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 “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-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
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
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
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
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
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
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
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
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
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
ENR-121539	ENR	Janice L Carlsun	1973-10-08	UHC-74794-89	2506697187	6435 Highland Ave, Fresno, CA, 93784	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131305	ENR	Sara Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111598	ENR	Larry U Shaw	1964-12-18	UHC-20579-77	—	5306 Desert Sky Blvd, Sacramento, CA, 95801	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-105982	ENR	James B Brooks	1955-06-16	UHC-89968-28	7125387893	2383 Grand Ave, Sacramento, CA, 95863	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105983	ENR	James B Brooks	1955-06-16	UHC-89968-28	7125387893	2383 Grand Ave, Sacramento, CA, 95863	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129972	ENR	Carolyn Cole	1970-01-18	UHC-93389-67	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-125791	ENR	Benjamin N Walalce	1965-01-20	UHC-50637-29	4203888934	4079 Camelback Rd, Houston, TX, 77027	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-138276	ENR	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138275	ENR	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118693	ENR	Juan Gutierrez	1975-02-27	UHC-97030-07	7099134689	4751 Washington St, Las Vegas, NV, 89139	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133972	ENR	Kevin H Ortega	1950-11-09	UHC-38146-61	2147358823	7358 Oak St, Houston, TX, 77057	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-139717	ENR	Jean R Knight	1961-04-01	UHC-93730-39	—	9744 Jefferson Ave, Fresno, CA, 93744	0.66	Phone missing area code City re-cased State name converted to code Whitespace trimmed+1 more
ENR-120209	ENR	Elijah T Morgan	1938-01-24	UHC-00837-05	2615305850	7632 Market St, Fresno, CA, 93716	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122307	ENR	Aaron Kellly	1985-01-19	UHC-88625-20	5232276024	9606 Ridge Rd, San Antonio, TX, 78284	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100289	ENR	Bobby Q Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117135	ENR	Camila Warren	1962-09-28	UHC-48291-74	7869756304	7309 Bayshore Dr, Plano, TX, 75069	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101684	ENR	Jefrfey Owens	1957-04-11	UHC-98020-91	—	3213 Spring St, Denver, CO, 80217	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-118447	ENR	Christina Larson	1995-09-26	UHC-33882-58	3112170105	7029 Market St, Las Vegas, NV, 89190	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138135	ENR	Samantha Olson	1984-12-04	UHC-51312-28	8247528999	2488 Elm St, Jacksonville, FL, 32227	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122379	ENR	Madison Taylor	1957-06-12	UHC-49436-32	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113377	ENR	Joseph Hart	1947-07-27	UHC-17351-28	2244870548	3266 Meadow Ln, Seattle, WA, 98123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108420	ENR	Priya Long	1963-10-20	UHC-81049-33	6912119338	8124 Lincoln Way, Dallas, TX, 75239	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-137169	ENR	Jean Nguyen	2004-10-16	UHC-14637-80	5423653909	669 Pine Dr, Sacramento, CA, 95818	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113387	ENR	Douglas Cole	1958-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113388	ENR	Douglas Cole	1958-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105543	ENR	Anthony Burton	1974-03-27	UHC-92184-55	—	7992 Valley View Dr, Nashville, TN, 37244	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
ENR-137692	ENR	Ethan S Butler	1958-01-03	UHC-86946-59	2552516678	4299 Forest Ave # 322, Columbus, OH, 43284	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more

4,296 rows, page 61 of 86Previous Next