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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134651	ENR	Arjun R Le	1990-10-15	UHC-80955-18	5723421302	7332 Bayshore Dr, Orlando, FL, 32837	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-100901	ENR	Albert Garcia	2005-12-03	UHC-00522-38	6398422614	9514 Mountain View Dr, Minneapolis, MN, 55451	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-138133	ENR	Ana M Martinez	1989-02-02	UHC-67401-78	6872154505	8748 Forest Ave, San Antonio, TX, 78223	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
ENR-139726	ENR	Anna K Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.68	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised
ENR-122837	ENR	Anna A Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-124569	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-124570	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-130219	ENR	Virrginia F Padlila	1973-02-07	UHC-44228-34	9509540358	1491 Highland Ave, Sacramento, CA, 95806	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-104619	ENR	Carol Q Carlson	1994-06-12	UHC-74968-93	2485851096	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-135180	ENR	Priya Garcia	1967-07-19	UHC-44713-38	—	2276 Broadway, Dallas, TX, 75216	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
ENR-134445	ENR	Nathaan Crawford	2002-06-03	UHC-83107-81	8377377459	9803 Baseline Rd, Tempe, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-119362	ENR	Sofia Stone	1957-07-25	UHC-26887-79	4694220762	9671 Highland Ave, Tucson, AZ, 85724	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-105304	ENR	Angela O Wood	2008-09-26	UHC-49670-68	6877939048	9642 Apache Blvd, Jacksonville, FL, 32264	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-139338	ENR	Tyler G Moreno	1992-10-28	UHC-67882-42	2823271925	8882 Maple Ave # 420, Orlando, FL, 32814	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-100611	ENR	Joe V Ferguson	1963-11-02	UHC-45515-59	2183520876	4324 Jefferson Ave, Charlotte, NC	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-125519	ENR	Olivia Franklin	2003-08-18	UHC-89046-15	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.68	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed
ENR-135873	ENR	Joyce B Black	2004-04-08	UHC-16597-33	—	7526 Harbor Blvd, Denver, CO, 80263	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-125237	ENR	Ruth F Burns	—	UHC-98377-59	6762463980	8130 Broadway, Austin, TX, 78745	0.68	Name re-cased Date of birth unreadable Phone reformatted Gender normalised
ENR-112939	ENR	Rachel F Vargas	1969-09-01	UHC-22279-11	7156705137	2429 Central Ave, Austin, TX, 78749	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-111982	ENR	Doris Stewart	1968-03-04	UHC-07596-64	—	5776 Sage Ct, Minneapolis, MN, 55480	0.68	Name re-cased Phone missing area code Gender normalised Whitespace trimmed
ENR-108106	ENR	John Green	1946-03-19	UHC-94319-73	9755294351	692 Baseline Rd, Nashville, TN, 37223	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-127434	ENR	Brenda Shaw	1982-01-05	UHC-60697-48	4132922580	2032 Washington St, Glendale, AZ, 85331	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-122692	ENR	Lawrence Z Alexander	1942-01-01	UHC-22677-64	2714507162	3342 Camelback Rd, Fresno, CA, 93764	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-119886	ENR	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St, Austin, TX, 78774	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-136160	ENR	Alan I Murphy	1943-01-24	UHC-18244-36	3319896490	5809 Valley View Dr, Plano, TX	0.68	Name re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-137520	ENR	Melissa Valdez	1958-04-10	UHC-92566-61	8754810688	1948 Lincoln Way Apt 8, Fresno, CA, 93740	0.68	Name re-cased Date of birth reformatted Unit split from street Gender normalised
ENR-124725	ENR	Bryan D Morris	1944-12-09	UHC-75126-91	—	2367 Jefferson Ave, Tucson, AZ, 85755	0.68	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code
ENR-105149	ENR	Mark Carroll	1980-07-26	UHC-63939-24	6204108335	1141 Highland Ave, Seattle, WA, 98157	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-113910	ENR	Karen Munoz	1997-12-27	UHC-56123-62	—	4891 Pine Dr, Tampa, FL, 33627	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-121430	ENR	Jordan O George	1964-11-12	UHC-02604-57	9548084442	384 Union St, Denver, CO, 80230	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-120518	ENR	Jan W Simpson	1954-09-27	UHC-60353-59	6732010551	2287 Central Ave Apt 29, Scottsdale, AZ, 85223	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-113231	ENR	Edward Woods	1992-09-08	UHC-26897-37	7219091574	7848 Elm St, Tempe, AZ, 85204	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-113230	ENR	Edward Woods	1992-09-08	UHC-26897-37	7219091574	7848 Elm St, Tempe, AZ, 85204	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-126769	ENR	Dennis M Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-113418	ENR	Henry H Banks	1939-04-09	UHC-25916-25	7596068786	7827 Spring St, Chandler, AZ	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-142882	ENR	Benjamin Olson	—	UHC-43567-80	—	3921 Lincoln Way, Jacksonville, FL, 32278	0.68	Name re-cased Date of birth unreadable Phone missing area code Whitespace trimmed
ENR-142280	ENR	Donald E Nelson	1994-05-23	UHC-92978-40	4422970550	7977 Market St Apt 25, Nashville, TN, 37255	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-107086	ENR	Douglas Sims	1955-11-20	UHC-18514-72	8535942098	9415 Baseline Rd, Chandler, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-127078	ENR	John Luna	2008-07-13	UHC-09827-38	—	1010 Meadow Ln, Tempe, AZ, 85224	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-123545	ENR	Brittany J Fernandez	1990-03-08	UHC-81322-64	3502239003	6864 Willow Ct, Sacramento, CA, 95898	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-108371	ENR	Brian B Patel	—	UHC-04047-38	2347863479	2330 Maple Ave, Orlando, FL, 32876	0.68	Name re-cased Date of birth missing Phone reformatted Gender normalised
ENR-108629	ENR	Abigail Z Hayes	1945-12-15	UHC-77689-43	2909991954	2400 Sage Ct, Denver, CO, 80253	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-130794	ENR	Andrew W Rogers	1961-06-25	UHC-42345-38	7988857752	2616 Bayshore Dr, Austin, TX, 78789	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-107932	ENR	Mateo J Contreras	1947-09-24	UHC-79750-62	3107792647	3838 Market St # 349, Austin, TX	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-135507	ENR	Deborah H Obrien	1991-02-05	UHC-77787-12	4948477432	6867 Main St, Los Angeles, CA	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-112058	ENR	Steve H Miller	1998-05-04	UHC-10946-99	—	7418 Mountain View Dr, Tempe, AZ, 85204	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-127714	ENR	Chapman Kevin	2008-09-17	UHC-05392-63	—	2030 Park Pl, Dallas, TX, 75291	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-133124	ENR	Emma Flores	1988-09-08	UHC-01211-61	4783362031	2371 Church St, Scottsdale, AZ, 85216	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-116790	ENR	Laura Cruz	1945-07-02	UHC-16221-79	9555967754	4987 Valley View Dr, Orlando, FL, 32876	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-136363	ENR	Alxeander Q Smith	1958-09-25	UHC-06478-92	—	1669 Park Pl, Los Angeles, CA	0.68	Middle initial moved out of first name Name re-cased ZIP missing Placeholder values cleared

17,310 rows, page 132 of 347Previous Next