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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121105	ENR	Mei Estrada	1984-09-01	UHC-89514-53	4512331902	9821 Market St, Chandler, AZ, 85287	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112158	ENR	Rachel Sullivan	1999-10-18	UHC-71527-15	5297174849	2625 Grand Ave, Eden Prairie, MN, 55312	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428301	CLM	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63906	TPA	James Le	1952-02-20	—	—	6689 Main St, Tucson, AZ, 85758	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124288	ENR	Carolyn R Hunter	1944-06-06	UHC-52116-16	2953716845	2682 Willow Ct, Jacksonville, FL, 32284	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59521	TPA	Emma Barnes	1960-10-15	—	—	3633 Desert Sky Blvd, Tucson, AZ, 85724	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129329	ENR	Jaack A Ryley	1986-05-12	UHC-83484-15	4587660442	9899 Park Pl, Phoenix, AZ, 85010	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-411131	CLM	Lisa Black	1961-12-27	UHC-50463-40	—	5705 Lincoln Way, Austin, TX, 78753	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
PRV-26655	PRV	Randy Green	2005-06-07	—	2489980247	49 Ocean Ave, Tempe, AZ, 85211	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-119534	ENR	Billy Rose	2005-06-02	UHC-73662-77	7872894075	4654 Canyon Rd, Sacramento, CA, 95813	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400865	CLM	Yuki V Knight	1961-10-06	—	—	4572 Harbor Blvd, Tucson, AZ, 85777	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138396	ENR	Dennis K Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA, 98166	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
TPA-55036	TPA	Jean Ramos	1962-04-03	—	—	2365 Jefferson Ave, Seattle, WA, 98157	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-29333	PRV	Margaret F Fernandez	1938-09-28	UHC-38371-52	—	1878 Ocean Ave, Atlanta, GA, 30309	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63961	TPA	Bradley Carpenter	1948-08-08	—	—	9271 Mountain View Dr, Fresno, CA, 93739	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-129232	ENR	Abigail Obrein	1982-10-28	UHC-11522-72	—	7923 Indian School Rd, Las Vegas, NV, 89158	0.66	Name re-cased Phone missing area code State name converted to code Email lower-cased+1 more
ENR-140567	ENR	Keith F Cook	1995-04-28	UHC-79528-01	5753980093	9606 Broadway, Houston, TX, 77035	0.66	Name re-cased Phone reformatted SSN last four extracted Address re-cased+1 more
ENR-116751	ENR	Omar K Ortega	1966-08-02	UHC-37551-44	—	724 Washington St, San Antonio, TX, 78224	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-29510	PRV	Sandra M Scott	1974-11-01	—	4115808782	3389 Harbor Blvd, Las Vegas, NV, 89158	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102446	ENR	Lawrence Lawson	1978-12-11	UHC-42800-18	7248360934	5555 Ridge Rd, Houston, TX, 77061	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59801	TPA	Samantha Gibson	1977-09-18	—	—	8088 Washington St, San Diego, CA, 92153	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-134223	ENR	Rebecca Dunn	1945-09-20	UHC-28867-84	9863831536	3054 Harbor Blvd, Sacramento, CA, 95884	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115700	ENR	Kimberly Le	1994-11-24	UHC-58014-70	—	3232 Mountain View Dr, Dallas, TX, 75272	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-139803	ENR	Kayla Holmes	1952-10-16	UHC-86010-01	5686741220	7289 Canyon Rd, San Diego, CA, 92136	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123165	ENR	Helen Thomsa	1941-02-13	UHC-76001-68	4405197634	3663 Sage Ct, Tempe, AZ	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-113766	ENR	Stephen Z Murphy	1991-02-22	UHC-28556-77	8864165206	1338 Ocean Ave, Scottsdale, AZ, 85202	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-124435	ENR	Karen G Powell	1989-07-01	UHC-47200-22	9202871679	8531 Main St, Austin, TX, 78720	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423944	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110816	ENR	Sarah G Barnes	1992-05-16	UHC-17925-71	4673681744	8806 Sage Ct, Las Vegas, NV, 89134	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117279	ENR	Russell W Clark	1962-04-14	UHC-96670-18	—	4476 Lake View Rd, Scottsdale, AZ, 85205	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123467	ENR	Carolyn Y Howell	1960-09-04	UHC-69183-32	7482777118	6996 Main St, Scottsdale, AZ, 85251	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-103567	ENR	Timothy Vargas	1956-09-02	UHC-91471-01	7125048752	3151 Palm Dr, Glendale, AZ, 85389	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-117995	ENR	Debra B Gray	2007-11-16	UHC-68272-92	4949647229	2965 Park Pl, Houston, TX, 77098	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407112	CLM	Emma Tucker	1955-10-18	UHC-67045-13	3596116766	4116 Market St, Mesa, AZ, 85245	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-410058	CLM	Cheryl Carroll	1967-02-19	UHC-80042-98	6004780411	6440 Union St, San Antonio, TX, 78213	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-141706	ENR	Stephne Mitchell	1980-11-20	UHC-01206-78	7213938364	8311 Sunset Blvd, Minneapolis, MN, 55468	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-107422	ENR	Judith F Martin	1992-01-20	UHC-58715-49	—	3511 Sunset Blvd, Minneapolis, MN, 55413	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-414416	CLM	Roger Graham	1985-04-21	UHC-31502-30	—	8975 Sage Ct, Phoenix, AZ, 85046	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-405745	CLM	Margaret Bryant	1965-09-06	UHC-79598-73	—	1180 Union St, Houston, TX, 77099	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-111431	ENR	Mariana Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN, 37277	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-22651	PRV	Kathryn Tran	1970-07-24	—	6873848250	4838 Mountain View Dr, Tucson, AZ, 85754	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-420520	CLM	Judith Ford	1949-12-12	UHC-34094-33	—	4967 Cedar Ln, Chandler, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129539	ENR	Katherine B Baker	1950-11-19	UHC-60266-71	7576169300	1247 Indian School Rd, Miami, FL, 33128	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104372	ENR	Yuki N Dixon	2007-02-03	UHC-69074-57	3592165221	6973 Camelback Rd, Fresno, CA, 93722	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-21958	PRV	Gabriel Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-21197	PRV	Scott Long	1943-11-10	—	—	484 Willow Ct, Austin, TX, 78738	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-115114	ENR	Fetima Wilson	2001-08-07	UHC-87747-75	—	949 Highland Ave, Denver, CO, 80230	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
CLM-412313	CLM	Priya Warren	1987-11-26	UHC-51416-35	5596504206	9787 Park Pl, Glendale, AZ, 85331	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
TPA-52835	TPA	Kenneth Roberts	1977-01-07	UHC-87369-79	6313018862	2936 Hillcrest Rd, Chandler, AZ, 85268	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52761	TPA	Timothy Berry	1976-03-12	UHC-17139-84	—	422 Meadow Ln, Minneapolis, MN, 55414	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

9,084 rows, page 127 of 182Previous Next