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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128574	ENR	Martha C Edwards	1953-05-24	UHC-24689-69	—	2213 Sunset Blvd, Los Angeles, CA, 90056	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-112611	ENR	Amy G Ford	1983-07-17	UHC-89106-69	3362845635	1552 Lincoln Way, Phoenix, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-138162	ENR	Priya Benntt	1974-03-24	UHC-29512-27	5346753236	3279 Mesa Dr, Houston, TX, 77002	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-106287	ENR	Jean Collins	1951-07-12	UHC-28672-30	7498440040	9318 Bayshore Dr, Las Vegas, NV, 89142	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-140706	ENR	Jean X Reed	1999-02-23	UHC-65324-13	6907033494	1865 River Rd, Miami, FL, 33106	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-106479	ENR	Martha Henderson	1966-01-09	UHC-35020-04	5916534674	2056 Highland Ave, Tampa, FL, 33619	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126770	ENR	Ashlay L Ramos	1994-03-27	UHC-23204-76	9385921902	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased City re-cased State name converted to code Plan code upper-cased+1 more
ENR-138680	ENR	Natalie Weber	1966-08-06	UHC-23318-25	5154446143	3991 Hillcrest Rd, Fresno, CA, 93768	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-121750	ENR	Larry Moreno	1940-07-06	UHC-71808-93	7829990173	572 Baseline Rd, Las Vegas, NV, 89101	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105752	ENR	Stephen S Ortega	1974-04-16	UHC-81972-93	6204005157	8066 Lake View Rd, Mesa, AZ, 85275	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100943	ENR	Ethan Vargas	1950-02-18	UHC-32789-06	6724244874	6425 Highland Ave, Phoenix, AZ, 85005	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110808	ENR	Kathleen Wagner	1990-12-17	UHC-97845-16	7716306860	9711 Spring St, Tampa, FL, 33653	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-118095	ENR	Jeffrey Walker	1938-10-07	UHC-47408-84	7086277249	9807 Canyon Rd, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-101340	ENR	Angela Garza	2006-12-06	UHC-87649-37	8397468282	543 Church St, Charlotte, NC, 28202	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-113467	ENR	Jose M Dominguez	1953-02-19	—	8797493542	2329 Canyon Rd # 419, Seattle, WA, 98126	0.78	Name re-cased Unit split from street City re-cased Plan code upper-cased+1 more
ENR-126972	ENR	Nicole P George	2006-06-12	UHC-08427-65	—	5730 Sunset Blvd, Austin, TX, 78750	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113880	ENR	Stephen E Singh	1957-03-12	UHC-50438-03	—	3712 Grand Ave, Atlanta, GA, 30350	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-103887	ENR	Sara O Yang	1990-05-07	UHC-30052-60	6386788933	2605 Park Pl, Atlanta, GA, 30351	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127615	ENR	Evelyn Q Matthews	1950-08-19	UHC-50807-12	3699550722	3422 Market St, Chandler, AZ, 85260	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133367	ENR	Jsoeph H Bradley	2005-11-16	UHC-09212-23	6877226409	5348 Apache Blvd, Denver, CO, 80297	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-128163	ENR	Mason Williams	1955-10-23	UHC-02946-12	2938691036	746 River Rd, Eden Prairie, MN, 55343	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141939	ENR	Danielle P Cruz	1946-12-22	UHC-42973-31	8149598680	8974 River Rd, Seattle, WA, 98176	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
ENR-111420	ENR	Ruth Fisher	1968-10-20	UHC-47109-24	8752567430	5096 Broadway, Los Angeles, CA, 90091	0.78	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+1 more
ENR-140674	ENR	Arthur Morrison	1995-07-18	UHC-32438-68	7609247265	1130 Sunset Blvd, Fresno, CA, 93785	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133243	ENR	Camila Stone	1993-11-12	UHC-70565-89	7094538440	4155 Jefferson Ave Apt 35, Charlotte, NC, 28270	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-100082	ENR	Mari Ortiz	1999-11-28	UHC-72125-46	2369092219	5555 Harbor Blvd # 443, Jacksonville, FL, 32241	0.78	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-130964	ENR	Christina Cooper	2002-09-24	UHC-93770-18	3698640670	1643 Cedar Ln, Plano, TX, 75096	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123156	ENR	Christina T Lopez	1977-11-24	UHC-93022-02	4587333626	8112 Maple Ave, Mesa, AZ, 85290	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-100285	ENR	George R Knight	1976-08-20	UHC-05781-78	4034327514	5156 Palm Dr, Gilbert, AZ, 85292	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130384	ENR	Mark DJunk	1950-01-25	UHC-83933-09	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.78	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-112420	ENR	Jessica Ellis	1997-03-05	—	8908184992	2135 Mesa Dr, Jacksonville, FL, 32280	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-106387	ENR	Barbara T Weaver	2006-11-02	UHC-82682-70	3023324524	9677 Lincoln Way, Fresno, CA, 93756	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
ENR-109985	ENR	Patricia Schultz	1940-11-24	UHC-79313-90	4145067073	8206 Union St, Denver, CO, 80296	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133573	ENR	Gerald Park	1968-03-10	UHC-03398-37	3225940785	3021 Central Ave, Tampa, FL, 33670	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-132013	ENR	Abigail Luna	1940-11-08	UHC-74464-69	—	4651 Hillcrest Rd, Jacksonville, FL, 32238	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-112699	ENR	Olivia Payne	1994-02-22	UHC-05453-47	3548422595	7289 Highland Ave, Eden Prairie, MN, 55391	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-138079	ENR	Joe R Lawrence	1972-07-22	UHC-52879-70	3642165544	4591 Sunset Blvd, Las Vegas, NV, 89104	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127773	ENR	Gabriel X Catro	1994-09-24	UHC-37400-91	—	9694 Grand Ave, San Diego, CA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-142893	ENR	Wei Phillips	1941-03-09	UHC-32845-82	6519192703	4341 Broadway Apt 30, Eden Prairie, MN, 55363	0.78	Phone reformatted Unit split from street Address re-cased City re-cased+1 more
ENR-124082	ENR	Emma X Berry	1961-12-16	UHC-48557-53	2518961167	5470 Jefferson Ave, Austin, TX, 78763	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-120261	ENR	Geradl B Williamson	1969-04-02	UHC-64851-72	7924087144	5401 Harbor Blvd, Houston, TX, 77064	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-137032	ENR	Ken Carlson	2002-06-23	UHC-59070-38	8816854185	5861 Meadow Ln, Las Vegas, NV, 89152	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119314	ENR	Rachel Ray	1956-09-26	UHC-80386-84	6848907377	4441 Palm Dr, Fresno, CA, 93791	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113749	ENR	Juan Santos	1947-03-14	UHC-82854-28	5948725739	9303 Central Ave, Nashville, TN, 37231	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113512	ENR	Martha S Price	1938-04-19	UHC-69123-31	8369054353	9418 Broadway, Glendale, AZ, 85367	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-118409	ENR	Omar D Nguyen	1997-06-08	UHC-18431-18	—	5478 Lake View Rd, Tampa, FL, 33621	0.78	Name re-cased SSN last four extracted City re-cased Email lower-cased+1 more
ENR-106906	ENR	Roy Q Hansen	1946-02-13	UHC-85927-31	2544746965	8131 Pine Dr, Austin, TX, 78719	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-133262	ENR	Jonathan G Taylor	1981-08-02	UHC-57547-66	—	34 Market St, Tucson, AZ, 85764	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132370	ENR	Brenda P Lopez	1950-11-01	UHC-90415-17	9063891671	7991 Park Pl Apt 25, Columbus, OH, 43204	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-137758	ENR	Omar Pena	1945-10-04	UHC-29214-87	5416597849	5332 Church St, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more

8,423 rows, page 122 of 169Previous Next