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-105138	ENR	Ralph W Garza	1947-08-28	UHC-69417-14	9834411893	3855 Jefferson Ave, Charlotte, NC, 28271	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-108457	ENR	Samantha Hicks	1955-07-24	UHC-27558-25	—	3610 Valley View Dr, Eden Prairie, MN, 55346	0.64	Name split from “Last, First”Member ID reformatted City re-cased ZIP+4 trimmed+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-125424	ENR	Diane N Yang	2001-09-09	UHC-11444-52	2616069814	77 Main St, San Antonio, TX, 78208	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-125609	ENR	Pamela Vazquez	1951-08-15	UHC-47650-66	6745164540	2911 Sunset Blvd, Nashville, TN, 37236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107455	ENR	Barbara U Hanson	1969-12-18	UHC-36092-77	—	4769 Spring St, Austin, TX, 78752	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123164	ENR	Mariana Moreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135911	ENR	Frank Y Wilson	2001-08-26	UHC-42985-12	4735034402	7791 Highland Ave, Fresno, CA, 93799	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142956	ENR	Ommar A Larson	2003-05-23	UHC-53047-48	4615989729	8646 Sunset Blvd, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114409	ENR	Patrick P Henderson	1943-04-08	UHC-99656-49	—	7023 Lake View Rd, Tampa, FL, 33661	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105836	ENR	Janet Willis	—	UHC-24401-43	—	1913 Mountain View Dr, Orlando, FL, 32874	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-121565	ENR	Richard Wheeler	1994-02-10	UHC-23903-73	4053733770	5088 Baseline Rd, Las Vegas, NV, 89168	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-142404	ENR	Amy Bowman	2001-08-19	UHC-43285-35	3054408132	6542 Valley View Dr, Eden Prairie, MN, 55368	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102726	ENR	Patterson K Sharon	1939-10-01	UHC-45516-17	3862309899	7679 Sunset Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115016	ENR	Carol C Ellis	1954-09-16	UHC-90522-90	7588088652	3810 Mountain View Dr, Dallas, TX, 75240	0.64	Date of birth reformatted Phone 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-138665	ENR	Ruth Nguyen	1959-06-20	UHC-10388-58	7839885285	7673 Spring St, Charlotte, NC, 28243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139517	ENR	Ken H Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave, Miami, FL, 33121	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109340	ENR	Janice L Harvy	1968-12-21	UHC-19715-72	4693479054	6297 Sage Ct, Dallas, TX, 75297	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113277	ENR	Helen J Jackson	1978-08-12	UHC-94122-95	5105388168	5934 Lake View Rd, Glendale, AZ, 85356	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-104594	ENR	Betty J Jimennez	1944-05-06	UHC-61044-73	3315717754	5946 Mountain View Dr, Austin, TX, 78707	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119954	ENR	Linda C McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-127228	ENR	Emily J Smith	1947-01-09	UHC-61805-54	2464362858	8374 Market St, Eden Prairie, MN, 55374	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122447	ENR	Andrea E Beell	1940-01-26	UHC-37247-96	5179991466	9349 Lake View Rd, Gilbert, AZ, 85250	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-109367	ENR	Beverly E Burns	1955-03-05	UHC-65357-91	5922748806	6077 Mesa Dr, San Antonio, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110966	ENR	Abigail L Marshall	1943-09-25	UHC-76851-39	6475203297	8253 Desert Sky Blvd Apt 3, Dallas, TX, 75264	0.64	Name re-cased Unit split from street Street suffix standardised Address re-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-122082	ENR	David S Woods	1945-04-11	UHC-14405-97	2977679145	6472 Cedar Ln, Minneapolis, MN, 55493	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133503	ENR	Elijah Wislon	1945-03-07	UHC-92642-82	3272767470	8213 River Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142023	ENR	Ashley T Gordon	1943-03-21	UHC-37593-82	6533033312	478 Central Ave, Austin, TX, 78792	0.64	Phone reformatted Street suffix standardised Address re-cased City re-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-118941	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	—	485 Washington St, Gilbert, AZ	0.64	Date of birth reformatted City re-cased State name converted to code ZIP missing+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-108989	ENR	Maria I Wang	1985-07-12	UHC-73454-26	2064639828	483 Ocean Ave, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131897	ENR	Catherine U Bowman	1993-08-01	UHC-34034-90	—	2325 Lake View Rd, Columbus, OH, 43299	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119792	ENR	Kathy C Mason	1960-02-27	UHC-94661-33	3305979501	8572 Valley View Dr, Tampa, FL, 33620	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101272	ENR	Joey I Gilbert	1946-07-21	UHC-99845-01	3513213461	2818 Bayshore Dr, Tucson, AZ	0.64	Phone reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-137658	ENR	Charlotte Alexander	1966-07-09	UHC-38582-59	8152173038	6304 Highland Ave, Atlanta, GA, 30363	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124631	ENR	Randy W Woods	1976-04-09	UHC-63392-57	3947042040	1919 Market St, Phoenix, AZ, 85057	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+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-112289	ENR	Arthur Ryan	1946-06-09	UHC-65502-89	—	8034 Spring St Apt 40, Plano, TX, 75097	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120108	ENR	Janet Y Reynolds	1948-12-05	UHC-15656-39	7705831433	2594 Cedar Ln, Nashville, TN, 37225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135010	ENR	Mason T Garett	1967-12-18	UHC-33278-74	4143920025	3110 Elm St Apt 3, Columbus, OH, 43278	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130778	ENR	Raymond Coleman	1973-12-01	UHC-49070-67	5177527570	3854 Elm St, Charlotte, NC, 28227	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127055	ENR	Judy V Perkins	1944-02-12	UHC-50913-42	5309016462	9836 Apache Blvd, Dallas, TX, 75260	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

8,423 rows, page 63 of 169Previous Next