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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126276	ENR	Mateo Guzman	1969-11-18	UHC-81858-58	6985248265	341 Church St, Dallas, TX, 75228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123541	ENR	Thomas Hamilton	1948-05-17	UHC-56407-31	8888782186	3220 Bayshore Dr, Eden Prairie, MN, 55323	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109243	ENR	Mei H Garza	1963-11-28	UHC-51081-72	2756507022	9484 Indian School Rd, Tucson, AZ, 85707	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129212	ENR	Martha Z Parker	1991-09-26	UHC-73620-42	—	236 Market St, Glendale, AZ, 85347	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-100355	ENR	Carol Arnold	1977-02-16	UHC-08800-13	9288508202	958 Pine Dr, Seattle, WA, 98169	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109293	ENR	Anna Marshall	2004-09-25	UHC-40846-63	7366532932	3775 Sunset Blvd, Minneapolis, MN, 55452	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-110490	ENR	Willie H Castillo	2000-12-12	UHC-06567-10	2608228641	9015 River Rd, Minneapolis, MN, 55454	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113437	ENR	Frances O Diaz	1978-07-05	UHC-39881-92	—	8921 River Rd, Eden Prairie, MN, 55375	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100767	ENR	Janice P Kelley	1961-05-25	UHC-15572-90	4836541592	5743 Pine Dr, Los Angeles, CA, 90036	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132667	ENR	Santiago Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-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
ENR-130155	ENR	Randy B Reid	1997-10-25	UHC-02401-36	4467916031	6483 Highland Ave, Austin, TX, 78720	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-100061	ENR	Brenda W Phillips	1942-09-21	UHC-53605-63	3483369303	2925 Bayshore Dr, Plano, TX, 75019	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-143001	ENR	Maria D Fields	1944-03-23	UHC-29736-44	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129328	ENR	Rios Ralph	1958-09-16	UHC-33129-05	2778450487	9132 Desert Sky Blvd, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109260	ENR	Lucia Gray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC	0.64	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
ENR-130607	ENR	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-124669	ENR	Gary K Burns	1967-01-03	UHC-46900-65	9867391788	6344 Desert Sky Blvd, Jacksonville, FL, 32289	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134446	ENR	Priya McDonald	1948-12-07	UHC-32075-50	2392296956	4674 River Rd, Orlando, FL, 32844	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112346	ENR	Lori Graham	1968-06-02	UHC-89319-70	8098483852	4806 Palm Dr, Jacksonville, FL, 32211	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117563	ENR	Aaron N Larson	1963-12-24	UHC-22371-27	8713711158	6922 Grand Ave, Glendale, AZ, 85321	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113529	ENR	Jesse Cox	1947-11-19	UHC-86746-72	9643631563	123 Valley View Dr, Phoenix, AZ, 85009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128537	ENR	Brenda W Edwards	1966-12-10	UHC-73573-09	8634794468	5077 Hillcrest Rd, Charlotte, NC, 28204	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140325	ENR	Angela I Nelson	1947-08-01	UHC-42015-33	3872735798	2170 Apache Blvd, Gilbert, AZ, 85235	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135292	ENR	Aaron K Vazquez	2004-03-06	UHC-28889-32	6893100538	1357 Maple Ave, Columbus, OH, 43230	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140696	ENR	Julie N Guerrero	1976-02-13	UHC-36502-86	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-118813	ENR	Kathleen C Knight	1981-08-22	UHC-60314-10	2336873624	3149 Park Pl, Dallas, TX, 75204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142817	ENR	Jacqueline X Rogers	1972-07-03	UHC-40625-48	9178587586	8721 Ridge Rd, Scottsdale, AZ, 85297	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122497	ENR	Alice B Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104408	ENR	Brian C Castillo	1966-06-21	UHC-33506-03	3507824371	5969 Willow Ct, Austin, TX, 78750	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130243	ENR	Raymond Collins	1971-03-26	UHC-04176-72	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109983	ENR	Barbara Rojas	1974-05-22	UHC-91769-61	3116896591	8037 Church St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-132971	ENR	Jacqueline Hayes	1983-05-03	UHC-23251-29	7257805430	5066 Oak St, Charlotte, NC, 28269	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136778	ENR	Sharon R Hoffman	1974-03-02	UHC-28654-06	9793912008	342 Baseline Rd, Mesa, AZ, 85209	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105092	ENR	Grace R Chavez	2000-08-04	UHC-47838-28	9876321302	2225 Hillcrest Rd, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101301	ENR	Arthur Greene	1989-09-25	UHC-22003-20	6736540329	34 Baseline Rd, Seattle, WA, 98180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120420	ENR	Sean Stephens	1940-03-05	UHC-47949-16	2133591012	6061 Grand Ave, Orlando, FL, 32881	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106605	ENR	Lawrence Lynch	1962-08-16	UHC-89282-74	8245778964	3963 Washington St, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+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
ENR-125291	ENR	Sophia Butler	2005-04-12	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117460	ENR	—Junk	1950-04-26	UHC-72427-35	4664492461	6655 Elm St, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-109180	ENR	Helen Jacobs	1969-05-28	UHC-51998-52	5237834036	3461 Grand Ave, Austin, TX, 78792	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101391	ENR	Eric W Jimenez	1953-12-02	UHC-94818-41	8338855143	3062 Meadow Ln, Chandler, AZ, 85250	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-140316	ENR	Alan B Bradley	2008-03-04	UHC-95978-86	—	286 Jefferson Ave, Charlotte, NC, 28277	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112263	ENR	Mark B Davis	1962-06-10	UHC-18118-85	—	1403 Pine Dr, Mesa, AZ, 85248	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105410	ENR	Ahmed Y Perez	1941-05-09	UHC-47618-85	9662242443	3435 Broadway, Sacramento, CA, 95811	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-139860	ENR	Burns Arthur	1985-09-27	UHC-86304-70	6458777364	3021 Main St, Tucson, AZ, 85714	0.64	Name re-cased Phone 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

7,326 rows, page 86 of 147Previous Next