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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132992	ENR	Paul Lee	1963-01-17	UHC-95741-07	7956322109	129 Canyon Rd, Dallas, TX, 75244	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-57516	TPA	Angela Chapman	1946-03-12	—	—	8366 Bayshore Dr, Denver, CO, 80247	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-129632	ENR	Jacqueline Flores	1974-06-19	UHC-20775-72	6676841267	8905 Washington St, San Diego, CA, 92173	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-106442	ENR	Gary P Burton	1989-01-22	UHC-41264-81	3255307505	4869 Church St, Gilbert, AZ, 85252	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-106443	ENR	Gary P Burton	1989-01-22	UHC-41264-81	3255307505	4869 Church St, Gilbert, AZ, 85252	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-115564	ENR	Donald Soto	1959-11-02	UHC-45288-97	6379378398	5142 Union St, Atlanta, GA, 30385	0.76	Name re-cased City re-cased State code upper-cased Gender normalised+2 more
ENR-120125	ENR	Albert W Richardds	1994-01-03	UHC-91600-43	—	3265 Church St, Chandler, AZ, 85246	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-130641	ENR	Christian A Kelley	2008-11-28	UHC-69731-27	9527336216	2826 Union St, Columbus, OH, 43245	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-431365	CLM	Bruce Powell	1978-03-13	UHC-34913-07	4579683850	5287 Broadway, Phoenix, AZ, 85045	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
PRV-22902	PRV	Austin Domynguez	1954-04-10	—	—	7136 Cedar Ln, Tampa, FL, 33601	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-106764	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct, Houston, TX, 77074	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115591	ENR	Vincent J Jones	1975-09-01	UHC-15101-05	6867719626	3540 Jefferson Ave, Nashville, TN, 37295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426404	CLM	Santiago Alvarado	1998-06-16	UHC-29527-53	—	2880 Indian School Rd, Phoenix, AZ, 85007	0.76	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
ENR-119920	ENR	Margaret Cox	1995-02-01	UHC-24171-72	7206292101	1971 Spring St, Charlotte, NC, 28277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429257	CLM	Isabella Jordan	1988-09-27	UHC-55243-09	—	4855 Spring St, Phoenix, AZ, 85093	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-427866	CLM	Jacqueline Young	1990-01-01	UHC-68305-08	—	5721 Valley View Dr, Gilbert, AZ, 85223	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-119444	ENR	Abigail Q Schultz	2005-12-14	UHC-61086-64	5522761147	2337 River Rd, Chandler, AZ, 85232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119443	ENR	Abigail Q Schultz	2005-12-14	UHC-61086-64	5522761147	2337 River Rd, Chandler, AZ, 85232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134509	ENR	Roy R Cmapbell	1964-04-11	UHC-48894-76	9865391190	789 Apache Blvd, Tucson, AZ, 85741	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24212	PRV	Jason Ortega	1941-09-03	UHC-52395-15	—	8529 Indian School Rd, Seattle, WA, 98166	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28050	PRV	Maria W Munoz	1966-03-01	—	5747756207	8893 Sage Ct, Minneapolis, MN, 55424	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107920	ENR	Kevin T Burns	1945-01-23	UHC-26556-29	4058201460	9716 Union St, Columbus, OH, 43206	0.76	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-105759	ENR	Jaet Harris	1958-04-17	UHC-34545-51	8864401179	8158 Highland Ave, Tucson, AZ, 85726	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105758	ENR	Jaet Harris	1958-04-17	UHC-34545-51	8864401179	8158 Highland Ave, Tucson, AZ, 85726	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430308	CLM	Payne C Terry	2007-04-07	UHC-95731-30	7303294495	1535 Apache Blvd, Atlanta, GA, 30323	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
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-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
CLM-407476	CLM	Sara Reyas	1971-04-01	UHC-63528-39	7658292327	7738 Ocean Ave, Charlotte, NC, 28224	0.76	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-131516	ENR	Janice Ortega	1989-12-12	UHC-16709-37	2542846424	7739 Canyon Rd, Orlando, FL, 32849	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-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
CLM-422189	CLM	Raymond Robinson	1942-04-12	—	8935567214	1979 Union St, Atlanta, GA, 30370	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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
CLM-426760	CLM	Beverly Jackson	1986-03-23	—	7016324921	7204 Jefferson Ave, Gilbert, AZ, 85277	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-125767	ENR	Brittany Jensen	2006-05-17	UHC-37798-78	8177330411	6032 Central Ave, Las Vegas, NV, 89130	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408620	CLM	Kyle T Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51634	TPA	Jonathan Valdez	1938-07-06	UHC-09612-40	4458108877	1279 Bayshore Dr, Nashville, TN, 37286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422919	CLM	Alexis W Parker	1988-11-26	—	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-431526	CLM	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	1059 Indian School Rd, Austin, TX, 78745	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
CLM-426397	CLM	Juan Santos	1966-06-17	—	—	963 Willow Ct, Miami, FL, 33137	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-107732	ENR	Anna Gonzlez	1985-04-25	UHC-97937-83	6662206891	425 Elm St, Denver, CO, 80241	0.76	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-406336	CLM	Raymond D Dunn	1985-11-16	—	—	7796 Maple Ave, Columbus, OH, 43251	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-141141	ENR	Rebecca A Stewart	1941-09-21	UHC-12215-27	5966087482	378 Willow Ct, Plano, TX, 75059	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405684	CLM	Nancy Soto	1975-04-23	—	8143441145	1141 Canyon Rd, Miami, FL, 33130	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22787	PRV	Kevin W Stewart	1974-06-17	UHC-27292-56	8483260593	5356 Washington St, Phoenix, AZ, 85065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22786	PRV	Kevin W Stewart	1974-06-17	UHC-27292-56	8483260593	5356 Washington St, Phoenix, AZ, 85065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135872	ENR	Ana A Cox	1981-07-08	UHC-37268-78	9546857596	8684 Main St, Tempe, AZ, 85216	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-100307	ENR	Lori Parker	1949-09-28	UHC-06551-05	2927735526	5635 Elm St, Chandler, AZ, 85238	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122893	ENR	Jeremy X Austin	1956-05-06	UHC-43876-06	5155425207	9368 River Rd # 918, Minneapolis, MN, 55418	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
CLM-404748	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	115 Canyon Rd, Scottsdale, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

4,010 rows, page 44 of 81Previous Next