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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113549	ENR	Judy Castillo	1984-08-08	UHC-07136-97	8293027152	8966 Mountain View Dr, Sacramento, CA, 95851	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-104948	ENR	Raymond Coleman	1995-03-15	—	6698697619	62 Park Pl # 531, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-121471	ENR	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137773	ENR	Mari Harper	1995-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118913	ENR	Luis O Gonzales	1982-04-25	UHC-99048-06	3785454724	3613 Palm Dr, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-129327	ENR	Pamela K Grant	1961-09-13	UHC-80809-65	8833087580	2444 Ocean Ave, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-125342	ENR	Abigail Z Dunn	2003-03-04	UHC-61964-15	4093958781	2360 Central Ave, Gilbert, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-103807	ENR	Ruth Washington	2000-01-01	UHC-31281-40	2494934431	5227 Church St, Chandler, AZ, 85270	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125440	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125441	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134453	ENR	Pamela N Reid	1986-07-06	UHC-83233-52	8305038199	8710 Sunset Blvd, Houston, TX, 77018	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102556	ENR	Stephanie W Berry	1945-05-06	UHC-73453-17	6064404132	7425 Main St, Tucson, AZ, 85748	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123734	ENR	Madison A Salazar	1984-11-24	UHC-03727-81	7146505589	1081 Pine Dr Apt 37, Tempe, AZ, 85220	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132585	ENR	Fisher W Richard	1985-02-10	UHC-65367-33	9437709425	6523 Pine Dr, San Antonio, TX, 78263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123130	ENR	Jessica Daniels	1995-04-13	UHC-65761-03	8668036594	5520 Broadway, Columbus, OH, 43254	0.64	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
ENR-131001	ENR	Alexis V Brown	2000-11-14	UHC-94763-21	4445339038	17 Harbor Blvd, Miami, FL, 33101	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134006	ENR	Victoria T Ortiz	1974-01-26	UHC-94538-28	4844674215	6449 River Rd, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123851	ENR	Patrick Ortega	1990-09-09	UHC-60327-76	8315654725	3527 Canyon Rd, Atlanta, GA, 30306	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138141	ENR	Yuki O Maldonado	1980-05-26	UHC-77154-60	6806785902	2304 Highland Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121271	ENR	George L McDonald	1964-02-21	UHC-58005-15	3299464262	1075 Cedar Ln, Los Angeles, CA, 90054	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-136861	ENR	Lauren Dunn	1950-02-24	UHC-63768-04	2038910625	5143 Meadow Ln, Las Vegas, NV, 89119	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116157	ENR	Justin Padilla	1991-01-05	UHC-89279-40	8173599085	822 Highland Ave, Jacksonville, FL, 32282	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107064	ENR	Anthony Ryan	1984-06-28	UHC-95677-68	4217189564	4877 Mesa Dr, Atlanta, GA, 30369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124975	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110230	ENR	Scott L Cooper	2008-02-08	UHC-57705-65	6823677988	9015 Church St, Glendale, AZ, 85352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142757	ENR	Stephanie Chavez	1970-03-23	UHC-83352-41	3688409123	5318 Pine Dr, Sacramento, CA, 95895	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131279	ENR	Albert Garrett	1982-08-01	UHC-12932-13	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140564	ENR	George Sullivan	2002-08-26	UHC-30278-64	6616920200	5922 Cedar Ln, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138227	ENR	DianeJunk	1969-02-17	UHC-96344-93	9222430790	8022 Apache Blvd, San Antonio, TX, 78276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107315	ENR	Albert Mason	1953-03-14	UHC-72233-68	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103058	ENR	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131641	ENR	Laura Z Le	2000-07-01	UHC-06151-92	7165467535	7993 Forest Ave, Charlotte, NC, 28293	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128157	ENR	Danielle Y Yang	1982-07-16	UHC-14336-24	4403069991	9457 Cedar Ln, Gilbert, AZ, 85256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130534	ENR	Cynthia Luna	1962-05-06	UHC-52161-93	9673933823	8928 Oak St, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115794	ENR	Aam Jacobs	1956-07-03	—	7529918001	2921 Mesa Dr, Phoenix, AZ, 85010	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116009	ENR	Nancy Lewis	1984-11-14	UHC-97623-93	2995272899	6223 Valley View Dr, Austin, TX, 78732	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120624	ENR	Vincent T Crawford	1963-08-06	UHC-57217-84	2935395650	2574 Oak St, Charlotte, NC, 28234	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104945	ENR	Willie Lewrence	1981-01-26	UHC-44326-19	4362489205	2641 Forest Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113518	ENR	Mark Owens	1946-08-06	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131401	ENR	Nick Vazquez	2005-01-20	UHC-34985-59	7379943526	9021 Valley View Dr, Columbus, OH, 43257	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118671	ENR	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-139137	ENR	Arthur K Rivera	1979-06-17	UHC-96827-66	7894735637	8110 Oak St Apt 10, Eden Prairie, MN, 55319	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114223	ENR	Emily Q Robnson	1943-07-14	UHC-82354-80	2897454739	4500 Mesa Dr, Tucson, AZ, 85737	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121224	ENR	Btety F McCoy	1946-02-21	UHC-82664-27	3772547425	8162 Elm St, Seattle, WA, 98119	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139133	ENR	Alexys M Lewis	1957-09-08	UHC-96321-26	9232407930	6090 Oak St # 550, Orlando, FL, 32839	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129371	ENR	Stephanie X Pamler	1987-10-22	UHC-89086-16	7517468238	3874 Elm St, Gilbert, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133762	ENR	Christine Wagner	1989-02-28	UHC-57021-61	7466806351	5020 Sunset Blvd, Plano, TX, 75048	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114020	ENR	Thomas Q Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd Apt 35, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117258	ENR	Zachary Davis	1966-03-11	UHC-82082-90	7477106789	7348 Mountain View Dr, Los Angeles, CA, 90045	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132147	ENR	Gerald F Walsh	1992-12-12	UHC-26959-99	5344482132	4133 Forest Ave, Las Vegas, NV, 89126	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 151 of 564Previous Next