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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126036	ENR	Kathryn S Payne	1963-06-10	UHC-68837-89	7187472042	3681 Main St, Atlanta, GA, 30317	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116936	ENR	Tyler J Barnes	1950-09-02	UHC-07520-05	8109063689	2150 Indian School Rd, Seattle, WA, 98177	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125683	ENR	Mason I Bowman	1979-05-22	UHC-07066-33	4417486036	5011 Spring St, Fresno, CA, 93724	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-125684	ENR	Mason I Bowman	1979-05-22	UHC-07066-33	4417486036	5011 Spring St, Fresno, CA, 93724	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-128412	ENR	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd, Minneapolis, MN, 55495	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137005	ENR	Jacqueline M Jacckson	1952-07-07	UHC-10320-15	6553373931	593 Sunset Blvd, Jacksonville, FL, 32219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122083	ENR	Mei Cox	1967-10-14	UHC-89027-61	3287756083	6181 Indian School Rd, Sacramento, CA, 95806	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139783	ENR	Cynthia B Lopez	1988-04-24	UHC-82886-31	8703083589	6647 Union St, Plano, TX, 75070	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127575	ENR	Omar Z Rios	1997-02-17	UHC-74123-52	6843994057	7637 Union St, Phoenix, AZ, 85033	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116357	ENR	Marta E Jaes	1995-10-20	UHC-42778-78	—	3614 Camelback Rd, Sacramento, CA, 95862	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141808	ENR	Peter S Alexander	1961-05-20	UHC-95104-59	3987697238	6695 Market St, Orlando, FL, 32821	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106669	ENR	William Ross	1984-03-20	UHC-56163-74	3517753659	9411 Hillcrest Rd, Tampa, FL, 33647	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111746	ENR	Eugene Wright	1990-03-16	UHC-19030-30	3852988033	7073 Elm St, Las Vegas, NV, 89157	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116897	ENR	Jesse Lopez	1970-12-28	UHC-05354-37	9427697990	5274 Mountain View Dr, Tucson, AZ, 85737	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-124111	ENR	Brittany M Jensen	1944-03-11	UHC-79140-14	2686703365	4147 Forest Ave, Minneapolis, MN, 55476	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113653	ENR	Ryan S Lee	1954-03-19	UHC-00591-94	8004929199	3536 Market St, Phoenix, AZ, 85003	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-130582	ENR	Matthew Bradley	1974-06-22	UHC-67838-83	4776024405	8537 Baseline Rd, Glendale, AZ, 85300	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132759	ENR	Kyle Miller	1972-10-17	UHC-06290-50	2157418181	436 Union St, Minneapolis, MN, 55458	0.76	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-109092	ENR	Scott Gilbert	1956-12-14	UHC-58142-35	4676722811	9301 Valley View Dr, Chandler, AZ, 85204	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107332	ENR	Roy Franklin	1957-05-03	UHC-13459-98	3447196658	2596 Park Pl, Phoenix, AZ, 85035	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122992	ENR	Pamela Chavez	1999-06-02	UHC-25086-59	8622608380	3249 Forest Ave, Dallas, TX, 75284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138526	ENR	Christian Q Lane	1977-09-16	UHC-80877-08	3742011782	4761 Ocean Ave, Scottsdale, AZ, 85270	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112324	ENR	Heather P Vargas	2004-10-14	UHC-46929-91	5289595041	4373 Main St, Atlanta, GA, 30336	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101548	ENR	Sandra Z George	1939-07-26	—	6396667723	7414 Cedar Ln, Chandler, AZ, 85287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138075	ENR	Stephen E Fuller	1966-02-27	UHC-14276-03	5912434363	3178 Valley View Dr, San Antonio, TX, 78223	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133153	ENR	Evelyn Adams	2004-01-19	UHC-78739-98	3709987297	9199 Broadway, Orlando, FL, 32869	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-135565	ENR	Nathan Cunningham	—	UHC-50761-20	—	3407 Sunset Blvd, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+2 more
ENR-101856	ENR	Debra Lawson	2001-04-13	UHC-41075-73	2994987521	3889 Park Pl Apt 8, Atlanta, GA, 30308	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-123520	ENR	Benjamin Taylor	2001-12-08	UHC-67866-65	9405908262	6565 Cedar Ln, Las Vegas, NV, 89175	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129416	ENR	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	4892 Union St, Mesa, AZ, 85218	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129417	ENR	Christina L Dominguez	1987-03-17	UHC-73710-24	5978094287	4892 Union St, Mesa, AZ, 85218	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131098	ENR	Gloria Miller	1950-12-10	UHC-97733-79	7708401543	58 Forest Ave, Plano, TX, 75023	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135373	ENR	Hannah Gilbert	1994-05-15	UHC-61909-96	—	1717 Park Pl, Columbus, OH, 43218	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111457	ENR	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd # 987, Fresno, CA, 93789	0.76	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-102193	ENR	Danielle X Turner	1993-07-15	UHC-77234-39	—	1754 Market St, Tucson, AZ, 85738	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136563	ENR	Mei V Barnes	1983-09-01	UHC-41645-34	7215193332	9240 Baseline Rd, Phoenix, AZ, 85012	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-131132	ENR	Grace N Duncan	1945-12-06	UHC-21312-57	8236672911	4799 Broadway, Dallas, TX, 75297	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-142044	ENR	Randy I Hunt	1963-09-26	UHC-19286-69	5384306386	2372 Palm Dr, Denver, CO, 80214	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116924	ENR	Donna F Le	1965-02-06	UHC-38557-93	3839133452	3414 River Rd, Columbus, OH, 43244	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130759	ENR	Mariana Martinez	1974-02-25	UHC-91751-31	4526045419	29 Sage Ct, San Antonio, TX, 78274	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141128	ENR	Johnson Y Anthony	1971-04-18	UHC-16632-57	7723639686	4106 Cedar Ln, Eden Prairie, MN, 55341	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-128735	ENR	Maria J Wellls	2005-07-01	UHC-83588-76	5318586325	2693 Highland Ave, Eden Prairie, MN, 55364	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129444	ENR	Emma C McDonald	1986-06-13	UHC-14703-77	4262966586	7127 Meadow Ln, Tempe, AZ, 85285	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108578	ENR	Teresa B Garcia	1961-05-05	—	3865890680	6577 Grand Ave, Plano, TX, 75061	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139229	ENR	Melissa O Soto	1979-06-25	UHC-47899-58	2323469411	4356 Jefferson Ave, Fresno, CA, 93723	0.76	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-106193	ENR	Kayla Q Shaw	1974-05-11	UHC-01484-50	9503753618	9289 Central Ave, Fresno, CA, 93799	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116525	ENR	Jordan N Burton	1994-05-09	UHC-01579-36	2104226562	9072 Forest Ave Apt 8, Las Vegas, NV, 89101	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-134414	ENR	Camila Green	1991-08-15	UHC-53157-96	6295649368	8860 Willow Ct, Phoenix, AZ, 85067	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127650	ENR	Murphy Jordan	1986-12-16	UHC-04857-22	9374587240	621 Indian School Rd, Gilbert, AZ, 85230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141467	ENR	Maria D Kennedy	2008-07-25	UHC-43419-49	—	5646 Maple Ave, San Antonio, TX, 78264	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 142 of 280Previous Next