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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119871	ENR	Douglas A Lawrence	1961-12-18	UHC-50395-41	7222673098	2159 Mountain View Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-109266	ENR	Linda Hicks	2003-06-19	UHC-16514-54	7715267948	701 Central Ave, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132704	ENR	Joyce B James	1977-07-06	UHC-51158-02	3033980813	6288 Lake View Rd, Tampa, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-107488	ENR	Santiago A Mendoza	1939-10-25	UHC-87845-70	—	4106 Central Ave Apt 14, San Diego, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Email lower-cased+1 more
ENR-130261	ENR	Ryan P Silva	2006-05-12	UHC-55882-37	6147625750	676 Willow Ct, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141124	ENR	Jack N Jordan	1968-12-26	UHC-46514-85	—	7965 Washington St, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-122948	ENR	Larson Shirley	2002-03-01	UHC-40728-43	3777893684	3209 Washington St, Columbus, OH	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135986	ENR	Madison Castro	1947-09-03	UHC-09358-13	7763270107	5733 Ocean Ave, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132589	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-117663	ENR	Joseph C Tran	1948-01-21	UHC-70624-20	7583588954	5524 Oak St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-118501	ENR	Michelle Coleman	1969-08-14	UHC-46833-58	2194961882	3514 Ocean Ave, Nashville, TN	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-123341	ENR	Debra Anderson	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-102647	ENR	Aaron I Welch	1960-01-19	UHC-90955-29	6155092153	2218 Harbor Blvd, Tempe, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103815	ENR	Chistine Weaver	1986-04-05	UHC-97085-20	2374526083	9496 Lincoln Way, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-130529	ENR	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH	0.66	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-139916	ENR	Sareh U Clark	1968-08-03	UHC-90160-58	—	5050 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-135403	ENR	Timothy Q Cox	1989-02-22	UHC-59840-23	8706501739	5526 River Rd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127412	ENR	Joan R Meyer	1967-01-24	UHC-84985-16	7383295970	4967 Hillcrest Rd, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-102416	ENR	Catherine J Bishop	1967-10-17	UHC-74567-41	2628916417	513 Ocean Ave, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-121131	ENR	Aaron Lewis	1971-06-12	UHC-17278-60	5692278983	9083 Grand Ave, Seattle, WA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114467	ENR	Denie R Harper	1985-08-11	UHC-73184-07	4319335024	1619 Camelback Rd, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-106020	ENR	Nancy Castro	2005-10-27	UHC-89788-87	7674836600	340 Canyon Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-127513	ENR	Alex Chen	1988-08-11	UHC-61087-40	9235221940	5146 Apache Blvd, San Antonio, TX	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121962	ENR	Edward H Lawson	1982-04-04	UHC-29283-46	9775838497	8410 Apache Blvd, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-105677	ENR	Sofia Burke	1955-10-14	UHC-43403-52	6317163586	1637 Mountain View Dr, Glendale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-118245	ENR	Joyce F Reyes	2008-12-04	UHC-28639-46	5382203546	1156 Broadway, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-103830	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104978	ENR	Megan Fields	1972-03-26	UHC-47863-82	4396455390	3135 Mesa Dr, San Antonio, TX	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115193	ENR	Maria Patterson	1991-03-23	UHC-79144-41	—	8319 Bayshore Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127337	ENR	Anna N Reyes	1996-06-11	UHC-26722-38	5613191706	8428 Central Ave, Houston, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-112370	ENR	Deborah C Burke	2004-01-15	UHC-80344-90	2577482631	6650 Spring St, Nashville, TN	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-113699	ENR	Adrew O Ward	1990-04-28	UHC-57823-65	3997085657	9830 Maple Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137081	ENR	Thomas Laura	—	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
ENR-118841	ENR	Nancy Daniels	1969-03-01	UHC-33110-86	3697514988	7100 Highland Ave, Phoenix, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103172	ENR	Brandon Rivera	—	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ	0.66	Date of birth reformatted Date of birth unreadable ZIP missing Whitespace trimmed+1 more
ENR-120901	ENR	Yuki C Oliver	2004-09-14	UHC-01996-12	3858687069	3917 Bayshore Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-117901	ENR	Yuki Moreon	1965-09-11	UHC-18359-83	—	851 Market St, Plano, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-131850	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-131851	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-127724	ENR	Denise C Gordon	1972-10-09	UHC-08598-17	4502568458	8053 Cedar Ln, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106983	ENR	Olivia P Cox	1958-07-16	UHC-53008-24	9579960055	8025 Maple Ave # 317, Fresno, CA	0.66	Name re-cased Unit split from street ZIP missing Email lower-cased+1 more
ENR-108590	ENR	Maria Sandoval	1938-05-09	UHC-69641-21	4848918726	7066 Sunset Blvd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103606	ENR	Roy Gilbert	2004-04-09	UHC-34998-46	3947330805	4631 Spring St, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137693	ENR	Janice Perkins	1959-08-26	UHC-04977-71	5982902949	2707 Lincoln Way, Sacramento, CA	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
ENR-123165	ENR	Helen Thomsa	1941-02-13	UHC-76001-68	4405197634	3663 Sage Ct, Tempe, AZ	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-126998	ENR	Bradley J Foster	1992-10-12	UHC-61179-72	3692183356	7079 Washington St, Los Angeles, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111001	ENR	Gloria G Le	1940-08-28	UHC-26291-93	—	1542 Highland Ave, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-118937	ENR	Abigail Z Griffin	1998-10-20	UHC-96170-84	4539768681	7618 Ridge Rd, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113958	ENR	Bryan Gonzzales	1962-12-13	UHC-64837-64	8196102698	6016 Market St, Tampa, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-125573	ENR	Johnny S Warren	1944-05-13	UHC-88283-73	3683154755	3903 Sage Ct, Tampa, FL	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

3,340 rows, page 46 of 67Previous Next