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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106460	ENR	Christina Gomez	1971-09-20	UHC-11504-26	6069001552	3559 Harbor Blvd, Houston, TX, 77062	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108813	ENR	Gloria E Nichols	1998-05-17	UHC-58730-81	4856129268	328 Willow Ct # 370, Dallas, TX, 75202	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-25249	PRV	Mariana Ryan	—	—	7873258829	2596 Valley View Dr, Plano, TX, 75082	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-413790	CLM	Henry Dean	1970-09-10	UHC-91438-57	—	2175 Jefferson Ave Apt 4, Glendale, AZ, 85347	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124621	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-124622	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
CLM-413549	CLM	Rachel Richardson	1991-01-22	—	—	2199 Hillcrest Rd # 533, Denver, CO, 80255	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-103321	ENR	Martha I Cox	1979-02-18	UHC-85585-18	9349076477	1474 Oak St, Columbus, OH, 43232	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103927	ENR	Austin Warren	2008-07-28	UHC-54396-70	3698148462	5121 Mesa Dr Apt 30, Tampa, FL, 33625	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104519	ENR	Gregory H Gordon	1957-03-06	UHC-03362-93	6849342933	8156 Mountain View Dr # 815, Tempe, AZ, 85269	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119305	ENR	Terry X Cook	1972-05-04	UHC-61203-53	2768174444	1367 Forest Ave, Fresno, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403389	CLM	Brian Castillo	1966-06-21	—	—	5969 Willow Ct, Austin, TX, 78750	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129937	ENR	Isabella Munoz	1982-05-16	UHC-41188-99	9326357406	4246 Main St # 400, Nashville, TN, 37274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109354	ENR	Henry Jackson	1975-09-28	UHC-76377-46	8139278494	6258 Forest Ave Apt 7, Columbus, OH, 43254	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432362	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58137	TPA	Wei Garrett	1986-11-10	—	—	2747 Harbor Blvd, Seattle, WA, 98169	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-142051	ENR	Heather Jones	1985-02-01	UHC-44914-82	3665428658	1863 Lake View Rd, Phoenix, AZ, 85071	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60044	TPA	Zachary Greene	1992-12-26	—	—	3732 Palm Dr, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27665	PRV	Jasson Ramirez	2005-12-13	UHC-29490-85	7747186762	6091 Cedar Ln, Plano, TX, 75029	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415966	CLM	Jean Yang	1955-02-15	UHC-55015-07	7683089428	5899 Main St, Atlanta, GA, 30303	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-114486	ENR	Amy N Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418389	CLM	Mary Fuller	1963-10-05	UHC-43878-46	7386799935	6246 Church St, Sacramento, CA, 95834	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409625	CLM	Ann Kelley	1967-01-18	—	—	2306 Union St, Scottsdale, AZ, 85236	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57330	TPA	Gerald Foster	1992-05-17	—	—	368 Church St, Mesa, AZ, 85244	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107363	ENR	Eugene N Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-419532	CLM	Jack Vazquez	2006-09-18	—	7237437229	7549 Broadway Apt 24, San Antonio, TX, 78282	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
ENR-133102	ENR	Teresa Campbell	—	UHC-61936-67	9319835392	8865 Mountain View Dr, Eden Prairie, MN, 55357	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-404260	CLM	Ramos Maria	1940-05-22	UHC-48526-66	2557935878	3571 Sage Ct, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142303	ENR	Joan Price	1938-10-13	UHC-30347-25	8775217866	5568 River Rd, Seattle, WA, 98144	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131616	ENR	Sandra Valdez	—	UHC-92310-32	7676699383	4090 Main St, Tampa, FL, 33604	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-141928	ENR	Stephanie Elliott	1957-09-15	UHC-77580-07	3688106511	2713 Bayshore Dr, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21468	PRV	Patricia Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106518	ENR	Joe O Salazar	1995-08-18	UHC-98084-25	8494468440	8258 Hillcrest Rd, Seattle, WA, 98108	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102172	ENR	Martha D Harrison	1980-03-26	UHC-15211-78	6556061026	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-429180	CLM	Megan Richardson	1959-05-13	UHC-31006-11	—	2569 Indian School Rd, Orlando, FL, 32855	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430185	CLM	Ronald Thomas	1999-03-07	UHC-18112-04	6868544321	700 Grand Ave, Los Angeles, CA, 90054	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-108614	ENR	Kyle Berry	1981-08-15	UHC-29527-44	3613128002	205 Central Ave, Jacksonville, FL, 32288	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117538	ENR	Marcus Whitte	1984-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-134386	ENR	Samuel G George	2008-12-03	UHC-58433-14	9597748178	2754 Cedar Ln, Denver, CO, 80222	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-117609	ENR	Russell S Bailey	1987-04-01	UHC-87909-52	4224240293	4758 Maple Ave, Chandler, AZ, 85276	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426016	CLM	Albert Larson	1939-03-03	UHC-99616-93	—	197 Park Pl, Glendale, AZ, 85399	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422009	CLM	Edward Sanchez	1951-09-13	—	9225885292	9732 Market St, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-426614	CLM	Elizabeth Rodrigeuz	1963-12-06	—	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134082	ENR	Melissa S Hicks	1954-01-18	UHC-05893-60	7853754493	8011 Central Ave, Tempe, AZ, 85266	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-131659	ENR	Olivia Cole	1982-06-23	UHC-64377-81	5763539617	915 Valley View Dr, Tampa, FL, 33659	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22390	PRV	Sarah Marshall	1941-06-20	—	—	4580 River Rd, Tucson, AZ, 85708	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-403147	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave, Tempe, AZ, 85240	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-138189	ENR	Amy K Morrison	1977-02-06	UHC-29243-33	4846396784	4055 Palm Dr, Austin, TX, 78794	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22354	PRV	Wayne I Chavez	1995-08-11	UHC-99718-58	2886107037	586 Ocean Ave, Fresno, CA, 93725	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101980	ENR	Alice X Le	1943-10-22	UHC-49554-66	5785317456	845 Bayshore Dr, Charlotte, NC, 28234	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

9,084 rows, page 36 of 182Previous Next