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-142944	ENR	Helan Grant	1960-12-26	UHC-36560-36	3578612308	135 Lake View Rd, Tucson, AZ, 85760	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
ENR-118759	ENR	Adam H Harper	1995-09-18	UHC-83331-37	—	2959 Mountain View Dr, Tempe, AZ, 85221	0.54	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116574	ENR	Mary X Vega	1986-12-03	UHC-73241-94	2773538469	7441 Jefferson Ave, Los Angeles, CA, 90059	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-115177	ENR	Noeh H Miller	1962-11-10	UHC-78031-25	5968760106	5151 Pine Dr, Glendale, AZ, 85396	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-112016	ENR	Gloria U Hofffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-102002	ENR	Richard N James	1952-10-02	UHC-64647-08	8889976346	6005 Camelback Rd, Plano, TX, 75043	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-131422	ENR	Fatiima Hernandez	—	UHC-60097-81	7144003297	8969 Apache Blvd, Mesa, AZ	0.54	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+1 more
ENR-105948	ENR	Ruth M Grant	—	UHC-11219-58	8442525369	6335 Forest Ave, Tempe, AZ, 85235	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-142096	ENR	Jack A Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave # 632, Gilbert, AZ, 85209	0.56	Name split from “Last, First”Unit split from street City re-cased State name converted to code
ENR-129597	ENR	Helen W Sanders	1964-07-24	UHC-99859-68	5823422381	5250 Oak St, San Antonio, TX, 78293	0.56	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-108535	ENR	Lawrence E Mitchell	1940-07-19	UHC-30433-13	6425815350	5724 Hillcrest Rd Apt 11, Columbus, OH, 43221	0.56	Middle initial moved out of first name Unit split from street City re-cased State name converted to code
ENR-142202	ENR	Sharon E Alvarado	1977-06-14	UHC-10575-86	7927424094	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-140344	ENR	Judith Morgan	1942-12-17	UHC-85227-49	4493674179	112 Meadow Ln, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121152	ENR	Angela E Bailey	1948-09-23	UHC-80041-28	7426405263	8818 Lincoln Way, Atlanta, GA, 30327	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-130813	ENR	Jason H Flores	1986-04-25	UHC-47912-69	7102945551	8992 Central Ave Apt 12, Orlando, FL, 32828	0.56	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-122680	ENR	George A Webb	1956-10-25	UHC-92154-97	4089673281	8325 Park Pl, Dallas, TX, 75200	0.56	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-109954	ENR	Joe G Cole	1985-08-07	UHC-46172-66	4989124773	7865 Maple Ave Apt 35, Gilbert, AZ, 85294	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-101995	ENR	Glorai I Perry	1954-11-27	UHC-93729-34	6383412876	4828 Apache Blvd, Tampa, FL, 33603	0.56	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-112600	ENR	Andrew L Bennett	1959-07-03	UHC-25240-08	3412037316	7139 Grand Ave, Denver, CO	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-109937	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-109938	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-140374	ENR	Grace Myers	1966-04-16	UHC-71788-53	4392750670	2819 Canyon Rd, Eden Prairie, MN, 55353	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-121662	ENR	Judith Obrien	1942-09-19	UHC-60232-99	5109820373	3631 Highland Ave, Tempe, AZ, 85233	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-139020	ENR	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.56	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed
ENR-138297	ENR	Sara Q Gutierrez	1954-04-09	UHC-54998-45	9379277443	8912 Baseline Rd, Orlando, FL	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-128842	ENR	Megan Q Burton	1960-11-09	UHC-99195-77	4718390466	6057 Jefferson Ave, Los Angeles, CA, 90069	0.56	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-128769	ENR	Randy O Williams	1972-03-18	UHC-07902-34	7604390396	2660 Mountain View Dr, Columbus, OH, 43231	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-106371	ENR	Willie H Greene	1988-07-26	UHC-19975-59	5682204172	8894 Union St, Charlotte, NC	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127840	ENR	Christian B Buttler	1982-04-27	UHC-45946-22	2716317792	9899 River Rd, Glendale, AZ, 85372	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-115440	ENR	Anna O Edwards	2007-08-12	UHC-96929-21	5888661153	4080 Palm Dr, Tucson, AZ, 85782	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-103837	ENR	Rebecca S Warren	1997-04-06	UHC-69309-05	—	7385 Market St, San Diego, CA, 92189	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-120291	ENR	Anglea Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-133373	ENR	Ruth W Rsoe	1997-12-20	UHC-90723-35	9529317242	8340 Maple Ave, Dallas, TX, 75212	0.58	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
ENR-140682	ENR	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109587	ENR	Ana Z Burns	1979-01-27	UHC-41549-61	8255969663	226 Ocean Ave # 137, Orlando, FL, 32861	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-141996	ENR	Dan H Davis	1954-12-06	UHC-79577-81	4957667645	7703 Central Ave, San Diego, CA, 92173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130063	ENR	Aisha N Miller	1988-01-27	UHC-69383-42	8519861649	4292 Valley View Dr, Jacksonville, FL, 32204	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-140500	ENR	Isabella J Tucker	1943-02-17	UHC-25776-70	7428877951	9827 Sage Ct, Atlanta, GA, 30305	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-123312	ENR	Carlos G Thomas	1955-02-15	UHC-95358-09	5856435143	4110 Camelback Rd Apt 17, Mesa, AZ, 85267	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123049	ENR	Tylr I Perry	1976-09-27	UHC-30693-81	2209557340	6993 Palm Dr, Los Angeles, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133419	ENR	Steven G Spencer	1948-07-11	UHC-81845-88	4979342500	2764 Apache Blvd Apt 31, Tampa, FL, 33685	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104480	ENR	Martha V Sandoval	1971-07-21	UHC-24262-06	7379957354	2698 Cedar Ln, Gilbert, AZ	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-120378	ENR	Frank J Hamilton	1980-02-22	UHC-91957-14	9309203985	1346 Church St, Seattle, WA, 98184	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134018	ENR	Ethan Stone	1989-12-27	UHC-37228-60	4862281810	5814 Grand Ave, Fresno, CA, 93776	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-139972	ENR	Rebecca G Silvva	1993-06-26	UHC-00553-93	9836314870	9351 Harbor Blvd, San Antonio, TX, 78292	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127407	ENR	Isabella L Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave, Tempe, AZ, 85230	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-103589	ENR	Katherine Hill	1979-09-20	UHC-53855-27	7516947971	983 Spring St # 199, Fresno, CA, 93731	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-129455	ENR	Teresa Fox	1981-12-23	UHC-90462-01	9517692655	4557 Palm Dr, Orlando, FL	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-119576	ENR	Edward L Hoffman	1955-06-26	UHC-40660-95	5806293986	972 Market St, Las Vegas, NV, 89113	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

8,423 rows, page 23 of 169Previous Next