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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118956	ENR	Julie W Ellis	1997-11-19	UHC-11000-88	8825647612	444 Baseline Rd, Charlotte, NC, 28247	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-104068	ENR	Arthur H Rice	2001-04-24	UHC-69841-73	3569054601	4593 Highland Ave, Nashville, TN, 37279	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26350	PRV	Nathan Martinez	1944-04-01	—	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426487	CLM	Roy T Henyr	1976-06-24	—	3563988381	256 Desert Sky Blvd, Plano, TX, 75054	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-137163	ENR	Meria Ward	1993-12-23	UHC-62524-86	3626981115	7942 Lincoln Way # 765, Plano, TX, 75034	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-60559	TPA	Danielle Adams	1970-01-15	UHC-49180-49	—	355 Hillcrest Rd, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-112177	ENR	Janice C Mendoza	1998-10-04	UHC-92266-25	4709141900	8684 Main St, Scottsdale, AZ, 85226	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-420042	CLM	Daniel Parker	1977-04-03	—	—	5608 Canyon Rd, Tucson, AZ, 85759	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120976	ENR	Donna Weber	1951-08-05	UHC-68630-22	—	3086 Sunset Blvd, Scottsdale, AZ, 85243	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-114589	ENR	Carol Thomas	1955-07-27	UHC-25221-32	5184709440	621 Apache Blvd, San Diego, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-55031	TPA	Angeela King	1988-12-23	UHC-91366-31	5689376706	6442 Main St, Mesa, AZ, 85269	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108765	ENR	Glorya Webb	1972-03-07	UHC-30941-79	2582221799	3557 Church St, Tempe, AZ, 85267	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412254	CLM	Michelle A Morales	1967-07-07	UHC-22339-48	6869383019	1321 Washington St, Chandler, AZ, 85278	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56957	TPA	Aaron Simpson	2005-05-22	—	6439817281	659 Washington St, Miami, FL, 33175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56958	TPA	Aaron Simpson	2005-05-22	—	6439817281	659 Washington St, Miami, FL, 33175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412352	CLM	Ann Morales	1982-03-06	UHC-02904-05	—	3142 Park Pl, Austin, TX, 78773	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420245	CLM	Ethan Boyd	1990-12-17	—	—	7978 Sage Ct, Atlanta, GA, 30372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400460	CLM	Julia Obrien	1940-01-03	—	—	497 Oak St, Gilbert, AZ, 85280	0.66	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+1 more
CLM-410577	CLM	Joyce Morrison	2008-07-04	UHC-87643-47	—	2570 Lake View Rd, Nashville, TN, 37262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104713	ENR	Betty O Johnson	1991-01-24	UHC-60892-14	4397933926	9343 Jefferson Ave, Atlanta, GA, 30356	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128827	ENR	Edward Sanchez	1951-09-13	UHC-11141-16	—	9732 Market St, Nashville, TN, 37268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased+1 more
ENR-112834	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-112833	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-431253	CLM	Kimberly O Hill	1945-12-18	—	7707482301	6792 Ocean Ave, Mesa, AZ, 85234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117440	ENR	Gary L Miller	1993-04-20	UHC-58590-92	—	4974 Union St, Miami, FL, 33144	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-100349	ENR	Jeremy Adams	1971-07-04	UHC-96734-62	3987907224	4817 Oak St, Austin, TX, 78775	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142175	ENR	Nuyen M Robert	2006-12-04	UHC-46294-99	3033169511	2915 Bayshore Dr, Orlando, FL, 32870	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-107470	ENR	Nancy I Soto	1975-04-23	UHC-36039-09	8143441145	1141 Canyon Rd, Miami, FL, 33130	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-127181	ENR	Brian S Parker	1976-11-10	UHC-72365-12	—	6467 Camelback Rd, Plano, TX, 75098	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-134042	ENR	Jason L Price	2004-01-17	UHC-96758-59	7195873258	9259 Jefferson Ave, Denver, CO, 80245	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55407	TPA	Alice Gomez	1942-11-04	—	—	6767 Baseline Rd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406768	CLM	Charlotte Sanchez	1979-02-14	UHC-10300-72	4773274381	6991 Desert Sky Blvd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-115553	ENR	Linda X Grene	1957-09-07	UHC-08876-28	7036979945	9371 Oak St, Eden Prairie, MN, 55303	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24211	PRV	Diana I Harris	1967-08-04	UHC-73519-32	3265260649	4392 Broadway, Fresno, CA, 93786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63880	TPA	Susan Welch	1983-01-10	—	—	6930 Cedar Ln, Minneapolis, MN, 55464	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425622	CLM	Edward Alvarado	1960-06-18	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60907	TPA	Joyce Sanders	1944-01-23	—	8209621459	9492 Ocean Ave, San Antonio, TX, 78278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-101791	ENR	Keyla W Rojas	1976-04-08	UHC-40844-52	4046509319	114 Baseline Rd, Sacramento, CA	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
TPA-61510	TPA	Wei Arnold	1976-05-23	UHC-93430-91	5936496455	9213 Pine Dr, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128188	ENR	Heen M Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Email lower-cased+1 more
ENR-140134	ENR	Tyler D Wagner	1974-04-01	UHC-13695-74	3567753034	2317 Camelback Rd, Chandler, AZ, 85226	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59930	TPA	Julie Ryan	2000-03-26	—	—	9125 Bayshore Dr, Gilbert, AZ, 85295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59821	TPA	Martha Dixon	1980-12-27	—	—	1052 Ocean Ave, Chandler, AZ, 85299	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-105041	ENR	Larry H Grant	1981-03-04	UHC-91481-73	7948664949	3030 Hillcrest Rd, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-58801	TPA	Gregory Wagner	1968-04-22	—	—	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118030	ENR	Ruth Ray	1961-08-07	UHC-60512-08	3609269663	8875 Main St, Sacramento, CA, 95850	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432058	CLM	Randy M Gonzalez	1951-05-02	—	7466478219	7743 Meadow Ln Apt 22, Denver, CO, 80213	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-62811	TPA	Harold Hall	1978-02-20	—	—	4518 Union St, Dallas, TX, 75298	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-405113	CLM	Nathan Soto	1986-07-23	UHC-40896-79	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-424132	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more

9,980 rows, page 106 of 200Previous Next