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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135746	ENR	Kyle Myers	1982-10-21	UHC-86503-69	8117354532	2974 Ridge Rd, Mesa, AZ, 85211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142658	ENR	Laura Torres	1972-04-11	UHC-50103-28	—	3253 Willow Ct, Columbus, OH, 43286	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132832	ENR	Hiroshi J Carter	1967-11-03	UHC-65778-19	3579257462	5104 Ocean Ave, Denver, CO, 80296	0.76	Name re-cased Street suffix standardised Address re-cased City 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-130250	ENR	Gloria Dominguez	1971-02-23	UHC-01497-69	4503073675	4740 Palm Dr, Columbus, OH, 43235	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116498	ENR	Noah Riley	1991-07-13	UHC-66572-58	3923017100	5978 Mountain View Dr, Plano, TX, 75073	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-108871	ENR	Diana Estrada	1996-11-10	UHC-89971-19	5762514278	2583 Harbor Blvd, Eden Prairie, MN, 55397	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-101326	ENR	Kelly Larson	1965-10-25	UHC-45653-04	8229095647	3092 Washington St, Chandler, AZ, 85221	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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-114663	ENR	Justin J Mason	2002-01-09	UHC-94839-47	7604226272	8634 Sunset Blvd, Dallas, TX, 75222	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118644	ENR	Sharon T Reyes	2000-02-24	UHC-21583-90	3753305640	632 Valley View Dr, Columbus, OH, 43234	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-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-102081	ENR	Sophia Chavez	1947-09-28	UHC-76734-22	7273246642	9006 Lake View Rd, Atlanta, GA, 30302	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102082	ENR	Sophia Chavez	1947-09-28	UHC-76734-22	7273246642	9006 Lake View Rd, Atlanta, GA, 30302	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+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-105029	ENR	Hiroshi Dominguez	1942-06-23	UHC-02224-53	8594602517	9789 Central Ave, Orlando, FL, 32850	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128555	ENR	Daniel Brooks	1987-01-01	UHC-14086-28	7997001733	5261 Ridge Rd, Fresno, CA, 93749	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125139	ENR	Wayne Lopez	1988-09-08	UHC-44726-52	4846326261	1771 Canyon Rd, Jacksonville, FL, 32218	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141244	ENR	Russell Y Park	1978-09-19	UHC-27001-48	9882780145	1286 Hillcrest Rd, Dallas, TX, 75273	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-112073	ENR	Benjamin A McCoy	2008-07-01	UHC-82674-65	5472239382	8932 Cedar Ln, Nashville, TN, 37242	0.76	Name re-cased Phone 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-132673	ENR	Ralph Q Wright	1942-07-13	UHC-37104-79	4634817600	9787 River Rd, Phoenix, AZ, 85064	0.76	Name re-cased Phone 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-118571	ENR	Stephen Evans	1941-07-16	UHC-92118-02	5667832046	539 Indian School Rd, Houston, TX, 77016	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-119108	ENR	Janiice M Henry	2003-05-27	UHC-41645-82	3229419839	4920 Ocean Ave, Miami, FL, 33190	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-117080	ENR	Daniel K Wells	1938-02-07	UHC-14269-10	2513591301	3242 Meadow Ln, Sacramento, CA, 95862	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-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-142461	ENR	Benjamin Walker	1995-12-12	UHC-70830-99	5879180816	4431 Union St, Jacksonville, FL, 32254	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102372	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	3459145090	728 Central Ave, Chandler, AZ, 85268	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
ENR-125298	ENR	Sophia Wallace	1969-07-06	UHC-32491-14	7528944759	80 Forest Ave, Chandler, AZ, 85243	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132777	ENR	Richard Woods	1946-05-15	UHC-61672-53	6999057988	331 Maple Ave, Tempe, AZ, 85248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131665	ENR	Ashley J Ortega	2007-06-20	UHC-13854-74	6024247449	1726 Grand Ave, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119700	ENR	Christina I Wang	1979-11-10	UHC-22481-21	2495648545	8351 Pine Dr, Gilbert, AZ, 85228	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-135646	ENR	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd, Las Vegas, NV, 89154	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104363	ENR	Diana A King	2000-01-26	UHC-18540-14	5739666934	4599 Elm St, Jacksonville, FL, 32244	0.76	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-127595	ENR	Diana Franklin	1955-07-10	UHC-19532-64	8952413700	8567 Ridge Rd, San Diego, CA, 92148	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114705	ENR	Russell Burton	1952-02-17	UHC-01623-59	9828603412	3838 Oak St, Scottsdale, AZ, 85244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117824	ENR	Hananh C Day	1991-08-23	UHC-89666-89	2932364050	914 Indian School Rd, Minneapolis, MN, 55469	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 167 of 339Previous Next