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-104723	ENR	Fatima K Turner	1991-04-21	UHC-62577-37	9048767069	7573 Willow Ct, Mesa, AZ, 85277	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109304	ENR	Hannah G Stewart	1947-05-15	UHC-84872-08	7112615411	6764 Ridge Rd, Columbus, OH, 43269	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-129842	ENR	Russell Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116012	ENR	Evelyn J Ortiz	2000-03-11	UHC-86501-72	7125112272	5848 Sage Ct, Plano, TX, 75025	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135940	ENR	Diane Mendoza	1967-08-13	UHC-32353-64	7879707261	3454 Bayshore Dr, Mesa, AZ, 85216	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-102671	ENR	Charlotte V Moore	2002-02-05	UHC-23929-63	8357656917	3631 Market St, Minneapolis, MN, 55475	0.78	City re-cased State name converted to code Email lower-cased Plan code upper-cased+1 more
ENR-120628	ENR	Peter V Baker	2001-04-28	UHC-99981-31	9817670571	9241 Sunset Blvd, Fresno, CA, 93757	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138011	ENR	Justin Rice	1948-06-02	UHC-64295-91	5313790170	2262 Union St, Jacksonville, FL, 32254	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126813	ENR	Threesa Wagner	1942-07-27	UHC-18014-03	7304881951	8816 Valley View Dr, Eden Prairie, MN, 55387	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-112097	ENR	Christina A Robertson	1954-08-18	UHC-20664-99	6666053284	2635 Washington St, Tampa, FL, 33615	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
ENR-118125	ENR	Sandra L Cruz	1939-07-06	UHC-26778-24	2958452158	649 Elm St, San Diego, CA, 92101	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-124529	ENR	Emily Wilson	1961-02-26	UHC-49998-61	6426001848	3781 Lincoln Way, Charlotte, NC, 28254	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-140781	ENR	Andrew Dean	1946-06-15	UHC-73405-81	9846701981	8626 Ridge Rd, Scottsdale, AZ, 85225	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-115909	ENR	Pamela Hunt	1955-10-25	—	9553073739	8769 Meadow Ln, Dallas, TX, 75298	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115270	ENR	Austin Morales	—	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.78	Date of birth unreadable Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-128762	ENR	Junathan A Russell	1950-09-14	UHC-41480-91	3414216411	388 Bayshore Dr, Tucson, AZ, 85799	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121930	ENR	Keith Q Morales	1973-04-02	UHC-94595-08	5325207136	4911 Desert Sky Blvd, Houston, TX, 77050	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133382	ENR	Alexander E Berry	1966-04-14	UHC-38268-63	3676344686	3525 Mountain View Dr, Austin, TX, 78716	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-130820	ENR	Aaron O Hill	1961-12-03	UHC-02426-84	9666371768	4751 Mesa Dr, Dallas, TX, 75213	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-132571	ENR	Emily George	1944-05-10	UHC-15517-57	5803135977	5095 Oak St, Columbus, OH, 43201	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-133840	ENR	Scott Z Duncan	1970-06-06	UHC-34340-60	2014421258	71 Bayshore Dr, Los Angeles, CA, 90071	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-114642	ENR	Betty Watkins	1959-10-19	UHC-26145-99	8705739315	9212 Desert Sky Blvd, Atlanta, GA, 30343	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-113098	ENR	Bryen W Lawson	2006-03-27	UHC-80563-50	6498813937	9354 Pine Dr, Houston, TX, 77071	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126856	ENR	Jessica Miller	1952-02-08	UHC-28040-04	—	8223 Jefferson Ave, Jacksonville, FL, 32252	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-102196	ENR	Henry Johnson	1964-05-16	UHC-14151-09	8136621793	781 Camelback Rd, Houston, TX, 77030	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
ENR-138219	ENR	Michelle Lucas	1976-03-21	UHC-38152-13	8159620425	6230 Valley View Dr, Sacramento, CA, 95843	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-108095	ENR	Jordan Harvey	1943-08-22	UHC-83802-55	6152207830	8555 Jefferson Ave, Las Vegas, NV, 89183	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117954	ENR	Laura Mendez	1995-12-09	UHC-60316-23	2995950017	5085 Bayshore Dr, Phoenix, AZ, 85046	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123971	ENR	Eugene Soto	1991-01-02	UHC-38273-80	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141551	ENR	Karen Y Duncan	1956-07-14	UHC-54582-64	7963624652	23 Lincoln Way, Gilbert, AZ, 85264	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-130046	ENR	Fisher J Kathleen	1940-06-22	UHC-76265-13	4052561273	8461 Harbor Blvd, San Diego, CA, 92108	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more
ENR-127177	ENR	Teresa Simpson	1942-02-26	UHC-93574-65	2669241937	5990 Highland Ave, Phoenix, AZ, 85050	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-105346	ENR	Samuel Cox	2005-06-01	UHC-75984-32	7186686010	3281 Mesa Dr, Chandler, AZ, 85281	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
ENR-138430	ENR	Christian Lawson	1965-02-26	UHC-11982-96	7992769445	2690 Pine Dr, Sacramento, CA, 95824	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110981	ENR	Heather Snatos	1947-05-26	UHC-46598-12	8549600103	177 Maple Ave, Glendale, AZ, 85394	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-102822	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd, Tampa, FL, 33696	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-109711	ENR	Margaret F Hicks	2004-08-09	UHC-17519-83	2298273394	3636 Valley View Dr, Nashville, TN, 37224	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-119128	ENR	Nicole A Myers	—	UHC-92949-48	7088366593	1400 Union St, Eden Prairie, MN, 55355	0.78	Date of birth unreadable Phone reformatted City re-cased Email lower-cased+1 more
ENR-120401	ENR	Sophia U Yang	1966-08-04	UHC-00889-59	3629007634	4788 Union St, Glendale, AZ, 85328	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129630	ENR	Dylan R Ramos	1961-07-22	UHC-33618-37	—	1058 Sunset Blvd Apt 22, Atlanta, GA, 30336	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-137563	ENR	Amber H Andrews	1967-02-16	UHC-20781-28	4128661742	6915 Mesa Dr, Columbus, OH, 43206	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114080	ENR	Brian Garcia	1948-10-17	UHC-07701-80	—	678 Church St, Tampa, FL, 33625	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-118751	ENR	Santiago Contreras	1959-05-28	UHC-44782-86	—	6880 Ocean Ave, Austin, TX, 78714	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
ENR-127838	ENR	Austin Frankliin	1944-05-04	UHC-70952-25	4928955754	8689 Bayshore Dr, Tempe, AZ, 85212	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125410	ENR	Bradley G Powell	1958-08-26	UHC-53669-74	5098478846	1114 Highland Ave, Gilbert, AZ, 85268	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117800	ENR	Jason T Phillips	1986-08-11	UHC-16875-64	5137629575	6367 Maple Ave, Houston, TX, 77051	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113610	ENR	Rebecca Harris	1995-09-15	UHC-64318-81	4057122716	7103 Market St, Atlanta, GA, 30388	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131139	ENR	Russell Ruiz	1964-09-19	UHC-17627-93	6376710786	5602 Mountain View Dr, Houston, TX, 77083	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-142131	ENR	Billy M Chen	2000-09-16	UHC-15741-75	6455957963	2005 Church St, Orlando, FL, 32812	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-138272	ENR	Bryan R Gibson	1975-01-08	UHC-97590-49	8896080724	7113 Spring St, Fresno, CA, 93789	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 124 of 169Previous Next