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

All sources, 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-118727	ENR	Willie R Armstrong	1938-12-04	UHC-54698-32	9326704084	9795 Sage Ct, Columbus, OH, 43276	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
CLM-428884	CLM	Austin Garcia	1972-07-16	UHC-61676-05	—	8689 Meadow Ln, Sacramento, CA, 95863	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-113219	ENR	Alan T Phillips	1997-07-18	UHC-62107-94	5906703839	2078 Sage Ct, Atlanta, GA, 30383	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-58996	TPA	—Junk	1971-03-18	—	—	455 Central Ave, Tampa, FL, 33633	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57580	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432730	CLM	Madison U Thomas	1945-05-25	UHC-45958-44	—	9336 Maple Ave, Minneapolis, MN, 55440	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51226	TPA	Mariana Alvarado	1988-05-19	—	3708083444	24 Lake View Rd, Austin, TX, 78795	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-423066	CLM	Frank D Diaz	1943-02-03	UHC-91487-75	8979146167	5994 Church St, Dallas, TX, 75275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103645	ENR	Maria H Clark	1994-08-10	UHC-79357-13	4867624492	6838 Central Ave, Tempe, AZ, 85268	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-57439	TPA	Ralph Vega	1993-05-04	—	—	627 Ridge Rd, Phoenix, AZ, 85094	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120568	ENR	Theresa Payne	1978-09-05	UHC-59654-15	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50127	TPA	Luis Sims	1995-11-24	—	—	2483 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130235	ENR	Adam D Boyd	1953-08-23	UHC-70010-26	8982668218	6921 River Rd, Eden Prairie, MN, 55349	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141398	ENR	Samantha Cook	1946-05-07	UHC-28805-55	7297800928	3442 Hillcrest Rd, Denver, CO, 80218	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122603	ENR	Meria Lawrence	—	UHC-04447-22	2466770094	2940 River Rd, Mesa, AZ, 85264	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-54381	TPA	Debra Rojas	1942-07-15	—	—	8068 Meadow Ln, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-124351	ENR	Roger Boyd	2007-11-27	UHC-05609-11	2154216642	5693 Central Ave, Scottsdale, AZ, 85295	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57428	TPA	Jeffrey Mendoza	—	UHC-92808-15	6374715196	9882 Washington St, Tucson, AZ, 85725	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-142709	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400311	CLM	Kenneth Flores	1991-11-17	UHC-45261-61	8689873126	456 Meadow Ln, Glendale, AZ, 85337	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106828	ENR	Ryan T Warren	1981-09-17	UHC-88327-63	8912743852	8565 Desert Sky Blvd, Las Vegas, NV, 89165	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140658	ENR	Sean Browwn	2003-12-05	UHC-14347-49	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429559	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-403826	CLM	Mari Wood	1941-12-26	UHC-46790-74	—	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.64	City re-cased State name converted to code ZIP+4 trimmed Plan code upper-cased+2 more
TPA-56135	TPA	Samuel Richards	1938-05-17	UHC-77129-51	—	1323 Park Pl Apt 36, Seattle, WA, 98101	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115183	ENR	Alice Harrison	1996-04-08	UHC-75394-78	4028895035	9089 Sunset Blvd # 699, Seattle, WA, 98147	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-421296	CLM	Amanda Hall	2005-05-01	UHC-90296-30	4782432432	9017 Church St, Mesa, AZ, 85215	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403013	CLM	Elizabeth Carr	—	—	—	8111 Bayshore Dr, San Antonio, TX, 78246	0.64	Date of birth reformatted Date of birth unreadable SSN last four extracted City re-cased+2 more
PRV-20668	PRV	Hiroshi Banks	1989-07-07	—	—	3319 Ocean Ave, Las Vegas, NV, 89119	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-140020	ENR	Morris Wayne	1956-06-07	UHC-81299-54	4189518316	6002 Baseline Rd, Charlotte, NC, 28297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125708	ENR	Jose G Yag	1939-04-03	UHC-63980-93	9695708235	6985 Church St, Tucson, AZ, 85792	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114674	ENR	Cynthia Y Carr	1955-08-15	—	9252421827	5537 Hillcrest Rd, Tampa, FL, 33652	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123137	ENR	Mei L James	—	UHC-58231-15	2762007389	911 Oak St Apt 1, Orlando, FL, 32883	0.64	Date of birth missing Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-401670	CLM	Ahmed Hart	1960-03-01	UHC-53428-16	—	4445 Jefferson Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416907	CLM	Bobby Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway, Gilbert, AZ, 85238	0.64	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
ENR-113358	ENR	Victoria X White	1948-06-23	UHC-30480-57	2236150248	7135 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121442	ENR	Philip Q Bown	2003-03-10	UHC-75306-06	6717400471	429 Mesa Dr, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56417	TPA	Marilyn Martin	1996-11-28	—	—	2436 Indian School Rd, Eden Prairie, MN, 55376	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-105616	ENR	Benjamin Romero	1978-11-02	UHC-88365-92	2784441378	614 Main St Apt 8, Los Angeles, CA, 90017	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-402652	CLM	Rice Brandon	1986-03-14	UHC-75050-61	5098666317	9531 Mountain View Dr, Fresno, CA, 93773	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-24633	PRV	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd, Phoenix, AZ, 85053	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59094	TPA	Ruth Hernandez	1955-05-15	—	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-402061	CLM	Barb R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51519	TPA	Joshua Murphy	1958-12-18	—	—	5303 Baseline Rd, Chandler, AZ, 85280	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415103	CLM	Oliver Ralph	1995-03-26	UHC-98397-43	—	1949 Spring St, Los Angeles, CA, 90061	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-122350	ENR	Kevin G Day	1994-04-10	UHC-09372-85	—	8737 Meadow Ln, Plano, TX, 75023	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422915	CLM	Maria D Reynolds	1984-04-07	UHC-36945-54	5475445772	6424 Lake View Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-142274	ENR	Steve J Gibson	—	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-123755	ENR	Denise D Padilla	—	UHC-91088-69	9065685160	3946 Union St, San Antonio, TX, 78296	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-426276	CLM	Christopher Robinson	1990-04-22	—	—	2661 Valley View Dr, Los Angeles, CA, 90006	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 124 of 357Previous Next