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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131219	ENR	Joyce Soto	1969-09-28	UHC-82816-39	2025397940	3811 Church St, Atlanta, GA, 30343	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-109592	ENR	Hannah Jones	2000-02-05	UHC-26292-77	7187191921	5927 Ocean Ave, Orlando, FL, 32876	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
ENR-127738	ENR	Nancy Stone	1969-05-05	UHC-66081-42	3677763830	1681 Lincoln Way, San Diego, CA, 92108	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-129877	ENR	Joshua Dominguez	1988-11-04	UHC-51478-26	7512439710	9333 Park Pl, Houston, TX, 77003	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-113808	ENR	Lcuia H Watson	1976-09-28	UHC-44470-52	5326763495	2545 Oak St, Tempe, AZ, 85265	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-104440	ENR	Eric Y Ruiz	1948-02-07	UHC-31284-12	5149888208	1360 Central Ave, Tempe, AZ, 85266	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
ENR-106806	ENR	Joe X Cook	1938-06-26	UHC-94709-46	2326445840	8840 Elm St, Dallas, TX, 75206	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-142597	ENR	Judith Holmes	1952-06-06	UHC-33630-68	2454698507	6493 Cedar Ln, Scottsdale, AZ, 85232	0.92	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased
ENR-119206	ENR	Denise D Roberts	1971-02-15	UHC-19669-31	—	5505 Canyon Rd, Scottsdale, AZ, 85221	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-100551	ENR	Mary Lucas	1972-07-10	UHC-34435-37	8554937649	6062 Harbor Blvd, San Diego, CA, 92182	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-120310	ENR	Helen Castillo	1951-10-10	UHC-71213-07	5209349389	4757 Highland Ave, Los Angeles, CA, 90010	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-136220	ENR	Arthur Guzman	1986-01-21	UHC-02026-85	4902623653	8313 Canyon Rd, Scottsdale, AZ, 85297	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-110793	ENR	Sam E Marquez	1994-03-08	UHC-49046-39	3935228445	9145 Cedar Ln, Phoenix, AZ, 85032	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-137316	ENR	Dennis Y Parker	1962-03-23	UHC-08830-61	7423816539	191 Cedar Ln, Tempe, AZ, 85299	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-126780	ENR	Albert Moreno	1998-07-11	UHC-64022-98	3826316336	3753 Palm Dr, Plano, TX, 75025	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-125831	ENR	Michael J Mitchell	1971-01-19	UHC-29759-87	2068841797	6284 Washington St, Nashville, TN, 37288	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-136719	ENR	Deborah Ray	1944-02-03	UHC-55168-60	7986907373	596 Indian School Rd, Sacramento, CA, 95884	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-136969	ENR	Victoria Ramirez	1987-10-14	UHC-23414-82	4828457852	3413 Desert Sky Blvd, Mesa, AZ, 85267	0.92	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed
ENR-109151	ENR	Gregory Campbell	1943-10-06	UHC-08567-09	—	5886 Forest Ave, Charlotte, NC, 28287	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-110849	ENR	Nicholas Williamson	1985-07-06	UHC-32853-11	—	4949 Canyon Rd, Minneapolis, MN, 55472	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-142436	ENR	Bryan Kennedy	1979-03-13	UHC-75628-97	7864677770	1527 Maple Ave, Tampa, FL, 33687	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-130635	ENR	Mariana Campbell	1992-06-07	UHC-52447-06	4639530818	3807 Hillcrest Rd, Seattle, WA, 98193	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-101129	ENR	Scott E Alexander	1938-02-10	UHC-45983-33	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-108374	ENR	David A Mason	1950-05-02	UHC-68814-53	2373072608	9414 Elm St, Nashville, TN, 37234	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-125656	ENR	Albert U Park	2006-06-08	UHC-40288-97	—	7915 Sunset Blvd, Seattle, WA, 98128	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-114141	ENR	Charlotte Little	1977-08-05	UHC-17946-91	9426661784	2244 Canyon Rd, Denver, CO, 80213	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-117486	ENR	Martha B Campbell	1939-01-15	UHC-30282-20	4762731071	4725 Highland Ave, Plano, TX, 75075	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
ENR-103659	ENR	Gerald Li	1954-12-24	UHC-76640-91	7913213625	7477 River Rd, Jacksonville, FL, 32264	0.92	Name re-cased Date of birth reformatted City re-cased Email lower-cased
ENR-105420	ENR	Ralph E Pierce	1979-03-18	UHC-14332-62	5542928664	1005 Broadway, Gilbert, AZ, 85278	0.92	Member ID reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-129003	ENR	Pamela Lucas	1970-12-01	UHC-69945-87	2927828982	5302 Mesa Dr, Orlando, FL, 32874	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-115889	ENR	Bradley I Armstrong	1938-10-22	UHC-76772-44	8344469237	9526 Park Pl, Minneapolis, MN, 55429	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-116927	ENR	Melissa W Stevens	1949-06-15	UHC-84136-34	2662860366	6586 Valley View Dr, Miami, FL, 33158	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-102564	ENR	Vincent Salazar	1995-11-20	UHC-71244-09	8403656368	1012 Union St, Tucson, AZ, 85712	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-138220	ENR	Hannah Burns	1965-07-13	UHC-22094-17	3755812646	4611 Forest Ave, Scottsdale, AZ, 85277	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-103014	ENR	Ralph Woods	1967-07-26	UHC-78850-61	—	6887 Spring St, Tampa, FL, 33671	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-132325	ENR	Christine H Jensen	1948-08-09	UHC-15768-95	6652951829	1765 Mesa Dr, Minneapolis, MN, 55462	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-126819	ENR	Brittany V Nichols	1984-08-18	UHC-42580-56	6863678202	4311 Sage Ct, Eden Prairie, MN, 55357	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-139055	ENR	Angela Q Palmer	1939-10-26	UHC-10991-94	6237582773	1389 Indian School Rd, Atlanta, GA, 30363	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-111124	ENR	Mei E Wallace	1956-12-21	UHC-83382-72	3827610724	6717 Pine Dr, Eden Prairie, MN, 55375	0.92	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased
ENR-125535	ENR	Shirley Gutierrez	1958-08-13	UHC-95109-52	3608963553	2473 Willow Ct, San Antonio, TX, 78276	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-104760	ENR	Michelle J Perkins	1962-12-16	UHC-72207-33	8898278125	7224 Lake View Rd, Tampa, FL, 33672	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
ENR-141407	ENR	Sophia R Gonzales	1944-04-12	UHC-28713-62	9093207163	9811 Ocean Ave, Minneapolis, MN, 55454	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-135451	ENR	Megan B Grant	1953-01-22	UHC-51192-01	6583575003	9586 Forest Ave, Glendale, AZ, 85306	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-100553	ENR	Ahmed Fuller	1954-06-19	UHC-29377-25	3672379714	5633 Apache Blvd, Denver, CO, 80202	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-106789	ENR	Willie S Lucas	1981-04-02	UHC-42851-65	4033989050	3884 Palm Dr, Jacksonville, FL, 32294	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-126328	ENR	Joseph Carroll	1970-10-05	UHC-92686-44	3109269965	56 River Rd, Scottsdale, AZ, 85218	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-115271	ENR	Austin Morales	1992-04-08	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-138575	ENR	Camila Franklin	1979-11-17	UHC-02351-86	4194871252	5533 Main St, San Diego, CA, 92122	0.92	Name re-cased City re-cased Plan code upper-cased Placeholder values cleared
ENR-117354	ENR	Ana L Boyd	1955-12-23	UHC-37481-63	5415505976	8426 Central Ave, Mesa, AZ, 85295	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-136497	ENR	Patricia Z Lawson	1963-01-04	UHC-61632-44	9155266047	2289 Broadway, San Antonio, TX, 78251	0.92	Name re-cased Date of birth reformatted Member ID reformatted City re-cased

8,423 rows, page 154 of 169Previous Next