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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108980	ENR	Cynthia Flores	1953-03-20	UHC-83094-82	—	7392 Pine Dr, Minneapolis, MN, 55481	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-127632	ENR	Sharon Y Burton	1955-05-27	UHC-21748-50	6674613291	5914 Baseline Rd, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110136	ENR	Logan O Campbell	1990-09-18	UHC-56514-20	8618049547	2944 Jefferson Ave, Eden Prairie, MN, 55384	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102857	ENR	Jack Jimenez	1965-07-22	UHC-31944-66	4194069170	1751 Apache Blvd, Tucson, AZ, 85725	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127252	ENR	Kelly Hicsk	1958-11-03	UHC-46966-74	5933118541	2724 Apache Blvd # 569, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Unit split from street State code upper-cased+2 more
ENR-138068	ENR	Kyle Hoowell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135470	ENR	Marilyn A Guerrero	1997-05-12	UHC-29798-32	9315663424	3267 Mesa Dr, Orlando, FL, 32804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130672	ENR	Doris R Welch	1975-10-26	UHC-03290-26	5157490853	67 Elm St, Charlotte, NC, 28213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126616	ENR	Keith I Gordon	1965-09-11	UHC-14722-66	3936293122	9536 Lake View Rd, Dallas, TX, 75240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122171	ENR	Jacob Y Little	1974-07-12	UHC-14867-13	6986938137	6323 Canyon Rd, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125192	ENR	Noah Ramos	1947-04-23	—	—	5404 Highland Ave, Orlando, FL, 32817	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113587	ENR	Donna O Hoffman	1998-08-07	UHC-23819-12	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105609	ENR	Beverly P Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd, Seattle, WA, 98189	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102418	ENR	Gary Walker	1999-02-04	UHC-30122-51	7853045209	2765 Camelback Rd, Charlotte, NC, 28252	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105862	ENR	Albert W Marquez	1955-08-14	UHC-90690-86	2672903013	8098 Union St Apt 35, Las Vegas, NV, 89166	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-109891	ENR	Bruce K Sanchez	1966-12-13	UHC-67947-39	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140523	ENR	Joe Z Castillo	2004-07-01	UHC-32471-33	2068476160	3407 Lincoln Way, Seattle, WA, 98139	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-127183	ENR	Patrick Murphy	1956-03-05	UHC-80947-87	4739219594	1182 Desert Sky Blvd, Houston, TX, 77009	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129332	ENR	Mary Dunn	2006-01-08	UHC-29729-74	5104349878	7093 Mountain View Dr, Tampa, FL, 33647	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105508	ENR	Joseph Gray	1954-08-06	UHC-42564-49	3444259461	907 Cedar Ln, Phoenix, AZ, 85044	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104629	ENR	Judith U Mitchell	1989-05-03	UHC-63511-75	3678072816	4147 Valley View Dr, Dallas, TX, 75227	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121043	ENR	Peter Padilla	1985-05-25	UHC-83367-14	7584433280	3373 Mountain View Dr, Phoenix, AZ, 85063	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-134275	ENR	Rick Ray	1989-11-19	UHC-30240-07	6454451229	2365 Mountain View Dr, Sacramento, CA, 95852	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105003	ENR	Yuki E Chavez	1950-05-21	UHC-73006-24	—	4998 Camelback Rd, Columbus, OH, 43233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134978	ENR	Abigail X Santiago	1947-05-18	UHC-93295-36	4923525911	2848 Apache Blvd, Scottsdale, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118960	ENR	Dennis E Jimenez	1966-06-08	UHC-68640-21	7964328831	6186 Canyon Rd, Sacramento, CA, 95839	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-114852	ENR	Caimla Perkins	1986-01-14	UHC-44220-72	8607602076	3532 Canyon Rd, Scottsdale, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134353	ENR	Ahmed B Jones	1950-12-10	UHC-24255-88	6799133691	8576 Valley View Dr, Jacksonville, FL, 32293	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-129355	ENR	Carolyn R McCcoy	1991-01-07	UHC-11754-06	2113200846	3201 Lincoln Way, Miami, FL, 33185	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-138951	ENR	Mary Welch	1952-07-09	UHC-11680-35	4967713497	5762 Lake View Rd, Miami, FL, 33140	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141112	ENR	Emma N Fields	1984-01-12	UHC-62616-12	—	5196 Central Ave, Chandler, AZ, 85254	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137991	ENR	Anna Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117570	ENR	Paul C Li	2002-09-16	UHC-71953-24	7343084534	1720 Market St, Seattle, WA, 98123	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126226	ENR	Judy Vasquez	—	UHC-36852-38	2642576583	1883 Mountain View Dr, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth missing Phone reformatted Gender normalised+2 more
ENR-105496	ENR	Ronald E Wagner	1982-09-03	UHC-58418-98	8454980399	6787 River Rd, Plano, TX, 75006	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124347	ENR	Alexander Porter	1964-05-26	UHC-44883-09	2322803488	5975 Pine Dr, Chandler, AZ, 85274	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110531	ENR	Danielle P Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-121067	ENR	Amanda Mendoza	1941-02-24	UHC-89922-24	4089422303	11 Bayshore Dr, Gilbert, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134640	ENR	Fatima P Munoz	1948-01-18	UHC-81574-44	8912550905	295 Harbor Blvd, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121591	ENR	Laura A Blakk	1958-12-07	UHC-92939-08	3702006820	3594 Washington St, Houston, TX, 77092	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140131	ENR	Keith N Ortiz	1984-04-10	UHC-37194-20	7607507428	4229 Palm Dr, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130554	ENR	Yang Z Hannah	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125782	ENR	George N Jenkins	1939-09-03	UHC-33895-29	4874346376	9245 Canyon Rd, Miami, FL, 33112	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-101666	ENR	Ann Lynch	1985-05-23	UHC-24420-08	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119050	ENR	David Simmons	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102964	ENR	Lucia U Espinoza	1971-11-16	UHC-13836-28	7917204690	2739 Union St, Columbus, OH, 43207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123964	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	7065390737	6566 Cedar Ln, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-123462	ENR	Sean L Castro	1973-07-25	UHC-78224-40	9756356992	9846 Bayshore Dr, Tampa, FL, 33672	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124416	ENR	Mei Cunningham	1985-07-19	UHC-58863-81	7817811924	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134996	ENR	Danielle J Hoffmen	1941-11-17	UHC-34761-94	6633641113	2951 Mountain View Dr, Phoenix, AZ, 85015	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more

7,326 rows, page 71 of 147Previous Next