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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134017	ENR	Donna Q Ramirez	1978-07-06	UHC-71663-58	3333590613	7362 Valley View Dr, Nashville, TN, 37254	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-108853	ENR	Fatima Kim	1946-06-24	UHC-43404-08	4344953458	8096 Mesa Dr, Jacksonville, FL, 32207	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130853	ENR	Douglas F Daniels	1957-01-06	UHC-43682-30	3233985199	3223 Washington St, Denver, CO, 80215	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103354	ENR	Russell Lee	1958-12-22	UHC-45227-69	5138234161	3177 Grand Ave, Columbus, OH, 43244	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111719	ENR	Perkins Bruce	1968-04-02	UHC-41515-84	3819597953	7248 Grand Ave, Jacksonville, FL, 32257	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141026	ENR	Jordan R Burns	1953-09-10	UHC-92287-05	9337782106	5530 Lake View Rd, Fresno, CA, 93709	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-124836	ENR	Joshua E Shaw	1962-09-27	UHC-14368-86	8456124699	3759 Elm St, Phoenix, AZ, 85052	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127967	ENR	Ruth F Moreno	1997-07-27	UHC-85063-05	—	8785 River Rd, Austin, TX, 78727	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112417	ENR	Evelyn Owens	1967-10-17	UHC-31790-37	7478204284	9133 River Rd, Gilbert, AZ, 85224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105885	ENR	Sandra Porter	1942-10-01	UHC-18433-35	—	2639 Church St, Los Angeles, CA, 90016	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105776	ENR	Gregory Robinson	1999-03-14	UHC-86586-59	8919083975	1979 Cedar Ln, Gilbert, AZ, 85211	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102485	ENR	Gary Hughes	1977-05-24	UHC-90567-68	4929519669	1898 Pine Dr, Los Angeles, CA, 90000	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111323	ENR	Doris West	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101325	ENR	Stephen U Bradley	1960-07-28	UHC-51253-79	2119164469	1332 Washington St, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137287	ENR	Gerald S Taylor	1975-09-10	UHC-09940-47	7102785529	2940 Cedar Ln, Chandler, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120250	ENR	Joshua Bishop	1944-01-16	UHC-15066-21	7934058502	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-138404	ENR	Amanda Q Day	2003-05-12	UHC-12979-32	9577072595	16 Indian School Rd, Miami, FL, 33165	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137474	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-130112	ENR	Saandra Hernandez	1985-08-13	—	2518417342	8229 Market St, Houston, TX, 77091	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108489	ENR	Alexis Bradley	1961-08-09	UHC-68207-78	9078558287	8303 Bayshore Dr, Orlando, FL, 32864	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121047	ENR	Megan C Burton	1962-12-19	UHC-70543-77	5536694684	2945 Hillcrest Rd, Columbus, OH, 43222	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105608	ENR	Beverly P Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd, Seattle, WA, 98189	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121921	ENR	Matthew Munoz	1999-05-08	UHC-78659-27	8454127928	9083 Main St, Las Vegas, NV, 89138	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127642	ENR	Frank K Howard	1984-09-13	UHC-75968-98	2514628449	4846 Elm St, Glendale, AZ, 85353	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137481	ENR	Kyle Wang	1944-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111415	ENR	Mary I George	1953-01-20	UHC-99908-37	4873726314	4853 Baseline Rd, Houston, TX, 77058	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127841	ENR	Shirley Torres	1951-11-12	—	5334115685	4346 Lake View Rd, San Diego, CA, 92107	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128940	ENR	Luis R Romero	1947-05-10	UHC-62136-56	9322377468	2683 Mountain View Dr Apt 4, Glendale, AZ, 85379	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-107326	ENR	Wayne Payne	1944-02-02	UHC-86755-25	2794497156	8680 Elm St, Seattle, WA, 98118	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134295	ENR	Jose Q Hunter	2001-02-17	UHC-26224-70	—	9111 Maple Ave, Seattle, WA, 98100	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127984	ENR	Michelle Cooper	1958-06-26	UHC-21833-47	6757570847	3137 Sunset Blvd, Houston, TX, 77098	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100571	ENR	Calr Graham	2003-01-21	UHC-39434-89	3712940472	4266 Ridge Rd, Austin, TX, 78788	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-106476	ENR	Catherine Soto	1985-09-02	UHC-57677-79	7592938207	6467 Jefferson Ave, Tempe, AZ, 85283	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131318	ENR	Victoria G Smith	1974-10-14	UHC-70339-33	8074720887	9563 River Rd, Los Angeles, CA, 90017	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-136180	ENR	Sofia G Price	1970-08-23	UHC-91931-96	7288038801	1481 River Rd, Chandler, AZ, 85273	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134897	ENR	Diane R McDonald	1964-07-20	UHC-59434-66	9562693668	1970 Grand Ave, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-140573	ENR	Samuel Gardner	1995-12-10	UHC-22256-29	9828686692	2570 Mountain View Dr, Dallas, TX, 75238	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138939	ENR	Cheryl Howell	1987-07-07	UHC-72843-98	9025578865	9849 Spring St, Jacksonville, FL, 32276	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-106038	ENR	Scott D Richardson	1980-05-06	UHC-85342-87	9834541600	5331 Highland Ave, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-119103	ENR	Samuel Guerrero	2004-08-11	UHC-70261-24	3562221119	4432 Willow Ct, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112542	ENR	Maria M Gibson	1961-07-08	UHC-66677-72	—	5131 Oak St, Seattle, WA, 98103	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113183	ENR	Douglas Z Woods	1944-10-13	UHC-79950-61	—	4909 Central Ave, Columbus, OH, 43294	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117707	ENR	Mariana R Lee	1972-01-02	UHC-21542-39	3745340939	6393 Main St, Austin, TX, 78706	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113275	ENR	Natalie P McCoy	2001-10-02	UHC-26564-74	2496150304	7730 Hillcrest Rd, Charlotte, NC, 28237	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-109348	ENR	Ryan M Duncan	2002-11-20	UHC-30657-74	5002363668	8674 Willow Ct, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-100803	ENR	Russell J Carlson	1972-11-07	UHC-54250-93	2932613023	1405 Valley View Dr, Orlando, FL, 32863	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-105826	ENR	Gregory Jensen	2005-08-16	UHC-11923-03	6088586740	3096 Pine Dr, Scottsdale, AZ, 85285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132315	ENR	Rebecca L Palmer	1961-01-18	UHC-84842-07	5843950447	5599 Market St # 674, Las Vegas, NV, 89143	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-142296	ENR	Paul Alvarado	1972-12-07	UHC-77051-61	2809594623	1241 Church St, Tucson, AZ, 85754	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125076	ENR	Natalie N Rmaos	1958-04-23	UHC-54434-24	—	7803 Washington St, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more

13,989 rows, page 130 of 280Previous Next