next